diff --git a/.devops/cann.Dockerfile b/.devops/cann.Dockerfile index cd8f87b2ea..83182c9700 100644 --- a/.devops/cann.Dockerfile +++ b/.devops/cann.Dockerfile @@ -4,7 +4,7 @@ # Define the CANN base image for easier version updates later ARG CHIP_TYPE=910b -ARG CANN_BASE_IMAGE=quay.io/ascend/cann:8.3.rc1.alpha001-${CHIP_TYPE}-openeuler22.03-py3.11 +ARG CANN_BASE_IMAGE=quay.io/ascend/cann:8.3.rc2-${CHIP_TYPE}-openeuler24.03-py3.11 # ============================================================================== # BUILD STAGE @@ -111,7 +111,7 @@ ENTRYPOINT ["/app/tools.sh"] # ============================================================================== FROM base AS light -COPY --from=build /app/full/llama-cli /app +COPY --from=build /app/full/llama-cli /app/full/llama-completion /app ENTRYPOINT [ "/app/llama-cli" ] diff --git a/.devops/cpu.Dockerfile b/.devops/cpu.Dockerfile index 6e16ecda44..b9e84ab986 100644 --- a/.devops/cpu.Dockerfile +++ b/.devops/cpu.Dockerfile @@ -68,7 +68,7 @@ ENTRYPOINT ["/app/tools.sh"] ### Light, CLI only FROM base AS light -COPY --from=build /app/full/llama-cli /app +COPY --from=build /app/full/llama-cli /app/full/llama-completion /app WORKDIR /app diff --git a/.devops/cuda.Dockerfile b/.devops/cuda.Dockerfile index 54f793d0a3..fed5863157 100644 --- a/.devops/cuda.Dockerfile +++ b/.devops/cuda.Dockerfile @@ -74,7 +74,7 @@ ENTRYPOINT ["/app/tools.sh"] ### Light, CLI only FROM base AS light -COPY --from=build /app/full/llama-cli /app +COPY --from=build /app/full/llama-cli /app/full/llama-completion /app WORKDIR /app diff --git a/.devops/intel.Dockerfile b/.devops/intel.Dockerfile index d1a8fbed4c..adebf08229 100644 --- a/.devops/intel.Dockerfile +++ b/.devops/intel.Dockerfile @@ -73,7 +73,7 @@ ENTRYPOINT ["/app/tools.sh"] FROM base AS light COPY --from=build /app/lib/ /app -COPY --from=build /app/full/llama-cli /app +COPY --from=build /app/full/llama-cli /app/full/llama-completion /app WORKDIR /app diff --git a/.devops/musa.Dockerfile b/.devops/musa.Dockerfile index faa3500e61..34d6ad9f40 100644 --- a/.devops/musa.Dockerfile +++ b/.devops/musa.Dockerfile @@ -81,7 +81,7 @@ ENTRYPOINT ["/app/tools.sh"] ### Light, CLI only FROM base AS light -COPY --from=build /app/full/llama-cli /app +COPY --from=build /app/full/llama-cli /app/full/llama-completion /app WORKDIR /app diff --git a/.devops/rocm.Dockerfile b/.devops/rocm.Dockerfile index d6bf28b105..53c3ed8d88 100644 --- a/.devops/rocm.Dockerfile +++ b/.devops/rocm.Dockerfile @@ -94,7 +94,7 @@ ENTRYPOINT ["/app/tools.sh"] ### Light, CLI only FROM base AS light -COPY --from=build /app/full/llama-cli /app +COPY --from=build /app/full/llama-cli /app/full/llama-completion /app WORKDIR /app diff --git a/.devops/s390x.Dockerfile b/.devops/s390x.Dockerfile index b7c9457680..1e66f061d5 100644 --- a/.devops/s390x.Dockerfile +++ b/.devops/s390x.Dockerfile @@ -105,7 +105,7 @@ WORKDIR /llama.cpp/bin # Copy llama.cpp binaries and libraries COPY --from=collector /llama.cpp/bin/*.so /llama.cpp/bin -COPY --from=collector /llama.cpp/bin/llama-cli /llama.cpp/bin +COPY --from=collector /llama.cpp/bin/llama-cli /llama.cpp/bin/llama-completion /llama.cpp/bin ENTRYPOINT [ "/llama.cpp/bin/llama-cli" ] diff --git a/.devops/tools.sh b/.devops/tools.sh index 8a3a693400..cc5ee17dfd 100755 --- a/.devops/tools.sh +++ b/.devops/tools.sh @@ -13,6 +13,8 @@ elif [[ "$arg1" == '--quantize' || "$arg1" == '-q' ]]; then exec ./llama-quantize "$@" elif [[ "$arg1" == '--run' || "$arg1" == '-r' ]]; then exec ./llama-cli "$@" +elif [[ "$arg1" == '--run-legacy' || "$arg1" == '-l' ]]; then + exec ./llama-completion "$@" elif [[ "$arg1" == '--bench' || "$arg1" == '-b' ]]; then exec ./llama-bench "$@" elif [[ "$arg1" == '--perplexity' || "$arg1" == '-p' ]]; then @@ -32,8 +34,10 @@ elif [[ "$arg1" == '--server' || "$arg1" == '-s' ]]; then else echo "Unknown command: $arg1" echo "Available commands: " - echo " --run (-r): Run a model previously converted into ggml" - echo " ex: -m /models/7B/ggml-model-q4_0.bin -p \"Building a website can be done in 10 simple steps:\" -n 512" + echo " --run (-r): Run a model (chat) previously converted into ggml" + echo " ex: -m /models/7B/ggml-model-q4_0.bin" + echo " --run-legacy (-l): Run a model (legacy completion) previously converted into ggml" + echo " ex: -m /models/7B/ggml-model-q4_0.bin -no-cnv -p \"Building a website can be done in 10 simple steps:\" -n 512" echo " --bench (-b): Benchmark the performance of the inference for various parameters." echo " ex: -m model.gguf" echo " --perplexity (-p): Measure the perplexity of a model over a given text." diff --git a/.devops/vulkan.Dockerfile b/.devops/vulkan.Dockerfile index fd7195c5be..b37b4f277d 100644 --- a/.devops/vulkan.Dockerfile +++ b/.devops/vulkan.Dockerfile @@ -68,7 +68,7 @@ ENTRYPOINT ["/app/tools.sh"] ### Light, CLI only FROM base AS light -COPY --from=build /app/full/llama-cli /app +COPY --from=build /app/full/llama-cli /app/full/llama-completion /app WORKDIR /app diff --git a/.github/ISSUE_TEMPLATE/011-bug-results.yml b/.github/ISSUE_TEMPLATE/011-bug-results.yml index c42a14ff83..b815e70a8d 100644 --- a/.github/ISSUE_TEMPLATE/011-bug-results.yml +++ b/.github/ISSUE_TEMPLATE/011-bug-results.yml @@ -11,7 +11,7 @@ body: (i.e. the generated text) are incorrect or llama.cpp crashes during model evaluation. If you encountered the issue while using an external UI (e.g. ollama), please reproduce your issue using one of the examples/binaries in this repository. - The `llama-cli` binary can be used for simple and reproducible model inference. + The `llama-completion` binary can be used for simple and reproducible model inference. - type: textarea id: version attributes: @@ -74,9 +74,12 @@ body: Please give us a summary of the problem and tell us how to reproduce it. If you can narrow down the bug to specific hardware, compile flags, or command line arguments, that information would be very much appreciated by us. + + If possible, please try to reproduce the issue using `llama-completion` with `-fit off`. + If you can only reproduce the issue with `-fit on`, please provide logs both with and without `--verbose`. placeholder: > - e.g. when I run llama-cli with -ngl 99 I get garbled outputs. - When I use -ngl 0 it works correctly. + e.g. when I run llama-completion with `-fa on` I get garbled outputs for very long prompts. + With short prompts or `-fa off` it works correctly. Here are the exact commands that I used: ... validations: required: true diff --git a/.github/actions/windows-setup-cuda/action.yml b/.github/actions/windows-setup-cuda/action.yml index 5575caeca3..6ad61582a5 100644 --- a/.github/actions/windows-setup-cuda/action.yml +++ b/.github/actions/windows-setup-cuda/action.yml @@ -65,3 +65,34 @@ runs: echo "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\libnvvp" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 echo "CUDA_PATH_V12_4=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 + + - name: Install Cuda Toolkit 13.1 + if: ${{ inputs.cuda_version == '13.1' }} + shell: pwsh + run: | + mkdir -p "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" + choco install unzip -y + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_crt/windows-x86_64/cuda_crt-windows-x86_64-13.1.80-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_cudart/windows-x86_64/cuda_cudart-windows-x86_64-13.1.80-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_nvcc/windows-x86_64/cuda_nvcc-windows-x86_64-13.1.80-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_nvrtc/windows-x86_64/cuda_nvrtc-windows-x86_64-13.1.80-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/libcublas/windows-x86_64/libcublas-windows-x86_64-13.2.0.9-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/libnvvm/windows-x86_64/libnvvm-windows-x86_64-13.1.80-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_nvtx/windows-x86_64/cuda_nvtx-windows-x86_64-13.1.68-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_profiler_api/windows-x86_64/cuda_profiler_api-windows-x86_64-13.1.80-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/visual_studio_integration/windows-x86_64/visual_studio_integration-windows-x86_64-13.1.68-archive.zip" + curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_cccl/windows-x86_64/cuda_cccl-windows-x86_64-13.1.78-archive.zip" + unzip '*.zip' -d "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\cuda_crt-windows-x86_64-13.1.80-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\cuda_cudart-windows-x86_64-13.1.80-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\cuda_nvcc-windows-x86_64-13.1.80-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\cuda_nvrtc-windows-x86_64-13.1.80-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\libcublas-windows-x86_64-13.2.0.9-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\libnvvm-windows-x86_64-13.1.80-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\cuda_nvtx-windows-x86_64-13.1.68-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\cuda_profiler_api-windows-x86_64-13.1.80-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\visual_studio_integration-windows-x86_64-13.1.68-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\cuda_cccl-windows-x86_64-13.1.78-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" /E /I /H /Y + echo "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append + echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 + echo "CUDA_PATH_V13_1=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.1" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 diff --git a/.github/workflows/build-linux-cross.yml b/.github/workflows/build-linux-cross.yml index 36201281f0..c2c6ea12ae 100644 --- a/.github/workflows/build-linux-cross.yml +++ b/.github/workflows/build-linux-cross.yml @@ -291,6 +291,7 @@ jobs: -DGGML_RVV=ON \ -DGGML_RV_ZFH=ON \ -DGGML_RV_ZICBOP=ON \ + -DGGML_RV_ZIHINTPAUSE=ON \ -DRISCV64_SPACEMIT_IME_SPEC=RISCV64_SPACEMIT_IME1 \ -DCMAKE_TOOLCHAIN_FILE=${PWD}/cmake/riscv64-spacemit-linux-gnu-gcc.cmake diff --git a/.github/workflows/build-riscv-native.yml b/.github/workflows/build-riscv-native.yml deleted file mode 100644 index a3a0b0d663..0000000000 --- a/.github/workflows/build-riscv-native.yml +++ /dev/null @@ -1,120 +0,0 @@ -name: Build on RISCV Linux Machine by Cloud-V -on: - pull_request: - workflow_dispatch: - workflow_call: - -jobs: - debian-13-riscv64-native: # Bianbu 2.2 - runs-on: [self-hosted, RISCV64] - - steps: - - name: Install prerequisites - run: | - sudo apt-get update || true - sudo apt-get install -y libatomic1 - - uses: actions/checkout@v4 - - name: Setup Riscv - run: | - sudo apt-get update || true - sudo apt-get install -y --no-install-recommends \ - build-essential \ - gcc-14-riscv64-linux-gnu \ - g++-14-riscv64-linux-gnu \ - ccache \ - cmake - - - name: Setup ccache - run: | - mkdir -p $HOME/.ccache - ccache -M 5G -d $HOME/.ccache - export CCACHE_LOGFILE=/home/runneruser/ccache_debug/ccache.log - export CCACHE_DEBUGDIR="/home/runneruser/ccache_debug" - echo "$GITHUB_WORKSPACE" - echo "CCACHE_LOGFILE=$CCACHE_LOGFILE" >> $GITHUB_ENV - echo "CCACHE_DEBUGDIR=$CCACHE_DEBUGDIR" >> $GITHUB_ENV - echo "CCACHE_BASEDIR=$GITHUB_WORKSPACE" >> $GITHUB_ENV - echo "CCACHE_DIR=$HOME/.ccache" >> $GITHUB_ENV - - - name: Build - run: | - cmake -B build \ - -DLLAMA_CURL=OFF \ - -DCMAKE_BUILD_TYPE=Release \ - -DGGML_OPENMP=OFF \ - -DLLAMA_BUILD_EXAMPLES=ON \ - -DLLAMA_BUILD_TOOLS=ON \ - -DLLAMA_BUILD_TESTS=OFF \ - -DCMAKE_SYSTEM_NAME=Linux \ - -DCMAKE_SYSTEM_PROCESSOR=riscv64 \ - -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ - -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 \ - -DCMAKE_C_COMPILER_LAUNCHER=ccache \ - -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ - -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ - -DCMAKE_FIND_ROOT_PATH=/usr/lib/riscv64-linux-gnu \ - -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ - -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ - -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH - - cmake --build build --config Release -j $(nproc) - - # debian-13-riscv64-spacemit-ime-native: # Bianbu 2.2 - # runs-on: [self-hosted, RISCV64] - - # steps: - # - name: Install prerequisites - # run: | - # sudo apt-get update || true - # sudo apt-get install -y libatomic1 - # - uses: actions/checkout@v4 - # - name: Setup Riscv - # run: | - # sudo apt-get update || true - # sudo apt-get install -y --no-install-recommends \ - # build-essential \ - # gcc-14-riscv64-linux-gnu \ - # g++-14-riscv64-linux-gnu \ - # ccache \ - # cmake - # sudo apt-get upgrade binutils -y - - # - name: Setup ccache - # run: | - # mkdir -p $HOME/.ccache - # ccache -M 5G -d $HOME/.ccache - # export CCACHE_LOGFILE=/home/runneruser/ccache_debug/ccache.log - # export CCACHE_DEBUGDIR="/home/runneruser/ccache_debug" - # echo "$GITHUB_WORKSPACE" - # echo "CCACHE_LOGFILE=$CCACHE_LOGFILE" >> $GITHUB_ENV - # echo "CCACHE_DEBUGDIR=$CCACHE_DEBUGDIR" >> $GITHUB_ENV - # echo "CCACHE_BASEDIR=$GITHUB_WORKSPACE" >> $GITHUB_ENV - # echo "CCACHE_DIR=$HOME/.ccache" >> $GITHUB_ENV - - # - name: Build - # run: | - # cmake -B build \ - # -DLLAMA_CURL=OFF \ - # -DCMAKE_BUILD_TYPE=Release \ - # -DGGML_OPENMP=OFF \ - # -DLLAMA_BUILD_EXAMPLES=ON \ - # -DLLAMA_BUILD_TOOLS=ON \ - # -DLLAMA_BUILD_TESTS=OFF \ - # -DCMAKE_SYSTEM_NAME=Linux \ - # -DCMAKE_SYSTEM_PROCESSOR=riscv64 \ - # -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ - # -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 \ - # -DCMAKE_C_COMPILER_LAUNCHER=ccache \ - # -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ - # -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ - # -DCMAKE_FIND_ROOT_PATH=/usr/lib/riscv64-linux-gnu \ - # -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ - # -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ - # -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH \ - # -DGGML_RVV=ON \ - # -DGGML_RV_ZFH=ON \ - # -DGGML_RV_ZICBOP=ON \ - # -DGGML_CPU_RISCV64_SPACEMIT=ON \ - # -DRISCV64_SPACEMIT_IME_SPEC=RISCV64_SPACEMIT_IME1 - - # cmake --build build --config Release -j $(nproc) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index eee42759fc..af4c60be64 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -20,7 +20,8 @@ on: '**/*.swift', '**/*.m', '**/*.metal', - '**/*.comp' + '**/*.comp', + '**/*.glsl' ] pull_request: @@ -40,7 +41,8 @@ on: '**/*.swift', '**/*.m', '**/*.metal', - '**/*.comp' + '**/*.comp', + '**/*.glsl' ] concurrency: @@ -243,7 +245,7 @@ jobs: echo "Fetch llama2c model" wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/stories260K.bin ./bin/llama-convert-llama2c-to-ggml --copy-vocab-from-model ./tok512.bin --llama2c-model stories260K.bin --llama2c-output-model stories260K.gguf - ./bin/llama-cli -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 + ./bin/llama-completion -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 - name: Test llama2c (s390x) id: llama2c_test_s390x @@ -252,7 +254,7 @@ jobs: cd build echo "Fetch llama2c big-endian model" wget https://huggingface.co/ggml-org/models/resolve/main/tinyllamas/stories260K-be.gguf - ./bin/llama-cli -m stories260K-be.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 + ./bin/llama-completion -m stories260K-be.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 ubuntu-latest-cmake-sanitizer: runs-on: ubuntu-latest @@ -547,6 +549,46 @@ jobs: # This is using llvmpipe and runs slower than other backends ctest -L main --verbose --timeout 3600 + ubuntu-24-wasm-webgpu: + runs-on: ubuntu-24.04 + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: ccache + uses: ggml-org/ccache-action@v1.2.16 + with: + key: ubuntu-latest-wasm-webgpu + evict-old-files: 1d + + - name: Install Emscripten + run: | + git clone https://github.com/emscripten-core/emsdk.git + cd emsdk + ./emsdk install latest + ./emsdk activate latest + + - name: Fetch emdawnwebgpu + run: | + DAWN_TAG="v20251027.212519" + EMDAWN_PKG="emdawnwebgpu_pkg-${DAWN_TAG}.zip" + echo "Downloading ${EMDAWN_PKG}" + curl -L -o emdawn.zip \ + "https://github.com/google/dawn/releases/download/${DAWN_TAG}/${EMDAWN_PKG}" + unzip emdawn.zip + + - name: Build WASM WebGPU + run: | + source emsdk/emsdk_env.sh + emcmake cmake -B build-wasm \ + -DGGML_WEBGPU=ON \ + -DLLAMA_CURL=OFF \ + -DEMDAWNWEBGPU_DIR=emdawnwebgpu_pkg + + cmake --build build-wasm --target test-backend-ops -j $(nproc) + ubuntu-22-cmake-hip: runs-on: ubuntu-22.04 container: rocm/dev-ubuntu-22.04:6.1.2 @@ -1360,25 +1402,54 @@ jobs: chip_type: ['910b', '310p'] build: ['Release'] runs-on: ${{ matrix.arch == 'aarch64' && 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} - container: ascendai/cann:${{ matrix.chip_type == '910b' && '8.3.rc1.alpha001-910b-openeuler22.03-py3.11' || '8.2.rc1-310p-openeuler22.03-py3.11' }} steps: - name: Checkout uses: actions/checkout@v4 + with: + fetch-depth: 0 - - name: Dependencies + - name: Free up disk space + uses: ggml-org/free-disk-space@v1.3.1 + with: + tool-cache: true + + - name: Set container image + id: cann-image run: | - yum update -y - yum install -y git gcc gcc-c++ make cmake libcurl-devel + image="ascendai/cann:${{ matrix.chip_type == '910b' && '8.3.rc2-910b-openeuler24.03-py3.11' || '8.3.rc2-310p-openeuler24.03-py3.11' }}" + echo "image=${image}" >> "${GITHUB_OUTPUT}" + + - name: Pull container image + run: docker pull "${{ steps.cann-image.outputs.image }}" - name: Build + env: + BUILD_TYPE: ${{ matrix.build }} + SOC_TYPE: ascend${{ matrix.chip_type }} run: | - export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH} + HOST_UID=$(id -u) + HOST_GID=$(id -g) - cmake -S . -B build \ - -DCMAKE_BUILD_TYPE=${{ matrix.build }} \ - -DGGML_CANN=on \ - -DSOC_TYPE=ascend${{ matrix.chip_type }} - cmake --build build -j $(nproc) + docker run --rm \ + -v "${PWD}:/workspace" \ + -w /workspace \ + -e SOC_TYPE=${SOC_TYPE} \ + -e BUILD_TYPE=${BUILD_TYPE} \ + "${{ steps.cann-image.outputs.image }}" \ + bash -lc ' + set -e + yum install -y --setopt=install_weak_deps=False --setopt=tsflags=nodocs git gcc gcc-c++ make cmake libcurl-devel + yum clean all && rm -rf /var/cache/yum + git config --global --add safe.directory "/workspace" + export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH} + cmake -S . -B build \ + -DCMAKE_BUILD_TYPE=${BUILD_TYPE} \ + -DGGML_CANN=on \ + -DSOC_TYPE=${SOC_TYPE} + cmake --build build -j $(nproc) + + chown -R '"${HOST_UID}"':'"${HOST_GID}"' /workspace/build + ' # TODO: simplify the following workflows using a matrix # TODO: run lighter CI on PRs and the full CI only on master (if needed) @@ -1562,33 +1633,33 @@ jobs: run: | bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - ggml-ci-x64-amd-vulkan: - runs-on: [self-hosted, Linux, X64, AMD] + # ggml-ci-x64-amd-vulkan: + # runs-on: [self-hosted, Linux, X64, AMD] - steps: - - name: Clone - id: checkout - uses: actions/checkout@v4 + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v4 - - name: Test - id: ggml-ci - run: | - vulkaninfo --summary - GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + # - name: Test + # id: ggml-ci + # run: | + # vulkaninfo --summary + # GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - ggml-ci-x64-amd-rocm: - runs-on: [self-hosted, Linux, X64, AMD] + # ggml-ci-x64-amd-rocm: + # runs-on: [self-hosted, Linux, X64, AMD] - steps: - - name: Clone - id: checkout - uses: actions/checkout@v4 + # steps: + # - name: Clone + # id: checkout + # uses: actions/checkout@v4 - - name: Test - id: ggml-ci - run: | - amd-smi static - GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS="gfx1101" bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + # - name: Test + # id: ggml-ci + # run: | + # amd-smi static + # GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS="gfx1101" bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp ggml-ci-mac-metal: runs-on: [self-hosted, macOS, ARM64] @@ -1642,6 +1713,337 @@ jobs: run: | GG_BUILD_KLEIDIAI=1 GG_BUILD_EXTRA_TESTS_0=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt + ubuntu-cpu-cmake-riscv64-native: + runs-on: RISCV64 + + steps: + - name: Install dependencies + run: | + sudo apt-get update + + # Install necessary packages + sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential libssl-dev wget ccache + + # Set gcc-14 and g++-14 as the default compilers + sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 + sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 + sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc + sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ + + # Install Rust stable version + rustup install stable + rustup default stable + + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: Check environment + run: | + uname -a + gcc --version + g++ --version + ldd --version + cmake --version + rustc --version + + - name: Setup ccache + run: | + # Set unique cache directory for this job + export CCACHE_DIR="$HOME/.ccache/cpu-cmake-rv64-native" + mkdir -p "$CCACHE_DIR" + + # Configure ccache for optimal performance + ccache --set-config=max_size=5G + ccache --set-config=compression=true + ccache --set-config=compression_level=6 + ccache --set-config=cache_dir="$CCACHE_DIR" + + # Enable more aggressive caching + ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime + ccache --set-config=hash_dir=false + + # Export for subsequent steps + echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV + echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV + + - name: Build + id: cmake_build + run: | + cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ + -DCMAKE_BUILD_TYPE=Release \ + -DGGML_OPENMP=OFF \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=ON \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DGGML_RPC=ON \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 + + cmake --build build --config Release -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L 'main|curl' --verbose --timeout 900 + + - name: Test llama2c conversion + id: llama2c_test + run: | + cd build + echo "Fetch tokenizer" + wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/tok512.bin + echo "Fetch llama2c model" + wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/stories260K.bin + ./bin/llama-convert-llama2c-to-ggml --copy-vocab-from-model ./tok512.bin --llama2c-model stories260K.bin --llama2c-output-model stories260K.gguf + ./bin/llama-completion -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 + + ubuntu-cmake-sanitizer-riscv64-native: + runs-on: RISCV64 + + continue-on-error: true + + strategy: + matrix: + sanitizer: [ADDRESS, THREAD, UNDEFINED] + build_type: [Debug] + + steps: + - name: Install dependencies + run: | + sudo apt-get update + + # Install necessary packages + sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential wget ccache + + # Set gcc-14 and g++-14 as the default compilers + sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 + sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 + sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc + sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ + + # Install Rust stable version + rustup install stable + rustup default stable + + - name: GCC version check + run: | + gcc --version + g++ --version + + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: Setup ccache + run: | + # Unique cache directory per matrix combination + export CCACHE_DIR="$HOME/.ccache/sanitizer-${{ matrix.sanitizer }}-${{ matrix.build_type }}" + mkdir -p "$CCACHE_DIR" + + # Configure ccache + ccache --set-config=max_size=5G + ccache --set-config=compression=true + ccache --set-config=compression_level=6 + ccache --set-config=cache_dir="$CCACHE_DIR" + ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime + ccache --set-config=hash_dir=false + + # Export for subsequent steps + echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV + echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV + + - name: Build + id: cmake_build + if: ${{ matrix.sanitizer != 'THREAD' }} + run: | + cmake -B build \ + -DLLAMA_CURL=OFF \ + -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ + -DGGML_OPENMP=ON \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=OFF \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 + + cmake --build build --config ${{ matrix.build_type }} -j $(nproc) + + - name: Build (no OpenMP) + id: cmake_build_no_openmp + if: ${{ matrix.sanitizer == 'THREAD' }} + run: | + cmake -B build \ + -DLLAMA_CURL=OFF \ + -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ + -DGGML_OPENMP=OFF \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=OFF \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 + + cmake --build build --config ${{ matrix.build_type }} -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L main --verbose --timeout 900 + + + ubuntu-llguidance-riscv64-native: + runs-on: RISCV64 + steps: + - name: Install dependencies + run: | + sudo apt-get update + + # Install necessary packages + sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential wget ccache + + # Set gcc-14 and g++-14 as the default compilers + sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 + sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 + sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc + sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ + + # Install Rust stable version + rustup install stable + rustup default stable + + - name: GCC version check + run: | + gcc --version + g++ --version + + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: Setup ccache + run: | + export CCACHE_DIR="$HOME/.ccache/llguidance-riscv64" + mkdir -p "$CCACHE_DIR" + + ccache --set-config=max_size=5G + ccache --set-config=compression=true + ccache --set-config=compression_level=6 + ccache --set-config=cache_dir="$CCACHE_DIR" + ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime + ccache --set-config=hash_dir=false + + echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV + echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV + + - name: Build + id: cmake_build + run: | + cmake -B build \ + -DLLAMA_CURL=OFF \ + -DCMAKE_BUILD_TYPE=Release \ + -DGGML_OPENMP=OFF \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=OFF \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DLLAMA_LLGUIDANCE=ON \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 + + cmake --build build --config Release -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L main --verbose --timeout 900 + + + ubuntu-cmake-rpc-riscv64-native: + runs-on: RISCV64 + + continue-on-error: true + + steps: + - name: Install dependencies + run: | + sudo apt-get update + + # Install necessary packages + sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential libssl-dev wget ccache + + # Set gcc-14 and g++-14 as the default compilers + sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100 + sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100 + sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc + sudo ln -sf /usr/bin/g++-14 /usr/bin/g++ + + # Install Rust stable version + rustup install stable + rustup default stable + + - name: GCC version check + run: | + gcc --version + g++ --version + + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: Setup ccache + run: | + export CCACHE_DIR="$HOME/.ccache/rpc-riscv64" + mkdir -p "$CCACHE_DIR" + + ccache --set-config=max_size=5G + ccache --set-config=compression=true + ccache --set-config=compression_level=6 + ccache --set-config=cache_dir="$CCACHE_DIR" + ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime + ccache --set-config=hash_dir=false + + echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV + echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV + + - name: Build + id: cmake_build + run: | + cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ + -DCMAKE_BUILD_TYPE=Release \ + -DGGML_OPENMP=OFF \ + -DLLAMA_BUILD_EXAMPLES=ON \ + -DLLAMA_BUILD_TOOLS=ON \ + -DLLAMA_BUILD_TESTS=ON \ + -DCMAKE_C_COMPILER_LAUNCHER=ccache \ + -DCMAKE_CXX_COMPILER_LAUNCHER=ccache \ + -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ + -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 \ + -DGGML_RPC=ON + + cmake --build build --config Release -j $(nproc) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L main --verbose + ggml-ci-arm64-graviton4-kleidiai: runs-on: ah-ubuntu_22_04-c8g_8x diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 0d5739c24b..446cae9f84 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -66,14 +66,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz -s ",./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip name: llama-bin-macos-arm64.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz + name: llama-bin-macos-arm64.tar.gz + macOS-x64: runs-on: macos-15-intel @@ -120,14 +127,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz -s ",./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip name: llama-bin-macos-x64.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz + name: llama-bin-macos-x64.tar.gz + ubuntu-22-cpu: strategy: matrix: @@ -182,14 +196,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip name: llama-bin-ubuntu-${{ matrix.build }}.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.tar.gz + name: llama-bin-ubuntu-${{ matrix.build }}.tar.gz + ubuntu-22-vulkan: runs-on: ubuntu-22.04 @@ -235,14 +256,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip name: llama-bin-ubuntu-vulkan-x64.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz + name: llama-bin-ubuntu-vulkan-x64.tar.gz + windows-cpu: runs-on: windows-2025 @@ -298,7 +326,7 @@ jobs: run: | Copy-Item $env:CURL_PATH\bin\libcurl-${{ matrix.arch }}.dll .\build\bin\Release\ Copy-Item "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Redist\MSVC\14.44.35112\debug_nonredist\${{ matrix.arch }}\Microsoft.VC143.OpenMP.LLVM\libomp140.${{ matrix.arch == 'x64' && 'x86_64' || 'aarch64' }}.dll" .\build\bin\Release\ - 7z a llama-bin-win-cpu-${{ matrix.arch }}.zip .\build\bin\Release\* + 7z a -snl llama-bin-win-cpu-${{ matrix.arch }}.zip .\build\bin\Release\* - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -380,7 +408,7 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - 7z a llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip .\build\bin\Release\${{ matrix.target }}.dll + 7z a -snl llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip .\build\bin\Release\${{ matrix.target }}.dll - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -393,7 +421,7 @@ jobs: strategy: matrix: - cuda: ['12.4'] + cuda: ['12.4', '13.1'] steps: - name: Clone @@ -434,7 +462,7 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - 7z a llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip .\build\bin\Release\ggml-cuda.dll + 7z a -snl llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip .\build\bin\Release\ggml-cuda.dll - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -448,6 +476,7 @@ jobs: $dst='.\build\bin\cudart\' robocopy "${{env.CUDA_PATH}}\bin" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll robocopy "${{env.CUDA_PATH}}\lib" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll + robocopy "${{env.CUDA_PATH}}\bin\x64" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll 7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip $dst\* - name: Upload Cuda runtime @@ -517,6 +546,8 @@ jobs: cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libmmd.dll" ./build/bin cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libiomp5md.dll" ./build/bin cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/sycl-ls.exe" ./build/bin + cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libsycl-fallback-bfloat16.spv" ./build/bin + cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libsycl-native-bfloat16.spv" ./build/bin cp "${{ env.ONEAPI_ROOT }}/dnnl/latest/bin/dnnl.dll" ./build/bin cp "${{ env.ONEAPI_ROOT }}/tbb/latest/bin/tbb12.dll" ./build/bin @@ -526,7 +557,7 @@ jobs: cp "${{ env.ONEAPI_ROOT }}/umf/latest/bin/umf.dll" ./build/bin echo "cp oneAPI running time dll files to ./build/bin done" - 7z a llama-bin-win-sycl-x64.zip ./build/bin/* + 7z a -snl llama-bin-win-sycl-x64.zip ./build/bin/* - name: Upload the release package uses: actions/upload-artifact@v4 @@ -632,7 +663,7 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - 7z a llama-bin-win-hip-${{ matrix.name }}-x64.zip .\build\bin\* + 7z a -snl llama-bin-win-hip-${{ matrix.name }}-x64.zip .\build\bin\* - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -685,13 +716,21 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - zip --symlinks -r llama-${{ steps.tag.outputs.name }}-xcframework.zip build-apple/llama.xcframework + zip -y -r llama-${{ steps.tag.outputs.name }}-xcframework.zip build-apple/llama.xcframework + tar -czvf llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz -C build-apple llama.xcframework - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-xcframework.zip - name: llama-${{ steps.tag.outputs.name }}-xcframework + name: llama-${{ steps.tag.outputs.name }}-xcframework.zip + + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz + name: llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz + openEuler-cann: strategy: @@ -700,28 +739,54 @@ jobs: chip_type: ['910b', '310p'] build: ['Release'] runs-on: ${{ matrix.arch == 'aarch64' && 'ubuntu-24.04-arm' || 'ubuntu-24.04' }} - container: ascendai/cann:${{ matrix.chip_type == '910b' && '8.3.rc1.alpha001-910b-openeuler22.03-py3.11' || '8.2.rc1-310p-openeuler22.03-py3.11' }} steps: - name: Checkout uses: actions/checkout@v4 with: fetch-depth: 0 - - name: Dependencies + - name: Free up disk space + uses: ggml-org/free-disk-space@v1.3.1 + with: + tool-cache: true + + - name: Set container image + id: cann-image run: | - yum update -y - yum install -y git gcc gcc-c++ make cmake libcurl-devel - git config --global --add safe.directory "$GITHUB_WORKSPACE" + image="ascendai/cann:${{ matrix.chip_type == '910b' && '8.3.rc2-910b-openeuler24.03-py3.11' || '8.3.rc2-310p-openeuler24.03-py3.11' }}" + echo "image=${image}" >> "${GITHUB_OUTPUT}" + + - name: Pull container image + run: docker pull "${{ steps.cann-image.outputs.image }}" - name: Build + env: + BUILD_TYPE: ${{ matrix.build }} + SOC_TYPE: ascend${{ matrix.chip_type }} run: | - export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH} + HOST_UID=$(id -u) + HOST_GID=$(id -g) - cmake -S . -B build \ - -DCMAKE_BUILD_TYPE=${{ matrix.build }} \ - -DGGML_CANN=on \ - -DSOC_TYPE=ascend${{ matrix.chip_type }} - cmake --build build -j $(nproc) + docker run --rm \ + -v "${PWD}:/workspace" \ + -w /workspace \ + -e SOC_TYPE=${SOC_TYPE} \ + -e BUILD_TYPE=${BUILD_TYPE} \ + "${{ steps.cann-image.outputs.image }}" \ + bash -lc ' + set -e + yum install -y --setopt=install_weak_deps=False --setopt=tsflags=nodocs git gcc gcc-c++ make cmake libcurl-devel + yum clean all && rm -rf /var/cache/yum + git config --global --add safe.directory "/workspace" + export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH} + cmake -S . -B build \ + -DCMAKE_BUILD_TYPE=${BUILD_TYPE} \ + -DGGML_CANN=on \ + -DSOC_TYPE=${SOC_TYPE} + cmake --build build -j $(nproc) + + chown -R '"${HOST_UID}"':'"${HOST_GID}"' /workspace/build + ' - name: Determine tag name id: tag @@ -730,13 +795,13 @@ jobs: - name: Pack artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.tar.gz --transform "s,./,llama-${{ steps.tag.outputs.name }}/," -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (tar) uses: actions/upload-artifact@v4 with: - path: llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.zip - name: llama-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.zip + path: llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.tar.gz + name: llama-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.tar.gz release: if: ${{ ( github.event_name == 'push' && github.ref == 'refs/heads/master' ) || github.event.inputs.create_release == 'true' }} @@ -814,6 +879,7 @@ jobs: echo "Moving other artifacts..." mv -v artifact/*.zip release + mv -v artifact/*.tar.gz release - name: Create release id: create_release @@ -822,6 +888,40 @@ jobs: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} with: tag_name: ${{ steps.tag.outputs.name }} + body: | + > [!WARNING] + > **Release Format Update**: Linux releases will soon use .tar.gz archives instead of .zip. Please make the necessary changes to your deployment scripts. + +
+ + ${{ github.event.head_commit.message }} + +
+ + **macOS/iOS:** + - [macOS Apple Silicon (arm64)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz) + - [macOS Intel (x64)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz) + - [iOS XCFramework](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz) + + **Linux:** + - [Ubuntu x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-x64.tar.gz) + - [Ubuntu x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz) + - [Ubuntu s390x (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-s390x.tar.gz) + + **Windows:** + - [Windows x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cpu-x64.zip) + - [Windows arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cpu-arm64.zip) + - [Windows x64 (CUDA 12)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-12.4-x64.zip) + - [Windows x64 (CUDA 13)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-13.1-x64.zip) + - [Windows x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-vulkan-x64.zip) + - [Windows x64 (SYCL)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-sycl-x64.zip) + - [Windows x64 (HIP)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-hip-radeon-x64.zip) + + **openEuler:** + - [openEuler x86 (310p)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-310p-openEuler-x86.tar.gz) + - [openEuler x86 (910b)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-910b-openEuler-x86.tar.gz) + - [openEuler aarch64 (310p)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-310p-openEuler-aarch64.tar.gz) + - [openEuler aarch64 (910b)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-910b-openEuler-aarch64.tar.gz) - name: Upload release id: upload_release @@ -833,7 +933,7 @@ jobs: const fs = require('fs'); const release_id = '${{ steps.create_release.outputs.id }}'; for (let file of await fs.readdirSync('./release')) { - if (path.extname(file) === '.zip') { + if (path.extname(file) === '.zip' || file.endsWith('.tar.gz')) { console.log('uploadReleaseAsset', file); await github.repos.uploadReleaseAsset({ owner: context.repo.owner, diff --git a/.github/workflows/winget.yml b/.github/workflows/winget.yml index 5c28615595..d3d9be23ce 100644 --- a/.github/workflows/winget.yml +++ b/.github/workflows/winget.yml @@ -9,6 +9,7 @@ jobs: update: name: Update Winget Package runs-on: ubuntu-latest + if: github.repository_owner == 'ggml-org' steps: - name: Install cargo binstall diff --git a/.gitignore b/.gitignore index 8575a141c4..05eb578a82 100644 --- a/.gitignore +++ b/.gitignore @@ -54,6 +54,7 @@ /out/ /tmp/ /autogen-*.md +/common/build-info.cpp # Deprecated @@ -134,3 +135,5 @@ poetry.toml # IDE /*.code-workspace /.windsurf/ +# emscripten +a.out.* diff --git a/CMakeLists.txt b/CMakeLists.txt index 3278c4a72c..c231ec0e3f 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -33,10 +33,24 @@ endif() option(LLAMA_USE_SYSTEM_GGML "Use system libggml" OFF) +option(LLAMA_WASM_MEM64 "llama: use 64-bit memory in WASM builds" ON) + if (EMSCRIPTEN) set(BUILD_SHARED_LIBS_DEFAULT OFF) - option(LLAMA_WASM_SINGLE_FILE "llama: embed WASM inside the generated llama.js" ON) + # Use 64-bit memory to support backend_get_memory queries + # TODO: analyze performance impact, see https://spidermonkey.dev/blog/2025/01/15/is-memory64-actually-worth-using + if (LLAMA_WASM_MEM64) + add_compile_options("-sMEMORY64=1") + add_link_options("-sMEMORY64=1") + endif() + add_link_options("-sALLOW_MEMORY_GROWTH=1") + + option(LLAMA_WASM_SINGLE_FILE "llama: embed WASM inside the generated llama.js" OFF) + option(LLAMA_BUILD_HTML "llama: build HTML file" ON) + if (LLAMA_BUILD_HTML) + set(CMAKE_EXECUTABLE_SUFFIX ".html") + endif() else() if (MINGW) set(BUILD_SHARED_LIBS_DEFAULT OFF) @@ -58,6 +72,12 @@ if (MSVC) add_compile_options("$<$:/bigobj>") endif() +if (LLAMA_STANDALONE) + # enable parallel builds for msbuild + list(APPEND CMAKE_VS_GLOBALS UseMultiToolTask=true) + list(APPEND CMAKE_VS_GLOBALS EnforceProcessCountAcrossBuilds=true) +endif() + if (CMAKE_SYSTEM_NAME STREQUAL "iOS") set(LLAMA_TOOLS_INSTALL_DEFAULT OFF) else() @@ -179,11 +199,6 @@ if (NOT TARGET ggml AND NOT LLAMA_USE_SYSTEM_GGML) # ... otherwise assume ggml is added by a parent CMakeLists.txt endif() -if (MINGW) - # Target Windows 8 for PrefetchVirtualMemory - add_compile_definitions(_WIN32_WINNT=${GGML_WIN_VER}) -endif() - # # build the library # diff --git a/CODEOWNERS b/CODEOWNERS index 6ef6c0489f..8a0c98c968 100644 --- a/CODEOWNERS +++ b/CODEOWNERS @@ -7,16 +7,20 @@ /ci/ @ggerganov /cmake/ @ggerganov /common/CMakeLists.txt @ggerganov -/common/arg.* @ggerganov @ericcurtin +/common/arg.* @ggerganov /common/base64.hpp.* @ggerganov /common/build-info.* @ggerganov +/common/chat.* @pwilkin +/common/chat-peg-parser.* @aldehir /common/common.* @ggerganov /common/console.* @ggerganov /common/http.* @angt /common/llguidance.* @ggerganov /common/log.* @ggerganov +/common/peg-parser.* @aldehir /common/sampling.* @ggerganov /common/speculative.* @ggerganov +/common/unicode.* @aldehir /convert_*.py @CISC /examples/batched.swift/ @ggerganov /examples/batched/ @ggerganov @@ -81,14 +85,15 @@ /src/llama-vocab.* @CISC /src/models/ @CISC /tests/ @ggerganov +/tests/test-chat-.* @pwilkin /tools/batched-bench/ @ggerganov -/tools/main/ @ggerganov +/tools/cli/ @ngxson +/tools/completion/ @ggerganov /tools/mtmd/ @ngxson /tools/perplexity/ @ggerganov /tools/quantize/ @ggerganov /tools/rpc/ @rgerganov -/tools/run/ @ericcurtin -/tools/server/* @ngxson @ggerganov @ericcurtin # no subdir +/tools/server/* @ngxson @ggerganov # no subdir /tools/server/webui/ @allozaur /tools/tokenize/ @ggerganov /tools/tts/ @ggerganov diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index b808fa31ea..4545ff8f9a 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -15,10 +15,12 @@ The project differentiates between 3 levels of contributors: - If you modified the `ggml` source, run the `test-backend-ops` tool to check whether different backend implementations of the `ggml` operators produce consistent results (this requires access to at least two different `ggml` backends) - If you modified a `ggml` operator or added a new one, add the corresponding test cases to `test-backend-ops` - Create separate PRs for each feature or fix. Avoid combining unrelated changes in a single PR +- When adding support for a new model or feature, focus on **CPU support only** in the initial PR unless you have a good reason not to. Add support for other backends like CUDA in follow-up PRs - Consider allowing write access to your branch for faster reviews, as reviewers can push commits directly -- If your PR becomes stale, don't hesitate to ping the maintainers in the comments +- If your PR becomes stale, rebase it on top of latest `master` to get maintainers attention - Maintainers will rely on your insights and approval when making a final decision to approve and merge a PR - Consider adding yourself to [CODEOWNERS](CODEOWNERS) to indicate your availability for reviewing related PRs +- Using AI to generate PRs is permitted. However, you must (1) explicitly disclose how AI was used and (2) conduct a thorough manual review before publishing the PR. Note that trivial tab autocompletions do not require disclosure. # Pull requests (for maintainers) diff --git a/README.md b/README.md index cff3bd4370..5f2076d0a3 100644 --- a/README.md +++ b/README.md @@ -61,7 +61,7 @@ range of hardware - locally and in the cloud. - Plain C/C++ implementation without any dependencies - Apple silicon is a first-class citizen - optimized via ARM NEON, Accelerate and Metal frameworks - AVX, AVX2, AVX512 and AMX support for x86 architectures -- RVV, ZVFH, ZFH and ZICBOP support for RISC-V architectures +- RVV, ZVFH, ZFH, ZICBOP and ZIHINTPAUSE support for RISC-V architectures - 1.5-bit, 2-bit, 3-bit, 4-bit, 5-bit, 6-bit, and 8-bit integer quantization for faster inference and reduced memory use - Custom CUDA kernels for running LLMs on NVIDIA GPUs (support for AMD GPUs via HIP and Moore Threads GPUs via MUSA) - Vulkan and SYCL backend support @@ -276,6 +276,7 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo | [MUSA](docs/build.md#musa) | Moore Threads GPU | | [CUDA](docs/build.md#cuda) | Nvidia GPU | | [HIP](docs/build.md#hip) | AMD GPU | +| [ZenDNN](docs/build.md#zendnn) | AMD CPU | | [Vulkan](docs/build.md#vulkan) | GPU | | [CANN](docs/build.md#cann) | Ascend NPU | | [OpenCL](docs/backend/OPENCL.md) | Adreno GPU | @@ -312,7 +313,7 @@ The Hugging Face platform provides a variety of online tools for converting, qua To learn more about model quantization, [read this documentation](tools/quantize/README.md) -## [`llama-cli`](tools/main) +## [`llama-cli`](tools/cli) #### A CLI tool for accessing and experimenting with most of `llama.cpp`'s functionality. @@ -346,19 +347,6 @@ To learn more about model quantization, [read this documentation](tools/quantize --
- Run simple text completion - - To disable conversation mode explicitly, use `-no-cnv` - - ```bash - llama-cli -m model.gguf -p "I believe the meaning of life is" -n 128 -no-cnv - - # I believe the meaning of life is to find your own truth and to live in accordance with it. For me, this means being true to myself and following my passions, even if they don't align with societal expectations. I think that's what I love about yoga – it's not just a physical practice, but a spiritual one too. It's about connecting with yourself, listening to your inner voice, and honoring your own unique journey. - ``` - -
- -
Constrain the output with a custom grammar @@ -537,7 +525,8 @@ To learn more about model quantization, [read this documentation](tools/quantize ## Other documentation -- [main (cli)](tools/main/README.md) +- [cli](tools/cli/README.md) +- [completion](tools/completion/README.md) - [server](tools/server/README.md) - [GBNF grammars](grammars/README.md) @@ -613,3 +602,4 @@ $ echo "source ~/.llama-completion.bash" >> ~/.bashrc - [linenoise.cpp](./tools/run/linenoise.cpp/linenoise.cpp) - C++ library that provides readline-like line editing capabilities, used by `llama-run` - BSD 2-Clause License - [curl](https://curl.se/) - Client-side URL transfer library, used by various tools/examples - [CURL License](https://curl.se/docs/copyright.html) - [miniaudio.h](https://github.com/mackron/miniaudio) - Single-header audio format decoder, used by multimodal subsystem - Public domain +- [subprocess.h](https://github.com/sheredom/subprocess.h) - Single-header process launching solution for C and C++ - Public domain diff --git a/SECURITY.md b/SECURITY.md index 9749e95b71..9c86ae91b5 100644 --- a/SECURITY.md +++ b/SECURITY.md @@ -65,4 +65,6 @@ However, If you have discovered a security vulnerability in this project, please Please disclose it as a private [security advisory](https://github.com/ggml-org/llama.cpp/security/advisories/new). +Please note that using AI to identify vulnerabilities and generate reports is permitted. However, you must (1) explicitly disclose how AI was used and (2) conduct a thorough manual review before submitting the report. + A team of volunteers on a reasonable-effort basis maintains this project. As such, please give us at least 90 days to work on a fix before public exposure. diff --git a/ci/run.sh b/ci/run.sh index 1dd65adeaa..0a4a0e41eb 100755 --- a/ci/run.sh +++ b/ci/run.sh @@ -45,7 +45,7 @@ sd=`dirname $0` cd $sd/../ SRC=`pwd` -CMAKE_EXTRA="-DLLAMA_FATAL_WARNINGS=ON -DLLAMA_CURL=ON -DGGML_SCHED_NO_REALLOC=ON" +CMAKE_EXTRA="-DLLAMA_FATAL_WARNINGS=${LLAMA_FATAL_WARNINGS:-ON} -DLLAMA_CURL=ON -DGGML_SCHED_NO_REALLOC=ON" if [ ! -z ${GG_BUILD_METAL} ]; then CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_METAL=ON" @@ -398,18 +398,20 @@ function gg_run_qwen3_0_6b { ./bin/llama-quantize ${model_bf16} ${model_q5_k} q5_k $(nproc) ./bin/llama-quantize ${model_bf16} ${model_q6_k} q6_k $(nproc) - (time ./bin/llama-cli -no-cnv --model ${model_f16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log - (time ./bin/llama-cli -no-cnv --model ${model_bf16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-bf16.log - (time ./bin/llama-cli -no-cnv --model ${model_q8_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log - (time ./bin/llama-cli -no-cnv --model ${model_q4_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log - (time ./bin/llama-cli -no-cnv --model ${model_q4_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log - (time ./bin/llama-cli -no-cnv --model ${model_q5_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log - (time ./bin/llama-cli -no-cnv --model ${model_q5_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log - (time ./bin/llama-cli -no-cnv --model ${model_q2_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q2_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q3_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q4_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q5_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q6_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.log + (time ./bin/llama-fit-params --model ${model_f16} 2>&1 | tee -a $OUT/${ci}-fp-f16.log) + + (time ./bin/llama-completion -no-cnv --model ${model_f16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log + (time ./bin/llama-completion -no-cnv --model ${model_bf16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-bf16.log + (time ./bin/llama-completion -no-cnv --model ${model_q8_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log + (time ./bin/llama-completion -no-cnv --model ${model_q4_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log + (time ./bin/llama-completion -no-cnv --model ${model_q4_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log + (time ./bin/llama-completion -no-cnv --model ${model_q5_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log + (time ./bin/llama-completion -no-cnv --model ${model_q5_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log + (time ./bin/llama-completion -no-cnv --model ${model_q2_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q2_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q3_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q4_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q5_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q6_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.log (time ./bin/llama-perplexity --model ${model_f16} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log if [ -z ${GG_BUILD_NO_BF16} ]; then @@ -523,6 +525,8 @@ function gg_run_embd_bge_small { ./bin/llama-quantize ${model_f16} ${model_q8_0} q8_0 + (time ./bin/llama-fit-params --model ${model_f16} 2>&1 | tee -a $OUT/${ci}-fp-f16.log) + (time ./bin/llama-embedding --model ${model_f16} -p "I believe the meaning of life is" -ngl 99 -c 0 --no-op-offload) 2>&1 | tee -a $OUT/${ci}-tg-f16.log (time ./bin/llama-embedding --model ${model_q8_0} -p "I believe the meaning of life is" -ngl 99 -c 0 --no-op-offload) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log @@ -563,6 +567,8 @@ function gg_run_rerank_tiny { model_f16="${path_models}/ggml-model-f16.gguf" + (time ./bin/llama-fit-params --model ${model_f16} 2>&1 | tee -a $OUT/${ci}-fp-f16.log) + # for this model, the SEP token is "" (time ./bin/llama-embedding --model ${model_f16} -p "what is panda?\thi\nwhat is panda?\tit's a bear\nwhat is panda?\tThe giant panda (Ailuropoda melanoleuca), sometimes called a panda bear or simply panda, is a bear species endemic to China." -ngl 99 -c 0 --pooling rank --embd-normalize -1 --no-op-offload --verbose-prompt) 2>&1 | tee -a $OUT/${ci}-rk-f16.log diff --git a/cmake/build-info.cmake b/cmake/build-info.cmake index 75c78222f2..c7005950c5 100644 --- a/cmake/build-info.cmake +++ b/cmake/build-info.cmake @@ -39,26 +39,10 @@ if(Git_FOUND) endif() endif() -if(MSVC) - set(BUILD_COMPILER "${CMAKE_C_COMPILER_ID} ${CMAKE_C_COMPILER_VERSION}") - if (CMAKE_VS_PLATFORM_NAME) - set(BUILD_TARGET ${CMAKE_VS_PLATFORM_NAME}) - else() - set(BUILD_TARGET "${CMAKE_SYSTEM_NAME} ${CMAKE_SYSTEM_PROCESSOR}") - endif() -else() - execute_process( - COMMAND ${CMAKE_C_COMPILER} --version - OUTPUT_VARIABLE OUT - OUTPUT_STRIP_TRAILING_WHITESPACE - ) - string(REGEX REPLACE " *\n.*" "" OUT "${OUT}") - set(BUILD_COMPILER ${OUT}) +set(BUILD_COMPILER "${CMAKE_C_COMPILER_ID} ${CMAKE_C_COMPILER_VERSION}") - execute_process( - COMMAND ${CMAKE_C_COMPILER} -dumpmachine - OUTPUT_VARIABLE OUT - OUTPUT_STRIP_TRAILING_WHITESPACE - ) - set(BUILD_TARGET ${OUT}) +if(CMAKE_VS_PLATFORM_NAME) + set(BUILD_TARGET ${CMAKE_VS_PLATFORM_NAME}) +else() + set(BUILD_TARGET "${CMAKE_SYSTEM_NAME} ${CMAKE_SYSTEM_PROCESSOR}") endif() diff --git a/common/CMakeLists.txt b/common/CMakeLists.txt index bb168e8358..0182767c2b 100644 --- a/common/CMakeLists.txt +++ b/common/CMakeLists.txt @@ -52,6 +52,8 @@ add_library(${TARGET} STATIC chat-parser.h chat-parser-xml-toolcall.h chat-parser-xml-toolcall.cpp + chat-peg-parser.cpp + chat-peg-parser.h chat.cpp chat.h common.cpp @@ -69,12 +71,18 @@ add_library(${TARGET} STATIC log.h ngram-cache.cpp ngram-cache.h + peg-parser.cpp + peg-parser.h + preset.cpp + preset.h regex-partial.cpp regex-partial.h sampling.cpp sampling.h speculative.cpp speculative.h + unicode.cpp + unicode.h ) if (BUILD_SHARED_LIBS) diff --git a/common/arg.cpp b/common/arg.cpp index 9a874c6b1d..acf4c8f8a8 100644 --- a/common/arg.cpp +++ b/common/arg.cpp @@ -20,6 +20,7 @@ #include #include +#include #include #include #include @@ -30,6 +31,7 @@ #include // for hardware_concurrency #include +#ifndef __EMSCRIPTEN__ #ifdef __linux__ #include #elif defined(_WIN32) @@ -41,13 +43,17 @@ #else #include #endif +#endif + #define LLAMA_MAX_URL_LENGTH 2084 // Maximum URL Length in Chrome: 2083 using json = nlohmann::ordered_json; +using namespace common_arg_utils; static std::initializer_list mmproj_examples = { LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_SERVER, + LLAMA_EXAMPLE_CLI, }; static std::string read_file(const std::string & fname) { @@ -60,6 +66,15 @@ static std::string read_file(const std::string & fname) { return content; } +static const std::vector & get_common_arg_defs() { + static const std::vector options = [] { + common_params params; + auto ctx = common_params_parser_init(params, LLAMA_EXAMPLE_SERVER, nullptr); + return ctx.options; + }(); + return options; +} + common_arg & common_arg::set_examples(std::initializer_list examples) { this->examples = examples; return *this; @@ -91,6 +106,16 @@ bool common_arg::is_exclude(enum llama_example ex) { bool common_arg::get_value_from_env(std::string & output) const { if (env == nullptr) return false; + if (!args_neg.empty()) { + // for compatibility, we need to check LLAMA_ARG_NO_ env as well + std::string neg_env = env; + string_replace_all(neg_env, "LLAMA_ARG_", "LLAMA_ARG_NO_"); + char * neg_value = std::getenv(neg_env.c_str()); + if (neg_value) { + output = "0"; // falsey + return true; + } + } char * value = std::getenv(env); if (value) { output = value; @@ -100,6 +125,14 @@ bool common_arg::get_value_from_env(std::string & output) const { } bool common_arg::has_value_from_env() const { + if (env != nullptr && !args_neg.empty()) { + // for compatibility, we need to check LLAMA_ARG_NO_ env as well + std::string neg_env = env; + string_replace_all(neg_env, "LLAMA_ARG_", "LLAMA_ARG_NO_"); + if (std::getenv(neg_env.c_str())) { + return true; + } + } return env != nullptr && std::getenv(env); } @@ -130,16 +163,17 @@ static std::vector break_str_into_lines(std::string input, size_t m return result; } -std::string common_arg::to_string() { +std::string common_arg::to_string() const { // params for printing to console const static int n_leading_spaces = 40; const static int n_char_per_line_help = 70; // TODO: detect this based on current console std::string leading_spaces(n_leading_spaces, ' '); std::ostringstream ss; - for (const auto arg : args) { - if (arg == args.front()) { - if (args.size() == 1) { + auto all_args = get_args(); // also contains args_neg + for (const auto & arg : all_args) { + if (arg == all_args.front()) { + if (all_args.size() == 1) { ss << arg; } else { // first arg is usually abbreviation, we need padding to make it more beautiful @@ -148,7 +182,7 @@ std::string common_arg::to_string() { ss << tmp << spaces; } } else { - ss << arg << (arg != args.back() ? ", " : ""); + ss << arg << (arg != all_args.back() ? ", " : ""); } } if (value_hint) ss << " " << value_hint; @@ -167,6 +201,31 @@ std::string common_arg::to_string() { return ss.str(); } +std::vector common_arg::get_args() const { + std::vector result; + for (const auto & arg : args) { + result.push_back(std::string(arg)); + } + for (const auto & arg : args_neg) { + result.push_back(std::string(arg)); + } + return result; +} + +std::vector common_arg::get_env() const { + std::vector result; + if (env) { + result.push_back(std::string(env)); + } + if (!args_neg.empty() && env) { + // for compatibility, we need to add LLAMA_ARG_NO_ variant + std::string neg_env = env; + string_replace_all(neg_env, "LLAMA_ARG_", "LLAMA_ARG_NO_"); + result.push_back(neg_env); + } + return result; +} + // // utils // @@ -212,13 +271,13 @@ struct handle_model_result { static handle_model_result common_params_handle_model( struct common_params_model & model, const std::string & bearer_token, - const std::string & model_path_default, bool offline) { handle_model_result result; // handle pre-fill default model path and url based on hf_repo and hf_file { if (!model.docker_repo.empty()) { // Handle Docker URLs by resolving them to local paths model.path = common_docker_resolve_model(model.docker_repo); + model.name = model.docker_repo; // set name for consistency } else if (!model.hf_repo.empty()) { // short-hand to avoid specifying --hf-file -> default it to --model if (model.hf_file.empty()) { @@ -227,7 +286,8 @@ static handle_model_result common_params_handle_model( if (auto_detected.repo.empty() || auto_detected.ggufFile.empty()) { exit(1); // built without CURL, error message already printed } - model.hf_repo = auto_detected.repo; + model.name = model.hf_repo; // repo name with tag + model.hf_repo = auto_detected.repo; // repo name without tag model.hf_file = auto_detected.ggufFile; if (!auto_detected.mmprojFile.empty()) { result.found_mmproj = true; @@ -257,8 +317,6 @@ static handle_model_result common_params_handle_model( model.path = fs_get_cache_file(string_split(f, '/').back()); } - } else if (model.path.empty()) { - model.path = model_path_default; } } @@ -303,6 +361,16 @@ static std::string get_all_kv_cache_types() { return msg.str(); } +static bool parse_bool_value(const std::string & value) { + if (is_truthy(value)) { + return true; + } else if (is_falsey(value)) { + return false; + } else { + throw std::invalid_argument("invalid boolean value"); + } +} + // // CLI argument parsing functions // @@ -310,10 +378,13 @@ static std::string get_all_kv_cache_types() { static bool common_params_parse_ex(int argc, char ** argv, common_params_context & ctx_arg) { common_params & params = ctx_arg.params; - std::unordered_map arg_to_options; + std::unordered_map> arg_to_options; for (auto & opt : ctx_arg.options) { for (const auto & arg : opt.args) { - arg_to_options[arg] = &opt; + arg_to_options[arg] = {&opt, /* is_positive */ true}; + } + for (const auto & arg : opt.args_neg) { + arg_to_options[arg] = {&opt, /* is_positive */ false}; } } @@ -322,12 +393,15 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context std::string value; if (opt.get_value_from_env(value)) { try { - if (opt.handler_void && (value == "1" || value == "true")) { + if (opt.handler_void && is_truthy(value)) { opt.handler_void(params); } if (opt.handler_int) { opt.handler_int(params, std::stoi(value)); } + if (opt.handler_bool) { + opt.handler_bool(params, parse_bool_value(value)); + } if (opt.handler_string) { opt.handler_string(params, value); continue; @@ -356,7 +430,9 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context if (arg_to_options.find(arg) == arg_to_options.end()) { throw std::invalid_argument(string_format("error: invalid argument: %s", arg.c_str())); } - auto opt = *arg_to_options[arg]; + auto & tmp = arg_to_options[arg]; + auto opt = *tmp.first; + bool is_positive = tmp.second; if (opt.has_value_from_env()) { fprintf(stderr, "warn: %s environment variable is set, but will be overwritten by command line argument %s\n", opt.env, arg.c_str()); } @@ -365,6 +441,10 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context opt.handler_void(params); continue; } + if (opt.handler_bool) { + opt.handler_bool(params, is_positive); + continue; + } // arg with single value check_arg(i); @@ -389,7 +469,7 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context throw std::invalid_argument(string_format( "error while handling argument \"%s\": %s\n\n" "usage:\n%s\n\nto show complete usage, run with -h", - arg.c_str(), e.what(), arg_to_options[arg]->to_string().c_str())); + arg.c_str(), e.what(), opt.to_string().c_str())); } } @@ -405,7 +485,7 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context // handle model and download { - auto res = common_params_handle_model(params.model, params.hf_token, DEFAULT_MODEL_PATH, params.offline); + auto res = common_params_handle_model(params.model, params.hf_token, params.offline); if (params.no_mmproj) { params.mmproj = {}; } else if (res.found_mmproj && params.mmproj.path.empty() && params.mmproj.url.empty()) { @@ -415,12 +495,18 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context // only download mmproj if the current example is using it for (auto & ex : mmproj_examples) { if (ctx_arg.ex == ex) { - common_params_handle_model(params.mmproj, params.hf_token, "", params.offline); + common_params_handle_model(params.mmproj, params.hf_token, params.offline); break; } } - common_params_handle_model(params.speculative.model, params.hf_token, "", params.offline); - common_params_handle_model(params.vocoder.model, params.hf_token, "", params.offline); + common_params_handle_model(params.speculative.model, params.hf_token, params.offline); + common_params_handle_model(params.vocoder.model, params.hf_token, params.offline); + } + + // model is required (except for server) + // TODO @ngxson : maybe show a list of available models in CLI in this case + if (params.model.path.empty() && ctx_arg.ex != LLAMA_EXAMPLE_SERVER && !params.usage && !params.completion) { + throw std::invalid_argument("error: --model is required\n"); } if (params.escape) { @@ -444,7 +530,9 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context params.kv_overrides.back().key[0] = 0; } - if (!params.tensor_buft_overrides.empty()) { + // pad tensor_buft_overrides for llama_params_fit: + const size_t ntbo = llama_max_tensor_buft_overrides(); + while (params.tensor_buft_overrides.size() < ntbo) { params.tensor_buft_overrides.push_back({nullptr, nullptr}); } @@ -460,6 +548,8 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context )); } + common_log_set_verbosity_thold(params.verbosity); + return true; } @@ -552,6 +642,7 @@ static void common_params_print_completion(common_params_context & ctx_arg) { "llama-batched-bench", "llama-bench", "llama-cli", + "llama-completion", "llama-convert-llama2c-to-ggml", "llama-cvector-generator", "llama-embedding", @@ -636,6 +727,56 @@ static void add_rpc_devices(const std::string & servers) { } } +bool common_params_to_map(int argc, char ** argv, llama_example ex, std::map & out_map) { + common_params dummy_params; + common_params_context ctx_arg = common_params_parser_init(dummy_params, ex, nullptr); + + std::unordered_map arg_to_options; + for (auto & opt : ctx_arg.options) { + for (const auto & arg : opt.args) { + arg_to_options[arg] = &opt; + } + for (const auto & arg : opt.args_neg) { + arg_to_options[arg] = &opt; + } + } + + // TODO @ngxson : find a way to deduplicate this code + + // handle command line arguments + auto check_arg = [&](int i) { + if (i+1 >= argc) { + throw std::invalid_argument("expected value for argument"); + } + }; + + for (int i = 1; i < argc; i++) { + const std::string arg_prefix = "--"; + + std::string arg = argv[i]; + if (arg.compare(0, arg_prefix.size(), arg_prefix) == 0) { + std::replace(arg.begin(), arg.end(), '_', '-'); + } + if (arg_to_options.find(arg) == arg_to_options.end()) { + throw std::invalid_argument(string_format("error: invalid argument: %s", arg.c_str())); + } + auto opt = *arg_to_options[arg]; + std::string val; + if (opt.value_hint != nullptr) { + // arg with single value + check_arg(i); + val = argv[++i]; + } + if (opt.value_hint_2 != nullptr) { + // TODO: support arg with 2 values + throw std::invalid_argument("error: argument with 2 values is not yet supported\n"); + } + out_map[opt] = val; + } + + return true; +} + bool common_params_parse(int argc, char ** argv, common_params & params, llama_example ex, void(*print_usage)(int, char **)) { auto ctx_arg = common_params_parser_init(params, ex, print_usage); const common_params params_org = ctx_arg.params; // the example can modify the default params @@ -681,24 +822,20 @@ static std::string list_builtin_chat_templates() { return msg.str(); } -static bool is_truthy(const std::string & value) { - return value == "on" || value == "enabled" || value == "1"; +bool common_arg_utils::is_truthy(const std::string & value) { + return value == "on" || value == "enabled" || value == "true" || value == "1"; } -static bool is_falsey(const std::string & value) { - return value == "off" || value == "disabled" || value == "0"; +bool common_arg_utils::is_falsey(const std::string & value) { + return value == "off" || value == "disabled" || value == "false" || value == "0"; } -static bool is_autoy(const std::string & value) { +bool common_arg_utils::is_autoy(const std::string & value) { return value == "auto" || value == "-1"; } common_params_context common_params_parser_init(common_params & params, llama_example ex, void(*print_usage)(int, char **)) { - // default values specific to example - // note: we place it here instead of inside server.cpp to allow llama-gen-docs to pick it up - if (ex == LLAMA_EXAMPLE_SERVER) { - params.use_jinja = true; - } + params.use_color = tty_can_use_colors(); // load dynamic backends ggml_backend_load_all(); @@ -775,19 +912,30 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } )); add_opt(common_arg( + {"--display-prompt"}, {"--no-display-prompt"}, - string_format("don't print prompt at generation (default: %s)", !params.display_prompt ? "true" : "false"), - [](common_params & params) { - params.display_prompt = false; + string_format("whether to print prompt at generation (default: %s)", params.display_prompt ? "true" : "false"), + [](common_params & params, bool value) { + params.display_prompt = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( - {"-co", "--color"}, - string_format("colorise output to distinguish prompt and user input from generations (default: %s)", params.use_color ? "true" : "false"), - [](common_params & params) { - params.use_color = true; + {"-co", "--color"}, "[on|off|auto]", + "Colorize output to distinguish prompt and user input from generations ('on', 'off', or 'auto', default: 'auto')\n" + "'auto' enables colors when output is to a terminal", + [](common_params & params, const std::string & value) { + if (is_truthy(value)) { + params.use_color = true; + } else if (is_falsey(value)) { + params.use_color = false; + } else if (is_autoy(value)) { + params.use_color = tty_can_use_colors(); + } else { + throw std::invalid_argument( + string_format("error: unknown value for --color: '%s'\n", value.c_str())); + } } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP})); add_opt(common_arg( {"-t", "--threads"}, "N", string_format("number of CPU threads to use during generation (default: %d)", params.cpuparams.n_threads), @@ -920,7 +1068,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex add_opt(common_arg( {"-n", "--predict", "--n-predict"}, "N", string_format( - ex == LLAMA_EXAMPLE_MAIN + ex == LLAMA_EXAMPLE_COMPLETION ? "number of tokens to predict (default: %d, -1 = infinity, -2 = until context filled)" : "number of tokens to predict (default: %d, -1 = infinity)", params.n_predict), @@ -964,7 +1112,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.n_ctx_checkpoints = value; } - ).set_env("LLAMA_ARG_CTX_CHECKPOINTS").set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_env("LLAMA_ARG_CTX_CHECKPOINTS").set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--cache-ram", "-cram"}, "N", string_format("set the maximum cache size in MiB (default: %d, -1 - no limit, 0 - disable)\n" @@ -972,7 +1120,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.cache_ram_mib = value; } - ).set_env("LLAMA_ARG_CACHE_RAM").set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_env("LLAMA_ARG_CACHE_RAM").set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--kv-unified", "-kvu"}, string_format("use single unified KV buffer for the KV cache of all sequences (default: %s)\n" @@ -980,21 +1128,15 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.kv_unified = true; } - ).set_env("LLAMA_ARG_KV_SPLIT")); - add_opt(common_arg( - {"--no-context-shift"}, - string_format("disables context shift on infinite text generation (default: %s)", params.ctx_shift ? "disabled" : "enabled"), - [](common_params & params) { - params.ctx_shift = false; - } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_PERPLEXITY}).set_env("LLAMA_ARG_NO_CONTEXT_SHIFT")); + ).set_env("LLAMA_ARG_KV_UNIFIED")); add_opt(common_arg( {"--context-shift"}, - string_format("enables context shift on infinite text generation (default: %s)", params.ctx_shift ? "enabled" : "disabled"), - [](common_params & params) { - params.ctx_shift = true; + {"--no-context-shift"}, + string_format("whether to use context shift on infinite text generation (default: %s)", params.ctx_shift ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.ctx_shift = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_PERPLEXITY}).set_env("LLAMA_ARG_CONTEXT_SHIFT")); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_PERPLEXITY}).set_env("LLAMA_ARG_CONTEXT_SHIFT")); add_opt(common_arg( {"--chunks"}, "N", string_format("max number of chunks to process (default: %d, -1 = all)", params.n_chunks), @@ -1014,7 +1156,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.flash_attn_type = LLAMA_FLASH_ATTN_TYPE_AUTO; } else { throw std::runtime_error( - string_format("error: unkown value for --flash-attn: '%s'\n", value.c_str())); + string_format("error: unknown value for --flash-attn: '%s'\n", value.c_str())); } }).set_env("LLAMA_ARG_FLASH_ATTN")); add_opt(common_arg( @@ -1030,15 +1172,24 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.system_prompt = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_DIFFUSION})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_DIFFUSION})); add_opt(common_arg( + {"--perf"}, {"--no-perf"}, - string_format("disable internal libllama performance timings (default: %s)", params.no_perf ? "true" : "false"), - [](common_params & params) { - params.no_perf = true; - params.sampling.no_perf = true; + string_format("whether to enable internal libllama performance timings (default: %s)", params.no_perf ? "true" : "false"), + [](common_params & params, bool value) { + params.no_perf = !value; + params.sampling.no_perf = !value; } - ).set_env("LLAMA_ARG_NO_PERF")); + ).set_env("LLAMA_ARG_PERF")); + add_opt(common_arg( + {"--show-timings"}, + {"--no-show-timings"}, + string_format("whether to show timing information after each response (default: %s)", params.show_timings ? "true" : "false"), + [](common_params & params, bool value) { + params.show_timings = value; + } + ).set_examples({LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_SHOW_TIMINGS")); add_opt(common_arg( {"-f", "--file"}, "FNAME", "a file containing the prompt (default: none)", @@ -1060,7 +1211,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.system_prompt.pop_back(); } } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_DIFFUSION})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_DIFFUSION})); add_opt(common_arg( {"--in-file"}, "FNAME", "an input file (repeat to specify multiple files)", @@ -1090,16 +1241,10 @@ common_params_context common_params_parser_init(common_params & params, llama_ex ).set_excludes({LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( {"-e", "--escape"}, - string_format("process escapes sequences (\\n, \\r, \\t, \\', \\\", \\\\) (default: %s)", params.escape ? "true" : "false"), - [](common_params & params) { - params.escape = true; - } - )); - add_opt(common_arg( {"--no-escape"}, - "do not process escape sequences", - [](common_params & params) { - params.escape = false; + string_format("whether to process escapes sequences (\\n, \\r, \\t, \\', \\\", \\\\) (default: %s)", params.escape ? "true" : "false"), + [](common_params & params, bool value) { + params.escape = value; } )); add_opt(common_arg( @@ -1108,59 +1253,53 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.n_print = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--prompt-cache"}, "FNAME", "file to cache prompt state for faster startup (default: none)", [](common_params & params, const std::string & value) { params.path_prompt_cache = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--prompt-cache-all"}, "if specified, saves user input and generations to cache as well\n", [](common_params & params) { params.prompt_cache_all = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--prompt-cache-ro"}, "if specified, uses the prompt cache but does not update it", [](common_params & params) { params.prompt_cache_ro = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-r", "--reverse-prompt"}, "PROMPT", "halt generation at PROMPT, return control in interactive mode\n", [](common_params & params, const std::string & value) { params.antiprompt.emplace_back(value); } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( {"-sp", "--special"}, string_format("special tokens output enabled (default: %s)", params.special ? "true" : "false"), [](common_params & params) { params.special = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( {"-cnv", "--conversation"}, - "run in conversation mode:\n" + {"-no-cnv", "--no-conversation"}, + "whether to run in conversation mode:\n" "- does not print special tokens and suffix/prefix\n" "- interactive mode is also enabled\n" "(default: auto enabled if chat template is available)", - [](common_params & params) { - params.conversation_mode = COMMON_CONVERSATION_MODE_ENABLED; + [](common_params & params, bool value) { + params.conversation_mode = value ? COMMON_CONVERSATION_MODE_ENABLED : COMMON_CONVERSATION_MODE_DISABLED; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); - add_opt(common_arg( - {"-no-cnv", "--no-conversation"}, - "force disable conversation mode (default: false)", - [](common_params & params) { - params.conversation_mode = COMMON_CONVERSATION_MODE_DISABLED; - } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-st", "--single-turn"}, "run conversation for a single turn only, then exit when done\n" @@ -1169,28 +1308,28 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.single_turn = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-i", "--interactive"}, string_format("run in interactive mode (default: %s)", params.interactive ? "true" : "false"), [](common_params & params) { params.interactive = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-if", "--interactive-first"}, string_format("run in interactive mode and wait for input right away (default: %s)", params.interactive_first ? "true" : "false"), [](common_params & params) { params.interactive_first = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-mli", "--multiline-input"}, "allows you to write or paste multiple lines without ending each in '\\'", [](common_params & params) { params.multiline_input = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--in-prefix-bos"}, "prefix BOS to user inputs, preceding the `--in-prefix` string", @@ -1198,7 +1337,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.input_prefix_bos = true; params.enable_chat_template = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--in-prefix"}, "STRING", "string to prefix user inputs with (default: empty)", @@ -1206,7 +1345,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.input_prefix = value; params.enable_chat_template = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--in-suffix"}, "STRING", "string to suffix after user inputs with (default: empty)", @@ -1214,14 +1353,15 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.input_suffix = value; params.enable_chat_template = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( + {"--warmup"}, {"--no-warmup"}, - "skip warming up the model with an empty run", - [](common_params & params) { - params.warmup = false; + string_format("whether to perform warmup with an empty run (default: %s)", params.warmup ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.warmup = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_RETRIEVAL, LLAMA_EXAMPLE_PERPLEXITY})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_RETRIEVAL, LLAMA_EXAMPLE_PERPLEXITY})); add_opt(common_arg( {"--spm-infill"}, string_format( @@ -1278,7 +1418,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.sampling.top_k = value; params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_TOP_K; } - ).set_sparam()); + ).set_sparam().set_env("LLAMA_ARG_TOP_K")); add_opt(common_arg( {"--top-p"}, "N", string_format("top-p sampling (default: %.1f, 1.0 = disabled)", (double)params.sampling.top_p), @@ -1612,28 +1752,30 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.grp_attn_n = value; } - ).set_env("LLAMA_ARG_GRP_ATTN_N").set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_PASSKEY})); + ).set_env("LLAMA_ARG_GRP_ATTN_N").set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_PASSKEY})); add_opt(common_arg( {"-gaw", "--grp-attn-w"}, "N", string_format("group-attention width (default: %d)", params.grp_attn_w), [](common_params & params, int value) { params.grp_attn_w = value; } - ).set_env("LLAMA_ARG_GRP_ATTN_W").set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_env("LLAMA_ARG_GRP_ATTN_W").set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( + {"-kvo", "--kv-offload"}, {"-nkvo", "--no-kv-offload"}, - "disable KV offload", - [](common_params & params) { - params.no_kv_offload = true; + string_format("whether to enable KV cache offloading (default: %s)", params.no_kv_offload ? "disabled" : "enabled"), + [](common_params & params, bool value) { + params.no_kv_offload = !value; } - ).set_env("LLAMA_ARG_NO_KV_OFFLOAD")); + ).set_env("LLAMA_ARG_KV_OFFLOAD")); add_opt(common_arg( + {"--repack"}, {"-nr", "--no-repack"}, - "disable weight repacking", - [](common_params & params) { - params.no_extra_bufts = true; + string_format("whether to enable weight repacking (default: %s)", params.no_extra_bufts ? "disabled" : "enabled"), + [](common_params & params, bool value) { + params.no_extra_bufts = !value; } - ).set_env("LLAMA_ARG_NO_REPACK")); + ).set_env("LLAMA_ARG_REPACK")); add_opt(common_arg( {"--no-host"}, "bypass host buffer allowing extra buffers to be used", @@ -1762,20 +1904,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex ).set_examples({LLAMA_EXAMPLE_PARALLEL})); add_opt(common_arg( {"-cb", "--cont-batching"}, - string_format("enable continuous batching (a.k.a dynamic batching) (default: %s)", params.cont_batching ? "enabled" : "disabled"), - [](common_params & params) { - params.cont_batching = true; + {"-nocb", "--no-cont-batching"}, + string_format("whether to enable continuous batching (a.k.a dynamic batching) (default: %s)", params.cont_batching ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.cont_batching = value; } ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CONT_BATCHING")); add_opt(common_arg( - {"-nocb", "--no-cont-batching"}, - "disable continuous batching", - [](common_params & params) { - params.cont_batching = false; - } - ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_NO_CONT_BATCHING")); - add_opt(common_arg( - {"--mmproj"}, "FILE", + {"-mm", "--mmproj"}, "FILE", "path to a multimodal projector file. see tools/mtmd/README.md\n" "note: if -hf is used, this argument can be omitted", [](common_params & params, const std::string & value) { @@ -1783,33 +1919,35 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_examples(mmproj_examples).set_env("LLAMA_ARG_MMPROJ")); add_opt(common_arg( - {"--mmproj-url"}, "URL", + {"-mmu", "--mmproj-url"}, "URL", "URL to a multimodal projector file. see tools/mtmd/README.md", [](common_params & params, const std::string & value) { params.mmproj.url = value; } ).set_examples(mmproj_examples).set_env("LLAMA_ARG_MMPROJ_URL")); add_opt(common_arg( - {"--no-mmproj"}, - "explicitly disable multimodal projector, useful when using -hf", - [](common_params & params) { - params.no_mmproj = true; + {"--mmproj-auto"}, + {"--no-mmproj", "--no-mmproj-auto"}, + string_format("whether to use multimodal projector file (if available), useful when using -hf (default: %s)", params.no_mmproj ? "disabled" : "enabled"), + [](common_params & params, bool value) { + params.no_mmproj = !value; } - ).set_examples(mmproj_examples).set_env("LLAMA_ARG_NO_MMPROJ")); + ).set_examples(mmproj_examples).set_env("LLAMA_ARG_MMPROJ_AUTO")); add_opt(common_arg( + {"--mmproj-offload"}, {"--no-mmproj-offload"}, - "do not offload multimodal projector to GPU", - [](common_params & params) { - params.mmproj_use_gpu = false; + string_format("whether to enable GPU offloading for multimodal projector (default: %s)", params.mmproj_use_gpu ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.mmproj_use_gpu = value; } - ).set_examples(mmproj_examples).set_env("LLAMA_ARG_NO_MMPROJ_OFFLOAD")); + ).set_examples(mmproj_examples).set_env("LLAMA_ARG_MMPROJ_OFFLOAD")); add_opt(common_arg( {"--image", "--audio"}, "FILE", "path to an image or audio file. use with multimodal models, can be repeated if you have multiple files\n", [](common_params & params, const std::string & value) { params.image.emplace_back(value); } - ).set_examples({LLAMA_EXAMPLE_MTMD})); + ).set_examples({LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--image-min-tokens"}, "N", "minimum number of tokens each image can take, only used by vision models with dynamic resolution (default: read from model)", @@ -1842,12 +1980,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_env("LLAMA_ARG_MLOCK")); add_opt(common_arg( + {"--mmap"}, {"--no-mmap"}, - "do not memory-map model (slower load but may reduce pageouts if not using mlock)", - [](common_params & params) { - params.use_mmap = false; + string_format("whether to memory-map model (if disabled, slower load but may reduce pageouts if not using mlock) (default: %s)", params.use_mmap ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.use_mmap = value; } - ).set_env("LLAMA_ARG_NO_MMAP")); + ).set_env("LLAMA_ARG_MMAP")); add_opt(common_arg( {"--numa"}, "TYPE", "attempt optimizations that help on some NUMA systems\n" @@ -1902,7 +2041,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "override tensor buffer type for draft model", [](common_params & params, const std::string & value) { parse_tensor_buffer_overrides(value, params.speculative.tensor_buft_overrides); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--cpu-moe", "-cmoe"}, "keep all Mixture of Experts (MoE) weights in the CPU", @@ -1931,7 +2070,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.speculative.tensor_buft_overrides.push_back(llm_ffn_exps_cpu_override()); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CPU_MOE_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_CPU_MOE_DRAFT")); add_opt(common_arg( {"--n-cpu-moe-draft", "-ncmoed"}, "N", "keep the Mixture of Experts (MoE) weights of the first N layers in the CPU for the draft model", @@ -1945,7 +2084,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.speculative.tensor_buft_overrides.push_back({buft_overrides_draft.back().c_str(), ggml_backend_cpu_buffer_type()}); } } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_N_CPU_MOE_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_N_CPU_MOE_DRAFT")); add_opt(common_arg( {"-ngl", "--gpu-layers", "--n-gpu-layers"}, "N", string_format("max. number of layers to store in VRAM (default: %d)", params.n_gpu_layers), @@ -2017,6 +2156,34 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } } ).set_env("LLAMA_ARG_MAIN_GPU")); + add_opt(common_arg( + { "-fit", "--fit" }, "[on|off]", + string_format("whether to adjust unset arguments to fit in device memory ('on' or 'off', default: '%s')", params.fit_params ? "on" : "off"), + [](common_params & params, const std::string & value) { + if (is_truthy(value)) { + params.fit_params = true; + } else if (is_falsey(value)) { + params.fit_params = false; + } else { + throw std::runtime_error( + string_format("error: unkown value for --fit: '%s'\n", value.c_str())); + } + } + ).set_env("LLAMA_ARG_FIT")); + add_opt(common_arg( + { "-fitt", "--fit-target" }, "MiB", + string_format("target margin per device for --fit option, default: %zu", params.fit_params_target/(1024*1024)), + [](common_params & params, int value) { + params.fit_params_target = value * size_t(1024*1024); + } + ).set_env("LLAMA_ARG_FIT_TARGET")); + add_opt(common_arg( + { "-fitc", "--fit-ctx" }, "N", + string_format("minimum ctx size that can be set by --fit option, default: %" PRIu32, params.fit_params_min_ctx), + [](common_params & params, int value) { + params.fit_params_min_ctx = value; + } + ).set_env("LLAMA_ARG_FIT_CTX")); add_opt(common_arg( {"--check-tensors"}, string_format("check model tensor data for invalid values (default: %s)", params.check_tensors ? "true" : "false"), @@ -2035,10 +2202,11 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } )); add_opt(common_arg( + {"--op-offload"}, {"--no-op-offload"}, - string_format("disable offloading host tensor operations to device (default: %s)", params.no_op_offload ? "true" : "false"), - [](common_params & params) { - params.no_op_offload = true; + string_format("whether to offload host tensor operations to device (default: %s)", params.no_op_offload ? "false" : "true"), + [](common_params & params, bool value) { + params.no_op_offload = !value; } )); add_opt(common_arg( @@ -2090,11 +2258,8 @@ common_params_context common_params_parser_init(common_params & params, llama_ex add_opt(common_arg( {"-m", "--model"}, "FNAME", ex == LLAMA_EXAMPLE_EXPORT_LORA - ? std::string("model path from which to load base model") - : string_format( - "model path (default: `models/$filename` with filename from `--hf-file` " - "or `--model-url` if set, otherwise %s)", DEFAULT_MODEL_PATH - ), + ? "model path from which to load base model" + : "model path to load", [](common_params & params, const std::string & value) { params.model.path = value; } @@ -2237,10 +2402,11 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_examples({LLAMA_EXAMPLE_IMATRIX})); add_opt(common_arg( + {"--ppl"}, {"--no-ppl"}, - string_format("do not compute perplexity (default: %s)", params.compute_ppl ? "true" : "false"), - [](common_params & params) { - params.compute_ppl = false; + string_format("whether to compute perplexity (default: %s)", params.compute_ppl ? "true" : "false"), + [](common_params & params, bool value) { + params.compute_ppl = value; } ).set_examples({LLAMA_EXAMPLE_IMATRIX})); add_opt(common_arg( @@ -2359,12 +2525,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_API_PREFIX")); add_opt(common_arg( + {"--webui"}, {"--no-webui"}, - string_format("Disable the Web UI (default: %s)", params.webui ? "enabled" : "disabled"), - [](common_params & params) { - params.webui = false; + string_format("whether to enable the Web UI (default: %s)", params.webui ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.webui = value; } - ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_NO_WEBUI")); + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_WEBUI")); add_opt(common_arg( {"--embedding", "--embeddings"}, string_format("restrict to only support embedding use case; use only with dedicated embedding models (default: %s)", params.embedding ? "enabled" : "disabled"), @@ -2427,7 +2594,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.default_template_kwargs[item.key()] = item.value().dump(); } } - ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_CHAT_TEMPLATE_KWARGS")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_CHAT_TEMPLATE_KWARGS")); add_opt(common_arg( {"-to", "--timeout"}, "N", string_format("server read/write timeout in seconds (default: %d)", params.timeout_read), @@ -2469,23 +2636,20 @@ common_params_context common_params_parser_init(common_params & params, llama_ex ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_ENDPOINT_PROPS")); add_opt(common_arg( {"--slots"}, - string_format("enable slots monitoring endpoint (default: %s)", params.endpoint_slots ? "enabled" : "disabled"), - [](common_params & params) { - params.endpoint_slots = true; + {"--no-slots"}, + string_format("expose slots monitoring endpoint (default: %s)", params.endpoint_slots ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.endpoint_slots = value; } ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_ENDPOINT_SLOTS")); - add_opt(common_arg( - {"--no-slots"}, - "disables slots monitoring endpoint", - [](common_params & params) { - params.endpoint_slots = false; - } - ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_NO_ENDPOINT_SLOTS")); add_opt(common_arg( {"--slot-save-path"}, "PATH", "path to save slot kv cache (default: disabled)", [](common_params & params, const std::string & value) { params.slot_save_path = value; + if (!fs_is_directory(params.slot_save_path)) { + throw std::invalid_argument("not a directory: " + value); + } // if doesn't end with DIRECTORY_SEPARATOR, add it if (!params.slot_save_path.empty() && params.slot_save_path[params.slot_save_path.size() - 1] != DIRECTORY_SEPARATOR) { params.slot_save_path += DIRECTORY_SEPARATOR; @@ -2493,19 +2657,56 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_examples({LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( - {"--jinja"}, - string_format("use jinja template for chat (default: %s)\n", params.use_jinja ? "enabled" : "disabled"), - [](common_params & params) { - params.use_jinja = true; + {"--media-path"}, "PATH", + "directory for loading local media files; files can be accessed via file:// URLs using relative paths (default: disabled)", + [](common_params & params, const std::string & value) { + params.media_path = value; + if (!fs_is_directory(params.media_path)) { + throw std::invalid_argument("not a directory: " + value); + } + // if doesn't end with DIRECTORY_SEPARATOR, add it + if (!params.media_path.empty() && params.media_path[params.media_path.size() - 1] != DIRECTORY_SEPARATOR) { + params.media_path += DIRECTORY_SEPARATOR; + } } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_JINJA")); + ).set_examples({LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( - {"--no-jinja"}, - string_format("disable jinja template for chat (default: %s)\n", params.use_jinja ? "enabled" : "disabled"), - [](common_params & params) { - params.use_jinja = false; + {"--models-dir"}, "PATH", + "directory containing models for the router server (default: disabled)", + [](common_params & params, const std::string & value) { + params.models_dir = value; } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_NO_JINJA")); + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODELS_DIR")); + add_opt(common_arg( + {"--models-preset"}, "PATH", + "path to INI file containing model presets for the router server (default: disabled)", + [](common_params & params, const std::string & value) { + params.models_preset = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODELS_PRESET")); + add_opt(common_arg( + {"--models-max"}, "N", + string_format("for router server, maximum number of models to load simultaneously (default: %d, 0 = unlimited)", params.models_max), + [](common_params & params, int value) { + params.models_max = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODELS_MAX")); + add_opt(common_arg( + {"--models-autoload"}, + {"--no-models-autoload"}, + string_format("for router server, whether to automatically load models (default: %s)", params.models_autoload ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.models_autoload = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODELS_AUTOLOAD")); + add_opt(common_arg( + {"--jinja"}, + {"--no-jinja"}, + string_format("whether to use jinja template engine for chat (default: %s)", params.use_jinja ? "enabled" : "disabled"), + [](common_params & params, bool value) { + params.use_jinja = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_JINJA")); add_opt(common_arg( {"--reasoning-format"}, "FORMAT", "controls whether thought tags are allowed and/or extracted from the response, and in which format they're returned; one of:\n" @@ -2516,7 +2717,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.reasoning_format = common_reasoning_format_from_name(value); } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN}).set_env("LLAMA_ARG_THINK")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK")); add_opt(common_arg( {"--reasoning-budget"}, "N", "controls the amount of thinking allowed; currently only one of: -1 for unrestricted thinking budget, or 0 to disable thinking (default: -1)", @@ -2524,7 +2725,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex if (value != 0 && value != -1) { throw std::invalid_argument("invalid value"); } params.reasoning_budget = value; } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN}).set_env("LLAMA_ARG_THINK_BUDGET")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK_BUDGET")); add_opt(common_arg( {"--chat-template"}, "JINJA_TEMPLATE", string_format( @@ -2536,7 +2737,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.chat_template = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_CHAT_TEMPLATE")); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_CHAT_TEMPLATE")); add_opt(common_arg( {"--chat-template-file"}, "JINJA_TEMPLATE_FILE", string_format( @@ -2548,17 +2749,18 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.chat_template = read_file(value); } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CHAT_TEMPLATE_FILE")); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CHAT_TEMPLATE_FILE")); add_opt(common_arg( + {"--prefill-assistant"}, {"--no-prefill-assistant"}, string_format( "whether to prefill the assistant's response if the last message is an assistant message (default: prefill enabled)\n" "when this flag is set, if the last message is an assistant message then it will be treated as a full message and not prefilled\n" ), - [](common_params & params) { - params.prefill_assistant = false; + [](common_params & params, bool value) { + params.prefill_assistant = value; } - ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_NO_PREFILL_ASSISTANT")); + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_PREFILL_ASSISTANT")); add_opt(common_arg( {"-sps", "--slot-prompt-similarity"}, "SIMILARITY", string_format("how much the prompt of a request must match the prompt of a slot in order to use that slot (default: %.2f, 0.0 = disabled)\n", params.slot_prompt_similarity), @@ -2579,7 +2781,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.simple_io = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--positive-file"}, "FNAME", string_format("positive prompts file, one prompt per line (default: '%s')", params.cvector_positive_file.c_str()), @@ -2639,7 +2841,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params &, const std::string & value) { common_log_set_file(common_log_main(), value.c_str()); } - )); + ).set_env("LLAMA_LOG_FILE")); add_opt(common_arg( {"--log-colors"}, "[on|off|auto]", "Set colored logging ('on', 'off', or 'auto', default: 'auto')\n" @@ -2653,7 +2855,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex common_log_set_colors(common_log_main(), LOG_COLORS_AUTO); } else { throw std::invalid_argument( - string_format("error: unkown value for --log-colors: '%s'\n", value.c_str())); + string_format("error: unknown value for --log-colors: '%s'\n", value.c_str())); } } ).set_env("LLAMA_LOG_COLORS")); @@ -2662,7 +2864,6 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "Set verbosity level to infinity (i.e. log all messages, useful for debugging)", [](common_params & params) { params.verbosity = INT_MAX; - common_log_set_verbosity_thold(INT_MAX); } )); add_opt(common_arg( @@ -2674,10 +2875,15 @@ common_params_context common_params_parser_init(common_params & params, llama_ex ).set_env("LLAMA_OFFLINE")); add_opt(common_arg( {"-lv", "--verbosity", "--log-verbosity"}, "N", - "Set the verbosity threshold. Messages with a higher verbosity will be ignored.", + string_format("Set the verbosity threshold. Messages with a higher verbosity will be ignored. Values:\n" + " - 0: generic output\n" + " - 1: error\n" + " - 2: warning\n" + " - 3: info\n" + " - 4: debug\n" + "(default: %d)\n", params.verbosity), [](common_params & params, int value) { params.verbosity = value; - common_log_set_verbosity_thold(value); } ).set_env("LLAMA_LOG_VERBOSITY")); add_opt(common_arg( @@ -2810,14 +3016,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.speculative.n_max = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_DRAFT_MAX")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_DRAFT_MAX")); add_opt(common_arg( {"--draft-min", "--draft-n-min"}, "N", string_format("minimum number of draft tokens to use for speculative decoding (default: %d)", params.speculative.n_min), [](common_params & params, int value) { params.speculative.n_min = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_DRAFT_MIN")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_DRAFT_MIN")); add_opt(common_arg( {"--draft-p-split"}, "P", string_format("speculative decoding split probability (default: %.1f)", (double)params.speculative.p_split), @@ -2831,14 +3037,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.speculative.p_min = std::stof(value); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_DRAFT_P_MIN")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_DRAFT_P_MIN")); add_opt(common_arg( {"-cd", "--ctx-size-draft"}, "N", string_format("size of the prompt context for the draft model (default: %d, 0 = loaded from model)", params.speculative.n_ctx), [](common_params & params, int value) { params.speculative.n_ctx = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CTX_SIZE_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_CTX_SIZE_DRAFT")); add_opt(common_arg( {"-devd", "--device-draft"}, "", "comma-separated list of devices to use for offloading the draft model (none = don't offload)\n" @@ -2846,7 +3052,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.speculative.devices = parse_device_list(value); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-ngld", "--gpu-layers-draft", "--n-gpu-layers-draft"}, "N", "number of layers to store in VRAM for the draft model", @@ -2858,21 +3064,21 @@ common_params_context common_params_parser_init(common_params & params, llama_ex fprintf(stderr, "warning: consult docs/build.md for compilation instructions\n"); } } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_N_GPU_LAYERS_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_N_GPU_LAYERS_DRAFT")); add_opt(common_arg( {"-md", "--model-draft"}, "FNAME", "draft model for speculative decoding (default: unused)", [](common_params & params, const std::string & value) { params.speculative.model.path = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODEL_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_MODEL_DRAFT")); add_opt(common_arg( {"--spec-replace"}, "TARGET", "DRAFT", "translate the string in TARGET into DRAFT if the draft model and main model are not compatible", [](common_params & params, const std::string & tgt, const std::string & dft) { params.speculative.replacements.push_back({ tgt, dft }); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-ctkd", "--cache-type-k-draft"}, "TYPE", string_format( @@ -3136,7 +3342,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.use_jinja = true; //params.default_template_kwargs["reasoning_effort"] = "\"high\""; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--gpt-oss-120b-default"}, @@ -3155,7 +3361,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.use_jinja = true; //params.default_template_kwargs["reasoning_effort"] = "\"high\""; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--vision-gemma-4b-default"}, @@ -3166,7 +3372,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.n_ctx = 0; params.use_jinja = true; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--vision-gemma-12b-default"}, @@ -3177,7 +3383,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.n_ctx = 0; params.use_jinja = true; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); return ctx_arg; } diff --git a/common/arg.h b/common/arg.h index 7ab7e2cea4..1321595c1a 100644 --- a/common/arg.h +++ b/common/arg.h @@ -3,8 +3,10 @@ #include "common.h" #include +#include #include #include +#include // // CLI argument parsing @@ -14,6 +16,7 @@ struct common_arg { std::set examples = {LLAMA_EXAMPLE_COMMON}; std::set excludes = {}; std::vector args; + std::vector args_neg; // for negated args like --no-xxx const char * value_hint = nullptr; // help text or example for arg value const char * value_hint_2 = nullptr; // for second arg value const char * env = nullptr; @@ -23,6 +26,9 @@ struct common_arg { void (*handler_string) (common_params & params, const std::string &) = nullptr; void (*handler_str_str)(common_params & params, const std::string &, const std::string &) = nullptr; void (*handler_int) (common_params & params, int) = nullptr; + void (*handler_bool) (common_params & params, bool) = nullptr; + + common_arg() = default; common_arg( const std::initializer_list & args, @@ -44,6 +50,13 @@ struct common_arg { void (*handler)(common_params & params) ) : args(args), help(help), handler_void(handler) {} + common_arg( + const std::initializer_list & args, + const std::initializer_list & args_neg, + const std::string & help, + void (*handler)(common_params & params, bool) + ) : args(args), args_neg(args_neg), help(help), handler_bool(handler) {} + // support 2 values for arg common_arg( const std::initializer_list & args, @@ -61,9 +74,33 @@ struct common_arg { bool is_exclude(enum llama_example ex); bool get_value_from_env(std::string & output) const; bool has_value_from_env() const; - std::string to_string(); + std::string to_string() const; + + // for using as key in std::map + bool operator<(const common_arg& other) const { + if (args.empty() || other.args.empty()) { + return false; + } + return strcmp(args[0], other.args[0]) < 0; + } + bool operator==(const common_arg& other) const { + if (args.empty() || other.args.empty()) { + return false; + } + return strcmp(args[0], other.args[0]) == 0; + } + + // get all args and env vars (including negated args/env) + std::vector get_args() const; + std::vector get_env() const; }; +namespace common_arg_utils { + bool is_truthy(const std::string & value); + bool is_falsey(const std::string & value); + bool is_autoy(const std::string & value); +} + struct common_params_context { enum llama_example ex = LLAMA_EXAMPLE_COMMON; common_params & params; @@ -76,7 +113,11 @@ struct common_params_context { // if one argument has invalid value, it will automatically display usage of the specific argument (and not the full usage message) bool common_params_parse(int argc, char ** argv, common_params & params, llama_example ex, void(*print_usage)(int, char **) = nullptr); -// function to be used by test-arg-parser +// parse input arguments from CLI into a map +// TODO: support repeated args in the future +bool common_params_to_map(int argc, char ** argv, llama_example ex, std::map & out_map); + +// initialize argument parser context - used by test-arg-parser and preset common_params_context common_params_parser_init(common_params & params, llama_example ex, void(*print_usage)(int, char **) = nullptr); struct common_remote_params { diff --git a/common/chat-parser-xml-toolcall.cpp b/common/chat-parser-xml-toolcall.cpp index 7349895550..a80900ff8d 100644 --- a/common/chat-parser-xml-toolcall.cpp +++ b/common/chat-parser-xml-toolcall.cpp @@ -724,16 +724,10 @@ inline void parse_msg_with_xml_tool_calls(common_chat_msg_parser & builder, cons if (reasoning_unclosed) { if (auto pos = content.find(end_think); pos == std::string::npos && builder.pos() != builder.input().size()) { unclosed_reasoning_content += content; - if (form.allow_toolcall_in_think) { - builder.move_to(tc->groups[0].begin); - if (!builder.try_consume_xml_tool_calls(form)) { - unclosed_reasoning_content += tool_call_start; - builder.move_to(tc->groups[0].end); - } - } else { + if (!(form.allow_toolcall_in_think && tc)) { unclosed_reasoning_content += tool_call_start; + continue; } - continue; } else { reasoning_unclosed = false; std::string reasoning_content; @@ -781,8 +775,12 @@ inline void parse_msg_with_xml_tool_calls(common_chat_msg_parser & builder, cons } } else { // This start is in thinking block, skip this tool call - auto pos = think_start + start_think.size(); - unclosed_reasoning_content = content.substr(pos) + tool_call_start; + // This start is in thinking block + if (form.allow_toolcall_in_think) { + unclosed_reasoning_content = content.substr(think_start + start_think.size()); + } else { + unclosed_reasoning_content = content.substr(think_start + start_think.size()) + tool_call_start; + } reasoning_unclosed = true; content.resize(think_start); toolcall_in_think = true; @@ -805,14 +803,35 @@ inline void parse_msg_with_xml_tool_calls(common_chat_msg_parser & builder, cons } // remove potential partial suffix - if (content.size() > 0 && builder.pos() == builder.input().size() && unclosed_reasoning_content.empty()) { - rstrip(content); - trim_potential_partial_word(content); - rstrip(content); + if (builder.pos() == builder.input().size()) { + if (unclosed_reasoning_content.empty()) { + rstrip(content); + trim_potential_partial_word(content); + rstrip(content); + } else { + rstrip(unclosed_reasoning_content); + trim_potential_partial_word(unclosed_reasoning_content); + rstrip(unclosed_reasoning_content); + } + } + + // consume unclosed_reasoning_content if allow_toolcall_in_think is set + if (form.allow_toolcall_in_think && !unclosed_reasoning_content.empty()) { + if (builder.syntax().reasoning_format != COMMON_REASONING_FORMAT_NONE && !builder.syntax().reasoning_in_content) { + builder.add_reasoning_content(unclosed_reasoning_content); + } else { + if (content.empty()) { + content = start_think + unclosed_reasoning_content; + } else { + content += "\n\n" + start_think; + content += unclosed_reasoning_content; + } + } + unclosed_reasoning_content.clear(); } // Add content - if (content.size() != 0) { + if (!content.empty()) { // If there are multiple content blocks if (builder.syntax().reasoning_format != COMMON_REASONING_FORMAT_NONE && !builder.syntax().reasoning_in_content && builder.result().content.size() != 0) { builder.add_content("\n\n"); @@ -820,7 +839,7 @@ inline void parse_msg_with_xml_tool_calls(common_chat_msg_parser & builder, cons builder.add_content(content); } - // This start is in thinking block, skip this tool call + // This start is in thinking block and toolcall_in_think not set, skip this tool call if (toolcall_in_think && !form.allow_toolcall_in_think) { continue; } @@ -829,7 +848,7 @@ inline void parse_msg_with_xml_tool_calls(common_chat_msg_parser & builder, cons if (!tc) { GGML_ASSERT(builder.pos() == builder.input().size()); GGML_ASSERT(unclosed_reasoning_content.empty()); - GGML_ASSERT(!reasoning_unclosed); + if (!form.allow_toolcall_in_think) GGML_ASSERT(!reasoning_unclosed); break; } @@ -854,7 +873,6 @@ inline void parse_msg_with_xml_tool_calls(common_chat_msg_parser & builder, cons /** * Parse content uses reasoning and XML-Style tool call - * TODO: Note that form.allow_toolcall_in_think is not tested yet. If anyone confirms it works, this comment can be removed. */ void common_chat_msg_parser::consume_reasoning_with_xml_tool_calls(const struct xml_tool_call_format & form, const std::string & start_think, const std::string & end_think) { parse_msg_with_xml_tool_calls(*this, form, start_think, end_think); diff --git a/common/chat-parser-xml-toolcall.h b/common/chat-parser-xml-toolcall.h index 67face2b94..b309fb6670 100644 --- a/common/chat-parser-xml-toolcall.h +++ b/common/chat-parser-xml-toolcall.h @@ -31,7 +31,7 @@ struct xml_tool_call_format { std::optional last_val_end = std::nullopt; std::optional last_tool_end = std::nullopt; bool trim_raw_argval = false; - bool allow_toolcall_in_think = false; // TODO: UNTESTED!!! + bool allow_toolcall_in_think = false; }; // make a GBNF that accept any strings except those containing any of the forbidden strings. diff --git a/common/chat-parser.cpp b/common/chat-parser.cpp index ff83102788..d740dac065 100644 --- a/common/chat-parser.cpp +++ b/common/chat-parser.cpp @@ -1,6 +1,8 @@ #include "chat-parser.h" +#include "chat-peg-parser.h" #include "common.h" #include "log.h" +#include "peg-parser.h" #include "regex-partial.h" #include @@ -13,6 +15,120 @@ using json = nlohmann::ordered_json; +static void parse_prefixed_json_tool_call_array(common_chat_msg_parser & builder, + const common_regex & prefix, + size_t rstrip_prefix = 0) { + static const std::vector> args_paths = { { "arguments" } }; + if (auto res = builder.try_find_regex(prefix)) { + builder.move_back(rstrip_prefix); + auto tool_calls = builder.consume_json_with_dumped_args(args_paths); + if (!builder.add_tool_calls(tool_calls.value) || tool_calls.is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call array"); + } + } else { + builder.add_content(builder.consume_rest()); + } +} + +static std::string wrap_code_as_arguments(common_chat_msg_parser & builder, const std::string & code) { + std::string arguments; + if (builder.is_partial()) { + arguments = (json{ + { "code", code + builder.healing_marker() } + }) + .dump(); + auto idx = arguments.find(builder.healing_marker()); + if (idx != std::string::npos) { + arguments.resize(idx); + } + } else { + arguments = (json{ + { "code", code } + }) + .dump(); + } + return arguments; +} + +/** + * Takes a prefix regex that must have 1 group to capture the function name, a closing suffix, and expects json parameters in between. + * Aggregates the prefix, suffix and in-between text into the content. + */ +static void parse_json_tool_calls( + common_chat_msg_parser & builder, + const std::optional & block_open, + const std::optional & function_regex_start_only, + const std::optional & function_regex, + const common_regex & close_regex, + const std::optional & block_close, + bool allow_raw_python = false, + const std::function & get_function_name = + nullptr) { + auto parse_tool_calls = [&]() { + size_t from = std::string::npos; + auto first = true; + while (true) { + auto start_pos = builder.pos(); + auto res = function_regex_start_only && first ? builder.try_consume_regex(*function_regex_start_only) : + function_regex ? builder.try_find_regex(*function_regex, from) : + std::nullopt; + + if (res) { + std::string name; + if (get_function_name) { + name = get_function_name(*res); + } else { + GGML_ASSERT(res->groups.size() == 2); + name = builder.str(res->groups[1]); + } + first = false; + if (name.empty()) { + // get_function_name signalled us that we should skip this match and treat it as content. + from = res->groups[0].begin + 1; + continue; + } + from = std::string::npos; + + auto maybe_raw_python = name == "python" && allow_raw_python; + if (builder.input()[builder.pos()] == '{' || !maybe_raw_python) { + if (auto arguments = builder.try_consume_json_with_dumped_args({ {} })) { + if (!builder.add_tool_call(name, "", arguments->value) || arguments->is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + builder.consume_regex(close_regex); + } + continue; + } + if (maybe_raw_python) { + auto arguments = wrap_code_as_arguments(builder, builder.consume_rest()); + if (!builder.add_tool_call(name, "", arguments)) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + return; + } + throw common_chat_msg_partial_exception("incomplete tool call"); + } else { + builder.move_to(start_pos); + } + break; + } + if (block_close) { + builder.consume_regex(*block_close); + } + builder.consume_spaces(); + builder.add_content(builder.consume_rest()); + }; + if (block_open) { + if (auto res = builder.try_find_regex(*block_open)) { + parse_tool_calls(); + } else { + builder.add_content(builder.consume_rest()); + } + } else { + parse_tool_calls(); + } +} + common_chat_msg_parser::common_chat_msg_parser(const std::string & input, bool is_partial, const common_chat_syntax & syntax) : input_(input), is_partial_(is_partial), syntax_(syntax) { @@ -532,3 +648,896 @@ std::optional common_chat_msg_parse void common_chat_msg_parser::clear_tools() { result_.tool_calls.clear(); } + +/** + * All common_chat_parse_* moved from chat.cpp to chat-parser.cpp below + * to reduce incremental compile time for parser changes. + */ +static void common_chat_parse_generic(common_chat_msg_parser & builder) { + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + static const std::vector> content_paths = { + {"response"}, + }; + static const std::vector> args_paths = { + {"tool_call", "arguments"}, + {"tool_calls", "arguments"}, + }; + auto data = builder.consume_json_with_dumped_args(args_paths, content_paths); + if (data.value.contains("tool_calls")) { + if (!builder.add_tool_calls(data.value.at("tool_calls")) || data.is_partial) { + throw common_chat_msg_partial_exception("incomplete tool calls"); + } + } else if (data.value.contains("tool_call")) { + if (!builder.add_tool_call(data.value.at("tool_call")) || data.is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + } else if (data.value.contains("response")) { + const auto & response = data.value.at("response"); + builder.add_content(response.is_string() ? response.template get() : response.dump(2)); + if (data.is_partial) { + throw common_chat_msg_partial_exception("incomplete response"); + } + } else { + throw common_chat_msg_partial_exception("Expected 'tool_call', 'tool_calls' or 'response' in JSON"); + } +} + +static void common_chat_parse_mistral_nemo(common_chat_msg_parser & builder) { + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + static const common_regex prefix(regex_escape("[TOOL_CALLS]")); + parse_prefixed_json_tool_call_array(builder, prefix); +} + +static void common_chat_parse_magistral(common_chat_msg_parser & builder) { + builder.try_parse_reasoning("[THINK]", "[/THINK]"); + + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + static const common_regex prefix(regex_escape("[TOOL_CALLS]")); + parse_prefixed_json_tool_call_array(builder, prefix); +} + +static void common_chat_parse_command_r7b(common_chat_msg_parser & builder) { + builder.try_parse_reasoning("<|START_THINKING|>", "<|END_THINKING|>"); + + static const common_regex start_action_regex("<\\|START_ACTION\\|>"); + static const common_regex end_action_regex("<\\|END_ACTION\\|>"); + static const common_regex start_response_regex("<\\|START_RESPONSE\\|>"); + static const common_regex end_response_regex("<\\|END_RESPONSE\\|>"); + + if (auto res = builder.try_find_regex(start_action_regex)) { + // If we didn't extract thoughts, prelude includes them. + auto tool_calls = builder.consume_json_with_dumped_args({{"parameters"}}); + for (const auto & tool_call : tool_calls.value) { + std::string name = tool_call.contains("tool_name") ? tool_call.at("tool_name") : ""; + std::string id = tool_call.contains("tool_call_id") ? tool_call.at("tool_call_id") : ""; + std::string arguments = tool_call.contains("parameters") ? tool_call.at("parameters") : ""; + if (!builder.add_tool_call(name, id, arguments) || tool_calls.is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + } + if (tool_calls.is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + builder.consume_regex(end_action_regex); + } else if (auto res = builder.try_find_regex(start_response_regex)) { + if (!builder.try_find_regex(end_response_regex)) { + builder.add_content(builder.consume_rest()); + throw common_chat_msg_partial_exception(end_response_regex.str()); + } + } else { + builder.add_content(builder.consume_rest()); + } +} + +static void common_chat_parse_llama_3_1(common_chat_msg_parser & builder, bool with_builtin_tools = false) { + builder.try_parse_reasoning("", ""); + + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + static const common_regex function_regex( + "\\s*\\{\\s*(?:\"type\"\\s*:\\s*\"function\"\\s*,\\s*)?\"name\"\\s*:\\s*\"([^\"]+)\"\\s*,\\s*\"parameters\"\\s*: "); + static const common_regex close_regex("\\}\\s*"); + + static const common_regex function_name_regex("\\s*(\\w+)\\s*\\.\\s*call\\("); + static const common_regex arg_name_regex("\\s*(\\w+)\\s*=\\s*"); + + if (with_builtin_tools) { + static const common_regex builtin_call_regex("<\\|python_tag\\|>"); + if (auto res = builder.try_find_regex(builtin_call_regex)) { + auto fun_res = builder.consume_regex(function_name_regex); + auto function_name = builder.str(fun_res.groups[1]); + + common_healing_marker healing_marker; + json args = json::object(); + while (true) { + if (auto arg_res = builder.try_consume_regex(arg_name_regex)) { + auto arg_name = builder.str(arg_res->groups[1]); + auto partial = builder.consume_json(); + args[arg_name] = partial.json; + healing_marker.marker = partial.healing_marker.marker; + healing_marker.json_dump_marker = partial.healing_marker.json_dump_marker; + builder.consume_spaces(); + if (!builder.try_consume_literal(",")) { + break; + } + } else { + break; + } + } + builder.consume_literal(")"); + builder.consume_spaces(); + + auto arguments = args.dump(); + if (!builder.add_tool_call(function_name, "", arguments)) { + throw common_chat_msg_partial_exception("Incomplete tool call"); + } + return; + } + } + parse_json_tool_calls( + builder, + /* block_open= */ std::nullopt, + /* function_regex_start_only= */ function_regex, + /* function_regex= */ std::nullopt, + close_regex, + std::nullopt); + +} + +static void common_chat_parse_deepseek_r1(common_chat_msg_parser & builder) { + builder.try_parse_reasoning("", ""); + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)"); + static const common_regex tool_calls_end("<|tool▁calls▁end|>"); + static const common_regex function_regex("(?:<|tool▁call▁begin|>)?function<|tool▁sep|>([^\n]+)\n```json\n"); + static const common_regex close_regex("```[\\s\\r\\n]*<|tool▁call▁end|>"); + + parse_json_tool_calls( + builder, + /* block_open= */ tool_calls_begin, + /* function_regex_start_only= */ std::nullopt, + function_regex, + close_regex, + tool_calls_end); +} + +static void common_chat_parse_deepseek_v3_1_content(common_chat_msg_parser & builder) { + static const common_regex function_regex("(?:<|tool▁call▁begin|>)?([^\\n<]+)(?:<|tool▁sep|>)"); + + static const common_regex close_regex("(?:[\\s]*)?<|tool▁call▁end|>"); + static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)"); + static const common_regex tool_calls_end("<|tool▁calls▁end|>"); + + if (!builder.syntax().parse_tool_calls) { + LOG_DBG("%s: not parse_tool_calls\n", __func__); + builder.add_content(builder.consume_rest()); + return; + } + + LOG_DBG("%s: parse_tool_calls\n", __func__); + + parse_json_tool_calls( + builder, + /* block_open= */ tool_calls_begin, + /* function_regex_start_only= */ std::nullopt, + function_regex, + close_regex, + tool_calls_end); +} + +static void common_chat_parse_deepseek_v3_1(common_chat_msg_parser & builder) { + // DeepSeek V3.1 outputs reasoning content between "" and "" tags, followed by regular content + // First try to parse using the standard reasoning parsing method + LOG_DBG("%s: thinking_forced_open: %s\n", __func__, std::to_string(builder.syntax().thinking_forced_open).c_str()); + + auto start_pos = builder.pos(); + auto found_end_think = builder.try_find_literal(""); + builder.move_to(start_pos); + + if (builder.syntax().thinking_forced_open && !builder.is_partial() && !found_end_think) { + LOG_DBG("%s: no end_think, not partial, adding content\n", __func__); + common_chat_parse_deepseek_v3_1_content(builder); + } else if (builder.try_parse_reasoning("", "")) { + // If reasoning was parsed successfully, the remaining content is regular content + LOG_DBG("%s: parsed reasoning, adding content\n", __func__); + // <|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>NAME\n```json\nJSON\n```<|tool▁call▁end|><|tool▁calls▁end|> + common_chat_parse_deepseek_v3_1_content(builder); + } else { + if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE) { + LOG_DBG("%s: reasoning_format none, adding content\n", __func__); + common_chat_parse_deepseek_v3_1_content(builder); + return; + } + // If no reasoning tags found, check if we should treat everything as reasoning + if (builder.syntax().thinking_forced_open) { + // If thinking is forced open but no tags found, treat everything as reasoning + LOG_DBG("%s: thinking_forced_open, adding reasoning content\n", __func__); + builder.add_reasoning_content(builder.consume_rest()); + } else { + LOG_DBG("%s: no thinking_forced_open, adding content\n", __func__); + // <|tool▁call▁begin|>NAME<|tool▁sep|>JSON<|tool▁call▁end|> + common_chat_parse_deepseek_v3_1_content(builder); + } + } +} + +static void common_chat_parse_minimax_m2(common_chat_msg_parser & builder) { + static const xml_tool_call_format form { + /* form.scope_start = */ "", + /* form.tool_start = */ "", + /* form.key_start = */ "", + /* form.val_end = */ "", + /* form.tool_end = */ "", + /* form.scope_end = */ "", + }; + builder.consume_reasoning_with_xml_tool_calls(form, "", ""); +} + +static void common_chat_parse_qwen3_coder_xml(common_chat_msg_parser & builder) { + static const xml_tool_call_format form = ([]() { + xml_tool_call_format form {}; + form.scope_start = ""; + form.tool_start = "", ""); +} + +static void common_chat_parse_apriel_1_5(common_chat_msg_parser & builder) { + static const xml_tool_call_format form = ([]() { + xml_tool_call_format form {}; + form.scope_start = "["; + form.tool_start = "{\"name\": \""; + form.tool_sep = "\", \"arguments\": {"; + form.key_start = "\""; + form.key_val_sep = "\": "; + form.val_end = ", "; + form.tool_end = "}, "; + form.scope_end = "]"; + form.raw_argval = false; + form.last_val_end = ""; + form.last_tool_end = "}"; + return form; + })(); + builder.consume_reasoning_with_xml_tool_calls(form, "", ""); +} + +static void common_chat_parse_xiaomi_mimo(common_chat_msg_parser & builder) { + static const xml_tool_call_format form = ([]() { + xml_tool_call_format form {}; + form.scope_start = ""; + form.tool_start = "\n{\"name\": \""; + form.tool_sep = "\", \"arguments\": {"; + form.key_start = "\""; + form.key_val_sep = "\": "; + form.val_end = ", "; + form.tool_end = "}\n"; + form.scope_end = ""; + form.raw_argval = false; + form.last_val_end = ""; + return form; + })(); + builder.consume_reasoning_with_xml_tool_calls(form); +} + +static void common_chat_parse_gpt_oss(common_chat_msg_parser & builder) { + static const std::string constraint = "(?: (<\\|constrain\\|>)?([a-zA-Z0-9_-]+))"; + static const std::string recipient("(?: to=functions\\.([^<\\s]+))"); + + static const common_regex start_regex("<\\|start\\|>assistant"); + static const common_regex analysis_regex("<\\|channel\\|>analysis"); + static const common_regex final_regex("<\\|channel\\|>final" + constraint + "?"); + static const common_regex preamble_regex("<\\|channel\\|>commentary"); + static const common_regex tool_call1_regex(recipient + "<\\|channel\\|>(analysis|commentary)" + constraint + "?"); + static const common_regex tool_call2_regex("<\\|channel\\|>(analysis|commentary)" + recipient + constraint + "?"); + + auto consume_end = [&](bool include_end = false) { + if (auto res = builder.try_find_literal("<|end|>")) { + return res->prelude + (include_end ? builder.str(res->groups[0]) : ""); + } + return builder.consume_rest(); + }; + + auto handle_tool_call = [&](const std::string & name) { + if (auto args = builder.try_consume_json_with_dumped_args({{}})) { + if (builder.syntax().parse_tool_calls) { + if (!builder.add_tool_call(name, "", args->value) || args->is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + } else if (args->is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + } + }; + + auto regex_match = [](const common_regex & regex, const std::string & input) -> std::optional { + auto match = regex.search(input, 0, true); + if (match.type == COMMON_REGEX_MATCH_TYPE_FULL) { + return match; + } + return std::nullopt; + }; + + do { + auto header_start_pos = builder.pos(); + auto content_start = builder.try_find_literal("<|message|>"); + if (!content_start) { + throw common_chat_msg_partial_exception("incomplete header"); + } + + auto header = content_start->prelude; + + if (auto match = regex_match(tool_call1_regex, header)) { + auto group = match->groups[1]; + auto name = header.substr(group.begin, group.end - group.begin); + handle_tool_call(name); + continue; + } + + if (auto match = regex_match(tool_call2_regex, header)) { + auto group = match->groups[2]; + auto name = header.substr(group.begin, group.end - group.begin); + handle_tool_call(name); + continue; + } + + if (regex_match(analysis_regex, header)) { + builder.move_to(header_start_pos); + if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE || builder.syntax().reasoning_in_content) { + builder.add_content(consume_end(true)); + } else { + builder.try_parse_reasoning("<|channel|>analysis<|message|>", "<|end|>"); + } + continue; + } + + if(regex_match(final_regex, header) || regex_match(preamble_regex, header)) { + builder.add_content(consume_end()); + continue; + } + + // Possibly a malformed message, attempt to recover by rolling + // back to pick up the next <|start|> + LOG_DBG("%s: unknown header from message: %s\n", __func__, header.c_str()); + builder.move_to(header_start_pos); + } while (builder.try_find_regex(start_regex, std::string::npos, false)); + + auto remaining = builder.consume_rest(); + if (!remaining.empty()) { + LOG_DBG("%s: content after last message: %s\n", __func__, remaining.c_str()); + } +} + +static void common_chat_parse_glm_4_5(common_chat_msg_parser & builder) { + static const xml_tool_call_format form { + /* form.scope_start = */ "", + /* form.tool_start = */ "", + /* form.tool_sep = */ "", + /* form.key_start = */ "", + /* form.key_val_sep = */ "", + /* form.val_end = */ "", + /* form.tool_end = */ "", + /* form.scope_end = */ "", + /* form.key_val_sep2 = */ "", + }; + builder.consume_reasoning_with_xml_tool_calls(form, "", ""); +} + +static void common_chat_parse_firefunction_v2(common_chat_msg_parser & builder) { + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + static const common_regex prefix(regex_escape(" functools[")); + parse_prefixed_json_tool_call_array(builder, prefix, /* rstrip_prefix= */ 1); +} + +static void common_chat_parse_functionary_v3_2(common_chat_msg_parser & builder) { + static const common_regex function_regex_start_only(R"((\w+\n\{|python\n|all\n))"); + static const common_regex function_regex(R"(>>>(\w+\n\{|python\n|all\n))"); + static const common_regex close_regex(R"(\s*)"); + + parse_json_tool_calls( + builder, + std::nullopt, + function_regex_start_only, + function_regex, + close_regex, + std::nullopt, + /* allow_raw_python= */ true, + /* get_function_name= */ [&](const auto & res) -> std::string { + auto at_start = res.groups[0].begin == 0; + auto name = builder.str(res.groups[1]); + if (!name.empty() && name.back() == '{') { + // Unconsume the opening brace '{' to ensure the JSON parsing goes well. + builder.move_back(1); + } + auto idx = name.find_last_not_of("\n{"); + name = name.substr(0, idx + 1); + if (at_start && name == "all") { + return ""; + } + return name; + }); +} + +static void common_chat_parse_functionary_v3_1_llama_3_1(common_chat_msg_parser & builder) { + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + // This version of Functionary still supports the llama 3.1 tool call format for the python tool. + static const common_regex python_tag_regex(regex_escape("<|python_tag|>")); + + static const common_regex function_regex(R"()"); + static const common_regex close_regex(R"()"); + + parse_json_tool_calls( + builder, + /* block_open= */ std::nullopt, + /* function_regex_start_only= */ std::nullopt, + function_regex, + close_regex, + std::nullopt); + + if (auto res = builder.try_find_regex(python_tag_regex)) { + auto arguments = wrap_code_as_arguments(builder, builder.consume_rest()); + builder.add_tool_call("python", "", arguments); + return; + } +} + +static void common_chat_parse_hermes_2_pro(common_chat_msg_parser & builder) { + builder.try_parse_reasoning("", ""); + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + static const common_regex open_regex( + "(?:" + "(```(?:xml|json)?\\n\\s*)?" // match 1 (block_start) + "(" // match 2 (open_tag) + "" + "|" + "|" + "|" + "|" + "|" + "|" + "|" + ")?" + "(\\s*\\{\\s*\"name\")" // match 3 (named tool call) + ")" + "|]+)>" // match 4 (function name) + "|" // match 5 (function name again) + ); + + while (auto res = builder.try_find_regex(open_regex)) { + const auto & block_start = res->groups[1]; + std::string block_end = block_start.empty() ? "" : "```"; + + const auto & open_tag = res->groups[2]; + std::string close_tag; + + if (!res->groups[3].empty()) { + builder.move_to(res->groups[3].begin); + close_tag = open_tag.empty() ? "" : "value) || tool_call->is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + builder.consume_spaces(); + builder.consume_literal(close_tag); + builder.consume_spaces(); + if (!block_end.empty()) { + builder.consume_literal(block_end); + builder.consume_spaces(); + } + } else { + throw common_chat_msg_partial_exception("failed to parse tool call"); + } + } else { + auto function_name = builder.str(res->groups[4]); + if (function_name.empty()) { + function_name = builder.str(res->groups[5]); + } + GGML_ASSERT(!function_name.empty()); + + close_tag = ""; + + if (auto arguments = builder.try_consume_json_with_dumped_args({{}})) { + if (!builder.add_tool_call(function_name, "", arguments->value) || arguments->is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + builder.consume_spaces(); + builder.consume_literal(close_tag); + builder.consume_spaces(); + if (!block_end.empty()) { + builder.consume_literal(block_end); + builder.consume_spaces(); + } + } + } + } + + builder.add_content(builder.consume_rest()); +} + +static void common_chat_parse_granite(common_chat_msg_parser & builder) { + // Parse thinking tags + static const common_regex start_think_regex(regex_escape("")); + static const common_regex end_think_regex(regex_escape("")); + // Granite models output partial tokens such as "<" and "groups[0].begin); + builder.try_find_regex(end_think_regex, std::string::npos, false); + // Restore position for try_parse_reasoning() + builder.move_to(res->groups[0].begin); + } + builder.try_parse_reasoning("", ""); + + // Parse response tags + static const common_regex start_response_regex(regex_escape("")); + static const common_regex end_response_regex(regex_escape("")); + // Granite models output partial tokens such as "<" and "")); + if (auto res = builder.try_find_regex(tool_call_regex)) { + builder.move_to(res->groups[0].end); + + // Expect JSON array of tool calls + if (auto tool_call = builder.try_consume_json_with_dumped_args({{{"arguments"}}})) { + if (!builder.add_tool_calls(tool_call->value) || tool_call->is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + } + } else { + builder.add_content(builder.consume_rest()); + } +} + +static void common_chat_parse_nemotron_v2(common_chat_msg_parser & builder) { + // Parse thinking tags + builder.try_parse_reasoning("", ""); + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + // Look for tool calls + static const common_regex tool_call_regex(regex_escape("")); + if (auto res = builder.try_find_regex(tool_call_regex)) { + builder.move_to(res->groups[0].end); + + // Expect JSON array of tool calls + auto tool_calls_data = builder.consume_json(); + if (tool_calls_data.json.is_array()) { + if (!builder.try_consume_literal("")) { + throw common_chat_msg_partial_exception("Incomplete tool call"); + } + builder.add_tool_calls(tool_calls_data.json); + } else { + throw common_chat_msg_partial_exception("Incomplete tool call"); + } + } + builder.add_content(builder.consume_rest()); +} + +static void common_chat_parse_apertus(common_chat_msg_parser & builder) { + // Parse thinking tags + builder.try_parse_reasoning("<|inner_prefix|>", "<|inner_suffix|>"); + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + // Look for tool calls + static const common_regex tool_call_regex(regex_escape("<|tools_prefix|>")); + if (auto res = builder.try_find_regex(tool_call_regex)) { + builder.move_to(res->groups[0].end); + + auto tool_calls_data = builder.consume_json(); + if (tool_calls_data.json.is_array()) { + builder.consume_spaces(); + if (!builder.try_consume_literal("<|tools_suffix|>")) { + throw common_chat_msg_partial_exception("Incomplete tool call"); + } + for (const auto & value : tool_calls_data.json) { + if (value.is_object()) { + builder.add_tool_call_short_form(value); + } + } + } else { + throw common_chat_msg_partial_exception("Incomplete tool call"); + } + } + builder.add_content(builder.consume_rest()); +} + + +static void common_chat_parse_lfm2(common_chat_msg_parser & builder) { + if (!builder.syntax().parse_tool_calls) { + builder.add_content(builder.consume_rest()); + return; + } + + // LFM2 format: <|tool_call_start|>[{"name": "get_current_time", "arguments": {"location": "Paris"}}]<|tool_call_end|> + static const common_regex tool_call_start_regex(regex_escape("<|tool_call_start|>")); + static const common_regex tool_call_end_regex(regex_escape("<|tool_call_end|>")); + + // Loop through all tool calls + while (auto res = builder.try_find_regex(tool_call_start_regex, std::string::npos, /* add_prelude_to_content= */ true)) { + builder.move_to(res->groups[0].end); + + // Parse JSON array format: [{"name": "...", "arguments": {...}}] + auto tool_calls_data = builder.consume_json(); + + // Consume end marker + builder.consume_spaces(); + if (!builder.try_consume_regex(tool_call_end_regex)) { + throw common_chat_msg_partial_exception("Expected <|tool_call_end|>"); + } + + // Process each tool call in the array + if (tool_calls_data.json.is_array()) { + for (const auto & tool_call : tool_calls_data.json) { + if (!tool_call.is_object()) { + throw common_chat_msg_partial_exception("Tool call must be an object"); + } + + if (!tool_call.contains("name")) { + throw common_chat_msg_partial_exception("Tool call missing 'name' field"); + } + + std::string function_name = tool_call.at("name"); + std::string arguments = "{}"; + + if (tool_call.contains("arguments")) { + if (tool_call.at("arguments").is_object()) { + arguments = tool_call.at("arguments").dump(); + } else if (tool_call.at("arguments").is_string()) { + arguments = tool_call.at("arguments"); + } + } + + if (!builder.add_tool_call(function_name, "", arguments)) { + throw common_chat_msg_partial_exception("Incomplete tool call"); + } + } + } else { + throw common_chat_msg_partial_exception("Expected JSON array for tool calls"); + } + + // Consume any trailing whitespace after this tool call + builder.consume_spaces(); + } + + // Consume any remaining content after all tool calls + auto remaining = builder.consume_rest(); + if (!string_strip(remaining).empty()) { + builder.add_content(remaining); + } +} + +static void common_chat_parse_seed_oss(common_chat_msg_parser & builder) { + static const xml_tool_call_format form { + /* form.scope_start = */ "", + /* form.tool_start = */ "", + /* form.key_start = */ "", + /* form.val_end = */ "", + /* form.tool_end = */ "", + /* form.scope_end = */ "", + }; + builder.consume_reasoning_with_xml_tool_calls(form, "", ""); +} + +static void common_chat_parse_content_only(common_chat_msg_parser & builder) { + builder.try_parse_reasoning("", ""); + builder.add_content(builder.consume_rest()); +} + +static void common_chat_parse(common_chat_msg_parser & builder) { + LOG_DBG("Parsing input with format %s: %s\n", common_chat_format_name(builder.syntax().format), builder.input().c_str()); + + switch (builder.syntax().format) { + case COMMON_CHAT_FORMAT_CONTENT_ONLY: + common_chat_parse_content_only(builder); + break; + case COMMON_CHAT_FORMAT_GENERIC: + common_chat_parse_generic(builder); + break; + case COMMON_CHAT_FORMAT_MISTRAL_NEMO: + common_chat_parse_mistral_nemo(builder); + break; + case COMMON_CHAT_FORMAT_MAGISTRAL: + common_chat_parse_magistral(builder); + break; + case COMMON_CHAT_FORMAT_LLAMA_3_X: + common_chat_parse_llama_3_1(builder); + break; + case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: + common_chat_parse_llama_3_1(builder, /* with_builtin_tools= */ true); + break; + case COMMON_CHAT_FORMAT_DEEPSEEK_R1: + common_chat_parse_deepseek_r1(builder); + break; + case COMMON_CHAT_FORMAT_DEEPSEEK_V3_1: + common_chat_parse_deepseek_v3_1(builder); + break; + case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: + common_chat_parse_functionary_v3_2(builder); + break; + case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: + common_chat_parse_functionary_v3_1_llama_3_1(builder); + break; + case COMMON_CHAT_FORMAT_HERMES_2_PRO: + common_chat_parse_hermes_2_pro(builder); + break; + case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: + common_chat_parse_firefunction_v2(builder); + break; + case COMMON_CHAT_FORMAT_COMMAND_R7B: + common_chat_parse_command_r7b(builder); + break; + case COMMON_CHAT_FORMAT_GRANITE: + common_chat_parse_granite(builder); + break; + case COMMON_CHAT_FORMAT_GPT_OSS: + common_chat_parse_gpt_oss(builder); + break; + case COMMON_CHAT_FORMAT_SEED_OSS: + common_chat_parse_seed_oss(builder); + break; + case COMMON_CHAT_FORMAT_NEMOTRON_V2: + common_chat_parse_nemotron_v2(builder); + break; + case COMMON_CHAT_FORMAT_APERTUS: + common_chat_parse_apertus(builder); + break; + case COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS: + common_chat_parse_lfm2(builder); + break; + case COMMON_CHAT_FORMAT_MINIMAX_M2: + common_chat_parse_minimax_m2(builder); + break; + case COMMON_CHAT_FORMAT_GLM_4_5: + common_chat_parse_glm_4_5(builder); + break; + case COMMON_CHAT_FORMAT_KIMI_K2: + common_chat_parse_kimi_k2(builder); + break; + case COMMON_CHAT_FORMAT_QWEN3_CODER_XML: + common_chat_parse_qwen3_coder_xml(builder); + break; + case COMMON_CHAT_FORMAT_APRIEL_1_5: + common_chat_parse_apriel_1_5(builder); + break; + case COMMON_CHAT_FORMAT_XIAOMI_MIMO: + common_chat_parse_xiaomi_mimo(builder); + break; + default: + throw std::runtime_error(std::string("Unsupported format: ") + common_chat_format_name(builder.syntax().format)); + } + builder.finish(); +} + +common_chat_msg common_chat_parse(const std::string & input, bool is_partial, const common_chat_syntax & syntax) { + if (syntax.format == COMMON_CHAT_FORMAT_PEG_SIMPLE || + syntax.format == COMMON_CHAT_FORMAT_PEG_NATIVE || + syntax.format == COMMON_CHAT_FORMAT_PEG_CONSTRUCTED) { + return common_chat_peg_parse(syntax.parser, input, is_partial, syntax); + } + common_chat_msg_parser builder(input, is_partial, syntax); + try { + common_chat_parse(builder); + } catch (const common_chat_msg_partial_exception & ex) { + LOG_DBG("Partial parse: %s\n", ex.what()); + if (!is_partial) { + builder.clear_tools(); + builder.move_to(0); + common_chat_parse_content_only(builder); + } + } + auto msg = builder.result(); + if (!is_partial) { + LOG_DBG("Parsed message: %s\n", common_chat_msgs_to_json_oaicompat({msg}).at(0).dump().c_str()); + } + return msg; +} + +common_chat_msg common_chat_peg_parse(const common_peg_arena & parser, const std::string & input, bool is_partial, const common_chat_syntax & syntax) { + if (parser.empty()) { + throw std::runtime_error("Failed to parse due to missing parser definition."); + } + + LOG_DBG("Parsing input with format %s: %s\n", common_chat_format_name(syntax.format), input.c_str()); + + common_peg_parse_context ctx(input, is_partial); + auto result = parser.parse(ctx); + if (result.fail()) { + throw std::runtime_error(std::string("Failed to parse input at pos ") + std::to_string(result.end)); + } + + common_chat_msg msg; + msg.role = "assistant"; + + if (syntax.format == COMMON_CHAT_FORMAT_PEG_NATIVE) { + auto mapper = common_chat_peg_native_mapper(msg); + mapper.from_ast(ctx.ast, result); + } else if (syntax.format == COMMON_CHAT_FORMAT_PEG_CONSTRUCTED) { + auto mapper = common_chat_peg_constructed_mapper(msg); + mapper.from_ast(ctx.ast, result); + } else { + // Generic mapper + auto mapper = common_chat_peg_mapper(msg); + mapper.from_ast(ctx.ast, result); + } + if (!is_partial) { + LOG_DBG("Parsed message: %s\n", common_chat_msgs_to_json_oaicompat({msg}).at(0).dump().c_str()); + } + return msg; +} diff --git a/common/chat-peg-parser.cpp b/common/chat-peg-parser.cpp new file mode 100644 index 0000000000..74a7b6a46d --- /dev/null +++ b/common/chat-peg-parser.cpp @@ -0,0 +1,114 @@ +#include "chat-peg-parser.h" + +#include + +using json = nlohmann::json; + +static std::string_view trim_trailing_space(std::string_view sv) { + while (!sv.empty() && std::isspace(static_cast(sv.back()))) { + sv.remove_suffix(1); + } + return sv; +} + +void common_chat_peg_mapper::from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result) { + arena.visit(result, [this](const common_peg_ast_node & node) { + map(node); + }); +} + +void common_chat_peg_mapper::map(const common_peg_ast_node & node) { + bool is_reasoning = node.tag == common_chat_peg_builder::REASONING; + bool is_content = node.tag == common_chat_peg_builder::CONTENT; + + if (is_reasoning) { + result.reasoning_content = std::string(trim_trailing_space(node.text)); + } + + if (is_content) { + result.content = std::string(trim_trailing_space(node.text)); + } +} + +void common_chat_peg_native_mapper::map(const common_peg_ast_node & node) { + common_chat_peg_mapper::map(node); + + bool is_tool_open = node.tag == common_chat_peg_native_builder::TOOL_OPEN; + bool is_tool_name = node.tag == common_chat_peg_native_builder::TOOL_NAME; + bool is_tool_id = node.tag == common_chat_peg_native_builder::TOOL_ID; + bool is_tool_args = node.tag == common_chat_peg_native_builder::TOOL_ARGS; + + if (is_tool_open) { + result.tool_calls.emplace_back(); + current_tool = &result.tool_calls.back(); + } + + if (is_tool_id && current_tool) { + current_tool->id = std::string(trim_trailing_space(node.text)); + } + + if (is_tool_name && current_tool) { + current_tool->name = std::string(trim_trailing_space(node.text)); + } + + if (is_tool_args && current_tool) { + current_tool->arguments = std::string(trim_trailing_space(node.text)); + } +} + +void common_chat_peg_constructed_mapper::map(const common_peg_ast_node & node) { + common_chat_peg_mapper::map(node); + + bool is_tool_open = node.tag == common_chat_peg_constructed_builder::TOOL_OPEN; + bool is_tool_name = node.tag == common_chat_peg_constructed_builder::TOOL_NAME; + bool is_tool_close = node.tag == common_chat_peg_constructed_builder::TOOL_CLOSE; + bool is_arg_open = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_OPEN; + bool is_arg_close = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_CLOSE; + bool is_arg_name = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_NAME; + bool is_arg_string = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_STRING_VALUE; + bool is_arg_json = node.tag == common_chat_peg_constructed_builder::TOOL_ARG_JSON_VALUE; + + if (is_tool_open) { + result.tool_calls.emplace_back(); + current_tool = &result.tool_calls.back(); + arg_count = 0; + } + + if (is_tool_name) { + current_tool->name = std::string(node.text); + current_tool->arguments = "{"; + } + + if (is_arg_open) { + needs_closing_quote = false; + } + + if (is_arg_name && current_tool) { + if (arg_count > 0) { + current_tool->arguments += ","; + } + current_tool->arguments += json(trim_trailing_space(node.text)).dump() + ":"; + ++arg_count; + } + + if (is_arg_string && current_tool) { + // Serialize to JSON, but exclude the end quote + std::string dumped = json(node.text).dump(); + current_tool->arguments += dumped.substr(0, dumped.size() - 1); + needs_closing_quote = true; + } + + if (is_arg_close && current_tool) { + if (needs_closing_quote) { + current_tool->arguments += "\""; + } + } + + if (is_arg_json && current_tool) { + current_tool->arguments += std::string(trim_trailing_space(node.text)); + } + + if (is_tool_close && current_tool) { + current_tool->arguments += "}"; + } +} diff --git a/common/chat-peg-parser.h b/common/chat-peg-parser.h new file mode 100644 index 0000000000..b84cbed206 --- /dev/null +++ b/common/chat-peg-parser.h @@ -0,0 +1,105 @@ +#pragma once + +#include "chat.h" +#include "peg-parser.h" + +class common_chat_peg_builder : public common_peg_parser_builder { + public: + static constexpr const char * REASONING_BLOCK = "reasoning-block"; + static constexpr const char * REASONING = "reasoning"; + static constexpr const char * CONTENT = "content"; + + common_peg_parser reasoning_block(const common_peg_parser & p) { return tag(REASONING_BLOCK, p); } + common_peg_parser reasoning(const common_peg_parser & p) { return tag(REASONING, p); } + common_peg_parser content(const common_peg_parser & p) { return tag(CONTENT, p); } +}; + +inline common_peg_arena build_chat_peg_parser(const std::function & fn) { + common_chat_peg_builder builder; + builder.set_root(fn(builder)); + return builder.build(); +} + +class common_chat_peg_mapper { + public: + common_chat_msg & result; + + common_chat_peg_mapper(common_chat_msg & msg) : result(msg) {} + + virtual void from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result); + virtual void map(const common_peg_ast_node & node); +}; + +class common_chat_peg_native_builder : public common_chat_peg_builder { + public: + static constexpr const char * TOOL = "tool"; + static constexpr const char * TOOL_OPEN = "tool-open"; + static constexpr const char * TOOL_CLOSE = "tool-close"; + static constexpr const char * TOOL_ID = "tool-id"; + static constexpr const char * TOOL_NAME = "tool-name"; + static constexpr const char * TOOL_ARGS = "tool-args"; + + common_peg_parser tool(const common_peg_parser & p) { return tag(TOOL, p); } + common_peg_parser tool_open(const common_peg_parser & p) { return atomic(tag(TOOL_OPEN, p)); } + common_peg_parser tool_close(const common_peg_parser & p) { return atomic(tag(TOOL_CLOSE, p)); } + common_peg_parser tool_id(const common_peg_parser & p) { return atomic(tag(TOOL_ID, p)); } + common_peg_parser tool_name(const common_peg_parser & p) { return atomic(tag(TOOL_NAME, p)); } + common_peg_parser tool_args(const common_peg_parser & p) { return tag(TOOL_ARGS, p); } +}; + +class common_chat_peg_native_mapper : public common_chat_peg_mapper { + common_chat_tool_call * current_tool; + + public: + common_chat_peg_native_mapper(common_chat_msg & msg) : common_chat_peg_mapper(msg) {} + + void map(const common_peg_ast_node & node) override; +}; + +inline common_peg_arena build_chat_peg_native_parser(const std::function & fn) { + common_chat_peg_native_builder builder; + builder.set_root(fn(builder)); + return builder.build(); +} + +class common_chat_peg_constructed_builder : public common_chat_peg_builder { + public: + static constexpr const char * TOOL = "tool"; + static constexpr const char * TOOL_OPEN = "tool-open"; + static constexpr const char * TOOL_CLOSE = "tool-close"; + static constexpr const char * TOOL_NAME = "tool-name"; + static constexpr const char * TOOL_ARG = "tool-arg"; + static constexpr const char * TOOL_ARG_OPEN = "tool-arg-open"; + static constexpr const char * TOOL_ARG_CLOSE = "tool-arg-close"; + static constexpr const char * TOOL_ARG_NAME = "tool-arg-name"; + static constexpr const char * TOOL_ARG_STRING_VALUE = "tool-arg-string-value"; + static constexpr const char * TOOL_ARG_JSON_VALUE = "tool-arg-json-value"; + + common_peg_parser tool(const common_peg_parser & p) { return tag(TOOL, p); } + common_peg_parser tool_open(const common_peg_parser & p) { return atomic(tag(TOOL_OPEN, p)); } + common_peg_parser tool_close(const common_peg_parser & p) { return atomic(tag(TOOL_CLOSE, p)); } + common_peg_parser tool_name(const common_peg_parser & p) { return atomic(tag(TOOL_NAME, p)); } + common_peg_parser tool_arg(const common_peg_parser & p) { return tag(TOOL_ARG, p); } + common_peg_parser tool_arg_open(const common_peg_parser & p) { return atomic(tag(TOOL_ARG_OPEN, p)); } + common_peg_parser tool_arg_close(const common_peg_parser & p) { return atomic(tag(TOOL_ARG_CLOSE, p)); } + common_peg_parser tool_arg_name(const common_peg_parser & p) { return atomic(tag(TOOL_ARG_NAME, p)); } + common_peg_parser tool_arg_string_value(const common_peg_parser & p) { return tag(TOOL_ARG_STRING_VALUE, p); } + common_peg_parser tool_arg_json_value(const common_peg_parser & p) { return tag(TOOL_ARG_JSON_VALUE, p); } +}; + +class common_chat_peg_constructed_mapper : public common_chat_peg_mapper { + common_chat_tool_call * current_tool; + int arg_count = 0; + bool needs_closing_quote = false; + + public: + common_chat_peg_constructed_mapper(common_chat_msg & msg) : common_chat_peg_mapper(msg) {} + + void map(const common_peg_ast_node & node) override; +}; + +inline common_peg_arena build_chat_peg_constructed_parser(const std::function & fn) { + common_chat_peg_constructed_builder builder; + builder.set_root(fn(builder)); + return builder.build(); +} diff --git a/common/chat.cpp b/common/chat.cpp index 6fa05a6041..c371edaa5a 100644 --- a/common/chat.cpp +++ b/common/chat.cpp @@ -1,5 +1,6 @@ #include "chat.h" #include "chat-parser.h" +#include "chat-peg-parser.h" #include "common.h" #include "json-partial.h" #include "json-schema-to-grammar.h" @@ -85,29 +86,36 @@ json common_chat_msg::to_json_oaicompat() const return message; } -std::vector common_chat_msg_diff::compute_diffs(const common_chat_msg & previous_msg, const common_chat_msg & new_msg) { +std::vector common_chat_msg_diff::compute_diffs(const common_chat_msg & msg_prv, const common_chat_msg & msg_new) { std::vector diffs; - if (previous_msg.reasoning_content != new_msg.reasoning_content) { - auto & diff = diffs.emplace_back(); - diff.reasoning_content_delta = string_diff(previous_msg.reasoning_content, new_msg.reasoning_content); - } - if (previous_msg.content != new_msg.content) { - auto & diff = diffs.emplace_back(); - diff.content_delta = string_diff(previous_msg.content, new_msg.content); + if (msg_new.tool_calls.size() > msg_prv.tool_calls.size()) { + diffs.reserve(msg_new.tool_calls.size() - msg_prv.tool_calls.size() + 3); + } else { + diffs.reserve(3); } - if (new_msg.tool_calls.size() < previous_msg.tool_calls.size()) { + // TODO: these can become expensive for long messages - how to optimize? + if (msg_prv.reasoning_content != msg_new.reasoning_content) { + auto & diff = diffs.emplace_back(); + diff.reasoning_content_delta = string_diff(msg_prv.reasoning_content, msg_new.reasoning_content); + } + if (msg_prv.content != msg_new.content) { + auto & diff = diffs.emplace_back(); + diff.content_delta = string_diff(msg_prv.content, msg_new.content); + } + + if (msg_new.tool_calls.size() < msg_prv.tool_calls.size()) { throw std::runtime_error("Invalid diff: now finding less tool calls!"); } - if (!previous_msg.tool_calls.empty()) { - auto idx = previous_msg.tool_calls.size() - 1; - const auto & pref = previous_msg.tool_calls[idx]; - const auto & newf = new_msg.tool_calls[idx]; + if (!msg_prv.tool_calls.empty()) { + const auto idx = msg_prv.tool_calls.size() - 1; + const auto & pref = msg_prv.tool_calls[idx]; + const auto & newf = msg_new.tool_calls[idx]; if (pref.name != newf.name) { throw std::runtime_error("Invalid diff: tool call mismatch!"); } - auto args_diff = string_diff(pref.arguments, newf.arguments); + const auto args_diff = string_diff(pref.arguments, newf.arguments); if (!args_diff.empty() || pref.id != newf.id) { auto & diff = diffs.emplace_back(); diff.tool_call_index = idx; @@ -118,11 +126,12 @@ std::vector common_chat_msg_diff::compute_diffs(const comm diff.tool_call_delta.arguments = args_diff; } } - for (size_t idx = previous_msg.tool_calls.size(); idx < new_msg.tool_calls.size(); ++idx) { + for (size_t idx = msg_prv.tool_calls.size(); idx < msg_new.tool_calls.size(); ++idx) { auto & diff = diffs.emplace_back(); diff.tool_call_index = idx; - diff.tool_call_delta = new_msg.tool_calls[idx]; + diff.tool_call_delta = msg_new.tool_calls[idx]; } + return diffs; } @@ -142,6 +151,7 @@ struct templates_params { common_chat_tool_choice tool_choice; json json_schema; bool parallel_tool_calls; + common_reasoning_format reasoning_format; bool stream; std::string grammar; bool add_generation_prompt = true; @@ -163,7 +173,7 @@ common_chat_tool_choice common_chat_tool_choice_parse_oaicompat(const std::strin if (tool_choice == "required") { return COMMON_CHAT_TOOL_CHOICE_REQUIRED; } - throw std::runtime_error("Invalid tool_choice: " + tool_choice); + throw std::invalid_argument("Invalid tool_choice: " + tool_choice); } bool common_chat_templates_support_enable_thinking(const common_chat_templates * chat_templates) { @@ -186,17 +196,17 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa try { if (!messages.is_array()) { - throw std::runtime_error("Expected 'messages' to be an array, got " + messages.dump()); + throw std::invalid_argument("Expected 'messages' to be an array, got " + messages.dump()); } for (const auto & message : messages) { if (!message.is_object()) { - throw std::runtime_error("Expected 'message' to be an object, got " + message.dump()); + throw std::invalid_argument("Expected 'message' to be an object, got " + message.dump()); } common_chat_msg msg; if (!message.contains("role")) { - throw std::runtime_error("Missing 'role' in message: " + message.dump()); + throw std::invalid_argument("Missing 'role' in message: " + message.dump()); } msg.role = message.at("role"); @@ -209,11 +219,11 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa } else if (content.is_array()) { for (const auto & part : content) { if (!part.contains("type")) { - throw std::runtime_error("Missing content part type: " + part.dump()); + throw std::invalid_argument("Missing content part type: " + part.dump()); } const auto & type = part.at("type"); if (type != "text") { - throw std::runtime_error("Unsupported content part type: " + type.dump()); + throw std::invalid_argument("Unsupported content part type: " + type.dump()); } common_chat_msg_content_part msg_part; msg_part.type = type; @@ -221,25 +231,25 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa msg.content_parts.push_back(msg_part); } } else if (!content.is_null()) { - throw std::runtime_error("Invalid 'content' type: expected string or array, got " + content.dump() + " (ref: https://github.com/ggml-org/llama.cpp/issues/8367)"); + throw std::invalid_argument("Invalid 'content' type: expected string or array, got " + content.dump() + " (ref: https://github.com/ggml-org/llama.cpp/issues/8367)"); } } if (has_tool_calls) { for (const auto & tool_call : message.at("tool_calls")) { common_chat_tool_call tc; if (!tool_call.contains("type")) { - throw std::runtime_error("Missing tool call type: " + tool_call.dump()); + throw std::invalid_argument("Missing tool call type: " + tool_call.dump()); } const auto & type = tool_call.at("type"); if (type != "function") { - throw std::runtime_error("Unsupported tool call type: " + tool_call.dump()); + throw std::invalid_argument("Unsupported tool call type: " + tool_call.dump()); } if (!tool_call.contains("function")) { - throw std::runtime_error("Missing tool call function: " + tool_call.dump()); + throw std::invalid_argument("Missing tool call function: " + tool_call.dump()); } const auto & fc = tool_call.at("function"); if (!fc.contains("name")) { - throw std::runtime_error("Missing tool call name: " + tool_call.dump()); + throw std::invalid_argument("Missing tool call name: " + tool_call.dump()); } tc.name = fc.at("name"); tc.arguments = fc.at("arguments"); @@ -250,7 +260,7 @@ std::vector common_chat_msgs_parse_oaicompat(const json & messa } } if (!has_content && !has_tool_calls) { - throw std::runtime_error("Expected 'content' or 'tool_calls' (ref: https://github.com/ggml-org/llama.cpp/issues/8367 & https://github.com/ggml-org/llama.cpp/issues/12279)"); + throw std::invalid_argument("Expected 'content' or 'tool_calls' (ref: https://github.com/ggml-org/llama.cpp/issues/8367 & https://github.com/ggml-org/llama.cpp/issues/12279)"); } if (message.contains("reasoning_content")) { msg.reasoning_content = message.at("reasoning_content"); @@ -353,18 +363,18 @@ std::vector common_chat_tools_parse_oaicompat(const json & too try { if (!tools.is_null()) { if (!tools.is_array()) { - throw std::runtime_error("Expected 'tools' to be an array, got " + tools.dump()); + throw std::invalid_argument("Expected 'tools' to be an array, got " + tools.dump()); } for (const auto & tool : tools) { if (!tool.contains("type")) { - throw std::runtime_error("Missing tool type: " + tool.dump()); + throw std::invalid_argument("Missing tool type: " + tool.dump()); } const auto & type = tool.at("type"); if (!type.is_string() || type != "function") { - throw std::runtime_error("Unsupported tool type: " + tool.dump()); + throw std::invalid_argument("Unsupported tool type: " + tool.dump()); } if (!tool.contains("function")) { - throw std::runtime_error("Missing tool function: " + tool.dump()); + throw std::invalid_argument("Missing tool function: " + tool.dump()); } const auto & function = tool.at("function"); @@ -581,6 +591,16 @@ common_chat_templates_ptr common_chat_templates_init( "{%- if false %}"); } + // TODO @aldehir : this is a temporary fix, pending Minja changes + // Ref: https://github.com/ggml-org/llama.cpp/pull/17713#issuecomment-3631342664 + if (default_template_src.find("[TOOL_CALLS]") != std::string::npos + // search for the error message and patch it + && default_template_src.find("if (message['content'] is none or") != std::string::npos) { + string_replace_all(default_template_src, + "{%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %}", + "{%- if false %}"); + } + std::string token_bos = bos_token_override; std::string token_eos = eos_token_override; bool add_bos = false; @@ -649,6 +669,9 @@ const char * common_chat_format_name(common_chat_format format) { case COMMON_CHAT_FORMAT_QWEN3_CODER_XML: return "Qwen3 Coder"; case COMMON_CHAT_FORMAT_APRIEL_1_5: return "Apriel 1.5"; case COMMON_CHAT_FORMAT_XIAOMI_MIMO: return "Xiaomi MiMo"; + case COMMON_CHAT_FORMAT_PEG_SIMPLE: return "peg-simple"; + case COMMON_CHAT_FORMAT_PEG_NATIVE: return "peg-native"; + case COMMON_CHAT_FORMAT_PEG_CONSTRUCTED: return "peg-constructed"; default: throw std::runtime_error("Unknown chat format"); } @@ -678,114 +701,6 @@ common_reasoning_format common_reasoning_format_from_name(const std::string & fo throw std::runtime_error("Unknown reasoning format: " + format); } -static std::string wrap_code_as_arguments(common_chat_msg_parser & builder, const std::string & code) { - std::string arguments; - if (builder.is_partial()) { - arguments = (json {{"code", code + builder.healing_marker()}}).dump(); - auto idx = arguments.find(builder.healing_marker()); - if (idx != std::string::npos) { - arguments.resize(idx); - } - } else { - arguments = (json {{"code", code}}).dump(); - } - return arguments; -} - -/** - * Takes a prefix regex that must have 1 group to capture the function name, a closing suffix, and expects json parameters in between. - * Aggregates the prefix, suffix and in-between text into the content. - */ -static void parse_json_tool_calls( - common_chat_msg_parser & builder, - const std::optional & block_open, - const std::optional & function_regex_start_only, - const std::optional & function_regex, - const common_regex & close_regex, - const std::optional & block_close, - bool allow_raw_python = false, - const std::function & get_function_name = nullptr) { - - auto parse_tool_calls = [&]() { - size_t from = std::string::npos; - auto first = true; - while (true) { - auto start_pos = builder.pos(); - auto res = function_regex_start_only && first - ? builder.try_consume_regex(*function_regex_start_only) - : function_regex - ? builder.try_find_regex(*function_regex, from) - : std::nullopt; - - if (res) { - std::string name; - if (get_function_name) { - name = get_function_name(*res); - } else { - GGML_ASSERT(res->groups.size() == 2); - name = builder.str(res->groups[1]); - } - first = false; - if (name.empty()) { - // get_function_name signalled us that we should skip this match and treat it as content. - from = res->groups[0].begin + 1; - continue; - } - from = std::string::npos; - - auto maybe_raw_python = name == "python" && allow_raw_python; - if (builder.input()[builder.pos()] == '{' || !maybe_raw_python) { - if (auto arguments = builder.try_consume_json_with_dumped_args({{}})) { - if (!builder.add_tool_call(name, "", arguments->value) || arguments->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_regex(close_regex); - } - continue; - } - if (maybe_raw_python) { - auto arguments = wrap_code_as_arguments(builder, builder.consume_rest()); - if (!builder.add_tool_call(name, "", arguments)) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - return; - } - throw common_chat_msg_partial_exception("incomplete tool call"); - } else { - builder.move_to(start_pos); - } - break; - } - if (block_close) { - builder.consume_regex(*block_close); - } - builder.consume_spaces(); - builder.add_content(builder.consume_rest()); - }; - if (block_open) { - if (auto res = builder.try_find_regex(*block_open)) { - parse_tool_calls(); - } else { - builder.add_content(builder.consume_rest()); - } - } else { - parse_tool_calls(); - } -} - -static void parse_prefixed_json_tool_call_array(common_chat_msg_parser & builder, const common_regex & prefix, size_t rstrip_prefix = 0) { - static const std::vector> args_paths = {{"arguments"}}; - if (auto res = builder.try_find_regex(prefix)) { - builder.move_back(rstrip_prefix); - auto tool_calls = builder.consume_json_with_dumped_args(args_paths); - if (!builder.add_tool_calls(tool_calls.value) || tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call array"); - } - } else { - builder.add_content(builder.consume_rest()); - } -} - static void foreach_function(const json & tools, const std::function & fn) { for (const auto & tool : tools) { if (!tool.contains("type") || tool.at("type") != "function" || !tool.contains("function")) { @@ -918,37 +833,6 @@ static common_chat_params common_chat_params_init_generic(const common_chat_temp data.format = COMMON_CHAT_FORMAT_GENERIC; return data; } -static void common_chat_parse_generic(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - static const std::vector> content_paths = { - {"response"}, - }; - static const std::vector> args_paths = { - {"tool_call", "arguments"}, - {"tool_calls", "arguments"}, - }; - auto data = builder.consume_json_with_dumped_args(args_paths, content_paths); - if (data.value.contains("tool_calls")) { - if (!builder.add_tool_calls(data.value.at("tool_calls")) || data.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool calls"); - } - } else if (data.value.contains("tool_call")) { - if (!builder.add_tool_call(data.value.at("tool_call")) || data.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } else if (data.value.contains("response")) { - const auto & response = data.value.at("response"); - builder.add_content(response.is_string() ? response.template get() : response.dump(2)); - if (data.is_partial) { - throw common_chat_msg_partial_exception("incomplete response"); - } - } else { - throw common_chat_msg_partial_exception("Expected 'tool_call', 'tool_calls' or 'response' in JSON"); - } -} static common_chat_params common_chat_params_init_mistral_nemo(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; @@ -1115,6 +999,118 @@ static common_chat_params common_chat_params_init_lfm2(const common_chat_templat return data; } +static common_chat_params common_chat_params_init_ministral_3(const common_chat_template & tmpl, const struct templates_params & inputs) { + common_chat_params data; + + // Build up messages to follow the format: https://huggingface.co/mistralai/Ministral-3-14B-Reasoning-2512/blob/main/chat_template.jinja + auto adjusted_messages = json::array(); + for (const auto & msg : inputs.messages) { + auto role = msg.value("role", ""); + if (role != "system" && role != "assistant") { + // Only adjust system and assistant messages. Interestingly, the system message may contain thinking. + adjusted_messages.push_back(msg); + continue; + } + + auto content = json::array(); + + // If message contains `reasoning_content`, add it as a block of type `thinking` + if (msg.contains("reasoning_content") && msg.at("reasoning_content").is_string()) { + content.push_back({ + {"type", "thinking"}, + {"thinking", msg.at("reasoning_content").get()}, + }); + } + + // If message contains `content`, add it as a block of type `text` + if (msg.contains("content")) { + if (msg.at("content").is_string()) { + content.push_back({ + {"type", "text"}, + {"text", msg.at("content").get()}, + }); + } else if (msg.at("content").is_array()) { + auto blocks = msg.at("content"); + content.insert(content.end(), blocks.begin(), blocks.end()); + } + } + + auto adjusted = msg; + adjusted["content"] = content; + adjusted.erase("reasoning_content"); + adjusted_messages.push_back(adjusted); + } + + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; + auto include_grammar = true; + + data.prompt = apply(tmpl, inputs, /* messages_override = */ adjusted_messages); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.preserved_tokens = { + "[THINK]", + "[/THINK]", + "[TOOL_CALLS]", + "[ARGS]", + }; + + auto parser = build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { + auto reasoning = extract_reasoning ? p.optional("[THINK]" + p.reasoning(p.until("[/THINK]")) + "[/THINK]") : p.eps(); + + // Response format parser + if (inputs.json_schema.is_object() && !inputs.json_schema.empty()) { + // Ministral wants to emit json surrounded by code fences + return reasoning << "```json" << p.content(p.schema(p.json(), "response-format", inputs.json_schema)) << "```"; + } + + // Tool call parser + if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { + auto tool_choice = p.choice(); + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + std::string name = function.at("name"); + const auto & schema = function.at("parameters"); + + tool_choice |= p.rule("tool-" + name, + p.tool_open(p.tool_name(p.literal(name)) + "[ARGS]") + + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema)) + ); + }); + + auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; + auto max_calls = inputs.parallel_tool_calls ? -1 : 1; + auto tool_calls = p.trigger_rule("tool-call", p.repeat("[TOOL_CALLS]" + tool_choice, min_calls, max_calls)); + + return reasoning << p.content(p.until("[TOOL_CALLS]")) << tool_calls; + } + + // Content only parser + include_grammar = false; + return reasoning << p.content(p.rest()); + }); + + data.parser = parser.save(); + + if (include_grammar) { + data.grammar_lazy = has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; + + data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); + }); + parser.build_grammar(builder, data.grammar_lazy); + }); + + data.grammar_triggers = { + {COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]"} + }; + } + + return data; +} + static common_chat_params common_chat_params_init_magistral(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; data.prompt = apply(tmpl, inputs); @@ -1173,28 +1169,6 @@ static common_chat_params common_chat_params_init_magistral(const common_chat_te return data; } -static void common_chat_parse_mistral_nemo(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex prefix(regex_escape("[TOOL_CALLS]")); - parse_prefixed_json_tool_call_array(builder, prefix); -} - -static void common_chat_parse_magistral(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("[THINK]", "[/THINK]"); - - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex prefix(regex_escape("[TOOL_CALLS]")); - parse_prefixed_json_tool_call_array(builder, prefix); -} - static common_chat_params common_chat_params_init_command_r7b(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; @@ -1275,39 +1249,6 @@ static common_chat_params common_chat_params_init_command_r7b(const common_chat_ return data; } -static void common_chat_parse_command_r7b(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("<|START_THINKING|>", "<|END_THINKING|>"); - - static const common_regex start_action_regex("<\\|START_ACTION\\|>"); - static const common_regex end_action_regex("<\\|END_ACTION\\|>"); - static const common_regex start_response_regex("<\\|START_RESPONSE\\|>"); - static const common_regex end_response_regex("<\\|END_RESPONSE\\|>"); - - if (auto res = builder.try_find_regex(start_action_regex)) { - // If we didn't extract thoughts, prelude includes them. - auto tool_calls = builder.consume_json_with_dumped_args({{"parameters"}}); - for (const auto & tool_call : tool_calls.value) { - std::string name = tool_call.contains("tool_name") ? tool_call.at("tool_name") : ""; - std::string id = tool_call.contains("tool_call_id") ? tool_call.at("tool_call_id") : ""; - std::string arguments = tool_call.contains("parameters") ? tool_call.at("parameters") : ""; - if (!builder.add_tool_call(name, id, arguments) || tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - if (tool_calls.is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_regex(end_action_regex); - } else if (auto res = builder.try_find_regex(start_response_regex)) { - if (!builder.try_find_regex(end_response_regex)) { - builder.add_content(builder.consume_rest()); - throw common_chat_msg_partial_exception(end_response_regex.str()); - } - } else { - builder.add_content(builder.consume_rest()); - } -} - static void expect_tool_parameters(const std::string & name, const json & parameters, const std::vector & expected_properties) { if (!parameters.is_object() || !parameters.contains("type") || parameters.at("type") != "object" || !parameters.contains("properties") || !parameters.contains("required")) { throw std::runtime_error("Parameters of tool " + name + " must be an object w/ required properties"); @@ -1536,63 +1477,6 @@ static common_chat_params common_chat_params_init_apertus(const common_chat_temp } return data; } -static void common_chat_parse_llama_3_1(common_chat_msg_parser & builder, bool with_builtin_tools = false) { - builder.try_parse_reasoning("", ""); - - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex function_regex( - "\\s*\\{\\s*(?:\"type\"\\s*:\\s*\"function\"\\s*,\\s*)?\"name\"\\s*:\\s*\"([^\"]+)\"\\s*,\\s*\"parameters\"\\s*: "); - static const common_regex close_regex("\\}\\s*"); - - static const common_regex function_name_regex("\\s*(\\w+)\\s*\\.\\s*call\\("); - static const common_regex arg_name_regex("\\s*(\\w+)\\s*=\\s*"); - - if (with_builtin_tools) { - static const common_regex builtin_call_regex("<\\|python_tag\\|>"); - if (auto res = builder.try_find_regex(builtin_call_regex)) { - auto fun_res = builder.consume_regex(function_name_regex); - auto function_name = builder.str(fun_res.groups[1]); - - common_healing_marker healing_marker; - json args = json::object(); - while (true) { - if (auto arg_res = builder.try_consume_regex(arg_name_regex)) { - auto arg_name = builder.str(arg_res->groups[1]); - auto partial = builder.consume_json(); - args[arg_name] = partial.json; - healing_marker.marker = partial.healing_marker.marker; - healing_marker.json_dump_marker = partial.healing_marker.json_dump_marker; - builder.consume_spaces(); - if (!builder.try_consume_literal(",")) { - break; - } - } else { - break; - } - } - builder.consume_literal(")"); - builder.consume_spaces(); - - auto arguments = args.dump(); - if (!builder.add_tool_call(function_name, "", arguments)) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - return; - } - } - parse_json_tool_calls( - builder, - /* block_open= */ std::nullopt, - /* function_regex_start_only= */ function_regex, - /* function_regex= */ std::nullopt, - close_regex, - std::nullopt); - -} static common_chat_params common_chat_params_init_deepseek_r1(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; @@ -1732,88 +1616,6 @@ static common_chat_params common_chat_params_init_deepseek_v3_1(const common_cha return data; } -static void common_chat_parse_deepseek_r1(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("", ""); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)"); - static const common_regex tool_calls_end("<|tool▁calls▁end|>"); - static const common_regex function_regex("(?:<|tool▁call▁begin|>)?function<|tool▁sep|>([^\n]+)\n```json\n"); - static const common_regex close_regex("```[\\s\\r\\n]*<|tool▁call▁end|>"); - - parse_json_tool_calls( - builder, - /* block_open= */ tool_calls_begin, - /* function_regex_start_only= */ std::nullopt, - function_regex, - close_regex, - tool_calls_end); -} - -static void common_chat_parse_deepseek_v3_1_content(common_chat_msg_parser & builder) { - static const common_regex function_regex("(?:<|tool▁call▁begin|>)?([^\\n<]+)(?:<|tool▁sep|>)"); - - static const common_regex close_regex("(?:[\\s]*)?<|tool▁call▁end|>"); - static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)"); - static const common_regex tool_calls_end("<|tool▁calls▁end|>"); - - if (!builder.syntax().parse_tool_calls) { - LOG_DBG("%s: not parse_tool_calls\n", __func__); - builder.add_content(builder.consume_rest()); - return; - } - - LOG_DBG("%s: parse_tool_calls\n", __func__); - - parse_json_tool_calls( - builder, - /* block_open= */ tool_calls_begin, - /* function_regex_start_only= */ std::nullopt, - function_regex, - close_regex, - tool_calls_end); -} - -static void common_chat_parse_deepseek_v3_1(common_chat_msg_parser & builder) { - // DeepSeek V3.1 outputs reasoning content between "" and "" tags, followed by regular content - // First try to parse using the standard reasoning parsing method - LOG_DBG("%s: thinking_forced_open: %s\n", __func__, std::to_string(builder.syntax().thinking_forced_open).c_str()); - - auto start_pos = builder.pos(); - auto found_end_think = builder.try_find_literal(""); - builder.move_to(start_pos); - - if (builder.syntax().thinking_forced_open && !builder.is_partial() && !found_end_think) { - LOG_DBG("%s: no end_think, not partial, adding content\n", __func__); - common_chat_parse_deepseek_v3_1_content(builder); - } else if (builder.try_parse_reasoning("", "")) { - // If reasoning was parsed successfully, the remaining content is regular content - LOG_DBG("%s: parsed reasoning, adding content\n", __func__); - // <|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>NAME\n```json\nJSON\n```<|tool▁call▁end|><|tool▁calls▁end|> - common_chat_parse_deepseek_v3_1_content(builder); - } else { - if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE) { - LOG_DBG("%s: reasoning_format none, adding content\n", __func__); - common_chat_parse_deepseek_v3_1_content(builder); - return; - } - // If no reasoning tags found, check if we should treat everything as reasoning - if (builder.syntax().thinking_forced_open) { - // If thinking is forced open but no tags found, treat everything as reasoning - LOG_DBG("%s: thinking_forced_open, adding reasoning content\n", __func__); - builder.add_reasoning_content(builder.consume_rest()); - } else { - LOG_DBG("%s: no thinking_forced_open, adding content\n", __func__); - // <|tool▁call▁begin|>NAME<|tool▁sep|>JSON<|tool▁call▁end|> - common_chat_parse_deepseek_v3_1_content(builder); - } - } -} - - static common_chat_params common_chat_params_init_minimax_m2(const common_chat_template & tmpl, const struct templates_params & params) { common_chat_params data; data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; @@ -1856,20 +1658,6 @@ static common_chat_params common_chat_params_init_minimax_m2(const common_chat_t return data; } -static void common_chat_parse_minimax_m2(common_chat_msg_parser & builder) { - static const xml_tool_call_format form { - /* form.scope_start = */ "", - /* form.tool_start = */ "", - /* form.key_start = */ "", - /* form.val_end = */ "", - /* form.tool_end = */ "", - /* form.scope_end = */ "", - }; - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - static common_chat_params common_chat_params_init_qwen3_coder_xml(const common_chat_template & tmpl, const struct templates_params & params) { common_chat_params data; data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; @@ -1902,23 +1690,6 @@ static common_chat_params common_chat_params_init_qwen3_coder_xml(const common_c return data; } -static void common_chat_parse_qwen3_coder_xml(common_chat_msg_parser & builder) { - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = ""; - form.tool_start = "", ""); -} - static common_chat_params common_chat_params_init_apriel_1_5(const common_chat_template & tmpl, const struct templates_params & params) { common_chat_params data; data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; @@ -2016,25 +1769,6 @@ static common_chat_params common_chat_params_init_apriel_1_5(const common_chat_t return data; } -static void common_chat_parse_apriel_1_5(common_chat_msg_parser & builder) { - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = "["; - form.tool_start = "{\"name\": \""; - form.tool_sep = "\", \"arguments\": {"; - form.key_start = "\""; - form.key_val_sep = "\": "; - form.val_end = ", "; - form.tool_end = "}, "; - form.scope_end = "]"; - form.raw_argval = false; - form.last_val_end = ""; - form.last_tool_end = "}"; - return form; - })(); - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - static common_chat_params common_chat_params_init_xiaomi_mimo(const common_chat_template & tmpl, const struct templates_params & params) { common_chat_params data; data.grammar_lazy = params.tools.is_array() && !params.tools.empty() && params.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; @@ -2067,24 +1801,6 @@ static common_chat_params common_chat_params_init_xiaomi_mimo(const common_chat_ return data; } -static void common_chat_parse_xiaomi_mimo(common_chat_msg_parser & builder) { - static const xml_tool_call_format form = ([]() { - xml_tool_call_format form {}; - form.scope_start = ""; - form.tool_start = "\n{\"name\": \""; - form.tool_sep = "\", \"arguments\": {"; - form.key_start = "\""; - form.key_val_sep = "\": "; - form.val_end = ", "; - form.tool_end = "}\n"; - form.scope_end = ""; - form.raw_argval = false; - form.last_val_end = ""; - return form; - })(); - builder.consume_reasoning_with_xml_tool_calls(form); -} - static common_chat_params common_chat_params_init_gpt_oss(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; @@ -2231,93 +1947,6 @@ static common_chat_params common_chat_params_init_gpt_oss(const common_chat_temp return data; } -static void common_chat_parse_gpt_oss(common_chat_msg_parser & builder) { - static const std::string constraint = "(?: (<\\|constrain\\|>)?([a-zA-Z0-9_-]+))"; - static const std::string recipient("(?: to=functions\\.([^<\\s]+))"); - - static const common_regex start_regex("<\\|start\\|>assistant"); - static const common_regex analysis_regex("<\\|channel\\|>analysis"); - static const common_regex final_regex("<\\|channel\\|>final" + constraint + "?"); - static const common_regex preamble_regex("<\\|channel\\|>commentary"); - static const common_regex tool_call1_regex(recipient + "<\\|channel\\|>(analysis|commentary)" + constraint + "?"); - static const common_regex tool_call2_regex("<\\|channel\\|>(analysis|commentary)" + recipient + constraint + "?"); - - auto consume_end = [&](bool include_end = false) { - if (auto res = builder.try_find_literal("<|end|>")) { - return res->prelude + (include_end ? builder.str(res->groups[0]) : ""); - } - return builder.consume_rest(); - }; - - auto handle_tool_call = [&](const std::string & name) { - if (auto args = builder.try_consume_json_with_dumped_args({{}})) { - if (builder.syntax().parse_tool_calls) { - if (!builder.add_tool_call(name, "", args->value) || args->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } else if (args->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - }; - - auto regex_match = [](const common_regex & regex, const std::string & input) -> std::optional { - auto match = regex.search(input, 0, true); - if (match.type == COMMON_REGEX_MATCH_TYPE_FULL) { - return match; - } - return std::nullopt; - }; - - do { - auto header_start_pos = builder.pos(); - auto content_start = builder.try_find_literal("<|message|>"); - if (!content_start) { - throw common_chat_msg_partial_exception("incomplete header"); - } - - auto header = content_start->prelude; - - if (auto match = regex_match(tool_call1_regex, header)) { - auto group = match->groups[1]; - auto name = header.substr(group.begin, group.end - group.begin); - handle_tool_call(name); - continue; - } - - if (auto match = regex_match(tool_call2_regex, header)) { - auto group = match->groups[2]; - auto name = header.substr(group.begin, group.end - group.begin); - handle_tool_call(name); - continue; - } - - if (regex_match(analysis_regex, header)) { - builder.move_to(header_start_pos); - if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE || builder.syntax().reasoning_in_content) { - builder.add_content(consume_end(true)); - } else { - builder.try_parse_reasoning("<|channel|>analysis<|message|>", "<|end|>"); - } - continue; - } - - if(regex_match(final_regex, header) || regex_match(preamble_regex, header)) { - builder.add_content(consume_end()); - continue; - } - - // Possibly a malformed message, attempt to recover by rolling - // back to pick up the next <|start|> - LOG_DBG("%s: unknown header from message: %s\n", __func__, header.c_str()); - builder.move_to(header_start_pos); - } while (builder.try_find_regex(start_regex, std::string::npos, false)); - - auto remaining = builder.consume_rest(); - if (!remaining.empty()) { - LOG_DBG("%s: content after last message: %s\n", __func__, remaining.c_str()); - } -} static common_chat_params common_chat_params_init_glm_4_5(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; @@ -2398,21 +2027,6 @@ static common_chat_params common_chat_params_init_glm_4_5(const common_chat_temp return data; } -static void common_chat_parse_glm_4_5(common_chat_msg_parser & builder) { - static const xml_tool_call_format form { - /* form.scope_start = */ "", - /* form.tool_start = */ "", - /* form.tool_sep = */ "", - /* form.key_start = */ "", - /* form.key_val_sep = */ "", - /* form.val_end = */ "", - /* form.tool_end = */ "", - /* form.scope_end = */ "", - /* form.key_val_sep2 = */ "", - }; - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - static common_chat_params common_chat_params_init_firefunction_v2(const common_chat_template & tmpl, const struct templates_params & inputs) { LOG_DBG("%s\n", __func__); common_chat_params data; @@ -2460,14 +2074,6 @@ static common_chat_params common_chat_params_init_firefunction_v2(const common_c } return data; } -static void common_chat_parse_firefunction_v2(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - static const common_regex prefix(regex_escape(" functools[")); - parse_prefixed_json_tool_call_array(builder, prefix, /* rstrip_prefix= */ 1); -} static common_chat_params common_chat_params_init_functionary_v3_2(const common_chat_template & tmpl, const struct templates_params & inputs) { // >>>all\nlet's call functions>>>fn1\n{"arg1": 1...}\n>>>fn2\n{"arg1": 1...}... @@ -2518,34 +2124,6 @@ static common_chat_params common_chat_params_init_functionary_v3_2(const common_ } return data; } -static void common_chat_parse_functionary_v3_2(common_chat_msg_parser & builder) { - static const common_regex function_regex_start_only(R"((\w+\n\{|python\n|all\n))"); - static const common_regex function_regex(R"(>>>(\w+\n\{|python\n|all\n))"); - static const common_regex close_regex(R"(\s*)"); - - parse_json_tool_calls( - builder, - std::nullopt, - function_regex_start_only, - function_regex, - close_regex, - std::nullopt, - /* allow_raw_python= */ true, - /* get_function_name= */ [&](const auto & res) -> std::string { - auto at_start = res.groups[0].begin == 0; - auto name = builder.str(res.groups[1]); - if (!name.empty() && name.back() == '{') { - // Unconsume the opening brace '{' to ensure the JSON parsing goes well. - builder.move_back(1); - } - auto idx = name.find_last_not_of("\n{"); - name = name.substr(0, idx + 1); - if (at_start && name == "all") { - return ""; - } - return name; - }); -} static common_chat_params common_chat_params_init_functionary_v3_1_llama_3_1(const common_chat_template & tmpl, const struct templates_params & inputs) { // https://github.com/MeetKai/functionary/blob/main/tests/prompt_test_v3-llama3.1.txt @@ -2605,31 +2183,6 @@ static common_chat_params common_chat_params_init_functionary_v3_1_llama_3_1(con // TODO: if (has_raw_python) return data; } -static void common_chat_parse_functionary_v3_1_llama_3_1(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - // This version of Functionary still supports the llama 3.1 tool call format for the python tool. - static const common_regex python_tag_regex(regex_escape("<|python_tag|>")); - - static const common_regex function_regex(R"()"); - static const common_regex close_regex(R"()"); - - parse_json_tool_calls( - builder, - /* block_open= */ std::nullopt, - /* function_regex_start_only= */ std::nullopt, - function_regex, - close_regex, - std::nullopt); - - if (auto res = builder.try_find_regex(python_tag_regex)) { - auto arguments = wrap_code_as_arguments(builder, builder.consume_rest()); - builder.add_tool_call("python", "", arguments); - return; - } -} static common_chat_params common_chat_params_init_hermes_2_pro(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; @@ -2746,83 +2299,6 @@ static common_chat_params common_chat_params_init_hermes_2_pro(const common_chat return data; } -static void common_chat_parse_hermes_2_pro(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("", ""); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - static const common_regex open_regex( - "(?:" - "(```(?:xml|json)?\\n\\s*)?" // match 1 (block_start) - "(" // match 2 (open_tag) - "" - "|" - "|" - "|" - "|" - "|" - "|" - "|" - ")?" - "(\\s*\\{\\s*\"name\")" // match 3 (named tool call) - ")" - "|]+)>" // match 4 (function name) - "|" // match 5 (function name again) - ); - - while (auto res = builder.try_find_regex(open_regex)) { - const auto & block_start = res->groups[1]; - std::string block_end = block_start.empty() ? "" : "```"; - - const auto & open_tag = res->groups[2]; - std::string close_tag; - - if (!res->groups[3].empty()) { - builder.move_to(res->groups[3].begin); - close_tag = open_tag.empty() ? "" : "value) || tool_call->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_spaces(); - builder.consume_literal(close_tag); - builder.consume_spaces(); - if (!block_end.empty()) { - builder.consume_literal(block_end); - builder.consume_spaces(); - } - } else { - throw common_chat_msg_partial_exception("failed to parse tool call"); - } - } else { - auto function_name = builder.str(res->groups[4]); - if (function_name.empty()) { - function_name = builder.str(res->groups[5]); - } - GGML_ASSERT(!function_name.empty()); - - close_tag = ""; - - if (auto arguments = builder.try_consume_json_with_dumped_args({{}})) { - if (!builder.add_tool_call(function_name, "", arguments->value) || arguments->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - builder.consume_spaces(); - builder.consume_literal(close_tag); - builder.consume_spaces(); - if (!block_end.empty()) { - builder.consume_literal(block_end); - builder.consume_spaces(); - } - } - } - } - - builder.add_content(builder.consume_rest()); -} static common_chat_params common_chat_params_init_granite(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; @@ -2905,190 +2381,6 @@ static common_chat_params common_chat_params_init_granite(const common_chat_temp return data; } -static void common_chat_parse_granite(common_chat_msg_parser & builder) { - // Parse thinking tags - static const common_regex start_think_regex(regex_escape("")); - static const common_regex end_think_regex(regex_escape("")); - // Granite models output partial tokens such as "<" and "groups[0].begin); - builder.try_find_regex(end_think_regex, std::string::npos, false); - // Restore position for try_parse_reasoning() - builder.move_to(res->groups[0].begin); - } - builder.try_parse_reasoning("", ""); - - // Parse response tags - static const common_regex start_response_regex(regex_escape("")); - static const common_regex end_response_regex(regex_escape("")); - // Granite models output partial tokens such as "<" and "")); - if (auto res = builder.try_find_regex(tool_call_regex)) { - builder.move_to(res->groups[0].end); - - // Expect JSON array of tool calls - if (auto tool_call = builder.try_consume_json_with_dumped_args({{{"arguments"}}})) { - if (!builder.add_tool_calls(tool_call->value) || tool_call->is_partial) { - throw common_chat_msg_partial_exception("incomplete tool call"); - } - } - } else { - builder.add_content(builder.consume_rest()); - } -} - -static void common_chat_parse_nemotron_v2(common_chat_msg_parser & builder) { - // Parse thinking tags - builder.try_parse_reasoning("", ""); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - // Look for tool calls - static const common_regex tool_call_regex(regex_escape("")); - if (auto res = builder.try_find_regex(tool_call_regex)) { - builder.move_to(res->groups[0].end); - - // Expect JSON array of tool calls - auto tool_calls_data = builder.consume_json(); - if (tool_calls_data.json.is_array()) { - if (!builder.try_consume_literal("")) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - builder.add_tool_calls(tool_calls_data.json); - } else { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - } - builder.add_content(builder.consume_rest()); -} - -static void common_chat_parse_apertus(common_chat_msg_parser & builder) { - // Parse thinking tags - builder.try_parse_reasoning("<|inner_prefix|>", "<|inner_suffix|>"); - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - // Look for tool calls - static const common_regex tool_call_regex(regex_escape("<|tools_prefix|>")); - if (auto res = builder.try_find_regex(tool_call_regex)) { - builder.move_to(res->groups[0].end); - - auto tool_calls_data = builder.consume_json(); - if (tool_calls_data.json.is_array()) { - builder.consume_spaces(); - if (!builder.try_consume_literal("<|tools_suffix|>")) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - for (const auto & value : tool_calls_data.json) { - if (value.is_object()) { - builder.add_tool_call_short_form(value); - } - } - } else { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - } - builder.add_content(builder.consume_rest()); -} - - -static void common_chat_parse_lfm2(common_chat_msg_parser & builder) { - if (!builder.syntax().parse_tool_calls) { - builder.add_content(builder.consume_rest()); - return; - } - - // LFM2 format: <|tool_call_start|>[{"name": "get_current_time", "arguments": {"location": "Paris"}}]<|tool_call_end|> - static const common_regex tool_call_start_regex(regex_escape("<|tool_call_start|>")); - static const common_regex tool_call_end_regex(regex_escape("<|tool_call_end|>")); - - // Loop through all tool calls - while (auto res = builder.try_find_regex(tool_call_start_regex, std::string::npos, /* add_prelude_to_content= */ true)) { - builder.move_to(res->groups[0].end); - - // Parse JSON array format: [{"name": "...", "arguments": {...}}] - auto tool_calls_data = builder.consume_json(); - - // Consume end marker - builder.consume_spaces(); - if (!builder.try_consume_regex(tool_call_end_regex)) { - throw common_chat_msg_partial_exception("Expected <|tool_call_end|>"); - } - - // Process each tool call in the array - if (tool_calls_data.json.is_array()) { - for (const auto & tool_call : tool_calls_data.json) { - if (!tool_call.is_object()) { - throw common_chat_msg_partial_exception("Tool call must be an object"); - } - - if (!tool_call.contains("name")) { - throw common_chat_msg_partial_exception("Tool call missing 'name' field"); - } - - std::string function_name = tool_call.at("name"); - std::string arguments = "{}"; - - if (tool_call.contains("arguments")) { - if (tool_call.at("arguments").is_object()) { - arguments = tool_call.at("arguments").dump(); - } else if (tool_call.at("arguments").is_string()) { - arguments = tool_call.at("arguments"); - } - } - - if (!builder.add_tool_call(function_name, "", arguments)) { - throw common_chat_msg_partial_exception("Incomplete tool call"); - } - } - } else { - throw common_chat_msg_partial_exception("Expected JSON array for tool calls"); - } - - // Consume any trailing whitespace after this tool call - builder.consume_spaces(); - } - - // Consume any remaining content after all tool calls - auto remaining = builder.consume_rest(); - if (!string_strip(remaining).empty()) { - builder.add_content(remaining); - } -} - -static void common_chat_parse_seed_oss(common_chat_msg_parser & builder) { - static const xml_tool_call_format form { - /* form.scope_start = */ "", - /* form.tool_start = */ "", - /* form.key_start = */ "", - /* form.val_end = */ "", - /* form.tool_end = */ "", - /* form.scope_end = */ "", - }; - builder.consume_reasoning_with_xml_tool_calls(form, "", ""); -} - static common_chat_params common_chat_params_init_without_tools(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; data.prompt = apply(tmpl, inputs); @@ -3173,6 +2465,7 @@ static common_chat_params common_chat_templates_apply_jinja( params.messages = common_chat_msgs_to_json_oaicompat(inputs.messages, /* concat_text= */ !tmpl.original_caps().requires_typed_content); params.add_generation_prompt = inputs.add_generation_prompt; params.tool_choice = inputs.tool_choice; + params.reasoning_format = inputs.reasoning_format; params.enable_thinking = inputs.enable_thinking; params.grammar = inputs.grammar; params.now = inputs.now; @@ -3336,6 +2629,13 @@ static common_chat_params common_chat_templates_apply_jinja( return common_chat_params_init_llama_3_x(tmpl, params, allow_python_tag_builtin_tools); } + // Ministral/Mistral Large 3 + if (src.find("[SYSTEM_PROMPT]") != std::string::npos && + src.find("[TOOL_CALLS]") != std::string::npos && + src.find("[ARGS]") != std::string::npos) { + return common_chat_params_init_ministral_3(tmpl, params); + } + if (src.find("[THINK]") != std::string::npos && src.find("[/THINK]") != std::string::npos) { return common_chat_params_init_magistral(tmpl, params); } @@ -3428,112 +2728,3 @@ common_chat_params common_chat_templates_apply( ? common_chat_templates_apply_jinja(tmpls, inputs) : common_chat_templates_apply_legacy(tmpls, inputs); } - -static void common_chat_parse_content_only(common_chat_msg_parser & builder) { - builder.try_parse_reasoning("", ""); - builder.add_content(builder.consume_rest()); -} - -static void common_chat_parse(common_chat_msg_parser & builder) { - LOG_DBG("Parsing input with format %s: %s\n", common_chat_format_name(builder.syntax().format), builder.input().c_str()); - - switch (builder.syntax().format) { - case COMMON_CHAT_FORMAT_CONTENT_ONLY: - common_chat_parse_content_only(builder); - break; - case COMMON_CHAT_FORMAT_GENERIC: - common_chat_parse_generic(builder); - break; - case COMMON_CHAT_FORMAT_MISTRAL_NEMO: - common_chat_parse_mistral_nemo(builder); - break; - case COMMON_CHAT_FORMAT_MAGISTRAL: - common_chat_parse_magistral(builder); - break; - case COMMON_CHAT_FORMAT_LLAMA_3_X: - common_chat_parse_llama_3_1(builder); - break; - case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: - common_chat_parse_llama_3_1(builder, /* with_builtin_tools= */ true); - break; - case COMMON_CHAT_FORMAT_DEEPSEEK_R1: - common_chat_parse_deepseek_r1(builder); - break; - case COMMON_CHAT_FORMAT_DEEPSEEK_V3_1: - common_chat_parse_deepseek_v3_1(builder); - break; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: - common_chat_parse_functionary_v3_2(builder); - break; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: - common_chat_parse_functionary_v3_1_llama_3_1(builder); - break; - case COMMON_CHAT_FORMAT_HERMES_2_PRO: - common_chat_parse_hermes_2_pro(builder); - break; - case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: - common_chat_parse_firefunction_v2(builder); - break; - case COMMON_CHAT_FORMAT_COMMAND_R7B: - common_chat_parse_command_r7b(builder); - break; - case COMMON_CHAT_FORMAT_GRANITE: - common_chat_parse_granite(builder); - break; - case COMMON_CHAT_FORMAT_GPT_OSS: - common_chat_parse_gpt_oss(builder); - break; - case COMMON_CHAT_FORMAT_SEED_OSS: - common_chat_parse_seed_oss(builder); - break; - case COMMON_CHAT_FORMAT_NEMOTRON_V2: - common_chat_parse_nemotron_v2(builder); - break; - case COMMON_CHAT_FORMAT_APERTUS: - common_chat_parse_apertus(builder); - break; - case COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS: - common_chat_parse_lfm2(builder); - break; - case COMMON_CHAT_FORMAT_MINIMAX_M2: - common_chat_parse_minimax_m2(builder); - break; - case COMMON_CHAT_FORMAT_GLM_4_5: - common_chat_parse_glm_4_5(builder); - break; - case COMMON_CHAT_FORMAT_KIMI_K2: - common_chat_parse_kimi_k2(builder); - break; - case COMMON_CHAT_FORMAT_QWEN3_CODER_XML: - common_chat_parse_qwen3_coder_xml(builder); - break; - case COMMON_CHAT_FORMAT_APRIEL_1_5: - common_chat_parse_apriel_1_5(builder); - break; - case COMMON_CHAT_FORMAT_XIAOMI_MIMO: - common_chat_parse_xiaomi_mimo(builder); - break; - default: - throw std::runtime_error(std::string("Unsupported format: ") + common_chat_format_name(builder.syntax().format)); - } - builder.finish(); -} - -common_chat_msg common_chat_parse(const std::string & input, bool is_partial, const common_chat_syntax & syntax) { - common_chat_msg_parser builder(input, is_partial, syntax); - try { - common_chat_parse(builder); - } catch (const common_chat_msg_partial_exception & ex) { - LOG_DBG("Partial parse: %s\n", ex.what()); - if (!is_partial) { - builder.clear_tools(); - builder.move_to(0); - common_chat_parse_content_only(builder); - } - } - auto msg = builder.result(); - if (!is_partial) { - LOG_DBG("Parsed message: %s\n", common_chat_msgs_to_json_oaicompat({msg}).at(0).dump().c_str()); - } - return msg; -} diff --git a/common/chat.h b/common/chat.h index 754c411e23..6085510a40 100644 --- a/common/chat.h +++ b/common/chat.h @@ -3,6 +3,7 @@ #pragma once #include "common.h" +#include "peg-parser.h" #include #include #include @@ -76,7 +77,7 @@ struct common_chat_msg_diff { size_t tool_call_index = std::string::npos; common_chat_tool_call tool_call_delta; - static std::vector compute_diffs(const common_chat_msg & previous_msg, const common_chat_msg & new_msg); + static std::vector compute_diffs(const common_chat_msg & msg_prv, const common_chat_msg & msg_new); bool operator==(const common_chat_msg_diff & other) const { return content_delta == other.content_delta @@ -124,6 +125,11 @@ enum common_chat_format { COMMON_CHAT_FORMAT_APRIEL_1_5, COMMON_CHAT_FORMAT_XIAOMI_MIMO, + // These are intended to be parsed by the PEG parser + COMMON_CHAT_FORMAT_PEG_SIMPLE, + COMMON_CHAT_FORMAT_PEG_NATIVE, + COMMON_CHAT_FORMAT_PEG_CONSTRUCTED, + COMMON_CHAT_FORMAT_COUNT, // Not a format, just the # formats }; @@ -154,6 +160,7 @@ struct common_chat_params { std::vector grammar_triggers; std::vector preserved_tokens; std::vector additional_stops; + std::string parser; }; struct common_chat_syntax { @@ -163,6 +170,7 @@ struct common_chat_syntax { bool reasoning_in_content = false; bool thinking_forced_open = false; bool parse_tool_calls = true; + common_peg_arena parser = {}; }; // Check if the template supplied via "--chat-template" is supported or not. Returns true if it's valid @@ -206,6 +214,7 @@ const char* common_chat_format_name(common_chat_format format); const char* common_reasoning_format_name(common_reasoning_format format); common_reasoning_format common_reasoning_format_from_name(const std::string & format); common_chat_msg common_chat_parse(const std::string & input, bool is_partial, const common_chat_syntax & syntax); +common_chat_msg common_chat_peg_parse(const common_peg_arena & parser, const std::string & input, bool is_partial, const common_chat_syntax & syntax); common_chat_tool_choice common_chat_tool_choice_parse_oaicompat(const std::string & tool_choice); diff --git a/common/common.cpp b/common/common.cpp index 0d7fd9a937..5a8cf52485 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -694,7 +694,7 @@ bool string_parse_kv_override(const char * data, std::vector= 0xD800 && c <= 0xDFFF) // UTF-16 surrogate pairs || c == 0xFFFD // Replacement Character (UTF-8) || c == 0xFEFF // Byte Order Mark (BOM) - || c == '/' || c == '\\' || c == ':' || c == '*' // Illegal characters + || c == ':' || c == '*' // Illegal characters || c == '?' || c == '"' || c == '<' || c == '>' || c == '|') { return false; } + if (!allow_subdirs && (c == '/' || c == '\\')) { + // Subdirectories not allowed, reject path separators + return false; + } } // Reject any leading or trailing ' ', or any trailing '.', these are stripped on Windows and will cause a different filename @@ -782,11 +786,29 @@ bool fs_validate_filename(const std::string & filename) { #include +#ifdef _WIN32 +static std::wstring utf8_to_wstring(const std::string & str) { + if (str.empty()) { + return std::wstring(); + } + + int size = MultiByteToWideChar(CP_UTF8, 0, str.c_str(), (int)str.size(), NULL, 0); + + if (size <= 0) { + return std::wstring(); + } + + std::wstring wstr(size, 0); + MultiByteToWideChar(CP_UTF8, 0, str.c_str(), (int)str.size(), &wstr[0], size); + + return wstr; +} +#endif + // returns true if successful, false otherwise bool fs_create_directory_with_parents(const std::string & path) { #ifdef _WIN32 - std::wstring_convert> converter; - std::wstring wpath = converter.from_bytes(path); + std::wstring wpath = utf8_to_wstring(path); // if the path already exists, check whether it's a directory const DWORD attributes = GetFileAttributesW(wpath.c_str()); @@ -859,6 +881,11 @@ bool fs_create_directory_with_parents(const std::string & path) { #endif // _WIN32 } +bool fs_is_directory(const std::string & path) { + std::filesystem::path dir(path); + return std::filesystem::exists(dir) && std::filesystem::is_directory(dir); +} + std::string fs_get_cache_directory() { std::string cache_directory = ""; auto ensure_trailing_slash = [](std::string p) { @@ -893,6 +920,8 @@ std::string fs_get_cache_directory() { cache_directory = std::getenv("HOME") + std::string("/Library/Caches/"); #elif defined(_WIN32) cache_directory = std::getenv("LOCALAPPDATA"); +#elif defined(__EMSCRIPTEN__) + GGML_ABORT("not implemented on this platform"); #else # error Unknown architecture #endif @@ -912,7 +941,7 @@ std::string fs_get_cache_file(const std::string & filename) { return cache_directory + filename; } -std::vector fs_list_files(const std::string & path) { +std::vector fs_list(const std::string & path, bool include_directories) { std::vector files; if (path.empty()) return files; @@ -927,14 +956,22 @@ std::vector fs_list_files(const std::string & path) { const auto & p = entry.path(); if (std::filesystem::is_regular_file(p)) { common_file_info info; - info.path = p.string(); - info.name = p.filename().string(); + info.path = p.string(); + info.name = p.filename().string(); + info.is_dir = false; try { info.size = static_cast(std::filesystem::file_size(p)); } catch (const std::filesystem::filesystem_error &) { info.size = 0; } files.push_back(std::move(info)); + } else if (include_directories && std::filesystem::is_directory(p)) { + common_file_info info; + info.path = p.string(); + info.name = p.filename().string(); + info.size = 0; // Directories have no size + info.is_dir = true; + files.push_back(std::move(info)); } } catch (const std::filesystem::filesystem_error &) { // skip entries we cannot inspect @@ -945,36 +982,71 @@ std::vector fs_list_files(const std::string & path) { return files; } +// +// TTY utils +// + +bool tty_can_use_colors() { + // Check NO_COLOR environment variable (https://no-color.org/) + if (const char * no_color = std::getenv("NO_COLOR")) { + if (no_color[0] != '\0') { + return false; + } + } + + // Check TERM environment variable + if (const char * term = std::getenv("TERM")) { + if (std::strcmp(term, "dumb") == 0) { + return false; + } + } + + // Check if stdout and stderr are connected to a terminal + // We check both because log messages can go to either + bool stdout_is_tty = isatty(fileno(stdout)); + bool stderr_is_tty = isatty(fileno(stderr)); + + return stdout_is_tty || stderr_is_tty; +} // // Model utils // -static inline void common_init_sampler_from_model( +// TODO: move to common/sampling +static void common_init_sampler_from_model( const llama_model * model, common_params_sampling & sparams) { const uint64_t config = sparams.user_sampling_config; auto get_int32 = [&](const char * key, int32_t & dst, uint64_t user_config) { - if (config & user_config) return; + if (config & user_config) { + return; + } char buf[64] = {0}; if (llama_model_meta_val_str(model, key, buf, sizeof(buf)) > 0) { char * end = nullptr; int32_t v = strtol(buf, &end, 10); - if (end && end != buf) dst = v; + if (end && end != buf) { + dst = v; + } } }; auto get_float = [&](const char * key, float & dst, uint64_t user_config) { - if (config & user_config) return; + if (config & user_config) { + return; + } char buf[128] = {0}; if (llama_model_meta_val_str(model, key, buf, sizeof(buf)) > 0) { char * end = nullptr; float v = strtof(buf, &end); - if (end && end != buf) dst = v; + if (end && end != buf) { + dst = v; + } } }; @@ -1002,31 +1074,125 @@ static inline void common_init_sampler_from_model( get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT_ETA), sparams.mirostat_eta, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT_ETA); } -struct common_init_result common_init_from_params(common_params & params) { - common_init_result iparams; +struct common_init_result::impl { + impl() = default; + ~impl() = default; + + llama_model_ptr model; + llama_context_ptr context; + + std::vector lora; + + std::vector samplers; +}; + +common_init_result::common_init_result(common_params & params) : + pimpl(new impl{}) { auto mparams = common_model_params_to_llama(params); + auto cparams = common_context_params_to_llama(params); + + if (params.fit_params) { + LOG_INF("%s: fitting params to device memory, to report bugs during this step use -fit off (or --verbose if you can't)\n", __func__); + llama_params_fit(params.model.path.c_str(), &mparams, &cparams, + params.tensor_split, params.tensor_buft_overrides.data(), params.fit_params_target, params.fit_params_min_ctx, + params.verbosity >= 4 ? GGML_LOG_LEVEL_DEBUG : GGML_LOG_LEVEL_ERROR); + } llama_model * model = llama_model_load_from_file(params.model.path.c_str(), mparams); if (model == NULL) { - LOG_ERR("%s: failed to load model '%s', try reducing --n-gpu-layers if you're running out of VRAM\n", - __func__, params.model.path.c_str()); - return iparams; + return; } - common_init_sampler_from_model(model, params.sampling); + pimpl->model.reset(model); const llama_vocab * vocab = llama_model_get_vocab(model); - auto cparams = common_context_params_to_llama(params); + // updates params.sampling + // TODO: fix naming + common_init_sampler_from_model(model, params.sampling); + + if (params.sampling.ignore_eos && llama_vocab_eos(vocab) == LLAMA_TOKEN_NULL) { + LOG_WRN("%s: warning: vocab does not have an EOS token, ignoring --ignore-eos\n", __func__); + params.sampling.ignore_eos = false; + } + + // initialize once + for (llama_token i = 0; i < llama_vocab_n_tokens(vocab); i++) { + if (llama_vocab_is_eog(vocab, i)) { + LOG_INF("%s: added %s logit bias = %f\n", __func__, common_token_to_piece(vocab, i).c_str(), -INFINITY); + params.sampling.logit_bias_eog.push_back({i, -INFINITY}); + } + } + + if (params.sampling.ignore_eos) { + // add EOG biases to the active set of logit biases + params.sampling.logit_bias.insert( + params.sampling.logit_bias.end(), + params.sampling.logit_bias_eog.begin(), params.sampling.logit_bias_eog.end()); + } + + //if (params.sampling.penalty_last_n == -1) { + // LOG_INF("%s: setting penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx)); + // params.sampling.penalty_last_n = llama_n_ctx(lctx); + //} + + //if (params.sampling.dry_penalty_last_n == -1) { + // LOG_INF("%s: setting dry_penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx)); + // params.sampling.dry_penalty_last_n = llama_n_ctx(lctx); + //} + + pimpl->samplers.resize(cparams.n_seq_max); + + for (int i = 0; i < (int) cparams.n_seq_max; ++i) { + pimpl->samplers[i].reset(common_sampler_init(model, params.sampling)); + } llama_context * lctx = llama_init_from_model(model, cparams); if (lctx == NULL) { - LOG_ERR("%s: failed to create context with model '%s', try reducing --n-gpu-layers if you're running out of VRAM\n", - __func__, params.model.path.c_str()); - llama_model_free(model); - return iparams; + LOG_ERR("%s: failed to create context with model '%s'\n", __func__, params.model.path.c_str()); + return; } + pimpl->context.reset(lctx); +} + +llama_model * common_init_result::model() { + return pimpl->model.get(); +} + +llama_context * common_init_result::context() { + return pimpl->context.get(); +} + +common_sampler * common_init_result::sampler(llama_seq_id seq_id) { + return pimpl->samplers[seq_id].get(); +} + +std::vector & common_init_result::lora() { + return pimpl->lora; +} + +void common_init_result::free_context() { + pimpl->context.reset(); +} + +common_init_result_ptr common_init_from_params(common_params & params) { + common_init_result_ptr res(new common_init_result(params)); + + llama_model * model = res->model(); + if (model == NULL) { + LOG_ERR("%s: failed to load model '%s'\n", __func__, params.model.path.c_str()); + return res; + } + + llama_context * lctx = res->context(); + if (lctx == NULL) { + LOG_ERR("%s: failed to create context with model '%s'\n", __func__, params.model.path.c_str()); + return res; + } + + const llama_vocab * vocab = llama_model_get_vocab(model); + if (params.ctx_shift && !llama_memory_can_shift(llama_get_memory(lctx))) { LOG_WRN("%s: KV cache shifting is not supported for this context, disabling KV cache shifting\n", __func__); params.ctx_shift = false; @@ -1038,10 +1204,7 @@ struct common_init_result common_init_from_params(common_params & params) { const auto cvec = common_control_vector_load(params.control_vectors); if (cvec.n_embd == -1) { - llama_free(lctx); - llama_model_free(model); - - return iparams; + return res; } int err = llama_apply_adapter_cvec( @@ -1052,10 +1215,7 @@ struct common_init_result common_init_from_params(common_params & params) { params.control_vector_layer_start, params.control_vector_layer_end); if (err) { - llama_free(lctx); - llama_model_free(model); - - return iparams; + return res; } } @@ -1079,10 +1239,7 @@ struct common_init_result common_init_from_params(common_params & params) { } if (!ok) { - llama_free(lctx); - llama_model_free(model); - - return iparams; + return res; } } @@ -1092,9 +1249,7 @@ struct common_init_result common_init_from_params(common_params & params) { lora.reset(llama_adapter_lora_init(model, la.path.c_str())); if (lora == nullptr) { LOG_ERR("%s: failed to apply lora adapter '%s'\n", __func__, la.path.c_str()); - llama_free(lctx); - llama_model_free(model); - return iparams; + return res; } char buf[1024]; @@ -1103,43 +1258,13 @@ struct common_init_result common_init_from_params(common_params & params) { la.task_name = buf; llama_adapter_meta_val_str(la.ptr, "adapter.lora.prompt_prefix", buf, sizeof(buf)); la.prompt_prefix = buf; - iparams.lora.emplace_back(std::move(lora)); // copy to list of loaded adapters + res->lora().emplace_back(std::move(lora)); // copy to list of loaded adapters } if (!params.lora_init_without_apply) { common_set_adapter_lora(lctx, params.lora_adapters); } - if (params.sampling.ignore_eos && llama_vocab_eos(vocab) == LLAMA_TOKEN_NULL) { - LOG_WRN("%s: warning: vocab does not have an EOS token, ignoring --ignore-eos\n", __func__); - params.sampling.ignore_eos = false; - } - - // initialize once - for (llama_token i = 0; i < llama_vocab_n_tokens(vocab); i++) { - if (llama_vocab_is_eog(vocab, i)) { - LOG_INF("%s: added %s logit bias = %f\n", __func__, common_token_to_piece(lctx, i).c_str(), -INFINITY); - params.sampling.logit_bias_eog.push_back({i, -INFINITY}); - } - } - - if (params.sampling.ignore_eos) { - // add EOG biases to the active set of logit biases - params.sampling.logit_bias.insert( - params.sampling.logit_bias.end(), - params.sampling.logit_bias_eog.begin(), params.sampling.logit_bias_eog.end()); - } - - if (params.sampling.penalty_last_n == -1) { - LOG_INF("%s: setting penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx)); - params.sampling.penalty_last_n = llama_n_ctx(lctx); - } - - if (params.sampling.dry_penalty_last_n == -1) { - LOG_INF("%s: setting dry_penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx)); - params.sampling.dry_penalty_last_n = llama_n_ctx(lctx); - } - if (params.warmup) { LOG_WRN("%s: warming up the model with an empty run - please wait ... (--no-warmup to disable)\n", __func__); @@ -1178,12 +1303,11 @@ struct common_init_result common_init_from_params(common_params & params) { llama_set_warmup(lctx, false); } - iparams.model.reset(model); - iparams.context.reset(lctx); - - return iparams; + return res; } +common_init_result::~common_init_result() = default; + std::string get_model_endpoint() { const char * model_endpoint_env = getenv("MODEL_ENDPOINT"); // We still respect the use of environment-variable "HF_ENDPOINT" for backward-compatibility. @@ -1192,7 +1316,9 @@ std::string get_model_endpoint() { std::string model_endpoint = "https://huggingface.co/"; if (endpoint_env) { model_endpoint = endpoint_env; - if (model_endpoint.back() != '/') model_endpoint += '/'; + if (model_endpoint.back() != '/') { + model_endpoint += '/'; + } } return model_endpoint; } diff --git a/common/common.h b/common/common.h index 2f23d0baa8..d70744840f 100644 --- a/common/common.h +++ b/common/common.h @@ -12,6 +12,10 @@ #include #include +#if defined(_WIN32) && !defined(_WIN32_WINNT) +#define _WIN32_WINNT 0x0A00 +#endif + #ifdef _WIN32 #define DIRECTORY_SEPARATOR '\\' #else @@ -26,8 +30,6 @@ fprintf(stderr, "%s: built with %s for %s\n", __func__, LLAMA_COMPILER, LLAMA_BUILD_TARGET); \ } while(0) -#define DEFAULT_MODEL_PATH "models/7B/ggml-model-f16.gguf" - struct common_time_meas { common_time_meas(int64_t & t_acc, bool disable = false); ~common_time_meas(); @@ -80,7 +82,8 @@ int32_t cpu_get_num_math(); enum llama_example { LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_SPECULATIVE, - LLAMA_EXAMPLE_MAIN, + LLAMA_EXAMPLE_COMPLETION, + LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_PERPLEXITY, LLAMA_EXAMPLE_RETRIEVAL, @@ -96,6 +99,7 @@ enum llama_example { LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_DIFFUSION, LLAMA_EXAMPLE_FINETUNE, + LLAMA_EXAMPLE_FIT_PARAMS, LLAMA_EXAMPLE_COUNT, }; @@ -192,7 +196,6 @@ struct common_params_sampling { std::vector dry_sequence_breakers = {"\n", ":", "\"", "*"}; // default sequence breakers for DRY - std::vector samplers = { COMMON_SAMPLER_TYPE_PENALTIES, COMMON_SAMPLER_TYPE_DRY, @@ -213,6 +216,10 @@ struct common_params_sampling { std::vector logit_bias; // logit biases to apply std::vector logit_bias_eog; // pre-calculated logit biases for EOG tokens + bool has_logit_bias() const { + return !logit_bias.empty(); + } + // print the parameters into a string std::string print() const; }; @@ -223,6 +230,7 @@ struct common_params_model { std::string hf_repo = ""; // HF repo // NOLINT std::string hf_file = ""; // HF file // NOLINT std::string docker_repo = ""; // Docker repo // NOLINT + std::string name = ""; // in format /[:] (tag is optional) // NOLINT }; struct common_params_speculative { @@ -299,8 +307,8 @@ struct lr_opt { struct ggml_opt_optimizer_params common_opt_lr_pars(void * userdata); struct common_params { - int32_t n_predict = -1; // new tokens to predict - int32_t n_ctx = 4096; // context size + int32_t n_predict = -1; // max. number of new tokens to predict, -1 == no limit + int32_t n_ctx = 0; // context size, 0 == context the model was trained with int32_t n_batch = 2048; // logical batch size for prompt processing (must be >=32 to use BLAS) int32_t n_ubatch = 512; // physical batch size for prompt processing (must be >=32 to use BLAS) int32_t n_keep = 0; // number of tokens to keep from initial prompt @@ -321,9 +329,12 @@ struct common_params { // offload params std::vector devices; // devices to use for offloading - int32_t n_gpu_layers = -1; // number of layers to store in VRAM (-1 - use default) - int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors - float tensor_split[128] = {0}; // how split tensors should be distributed across GPUs + int32_t n_gpu_layers = -1; // number of layers to store in VRAM (-1 - use default) + int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors + float tensor_split[128] = {0}; // how split tensors should be distributed across GPUs + bool fit_params = true; // whether to fit unset model/context parameters to free device memory + size_t fit_params_target = 1024 * 1024*1024; // margin per device in bytes for fitting parameters to free memory + int32_t fit_params_min_ctx = 4096; // minimum context size to set when trying to reduce memory use enum llama_split_mode split_mode = LLAMA_SPLIT_MODE_LAYER; // how to split the model across GPUs @@ -369,7 +380,7 @@ struct common_params { std::vector control_vectors; // control vector with user defined scale - int32_t verbosity = 0; + int32_t verbosity = 3; // LOG_LEVEL_INFO int32_t control_vector_layer_start = -1; // layer range for control vector int32_t control_vector_layer_end = -1; // layer range for control vector bool offline = false; @@ -403,6 +414,7 @@ struct common_params { bool simple_io = false; // improves compatibility with subprocesses and limited consoles bool cont_batching = true; // insert new sequences for decoding on-the-fly bool no_perf = false; // disable performance metrics + bool show_timings = true; // show timing information on CLI bool ctx_shift = false; // context shift on infinite text generation bool swa_full = false; // use full-size SWA cache (https://github.com/ggml-org/llama.cpp/pull/13194#issuecomment-2868343055) bool kv_unified = false; // enable unified KV cache @@ -459,7 +471,7 @@ struct common_params { std::string public_path = ""; // NOLINT std::string api_prefix = ""; // NOLINT std::string chat_template = ""; // NOLINT - bool use_jinja = false; // NOLINT + bool use_jinja = true; // NOLINT bool enable_chat_template = true; common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; int reasoning_budget = -1; @@ -478,9 +490,16 @@ struct common_params { bool endpoint_props = false; // only control POST requests, not GET bool endpoint_metrics = false; + // router server configs + std::string models_dir = ""; // directory containing models for the router server + std::string models_preset = ""; // directory containing model presets for the router server + int models_max = 4; // maximum number of models to load simultaneously + bool models_autoload = true; // automatically load models when requested via the router server + bool log_json = false; std::string slot_save_path; + std::string media_path; // path to directory for loading media files float slot_prompt_similarity = 0.1f; @@ -631,8 +650,9 @@ std::string string_from(const struct llama_context * ctx, const struct llama_bat // Filesystem utils // -bool fs_validate_filename(const std::string & filename); +bool fs_validate_filename(const std::string & filename, bool allow_subdirs = false); bool fs_create_directory_with_parents(const std::string & path); +bool fs_is_directory(const std::string & path); std::string fs_get_cache_directory(); std::string fs_get_cache_file(const std::string & filename); @@ -641,22 +661,44 @@ struct common_file_info { std::string path; std::string name; size_t size = 0; // in bytes + bool is_dir = false; }; -std::vector fs_list_files(const std::string & path); +std::vector fs_list(const std::string & path, bool include_directories); + +// +// TTY utils +// + +// Auto-detect if colors can be enabled based on terminal and environment +bool tty_can_use_colors(); // // Model utils // -// note: defines object's lifetime -struct common_init_result { - llama_model_ptr model; - llama_context_ptr context; +struct common_sampler; - std::vector lora; +// note: defines the model, context, samplers, ets. lifetimes +struct common_init_result { + common_init_result(common_params & params); + ~common_init_result(); + + llama_model * model(); + llama_context * context(); + common_sampler * sampler(llama_seq_id seq_id); + + std::vector & lora(); + + void free_context(); + +private: + struct impl; + std::unique_ptr pimpl; }; -struct common_init_result common_init_from_params(common_params & params); +using common_init_result_ptr = std::unique_ptr; + +common_init_result_ptr common_init_from_params(common_params & params); struct llama_model_params common_model_params_to_llama ( common_params & params); struct llama_context_params common_context_params_to_llama(const common_params & params); diff --git a/common/console.cpp b/common/console.cpp index 078a8d678d..2ea178f81e 100644 --- a/common/console.cpp +++ b/common/console.cpp @@ -1,6 +1,16 @@ #include "console.h" +#include "log.h" #include #include +#include +#include +#include +#include +#include +#include +#include +#include +#include #if defined(_WIN32) #define WIN32_LEAN_AND_MEAN @@ -30,26 +40,44 @@ #define ANSI_COLOR_BLUE "\x1b[34m" #define ANSI_COLOR_MAGENTA "\x1b[35m" #define ANSI_COLOR_CYAN "\x1b[36m" +#define ANSI_COLOR_GRAY "\x1b[90m" #define ANSI_COLOR_RESET "\x1b[0m" #define ANSI_BOLD "\x1b[1m" namespace console { +#if defined (_WIN32) + namespace { + // Use private-use unicode values to represent special keys that are not reported + // as characters (e.g. arrows on Windows). These values should never clash with + // real input and let the rest of the code handle navigation uniformly. + static constexpr char32_t KEY_ARROW_LEFT = 0xE000; + static constexpr char32_t KEY_ARROW_RIGHT = 0xE001; + static constexpr char32_t KEY_ARROW_UP = 0xE002; + static constexpr char32_t KEY_ARROW_DOWN = 0xE003; + static constexpr char32_t KEY_HOME = 0xE004; + static constexpr char32_t KEY_END = 0xE005; + static constexpr char32_t KEY_CTRL_ARROW_LEFT = 0xE006; + static constexpr char32_t KEY_CTRL_ARROW_RIGHT = 0xE007; + static constexpr char32_t KEY_DELETE = 0xE008; + } + // // Console state // +#endif - static bool advanced_display = false; - static bool simple_io = true; - static display_t current_display = reset; + static bool advanced_display = false; + static bool simple_io = true; + static display_type current_display = DISPLAY_TYPE_RESET; - static FILE* out = stdout; + static FILE* out = stdout; #if defined (_WIN32) - static void* hConsole; + static void* hConsole; #else - static FILE* tty = nullptr; - static termios initial_state; + static FILE* tty = nullptr; + static termios initial_state; #endif // @@ -120,7 +148,7 @@ namespace console { void cleanup() { // Reset console display - set_display(reset); + set_display(DISPLAY_TYPE_RESET); #if !defined(_WIN32) // Restore settings on POSIX systems @@ -140,20 +168,26 @@ namespace console { // // Keep track of current display and only emit ANSI code if it changes - void set_display(display_t display) { + void set_display(display_type display) { if (advanced_display && current_display != display) { - fflush(stdout); + common_log_flush(common_log_main()); switch(display) { - case reset: + case DISPLAY_TYPE_RESET: fprintf(out, ANSI_COLOR_RESET); break; - case prompt: + case DISPLAY_TYPE_INFO: + fprintf(out, ANSI_COLOR_MAGENTA); + break; + case DISPLAY_TYPE_PROMPT: fprintf(out, ANSI_COLOR_YELLOW); break; - case user_input: + case DISPLAY_TYPE_REASONING: + fprintf(out, ANSI_COLOR_GRAY); + break; + case DISPLAY_TYPE_USER_INPUT: fprintf(out, ANSI_BOLD ANSI_COLOR_GREEN); break; - case error: + case DISPLAY_TYPE_ERROR: fprintf(out, ANSI_BOLD ANSI_COLOR_RED); } current_display = display; @@ -176,7 +210,18 @@ namespace console { if (record.EventType == KEY_EVENT && record.Event.KeyEvent.bKeyDown) { wchar_t wc = record.Event.KeyEvent.uChar.UnicodeChar; if (wc == 0) { - continue; + const DWORD ctrl_mask = LEFT_CTRL_PRESSED | RIGHT_CTRL_PRESSED; + const bool ctrl_pressed = (record.Event.KeyEvent.dwControlKeyState & ctrl_mask) != 0; + switch (record.Event.KeyEvent.wVirtualKeyCode) { + case VK_LEFT: return ctrl_pressed ? KEY_CTRL_ARROW_LEFT : KEY_ARROW_LEFT; + case VK_RIGHT: return ctrl_pressed ? KEY_CTRL_ARROW_RIGHT : KEY_ARROW_RIGHT; + case VK_UP: return KEY_ARROW_UP; + case VK_DOWN: return KEY_ARROW_DOWN; + case VK_HOME: return KEY_HOME; + case VK_END: return KEY_END; + case VK_DELETE: return KEY_DELETE; + default: continue; + } } if ((wc >= 0xD800) && (wc <= 0xDBFF)) { // Check if wc is a high surrogate @@ -315,6 +360,52 @@ namespace console { #endif } + static char32_t decode_utf8(const std::string & input, size_t pos, size_t & advance) { + unsigned char c = static_cast(input[pos]); + if ((c & 0x80u) == 0u) { + advance = 1; + return c; + } + if ((c & 0xE0u) == 0xC0u && pos + 1 < input.size()) { + unsigned char c1 = static_cast(input[pos + 1]); + if ((c1 & 0xC0u) != 0x80u) { + advance = 1; + return 0xFFFD; + } + advance = 2; + return ((c & 0x1Fu) << 6) | (static_cast(input[pos + 1]) & 0x3Fu); + } + if ((c & 0xF0u) == 0xE0u && pos + 2 < input.size()) { + unsigned char c1 = static_cast(input[pos + 1]); + unsigned char c2 = static_cast(input[pos + 2]); + if ((c1 & 0xC0u) != 0x80u || (c2 & 0xC0u) != 0x80u) { + advance = 1; + return 0xFFFD; + } + advance = 3; + return ((c & 0x0Fu) << 12) | + ((static_cast(input[pos + 1]) & 0x3Fu) << 6) | + (static_cast(input[pos + 2]) & 0x3Fu); + } + if ((c & 0xF8u) == 0xF0u && pos + 3 < input.size()) { + unsigned char c1 = static_cast(input[pos + 1]); + unsigned char c2 = static_cast(input[pos + 2]); + unsigned char c3 = static_cast(input[pos + 3]); + if ((c1 & 0xC0u) != 0x80u || (c2 & 0xC0u) != 0x80u || (c3 & 0xC0u) != 0x80u) { + advance = 1; + return 0xFFFD; + } + advance = 4; + return ((c & 0x07u) << 18) | + ((static_cast(input[pos + 1]) & 0x3Fu) << 12) | + ((static_cast(input[pos + 2]) & 0x3Fu) << 6) | + (static_cast(input[pos + 3]) & 0x3Fu); + } + + advance = 1; + return 0xFFFD; // replacement character for invalid input + } + static void append_utf8(char32_t ch, std::string & out) { if (ch <= 0x7F) { out.push_back(static_cast(ch)); @@ -336,22 +427,319 @@ namespace console { } // Helper function to remove the last UTF-8 character from a string - static void pop_back_utf8_char(std::string & line) { - if (line.empty()) { + static size_t prev_utf8_char_pos(const std::string & line, size_t pos) { + if (pos == 0) return 0; + pos--; + while (pos > 0 && (line[pos] & 0xC0) == 0x80) { + pos--; + } + return pos; + } + + static size_t next_utf8_char_pos(const std::string & line, size_t pos) { + if (pos >= line.length()) return line.length(); + pos++; + while (pos < line.length() && (line[pos] & 0xC0) == 0x80) { + pos++; + } + return pos; + } + + static void move_cursor(int delta); + static void move_word_left(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line); + static void move_word_right(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line); + static void move_to_line_start(size_t & char_pos, size_t & byte_pos, const std::vector & widths); + static void move_to_line_end(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line); + + static void delete_at_cursor(std::string & line, std::vector & widths, size_t & char_pos, size_t & byte_pos) { + if (char_pos >= widths.size()) { return; } - size_t pos = line.length() - 1; + size_t next_pos = next_utf8_char_pos(line, byte_pos); + int w = widths[char_pos]; + size_t char_len = next_pos - byte_pos; - // Find the start of the last UTF-8 character (checking up to 4 bytes back) - for (size_t i = 0; i < 3 && pos > 0; ++i, --pos) { - if ((line[pos] & 0xC0) != 0x80) { - break; // Found the start of the character - } + line.erase(byte_pos, char_len); + widths.erase(widths.begin() + char_pos); + + size_t p = byte_pos; + int tail_width = 0; + for (size_t i = char_pos; i < widths.size(); ++i) { + size_t following = next_utf8_char_pos(line, p); + put_codepoint(line.c_str() + p, following - p, widths[i]); + tail_width += widths[i]; + p = following; } - line.erase(pos); + + for (int i = 0; i < w; ++i) { + fputc(' ', out); + } + + move_cursor(-(tail_width + w)); } + static void clear_current_line(const std::vector & widths) { + int total_width = 0; + for (int w : widths) { + total_width += (w > 0 ? w : 1); + } + + if (total_width > 0) { + std::string spaces(total_width, ' '); + fwrite(spaces.c_str(), 1, total_width, out); + move_cursor(-total_width); + } + } + + static void set_line_contents(std::string new_line, std::string & line, std::vector & widths, size_t & char_pos, + size_t & byte_pos) { + move_to_line_start(char_pos, byte_pos, widths); + clear_current_line(widths); + + line = std::move(new_line); + widths.clear(); + byte_pos = 0; + char_pos = 0; + + size_t idx = 0; + while (idx < line.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, idx, advance); + int expected_width = estimateWidth(cp); + int real_width = put_codepoint(line.c_str() + idx, advance, expected_width); + if (real_width < 0) real_width = 0; + widths.push_back(real_width); + idx += advance; + ++char_pos; + byte_pos = idx; + } + } + + static void move_to_line_start(size_t & char_pos, size_t & byte_pos, const std::vector & widths) { + int back_width = 0; + for (size_t i = 0; i < char_pos; ++i) { + back_width += widths[i]; + } + move_cursor(-back_width); + char_pos = 0; + byte_pos = 0; + } + + static void move_to_line_end(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line) { + int forward_width = 0; + for (size_t i = char_pos; i < widths.size(); ++i) { + forward_width += widths[i]; + } + move_cursor(forward_width); + char_pos = widths.size(); + byte_pos = line.length(); + } + + static bool has_ctrl_modifier(const std::string & params) { + size_t start = 0; + while (start < params.size()) { + size_t end = params.find(';', start); + size_t len = (end == std::string::npos) ? params.size() - start : end - start; + if (len > 0) { + int value = 0; + for (size_t i = 0; i < len; ++i) { + char ch = params[start + i]; + if (!std::isdigit(static_cast(ch))) { + value = -1; + break; + } + value = value * 10 + (ch - '0'); + } + if (value == 5) { + return true; + } + } + + if (end == std::string::npos) { + break; + } + start = end + 1; + } + return false; + } + + static bool is_space_codepoint(char32_t cp) { + return std::iswspace(static_cast(cp)) != 0; + } + + static void move_word_left(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line) { + if (char_pos == 0) { + return; + } + + size_t new_char_pos = char_pos; + size_t new_byte_pos = byte_pos; + int move_width = 0; + + while (new_char_pos > 0) { + size_t prev_byte = prev_utf8_char_pos(line, new_byte_pos); + size_t advance = 0; + char32_t cp = decode_utf8(line, prev_byte, advance); + if (!is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos - 1]; + new_char_pos--; + new_byte_pos = prev_byte; + } + + while (new_char_pos > 0) { + size_t prev_byte = prev_utf8_char_pos(line, new_byte_pos); + size_t advance = 0; + char32_t cp = decode_utf8(line, prev_byte, advance); + if (is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos - 1]; + new_char_pos--; + new_byte_pos = prev_byte; + } + + move_cursor(-move_width); + char_pos = new_char_pos; + byte_pos = new_byte_pos; + } + + static void move_word_right(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line) { + if (char_pos >= widths.size()) { + return; + } + + size_t new_char_pos = char_pos; + size_t new_byte_pos = byte_pos; + int move_width = 0; + + while (new_char_pos < widths.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, new_byte_pos, advance); + if (!is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos]; + new_char_pos++; + new_byte_pos += advance; + } + + while (new_char_pos < widths.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, new_byte_pos, advance); + if (is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos]; + new_char_pos++; + new_byte_pos += advance; + } + + while (new_char_pos < widths.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, new_byte_pos, advance); + if (!is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos]; + new_char_pos++; + new_byte_pos += advance; + } + + move_cursor(move_width); + char_pos = new_char_pos; + byte_pos = new_byte_pos; + } + + static void move_cursor(int delta) { + if (delta == 0) return; +#if defined(_WIN32) + if (hConsole != NULL) { + CONSOLE_SCREEN_BUFFER_INFO bufferInfo; + GetConsoleScreenBufferInfo(hConsole, &bufferInfo); + COORD newCursorPosition = bufferInfo.dwCursorPosition; + int width = bufferInfo.dwSize.X; + int newX = newCursorPosition.X + delta; + int newY = newCursorPosition.Y; + + while (newX >= width) { + newX -= width; + newY++; + } + while (newX < 0) { + newX += width; + newY--; + } + + newCursorPosition.X = newX; + newCursorPosition.Y = newY; + SetConsoleCursorPosition(hConsole, newCursorPosition); + } +#else + if (delta < 0) { + for (int i = 0; i < -delta; i++) fprintf(out, "\b"); + } else { + for (int i = 0; i < delta; i++) fprintf(out, "\033[C"); + } +#endif + } + + struct history_t { + std::vector entries; + size_t viewing_idx = SIZE_MAX; + std::string backup_line; // current line before viewing history + void add(const std::string & line) { + if (line.empty()) { + return; + } + // avoid duplicates with the last entry + if (entries.empty() || entries.back() != line) { + entries.push_back(line); + } + // also clear viewing state + end_viewing(); + } + bool prev(std::string & cur_line) { + if (entries.empty()) { + return false; + } + if (viewing_idx == SIZE_MAX) { + return false; + } + if (viewing_idx > 0) { + viewing_idx--; + } + cur_line = entries[viewing_idx]; + return true; + } + bool next(std::string & cur_line) { + if (entries.empty() || viewing_idx == SIZE_MAX) { + return false; + } + viewing_idx++; + if (viewing_idx >= entries.size()) { + cur_line = backup_line; + end_viewing(); + } else { + cur_line = entries[viewing_idx]; + } + return true; + } + void begin_viewing(const std::string & line) { + backup_line = line; + viewing_idx = entries.size(); + } + void end_viewing() { + viewing_idx = SIZE_MAX; + backup_line.clear(); + } + bool is_viewing() const { + return viewing_idx != SIZE_MAX; + } + } history; + static bool readline_advanced(std::string & line, bool multiline_input) { if (out != stdout) { fflush(stdout); @@ -362,8 +750,33 @@ namespace console { bool is_special_char = false; bool end_of_stream = false; + size_t byte_pos = 0; // current byte index + size_t char_pos = 0; // current character index (one char can be multiple bytes) + char32_t input_char; while (true) { + assert(char_pos <= byte_pos); + assert(char_pos <= widths.size()); + auto history_prev = [&]() { + if (!history.is_viewing()) { + history.begin_viewing(line); + } + std::string new_line; + if (!history.prev(new_line)) { + return; + } + set_line_contents(new_line, line, widths, char_pos, byte_pos); + }; + auto history_next = [&]() { + if (history.is_viewing()) { + std::string new_line; + if (!history.next(new_line)) { + return; + } + set_line_contents(new_line, line, widths, char_pos, byte_pos); + } + }; + fflush(out); // Ensure all output is displayed before waiting for input input_char = getchar32(); @@ -371,20 +784,83 @@ namespace console { break; } - if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D*/) { + if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D */) { end_of_stream = true; break; } if (is_special_char) { - set_display(user_input); replace_last(line.back()); is_special_char = false; } if (input_char == '\033') { // Escape sequence char32_t code = getchar32(); - if (code == '[' || code == 0x1B) { + if (code == '[') { + std::string params; + while (true) { + code = getchar32(); + if ((code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z') || code == '~' || code == (char32_t) WEOF) { + break; + } + params.push_back(static_cast(code)); + } + + const bool ctrl_modifier = has_ctrl_modifier(params); + + if (code == 'D') { // left + if (ctrl_modifier) { + move_word_left(char_pos, byte_pos, widths, line); + } else if (char_pos > 0) { + int w = widths[char_pos - 1]; + move_cursor(-w); + char_pos--; + byte_pos = prev_utf8_char_pos(line, byte_pos); + } + } else if (code == 'C') { // right + if (ctrl_modifier) { + move_word_right(char_pos, byte_pos, widths, line); + } else if (char_pos < widths.size()) { + int w = widths[char_pos]; + move_cursor(w); + char_pos++; + byte_pos = next_utf8_char_pos(line, byte_pos); + } + } else if (code == 'H') { // home + move_to_line_start(char_pos, byte_pos, widths); + } else if (code == 'F') { // end + move_to_line_end(char_pos, byte_pos, widths, line); + } else if (code == 'A' || code == 'B') { + // up/down + if (code == 'A') { + history_prev(); + is_special_char = false; + } else if (code == 'B') { + history_next(); + is_special_char = false; + } + } else if ((code == '~' || (code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z')) && !params.empty()) { + std::string digits; + for (char ch : params) { + if (ch == ';') { + break; + } + if (std::isdigit(static_cast(ch))) { + digits.push_back(ch); + } + } + + if (code == '~') { + if (digits == "1" || digits == "7") { // home + move_to_line_start(char_pos, byte_pos, widths); + } else if (digits == "4" || digits == "8") { // end + move_to_line_end(char_pos, byte_pos, widths, line); + } else if (digits == "3") { // delete + delete_at_cursor(line, widths, char_pos, byte_pos); + } + } + } + } else if (code == 0x1B) { // Discard the rest of the escape sequence while ((code = getchar32()) != (char32_t) WEOF) { if ((code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z') || code == '~') { @@ -392,32 +868,110 @@ namespace console { } } } +#if defined(_WIN32) + } else if (input_char == KEY_ARROW_LEFT) { + if (char_pos > 0) { + int w = widths[char_pos - 1]; + move_cursor(-w); + char_pos--; + byte_pos = prev_utf8_char_pos(line, byte_pos); + } + } else if (input_char == KEY_ARROW_RIGHT) { + if (char_pos < widths.size()) { + int w = widths[char_pos]; + move_cursor(w); + char_pos++; + byte_pos = next_utf8_char_pos(line, byte_pos); + } + } else if (input_char == KEY_CTRL_ARROW_LEFT) { + move_word_left(char_pos, byte_pos, widths, line); + } else if (input_char == KEY_CTRL_ARROW_RIGHT) { + move_word_right(char_pos, byte_pos, widths, line); + } else if (input_char == KEY_HOME) { + move_to_line_start(char_pos, byte_pos, widths); + } else if (input_char == KEY_END) { + move_to_line_end(char_pos, byte_pos, widths, line); + } else if (input_char == KEY_DELETE) { + delete_at_cursor(line, widths, char_pos, byte_pos); + } else if (input_char == KEY_ARROW_UP || input_char == KEY_ARROW_DOWN) { + if (input_char == KEY_ARROW_UP) { + history_prev(); + is_special_char = false; + } else if (input_char == KEY_ARROW_DOWN) { + history_next(); + is_special_char = false; + } +#endif } else if (input_char == 0x08 || input_char == 0x7F) { // Backspace - if (!widths.empty()) { - int count; - do { - count = widths.back(); - widths.pop_back(); - // Move cursor back, print space, and move cursor back again - for (int i = 0; i < count; i++) { - replace_last(' '); - pop_cursor(); - } - pop_back_utf8_char(line); - } while (count == 0 && !widths.empty()); + if (char_pos > 0) { + int w = widths[char_pos - 1]; + move_cursor(-w); + char_pos--; + size_t prev_pos = prev_utf8_char_pos(line, byte_pos); + size_t char_len = byte_pos - prev_pos; + byte_pos = prev_pos; + + // remove the character + line.erase(byte_pos, char_len); + widths.erase(widths.begin() + char_pos); + + // redraw tail + size_t p = byte_pos; + int tail_width = 0; + for (size_t i = char_pos; i < widths.size(); ++i) { + size_t next_p = next_utf8_char_pos(line, p); + put_codepoint(line.c_str() + p, next_p - p, widths[i]); + tail_width += widths[i]; + p = next_p; + } + + // clear display + for (int i = 0; i < w; ++i) { + fputc(' ', out); + } + move_cursor(-(tail_width + w)); } } else { - int offset = line.length(); - append_utf8(input_char, line); - int width = put_codepoint(line.c_str() + offset, line.length() - offset, estimateWidth(input_char)); - if (width < 0) { - width = 0; + // insert character + std::string new_char_str; + append_utf8(input_char, new_char_str); + int w = estimateWidth(input_char); + + if (char_pos == widths.size()) { + // insert at the end + line += new_char_str; + int real_w = put_codepoint(new_char_str.c_str(), new_char_str.length(), w); + if (real_w < 0) real_w = 0; + widths.push_back(real_w); + byte_pos += new_char_str.length(); + char_pos++; + } else { + // insert in middle + line.insert(byte_pos, new_char_str); + + int real_w = put_codepoint(new_char_str.c_str(), new_char_str.length(), w); + if (real_w < 0) real_w = 0; + + widths.insert(widths.begin() + char_pos, real_w); + + // print the tail + size_t p = byte_pos + new_char_str.length(); + int tail_width = 0; + for (size_t i = char_pos + 1; i < widths.size(); ++i) { + size_t next_p = next_utf8_char_pos(line, p); + put_codepoint(line.c_str() + p, next_p - p, widths[i]); + tail_width += widths[i]; + p = next_p; + } + + move_cursor(-tail_width); + + byte_pos += new_char_str.length(); + char_pos++; } - widths.push_back(width); } if (!line.empty() && (line.back() == '\\' || line.back() == '/')) { - set_display(prompt); replace_last(line.back()); is_special_char = true; } @@ -451,6 +1005,15 @@ namespace console { } } + if (!end_of_stream && !line.empty()) { + // remove the trailing newline for history storage + if (!line.empty() && line.back() == '\n') { + line.pop_back(); + } + // TODO: maybe support multiline history entries? + history.add(line); + } + fflush(out); return has_more; } @@ -493,12 +1056,82 @@ namespace console { } bool readline(std::string & line, bool multiline_input) { - set_display(user_input); - if (simple_io) { return readline_simple(line, multiline_input); } return readline_advanced(line, multiline_input); } + namespace spinner { + static const char LOADING_CHARS[] = {'|', '/', '-', '\\'}; + static std::condition_variable cv_stop; + static std::thread th; + static size_t frame = 0; // only modified by one thread + static bool running = false; + static std::mutex mtx; + static auto wait_time = std::chrono::milliseconds(100); + static void draw_next_frame() { + // don't need lock because only one thread modifies running + frame = (frame + 1) % sizeof(LOADING_CHARS); + replace_last(LOADING_CHARS[frame]); + fflush(out); + } + void start() { + std::unique_lock lock(mtx); + if (simple_io || running) { + return; + } + common_log_flush(common_log_main()); + fprintf(out, "%c", LOADING_CHARS[0]); + fflush(out); + frame = 1; + running = true; + th = std::thread([]() { + std::unique_lock lock(mtx); + while (true) { + if (cv_stop.wait_for(lock, wait_time, []{ return !running; })) { + break; + } + draw_next_frame(); + } + }); + } + void stop() { + { + std::unique_lock lock(mtx); + if (simple_io || !running) { + return; + } + running = false; + cv_stop.notify_all(); + } + if (th.joinable()) { + th.join(); + } + replace_last(' '); + pop_cursor(); + fflush(out); + } + } + + void log(const char * fmt, ...) { + va_list args; + va_start(args, fmt); + vfprintf(out, fmt, args); + va_end(args); + } + + void error(const char * fmt, ...) { + va_list args; + va_start(args, fmt); + display_type cur = current_display; + set_display(DISPLAY_TYPE_ERROR); + vfprintf(out, fmt, args); + set_display(cur); // restore previous color + va_end(args); + } + + void flush() { + fflush(out); + } } diff --git a/common/console.h b/common/console.h index ec175269b9..fad6d39531 100644 --- a/common/console.h +++ b/common/console.h @@ -2,18 +2,40 @@ #pragma once +#include "common.h" + #include -namespace console { - enum display_t { - reset = 0, - prompt, - user_input, - error - }; +enum display_type { + DISPLAY_TYPE_RESET = 0, + DISPLAY_TYPE_INFO, + DISPLAY_TYPE_PROMPT, + DISPLAY_TYPE_REASONING, + DISPLAY_TYPE_USER_INPUT, + DISPLAY_TYPE_ERROR +}; +namespace console { void init(bool use_simple_io, bool use_advanced_display); void cleanup(); - void set_display(display_t display); + void set_display(display_type display); bool readline(std::string & line, bool multiline_input); + + namespace spinner { + void start(); + void stop(); + } + + // note: the logging API below output directly to stdout + // it can negatively impact performance if used on inference thread + // only use in in a dedicated CLI thread + // for logging in inference thread, use log.h instead + + LLAMA_COMMON_ATTRIBUTE_FORMAT(1, 2) + void log(const char * fmt, ...); + + LLAMA_COMMON_ATTRIBUTE_FORMAT(1, 2) + void error(const char * fmt, ...); + + void flush(); } diff --git a/common/download.cpp b/common/download.cpp index eeb32b6a86..ef87472560 100644 --- a/common/download.cpp +++ b/common/download.cpp @@ -12,6 +12,8 @@ #include #include #include +#include +#include #include #include #include @@ -24,6 +26,7 @@ #include "http.h" #endif +#ifndef __EMSCRIPTEN__ #ifdef __linux__ #include #elif defined(_WIN32) @@ -35,6 +38,8 @@ #else #include #endif +#endif + #define LLAMA_MAX_URL_LENGTH 2084 // Maximum URL Length in Chrome: 2083 // isatty @@ -430,7 +435,7 @@ std::pair> common_remote_get_content(const std::string & curl_easy_setopt(curl.get(), CURLOPT_URL, url.c_str()); curl_easy_setopt(curl.get(), CURLOPT_NOPROGRESS, 1L); curl_easy_setopt(curl.get(), CURLOPT_FOLLOWLOCATION, 1L); - curl_easy_setopt(curl.get(), CURLOPT_VERBOSE, 1L); + curl_easy_setopt(curl.get(), CURLOPT_VERBOSE, 0L); typedef size_t(*CURLOPT_WRITEFUNCTION_PTR)(void * ptr, size_t size, size_t nmemb, void * data); auto write_callback = [](void * ptr, size_t size, size_t nmemb, void * data) -> size_t { auto data_vec = static_cast *>(data); @@ -469,36 +474,79 @@ std::pair> common_remote_get_content(const std::string & #elif defined(LLAMA_USE_HTTPLIB) -static bool is_output_a_tty() { +class ProgressBar { + static inline std::mutex mutex; + static inline std::map lines; + static inline int max_line = 0; + + static void cleanup(const ProgressBar * line) { + lines.erase(line); + if (lines.empty()) { + max_line = 0; + } + } + + static bool is_output_a_tty() { #if defined(_WIN32) - return _isatty(_fileno(stdout)); + return _isatty(_fileno(stdout)); #else - return isatty(1); + return isatty(1); #endif -} - -static void print_progress(size_t current, size_t total) { - if (!is_output_a_tty()) { - return; } - if (!total) { - return; +public: + ProgressBar() = default; + + ~ProgressBar() { + std::lock_guard lock(mutex); + cleanup(this); } - size_t width = 50; - size_t pct = (100 * current) / total; - size_t pos = (width * current) / total; + void update(size_t current, size_t total) { + if (!is_output_a_tty()) { + return; + } - std::cout << "[" - << std::string(pos, '=') - << (pos < width ? ">" : "") - << std::string(width - pos, ' ') - << "] " << std::setw(3) << pct << "% (" - << current / (1024 * 1024) << " MB / " - << total / (1024 * 1024) << " MB)\r"; - std::cout.flush(); -} + if (!total) { + return; + } + + std::lock_guard lock(mutex); + + if (lines.find(this) == lines.end()) { + lines[this] = max_line++; + std::cout << "\n"; + } + int lines_up = max_line - lines[this]; + + size_t width = 50; + size_t pct = (100 * current) / total; + size_t pos = (width * current) / total; + + std::cout << "\033[s"; + + if (lines_up > 0) { + std::cout << "\033[" << lines_up << "A"; + } + std::cout << "\033[2K\r[" + << std::string(pos, '=') + << (pos < width ? ">" : "") + << std::string(width - pos, ' ') + << "] " << std::setw(3) << pct << "% (" + << current / (1024 * 1024) << " MB / " + << total / (1024 * 1024) << " MB) " + << "\033[u"; + + std::cout.flush(); + + if (current == total) { + cleanup(this); + } + } + + ProgressBar(const ProgressBar &) = delete; + ProgressBar & operator=(const ProgressBar &) = delete; +}; static bool common_pull_file(httplib::Client & cli, const std::string & resolve_path, @@ -517,16 +565,19 @@ static bool common_pull_file(httplib::Client & cli, headers.emplace("Range", "bytes=" + std::to_string(existing_size) + "-"); } - std::atomic downloaded{existing_size}; + const char * func = __func__; // avoid __func__ inside a lambda + size_t downloaded = existing_size; + size_t progress_step = 0; + ProgressBar bar; auto res = cli.Get(resolve_path, headers, [&](const httplib::Response &response) { if (existing_size > 0 && response.status != 206) { - LOG_WRN("%s: server did not respond with 206 Partial Content for a resume request. Status: %d\n", __func__, response.status); + LOG_WRN("%s: server did not respond with 206 Partial Content for a resume request. Status: %d\n", func, response.status); return false; } if (existing_size == 0 && response.status != 200) { - LOG_WRN("%s: download received non-successful status code: %d\n", __func__, response.status); + LOG_WRN("%s: download received non-successful status code: %d\n", func, response.status); return false; } if (total_size == 0 && response.has_header("Content-Length")) { @@ -534,7 +585,7 @@ static bool common_pull_file(httplib::Client & cli, size_t content_length = std::stoull(response.get_header_value("Content-Length")); total_size = existing_size + content_length; } catch (const std::exception &e) { - LOG_WRN("%s: invalid Content-Length header: %s\n", __func__, e.what()); + LOG_WRN("%s: invalid Content-Length header: %s\n", func, e.what()); } } return true; @@ -542,18 +593,21 @@ static bool common_pull_file(httplib::Client & cli, [&](const char *data, size_t len) { ofs.write(data, len); if (!ofs) { - LOG_ERR("%s: error writing to file: %s\n", __func__, path_tmp.c_str()); + LOG_ERR("%s: error writing to file: %s\n", func, path_tmp.c_str()); return false; } downloaded += len; - print_progress(downloaded, total_size); + progress_step += len; + + if (progress_step >= total_size / 1000 || downloaded == total_size) { + bar.update(downloaded, total_size); + progress_step = 0; + } return true; }, nullptr ); - std::cout << "\n"; - if (!res) { LOG_ERR("%s: error during download. Status: %d\n", __func__, res ? res->status : -1); return false; @@ -1047,7 +1101,7 @@ std::string common_docker_resolve_model(const std::string &) { std::vector common_list_cached_models() { std::vector models; const std::string cache_dir = fs_get_cache_directory(); - const std::vector files = fs_list_files(cache_dir); + const std::vector files = fs_list(cache_dir, false); for (const auto & file : files) { if (string_starts_with(file.name, "manifest=") && string_ends_with(file.name, ".json")) { common_cached_model_info model_info; diff --git a/common/download.h b/common/download.h index 45a6bd6bba..d1321e6e90 100644 --- a/common/download.h +++ b/common/download.h @@ -14,8 +14,10 @@ struct common_cached_model_info { std::string model; std::string tag; size_t size = 0; // GGUF size in bytes + // return string representation like "user/model:tag" + // if tag is "latest", it will be omitted std::string to_string() const { - return user + "/" + model + ":" + tag; + return user + "/" + model + (tag == "latest" ? "" : ":" + tag); } }; diff --git a/common/json-schema-to-grammar.cpp b/common/json-schema-to-grammar.cpp index e64dc059f3..c3b4e5d9dc 100644 --- a/common/json-schema-to-grammar.cpp +++ b/common/json-schema-to-grammar.cpp @@ -268,10 +268,10 @@ static bool is_reserved_name(const std::string & name) { } std::regex INVALID_RULE_CHARS_RE("[^a-zA-Z0-9-]+"); -std::regex GRAMMAR_LITERAL_ESCAPE_RE("[\r\n\"]"); +std::regex GRAMMAR_LITERAL_ESCAPE_RE("[\r\n\"\\\\]"); std::regex GRAMMAR_RANGE_LITERAL_ESCAPE_RE("[\r\n\"\\]\\-\\\\]"); std::unordered_map GRAMMAR_LITERAL_ESCAPES = { - {'\r', "\\r"}, {'\n', "\\n"}, {'"', "\\\""}, {'-', "\\-"}, {']', "\\]"} + {'\r', "\\r"}, {'\n', "\\n"}, {'"', "\\\""}, {'-', "\\-"}, {']', "\\]"}, {'\\', "\\\\"} }; std::unordered_set NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?'}; @@ -974,7 +974,7 @@ public: void check_errors() { if (!_errors.empty()) { - throw std::runtime_error("JSON schema conversion failed:\n" + string_join(_errors, "\n")); + throw std::invalid_argument("JSON schema conversion failed:\n" + string_join(_errors, "\n")); } if (!_warnings.empty()) { fprintf(stderr, "WARNING: JSON schema conversion was incomplete: %s\n", string_join(_warnings, "; ").c_str()); diff --git a/common/log.cpp b/common/log.cpp index a24782b739..b17d2b62c3 100644 --- a/common/log.cpp +++ b/common/log.cpp @@ -1,3 +1,4 @@ +#include "common.h" #include "log.h" #include @@ -26,30 +27,6 @@ void common_log_set_verbosity_thold(int verbosity) { common_log_verbosity_thold = verbosity; } -// Auto-detect if colors should be enabled based on terminal and environment -static bool common_log_should_use_colors_auto() { - // Check NO_COLOR environment variable (https://no-color.org/) - if (const char * no_color = std::getenv("NO_COLOR")) { - if (no_color[0] != '\0') { - return false; - } - } - - // Check TERM environment variable - if (const char * term = std::getenv("TERM")) { - if (std::strcmp(term, "dumb") == 0) { - return false; - } - } - - // Check if stdout and stderr are connected to a terminal - // We check both because log messages can go to either - bool stdout_is_tty = isatty(fileno(stdout)); - bool stderr_is_tty = isatty(fileno(stderr)); - - return stdout_is_tty || stderr_is_tty; -} - static int64_t t_us() { return std::chrono::duration_cast(std::chrono::system_clock::now().time_since_epoch()).count(); } @@ -391,7 +368,7 @@ struct common_log * common_log_main() { static std::once_flag init_flag; std::call_once(init_flag, [&]() { // Set default to auto-detect colors - log.set_colors(common_log_should_use_colors_auto()); + log.set_colors(tty_can_use_colors()); }); return &log; @@ -422,7 +399,7 @@ void common_log_set_file(struct common_log * log, const char * file) { void common_log_set_colors(struct common_log * log, log_colors colors) { if (colors == LOG_COLORS_AUTO) { - log->set_colors(common_log_should_use_colors_auto()); + log->set_colors(tty_can_use_colors()); return; } @@ -443,8 +420,27 @@ void common_log_set_timestamps(struct common_log * log, bool timestamps) { log->set_timestamps(timestamps); } +void common_log_flush(struct common_log * log) { + log->pause(); + log->resume(); +} + +static int common_get_verbosity(enum ggml_log_level level) { + switch (level) { + case GGML_LOG_LEVEL_DEBUG: return LOG_LEVEL_DEBUG; + case GGML_LOG_LEVEL_INFO: return LOG_LEVEL_INFO; + case GGML_LOG_LEVEL_WARN: return LOG_LEVEL_WARN; + case GGML_LOG_LEVEL_ERROR: return LOG_LEVEL_ERROR; + case GGML_LOG_LEVEL_CONT: return LOG_LEVEL_INFO; // same as INFO + case GGML_LOG_LEVEL_NONE: + default: + return LOG_LEVEL_OUTPUT; + } +} + void common_log_default_callback(enum ggml_log_level level, const char * text, void * /*user_data*/) { - if (LOG_DEFAULT_LLAMA <= common_log_verbosity_thold) { + auto verbosity = common_get_verbosity(level); + if (verbosity <= common_log_verbosity_thold) { common_log_add(common_log_main(), level, "%s", text); } } diff --git a/common/log.h b/common/log.h index 7edb239a33..f0f8471b5f 100644 --- a/common/log.h +++ b/common/log.h @@ -21,8 +21,14 @@ # define LOG_ATTRIBUTE_FORMAT(...) __attribute__((format(printf, __VA_ARGS__))) #endif -#define LOG_DEFAULT_DEBUG 1 -#define LOG_DEFAULT_LLAMA 0 +#define LOG_LEVEL_DEBUG 4 +#define LOG_LEVEL_INFO 3 +#define LOG_LEVEL_WARN 2 +#define LOG_LEVEL_ERROR 1 +#define LOG_LEVEL_OUTPUT 0 // output data from tools + +#define LOG_DEFAULT_DEBUG LOG_LEVEL_DEBUG +#define LOG_DEFAULT_LLAMA LOG_LEVEL_INFO enum log_colors { LOG_COLORS_AUTO = -1, @@ -67,16 +73,18 @@ void common_log_add(struct common_log * log, enum ggml_log_level level, const ch // 0.00.090.578 I llm_load_tensors: offloading 32 repeating layers to GPU // 0.00.090.579 I llm_load_tensors: offloading non-repeating layers to GPU // -// I - info (stdout, V = 0) -// W - warning (stderr, V = 0) -// E - error (stderr, V = 0) // D - debug (stderr, V = LOG_DEFAULT_DEBUG) +// I - info (stdout, V = LOG_DEFAULT_INFO) +// W - warning (stderr, V = LOG_DEFAULT_WARN) +// E - error (stderr, V = LOG_DEFAULT_ERROR) +// O - output (stdout, V = LOG_DEFAULT_OUTPUT) // void common_log_set_file (struct common_log * log, const char * file); // not thread-safe void common_log_set_colors (struct common_log * log, log_colors colors); // not thread-safe void common_log_set_prefix (struct common_log * log, bool prefix); // whether to output prefix to each log void common_log_set_timestamps(struct common_log * log, bool timestamps); // whether to output timestamps in the prefix +void common_log_flush (struct common_log * log); // flush all pending log messages // helper macros for logging // use these to avoid computing log arguments if the verbosity of the log is higher than the threshold @@ -95,14 +103,14 @@ void common_log_set_timestamps(struct common_log * log, bool timestamps); // w } \ } while (0) -#define LOG(...) LOG_TMPL(GGML_LOG_LEVEL_NONE, 0, __VA_ARGS__) -#define LOGV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_NONE, verbosity, __VA_ARGS__) +#define LOG(...) LOG_TMPL(GGML_LOG_LEVEL_NONE, LOG_LEVEL_OUTPUT, __VA_ARGS__) +#define LOGV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_NONE, verbosity, __VA_ARGS__) -#define LOG_INF(...) LOG_TMPL(GGML_LOG_LEVEL_INFO, 0, __VA_ARGS__) -#define LOG_WRN(...) LOG_TMPL(GGML_LOG_LEVEL_WARN, 0, __VA_ARGS__) -#define LOG_ERR(...) LOG_TMPL(GGML_LOG_LEVEL_ERROR, 0, __VA_ARGS__) -#define LOG_DBG(...) LOG_TMPL(GGML_LOG_LEVEL_DEBUG, LOG_DEFAULT_DEBUG, __VA_ARGS__) -#define LOG_CNT(...) LOG_TMPL(GGML_LOG_LEVEL_CONT, 0, __VA_ARGS__) +#define LOG_DBG(...) LOG_TMPL(GGML_LOG_LEVEL_DEBUG, LOG_LEVEL_DEBUG, __VA_ARGS__) +#define LOG_INF(...) LOG_TMPL(GGML_LOG_LEVEL_INFO, LOG_LEVEL_INFO, __VA_ARGS__) +#define LOG_WRN(...) LOG_TMPL(GGML_LOG_LEVEL_WARN, LOG_LEVEL_WARN, __VA_ARGS__) +#define LOG_ERR(...) LOG_TMPL(GGML_LOG_LEVEL_ERROR, LOG_LEVEL_ERROR, __VA_ARGS__) +#define LOG_CNT(...) LOG_TMPL(GGML_LOG_LEVEL_CONT, LOG_LEVEL_INFO, __VA_ARGS__) // same as INFO #define LOG_INFV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_INFO, verbosity, __VA_ARGS__) #define LOG_WRNV(verbosity, ...) LOG_TMPL(GGML_LOG_LEVEL_WARN, verbosity, __VA_ARGS__) diff --git a/common/peg-parser.cpp b/common/peg-parser.cpp new file mode 100644 index 0000000000..dec99e1820 --- /dev/null +++ b/common/peg-parser.cpp @@ -0,0 +1,1712 @@ +#include "common.h" +#include "peg-parser.h" +#include "json-schema-to-grammar.h" +#include "unicode.h" + +#include + +#include +#include +#include +#include +#include +#include +#include + +// Trick to catch missing branches +template +inline constexpr bool is_always_false_v = false; + +const char * common_peg_parse_result_type_name(common_peg_parse_result_type type) { + switch (type) { + case COMMON_PEG_PARSE_RESULT_FAIL: return "fail"; + case COMMON_PEG_PARSE_RESULT_SUCCESS: return "success"; + case COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT: return "need_more_input"; + default: return "unknown"; + } +} + +static bool is_hex_digit(const char c) { + return (c >= '0' && c <= '9') || (c >= 'a' && c <= 'f') || (c >= 'A' && c <= 'F'); +} + +// Trie for matching multiple literals. +// This is used in common_peg_until_parser and to build a GBNF exclusion grammar +struct trie { + struct node { + size_t depth = 0; + std::map children; + bool is_word; + }; + + std::vector nodes; + + trie(const std::vector & words) { + create_node(); // root node + for (const auto & w : words) { + insert(w); + } + } + + enum match_result { NO_MATCH, PARTIAL_MATCH, COMPLETE_MATCH }; + + // Check if a delimiter starts at the given position + match_result check_at(std::string_view sv, size_t start_pos) const { + size_t current = 0; // Start at root + size_t pos = start_pos; + + while (pos < sv.size()) { + auto it = nodes[current].children.find(sv[pos]); + if (it == nodes[current].children.end()) { + // Can't continue matching + return match_result{match_result::NO_MATCH}; + } + + current = it->second; + pos++; + + // Check if we've matched a complete word + if (nodes[current].is_word) { + return match_result{match_result::COMPLETE_MATCH}; + } + } + + // Reached end of input while still in the trie (not at root) + if (current != 0) { + // We're in the middle of a potential match + return match_result{match_result::PARTIAL_MATCH}; + } + + // Reached end at root (no match) + return match_result{match_result::NO_MATCH}; + } + + struct prefix_and_next { + std::string prefix; + std::string next_chars; + }; + + std::vector collect_prefix_and_next() { + std::string prefix; + std::vector result; + collect_prefix_and_next(0, prefix, result); + return result; + } + + private: + void collect_prefix_and_next(size_t index, std::string & prefix, std::vector & out) { + if (!nodes[index].is_word) { + if (!nodes[index].children.empty()) { + std::string chars; + chars.reserve(nodes[index].children.size()); + for (const auto & p : nodes[index].children) { + chars.push_back(p.first); + } + out.emplace_back(prefix_and_next{prefix, chars}); + } + } + + for (const auto & p : nodes[index].children) { + unsigned char ch = p.first; + auto child = p.second; + prefix.push_back(ch); + collect_prefix_and_next(child, prefix, out); + prefix.pop_back(); + } + } + + size_t create_node() { + size_t index = nodes.size(); + nodes.emplace_back(); + return index; + } + + void insert(const std::string & word) { + size_t current = 0; + for (unsigned char ch : word) { + auto it = nodes[current].children.find(ch); + if (it == nodes[current].children.end()) { + size_t child = create_node(); + nodes[child].depth = nodes[current].depth + 1; + nodes[current].children[ch] = child; + current = child; + } else { + current = it->second; + } + } + nodes[current].is_word = true; + } +}; + +static std::pair parse_hex_escape(const std::string & str, size_t pos, int hex_count) { + if (pos + hex_count > str.length()) { + return {0, 0}; + } + + uint32_t value = 0; + for (int i = 0; i < hex_count; i++) { + char c = str[pos + i]; + if (!is_hex_digit(c)) { + return {0, 0}; + } + value <<= 4; + if ('a' <= c && c <= 'f') { + value += c - 'a' + 10; + } else if ('A' <= c && c <= 'F') { + value += c - 'A' + 10; + } else if ('0' <= c && c <= '9') { + value += c - '0'; + } else { + break; + } + } + return {value, static_cast(hex_count)}; +} + +static std::pair parse_char_class_char(const std::string & content, size_t pos) { + if (content[pos] == '\\' && pos + 1 < content.length()) { + switch (content[pos + 1]) { + case 'x': { + auto result = parse_hex_escape(content, pos + 2, 2); + if (result.second > 0) { + return {result.first, 2 + result.second}; + } + // Invalid escape, treat as literal 'x' + return {static_cast('x'), 2}; + } + case 'u': { + auto result = parse_hex_escape(content, pos + 2, 4); + if (result.second > 0) { + return {result.first, 2 + result.second}; + } + // Invalid escape, treat as literal 'u' + return {static_cast('u'), 2}; + } + case 'U': { + auto result = parse_hex_escape(content, pos + 2, 8); + if (result.second > 0) { + return {result.first, 2 + result.second}; + } + // Invalid escape, treat as literal 'U' + return {static_cast('U'), 2}; + } + case 'n': return {'\n', 2}; + case 't': return {'\t', 2}; + case 'r': return {'\r', 2}; + case '\\': return {'\\', 2}; + case ']': return {']', 2}; + case '[': return {'[', 2}; + default: return {static_cast(content[pos + 1]), 2}; + } + } + + // Regular character - return as codepoint + return {static_cast(static_cast(content[pos])), 1}; +} + +static std::pair, bool> parse_char_classes(const std::string & classes) { + std::vector ranges; + bool negated = false; + + std::string content = classes; + if (content.front() == '[') { + content = content.substr(1); + } + + if (content.back() == ']') { + content.pop_back(); + } + + // Check for negation + if (!content.empty() && content.front() == '^') { + negated = true; + content = content.substr(1); + } + + size_t i = 0; + while (i < content.length()) { + auto [start, start_len] = parse_char_class_char(content, i); + i += start_len; + + if (i + 1 < content.length() && content[i] == '-') { + // Range detected + auto [end, end_len] = parse_char_class_char(content, i + 1); + ranges.push_back(common_peg_chars_parser::char_range{start, end}); + i += 1 + end_len; + } else { + ranges.push_back(common_peg_chars_parser::char_range{start, start}); + } + } + + return {ranges, negated}; +} + +void common_peg_ast_arena::visit(common_peg_ast_id id, const common_peg_ast_visitor & visitor) const { + if (id == COMMON_PEG_INVALID_AST_ID) { + return; + } + const auto & node = get(id); + visitor(node); + for (const auto & child : node.children) { + visit(child, visitor); + } +} + +void common_peg_ast_arena::visit(const common_peg_parse_result & result, const common_peg_ast_visitor & visitor) const { + for (const auto & node : result.nodes) { + visit(node, visitor); + } +} + +struct parser_executor; + +common_peg_parser_id common_peg_arena::add_parser(common_peg_parser_variant parser) { + common_peg_parser_id id = parsers_.size(); + parsers_.push_back(std::move(parser)); + return id; +} + +void common_peg_arena::add_rule(const std::string & name, common_peg_parser_id id) { + rules_[name] = id; +} + +common_peg_parser_id common_peg_arena::get_rule(const std::string & name) const { + auto it = rules_.find(name); + if (it == rules_.end()) { + throw std::runtime_error("Rule not found: " + name); + } + return it->second; +} + +struct parser_executor { + const common_peg_arena & arena; + common_peg_parse_context & ctx; + size_t start_pos; + + parser_executor(const common_peg_arena & arena, common_peg_parse_context & ctx, size_t start) + : arena(arena), ctx(ctx), start_pos(start) {} + + common_peg_parse_result operator()(const common_peg_epsilon_parser & /* p */) const { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos); + } + + common_peg_parse_result operator()(const common_peg_start_parser & /* p */) const { + return common_peg_parse_result( + start_pos == 0 ? COMMON_PEG_PARSE_RESULT_SUCCESS : COMMON_PEG_PARSE_RESULT_FAIL, + start_pos + ); + } + + common_peg_parse_result operator()(const common_peg_end_parser & /* p */) const { + return common_peg_parse_result( + start_pos >= ctx.input.size() ? COMMON_PEG_PARSE_RESULT_SUCCESS : COMMON_PEG_PARSE_RESULT_FAIL, + start_pos + ); + } + + common_peg_parse_result operator()(const common_peg_literal_parser & p) { + auto pos = start_pos; + for (auto i = 0u; i < p.literal.size(); ++i) { + if (pos >= ctx.input.size()) { + if (!ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); + } + if (ctx.input[pos] != p.literal[i]) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + ++pos; + } + + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + + common_peg_parse_result operator()(const common_peg_sequence_parser & p) { + auto pos = start_pos; + std::vector nodes; + + for (const auto & child_id : p.children) { + auto result = arena.parse(child_id, ctx, pos); + if (result.fail()) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, result.end); + } + + if (!result.nodes.empty()) { + nodes.insert(nodes.end(), result.nodes.begin(), result.nodes.end()); + } + + if (result.need_more_input()) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, result.end, std::move(nodes)); + } + + pos = result.end; + } + + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos, std::move(nodes)); + } + + common_peg_parse_result operator()(const common_peg_choice_parser & p) { + auto pos = start_pos; + for (const auto & child_id : p.children) { + auto result = arena.parse(child_id, ctx, pos); + if (!result.fail()) { + return result; + } + } + + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + + common_peg_parse_result operator()(const common_peg_repetition_parser & p) { + auto pos = start_pos; + int match_count = 0; + std::vector nodes; + + // Try to match up to max_count times (or unlimited if max_count is -1) + while (p.max_count == -1 || match_count < p.max_count) { + if (pos >= ctx.input.size()) { + break; + } + + auto result = arena.parse(p.child, ctx, pos); + + if (result.success()) { + // Prevent infinite loop on empty matches + if (result.end == pos) { + break; + } + + if (!result.nodes.empty()) { + nodes.insert(nodes.end(), result.nodes.begin(), result.nodes.end()); + } + + pos = result.end; + match_count++; + continue; + } + + if (result.need_more_input()) { + if (!result.nodes.empty()) { + nodes.insert(nodes.end(), result.nodes.begin(), result.nodes.end()); + } + + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, result.end, std::move(nodes)); + } + + // Child failed - stop trying + break; + } + + // Check if we got enough matches + if (p.min_count > 0 && match_count < p.min_count) { + if (pos >= ctx.input.size() && ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos, std::move(nodes)); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, pos); + } + + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos, std::move(nodes)); + } + + common_peg_parse_result operator()(const common_peg_and_parser & p) { + auto result = arena.parse(p.child, ctx, start_pos); + // Pass result but don't consume input + return common_peg_parse_result(result.type, start_pos); + } + + common_peg_parse_result operator()(const common_peg_not_parser & p) { + auto result = arena.parse(p.child, ctx, start_pos); + + if (result.success()) { + // Fail if the underlying parser matches + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + + if (result.need_more_input()) { + // Propagate - need to know what child would match before negating + return result; + } + + // Child failed, so negation succeeds + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos); + } + + common_peg_parse_result operator()(const common_peg_any_parser & /* p */) const { + // Parse a single UTF-8 codepoint (not just a single byte) + auto result = parse_utf8_codepoint(ctx.input, start_pos); + + if (result.status == utf8_parse_result::INCOMPLETE) { + if (!ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos); + } + if (result.status == utf8_parse_result::INVALID) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, start_pos + result.bytes_consumed); + } + + common_peg_parse_result operator()(const common_peg_space_parser & /* p */) { + auto pos = start_pos; + while (pos < ctx.input.size()) { + auto c = static_cast(ctx.input[pos]); + if (std::isspace(c)) { + ++pos; + } else { + break; + } + } + + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + + common_peg_parse_result operator()(const common_peg_chars_parser & p) const { + auto pos = start_pos; + int match_count = 0; + + // Try to match up to max_count times (or unlimited if max_count is -1) + while (p.max_count == -1 || match_count < p.max_count) { + auto result = parse_utf8_codepoint(ctx.input, pos); + + if (result.status == utf8_parse_result::INCOMPLETE) { + if (match_count >= p.min_count) { + // We have enough matches, succeed with what we have + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + // Not enough matches yet + if (!ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); + } + + if (result.status == utf8_parse_result::INVALID) { + // Malformed UTF-8 in input + if (match_count >= p.min_count) { + // We have enough matches, succeed up to here + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + // Not enough matches, fail + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + + // Check if this codepoint matches our character class + bool matches = false; + for (const auto & range : p.ranges) { + if (range.contains(result.codepoint)) { + matches = true; + break; + } + } + + // If negated, invert the match result + if (p.negated) { + matches = !matches; + } + + if (matches) { + pos += result.bytes_consumed; + ++match_count; + } else { + // Character doesn't match, stop matching + break; + } + } + + // Check if we got enough matches + if (match_count < p.min_count) { + if (pos >= ctx.input.size() && ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, pos); + } + + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + + static common_peg_parse_result handle_escape_sequence(common_peg_parse_context & ctx, size_t start, size_t & pos) { + ++pos; // consume '\' + if (pos >= ctx.input.size()) { + if (!ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos); + } + + switch (ctx.input[pos]) { + case '"': + case '\\': + case '/': + case 'b': + case 'f': + case 'n': + case 'r': + case 't': + ++pos; + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start, pos); + case 'u': + return handle_unicode_escape(ctx, start, pos); + default: + // Invalid escape sequence + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); + } + } + + static common_peg_parse_result handle_unicode_escape(common_peg_parse_context & ctx, size_t start, size_t & pos) { + ++pos; // consume 'u' + for (int i = 0; i < 4; ++i) { + if (pos >= ctx.input.size()) { + if (!ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos); + } + if (!is_hex_digit(ctx.input[pos])) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start); + } + ++pos; + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start, pos); + } + + common_peg_parse_result operator()(const common_peg_json_string_parser & /* p */) { + auto pos = start_pos; + + // Parse string content (without quotes) + while (pos < ctx.input.size()) { + char c = ctx.input[pos]; + + if (c == '"') { + // Found closing quote - success (don't consume it) + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + + if (c == '\\') { + auto result = handle_escape_sequence(ctx, start_pos, pos); + if (!result.success()) { + return result; + } + } else { + auto utf8_result = parse_utf8_codepoint(ctx.input, pos); + + if (utf8_result.status == utf8_parse_result::INCOMPLETE) { + if (!ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); + } + + if (utf8_result.status == utf8_parse_result::INVALID) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + + pos += utf8_result.bytes_consumed; + } + } + + // Reached end without finding closing quote + if (!ctx.is_partial) { + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos, pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, pos); + } + + common_peg_parse_result operator()(const common_peg_until_parser & p) const { + trie matcher(p.delimiters); + + // Scan input and check for delimiters + size_t pos = start_pos; + size_t last_valid_pos = start_pos; + + while (pos < ctx.input.size()) { + auto utf8_result = parse_utf8_codepoint(ctx.input, pos); + + if (utf8_result.status == utf8_parse_result::INCOMPLETE) { + // Incomplete UTF-8 sequence + if (!ctx.is_partial) { + // Input is complete but UTF-8 is incomplete = malformed + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + // Return what we have so far (before incomplete sequence) + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, last_valid_pos); + } + + if (utf8_result.status == utf8_parse_result::INVALID) { + // Malformed UTF-8 + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start_pos); + } + + // Check if a delimiter starts at this position + auto match = matcher.check_at(ctx.input, pos); + + if (match == trie::COMPLETE_MATCH) { + // Found a complete delimiter, return everything before it + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + + if (match == trie::PARTIAL_MATCH) { + // Found a partial match extending to end of input, return everything before it + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos); + } + + pos += utf8_result.bytes_consumed; + last_valid_pos = pos; + } + + if (last_valid_pos == ctx.input.size() && ctx.is_partial) { + // Reached the end of a partial stream, there might still be more input that we need to consume. + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start_pos, last_valid_pos); + } + return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, last_valid_pos); + } + + common_peg_parse_result operator()(const common_peg_schema_parser & p) { + return arena.parse(p.child, ctx, start_pos); + } + + common_peg_parse_result operator()(const common_peg_rule_parser & p) { + // Parse the child + auto result = arena.parse(p.child, ctx, start_pos); + + if (!result.fail()) { + std::string_view text; + if (result.start < ctx.input.size()) { + text = std::string_view(ctx.input).substr(result.start, result.end - result.start); + } + + auto node_id = ctx.ast.add_node( + p.name, + "", + result.start, + result.end, + text, + std::move(result.nodes), + result.need_more_input() + ); + + return common_peg_parse_result(result.type, result.start, result.end, { node_id }); + } + + return result; + } + + common_peg_parse_result operator()(const common_peg_tag_parser & p) { + // Parse the child + auto result = arena.parse(p.child, ctx, start_pos); + + if (!result.fail()) { + std::string_view text; + if (result.start < ctx.input.size()) { + text = std::string_view(ctx.input).substr(result.start, result.end - result.start); + } + + auto node_id = ctx.ast.add_node( + "", + p.tag, + result.start, + result.end, + text, + std::move(result.nodes), + result.need_more_input() + ); + + return common_peg_parse_result(result.type, result.start, result.end, { node_id }); + } + + return result; + } + + common_peg_parse_result operator()(const common_peg_ref_parser & p) { + auto rule_id = arena.get_rule(p.name); + return arena.parse(rule_id, ctx, start_pos); + } + + common_peg_parse_result operator()(const common_peg_atomic_parser & p) { + auto result = arena.parse(p.child, ctx, start_pos); + if (result.need_more_input()) { + // Clear nodes so they don't propagate up. + result.nodes.clear(); + } + return result; + } +}; + +common_peg_parse_result common_peg_arena::parse(common_peg_parse_context & ctx, size_t start) const { + if (root_ == COMMON_PEG_INVALID_PARSER_ID) { + throw std::runtime_error("No root parser set"); + } + return parse(root_, ctx, start); +} + +common_peg_parse_result common_peg_arena::parse(common_peg_parser_id id, common_peg_parse_context & ctx, size_t start) const { + // Execute parser + const auto & parser = parsers_.at(id); + parser_executor exec(*this, ctx, start); + return std::visit(exec, parser); +} + +common_peg_parser_id common_peg_arena::resolve_ref(common_peg_parser_id id) { + const auto & parser = parsers_.at(id); + if (auto ref = std::get_if(&parser)) { + return get_rule(ref->name); + } + return id; +} + +void common_peg_arena::resolve_refs() { + // Walk through all parsers and replace refs with their corresponding rule IDs + for (auto & parser : parsers_) { + std::visit([this](auto & p) { + using T = std::decay_t; + + if constexpr (std::is_same_v) { + for (auto & child : p.children) { + child = resolve_ref(child); + } + } else if constexpr (std::is_same_v) { + for (auto & child : p.children) { + child = resolve_ref(child); + } + } else if constexpr (std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v) { + p.child = resolve_ref(p.child); + } else if constexpr (std::is_same_v) { + p.child = resolve_ref(p.child); + } else if constexpr (std::is_same_v) { + p.child = resolve_ref(p.child); + } else if constexpr (std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v) { + // These rules do not have children + } else { + static_assert(is_always_false_v); + } + }, parser); + } + + // Also flatten root if it's a ref + if (root_ != COMMON_PEG_INVALID_PARSER_ID) { + root_ = resolve_ref(root_); + } +} + +std::string common_peg_arena::dump(common_peg_parser_id id) const { + const auto & parser = parsers_.at(id); + + return std::visit([this](const auto & p) -> std::string { + using T = std::decay_t; + + if constexpr (std::is_same_v) { + return "Epsilon"; + } else if constexpr (std::is_same_v) { + return "Start"; + } else if constexpr (std::is_same_v) { + return "End"; + } else if constexpr (std::is_same_v) { + return "Literal(" + p.literal + ")"; + } else if constexpr (std::is_same_v) { + std::vector parts; + for (const auto & child : p.children) { + parts.push_back(dump(child)); + } + return "Sequence(" + string_join(parts, ", ") + ")"; + } else if constexpr (std::is_same_v) { + std::vector parts; + for (const auto & child : p.children) { + parts.push_back(dump(child)); + } + return "Choice(" + string_join(parts, ", ") + ")"; + } else if constexpr (std::is_same_v) { + if (p.max_count == -1) { + return "Repetition(" + dump(p.child) + ", " + std::to_string(p.min_count) + ", unbounded)"; + } + return "Repetition(" + dump(p.child) + ", " + std::to_string(p.min_count) + ", " + std::to_string(p.max_count) + ")"; + } else if constexpr (std::is_same_v) { + return "And(" + dump(p.child) + ")"; + } else if constexpr (std::is_same_v) { + return "Not(" + dump(p.child) + ")"; + } else if constexpr (std::is_same_v) { + return "Any"; + } else if constexpr (std::is_same_v) { + return "Space"; + } else if constexpr (std::is_same_v) { + if (p.max_count == -1) { + return "CharRepeat(" + p.pattern + ", " + std::to_string(p.min_count) + ", unbounded)"; + } + return "CharRepeat(" + p.pattern + ", " + std::to_string(p.min_count) + ", " + std::to_string(p.max_count) + ")"; + } else if constexpr (std::is_same_v) { + return "JsonString()"; + } else if constexpr (std::is_same_v) { + return "Until(" + string_join(p.delimiters, " | ") + ")"; + } else if constexpr (std::is_same_v) { + return "Schema(" + dump(p.child) + ", " + (p.schema ? p.schema->dump() : "null") + ")"; + } else if constexpr (std::is_same_v) { + return "Rule(" + p.name + ", " + dump(p.child) + ")"; + } else if constexpr (std::is_same_v) { + return "Ref(" + p.name + ")"; + } else { + return "Unknown"; + } + }, parser); +} + +common_peg_parser & common_peg_parser::operator=(const common_peg_parser & other) { + id_ = other.id_; + return *this; +} + +common_peg_parser & common_peg_parser::operator+=(const common_peg_parser & other) { + id_ = builder_.sequence({id_, other.id_}); + return *this; +} + +common_peg_parser & common_peg_parser::operator|=(const common_peg_parser & other) { + id_ = builder_.choice({id_, other.id_}); + return *this; +} + +common_peg_parser common_peg_parser::operator+(const common_peg_parser & other) const { + return builder_.sequence({id_, other.id_}); +} + +common_peg_parser common_peg_parser::operator|(const common_peg_parser & other) const { + return builder_.choice({id_, other.id_}); +} + +common_peg_parser common_peg_parser::operator<<(const common_peg_parser & other) const { + return builder_.sequence({id_, builder_.space(), other.id_}); +} + +common_peg_parser common_peg_parser::operator+(const char * str) const { + return *this + builder_.literal(str); +} + +common_peg_parser common_peg_parser::operator+(const std::string & str) const { + return *this + builder_.literal(str); +} + +common_peg_parser common_peg_parser::operator<<(const char * str) const { + return *this << builder_.literal(str); +} + +common_peg_parser common_peg_parser::operator<<(const std::string & str) const { + return *this << builder_.literal(str); +} + +common_peg_parser common_peg_parser::operator|(const char * str) const { + return *this | builder_.literal(str); +} + +common_peg_parser common_peg_parser::operator|(const std::string & str) const { + return *this | builder_.literal(str); +} + +common_peg_parser operator+(const char * str, const common_peg_parser & p) { + return p.builder().literal(str) + p; +} + +common_peg_parser operator+(const std::string & str, const common_peg_parser & p) { + return operator+(str.c_str(), p); +} + +common_peg_parser operator<<(const char * str, const common_peg_parser & p) { + return p.builder().literal(str) << p; +} + +common_peg_parser operator<<(const std::string & str, const common_peg_parser & p) { + return operator<<(str.c_str(), p); +} + +common_peg_parser operator|(const char * str, const common_peg_parser & p) { + return p.builder().literal(str) | p; +} + +common_peg_parser operator|(const std::string & str, const common_peg_parser & p) { + return operator|(str.c_str(), p); +} + +static std::string rule_name(const std::string & name) { + static const std::regex invalid_rule_chars_re("[^a-zA-Z0-9-]+"); + return std::regex_replace(name, invalid_rule_chars_re, "-"); +} + +common_peg_parser_builder::common_peg_parser_builder() {} + +common_peg_parser common_peg_parser_builder::sequence(const std::vector & parsers) { + // Flatten nested sequences + std::vector flattened; + for (const auto & p : parsers) { + const auto & parser = arena_.get(p); + if (auto seq = std::get_if(&parser)) { + flattened.insert(flattened.end(), seq->children.begin(), seq->children.end()); + } else { + flattened.push_back(p); + } + } + return wrap(arena_.add_parser(common_peg_sequence_parser{flattened})); +} + +common_peg_parser common_peg_parser_builder::sequence(const std::vector & parsers) { + std::vector ids; + ids.reserve(parsers.size()); + for (const auto & p : parsers) { + ids.push_back(p.id()); + } + return sequence(ids); +} + +common_peg_parser common_peg_parser_builder::sequence(std::initializer_list parsers) { + std::vector ids; + ids.reserve(parsers.size()); + for (const auto & p : parsers) { + ids.push_back(p.id()); + } + return sequence(ids); +} + +common_peg_parser common_peg_parser_builder::choice(const std::vector & parsers) { + // Flatten nested choices + std::vector flattened; + for (const auto & p : parsers) { + const auto & parser = arena_.get(p); + if (auto choice = std::get_if(&parser)) { + flattened.insert(flattened.end(), choice->children.begin(), choice->children.end()); + } else { + flattened.push_back(p); + } + } + return wrap(arena_.add_parser(common_peg_choice_parser{flattened})); +} + +common_peg_parser common_peg_parser_builder::choice(const std::vector & parsers) { + std::vector ids; + ids.reserve(parsers.size()); + for (const auto & p : parsers) { + ids.push_back(p.id()); + } + return choice(ids); +} + +common_peg_parser common_peg_parser_builder::choice(std::initializer_list parsers) { + std::vector ids; + ids.reserve(parsers.size()); + for (const auto & p : parsers) { + ids.push_back(p.id()); + } + return choice(ids); +} + +common_peg_parser common_peg_parser_builder::chars(const std::string & classes, int min, int max) { + auto [ranges, negated] = parse_char_classes(classes); + return wrap(arena_.add_parser(common_peg_chars_parser{classes, ranges, negated, min, max})); +} + +common_peg_parser common_peg_parser_builder::schema(const common_peg_parser & p, const std::string & name, const nlohmann::ordered_json & schema, bool raw) { + return wrap(arena_.add_parser(common_peg_schema_parser{p.id(), name, std::make_shared(schema), raw})); +} + +common_peg_parser common_peg_parser_builder::rule(const std::string & name, const common_peg_parser & p, bool trigger) { + auto clean_name = rule_name(name); + auto rule_id = arena_.add_parser(common_peg_rule_parser{clean_name, p.id(), trigger}); + arena_.add_rule(clean_name, rule_id); + return ref(clean_name); +} + +common_peg_parser common_peg_parser_builder::rule(const std::string & name, const std::function & builder_fn, bool trigger) { + auto clean_name = rule_name(name); + if (arena_.has_rule(clean_name)) { + return ref(clean_name); + } + + // Create placeholder rule to allow recursive references + auto placeholder = any(); // Temporary placeholder + auto placeholder_rule_id = arena_.add_parser(common_peg_rule_parser{clean_name, placeholder.id(), trigger}); + arena_.add_rule(clean_name, placeholder_rule_id); + + // Build the actual parser + auto parser = builder_fn(); + + // Replace placeholder with actual rule + auto rule_id = arena_.add_parser(common_peg_rule_parser{clean_name, parser.id(), trigger}); + arena_.rules_[clean_name] = rule_id; + + return ref(clean_name); +} + +void common_peg_parser_builder::set_root(const common_peg_parser & p) { + arena_.set_root(p.id()); +} + +common_peg_arena common_peg_parser_builder::build() { + arena_.resolve_refs(); + return std::move(arena_); +} + +// JSON parsers +common_peg_parser common_peg_parser_builder::json_number() { + return rule("json-number", [this]() { + auto digit1_9 = chars("[1-9]", 1, 1); + auto digits = chars("[0-9]"); + auto int_part = choice({literal("0"), sequence({digit1_9, chars("[0-9]", 0, -1)})}); + auto frac = sequence({literal("."), digits}); + auto exp = sequence({choice({literal("e"), literal("E")}), optional(chars("[+-]", 1, 1)), digits}); + return sequence({optional(literal("-")), int_part, optional(frac), optional(exp), space()}); + }); +} + +common_peg_parser common_peg_parser_builder::json_string() { + return rule("json-string", [this]() { + return sequence({literal("\""), json_string_content(), literal("\""), space()}); + }); +} + +common_peg_parser common_peg_parser_builder::json_bool() { + return rule("json-bool", [this]() { + return sequence({choice({literal("true"), literal("false")}), space()}); + }); +} + +common_peg_parser common_peg_parser_builder::json_null() { + return rule("json-null", [this]() { + return sequence({literal("null"), space()}); + }); +} + +common_peg_parser common_peg_parser_builder::json_object() { + return rule("json-object", [this]() { + auto ws = space(); + auto member = sequence({json_string(), ws, literal(":"), ws, json()}); + auto members = sequence({member, zero_or_more(sequence({ws, literal(","), ws, member}))}); + return sequence({ + literal("{"), + ws, + choice({ + literal("}"), + sequence({members, ws, literal("}")}) + }), + ws + }); + }); +} + +common_peg_parser common_peg_parser_builder::json_array() { + return rule("json-array", [this]() { + auto ws = space(); + auto elements = sequence({json(), zero_or_more(sequence({literal(","), ws, json()}))}); + return sequence({ + literal("["), + ws, + choice({ + literal("]"), + sequence({elements, ws, literal("]")}) + }), + ws + }); + }); +} + +common_peg_parser common_peg_parser_builder::json() { + return rule("json-value", [this]() { + return choice({ + json_object(), + json_array(), + json_string(), + json_number(), + json_bool(), + json_null() + }); + }); +} + +common_peg_parser common_peg_parser_builder::json_string_content() { + return wrap(arena_.add_parser(common_peg_json_string_parser{})); +} + +common_peg_parser common_peg_parser_builder::json_member(const std::string & key, const common_peg_parser & p) { + auto ws = space(); + return sequence({ + literal("\"" + key + "\""), + ws, + literal(":"), + ws, + p, + }); +} + + +static std::string gbnf_escape_char_class(char c) { + switch (c) { + case '\n': return "\\n"; + case '\t': return "\\t"; + case '\r': return "\\r"; + case '\\': return "\\\\"; + case ']': return "\\]"; + case '[': return "\\["; + default: return std::string(1, c); + } +} + +static std::string gbnf_excluding_pattern(const std::vector & strings) { + trie matcher(strings); + auto pieces = matcher.collect_prefix_and_next(); + + std::string pattern; + for (size_t i = 0; i < pieces.size(); ++i) { + if (i > 0) { + pattern += " | "; + } + + const auto & pre = pieces[i].prefix; + const auto & chars = pieces[i].next_chars; + + std::string cls; + cls.reserve(chars.size()); + for (const auto & ch : chars) { + cls += gbnf_escape_char_class(ch); + } + + if (!pre.empty()) { + pattern += gbnf_format_literal(pre) + " [^" + cls + "]"; + } else { + pattern += "[^" + cls + "]"; + } + } + + return "(" + pattern + ")*"; +} + +static std::unordered_set collect_reachable_rules( + const common_peg_arena & arena, + const common_peg_parser_id & rule +) { + std::unordered_set reachable; + std::unordered_set visited; + + std::function visit = [&](common_peg_parser_id id) { + const auto & parser = arena.get(id); + + std::visit([&](const auto & p) { + using T = std::decay_t; + + if constexpr (std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v) { + // These parsers do not have any children + } else if constexpr (std::is_same_v) { + for (auto child : p.children) { + visit(child); + } + } else if constexpr (std::is_same_v) { + for (auto child : p.children) { + visit(child); + } + } else if constexpr (std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v || + std::is_same_v) { + visit(p.child); + } else if constexpr (std::is_same_v) { + if (visited.find(p.name) == visited.end()) { + visited.insert(p.name); + reachable.insert(p.name); + visit(p.child); + } + } else if constexpr (std::is_same_v) { + // Traverse rules so we pick up everything + auto referenced_rule = arena.get_rule(p.name); + visit(referenced_rule); + } else { + static_assert(is_always_false_v); + } + }, parser); + }; + + visit(rule); + return reachable; +} + +// GBNF generation implementation +void common_peg_arena::build_grammar(const common_grammar_builder & builder, bool lazy) const { + // Generate GBNF for a parser + std::function to_gbnf = [&](common_peg_parser_id id) -> std::string { + const auto & parser = parsers_.at(id); + + return std::visit([&](const auto & p) -> std::string { + using T = std::decay_t; + + if constexpr (std::is_same_v || + std::is_same_v || + std::is_same_v) { + return ""; + } else if constexpr (std::is_same_v) { + return gbnf_format_literal(p.literal); + } else if constexpr (std::is_same_v) { + std::string s; + for (const auto & child : p.children) { + if (!s.empty()) { + s += " "; + } + auto child_gbnf = to_gbnf(child); + const auto & child_parser = parsers_.at(child); + if (std::holds_alternative(child_parser) || + std::holds_alternative(child_parser)) { + s += "(" + child_gbnf + ")"; + } else { + s += child_gbnf; + } + } + return s; + } else if constexpr (std::is_same_v) { + std::string s; + for (const auto & child : p.children) { + if (!s.empty()) { + s += " | "; + } + auto child_gbnf = to_gbnf(child); + const auto & child_parser = parsers_.at(child); + if (std::holds_alternative(child_parser)) { + s += "(" + child_gbnf + ")"; + } else { + s += child_gbnf; + } + } + return s; + } else if constexpr (std::is_same_v) { + auto child_gbnf = to_gbnf(p.child); + const auto & child_parser = parsers_.at(p.child); + if (std::holds_alternative(child_parser) || + std::holds_alternative(child_parser)) { + child_gbnf = "(" + child_gbnf + ")"; + } + if (p.min_count == 0 && p.max_count == 1) { + return child_gbnf + "?"; + } + if (p.min_count == 0 && p.max_count == -1) { + return child_gbnf + "*"; + } + if (p.min_count == 1 && p.max_count == -1) { + return child_gbnf + "+"; + } + if (p.max_count == -1) { + return child_gbnf + "{" + std::to_string(p.min_count) + ",}"; + } + if (p.min_count == p.max_count) { + if (p.min_count == 1) { + return child_gbnf; + } + return child_gbnf + "{" + std::to_string(p.min_count) + "}"; + } + return child_gbnf + "{" + std::to_string(p.min_count) + "," + std::to_string(p.max_count) + "}"; + } else if constexpr (std::is_same_v || std::is_same_v) { + return ""; // Lookahead not supported in GBNF + } else if constexpr (std::is_same_v) { + return "."; + } else if constexpr (std::is_same_v) { + return "space"; + } else if constexpr (std::is_same_v) { + std::string result = p.pattern; + if (p.min_count == 0 && p.max_count == 1) { + return result + "?"; + } + if (p.min_count == 0 && p.max_count == -1) { + return result + "*"; + } + if (p.min_count == 1 && p.max_count == -1) { + return result + "+"; + } + if (p.max_count == -1) { + return result + "{" + std::to_string(p.min_count) + ",}"; + } + if (p.min_count == p.max_count) { + if (p.min_count == 1) { + return result; + } + return result + "{" + std::to_string(p.min_count) + "}"; + } + return result + "{" + std::to_string(p.min_count) + "," + std::to_string(p.max_count) + "}"; + } else if constexpr (std::is_same_v) { + return R"(( [^"\\] | "\\" ( ["\\/ bfnrt] | "u" [0-9a-fA-F]{4} ) )*)"; + } else if constexpr (std::is_same_v) { + if (p.delimiters.empty()) { + return ".*"; + } + return gbnf_excluding_pattern(p.delimiters); + } else if constexpr (std::is_same_v) { + if (p.schema) { + if (p.raw && p.schema->contains("type") && p.schema->at("type").is_string() && p.schema->at("type") == "string") { + // TODO: Implement more comprehensive grammar generation for raw strings. + // For now, use the grammar emitted from the underlying parser. + return to_gbnf(p.child); + } + return builder.add_schema(p.name, *p.schema); + } + return to_gbnf(p.child); + } else if constexpr (std::is_same_v) { + return p.name; + } else if constexpr (std::is_same_v) { + // Refs should not exist after flattening, but kept just in case + return p.name; + } else if constexpr (std::is_same_v) { + return to_gbnf(p.child); + } else if constexpr (std::is_same_v) { + return to_gbnf(p.child); + } else { + static_assert(is_always_false_v); + } + }, parser); + }; + + // Collect reachable rules + std::unordered_set reachable_rules; + + if (lazy) { + // Collect rules reachable from trigger rules + for (const auto & [name, id] : rules_) { + const auto & parser = parsers_.at(id); + if (auto rule = std::get_if(&parser)) { + if (rule->trigger) { + // Mark trigger as reachable and visit it + reachable_rules.insert(name); + auto add_rules = collect_reachable_rules(*this, id); + reachable_rules.insert(add_rules.begin(), add_rules.end()); + } + } + } + } else { + // Collect rules reachable from root + reachable_rules = collect_reachable_rules(*this, root_); + } + + // Create GBNF rules for all reachable rules + for (const auto & [name, rule_id] : rules_) { + if (reachable_rules.find(name) == reachable_rules.end()) { + continue; + } + + const auto & parser = parsers_.at(rule_id); + if (auto rule = std::get_if(&parser)) { + builder.add_rule(rule->name, to_gbnf(rule->child)); + } + } + + if (lazy) { + // Generate root rule from trigger rules only + std::vector trigger_names; + for (const auto & [name, rule_id] : rules_) { + const auto & parser = parsers_.at(rule_id); + if (auto rule = std::get_if(&parser)) { + if (rule->trigger) { + trigger_names.push_back(rule->name); + } + } + } + + // Sort for predictable order + std::sort(trigger_names.begin(), trigger_names.end()); + builder.add_rule("root", string_join(trigger_names, " | ")); + } else if (root_ != COMMON_PEG_INVALID_PARSER_ID) { + builder.add_rule("root", to_gbnf(root_)); + } +} + +static nlohmann::json serialize_parser_variant(const common_peg_parser_variant & variant) { + using json = nlohmann::json; + + return std::visit([](const auto & p) -> json { + using T = std::decay_t; + + if constexpr (std::is_same_v) { + return json{{"type", "epsilon"}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "start"}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "end"}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "literal"}, {"literal", p.literal}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "sequence"}, {"children", p.children}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "choice"}, {"children", p.children}}; + } else if constexpr (std::is_same_v) { + return json{ + {"type", "repetition"}, + {"child", p.child}, + {"min_count", p.min_count}, + {"max_count", p.max_count} + }; + } else if constexpr (std::is_same_v) { + return json{{"type", "and"}, {"child", p.child}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "not"}, {"child", p.child}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "any"}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "space"}}; + } else if constexpr (std::is_same_v) { + json ranges = json::array(); + for (const auto & range : p.ranges) { + ranges.push_back({{"start", range.start}, {"end", range.end}}); + } + return json{ + {"type", "chars"}, + {"pattern", p.pattern}, + {"ranges", ranges}, + {"negated", p.negated}, + {"min_count", p.min_count}, + {"max_count", p.max_count} + }; + } else if constexpr (std::is_same_v) { + return json{{"type", "json_string"}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "until"}, {"delimiters", p.delimiters}}; + } else if constexpr (std::is_same_v) { + return json{ + {"type", "schema"}, + {"child", p.child}, + {"name", p.name}, + {"schema", p.schema ? *p.schema : nullptr}, + {"raw", p.raw} + }; + } else if constexpr (std::is_same_v) { + return json{ + {"type", "rule"}, + {"name", p.name}, + {"child", p.child}, + {"trigger", p.trigger} + }; + } else if constexpr (std::is_same_v) { + return json{{"type", "ref"}, {"name", p.name}}; + } else if constexpr (std::is_same_v) { + return json{{"type", "atomic"}, {"child", p.child}}; + } else if constexpr (std::is_same_v) { + return json{ + {"type", "tag"}, + {"child", p.child}, + {"tag", p.tag} + }; + } + }, variant); +} + +nlohmann::json common_peg_arena::to_json() const { + auto parsers = nlohmann::json::array(); + for (const auto & parser : parsers_) { + parsers.push_back(serialize_parser_variant(parser)); + } + return nlohmann::json{ + {"parsers", parsers}, + {"rules", rules_}, + {"root", root_} + }; +} + +static common_peg_parser_variant deserialize_parser_variant(const nlohmann::json & j) { + if (!j.contains("type") || !j["type"].is_string()) { + throw std::runtime_error("Parser variant JSON missing or invalid 'type' field"); + } + + std::string type = j["type"]; + + if (type == "epsilon") { + return common_peg_epsilon_parser{}; + } + if (type == "start") { + return common_peg_start_parser{}; + } + if (type == "end") { + return common_peg_end_parser{}; + } + if (type == "literal") { + if (!j.contains("literal") || !j["literal"].is_string()) { + throw std::runtime_error("literal parser missing or invalid 'literal' field"); + } + return common_peg_literal_parser{j["literal"]}; + } + if (type == "sequence") { + if (!j.contains("children") || !j["children"].is_array()) { + throw std::runtime_error("sequence parser missing or invalid 'children' field"); + } + return common_peg_sequence_parser{j["children"].get>()}; + } + if (type == "choice") { + if (!j.contains("children") || !j["children"].is_array()) { + throw std::runtime_error("choice parser missing or invalid 'children' field"); + } + return common_peg_choice_parser{j["children"].get>()}; + } + if (type == "repetition") { + if (!j.contains("child") || !j.contains("min_count") || !j.contains("max_count")) { + throw std::runtime_error("repetition parser missing required fields"); + } + return common_peg_repetition_parser{ + j["child"].get(), + j["min_count"].get(), + j["max_count"].get() + }; + } + if (type == "and") { + if (!j.contains("child")) { + throw std::runtime_error("and parser missing 'child' field"); + } + return common_peg_and_parser{j["child"].get()}; + } + if (type == "not") { + if (!j.contains("child")) { + throw std::runtime_error("not parser missing 'child' field"); + } + return common_peg_not_parser{j["child"].get()}; + } + if (type == "any") { + return common_peg_any_parser{}; + } + if (type == "space") { + return common_peg_space_parser{}; + } + if (type == "chars") { + if (!j.contains("pattern") || !j.contains("ranges") || !j.contains("negated") || + !j.contains("min_count") || !j.contains("max_count")) { + throw std::runtime_error("chars parser missing required fields"); + } + common_peg_chars_parser parser; + parser.pattern = j["pattern"]; + parser.negated = j["negated"]; + parser.min_count = j["min_count"]; + parser.max_count = j["max_count"]; + for (const auto & range_json : j["ranges"]) { + if (!range_json.contains("start") || !range_json.contains("end")) { + throw std::runtime_error("char_range missing 'start' or 'end' field"); + } + parser.ranges.push_back({ + range_json["start"].get(), + range_json["end"].get() + }); + } + return parser; + } + if (type == "json_string") { + return common_peg_json_string_parser{}; + } + if (type == "until") { + if (!j.contains("delimiters") || !j["delimiters"].is_array()) { + throw std::runtime_error("until parser missing or invalid 'delimiters' field"); + } + return common_peg_until_parser{j["delimiters"].get>()}; + } + if (type == "schema") { + if (!j.contains("child") || !j.contains("name") || !j.contains("schema") || !j.contains("raw")) { + throw std::runtime_error("schema parser missing required fields"); + } + common_peg_schema_parser parser; + parser.child = j["child"].get(); + parser.name = j["name"]; + if (!j["schema"].is_null()) { + parser.schema = std::make_shared(j["schema"]); + } + parser.raw = j["raw"].get(); + return parser; + } + if (type == "rule") { + if (!j.contains("name") || !j.contains("child") || !j.contains("trigger")) { + throw std::runtime_error("rule parser missing required fields"); + } + return common_peg_rule_parser{ + j["name"].get(), + j["child"].get(), + j["trigger"].get() + }; + } + if (type == "ref") { + if (!j.contains("name") || !j["name"].is_string()) { + throw std::runtime_error("ref parser missing or invalid 'name' field"); + } + return common_peg_ref_parser{j["name"]}; + } + if (type == "atomic") { + if (!j.contains("child")) { + throw std::runtime_error("tag parser missing required fields"); + } + return common_peg_atomic_parser{ + j["child"].get(), + }; + } + if (type == "tag") { + if (!j.contains("child") || !j.contains("tag")) { + throw std::runtime_error("tag parser missing required fields"); + } + return common_peg_tag_parser{ + j["child"].get(), + j["tag"].get(), + }; + } + + throw std::runtime_error("Unknown parser type: " + type); +} + +common_peg_arena common_peg_arena::from_json(const nlohmann::json & j) { + if (!j.contains("parsers") || !j["parsers"].is_array()) { + throw std::runtime_error("JSON missing or invalid 'parsers' array"); + } + if (!j.contains("rules") || !j["rules"].is_object()) { + throw std::runtime_error("JSON missing or invalid 'rules' object"); + } + if (!j.contains("root")) { + throw std::runtime_error("JSON missing 'root' field"); + } + + common_peg_arena arena; + + const auto & parsers_json = j["parsers"]; + arena.parsers_.reserve(parsers_json.size()); + for (const auto & parser_json : parsers_json) { + arena.parsers_.push_back(deserialize_parser_variant(parser_json)); + } + + arena.rules_ = j["rules"].get>(); + + for (const auto & [name, id] : arena.rules_) { + if (id >= arena.parsers_.size()) { + throw std::runtime_error("Rule '" + name + "' references invalid parser ID: " + std::to_string(id)); + } + } + + arena.root_ = j["root"].get(); + if (arena.root_ != COMMON_PEG_INVALID_PARSER_ID && arena.root_ >= arena.parsers_.size()) { + throw std::runtime_error("Root references invalid parser ID: " + std::to_string(arena.root_)); + } + + return arena; +} + +std::string common_peg_arena::save() const { + return to_json().dump(); +} + +void common_peg_arena::load(const std::string & data) { + *this = from_json(nlohmann::json::parse(data)); +} + +common_peg_arena build_peg_parser(const std::function & fn) { + common_peg_parser_builder builder; + builder.set_root(fn(builder)); + return builder.build(); +} diff --git a/common/peg-parser.h b/common/peg-parser.h new file mode 100644 index 0000000000..1cd640365f --- /dev/null +++ b/common/peg-parser.h @@ -0,0 +1,459 @@ +#pragma once + +#include + +#include +#include +#include +#include +#include +#include +#include + +struct common_grammar_builder; + +class common_peg_parser_builder; + +using common_peg_parser_id = size_t; +constexpr common_peg_parser_id COMMON_PEG_INVALID_PARSER_ID = static_cast(-1); + +using common_peg_ast_id = size_t; +constexpr common_peg_ast_id COMMON_PEG_INVALID_AST_ID = static_cast(-1); + +// Lightweight wrapper around common_peg_parser_id for convenience +class common_peg_parser { + common_peg_parser_id id_; + common_peg_parser_builder & builder_; + + public: + common_peg_parser(const common_peg_parser & other) : id_(other.id_), builder_(other.builder_) {} + common_peg_parser(common_peg_parser_id id, common_peg_parser_builder & builder) : id_(id), builder_(builder) {} + + common_peg_parser & operator=(const common_peg_parser & other); + common_peg_parser & operator+=(const common_peg_parser & other); + common_peg_parser & operator|=(const common_peg_parser & other); + + operator common_peg_parser_id() const { return id_; } + common_peg_parser_id id() const { return id_; } + + common_peg_parser_builder & builder() const { return builder_; } + + // Creates a sequence + common_peg_parser operator+(const common_peg_parser & other) const; + + // Creates a sequence separated by spaces. + common_peg_parser operator<<(const common_peg_parser & other) const; + + // Creates a choice + common_peg_parser operator|(const common_peg_parser & other) const; + + common_peg_parser operator+(const char * str) const; + common_peg_parser operator+(const std::string & str) const; + common_peg_parser operator<<(const char * str) const; + common_peg_parser operator<<(const std::string & str) const; + common_peg_parser operator|(const char * str) const; + common_peg_parser operator|(const std::string & str) const; +}; + +common_peg_parser operator+(const char * str, const common_peg_parser & p); +common_peg_parser operator+(const std::string & str, const common_peg_parser & p); +common_peg_parser operator<<(const char * str, const common_peg_parser & p); +common_peg_parser operator<<(const std::string & str, const common_peg_parser & p); +common_peg_parser operator|(const char * str, const common_peg_parser & p); +common_peg_parser operator|(const std::string & str, const common_peg_parser & p); + +enum common_peg_parse_result_type { + COMMON_PEG_PARSE_RESULT_FAIL = 0, + COMMON_PEG_PARSE_RESULT_SUCCESS = 1, + COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT = 2, +}; + +const char * common_peg_parse_result_type_name(common_peg_parse_result_type type); + +struct common_peg_ast_node { + common_peg_ast_id id; + std::string rule; + std::string tag; + size_t start; + size_t end; + std::string_view text; + std::vector children; + + bool is_partial = false; +}; + +struct common_peg_parse_result; + +using common_peg_ast_visitor = std::function; + +class common_peg_ast_arena { + std::vector nodes_; + public: + common_peg_ast_id add_node( + const std::string & rule, + const std::string & tag, + size_t start, + size_t end, + std::string_view text, + std::vector children, + bool is_partial = false + ) { + common_peg_ast_id id = nodes_.size(); + nodes_.push_back({id, rule, tag, start, end, text, std::move(children), is_partial}); + return id; + } + + const common_peg_ast_node & get(common_peg_ast_id id) const { return nodes_.at(id); } + + size_t size() const { return nodes_.size(); } + + void clear() { nodes_.clear(); } + + void visit(common_peg_ast_id id, const common_peg_ast_visitor & visitor) const; + void visit(const common_peg_parse_result & result, const common_peg_ast_visitor & visitor) const; +}; + +struct common_peg_parse_result { + common_peg_parse_result_type type = COMMON_PEG_PARSE_RESULT_FAIL; + size_t start = 0; + size_t end = 0; + + std::vector nodes; + + common_peg_parse_result() = default; + + common_peg_parse_result(common_peg_parse_result_type type, size_t start) + : type(type), start(start), end(start) {} + + common_peg_parse_result(common_peg_parse_result_type type, size_t start, size_t end) + : type(type), start(start), end(end) {} + + common_peg_parse_result(common_peg_parse_result_type type, size_t start, size_t end, std::vector nodes) + : type(type), start(start), end(end), nodes(std::move(nodes)) {} + + bool fail() const { return type == COMMON_PEG_PARSE_RESULT_FAIL; } + bool need_more_input() const { return type == COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT; } + bool success() const { return type == COMMON_PEG_PARSE_RESULT_SUCCESS; } +}; + +struct common_peg_parse_context { + std::string input; + bool is_partial; + common_peg_ast_arena ast; + + int parse_depth; + + common_peg_parse_context() + : is_partial(false), parse_depth(0) {} + + common_peg_parse_context(const std::string & input) + : input(input), is_partial(false), parse_depth(0) {} + + common_peg_parse_context(const std::string & input, bool is_partial) + : input(input), is_partial(is_partial), parse_depth(0) {} +}; + +class common_peg_arena; + +// Parser variants +struct common_peg_epsilon_parser {}; + +struct common_peg_start_parser {}; + +struct common_peg_end_parser {}; + +struct common_peg_literal_parser { + std::string literal; +}; + +struct common_peg_sequence_parser { + std::vector children; +}; + +struct common_peg_choice_parser { + std::vector children; +}; + +struct common_peg_repetition_parser { + common_peg_parser_id child; + int min_count; + int max_count; // -1 for unbounded +}; + +struct common_peg_and_parser { + common_peg_parser_id child; +}; + +struct common_peg_not_parser { + common_peg_parser_id child; +}; + +struct common_peg_any_parser {}; + +struct common_peg_space_parser {}; + +struct common_peg_chars_parser { + struct char_range { + uint32_t start; + uint32_t end; + bool contains(uint32_t codepoint) const { return codepoint >= start && codepoint <= end; } + }; + + std::string pattern; + std::vector ranges; + bool negated; + int min_count; + int max_count; // -1 for unbounded +}; + +struct common_peg_json_string_parser {}; + +struct common_peg_until_parser { + std::vector delimiters; +}; + +struct common_peg_schema_parser { + common_peg_parser_id child; + std::string name; + std::shared_ptr schema; + + // Indicates if the GBNF should accept a raw string that matches the schema. + bool raw; +}; + +struct common_peg_rule_parser { + std::string name; + common_peg_parser_id child; + bool trigger; +}; + +struct common_peg_ref_parser { + std::string name; +}; + +struct common_peg_atomic_parser { + common_peg_parser_id child; +}; + +struct common_peg_tag_parser { + common_peg_parser_id child; + std::string tag; +}; + +// Variant holding all parser types +using common_peg_parser_variant = std::variant< + common_peg_epsilon_parser, + common_peg_start_parser, + common_peg_end_parser, + common_peg_literal_parser, + common_peg_sequence_parser, + common_peg_choice_parser, + common_peg_repetition_parser, + common_peg_and_parser, + common_peg_not_parser, + common_peg_any_parser, + common_peg_space_parser, + common_peg_chars_parser, + common_peg_json_string_parser, + common_peg_until_parser, + common_peg_schema_parser, + common_peg_rule_parser, + common_peg_ref_parser, + common_peg_atomic_parser, + common_peg_tag_parser +>; + +class common_peg_arena { + std::vector parsers_; + std::unordered_map rules_; + common_peg_parser_id root_ = COMMON_PEG_INVALID_PARSER_ID; + + public: + const common_peg_parser_variant & get(common_peg_parser_id id) const { return parsers_.at(id); } + common_peg_parser_variant & get(common_peg_parser_id id) { return parsers_.at(id); } + + size_t size() const { return parsers_.size(); } + bool empty() const { return parsers_.empty(); } + + common_peg_parser_id get_rule(const std::string & name) const; + bool has_rule(const std::string & name) const { return rules_.find(name) != rules_.end(); } + + common_peg_parser_id root() const { return root_; } + void set_root(common_peg_parser_id id) { root_ = id; } + + common_peg_parse_result parse(common_peg_parse_context & ctx, size_t start = 0) const; + common_peg_parse_result parse(common_peg_parser_id id, common_peg_parse_context & ctx, size_t start) const; + + void resolve_refs(); + + void build_grammar(const common_grammar_builder & builder, bool lazy = false) const; + + std::string dump(common_peg_parser_id id) const; + + nlohmann::json to_json() const; + static common_peg_arena from_json(const nlohmann::json & j); + + std::string save() const; + void load(const std::string & data); + + friend class common_peg_parser_builder; + + private: + common_peg_parser_id add_parser(common_peg_parser_variant parser); + void add_rule(const std::string & name, common_peg_parser_id id); + + common_peg_parser_id resolve_ref(common_peg_parser_id id); +}; + +class common_peg_parser_builder { + common_peg_arena arena_; + + common_peg_parser wrap(common_peg_parser_id id) { return common_peg_parser(id, *this); } + common_peg_parser add(const common_peg_parser_variant & p) { return wrap(arena_.add_parser(p)); } + + public: + common_peg_parser_builder(); + + // Match nothing, always succeed. + // S -> ε + common_peg_parser eps() { return add(common_peg_epsilon_parser{}); } + + // Matches the start of the input. + // S -> ^ + common_peg_parser start() { return add(common_peg_start_parser{}); } + + // Matches the end of the input. + // S -> $ + common_peg_parser end() { return add(common_peg_end_parser{}); } + + // Matches an exact literal string. + // S -> "hello" + common_peg_parser literal(const std::string & literal) { return add(common_peg_literal_parser{literal}); } + + // Matches a sequence of parsers in order, all must succeed. + // S -> A B C + common_peg_parser sequence() { return add(common_peg_sequence_parser{}); } + common_peg_parser sequence(const std::vector & parsers); + common_peg_parser sequence(const std::vector & parsers); + common_peg_parser sequence(std::initializer_list parsers); + + // Matches the first parser that succeeds from a list of alternatives. + // S -> A | B | C + common_peg_parser choice() { return add(common_peg_choice_parser{}); } + common_peg_parser choice(const std::vector & parsers); + common_peg_parser choice(const std::vector & parsers); + common_peg_parser choice(std::initializer_list parsers); + + // Matches one or more repetitions of a parser. + // S -> A+ + common_peg_parser one_or_more(const common_peg_parser & p) { return repeat(p, 1, -1); } + + // Matches zero or more repetitions of a parser, always succeeds. + // S -> A* + common_peg_parser zero_or_more(const common_peg_parser & p) { return repeat(p, 0, -1); } + + // Matches zero or one occurrence of a parser, always succeeds. + // S -> A? + common_peg_parser optional(const common_peg_parser & p) { return repeat(p, 0, 1); } + + // Positive lookahead: succeeds if child parser succeeds, consumes no input. + // S -> &A + common_peg_parser peek(const common_peg_parser & p) { return add(common_peg_and_parser{p}); } + + // Negative lookahead: succeeds if child parser fails, consumes no input. + // S -> !A + common_peg_parser negate(const common_peg_parser & p) { return add(common_peg_not_parser{p}); } + + // Matches any single character. + // S -> . + common_peg_parser any() { return add(common_peg_any_parser{}); } + + // Matches between min and max repetitions of characters from a character class. + // S -> [a-z]{m,n} + // + // Use -1 for max to represent unbounded repetition (equivalent to {m,}) + common_peg_parser chars(const std::string & classes, int min = 1, int max = -1); + + // Creates a lightweight reference to a named rule (resolved during build()). + // Use this for forward references in recursive grammars. + // expr_ref -> expr + common_peg_parser ref(const std::string & name) { return add(common_peg_ref_parser{name}); } + + // Matches zero or more whitespace characters (space, tab, newline). + // S -> [ \t\n]* + common_peg_parser space() { return add(common_peg_space_parser{}); } + + // Matches all characters until a delimiter is found (delimiter not consumed). + // S -> (!delim .)* + common_peg_parser until(const std::string & delimiter) { return add(common_peg_until_parser{{delimiter}}); } + + // Matches all characters until one of the delimiters in the list is found (delimiter not consumed). + // S -> (!delim .)* + common_peg_parser until_one_of(const std::vector & delimiters) { return add(common_peg_until_parser{delimiters}); } + + // Matches everything + // S -> .* + common_peg_parser rest() { return until_one_of({}); } + + // Matches between min and max repetitions of a parser (inclusive). + // S -> A{m,n} + // Use -1 for max to represent unbounded repetition (equivalent to {m,}) + common_peg_parser repeat(const common_peg_parser & p, int min, int max) { return add(common_peg_repetition_parser{p, min,max}); } + + // Matches exactly n repetitions of a parser. + // S -> A{n} + common_peg_parser repeat(const common_peg_parser & p, int n) { return repeat(p, n, n); } + + // Creates a complete JSON parser supporting objects, arrays, strings, numbers, booleans, and null. + // value -> object | array | string | number | true | false | null + common_peg_parser json(); + common_peg_parser json_object(); + common_peg_parser json_string(); + common_peg_parser json_array(); + common_peg_parser json_number(); + common_peg_parser json_bool(); + common_peg_parser json_null(); + + // Matches JSON string content without the surrounding quotes. + // Useful for extracting content within a JSON string. + common_peg_parser json_string_content(); + + // Matches a JSON object member with a key and associated parser as the + // value. + common_peg_parser json_member(const std::string & key, const common_peg_parser & p); + + // Wraps a parser with JSON schema metadata for grammar generation. + // Used internally to convert JSON schemas to GBNF grammar rules. + common_peg_parser schema(const common_peg_parser & p, const std::string & name, const nlohmann::ordered_json & schema, bool raw = false); + + // Creates a named rule, stores it in the grammar, and returns a ref. + // If trigger=true, marks this rule as an entry point for lazy grammar generation. + // auto json = p.rule("json", json_obj | json_arr | ...) + common_peg_parser rule(const std::string & name, const common_peg_parser & p, bool trigger = false); + + // Creates a named rule using a builder function, and returns a ref. + // If trigger=true, marks this rule as an entry point for lazy grammar generation. + // auto json = p.rule("json", [&]() { return json_object() | json_array() | ... }) + common_peg_parser rule(const std::string & name, const std::function & builder, bool trigger = false); + + // Creates a trigger rule. When generating a lazy grammar from the parser, + // only trigger rules and descendents are emitted. + common_peg_parser trigger_rule(const std::string & name, const common_peg_parser & p) { return rule(name, p, true); } + common_peg_parser trigger_rule(const std::string & name, const std::function & builder) { return rule(name, builder, true); } + + // Creates an atomic parser. Atomic parsers do not create an AST node if + // the child results in a partial parse, i.e. NEEDS_MORE_INPUT. This is + // intended for situations where partial output is undesirable. + common_peg_parser atomic(const common_peg_parser & p) { return add(common_peg_atomic_parser{p}); } + + // Tags create nodes in the generated AST for semantic purposes. + // Unlike rules, you can tag multiple nodes with the same tag. + common_peg_parser tag(const std::string & tag, const common_peg_parser & p) { return add(common_peg_tag_parser{p.id(), tag}); } + + void set_root(const common_peg_parser & p); + + common_peg_arena build(); +}; + +// Helper function for building parsers +common_peg_arena build_peg_parser(const std::function & fn); diff --git a/common/preset.cpp b/common/preset.cpp new file mode 100644 index 0000000000..60746aad58 --- /dev/null +++ b/common/preset.cpp @@ -0,0 +1,206 @@ +#include "arg.h" +#include "preset.h" +#include "peg-parser.h" +#include "log.h" + +#include +#include +#include + +static std::string rm_leading_dashes(const std::string & str) { + size_t pos = 0; + while (pos < str.size() && str[pos] == '-') { + ++pos; + } + return str.substr(pos); +} + +std::vector common_preset::to_args() const { + std::vector args; + + for (const auto & [opt, value] : options) { + args.push_back(opt.args.back()); // use the last arg as the main arg + if (opt.value_hint == nullptr && opt.value_hint_2 == nullptr) { + // flag option, no value + if (common_arg_utils::is_falsey(value)) { + // use negative arg if available + if (!opt.args_neg.empty()) { + args.back() = opt.args_neg.back(); + } else { + // otherwise, skip the flag + // TODO: maybe throw an error instead? + args.pop_back(); + } + } + } + if (opt.value_hint != nullptr) { + // single value + args.push_back(value); + } + if (opt.value_hint != nullptr && opt.value_hint_2 != nullptr) { + throw std::runtime_error(string_format( + "common_preset::to_args(): option '%s' has two values, which is not supported yet", + opt.args.back() + )); + } + } + + return args; +} + +std::string common_preset::to_ini() const { + std::ostringstream ss; + + ss << "[" << name << "]\n"; + for (const auto & [opt, value] : options) { + auto espaced_value = value; + string_replace_all(espaced_value, "\n", "\\\n"); + ss << rm_leading_dashes(opt.args.back()) << " = "; + ss << espaced_value << "\n"; + } + ss << "\n"; + + return ss.str(); +} + +static std::map> parse_ini_from_file(const std::string & path) { + std::map> parsed; + + if (!std::filesystem::exists(path)) { + throw std::runtime_error("preset file does not exist: " + path); + } + + std::ifstream file(path); + if (!file.good()) { + throw std::runtime_error("failed to open server preset file: " + path); + } + + std::string contents((std::istreambuf_iterator(file)), std::istreambuf_iterator()); + + static const auto parser = build_peg_parser([](auto & p) { + // newline ::= "\r\n" / "\n" / "\r" + auto newline = p.rule("newline", p.literal("\r\n") | p.literal("\n") | p.literal("\r")); + + // ws ::= [ \t]* + auto ws = p.rule("ws", p.chars("[ \t]", 0, -1)); + + // comment ::= [;#] (!newline .)* + auto comment = p.rule("comment", p.chars("[;#]", 1, 1) + p.zero_or_more(p.negate(newline) + p.any())); + + // eol ::= ws comment? (newline / EOF) + auto eol = p.rule("eol", ws + p.optional(comment) + (newline | p.end())); + + // ident ::= [a-zA-Z_] [a-zA-Z0-9_.-]* + auto ident = p.rule("ident", p.chars("[a-zA-Z_]", 1, 1) + p.chars("[a-zA-Z0-9_.-]", 0, -1)); + + // value ::= (!eol-start .)* + auto eol_start = p.rule("eol-start", ws + (p.chars("[;#]", 1, 1) | newline | p.end())); + auto value = p.rule("value", p.zero_or_more(p.negate(eol_start) + p.any())); + + // header-line ::= "[" ws ident ws "]" eol + auto header_line = p.rule("header-line", "[" + ws + p.tag("section-name", p.chars("[^]]")) + ws + "]" + eol); + + // kv-line ::= ident ws "=" ws value eol + auto kv_line = p.rule("kv-line", p.tag("key", ident) + ws + "=" + ws + p.tag("value", value) + eol); + + // comment-line ::= ws comment (newline / EOF) + auto comment_line = p.rule("comment-line", ws + comment + (newline | p.end())); + + // blank-line ::= ws (newline / EOF) + auto blank_line = p.rule("blank-line", ws + (newline | p.end())); + + // line ::= header-line / kv-line / comment-line / blank-line + auto line = p.rule("line", header_line | kv_line | comment_line | blank_line); + + // ini ::= line* EOF + auto ini = p.rule("ini", p.zero_or_more(line) + p.end()); + + return ini; + }); + + common_peg_parse_context ctx(contents); + const auto result = parser.parse(ctx); + if (!result.success()) { + throw std::runtime_error("failed to parse server config file: " + path); + } + + std::string current_section = COMMON_PRESET_DEFAULT_NAME; + std::string current_key; + + ctx.ast.visit(result, [&](const auto & node) { + if (node.tag == "section-name") { + const std::string section = std::string(node.text); + current_section = section; + parsed[current_section] = {}; + } else if (node.tag == "key") { + const std::string key = std::string(node.text); + current_key = key; + } else if (node.tag == "value" && !current_key.empty() && !current_section.empty()) { + parsed[current_section][current_key] = std::string(node.text); + current_key.clear(); + } + }); + + return parsed; +} + +static std::map get_map_key_opt(common_params_context & ctx_params) { + std::map mapping; + for (const auto & opt : ctx_params.options) { + for (const auto & env : opt.get_env()) { + mapping[env] = opt; + } + for (const auto & arg : opt.get_args()) { + mapping[rm_leading_dashes(arg)] = opt; + } + } + return mapping; +} + +static bool is_bool_arg(const common_arg & arg) { + return !arg.args_neg.empty(); +} + +static std::string parse_bool_arg(const common_arg & arg, const std::string & key, const std::string & value) { + // if this is a negated arg, we need to reverse the value + for (const auto & neg_arg : arg.args_neg) { + if (rm_leading_dashes(neg_arg) == key) { + return common_arg_utils::is_truthy(value) ? "false" : "true"; + } + } + // otherwise, not negated + return value; +} + +common_presets common_presets_load(const std::string & path, common_params_context & ctx_params) { + common_presets out; + auto key_to_opt = get_map_key_opt(ctx_params); + auto ini_data = parse_ini_from_file(path); + + for (auto section : ini_data) { + common_preset preset; + if (section.first.empty()) { + preset.name = COMMON_PRESET_DEFAULT_NAME; + } else { + preset.name = section.first; + } + LOG_DBG("loading preset: %s\n", preset.name.c_str()); + for (const auto & [key, value] : section.second) { + LOG_DBG("option: %s = %s\n", key.c_str(), value.c_str()); + if (key_to_opt.find(key) != key_to_opt.end()) { + auto & opt = key_to_opt[key]; + if (is_bool_arg(opt)) { + preset.options[opt] = parse_bool_arg(opt, key, value); + } else { + preset.options[opt] = value; + } + LOG_DBG("accepted option: %s = %s\n", key.c_str(), preset.options[opt].c_str()); + } else { + // TODO: maybe warn about unknown key? + } + } + out[preset.name] = preset; + } + + return out; +} diff --git a/common/preset.h b/common/preset.h new file mode 100644 index 0000000000..dceb849eb8 --- /dev/null +++ b/common/preset.h @@ -0,0 +1,32 @@ +#pragma once + +#include "common.h" +#include "arg.h" + +#include +#include +#include + +// +// INI preset parser and writer +// + +constexpr const char * COMMON_PRESET_DEFAULT_NAME = "default"; + +struct common_preset { + std::string name; + // TODO: support repeated args in the future + std::map options; + + // convert preset to CLI argument list + std::vector to_args() const; + + // convert preset to INI format string + std::string to_ini() const; + + // TODO: maybe implement to_env() if needed +}; + +// interface for multiple presets in one file +using common_presets = std::map; +common_presets common_presets_load(const std::string & path, common_params_context & ctx_params); diff --git a/common/sampling.cpp b/common/sampling.cpp index 7a6b7be1e0..6935d84e22 100644 --- a/common/sampling.cpp +++ b/common/sampling.cpp @@ -104,9 +104,10 @@ struct ring_buffer { struct common_sampler { common_params_sampling params; - struct llama_sampler * grmr; struct llama_sampler * chain; + bool grammar; + ring_buffer prev; std::vector cur; @@ -116,7 +117,6 @@ struct common_sampler { void reset() { prev.clear(); - llama_sampler_reset(grmr); llama_sampler_reset(chain); } @@ -167,10 +167,15 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, co lparams.no_perf = params.no_perf; - struct llama_sampler * grmr; + llama_sampler * chain = llama_sampler_chain_init(lparams); + + bool grammar = false; + std::vector samplers; + if (params.grammar.compare(0, 11, "%llguidance") == 0) { #ifdef LLAMA_USE_LLGUIDANCE - grmr = llama_sampler_init_llg(vocab, "lark", params.grammar.c_str()); + samplers.push_back(llama_sampler_init_llg(vocab, "lark", params.grammar.c_str())); + grammar = true; #else GGML_ABORT("llguidance (cmake -DLLAMA_LLGUIDANCE=ON) is not enabled"); #endif // LLAMA_USE_LLGUIDANCE @@ -217,30 +222,23 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, co trigger_patterns_c.push_back(regex.c_str()); } - grmr = params.grammar_lazy - ? llama_sampler_init_grammar_lazy_patterns(vocab, params.grammar.c_str(), "root", - trigger_patterns_c.data(), trigger_patterns_c.size(), - trigger_tokens.data(), trigger_tokens.size()) - : llama_sampler_init_grammar(vocab, params.grammar.c_str(), "root"); - if (!grmr) { - return nullptr; + if (!params.grammar.empty()) { + if (params.grammar_lazy) { + samplers.push_back( + llama_sampler_init_grammar_lazy_patterns(vocab, params.grammar.c_str(), "root", + trigger_patterns_c.data(), trigger_patterns_c.size(), + trigger_tokens.data(), trigger_tokens.size())); + } else { + samplers.push_back(llama_sampler_init_grammar(vocab, params.grammar.c_str(), "root")); + } + + grammar = true; } } - auto * result = new common_sampler { - /* .params = */ params, - /* .grmr = */ grmr, - /* .chain = */ llama_sampler_chain_init(lparams), - /* .prev = */ ring_buffer(std::max(32, params.n_prev)), - /* .cur = */ {}, - /* .cur_p = */ {}, - }; - - llama_sampler_chain_add(result->chain, - llama_sampler_init_logit_bias( - llama_vocab_n_tokens(vocab), - params.logit_bias.size(), - params.logit_bias.data())); + if (params.has_logit_bias()) { + samplers.push_back(llama_sampler_init_logit_bias(llama_vocab_n_tokens(vocab), params.logit_bias.size(), params.logit_bias.data())); + } if (params.mirostat == 0) { for (const auto & cnstr : params.samplers) { @@ -253,58 +251,70 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, co c_breakers.push_back(str.c_str()); } - llama_sampler_chain_add(result->chain, llama_sampler_init_dry (vocab, llama_model_n_ctx_train(model), params.dry_multiplier, params.dry_base, params.dry_allowed_length, params.dry_penalty_last_n, c_breakers.data(), c_breakers.size())); + samplers.push_back(llama_sampler_init_dry (vocab, llama_model_n_ctx_train(model), params.dry_multiplier, params.dry_base, params.dry_allowed_length, params.dry_penalty_last_n, c_breakers.data(), c_breakers.size())); } break; case COMMON_SAMPLER_TYPE_TOP_K: - llama_sampler_chain_add(result->chain, llama_sampler_init_top_k (params.top_k)); + samplers.push_back(llama_sampler_init_top_k (params.top_k)); break; case COMMON_SAMPLER_TYPE_TOP_P: - llama_sampler_chain_add(result->chain, llama_sampler_init_top_p (params.top_p, params.min_keep)); + samplers.push_back(llama_sampler_init_top_p (params.top_p, params.min_keep)); break; case COMMON_SAMPLER_TYPE_TOP_N_SIGMA: - llama_sampler_chain_add(result->chain, llama_sampler_init_top_n_sigma (params.top_n_sigma)); + samplers.push_back(llama_sampler_init_top_n_sigma(params.top_n_sigma)); break; case COMMON_SAMPLER_TYPE_MIN_P: - llama_sampler_chain_add(result->chain, llama_sampler_init_min_p (params.min_p, params.min_keep)); + samplers.push_back(llama_sampler_init_min_p (params.min_p, params.min_keep)); break; case COMMON_SAMPLER_TYPE_XTC: - llama_sampler_chain_add(result->chain, llama_sampler_init_xtc (params.xtc_probability, params.xtc_threshold, params.min_keep, params.seed)); + samplers.push_back(llama_sampler_init_xtc (params.xtc_probability, params.xtc_threshold, params.min_keep, params.seed)); break; case COMMON_SAMPLER_TYPE_TYPICAL_P: - llama_sampler_chain_add(result->chain, llama_sampler_init_typical (params.typ_p, params.min_keep)); + samplers.push_back(llama_sampler_init_typical (params.typ_p, params.min_keep)); break; case COMMON_SAMPLER_TYPE_TEMPERATURE: - llama_sampler_chain_add(result->chain, llama_sampler_init_temp_ext (params.temp, params.dynatemp_range, params.dynatemp_exponent)); + samplers.push_back(llama_sampler_init_temp_ext (params.temp, params.dynatemp_range, params.dynatemp_exponent)); break; case COMMON_SAMPLER_TYPE_INFILL: - llama_sampler_chain_add(result->chain, llama_sampler_init_infill (vocab)); + samplers.push_back(llama_sampler_init_infill (vocab)); break; case COMMON_SAMPLER_TYPE_PENALTIES: - llama_sampler_chain_add(result->chain, llama_sampler_init_penalties (params.penalty_last_n, params.penalty_repeat, params.penalty_freq, params.penalty_present)); + samplers.push_back(llama_sampler_init_penalties (params.penalty_last_n, params.penalty_repeat, params.penalty_freq, params.penalty_present)); break; default: GGML_ASSERT(false && "unknown sampler type"); } } - llama_sampler_chain_add(result->chain, llama_sampler_init_dist(params.seed)); + + samplers.push_back(llama_sampler_init_dist(params.seed)); } else if (params.mirostat == 1) { - llama_sampler_chain_add(result->chain, llama_sampler_init_temp(params.temp)); - llama_sampler_chain_add(result->chain, llama_sampler_init_mirostat(llama_vocab_n_tokens(vocab), params.seed, params.mirostat_tau, params.mirostat_eta, 100)); + samplers.push_back(llama_sampler_init_temp(params.temp)); + samplers.push_back(llama_sampler_init_mirostat(llama_vocab_n_tokens(vocab), params.seed, params.mirostat_tau, params.mirostat_eta, 100)); } else if (params.mirostat == 2) { - llama_sampler_chain_add(result->chain, llama_sampler_init_temp(params.temp)); - llama_sampler_chain_add(result->chain, llama_sampler_init_mirostat_v2(params.seed, params.mirostat_tau, params.mirostat_eta)); + samplers.push_back(llama_sampler_init_temp(params.temp)); + samplers.push_back(llama_sampler_init_mirostat_v2(params.seed, params.mirostat_tau, params.mirostat_eta)); } else { GGML_ASSERT(false && "unknown mirostat version"); } + for (auto * smpl : samplers) { + llama_sampler_chain_add(chain, smpl); + } + + auto * result = new common_sampler { + /* .params = */ params, + /* .chain = */ chain, + /* .grammar = */ grammar, + /* .prev = */ ring_buffer(std::max(32, params.n_prev)), + /* .cur = */ {}, + /* .cur_p = */ {}, + }; + return result; } void common_sampler_free(struct common_sampler * gsmpl) { if (gsmpl) { - llama_sampler_free(gsmpl->grmr); - llama_sampler_free(gsmpl->chain); delete gsmpl; @@ -314,11 +324,24 @@ void common_sampler_free(struct common_sampler * gsmpl) { void common_sampler_accept(struct common_sampler * gsmpl, llama_token token, bool accept_grammar) { const auto tm = gsmpl->tm(); - if (accept_grammar) { - llama_sampler_accept(gsmpl->grmr, token); - } + if (gsmpl->grammar) { + const int n_smpl = llama_sampler_chain_n(gsmpl->chain); - llama_sampler_accept(gsmpl->chain, token); + for (int i = 0; i < n_smpl; i++) { + auto * smpl = llama_sampler_chain_get(gsmpl->chain, i); + + // the grammar sampler is always the first one + if (i == 0) { + if (accept_grammar) { + llama_sampler_accept(smpl, token); + } + } else { + llama_sampler_accept(smpl, token); + } + } + } else { + llama_sampler_accept(gsmpl->chain, token); + } gsmpl->prev.push_back(token); } @@ -329,12 +352,12 @@ void common_sampler_reset(struct common_sampler * gsmpl) { struct common_sampler * common_sampler_clone(common_sampler * gsmpl) { return new common_sampler { - /* .params = */ gsmpl->params, - /* .grmr = */ llama_sampler_clone(gsmpl->grmr), - /* .chain = */ llama_sampler_clone(gsmpl->chain), - /* .prev = */ gsmpl->prev, - /* .cur = */ gsmpl->cur, - /* .cur_p = */ gsmpl->cur_p, + /* .params = */ gsmpl->params, + /* .chain = */ llama_sampler_clone(gsmpl->chain), + /* .grammar = */ gsmpl->grammar, + /* .prev = */ gsmpl->prev, + /* .cur = */ gsmpl->cur, + /* .cur_p = */ gsmpl->cur_p, }; } @@ -383,58 +406,33 @@ void common_perf_print(const struct llama_context * ctx, const struct common_sam } } -llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_context * ctx, int idx, bool grammar_first) { +struct llama_sampler * common_sampler_get(const struct common_sampler * gsmpl) { + return gsmpl->chain; +} + +llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_context * ctx, int idx) { llama_synchronize(ctx); // start measuring sampling time after the llama_context synchronization in order to not measure any ongoing async operations const auto tm = gsmpl->tm(); - gsmpl->set_logits(ctx, idx); + llama_token id = LLAMA_TOKEN_NULL; - auto & grmr = gsmpl->grmr; auto & chain = gsmpl->chain; auto & cur_p = gsmpl->cur_p; // initialized by set_logits - if (grammar_first) { - llama_sampler_apply(grmr, &cur_p); - } + gsmpl->set_logits(ctx, idx); llama_sampler_apply(chain, &cur_p); GGML_ASSERT(cur_p.selected != -1 && "no selected token during sampling - check your sampling configuration"); - const llama_token id = cur_p.data[cur_p.selected].id; + id = cur_p.data[cur_p.selected].id; - if (grammar_first) { - return id; - } - - // check if it the sampled token fits the grammar - { - llama_token_data single_token_data = { id, 1.0f, 0.0f }; - llama_token_data_array single_token_data_array = { &single_token_data, 1, -1, false }; - - llama_sampler_apply(grmr, &single_token_data_array); - - const bool is_valid = single_token_data_array.data[0].logit != -INFINITY; - if (is_valid) { - return id; - } - } - - // resampling: - // if the token is not valid, sample again, but first apply the grammar sampler and then the sampling chain - gsmpl->set_logits(ctx, idx); - - llama_sampler_apply(grmr, &cur_p); - llama_sampler_apply(chain, &cur_p); - - GGML_ASSERT(cur_p.selected != -1 && "no selected token during re-sampling - check your sampling configuration"); - - return cur_p.data[cur_p.selected].id; + return id; } -std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const std::vector & idxs, const llama_tokens & draft, bool grammar_first) { +std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const std::vector & idxs, const llama_tokens & draft) { GGML_ASSERT(idxs.size() == draft.size() + 1 && "idxs.size() must be draft.size() + 1"); std::vector result; @@ -442,7 +440,7 @@ std::vector common_sampler_sample_and_accept_n(struct common_sample size_t i = 0; for (; i < draft.size(); i++) { - const llama_token id = common_sampler_sample(gsmpl, ctx, idxs[i], grammar_first); + const llama_token id = common_sampler_sample(gsmpl, ctx, idxs[i]); common_sampler_accept(gsmpl, id, true); @@ -454,7 +452,7 @@ std::vector common_sampler_sample_and_accept_n(struct common_sample } if (i == draft.size()) { - const llama_token id = common_sampler_sample(gsmpl, ctx, idxs[i], grammar_first); + const llama_token id = common_sampler_sample(gsmpl, ctx, idxs[i]); common_sampler_accept(gsmpl, id, true); @@ -464,13 +462,13 @@ std::vector common_sampler_sample_and_accept_n(struct common_sample return result; } -std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const llama_tokens & draft, bool grammar_first) { +std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const llama_tokens & draft) { std::vector idxs(draft.size() + 1); for (size_t i = 0; i < idxs.size(); ++i) { idxs[i] = i; } - return common_sampler_sample_and_accept_n(gsmpl, ctx, idxs, draft, grammar_first); + return common_sampler_sample_and_accept_n(gsmpl, ctx, idxs, draft); } uint32_t common_sampler_get_seed(const struct common_sampler * gsmpl) { @@ -515,7 +513,8 @@ std::string common_sampler_print(const struct common_sampler * gsmpl) { for (int i = 0; i < llama_sampler_chain_n(gsmpl->chain); i++) { const auto * smpl = llama_sampler_chain_get(gsmpl->chain, i); - result += std::string("-> ") + llama_sampler_name(smpl) + " "; + result += std::string("-> "); + result += std::string(llama_sampler_name(smpl)) + " "; } return result; diff --git a/common/sampling.h b/common/sampling.h index e198eecda3..ace5d3d020 100644 --- a/common/sampling.h +++ b/common/sampling.h @@ -48,6 +48,8 @@ struct common_sampler * common_sampler_clone (struct common_sampler * gsmpl); // arguments can be nullptr to skip printing void common_perf_print(const struct llama_context * ctx, const struct common_sampler * gsmpl); +struct llama_sampler * common_sampler_get(const struct common_sampler * gsmpl); + // extended sampling implementation: // // - set logits @@ -55,10 +57,7 @@ void common_perf_print(const struct llama_context * ctx, const struct common_sam // - check if the token fits the grammar (if any) // - if not: resample by first applying the grammar constraints and then sampling again (slower path) // -// if grammar_first is true, the grammar is applied before the samplers (slower) -// useful in cases where all the resulting candidates (not just the sampled one) must fit the grammar -// -llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_context * ctx, int idx, bool grammar_first = false); +llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_context * ctx, int idx); // generalized version of common_sampler_sample // @@ -76,10 +75,10 @@ llama_token common_sampler_sample(struct common_sampler * gsmpl, struct llama_co // // returns at least 1 token, up to idxs.size() // -std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const std::vector & idxs, const llama_tokens & draft, bool grammar_first = false); +std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const std::vector & idxs, const llama_tokens & draft); // assume idxs == [ 0, 1, 2, ..., draft.size() ] -std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const llama_tokens & draft, bool grammar_first = false); +std::vector common_sampler_sample_and_accept_n(struct common_sampler * gsmpl, struct llama_context * ctx, const llama_tokens & draft); uint32_t common_sampler_get_seed(const struct common_sampler * gsmpl); @@ -107,3 +106,9 @@ std::vector common_sampler_types_from_chars(const std: llama_sampler * llama_sampler_init_llg(const llama_vocab * vocab, const char * grammar_kind, const char * grammar_data); + +struct common_sampler_deleter { + void operator()(common_sampler * s) { common_sampler_free(s); } +}; + +typedef std::unique_ptr common_sampler_ptr; diff --git a/common/speculative.cpp b/common/speculative.cpp index 3e83b0964c..1e12383ae6 100644 --- a/common/speculative.cpp +++ b/common/speculative.cpp @@ -315,7 +315,7 @@ llama_tokens common_speculative_gen_draft( for (int i = 0; i < params.n_draft; ++i) { common_batch_clear(batch); - common_sampler_sample(smpl, ctx_dft, 0, true); + common_sampler_sample(smpl, ctx_dft, 0); const auto * cur_p = common_sampler_get_candidates(smpl, true); diff --git a/common/unicode.cpp b/common/unicode.cpp new file mode 100644 index 0000000000..56ab0f468e --- /dev/null +++ b/common/unicode.cpp @@ -0,0 +1,64 @@ +#include "unicode.h" + +// implementation adopted from src/unicode.cpp + +size_t utf8_sequence_length(unsigned char first_byte) { + const size_t lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 }; + uint8_t highbits = static_cast(first_byte) >> 4; + return lookup[highbits]; +} + +utf8_parse_result parse_utf8_codepoint(std::string_view input, size_t offset) { + if (offset >= input.size()) { + return utf8_parse_result(utf8_parse_result::INCOMPLETE); + } + + // ASCII fast path + if (!(input[offset] & 0x80)) { + return utf8_parse_result(utf8_parse_result::SUCCESS, input[offset], 1); + } + + // Invalid: continuation byte as first byte + if (!(input[offset] & 0x40)) { + return utf8_parse_result(utf8_parse_result::INVALID); + } + + // 2-byte sequence + if (!(input[offset] & 0x20)) { + if (offset + 1 >= input.size()) { + return utf8_parse_result(utf8_parse_result::INCOMPLETE); + } + if ((input[offset + 1] & 0xc0) != 0x80) { + return utf8_parse_result(utf8_parse_result::INVALID); + } + auto result = ((input[offset] & 0x1f) << 6) | (input[offset + 1] & 0x3f); + return utf8_parse_result(utf8_parse_result::SUCCESS, result, 2); + } + + // 3-byte sequence + if (!(input[offset] & 0x10)) { + if (offset + 2 >= input.size()) { + return utf8_parse_result(utf8_parse_result::INCOMPLETE); + } + if ((input[offset + 1] & 0xc0) != 0x80 || (input[offset + 2] & 0xc0) != 0x80) { + return utf8_parse_result(utf8_parse_result::INVALID); + } + auto result = ((input[offset] & 0x0f) << 12) | ((input[offset + 1] & 0x3f) << 6) | (input[offset + 2] & 0x3f); + return utf8_parse_result(utf8_parse_result::SUCCESS, result, 3); + } + + // 4-byte sequence + if (!(input[offset] & 0x08)) { + if (offset + 3 >= input.size()) { + return utf8_parse_result(utf8_parse_result::INCOMPLETE); + } + if ((input[offset + 1] & 0xc0) != 0x80 || (input[offset + 2] & 0xc0) != 0x80 || (input[offset + 3] & 0xc0) != 0x80) { + return utf8_parse_result(utf8_parse_result::INVALID); + } + auto result = ((input[offset] & 0x07) << 18) | ((input[offset + 1] & 0x3f) << 12) | ((input[offset + 2] & 0x3f) << 6) | (input[offset + 3] & 0x3f); + return utf8_parse_result(utf8_parse_result::SUCCESS, result, 4); + } + + // Invalid first byte + return utf8_parse_result(utf8_parse_result::INVALID); +} diff --git a/common/unicode.h b/common/unicode.h new file mode 100644 index 0000000000..9d9e8e1227 --- /dev/null +++ b/common/unicode.h @@ -0,0 +1,22 @@ +#pragma once + +#include +#include + +// UTF-8 parsing utilities for streaming-aware unicode support + +struct utf8_parse_result { + uint32_t codepoint; // Decoded codepoint (only valid if status == SUCCESS) + size_t bytes_consumed; // How many bytes this codepoint uses (1-4) + enum status { SUCCESS, INCOMPLETE, INVALID } status; + + utf8_parse_result(enum status s, uint32_t cp = 0, size_t bytes = 0) + : codepoint(cp), bytes_consumed(bytes), status(s) {} +}; + +// Determine the expected length of a UTF-8 sequence from its first byte +// Returns 0 for invalid first bytes +size_t utf8_sequence_length(unsigned char first_byte); + +// Parse a single UTF-8 codepoint from input +utf8_parse_result parse_utf8_codepoint(std::string_view input, size_t offset); diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 866aa536f1..ee02cdd91c 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -136,11 +136,19 @@ class ModelBase: self.remote_hf_model_id = remote_hf_model_id self.sentence_transformers_dense_modules = sentence_transformers_dense_modules self.hparams = ModelBase.load_hparams(self.dir_model, self.is_mistral_format) if hparams is None else hparams + self.rope_parameters = self.hparams.get("rope_parameters", self.hparams.get("rope_scaling")) or {} self.model_tensors = self.index_tensors(remote_hf_model_id=remote_hf_model_id) self.metadata_override = metadata_override self.model_name = model_name self.dir_model_card = dir_model # overridden in convert_lora_to_gguf.py + # Ensure "rope_theta" and "rope_type" is mirrored in rope_parameters + if "full_attention" not in self.rope_parameters and "sliding_attention" not in self.rope_parameters: + if "rope_theta" not in self.rope_parameters and (rope_theta := self.find_hparam(["rope_theta", "global_rope_theta", "rotary_emb_base"], optional=True)) is not None: + self.rope_parameters["rope_theta"] = rope_theta + if "rope_type" not in self.rope_parameters and (rope_type := self.rope_parameters.get("type")) is not None: + self.rope_parameters["rope_type"] = rope_type + # Apply heuristics to figure out typical tensor encoding based on first layer tensor encoding type if self.ftype == gguf.LlamaFileType.GUESSED: # NOTE: can't use field "torch_dtype" in config.json, because some finetunes lie. @@ -383,6 +391,17 @@ class ModelBase: s = self.model_tensors[name] self.model_tensors[weight_name] = lambda w=w, s=s, bs=block_size: dequant_simple(w(), s(), bs) tensors_to_remove.append(name) + if name.endswith(".activation_scale"): # unused + tensors_to_remove.append(name) + # mistral format + if name.endswith(".qscale_weight"): + weight_name = name.removesuffix("qscale_weight") + "weight" + w = self.model_tensors[weight_name] + s = self.model_tensors[name] + self.model_tensors[weight_name] = lambda w=w, s=s, bs=block_size: dequant_simple(w(), s(), bs) + tensors_to_remove.append(name) + if name.endswith(".qscale_act"): + tensors_to_remove.append(name) elif quant_method == "gptq": for name in self.model_tensors.keys(): if name.endswith(".qweight"): @@ -694,6 +713,9 @@ class ModelBase: if "llm_config" in config: # rename for InternVL config["text_config"] = config["llm_config"] + if "lm_config" in config: + # rename for GlmASR + config["text_config"] = config["lm_config"] if "thinker_config" in config: # rename for Qwen2.5-Omni config["text_config"] = config["thinker_config"]["text_config"] @@ -784,7 +806,7 @@ class TextModel(ModelBase): def set_gguf_parameters(self): self.gguf_writer.add_block_count(self.block_count) - if (n_ctx := self.find_hparam(["max_position_embeddings", "n_ctx", "n_positions", "max_length"], optional=True)) is not None: + if (n_ctx := self.find_hparam(["max_position_embeddings", "n_ctx", "n_positions", "max_length", "max_sequence_length", "model_max_length"], optional=True)) is not None: self.gguf_writer.add_context_length(n_ctx) logger.info(f"gguf: context length = {n_ctx}") @@ -804,7 +826,42 @@ class TextModel(ModelBase): self.gguf_writer.add_head_count_kv(n_head_kv) logger.info(f"gguf: key-value head count = {n_head_kv}") - if (rope_theta := self.hparams.get("rope_theta")) is not None: + rope_params = self.rope_parameters.get("full_attention", self.rope_parameters) + if (rope_type := rope_params.get("rope_type")) is not None: + rope_factor = rope_params.get("factor") + rope_gguf_type = gguf.RopeScalingType.NONE + if rope_type == "linear" and rope_factor is not None: + rope_gguf_type = gguf.RopeScalingType.LINEAR + self.gguf_writer.add_rope_scaling_type(rope_gguf_type) + self.gguf_writer.add_rope_scaling_factor(rope_factor) + elif rope_type == "yarn" and rope_factor is not None: + rope_gguf_type = gguf.RopeScalingType.YARN + self.gguf_writer.add_rope_scaling_type(rope_gguf_type) + self.gguf_writer.add_rope_scaling_factor(rope_factor) + self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_params["original_max_position_embeddings"]) + if (yarn_ext_factor := rope_params.get("extrapolation_factor")) is not None: + self.gguf_writer.add_rope_scaling_yarn_ext_factor(yarn_ext_factor) + if (yarn_attn_factor := rope_params.get("attention_factor", rope_params.get("attn_factor"))) is not None: + self.gguf_writer.add_rope_scaling_yarn_attn_factor(yarn_attn_factor) + if (yarn_beta_fast := rope_params.get("beta_fast")) is not None: + self.gguf_writer.add_rope_scaling_yarn_beta_fast(yarn_beta_fast) + if (yarn_beta_slow := rope_params.get("beta_slow")) is not None: + self.gguf_writer.add_rope_scaling_yarn_beta_slow(yarn_beta_slow) + # self.gguf_writer.add_rope_scaling_yarn_log_mul(rope_params["mscale_all_dim"]) + elif rope_type == "su" or rope_type == "longrope": + rope_gguf_type = gguf.RopeScalingType.LONGROPE + self.gguf_writer.add_rope_scaling_type(rope_gguf_type) + elif rope_type == "dynamic": + # HunYuan, handled in model class + pass + elif rope_type.lower() == "llama3": + # Handled in generate_extra_tensors + pass + else: + logger.warning(f"Unknown RoPE type: {rope_type}") + logger.info(f"gguf: rope scaling type = {rope_gguf_type.name}") + + if (rope_theta := rope_params.get("rope_theta")) is not None: self.gguf_writer.add_rope_freq_base(rope_theta) logger.info(f"gguf: rope theta = {rope_theta}") if (f_rms_eps := self.find_hparam(["rms_norm_eps", "norm_eps"], optional=True)) is not None: @@ -1475,6 +1532,21 @@ class TextModel(ModelBase): raise NotImplementedError("Only MEAN, CLS, and LAST pooling types supported") self.gguf_writer.add_pooling_type(pooling_type) + def _set_vocab_glmedge(self): + from transformers import AutoTokenizer + tokenizer = AutoTokenizer.from_pretrained(self.dir_model) + special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True) + tokens, toktypes, tokpre = self.get_vocab_base() + self.gguf_writer.add_tokenizer_model("gpt2") + self.gguf_writer.add_tokenizer_pre(tokpre) + self.gguf_writer.add_token_list(tokens) + self.gguf_writer.add_token_types(toktypes) + special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) + special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) + special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) + special_vocab._set_special_token("bos", tokenizer.get_added_vocab()["<|endoftext|>"]) + special_vocab.add_to_gguf(self.gguf_writer) + def _set_vocab_interns1(self): tokens: list[str] = [] toktypes: list[int] = [] @@ -1524,6 +1596,79 @@ class TextModel(ModelBase): special_vocab._set_special_token("bos", 151643) special_vocab.add_to_gguf(self.gguf_writer) + def _set_vocab_mistral(self): + if not _mistral_common_installed: + raise ImportError(_mistral_import_error_msg) + + vocab = MistralVocab(self.dir_model) + logger.info( + f"Converting tokenizer {vocab.tokenizer_type} of size {vocab.vocab_size}." + ) + + self.gguf_writer.add_tokenizer_model(vocab.gguf_tokenizer_model) + + tokens = [] + scores = [] + toktypes = [] + + for text, score, toktype in vocab.all_tokens(): + tokens.append(text) + scores.append(score) + toktypes.append(toktype) + + assert len(tokens) == vocab.vocab_size, ( + f"token count ({len(tokens)}) != vocab size ({vocab.vocab_size})" + ) + + if vocab.tokenizer_type == MistralTokenizerType.tekken: + self.gguf_writer.add_tokenizer_pre("tekken") + self.gguf_writer.add_token_merges( + vocab.extract_vocab_merges_from_model() + ) + + logger.info( + f"Setting bos, eos, unk and pad token IDs to {vocab.bos_id}, {vocab.eos_id}, {vocab.unk_id}, {vocab.pad_id}." + ) + + self.gguf_writer.add_bos_token_id(vocab.bos_id) + self.gguf_writer.add_eos_token_id(vocab.eos_id) + self.gguf_writer.add_unk_token_id(vocab.unk_id) + self.gguf_writer.add_pad_token_id(vocab.pad_id) + + self.gguf_writer.add_token_list(tokens) + self.gguf_writer.add_token_scores(scores) + self.gguf_writer.add_token_types(toktypes) + self.gguf_writer.add_vocab_size(vocab.vocab_size) + + self.gguf_writer.add_add_bos_token(True) + self.gguf_writer.add_add_eos_token(False) + + local_template_file_path = self.dir_model / "chat_template.jinja" + + if self.is_mistral_format and local_template_file_path.is_file(): + # Ministral-3 and other new Mistral models come with chat templates. + # ref: https://huggingface.co/mistralai/Ministral-3-14B-Instruct-2512/tree/main + logger.info("Using an existing Mistral local chat template.") + + with open(local_template_file_path, "r", encoding="utf-8") as f: + template = f.read() + elif not self.is_mistral_format or not self.disable_mistral_community_chat_template: + template_dir = Path(__file__).parent / "models/templates/" + + # Log only for Mistral format that the official tokenization and detokenization is via `mistral-common`. + if self.is_mistral_format: + logger.info( + "Using a Mistral community chat template. These templates can be subject to errors in early days or weeks after a release. " + "Mistral recommends to use `mistral-common` to perform tokenization and detokenization." + ) + template = MistralModel.get_community_chat_template(vocab, template_dir, self.is_mistral_format) + else: + logger.info("Not using a Mistral local or community chat template. Ensure to perform the tokenization and detokenization via `mistral-common`.") + template = None + + if template is not None: + self.gguf_writer.add_chat_template(template) + class MmprojModel(ModelBase): model_type = ModelType.MMPROJ @@ -1531,7 +1676,7 @@ class MmprojModel(ModelBase): preprocessor_config: dict[str, Any] global_config: dict[str, Any] - n_block_keys = ["n_layers", "num_hidden_layers", "n_layer", "num_layers", "depth"] + n_block_keys = ["n_layers", "num_hidden_layers", "n_layer", "num_layers", "depth", "encoder_layers"] has_vision_encoder: bool = True # by default has_audio_encoder: bool = False @@ -1581,16 +1726,34 @@ class MmprojModel(ModelBase): # load preprocessor config self.preprocessor_config = {} - if not self.is_mistral_format: - with open(self.dir_model / "preprocessor_config.json", "r", encoding="utf-8") as f: + + # prefer preprocessor_config.json if possible + preprocessor_config_path = self.dir_model / "preprocessor_config.json" + if preprocessor_config_path.is_file(): + with open(preprocessor_config_path, "r", encoding="utf-8") as f: self.preprocessor_config = json.load(f) + # prefer processor_config.json if possible + processor_config_path = self.dir_model / "processor_config.json" + if processor_config_path.is_file(): + with open(processor_config_path, "r", encoding="utf-8") as f: + cfg = json.load(f) + # move image_processor to root level for compat + if "image_processor" in cfg: + cfg = { + **cfg, + **cfg["image_processor"], + } + # merge configs + self.preprocessor_config = {**self.preprocessor_config, **cfg} + def get_vision_config(self) -> dict[str, Any] | None: config_name = "vision_config" if not self.is_mistral_format else "vision_encoder" return self.global_config.get(config_name) def get_audio_config(self) -> dict[str, Any] | None: - return self.global_config.get("audio_config") + mm_config_key = "whisper_config" if "whisper_config" in self.hparams else "audio_config" + return self.global_config.get(mm_config_key) def set_type(self): self.gguf_writer.add_type(gguf.GGUFType.MMPROJ) @@ -1865,34 +2028,10 @@ class BaichuanModel(TextModel): self._set_vocab_sentencepiece() def set_gguf_parameters(self): - head_count = self.hparams["num_attention_heads"] - head_count_kv = self.hparams.get("num_key_value_heads", head_count) - - ctx_length = 0 - if "max_sequence_length" in self.hparams: - ctx_length = self.hparams["max_sequence_length"] - elif "max_position_embeddings" in self.hparams: - ctx_length = self.hparams["max_position_embeddings"] - elif "model_max_length" in self.hparams: - ctx_length = self.hparams["model_max_length"] - else: - raise ValueError("gguf: can not find ctx length parameter.") + super().set_gguf_parameters() self.gguf_writer.add_tensor_data_layout("Meta AI original pth") - self.gguf_writer.add_context_length(ctx_length) - self.gguf_writer.add_embedding_length(self.hparams["hidden_size"]) - self.gguf_writer.add_block_count(self.block_count) - self.gguf_writer.add_feed_forward_length(self.hparams["intermediate_size"]) self.gguf_writer.add_rope_dimension_count(self.hparams["hidden_size"] // self.hparams["num_attention_heads"]) - self.gguf_writer.add_head_count(head_count) - self.gguf_writer.add_head_count_kv(head_count_kv) - self.gguf_writer.add_layer_norm_rms_eps(self.hparams["rms_norm_eps"]) - self.gguf_writer.add_file_type(self.ftype) - - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: head_count = self.hparams["num_attention_heads"] @@ -1988,34 +2127,10 @@ class XverseModel(TextModel): special_vocab.add_to_gguf(self.gguf_writer) def set_gguf_parameters(self): - head_count = self.hparams["num_attention_heads"] - head_count_kv = self.hparams.get("num_key_value_heads", head_count) - - ctx_length = 0 - if "max_sequence_length" in self.hparams: - ctx_length = self.hparams["max_sequence_length"] - elif "max_position_embeddings" in self.hparams: - ctx_length = self.hparams["max_position_embeddings"] - elif "model_max_length" in self.hparams: - ctx_length = self.hparams["model_max_length"] - else: - raise ValueError("gguf: can not find ctx length parameter.") + super().set_gguf_parameters() self.gguf_writer.add_tensor_data_layout("Meta AI original pth") - self.gguf_writer.add_context_length(ctx_length) - self.gguf_writer.add_embedding_length(self.hparams["hidden_size"]) - self.gguf_writer.add_block_count(self.block_count) - self.gguf_writer.add_feed_forward_length(self.hparams["intermediate_size"]) self.gguf_writer.add_rope_dimension_count(self.hparams["hidden_size"] // self.hparams["num_attention_heads"]) - self.gguf_writer.add_head_count(head_count) - self.gguf_writer.add_head_count_kv(head_count_kv) - self.gguf_writer.add_layer_norm_rms_eps(self.hparams["rms_norm_eps"]) - self.gguf_writer.add_file_type(self.ftype) - - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: del bid # unused @@ -2276,69 +2391,13 @@ class LlamaModel(TextModel): # fix for SmolVLM2, missing `num_attention_heads` in config.json if self.hf_arch == "VLlama3ForCausalLM": self.hparams["num_attention_heads"] = self.hparams.get("num_attention_heads", 32) - - def _set_vocab_mistral(self): - if not _mistral_common_installed: - raise ImportError(_mistral_import_error_msg) - - vocab = MistralVocab(self.dir_model) - logger.info( - f"Converting tokenizer {vocab.tokenizer_type} of size {vocab.vocab_size}." - ) - - self.gguf_writer.add_tokenizer_model(vocab.gguf_tokenizer_model) - - tokens = [] - scores = [] - toktypes = [] - - for text, score, toktype in vocab.all_tokens(): - tokens.append(text) - scores.append(score) - toktypes.append(toktype) - - assert len(tokens) == vocab.vocab_size, ( - f"token count ({len(tokens)}) != vocab size ({vocab.vocab_size})" - ) - - if vocab.tokenizer_type == MistralTokenizerType.tekken: - self.gguf_writer.add_tokenizer_pre("tekken") - self.gguf_writer.add_token_merges( - vocab.extract_vocab_merges_from_model() - ) - - logger.info( - f"Setting bos, eos, unk and pad token IDs to {vocab.bos_id}, {vocab.eos_id}, {vocab.unk_id}, {vocab.pad_id}." - ) - - self.gguf_writer.add_bos_token_id(vocab.bos_id) - self.gguf_writer.add_eos_token_id(vocab.eos_id) - self.gguf_writer.add_unk_token_id(vocab.unk_id) - self.gguf_writer.add_pad_token_id(vocab.pad_id) - - self.gguf_writer.add_token_list(tokens) - self.gguf_writer.add_token_scores(scores) - self.gguf_writer.add_token_types(toktypes) - self.gguf_writer.add_vocab_size(vocab.vocab_size) - - self.gguf_writer.add_add_bos_token(True) - self.gguf_writer.add_add_eos_token(False) - - template_dir = Path(__file__).parent / "models/templates/" - - if not self.is_mistral_format or not self.disable_mistral_community_chat_template: - # Log only for Mistral format that the official tokenization and detokenization is via `mistral-common`. - if self.is_mistral_format: - logger.info( - "Using a Mistral community chat template. These templates can be subject to errors in early days or weeks after a release. " - "Mistral recommends to use `mistral-common` to perform tokenization and detokenization." - ) - template = MistralModel.get_community_chat_template(vocab, template_dir, self.is_mistral_format) - self.gguf_writer.add_chat_template(template) - else: - logger.info("Not using a Mistral community chat template. Ensure to perform the tokenization and detokenization via `mistral-common`.") + hparams = ModelBase.load_hparams(self.dir_model, is_mistral_format=False) + self.origin_hf_arch = hparams.get('architectures', [None])[0] def set_vocab(self): + if self.origin_hf_arch == "GlmasrModel": + return self._set_vocab_glmedge() + if self.is_mistral_format: return self._set_vocab_mistral() @@ -2390,11 +2449,6 @@ class LlamaModel(TextModel): rope_dim = hparams["hidden_size"] // hparams["num_attention_heads"] self.gguf_writer.add_rope_dimension_count(rope_dim) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - @staticmethod def permute(weights: Tensor, n_head: int, n_head_kv: int | None): if n_head_kv is not None and n_head != n_head_kv: @@ -2414,6 +2468,7 @@ class LlamaModel(TextModel): "vision_language_adapter.", "patch_merger.", "pre_mm_projector_norm", + "audio_encoder.", ] is_multimodal_tensor = "vision_tower" in name \ @@ -2478,16 +2533,16 @@ class LlamaModel(TextModel): return [(self.map_tensor_name(name), data_torch)] def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: - if rope_scaling := self.find_hparam(["rope_scaling"], optional=True): - if rope_scaling.get("rope_type", '').lower() == "llama3": - base = self.hparams.get("rope_theta", 10000.0) + if rope_params := self.rope_parameters.get("full_attention", self.rope_parameters): + if rope_params.get("rope_type", '').lower() == "llama3": + base = rope_params.get("rope_theta", 10000.0) if (dim := self.hparams.get("head_dim")) is None: dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"] freqs = 1.0 / (base ** (torch.arange(0, dim, 2, dtype=torch.float32) / dim)) - factor = rope_scaling.get("factor", 8.0) - low_freq_factor = rope_scaling.get("low_freq_factor", 1.0) - high_freq_factor = rope_scaling.get("high_freq_factor", 4.0) + factor = rope_params.get("factor", 8.0) + low_freq_factor = rope_params.get("low_freq_factor", 1.0) + high_freq_factor = rope_params.get("high_freq_factor", 4.0) old_context_len = self.hparams.get("original_max_position_embeddings", 8192) low_freq_wavelen = old_context_len / low_freq_factor @@ -2524,11 +2579,6 @@ class ArceeModel(LlamaModel): def set_gguf_parameters(self): super().set_gguf_parameters() self._try_set_pooling_type() - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) @ModelBase.register("AfmoeForCausalLM") @@ -2797,12 +2847,32 @@ class Llama4VisionModel(MmprojModel): @ModelBase.register("Mistral3ForConditionalGeneration") class Mistral3Model(LlamaModel): - model_arch = gguf.MODEL_ARCH.LLAMA + model_arch = gguf.MODEL_ARCH.MISTRAL3 + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + # for compatibility, we use LLAMA arch for older models + # TODO: remove this once everyone has migrated to newer version of llama.cpp + if self.hparams.get("model_type") != "ministral3": + self.model_arch = gguf.MODEL_ARCH.LLAMA + self.gguf_writer.arch = gguf.MODEL_ARCH_NAMES[self.model_arch] + self.gguf_writer.add_architecture() + self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count) + + def set_gguf_parameters(self): + super().set_gguf_parameters() + rope_params = self.rope_parameters + if self.hparams.get("model_type") == "ministral3": + assert rope_params, "ministral3 must have 'rope_parameters' config" + assert rope_params["rope_type"] == "yarn", "ministral3 rope_type must be 'yarn'" + self.gguf_writer.add_rope_scaling_yarn_log_mul(rope_params["mscale_all_dim"]) + self.gguf_writer.add_attn_temperature_scale(rope_params["llama_4_scaling_beta"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None): name = name.replace("language_model.", "") if "multi_modal_projector" in name or "vision_tower" in name: return [] + return super().modify_tensors(data_torch, name, bid) @@ -2892,7 +2962,7 @@ class DeciModel(TextModel): assert self.block_count == len(self._num_kv_heads) assert self.block_count == len(self._num_heads) assert self.block_count == len(self._ffn_dims) - if (rope_theta := self.hparams.get("rope_theta")) is not None: + if (rope_theta := self.rope_parameters.get("rope_theta")) is not None: self.gguf_writer.add_rope_freq_base(rope_theta) self.gguf_writer.add_head_count_kv(self._num_kv_heads) self.gguf_writer.add_head_count(self._num_heads) @@ -2917,11 +2987,6 @@ class DeciModel(TextModel): rope_dim = hparams["hidden_size"] // hparams["num_attention_heads"] self.gguf_writer.add_rope_dimension_count(rope_dim) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - @staticmethod def permute(weights: Tensor, n_head: int, n_head_kv: int | None): if n_head_kv is not None and n_head != n_head_kv: @@ -2950,16 +3015,16 @@ class DeciModel(TextModel): return [(self.map_tensor_name(name), data_torch)] def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: - if rope_scaling := self.find_hparam(["rope_scaling"], optional=True): - if rope_scaling.get("rope_type", '').lower() == "llama3": - base = self.hparams.get("rope_theta", 10000.0) + if rope_params := self.rope_parameters.get("full_attention", self.rope_parameters): + if rope_params.get("rope_type", '').lower() == "llama3": + base = rope_params.get("rope_theta", 10000.0) if (dim := self.hparams.get("head_dim")) is None: dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"] freqs = 1.0 / (base ** (torch.arange(0, dim, 2, dtype=torch.float32) / dim)) - factor = rope_scaling.get("factor", 8.0) - low_freq_factor = rope_scaling.get("low_freq_factor", 1.0) - high_freq_factor = rope_scaling.get("high_freq_factor", 4.0) + factor = rope_params.get("factor", 8.0) + low_freq_factor = rope_params.get("low_freq_factor", 1.0) + high_freq_factor = rope_params.get("high_freq_factor", 4.0) old_context_len = self.hparams.get("original_max_position_embeddings", 8192) low_freq_wavelen = old_context_len / low_freq_factor @@ -3213,10 +3278,6 @@ class MiniCPMModel(TextModel): logit_scale = self.hparams["hidden_size"] / self.hparams["dim_model_base"] self.gguf_writer.add_logit_scale(logit_scale) logger.info(f"gguf: (minicpm) logit_scale = {logit_scale}") - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "longrope": - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LONGROPE) - logger.info(f"gguf: (minicpm) rope_scaling_type = {gguf.RopeScalingType.LONGROPE}") def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: rope_dims = self.hparams["hidden_size"] // self.hparams["num_attention_heads"] @@ -3336,17 +3397,6 @@ class QwenModel(TextModel): def set_vocab(self): self._set_vocab_qwen() - def set_gguf_parameters(self): - self.gguf_writer.add_context_length(self.hparams["max_position_embeddings"]) - self.gguf_writer.add_block_count(self.block_count) - self.gguf_writer.add_embedding_length(self.hparams["hidden_size"]) - self.gguf_writer.add_feed_forward_length(self.hparams["intermediate_size"]) - self.gguf_writer.add_rope_freq_base(self.hparams["rotary_emb_base"]) - self.gguf_writer.add_rope_dimension_count(self.hparams["hidden_size"] // self.hparams["num_attention_heads"]) - self.gguf_writer.add_head_count(self.hparams["num_attention_heads"]) - self.gguf_writer.add_layer_norm_rms_eps(self.hparams["layer_norm_epsilon"]) - self.gguf_writer.add_file_type(self.ftype) - @ModelBase.register("Qwen2Model", "Qwen2ForCausalLM", "Qwen2AudioForConditionalGeneration") class Qwen2Model(TextModel): @@ -3361,11 +3411,6 @@ class Qwen2Model(TextModel): def set_gguf_parameters(self): super().set_gguf_parameters() self._try_set_pooling_type() - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: if self.hf_arch == "Qwen2Model": @@ -3433,12 +3478,6 @@ class DreamModel(TextModel): # Dream models use non-causal attention for diffusion self.gguf_writer.add_causal_attention(False) - # Handle RoPE scaling similar to Qwen2 - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) # Add Dream-specific parameters mask_token_id = self.hparams.get("mask_token_id") @@ -3982,13 +4021,6 @@ class Qwen2MoeModel(TextModel): if (shared_expert_intermediate_size := self.hparams.get('shared_expert_intermediate_size')) is not None: self.gguf_writer.add_expert_shared_feed_forward_length(shared_expert_intermediate_size) logger.info(f"gguf: expert shared feed forward length = {shared_expert_intermediate_size}") - # YaRN is not enabled by default - # To enable it, please refer to this guide: https://huggingface.co/Qwen/Qwen3-30B-A3B#processing-long-texts - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) _experts: list[dict[str, Tensor]] | None = None @@ -4590,7 +4622,7 @@ class Phi3MiniModel(TextModel): self.gguf_writer.add_head_count_kv(n_head_kv) self.gguf_writer.add_layer_norm_rms_eps(rms_eps) self.gguf_writer.add_rope_dimension_count(rope_dims) - self.gguf_writer.add_rope_freq_base(self.find_hparam(["rope_theta"])) + self.gguf_writer.add_rope_freq_base(self.rope_parameters.get("full_attention", self.rope_parameters)["rope_theta"]) self.gguf_writer.add_file_type(self.ftype) sliding_window = self.hparams.get("sliding_window") # use zero value of sliding_window to distinguish Phi-4 from other PHI3 models @@ -4866,7 +4898,7 @@ class Plamo2Model(TextModel): self.gguf_writer.add_value_length(hparams.get("hidden_size_per_head", 128)) self.gguf_writer.add_block_count(self.block_count) self.gguf_writer.add_layer_norm_rms_eps(hparams.get("rms_norm_eps", 1e-06)) - self.gguf_writer.add_rope_freq_base(hparams.get("rope_theta", 10000)) + self.gguf_writer.add_rope_freq_base(self.rope_parameters.get("rope_theta", 10000)) # Mamba parameters self.gguf_writer.add_ssm_state_size(hparams.get("mamba_d_state", 64)) @@ -5064,21 +5096,6 @@ class InternLM2Model(TextModel): special_vocab.add_to_gguf(self.gguf_writer) - def set_gguf_parameters(self): - self.gguf_writer.add_context_length(self.hparams["max_position_embeddings"]) - self.gguf_writer.add_block_count(self.block_count) - self.gguf_writer.add_embedding_length(self.hparams["hidden_size"]) - self.gguf_writer.add_feed_forward_length(self.hparams["intermediate_size"]) - self.gguf_writer.add_rope_freq_base(self.hparams["rope_theta"]) - self.gguf_writer.add_head_count(self.hparams["num_attention_heads"]) - self.gguf_writer.add_layer_norm_rms_eps(self.hparams["rms_norm_eps"]) - self.gguf_writer.add_head_count_kv(self.hparams["num_key_value_heads"]) - self.gguf_writer.add_file_type(self.ftype) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: num_heads = self.hparams["num_attention_heads"] num_kv_heads = self.hparams["num_key_value_heads"] @@ -5155,11 +5172,6 @@ class InternLM3Model(TextModel): rope_dim = hparams["hidden_size"] // hparams["num_attention_heads"] self.gguf_writer.add_rope_dimension_count(rope_dim) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: n_head = self.hparams["num_attention_heads"] n_kv_head = self.hparams.get("num_key_value_heads") @@ -5522,7 +5534,6 @@ class NomicBertModel(BertModel): def set_gguf_parameters(self): super().set_gguf_parameters() - self.gguf_writer.add_rope_freq_base(self.hparams["rotary_emb_base"]) if self.is_moe: self.gguf_writer.add_moe_every_n_layers(self.hparams["moe_every_n_layers"]) self.gguf_writer.add_expert_count(self.hparams["num_experts"]) @@ -5645,8 +5656,6 @@ class XLMRobertaModel(BertModel): super().set_gguf_parameters() # jina-embeddings-v3 - if rotary_emb_base := self.hparams.get("rotary_emb_base"): - self.gguf_writer.add_rope_freq_base(rotary_emb_base) lora_alpha = self.hparams.get("lora_alpha") if lora_prompt_prefixes := self.hparams.get("task_instructions"): assert self._lora_files and all(lora_name in lora_prompt_prefixes for lora_name in self._lora_files.keys()) @@ -5767,33 +5776,30 @@ class Gemma3Model(TextModel): norm_shift = 1.0 # Gemma3RMSNorm adds 1.0 to the norm value def set_vocab(self): - self._set_vocab_sentencepiece() - - self.gguf_writer.add_add_space_prefix(False) + if (self.dir_model / "tokenizer.model").is_file(): + self._set_vocab_sentencepiece() + self.gguf_writer.add_add_space_prefix(False) + else: + self._set_vocab_gpt2() def set_gguf_parameters(self): + super().set_gguf_parameters() hparams = self.hparams # some default values are not specified in the hparams self.gguf_writer.add_context_length(hparams.get("max_position_embeddings", 131072)) - self.gguf_writer.add_embedding_length(hparams["hidden_size"]) - self.gguf_writer.add_block_count(self.block_count) - self.gguf_writer.add_feed_forward_length(hparams["intermediate_size"]) self.gguf_writer.add_head_count(hparams.get("num_attention_heads", 8)) self.gguf_writer.add_layer_norm_rms_eps(self.hparams.get("rms_norm_eps", 1e-6)) self.gguf_writer.add_key_length(hparams.get("head_dim", 256)) self.gguf_writer.add_value_length(hparams.get("head_dim", 256)) - self.gguf_writer.add_file_type(self.ftype) - self.gguf_writer.add_rope_freq_base(hparams.get("rope_theta", 1_000_000.0)) # for global layers + self.gguf_writer.add_rope_freq_base(self.rope_parameters.get("full_attention", self.rope_parameters).get("rope_theta", 1_000_000.0)) # for global layers # attn_logit_softcapping is removed in Gemma3 assert hparams.get("attn_logit_softcapping") is None - self.gguf_writer.add_sliding_window(hparams["sliding_window"]) + if (final_logit_softcap := hparams.get("final_logit_softcapping")): + self.gguf_writer.add_final_logit_softcapping(final_logit_softcap) + if hparams.get("sliding_window_pattern") != 1: + self.gguf_writer.add_sliding_window(hparams["sliding_window"]) self.gguf_writer.add_head_count_kv(hparams.get("num_key_value_heads", 4)) - if hparams.get("rope_scaling") is not None: - assert hparams["rope_scaling"]["rope_type"] == "linear" - # important: this rope_scaling is only applied for global layers, and not used by 1B model - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(hparams["rope_scaling"]["factor"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: del bid # unused @@ -5807,8 +5813,10 @@ class Gemma3Model(TextModel): # remove OOV (out-of-vocabulary) rows in token_embd if "embed_tokens.weight" in name: - vocab = self._create_vocab_sentencepiece() - tokens = vocab[0] + if (self.dir_model / "tokenizer.model").is_file(): + tokens = self._create_vocab_sentencepiece()[0] + else: + tokens = self.get_vocab_base()[0] data_torch = data_torch[:len(tokens)] # ref code in Gemma3RMSNorm @@ -6695,13 +6703,6 @@ class Olmo2Model(TextModel): def set_gguf_parameters(self): super().set_gguf_parameters() - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_attn_factors(rope_scaling["attention_factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) - if "sliding_window" in self.hparams: self.gguf_writer.add_sliding_window(self.hparams["sliding_window"]) @@ -7200,12 +7201,11 @@ class DeepseekV2Model(TextModel): self.gguf_writer.add_rope_dimension_count(hparams["qk_rope_head_dim"]) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) - self.gguf_writer.add_rope_scaling_yarn_log_mul(0.1 * rope_scaling["mscale_all_dim"]) + if (rope_mscale_all := self.rope_parameters.get("mscale_all_dim")) is not None: + # [TAG_DEEPSEEK2_YARN_LOG_MUL_FIX] + # note: for legacy reasons, this is not consistent with the other usages of self.gguf_writer.add_rope_scaling_yarn_log_mul + # ref https://github.com/ggml-org/llama.cpp/pull/17945 + self.gguf_writer.add_rope_scaling_yarn_log_mul(0.1 * rope_mscale_all) _experts: list[dict[str, Tensor]] | None = None @@ -7813,11 +7813,6 @@ class Glm4Model(TextModel): if (rope_dim := self.hparams.get("head_dim")) is None: rope_dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"] self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.hparams.get("partial_rotary_factor", 0.5))) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: if name.startswith("model.visual."): # ignore visual part of Glm4v @@ -8155,50 +8150,26 @@ class ExaoneModel(TextModel): model_arch = gguf.MODEL_ARCH.EXAONE def set_gguf_parameters(self): + super().set_gguf_parameters() hparams = self.hparams assert (hparams["activation_function"] == "silu") - max_position_embeddings = hparams["max_position_embeddings"] - embed_dim = hparams["hidden_size"] - num_heads = hparams["num_attention_heads"] - num_kv_heads = hparams.get("num_key_value_heads", num_heads) - layer_norm_eps = hparams["layer_norm_epsilon"] - intermediate_size = hparams["intermediate_size"] if "intermediate_size" in hparams else 4 * embed_dim - # ignore for now as EXAONE-3.0-7.8B-Instruct attentino_dropout is 0.0 - # attention_dropout_rate = hparams["attention_dropout"] - # ignore for now as EXAONE-3.0-7.8B-Instruct embed_dropout is 0.0 - # embed_dropout_rate = hparams["embed_dropout"] - self.gguf_writer.add_embedding_length(embed_dim) - self.gguf_writer.add_head_count(num_heads) - self.gguf_writer.add_head_count_kv(num_kv_heads) - self.gguf_writer.add_context_length(max_position_embeddings) - self.gguf_writer.add_layer_norm_rms_eps(layer_norm_eps) - self.gguf_writer.add_feed_forward_length(intermediate_size) - self.gguf_writer.add_block_count(self.block_count) - self.gguf_writer.add_file_type(self.ftype) - - if (rope_theta := self.hparams.get("rope_theta")) is not None: - self.gguf_writer.add_rope_freq_base(rope_theta) rotary_factor = self.find_hparam(["partial_rotary_factor", "rope_pct"], optional=True) rotary_factor = rotary_factor if rotary_factor is not None else 1.0 self.gguf_writer.add_rope_dimension_count(int(rotary_factor * (hparams["hidden_size"] // hparams["num_attention_heads"]))) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: - if rope_scaling := self.find_hparam(["rope_scaling"], optional=True): - if rope_scaling.get("rope_type", '').lower() == "llama3": - base = self.hparams.get("rope_theta", 10000.0) + if rope_params := self.rope_parameters.get("full_attention", self.rope_parameters): + if rope_params.get("rope_type", '').lower() == "llama3": + base = self.rope_parameters.get("rope_theta", 10000.0) if (dim := self.hparams.get("head_dim")) is None: dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"] freqs = 1.0 / (base ** (torch.arange(0, dim, 2, dtype=torch.float32) / dim)) - factor = rope_scaling.get("factor", 8.0) - low_freq_factor = rope_scaling.get("low_freq_factor", 1.0) - high_freq_factor = rope_scaling.get("high_freq_factor", 4.0) + factor = rope_params.get("factor", 8.0) + low_freq_factor = rope_params.get("low_freq_factor", 1.0) + high_freq_factor = rope_params.get("high_freq_factor", 4.0) old_context_len = self.hparams.get("original_max_position_embeddings", 8192) low_freq_wavelen = old_context_len / low_freq_factor @@ -8253,22 +8224,17 @@ class Exaone4Model(TextModel): if len(sliding_window_pattern) == hparams["num_hidden_layers"]: self.gguf_writer.add_sliding_window_pattern(sliding_window_pattern) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "linear" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]: - if rope_scaling := self.find_hparam(["rope_scaling"], optional=True): - if rope_scaling.get("rope_type", '').lower() == "llama3": - base = self.hparams.get("rope_theta", 10_000.0) + if rope_params := self.rope_parameters.get("full_attention", self.rope_parameters): + if rope_params.get("rope_type", '').lower() == "llama3": + base = rope_params.get("rope_theta", 10_000.0) if (dim := self.hparams.get("head_dim")) is None: dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"] freqs = 1.0 / (base ** (torch.arange(0, dim, 2, dtype=torch.float32) / dim)) - factor = rope_scaling.get("factor", 16.0) - low_freq_factor = rope_scaling.get("low_freq_factor", 1.0) - high_freq_factor = rope_scaling.get("high_freq_factor", 4.0) + factor = rope_params.get("factor", 16.0) + low_freq_factor = rope_params.get("low_freq_factor", 1.0) + high_freq_factor = rope_params.get("high_freq_factor", 4.0) old_context_len = self.hparams.get("original_max_position_embeddings", 8192) low_freq_wavelen = old_context_len / low_freq_factor @@ -8579,13 +8545,6 @@ class BailingMoeModel(TextModel): rope_dim = hparams["hidden_size"] // hparams["num_attention_heads"] self.gguf_writer.add_rope_dimension_count(rope_dim) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) - else: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.NONE) self.gguf_writer.add_leading_dense_block_count(hparams["first_k_dense_replace"]) self.gguf_writer.add_vocab_size(hparams["vocab_size"]) self.gguf_writer.add_expert_feed_forward_length(hparams["moe_intermediate_size"]) @@ -8692,13 +8651,6 @@ class BailingMoeV2Model(TextModel): rope_dim = hparams["hidden_size"] // hparams["num_attention_heads"] self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.hparams.get("partial_rotary_factor", 0.5))) - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) - else: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.NONE) self.gguf_writer.add_leading_dense_block_count(hparams["first_k_dense_replace"]) self.gguf_writer.add_vocab_size(hparams["vocab_size"]) self.gguf_writer.add_expert_feed_forward_length(hparams["moe_intermediate_size"]) @@ -8777,13 +8729,6 @@ class GroveMoeModel(TextModel): self.gguf_writer.add_experts_per_group(2) # FIXME?: Hardcoded https://huggingface.co/inclusionAI/GroveMoE-Inst/blob/c4c69e5970d18907b5e6ddccdfd55176fe292df1/modeling_grove_moe.py#L376 self.gguf_writer.add_expert_group_scale(0.05) - # YaRN is not enabled by default - # To enable it, please refer to this guide: https://huggingface.co/Qwen/Qwen3-30B-A3B#processing-long-texts - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) _experts: list[dict[str, Tensor]] | None = None _chunk_experts: list[dict[str, Tensor]] | None = None @@ -8926,6 +8871,63 @@ class UltravoxModel(TextModel): raise NotImplementedError("Ultravox does not have text decoder. Instead, it uses Llama or other models for text. If you want to get the audio encoder, please use --mmproj argument") +@ModelBase.register("GlmasrModel") +class GlmASRWhisperEncoderModel(MmprojModel): + has_vision_encoder = False + has_audio_encoder = True + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + if "hidden_size" not in self.hparams and "intermediate_size" not in self.hparams: + self.hparams["hidden_size"] = self.hparams["d_model"] + self.hparams["intermediate_size"] = self.hparams["encoder_ffn_dim"] + self.hparams["num_attention_heads"] = self.hparams["encoder_attention_heads"] + + def set_gguf_parameters(self): + super().set_gguf_parameters() + self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.GLMA) + self.gguf_writer.add_audio_num_mel_bins(self.hparams["num_mel_bins"]) + self.gguf_writer.add_audio_attention_layernorm_eps(self.hparams.get("layer_norm_eps", 1e-5)) + self.gguf_writer.add_audio_stack_factor(self.global_config["merge_factor"]) + + def tensor_force_quant(self, name, new_name, bid, n_dims): + if ".conv" in name and ".weight" in name: + return gguf.GGMLQuantizationType.F16 + return super().tensor_force_quant(name, new_name, bid, n_dims) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + del bid # unused + + if name.startswith("model.") or name.startswith("lm_head."): + # skip language model tensors + return [] + + if name.startswith("audio_encoder.whisper."): + name = name.replace("audio_encoder.whisper.","audio_tower.") + if "audio_encoder.layer_norm." in name or "audio_encoder.proj." in name: + name = name.replace("audio_encoder.", "audio_encoder.adapting.") + + if name.startswith("audio_encoder.audio_bos_eos_token."): + return [(self.map_tensor_name("model.vision.boi"), data_torch[0]), (self.map_tensor_name("model.vision.eoi"), data_torch[1])] + + if name.startswith("audio_encoder.adapting."): + name = name.replace("audio_encoder.adapting.","audio.multi_modal_projector.") + if ".layer_norm." in name: + name = name.replace(".layer_norm.", ".ln_pre.") + if ".0." in name: + name = name.replace(".0.", ".linear_1.") + if ".2." in name: + name = name.replace(".2.", ".linear_2.") + if ".proj." in name: + return [] + + if "conv1.bias" in name or "conv2.bias" in name: + # transpose conv1 and conv2 bias + data_torch = data_torch.unsqueeze(-1) + + return [(self.map_tensor_name(name), data_torch)] + + @ModelBase.register("Qwen2AudioForConditionalGeneration") class WhisperEncoderModel(MmprojModel): has_vision_encoder = False # no vision encoder @@ -9093,7 +9095,7 @@ class FalconH1Model(Mamba2Model): assert self.d_inner % self.d_head == 0, f"SSM inner size {self.d_inner} not a multiple of head dim {self.d_head}" # Add any other Falcon Mamba2 specific configuration - self.gguf_writer.add_rope_freq_base(self.find_hparam(["rope_theta"])) + self.gguf_writer.add_rope_freq_base(self.rope_parameters["rope_theta"]) @ModelBase.register("HunYuanMoEV1ForCausalLM") @@ -9171,12 +9173,11 @@ class HunYuanMoEModel(TextModel): self.gguf_writer.add_expert_shared_count(moe_shared_expert[0]) # Rope - rope_scaling = hparams.get("rope_scaling", {}) - if rope_scaling.get("type") == "dynamic": + if self.rope_parameters.get("rope_type") == "dynamic": # HunYuan uses NTK Aware Alpha based scaling. Original implementation: https://www.reddit.com/r/LocalLLaMA/comments/14lz7j5/ntkaware_scaled_rope_allows_llama_models_to_have/ # 1000 corresponds to a usable context length of 256k (https://github.com/Tencent-Hunyuan/Hunyuan-A13B/blob/main/report/Hunyuan_A13B_Technical_Report.pdf) - alpha = rope_scaling.get("alpha", 1000) - base = hparams.get("rope_theta", 10000.0) + alpha = self.rope_parameters.get("alpha", 1000) + base = self.rope_parameters.get("rope_theta", 10000.0) dim = (hparams["hidden_size"] // hparams["num_attention_heads"]) # 128 scaled_base = base * (alpha ** (dim / (dim - 2))) # 10000 * (1000 ** (128 / 126)) = 11158839.9251 self.gguf_writer.add_rope_freq_base(scaled_base) @@ -9371,12 +9372,11 @@ class HunYuanModel(TextModel): hparams = self.hparams # Rope - rope_scaling = hparams.get("rope_scaling", {}) - if rope_scaling.get("type") == "dynamic": + if self.rope_parameters.get("rope_type") == "dynamic": # HunYuan uses NTK Aware Alpha based scaling. Original implementation: https://www.reddit.com/r/LocalLLaMA/comments/14lz7j5/ntkaware_scaled_rope_allows_llama_models_to_have/ # 1000 corresponds to a usable context length of 256k (https://github.com/Tencent-Hunyuan/Hunyuan-A13B/blob/main/report/Hunyuan_A13B_Technical_Report.pdf) - alpha = rope_scaling.get("alpha", 50) - base = hparams.get("rope_theta", 10000.0) + alpha = self.rope_parameters.get("alpha", 50) + base = self.rope_parameters.get("rope_theta", 10000.0) dim = hparams["head_dim"] scaled_base = base * (alpha ** (dim / (dim - 2))) self.gguf_writer.add_rope_freq_base(scaled_base) @@ -9527,13 +9527,6 @@ class GptOssModel(TextModel): self.gguf_writer.add_sliding_window(self.hparams["sliding_window"]) self.gguf_writer.add_expert_feed_forward_length(self.hparams["intermediate_size"]) - rope_scaling = self.hparams.get("rope_scaling") or {} - rope_type = rope_scaling.get("rope_type", rope_scaling.get("type")) - assert rope_type == "yarn", f"GPT-OSS only supports yarn rope scaling, got {rope_type}" - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling.get("original_max_position_embeddings", 4096)) - @ModelBase.register("Lfm2ForCausalLM", "LFM2ForCausalLM") class LFM2Model(TextModel): @@ -9706,13 +9699,6 @@ class SmallThinkerModel(TextModel): self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX) else: self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) - # YaRN is not enabled by default - # To enable it, please refer to this guide: https://huggingface.co/Qwen/Qwen3-30B-A3B#processing-long-texts - rope_scaling = self.hparams.get("rope_scaling") or {} - if rope_scaling.get("rope_type", rope_scaling.get("type")) == "yarn" and "factor" in rope_scaling: - self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) - self.gguf_writer.add_rope_scaling_factor(rope_scaling["factor"]) - self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) sliding_window_layout = self.hparams.get("sliding_window_layout") if sliding_window_layout: @@ -9809,12 +9795,34 @@ class ApertusModel(LlamaModel): class MistralModel(LlamaModel): - model_arch = gguf.MODEL_ARCH.LLAMA + model_arch = gguf.MODEL_ARCH.MISTRAL3 model_name = "Mistral" hf_arch = "" is_mistral_format = True undo_permute = False + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + # for compatibility, we use LLAMA arch for older models + # TODO: remove this once everyone migrates to newer version of llama.cpp + if "llama_4_scaling" not in self.hparams: + self.model_arch = gguf.MODEL_ARCH.LLAMA + self.gguf_writer.arch = gguf.MODEL_ARCH_NAMES[self.model_arch] + self.gguf_writer.add_architecture() + self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count) + + def dequant_model(self): + # transform quantization config into HF format + quant_config = self.hparams.get("quantization") + if quant_config is not None: + assert quant_config["qformat_weight"] == "fp8_e4m3" + self.hparams["quantization_config"] = { + "activation_scheme": "static", + "quant_method": "fp8", + "weight_block_size": None, + } + return super().dequant_model() + @staticmethod def get_community_chat_template(vocab: MistralVocab, templates_dir: Path, is_mistral_format: bool): assert TokenizerVersion is not None and Tekkenizer is not None and SentencePieceTokenizer is not None, _mistral_import_error_msg @@ -9854,6 +9862,116 @@ class MistralModel(LlamaModel): return template + def set_gguf_parameters(self): + super().set_gguf_parameters() + MistralModel.set_mistral_config(self.gguf_writer, self.hparams) + + @staticmethod + def set_mistral_config(gguf_writer: gguf.GGUFWriter, hparams: dict): + if "yarn" in hparams: + yarn_params = hparams["yarn"] + gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.YARN) + gguf_writer.add_rope_scaling_factor(yarn_params["factor"]) + gguf_writer.add_rope_scaling_yarn_beta_fast(yarn_params["beta"]) + gguf_writer.add_rope_scaling_yarn_beta_slow(yarn_params["alpha"]) + gguf_writer.add_rope_scaling_yarn_log_mul(1.0) # mscale_all_dim + gguf_writer.add_rope_scaling_orig_ctx_len(yarn_params["original_max_position_embeddings"]) + + if "llama_4_scaling" in hparams: + gguf_writer.add_attn_temperature_scale(hparams["llama_4_scaling"]["beta"]) + + +class MistralMoeModel(DeepseekV2Model): + model_arch = gguf.MODEL_ARCH.DEEPSEEK2 + model_name = "Mistral" + hf_arch = "" + is_mistral_format = True + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + logger.info("Using MistralMoeModel") + # remap hparams from Mistral MoE format to DeepseekV2 format + # we do this way to be able to reuse DeepseekV2Model set_gguf_parameters logic + # ref: https://github.com/vllm-project/vllm/blob/b294e28db2c5dee61bc25157664edcada8b90b31/vllm/transformers_utils/configs/mistral.py + config = self.hparams + # Mistral key -> HF key + config_mapping = { + "dim": "hidden_size", + "norm_eps": "rms_norm_eps", + "n_kv_heads": "num_key_value_heads", + "n_layers": "num_hidden_layers", + "n_heads": "num_attention_heads", + "hidden_dim": "intermediate_size", + } + # HF key -> (Mistral key, default value) + top_level_mapping_with_default = { + "model_type": ("model_type", "transformer"), + "hidden_act": ("activation", "silu"), + "tie_word_embeddings": ("tied_embeddings", False), + "max_seq_len": ("max_seq_len", config.get("max_position_embeddings", 128_000)), + "max_position_embeddings": ("max_position_embeddings", 128_000), + } + # mapping top-level keys + for key, new_key in config_mapping.items(): + if key in config: + config[new_key] = config[key] + for new_key, (key, default_value) in top_level_mapping_with_default.items(): + config[new_key] = config.get(key, default_value) + # mapping MoE-specific keys + moe_config_map = { + "route_every_n": "moe_layer_freq", + "first_k_dense_replace": "first_k_dense_replace", + "num_experts_per_tok": "num_experts_per_tok", + "num_experts": "n_routed_experts", + "expert_hidden_dim": "moe_intermediate_size", + "routed_scale": "routed_scaling_factor", + "num_shared_experts": "n_shared_experts", + "num_expert_groups": "n_group", + "num_expert_groups_per_tok": "topk_group", + } + moe = config["moe"] + for key, new_key in moe_config_map.items(): + if key in moe: + config[new_key] = moe[key] + # provide missing values + config["topk_method"] = None + config["norm_topk_prob"] = True + config["scoring_func"] = "softmax" + + def set_vocab(self): + self._set_vocab_mistral() + + def set_gguf_parameters(self): + super().set_gguf_parameters() + MistralModel.set_mistral_config(self.gguf_writer, self.hparams) + yarn_params = self.hparams["yarn"] + self.gguf_writer.add_attn_temperature_length(yarn_params["original_max_position_embeddings"]) + + # [TAG_DEEPSEEK2_YARN_LOG_MUL_FIX] + # note: for legacy reasons, this is not consistent with the other usages of self.gguf_writer.add_rope_scaling_yarn_log_mul + # ref https://github.com/ggml-org/llama.cpp/pull/17945 + self.gguf_writer.add_rope_scaling_yarn_log_mul(0.1) # mscale_all_dim * 0.1 + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None): + if name.startswith("vision_") or name.startswith("patch_merger.") or "mm_projector" in name: + return [] + + # rename certain tensors so that we can reuse DeepseekV2Model modify_tensors logic + if name.endswith(".qscale_act"): + name = name.replace(".qscale_act", ".input_scale") + if name.endswith(".qscale_weight"): + name = name.replace(".qscale_weight", ".weight_scale") + if ".wkv_b." in name: + name = name.replace(".wkv_b.", ".kv_b_proj.") + if ".experts." in name: + name = name.replace(".experts.", ".mlp.experts.") + name = name.replace(".w1.", ".gate_proj.") + name = name.replace(".w2.", ".down_proj.") + name = name.replace(".w3.", ".up_proj.") + name = "model." + name + + return super().modify_tensors(data_torch, name, bid) + class PixtralModel(LlavaVisionModel): model_name = "Pixtral" @@ -10408,6 +10526,8 @@ def main() -> None: elif args.mmproj: assert hparams.get("vision_encoder") is not None, "This model does not support multimodal" model_class = PixtralModel + elif "moe" in hparams: + model_class = MistralMoeModel else: model_class = MistralModel diff --git a/docs/backend/SYCL.md b/docs/backend/SYCL.md index 92ab27066b..02a72a9d51 100644 --- a/docs/backend/SYCL.md +++ b/docs/backend/SYCL.md @@ -42,6 +42,9 @@ The following releases are verified and recommended: ## News +- 2025.11 + - Support malloc memory on device more than 4GB. + - 2025.2 - Optimize MUL_MAT Q4_0 on Intel GPU for all dGPUs and built-in GPUs since MTL. Increase the performance of LLM (llama-2-7b.Q4_0.gguf) 21%-87% on Intel GPUs (MTL, ARL-H, Arc, Flex, PVC). |GPU|Base tokens/s|Increased tokens/s|Percent| @@ -789,6 +792,8 @@ use 1 SYCL GPUs: [0] with Max compute units:512 | GGML_SYCL_DISABLE_GRAPH | 0 or 1 (default) | Disable running computations through SYCL Graphs feature. Disabled by default because graph performance isn't yet better than non-graph performance. | | GGML_SYCL_DISABLE_DNN | 0 (default) or 1 | Disable running computations through oneDNN and always use oneMKL. | | ZES_ENABLE_SYSMAN | 0 (default) or 1 | Support to get free memory of GPU by sycl::aspect::ext_intel_free_memory.
Recommended to use when --split-mode = layer | +| UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS | 0 (default) or 1 | Support malloc device memory more than 4GB.| + ## Known Issues @@ -835,6 +840,14 @@ use 1 SYCL GPUs: [0] with Max compute units:512 | The default context is too big. It leads to excessive memory usage.|Set `-c 8192` or a smaller value.| | The model is too big and requires more memory than what is available.|Choose a smaller model or change to a smaller quantization, like Q5 -> Q4;
Alternatively, use more than one device to load model.| +- `ggml_backend_sycl_buffer_type_alloc_buffer: can't allocate 5000000000 Bytes of memory on device` + + You need to enable to support 4GB memory malloc by: + ``` + export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1 + set UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1 + ``` + ### **GitHub contribution**: Please add the `SYCL :` prefix/tag in issues/PRs titles to help the SYCL contributors to check/address them without delay. diff --git a/docs/backend/ZenDNN.md b/docs/backend/ZenDNN.md new file mode 100644 index 0000000000..b57fd97b69 --- /dev/null +++ b/docs/backend/ZenDNN.md @@ -0,0 +1,258 @@ +# llama.cpp for AMD ZenDNN + +> [!WARNING] +> **Note:** ZenDNN is **not** the same as zDNN. +> - **ZenDNN** (this page): AMD's deep learning library for AMD EPYC CPUs +> - **zDNN**: IBM's Deep Neural Network acceleration library for IBM Z & LinuxONE Mainframes ([see zDNN documentation](zDNN.md)) + +- [Background](#background) +- [OS](#os) +- [Hardware](#hardware) +- [Supported Operations](#supported-operations) +- [DataType Supports](#datatype-supports) +- [Linux](#linux) +- [Environment Variable](#environment-variable) +- [Performance Optimization](#performance-optimization) +- [Known Issues](#known-issues) +- [TODO](#todo) + +## Background + +**ZenDNN** (Zen Deep Neural Network Library) is AMD's high-performance deep learning inference library optimized for AMD EPYC™ CPUs. It provides optimized implementations of key deep learning primitives and operations, delivering significant performance improvements for neural network workloads on AMD Zen-based processor architectures. + +**Llama.cpp + ZenDNN** + +The llama.cpp ZenDNN backend leverages AMD's optimized matrix multiplication primitives to accelerate inference on AMD CPUs. It utilizes ZenDNN's **LowOHA (Low Overhead Hardware Accelerated)** MatMul operator for efficient GEMM operations with minimal execution overhead, built-in weight caching, and direct access to backend libraries (AOCL BLIS, LibXSMM, OneDNN). + +For more information about ZenDNN, visit: https://www.amd.com/en/developer/zendnn.html + +## OS + +| OS | Status | Verified | +|:-------:|:-------:|:----------------------------------------------:| +| Linux | Support | Ubuntu 20.04, 22.04, 24.04 | + +For the latest list of supported operating systems, see the [ZenDNN Supported OS](https://github.com/amd/ZenDNN/blob/zendnnl/README.md#15-supported-os). + +## Hardware + +### AMD CPUs + +**Recommended Processors** + +ZenDNN is optimized for AMD EPYC™ processors and AMD Ryzen™ processors based on "Zen" microarchitecture and newer. + +| CPU Family | Status | Notes | +|:-----------------------------:|:-------:|:----------------------------------:| +| AMD EPYC™ 9005 Series (Turin)| Support | 5th Gen - Zen 5 architecture | +| AMD EPYC™ 9004 Series (Genoa)| Support | 4th Gen - Zen 4 architecture | +| AMD EPYC™ 7003 Series (Milan)| Support | 3rd Gen - Zen 3 architecture | +| AMD Ryzen™ AI MAX (Strix Halo)| Support | High-performance mobile processors | + +*Notes:* + +- Best performance is achieved on AMD EPYC™ processors with high core counts (e.g., EPYC 9005 series). +- ZenDNN leverages AMD's advanced CPU features including AVX2 and AVX-512 instruction sets. +- For optimal performance, ensure your system has sufficient memory bandwidth. + +## Supported Operations + +The ZenDNN backend currently accelerates **matrix multiplication (MUL_MAT)** operations only. Other operations are handled by the standard CPU backend. + +| Operation | Status | Notes | +|:-------------|:-------:|:----------------------------------------------:| +| MUL_MAT | ✓ | Accelerated via ZenDNN LowOHA MatMul | + +*Note:* Since only MUL_MAT is accelerated, models will benefit most from ZenDNN when matrix multiplications dominate the computational workload (which is typical for transformer-based LLMs). + +## DataType Supports + +| DataType | Status | Notes | +|:----------------------:|:-------:|:---------------------------------------------:| +| FP32 | Support | Full precision floating point | +| BF16 | Support | BFloat16 (best performance on Zen 4/Zen 5) | + +*Notes:* + +- **BF16** provides best performance on Zen 4 and Zen 5 EPYC™ processors (Genoa, Turin). + +## Linux + +### I. Setup Environment + +You have two options to set up ZenDNN: + +#### Option 1: Automatic Download and Build (Recommended) + +CMake will automatically download and build ZenDNN for you: + +```sh +# Build llama.cpp - ZenDNN will be automatically downloaded and built +cmake -B build -DGGML_ZENDNN=ON -DCMAKE_BUILD_TYPE=Release +cmake --build build --config Release -j $(nproc) +``` + +No manual ZenDNN installation required. CMake will handle everything automatically. + +#### Option 2: Use Custom ZenDNN Installation + +If you want to build ZenDNN yourself or use a specific version: + +**Step 1: Build ZenDNN from source** + +```sh +# Clone ZenDNN repository +git clone https://github.com/amd/ZenDNN.git +cd ZenDNN +git checkout zendnnl + +# Build and install (requires CMake >= 3.25) +mkdir build && cd build +cmake .. +cmake --build . --target all +``` + +Default installation path: `ZenDNN/build/install` + +**For detailed build instructions**, refer to the [ZenDNN README](https://github.com/amd/ZenDNN/blob/zendnnl/README.md). + +**Step 2: Build llama.cpp with custom ZenDNN path** + +```sh +# Using environment variable +export ZENDNN_ROOT=/path/to/ZenDNN/build/install +cmake -B build -DGGML_ZENDNN=ON -DCMAKE_BUILD_TYPE=Release +cmake --build build --config Release -j $(nproc) + +# OR specify path directly in CMake +cmake -B build -DGGML_ZENDNN=ON -DZENDNN_ROOT=/path/to/ZenDNN/build/install -DCMAKE_BUILD_TYPE=Release +cmake --build build --config Release -j $(nproc) +``` + +### II. Run the Server + +#### 1. Download Model + +Download LLaMA 3.1 8B Instruct BF16 model: + +```sh +# Download from Hugging Face +huggingface-cli download meta-llama/Llama-3.1-8B-Instruct-GGUF --local-dir models/ +``` + +#### 2. Start Server + +Run llama.cpp server with ZenDNN acceleration: + +```sh +# Set optimal configuration +export OMP_NUM_THREADS=64 # Adjust to your CPU core count +export ZENDNNL_MATMUL_ALGO=2 # Blocked AOCL BLIS for best performance + +# Start server +./build/bin/llama-server \ + -m models/Llama-3.1-8B-Instruct.BF16.gguf \ + --host 0.0.0.0 \ + --port 8080 \ + -t 64 +``` + +Access the server at `http://localhost:8080`. + +**Performance tips**: +- Set `OMP_NUM_THREADS` to match your physical core count +- Use `ZENDNNL_MATMUL_ALGO=2` for optimal performance +- For NUMA systems: `numactl --cpunodebind=0 --membind=0 ./build/bin/llama-server ...` + +## Environment Variable + +### Build Time + +| Name | Value | Function | +|--------------------|---------------------------------------|---------------------------------------------| +| GGML_ZENDNN | ON/OFF | Enable ZenDNN backend support | +| ZENDNN_ROOT | Path to ZenDNN installation | Set ZenDNN installation directory | +| GGML_OPENMP | ON/OFF (recommended: ON) | Enable OpenMP for multi-threading | + +### Runtime + +| Name | Value | Function | +|-------------------------|--------------------------|-------------------------------------------------------------------| +| OMP_NUM_THREADS | Number (e.g., 64) | Set number of OpenMP threads (recommended: physical core count) | +| ZENDNNL_MATMUL_ALGO | 0-5 | Select MatMul backend algorithm (see Performance Optimization) | +| ZENDNNL_PROFILE_LOG_LEVEL | 0-4 | Profiling log level (0=disabled, 4=verbose) | +| ZENDNNL_ENABLE_PROFILER | 0 or 1 | Enable detailed profiling (1=enabled) | +| ZENDNNL_API_LOG_LEVEL | 0-4 | API log level (0=disabled, 4=verbose) | + +**Example**: + +```sh +export OMP_NUM_THREADS=64 +export ZENDNNL_MATMUL_ALGO=2 # Use Blocked AOCL BLIS for best performance +./build/bin/llama-cli -m models/llama-2-7b.Q4_0.gguf -p "Test" -n 100 +``` + +## Performance Optimization + +### MatMul Algorithm Selection + +ZenDNN's LowOHA MatMul supports multiple backend algorithms. For **best performance**, use the **Blocked AOCL BLIS** algorithm: + +```sh +export ZENDNNL_MATMUL_ALGO=2 # Blocked AOCL BLIS (recommended) +``` + +**Available algorithms**: + +| Value | Algorithm | Description | +|:-----:|:-----------------------|:----------------------------------------------| +| 0 | Dynamic Dispatch | Automatic backend selection (default) | +| 1 | AOCL BLIS | AOCL BLIS backend | +| 2 | AOCL BLIS Blocked | **Blocked AOCL BLIS (recommended)** | +| 3 | OneDNN | OneDNN backend | +| 4 | OneDNN Blocked | Blocked OneDNN | +| 5 | LibXSMM | LibXSMM backend | + +### Profiling and Debugging + +For detailed profiling and logging options, refer to the [ZenDNN Logging Documentation](https://github.com/amd/ZenDNN/blob/zendnnl/docs/logging.md). + +## Known Issues + +- **Limited operation support**: Currently only matrix multiplication (MUL_MAT) is accelerated via ZenDNN. Other operations fall back to the standard CPU backend. +- **BF16 support**: BF16 operations require AMD Zen 4 or Zen 5 architecture (EPYC 9004/9005 series). On older CPUs, operations will use FP32. +- **NUMA awareness**: For multi-socket systems, manual NUMA binding may be required for optimal performance. + +## Q&A + +**Q: How do I verify that ZenDNN backend is being used?** + +A: Check the log output when running llama.cpp. You should see messages indicating the ZenDNN backend is initialized. You can also check the backend name in the output. + +**Q: What performance improvement can I expect?** + +A: Performance gains vary depending on the model size, batch size, and CPU architecture. On AMD EPYC processors, you can typically expect 1.1x-2x speedup compared to standard CPU inference for matrix multiplication operations. + +**Q: Can I use ZenDNN on non-AMD processors?** + +A: ZenDNN is optimized specifically for AMD processors. While it may work on other x86-64 CPUs, performance benefits are only guaranteed on AMD Zen-based architectures. + +**Q: Does ZenDNN support quantized models?** + +A: Currently, ZenDNN primarily supports FP32 and BF16 data types. Quantized model support is not available at this time. + +**Q: Why is my inference not faster with ZenDNN?** + +A: Ensure: +1. You're using an AMD EPYC or Ryzen processor (Zen 2 or newer) +2. `OMP_NUM_THREADS` is set appropriately (physical core count) +3. `ZENDNNL_MATMUL_ALGO=2` is set for best performance (Blocked AOCL BLIS) +4. You're using a sufficiently large model (small models may not benefit as much) +5. Enable profiling to verify ZenDNN MatMul is being called + +### **GitHub Contribution**: +Please add the **[ZenDNN]** prefix/tag in issues/PRs titles to help the ZenDNN-team check/address them without delay. + +## TODO + +- Expand operation support beyond MUL_MAT (attention operations, activations, etc.) diff --git a/docs/backend/zDNN.md b/docs/backend/zDNN.md index 8d2e111772..94108f5ef4 100644 --- a/docs/backend/zDNN.md +++ b/docs/backend/zDNN.md @@ -1,5 +1,10 @@ # llama.cpp for IBM zDNN Accelerator +> [!WARNING] +> **Note:** zDNN is **not** the same as ZenDNN. +> - **zDNN** (this page): IBM's Deep Neural Network acceleration library for IBM Z & LinuxONE Mainframes +> - **ZenDNN**: AMD's deep learning library for AMD EPYC CPUs ([see ZenDNN documentation](ZenDNN.md)) + ## Background IBM zDNN (Z Deep Neural Network) is a hardware acceleration library designed specifically to leverage the IBM NNPA (Neural Network Processor Assist) accelerator located within IBM Telum I and II processors. It provides significant performance improvements for neural network inference operations. diff --git a/docs/build-riscv64-spacemit.md b/docs/build-riscv64-spacemit.md index eaa6532546..79bd4de63a 100644 --- a/docs/build-riscv64-spacemit.md +++ b/docs/build-riscv64-spacemit.md @@ -19,6 +19,7 @@ cmake -B build \ -DGGML_RVV=ON \ -DGGML_RV_ZFH=ON \ -DGGML_RV_ZICBOP=ON \ + -DGGML_RV_ZIHINTPAUSE=ON \ -DRISCV64_SPACEMIT_IME_SPEC=RISCV64_SPACEMIT_IME1 \ -DCMAKE_TOOLCHAIN_FILE=${PWD}/cmake/riscv64-spacemit-linux-gnu-gcc.cmake \ -DCMAKE_INSTALL_PREFIX=build/installed diff --git a/docs/build.md b/docs/build.md index 7d244ff013..4a6911778c 100644 --- a/docs/build.md +++ b/docs/build.md @@ -431,11 +431,22 @@ docker run -it --rm -v "$(pwd):/app:Z" --device /dev/dri/renderD128:/dev/dri/ren ### For Linux users: +#### Using the LunarG Vulkan SDK + First, follow the official LunarG instructions for the installation and setup of the Vulkan SDK in the [Getting Started with the Linux Tarball Vulkan SDK](https://vulkan.lunarg.com/doc/sdk/latest/linux/getting_started.html) guide. > [!IMPORTANT] > After completing the first step, ensure that you have used the `source` command on the `setup_env.sh` file inside of the Vulkan SDK in your current terminal session. Otherwise, the build won't work. Additionally, if you close out of your terminal, you must perform this step again if you intend to perform a build. However, there are ways to make this persistent. Refer to the Vulkan SDK guide linked in the first step for more information about any of this. +#### Using system packages + +On Debian / Ubuntu, you can install the required dependencies using: +```sh +sudo apt-get install libvulkan-dev glslc +``` + +#### Common steps + Second, after verifying that you have followed all of the SDK installation/setup steps, use this command to make sure before proceeding: ```bash vulkaninfo @@ -484,6 +495,38 @@ llama_new_context_with_model: CANN compute buffer size = 1260.81 MiB For detailed info, such as model/device supports, CANN install, please refer to [llama.cpp for CANN](./backend/CANN.md). +## ZenDNN + +ZenDNN provides optimized deep learning primitives for AMD EPYC™ CPUs. It accelerates matrix multiplication operations for inference workloads. + +### Compilation + +- Using `CMake` on Linux (automatic build): + + ```bash + cmake -B build -DGGML_ZENDNN=ON + cmake --build build --config Release + ``` + + The first build will automatically download and build ZenDNN, which may take 5-10 minutes. Subsequent builds will be much faster. + +- Using `CMake` with custom ZenDNN installation: + + ```bash + cmake -B build -DGGML_ZENDNN=ON -DZENDNN_ROOT=/path/to/zendnn/install + cmake --build build --config Release + ``` + +### Testing + +You can test with: + +```bash +./build/bin/llama-cli -m PATH_TO_MODEL -p "Building a website can be done in 10 steps:" -n 50 +``` + +For detailed information about hardware support, setup instructions, and performance optimization, refer to [llama.cpp for ZenDNN](./backend/ZenDNN.md). + ## Arm® KleidiAI™ KleidiAI is a library of optimized microkernels for AI workloads, specifically designed for Arm CPUs. These microkernels enhance performance and can be enabled for use by the CPU backend. diff --git a/docs/development/HOWTO-add-model.md b/docs/development/HOWTO-add-model.md index 5989b873a6..9d1452e3f0 100644 --- a/docs/development/HOWTO-add-model.md +++ b/docs/development/HOWTO-add-model.md @@ -9,7 +9,8 @@ Adding a model requires few steps: After following these steps, you can open PR. Also, it is important to check that the examples and main ggml backends (CUDA, METAL, CPU) are working with the new architecture, especially: -- [main](/tools/main/) +- [cli](/tools/cli/) +- [completion](/tools/completion/) - [imatrix](/tools/imatrix/) - [quantize](/tools/quantize/) - [server](/tools/server/) diff --git a/docs/development/parsing.md b/docs/development/parsing.md new file mode 100644 index 0000000000..113ab2e2ee --- /dev/null +++ b/docs/development/parsing.md @@ -0,0 +1,288 @@ +# Parsing Model Output + +The `common` library contains a PEG parser implementation suitable for parsing +model output. + +Types with the prefix `common_peg_*` are intended for general use and may have +applications beyond parsing model output, such as parsing user-provided regex +patterns. + +Types with the prefix `common_chat_peg_*` are specialized helpers for model +output. + +The parser features: + +- Partial parsing of streaming input +- Built-in JSON parsers +- AST generation with semantics via "tagged" nodes + +## Example + +Below is a contrived example demonstrating how to use the PEG parser to parse +output from a model that emits arguments as JSON. + +```cpp +auto parser = build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { + // Build a choice of all available tools + auto tool_choice = p.choice(); + for (const auto & tool : tools) { + const auto & function = tool.at("function"); + std::string name = function.at("name"); + const auto & schema = function.at("parameters"); + + auto tool_name = p.json_member("name", "\"" + p.literal(name) + "\""); + auto tool_args = p.json_member("arguments", p.schema(p.json(), "tool-" + name + "-schema", schema)); + + tool_choice |= p.rule("tool-" + name, "{" << tool_name << "," << tool_args << "}"); + } + + // Define the tool call structure: [{tool}] + auto tool_call = p.trigger_rule("tool-call", + p.sequence({ + p.literal("["), + tool_choice, + p.literal("]") + }) + ); + + // Parser accepts content, optionally followed by a tool call + return p.sequence({ + p.content(p.until("")), + p.optional(tool_call), + p.end() + }); +}); +``` + +For a more complete example, see `test_example_native()` in +[tests/test-chat-peg-parser.cpp](tests/test-chat-peg-parser.cpp). + +## Parsers/Combinators + +### Basic Matchers + +- **`eps()`** - Matches nothing and always succeeds (epsilon/empty match) +- **`start()`** - Matches the start of input (anchor `^`) +- **`end()`** - Matches the end of input (anchor `$`) +- **`literal(string)`** - Matches an exact literal string +- **`any()`** - Matches any single character (`.`) + +### Combinators + +- **`sequence(...)`** - Matches parsers in order; all must succeed +- **`choice(...)`** - Matches the first parser that succeeds from alternatives (ordered choice) +- **`one_or_more(p)`** - Matches one or more repetitions (`+`) +- **`zero_or_more(p)`** - Matches zero or more repetitions (`*`) +- **`optional(p)`** - Matches zero or one occurrence (`?`) +- **`repeat(p, min, max)`** - Matches between min and max repetitions (use `-1` for unbounded) +- **`repeat(p, n)`** - Matches exactly n repetitions + +### Lookahead + +- **`peek(p)`** - Positive lookahead: succeeds if parser succeeds without consuming input (`&`) +- **`negate(p)`** - Negative lookahead: succeeds if parser fails without consuming input (`!`) + +### Character Classes & Utilities + +- **`chars(classes, min, max)`** - Matches repetitions of characters from a character class +- **`space()`** - Matches zero or more whitespace characters (space, tab, newline) +- **`until(delimiter)`** - Matches characters until delimiter is found (delimiter not consumed) +- **`until_one_of(delimiters)`** - Matches characters until any delimiter in the list is found +- **`rest()`** - Matches everything remaining (`.*`) + +### JSON Parsers + +- **`json()`** - Complete JSON parser (objects, arrays, strings, numbers, booleans, null) +- **`json_object()`** - JSON object parser +- **`json_array()`** - JSON array parser +- **`json_string()`** - JSON string parser +- **`json_number()`** - JSON number parser +- **`json_bool()`** - JSON boolean parser +- **`json_null()`** - JSON null parser +- **`json_string_content()`** - JSON string content without surrounding quotes +- **`json_member(key, p)`** - JSON object member with specific key and value parser + +### Grammar Building + +- **`ref(name)`** - Creates a lightweight reference to a named rule (for recursive grammars) +- **`rule(name, p, trigger)`** - Creates a named rule and returns a reference +- **`trigger_rule(name, p)`** - Creates a trigger rule (entry point for lazy grammar generation) +- **`schema(p, name, schema, raw)`** - Wraps parser with JSON schema metadata for grammar generation + +### AST Control + +- **`atomic(p)`** - Prevents AST node creation for partial parses +- **`tag(tag, p)`** - Creates AST nodes with semantic tags (multiple nodes can share tags) + +## GBNF Grammar Generation + +The PEG parser also acts as a convenient DSL for generating GBNF grammars, with +some exceptions. + +```cpp +data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(params.tools, [&](const json & fn) { + builder.resolve_refs(fn.at("parameters")); + }); + parser.build_grammar(builder, data.grammar_lazy); +}); +``` + +The notable exception is the `negate(p)` lookahead parser, which cannot be +defined as a CFG grammar and therefore does not produce a rule. Its usage +should be limited and preferably hidden behind a `schema()` parser. In many +cases, `until(delimiter)` or `until_one_of(delimiters)` is a better choice. + +Another limitation is that the PEG parser requires an unambiguous grammar. In +contrast, the `llama-grammar` implementation can support ambiguous grammars, +though they are difficult to parse. + +### Lazy Grammars + +During lazy grammar generation, only rules reachable from a `trigger_rule(p)` +are emitted in the grammar. All trigger rules are added as alternations in the +root rule. It is still necessary to define trigger patterns, as the parser has +no interaction with the grammar sampling. + +### JSON Schema + +The `schema(p, name, schema, raw)` parser will use the `json-schema-to-grammar` +implementation to generate the grammar instead of the underlying parser. + +The `raw` option emits a grammar suitable for a raw string instead of a JSON +string. In other words, it won't be wrapped in quotes or require escaping +quotes. It should only be used when `type == "string"`. + +The downside is that it can potentially lead to ambiguous grammars. For +example, if a user provides the pattern `^.*$`, the following grammar may be +generated: + +``` +root ::= "" .* "" +``` + +This creates an ambiguous grammar that cannot be parsed by the PEG parser. To +help mitigate this, if `.*` is found in the pattern, the grammar from the +underlying parser will be emitted instead. + +## Common AST Shapes for Chat Parsing + +Most model output can be placed in one of the following categories: + +- Content only +- Tool calling with arguments emitted as a single JSON object +- Tool calling with arguments emitted as separate entities, either XML + (Qwen3-Coder, MiniMax M2) or pseudo-function calls (LFM2) + +To provide broad coverage, +[`common/chat-peg-parser.h`](common/chat-peg-parser.h) contains builders and +mappers that help create parsers and visitors/extractors for these types. They +require parsers to tag nodes to conform to an AST "shape". This normalization +makes it easy to extract information and generalize parsing. + +### Simple + +The `common_chat_peg_builder` builds a `simple` parser that supports +content-only models with optional reasoning. + +- **`reasoning(p)`** - Tag node for extracting `reasoning_content` +- **`content(p)`** - Tag node for extracting `content` + +```cpp +build_chat_peg_parser([&](common_chat_peg_parser & p) { + return p.sequence({ + p.optional("" + p.reasoning(p.until("")) + ""), + p.content(p.until("")), + p.end() + }); +}); +``` + +Use `common_chat_peg_mapper` to extract the content. Note that this is already +done for you in `common_chat_peg_parser` when +`chat_format == COMMON_CHAT_FORMAT_PEG_SIMPLE`. + +```cpp +auto result = parser.parse(ctx); + +common_chat_msg msg; +auto mapper = common_chat_peg_mapper(msg); +mapper.from_ast(ctx.ast, result); +``` + +### Native + +The `common_chat_peg_native_builder` builds a `native` parser suitable for +models that emit tool arguments as a direct JSON object. + +- **`reasoning(p)`** - Tag node for `reasoning_content` +- **`content(p)`** - Tag node for `content` +- **`tool(p)`** - Tag entirety of a single tool call +- **`tool_open(p)`** - Tag start of a tool call +- **`tool_close(p)`** - Tag end of a tool call +- **`tool_id(p)`** - Tag the tool call ID (optional) +- **`tool_name(p)`** - Tag the tool name +- **`tool_args(p)`** - Tag the tool arguments + +```cpp +build_chat_peg_native_parser([&](common_chat_peg_native_parser & p) { + auto get_weather_tool = p.tool(p.sequence({ + p.tool_open(p.literal("{")), + p.json_member("name", "\"" + p.tool_name(p.literal("get_weather")) + "\""), + p.literal(","), + p.json_member("arguments", p.tool_args(p.json())), + p.tool_close(p.literal("}")) + })); + + return p.sequence({ + p.content(p.until("")), + p.literal(""), + get_weather_tool, + p.literal(""), + p.end() + }); +}); +``` + +### Constructed + +The `common_chat_peg_constructed_builder` builds a `constructed` parser +suitable for models that emit tool arguments as separate entities, such as XML +tags. + +- **`reasoning(p)`** - Tag node for `reasoning_content` +- **`content(p)`** - Tag node for `content` +- **`tool(p)`** - Tag entirety of a single tool call +- **`tool_open(p)`** - Tag start of a tool call +- **`tool_close(p)`** - Tag end of a tool call +- **`tool_name(p)`** - Tag the tool name +- **`tool_arg(p)`** - Tag a complete tool argument (name + value) +- **`tool_arg_open(p)`** - Tag start of a tool argument +- **`tool_arg_close(p)`** - Tag end of a tool argument +- **`tool_arg_name(p)`** - Tag the argument name +- **`tool_arg_string_value(p)`** - Tag string value for the argument +- **`tool_arg_json_value(p)`** - Tag JSON value for the argument + +```cpp +build_chat_peg_constructed_parser([&](common_chat_peg_constructed_builder & p) { + auto location_arg = p.tool_arg( + p.tool_arg_open(""), + p.tool_arg_string_value(p.until("")), + p.tool_arg_close(p.literal("")) + ); + + auto get_weather_tool = p.tool(p.sequence({ + p.tool_open(""), + location_arg, + p.tool_close(p.literal("")) + })); + + return p.sequence({ + p.content(p.until("")), + p.literal(""), + get_weather_tool, + p.literal(""), + p.end() + }); +}); +``` diff --git a/docs/docker.md b/docs/docker.md index 98502a0c50..b9e5015396 100644 --- a/docs/docker.md +++ b/docs/docker.md @@ -56,7 +56,7 @@ docker run -v /path/to/models:/models ghcr.io/ggml-org/llama.cpp:light -m /model or with a server image: ```bash -docker run -v /path/to/models:/models -p 8000:8000 ghcr.io/ggml-org/llama.cpp:server -m /models/7B/ggml-model-q4_0.gguf --port 8000 --host 0.0.0.0 -n 512 +docker run -v /path/to/models:/models -p 8080:8080 ghcr.io/ggml-org/llama.cpp:server -m /models/7B/ggml-model-q4_0.gguf --port 8080 --host 0.0.0.0 -n 512 ``` ## Docker With CUDA @@ -91,7 +91,7 @@ After building locally, Usage is similar to the non-CUDA examples, but you'll ne ```bash docker run --gpus all -v /path/to/models:/models local/llama.cpp:full-cuda --run -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1 docker run --gpus all -v /path/to/models:/models local/llama.cpp:light-cuda -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1 -docker run --gpus all -v /path/to/models:/models local/llama.cpp:server-cuda -m /models/7B/ggml-model-q4_0.gguf --port 8000 --host 0.0.0.0 -n 512 --n-gpu-layers 1 +docker run --gpus all -v /path/to/models:/models local/llama.cpp:server-cuda -m /models/7B/ggml-model-q4_0.gguf --port 8080 --host 0.0.0.0 -n 512 --n-gpu-layers 1 ``` ## Docker With MUSA @@ -125,5 +125,5 @@ After building locally, Usage is similar to the non-MUSA examples, but you'll ne ```bash docker run -v /path/to/models:/models local/llama.cpp:full-musa --run -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1 docker run -v /path/to/models:/models local/llama.cpp:light-musa -m /models/7B/ggml-model-q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 512 --n-gpu-layers 1 -docker run -v /path/to/models:/models local/llama.cpp:server-musa -m /models/7B/ggml-model-q4_0.gguf --port 8000 --host 0.0.0.0 -n 512 --n-gpu-layers 1 +docker run -v /path/to/models:/models local/llama.cpp:server-musa -m /models/7B/ggml-model-q4_0.gguf --port 8080 --host 0.0.0.0 -n 512 --n-gpu-layers 1 ``` diff --git a/docs/ops.md b/docs/ops.md index 62a921e8f7..b395d2315c 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -12,110 +12,112 @@ Legend: - 🟡 Partially supported by this backend - ❌ Not supported by this backend -| Operation | BLAS | CANN | CPU | CUDA | Metal | OpenCL | SYCL | Vulkan | zDNN | -|-----------|------|------|------|------|------|------|------|------|------| -| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | -| ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | -| ADD_ID | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | -| CEIL | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | -| CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | -| CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ❌ | -| CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ❌ | -| CONV_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ❌ | -| CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| COS | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | -| COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | -| CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | -| CROSS_ENTROPY_LOSS | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | -| CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | -| CUMSUM | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | -| DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | -| DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ❌ | -| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| EXPM1 | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | -| FILL | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | -| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | -| FLOOR | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | -| GATED_LINEAR_ATTN | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | -| GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ❌ | -| GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | -| GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| GROUP_NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| IM2COL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | -| IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | 🟡 | ❌ | -| LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ✅ | ❌ | -| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | -| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | -| MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | -| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| OUT_PROD | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | -| PAD | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | -| PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | -| POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ❌ | -| REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | -| RMS_NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | -| RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | -| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | -| ROPE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| ROUND | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | -| RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| SET | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ❌ | ❌ | -| SET_ROWS | ❌ | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | -| SGN | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ❌ | -| SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| SIN | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | -| SOFTCAP | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | 🟡 | ❌ | -| SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | -| SOLVE_TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | -| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | -| SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | -| STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | -| SUM | ❌ | ✅ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | -| SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | -| SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | 🟡 | ❌ | -| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | -| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | -| XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| Operation | BLAS | CANN | CPU | CUDA | Metal | OpenCL | SYCL | Vulkan | WebGPU | ZenDNN | zDNN | +|-----------|------|------|------|------|------|------|------|------|------|------|------| +| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ADD_ID | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | +| CEIL | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ | ❌ | +| CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | +| CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ | +| CONV_2D | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | +| CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| COS | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | +| COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | +| CROSS_ENTROPY_LOSS | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| CUMSUM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| DIAG | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | +| DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | +| ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | +| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| EXPM1 | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| FILL | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | ❌ | +| FLOOR | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| GATED_LINEAR_ATTN | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | +| GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | +| GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| GROUP_NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| IM2COL | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | +| LOG | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | +| MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | +| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | ❌ | ❌ | +| NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| OUT_PROD | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | ❌ | +| PAD | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | +| PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | +| POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ❌ | ❌ | ❌ | +| REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| RMS_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ROPE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| ROUND | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| SET | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | ❌ | +| SET_ROWS | ❌ | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | +| SGN | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | +| SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| SIN | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | +| SOFTCAP | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | +| SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ | +| SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | +| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ | ❌ | +| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ | ❌ | +| SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | +| STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| SUM | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | +| SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| TOP_K | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | +| TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | diff --git a/docs/ops/BLAS.csv b/docs/ops/BLAS.csv index 74c767cf29..0b7042aa8a 100644 --- a/docs/ops/BLAS.csv +++ b/docs/ops/BLAS.csv @@ -27,8 +27,20 @@ "BLAS","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" "BLAS","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" "BLAS","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" "BLAS","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" "BLAS","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" "BLAS","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" "BLAS","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" @@ -57,8 +69,20 @@ "BLAS","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" "BLAS","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" "BLAS","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" "BLAS","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" "BLAS","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" @@ -87,8 +111,20 @@ "BLAS","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" "BLAS","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" "BLAS","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" "BLAS","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" "BLAS","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" +"BLAS","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","BLAS" +"BLAS","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","BLAS" "BLAS","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" "BLAS","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" @@ -117,8 +153,20 @@ "BLAS","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" "BLAS","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" "BLAS","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" +"BLAS","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","BLAS" +"BLAS","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","BLAS" "BLAS","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","no","BLAS" "BLAS","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","no","BLAS" "BLAS","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","no","BLAS" @@ -239,99 +287,117 @@ "BLAS","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","BLAS" "BLAS","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","BLAS" "BLAS","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f16,n=256,m=5,r=4,b=1,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f16,n=256,m=5,r=4,b=1,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f16,n=256,m=5,r=4,b=7,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=f16,n=256,m=5,r=4,b=7,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=bf16,n=256,m=5,r=4,b=1,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=bf16,n=256,m=5,r=4,b=1,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=bf16,n=256,m=5,r=4,b=7,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=bf16,n=256,m=5,r=4,b=7,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=1,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=1,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=7,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=7,v=1","support","0","no","BLAS" -"BLAS","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=1,v=0","support","0","no","BLAS" -"BLAS","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=1,v=1","support","0","no","BLAS" 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"BLAS","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","0","no","BLAS" "BLAS","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","0","no","BLAS" "BLAS","ARGMAX","type=f32,ne=[32,1,1,1]","support","0","no","BLAS" +"BLAS","ARGMAX","type=f32,ne=[32,513,1,1]","support","0","no","BLAS" "BLAS","ARGMAX","type=f32,ne=[100,10,1,1]","support","0","no","BLAS" "BLAS","ARGMAX","type=f32,ne=[1024,10,1,1]","support","0","no","BLAS" "BLAS","ARGMAX","type=f32,ne=[1024,12,1,1]","support","0","no","BLAS" @@ -2621,394 +5013,451 @@ "BLAS","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","0","no","BLAS" "BLAS","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","0","no","BLAS" "BLAS","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","0","no","BLAS" -"BLAS","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","BLAS" 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"BLAS","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","BLAS" "BLAS","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","BLAS" "BLAS","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","BLAS" +"BLAS","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","BLAS" diff --git a/docs/ops/CPU.csv b/docs/ops/CPU.csv index 7c223e279c..fef3bbce70 100644 --- a/docs/ops/CPU.csv +++ b/docs/ops/CPU.csv @@ -4964,6 +4964,7 @@ "CPU","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","CPU" "CPU","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","CPU" "CPU","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","CPU" +"CPU","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","CPU" "CPU","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","CPU" "CPU","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","CPU" "CPU","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","CPU" @@ -5419,17 +5420,45 @@ "CPU","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" "CPU","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" "CPU","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" +"CPU","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" +"CPU","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CPU" 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"CPU","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","CPU" +"CPU","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","CPU" +"CPU","DIAG","type=f32,ne=[10,1,4,3]","support","1","yes","CPU" +"CPU","DIAG","type=f32,ne=[79,1,19,13]","support","1","yes","CPU" +"CPU","DIAG","type=f32,ne=[256,1,8,16]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","CPU" @@ -9487,10 +9935,16 @@ "CPU","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1","support","1","yes","CPU" +"CPU","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","1","yes","CPU" +"CPU","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[300,64,4,4]","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=1","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=1","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=1","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=1","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" diff --git a/docs/ops/CUDA.csv b/docs/ops/CUDA.csv index 56ba32273a..22c84dd143 100644 --- a/docs/ops/CUDA.csv +++ b/docs/ops/CUDA.csv @@ -4964,6 +4964,7 @@ "CUDA0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","CUDA" "CUDA0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","CUDA" "CUDA0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","CUDA" +"CUDA0","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","CUDA" "CUDA0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","CUDA" "CUDA0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","CUDA" "CUDA0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","CUDA" @@ -5419,17 +5420,45 @@ "CUDA0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" "CUDA0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" "CUDA0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" +"CUDA0","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" +"CUDA0","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CUDA" "CUDA0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[10,10,10,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[2,1,1,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[2,1,3,5]","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[2,3,5,7]","support","1","yes","CUDA" -"CUDA0","CONT","type=f16,ne=[2,1,1,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=f16,ne=[2,1,3,5]","support","1","yes","CUDA" -"CUDA0","CONT","type=f16,ne=[2,3,5,7]","support","1","yes","CUDA" -"CUDA0","CONT","type=bf16,ne=[2,1,1,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=bf16,ne=[2,1,3,5]","support","1","yes","CUDA" -"CUDA0","CONT","type=bf16,ne=[2,3,5,7]","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" "CUDA0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" @@ -5655,6 +5684,7 @@ "CUDA0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" +"CUDA0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","CUDA" "CUDA0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","CUDA" "CUDA0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","CUDA" @@ -8644,9 +8674,13 @@ "CUDA0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","CUDA" "CUDA0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","CUDA" "CUDA0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" "CUDA0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","CUDA" "CUDA0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" @@ -8666,9 +8700,13 @@ "CUDA0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","CUDA" "CUDA0","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","CUDA" "CUDA0","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","CEIL","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","ROUND","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","ROUND","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","TRUNC","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","TRUNC","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","yes","CUDA" "CUDA0","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","yes","CUDA" "CUDA0","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","1","yes","CUDA" @@ -9411,18 +9449,405 @@ "CUDA0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","0","no","CUDA" "CUDA0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","CUDA" "CUDA0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","0","no","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","CUDA" "CUDA0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","CUDA" 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+"CUDA0","TOP_K","type=f32,ne=[2047,2,1,3],k=3,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2048,2,1,3],k=3,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2049,2,1,3],k=3,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[16,10,10,10],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[60,10,10,10],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[1023,2,1,3],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[1024,2,1,3],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[1025,2,1,3],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2047,2,1,3],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2048,2,1,3],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2049,2,1,3],k=7,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[16,10,10,10],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[60,10,10,10],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[1023,2,1,3],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[1024,2,1,3],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[1025,2,1,3],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2047,2,1,3],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2048,2,1,3],k=15,ties=0","support","0","no","CUDA" +"CUDA0","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","0","no","CUDA" "CUDA0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","CUDA" @@ -9435,6 +9860,10 @@ "CUDA0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","1","yes","CUDA" +"CUDA0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=0","support","1","yes","CUDA" +"CUDA0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=1","support","1","yes","CUDA" +"CUDA0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","1","yes","CUDA" +"CUDA0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","1","yes","CUDA" @@ -9463,34 +9892,59 @@ "CUDA0","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","CUDA" "CUDA0","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","CUDA" "CUDA0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0,circular=0","support","1","yes","CUDA" "CUDA0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","CUDA" "CUDA0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","CUDA" "CUDA0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","CUDA" "CUDA0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","CUDA" +"CUDA0","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","CUDA" "CUDA0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","CUDA" "CUDA0","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","CUDA" -"CUDA0","CUMSUM","type=f32,ne=[10,5,4,3]","support","0","no","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[128,128,4,4]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[512,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[1023,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[1024,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[2047,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","CUDA" "CUDA0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","0","no","CUDA" -"CUDA0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","0","no","CUDA" -"CUDA0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","0","no","CUDA" -"CUDA0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","0","no","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","CUDA" +"CUDA0","DIAG","type=f32,ne=[10,1,4,3]","support","1","yes","CUDA" +"CUDA0","DIAG","type=f32,ne=[79,1,19,13]","support","1","yes","CUDA" +"CUDA0","DIAG","type=f32,ne=[256,1,8,16]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","CUDA" "CUDA0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1","support","0","no","CUDA" -"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1","support","0","no","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","0","no","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[300,64,4,4]","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=1","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=1","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=0","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=0","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=1","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=1","support","0","no","CUDA" "CUDA0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CUDA" "CUDA0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CUDA" "CUDA0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","CUDA" diff --git a/docs/ops/Metal.csv b/docs/ops/Metal.csv index 65fa0d6573..5f7450e91f 100644 --- a/docs/ops/Metal.csv +++ b/docs/ops/Metal.csv @@ -27,8 +27,20 @@ "Metal","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" "Metal","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" "Metal","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" "Metal","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" "Metal","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Metal" "Metal","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" "Metal","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" @@ -57,8 +69,20 @@ "Metal","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" "Metal","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" "Metal","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" "Metal","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" "Metal","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" @@ -87,8 +111,20 @@ "Metal","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" "Metal","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" "Metal","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" +"Metal","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" +"Metal","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" +"Metal","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" +"Metal","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" "Metal","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Metal" "Metal","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Metal" +"Metal","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" +"Metal","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Metal" +"Metal","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Metal" "Metal","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" "Metal","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" @@ -117,8 +153,20 @@ "Metal","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" "Metal","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" "Metal","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" +"Metal","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Metal" +"Metal","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Metal" "Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","0","no","Metal" "Metal","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","0","no","Metal" "Metal","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","0","no","Metal" @@ -239,99 +287,117 @@ "Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Metal" "Metal","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Metal" "Metal","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Metal" -"Metal","GET_ROWS","type=f32,n=1,m=8,r=2,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=f16,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=bf16,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_1,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_0,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_1,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q8_0,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q2_K,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q3_K,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q4_K,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q5_K,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=q6_K,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq1_m,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_nl,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq3_s,n=256,m=5,r=4,b=7,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,b=1,v=0","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","1","yes","Metal" -"Metal","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,b=7,v=0","support","1","yes","Metal" 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+"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","1","yes","Metal" +"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","1","yes","Metal" +"Metal","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","1","yes","Metal" +"Metal","GET_ROWS","type=f32,n=76800,m=5,r=4,be1=1,be2=2,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=f32,n=256,m=80000,r=70000,be1=2,be2=1,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=f32,n=256,m=5,r=4,be1=700,be2=100,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=q4_0,n=76800,m=5,r=4,be1=1,be2=2,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=q4_0,n=256,m=80000,r=70000,be1=2,be2=1,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=700,be2=100,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=f32,n=1,m=8,r=2,be1=1,be2=1,v=0","support","1","yes","Metal" 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+"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq2_s,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq3_xxs,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Metal" +"Metal","GET_ROWS","type=iq1_s,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Metal" 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"Metal","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","Metal" @@ -349,6 +415,8 @@ "Metal","GET_ROWS_BACK","type=q5_1,n=256,m=5,r=4,b=1,v=1","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Metal" +"Metal","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","Metal" +"Metal","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=0","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=1","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=q3_K,n=256,m=5,r=4,b=1,v=0","support","0","no","Metal" @@ -379,295 +447,309 @@ "Metal","GET_ROWS_BACK","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=0","support","0","no","Metal" "Metal","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=1","support","0","no","Metal" -"Metal","SET_ROWS","type=f32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Metal" 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-"Metal","SET_ROWS","type=f32,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=f32,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=f16,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f16,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f16,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f16,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f16,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=f16,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=f16,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Metal" 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-"Metal","SET_ROWS","type=q5_1,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=q8_0,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Metal" -"Metal","SET_ROWS","type=q2_K,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Metal" -"Metal","SET_ROWS","type=q2_K,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Metal" -"Metal","SET_ROWS","type=q2_K,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Metal" -"Metal","SET_ROWS","type=q2_K,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Metal" -"Metal","SET_ROWS","type=q2_K,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Metal" -"Metal","SET_ROWS","type=q2_K,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Metal" -"Metal","SET_ROWS","type=q2_K,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Metal" 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"Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","Metal" "Metal","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","Metal" @@ -796,84 +878,84 @@ "Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Metal" "Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Metal" "Metal","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","0","no","Metal" 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-"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","0","no","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","0","no","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","0","no","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","0","no","Metal" -"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","0","no","Metal" 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+"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" 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+"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","Metal" +"Metal","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","Metal" "Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,32],ne_kernel=[3,3,1,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" "Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,32],ne_kernel=[3,3,2,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" "Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,1024],ne_kernel=[3,3,1,1024],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" @@ -883,1578 +965,3887 @@ "Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2560],ne_kernel=[3,3,1,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" "Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Metal" "Metal","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" -"Metal","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","Metal" 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+"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Metal" +"Metal","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Metal" "Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" "Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Metal" "Metal","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Metal" @@ -2571,11 +4962,12 @@ "Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","Metal" "Metal","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","Metal" "Metal","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Metal" -"Metal","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","Metal" -"Metal","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","Metal" +"Metal","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Metal" +"Metal","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Metal" "Metal","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","0","no","Metal" "Metal","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","0","no","Metal" "Metal","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","Metal" +"Metal","ARGMAX","type=f32,ne=[32,513,1,1]","support","1","yes","Metal" "Metal","ARGMAX","type=f32,ne=[100,10,1,1]","support","1","yes","Metal" "Metal","ARGMAX","type=f32,ne=[1024,10,1,1]","support","1","yes","Metal" "Metal","ARGMAX","type=f32,ne=[1024,12,1,1]","support","1","yes","Metal" @@ -2607,7 +4999,7 @@ "Metal","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,2],v=1","support","0","no","Metal" "Metal","DUP","type=f32,ne=[10,10,20,1]","support","1","yes","Metal" "Metal","DUP","type=f16,ne=[10,10,20,1]","support","1","yes","Metal" -"Metal","DUP","type=i32,ne=[10,10,20,1]","support","0","no","Metal" +"Metal","DUP","type=i32,ne=[10,10,20,1]","support","1","yes","Metal" "Metal","DUP","type=i16,ne=[10,10,20,1]","support","0","no","Metal" "Metal","DUP","type=f32,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","Metal" "Metal","DUP","type=f16,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","Metal" @@ -2615,400 +5007,457 @@ "Metal","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Metal" "Metal","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","0","no","Metal" "Metal","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","0","no","Metal" -"Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","1","yes","Metal" -"Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","1","yes","Metal" -"Metal","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","1","yes","Metal" -"Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","1","yes","Metal" -"Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","1","yes","Metal" -"Metal","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Metal" 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-"Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" 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-"Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" 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-"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Metal" -"Metal","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Metal" -"Metal","CPY","type_src=f16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=f16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=f16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","0","no","Metal" -"Metal","CPY","type_src=f16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Metal" 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+"Metal","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" +"Metal","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" +"Metal","CPY","type_src=f16,type_dst=f16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Metal" +"Metal","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" +"Metal","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Metal" +"Metal","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Metal" "Metal","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" "Metal","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" "Metal","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" @@ -3061,6 +5510,10 @@ "Metal","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","0","no","Metal" "Metal","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","0","no","Metal" "Metal","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","0","no","Metal" +"Metal","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" +"Metal","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" +"Metal","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" +"Metal","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","0","no","Metal" "Metal","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" "Metal","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" "Metal","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" @@ -3113,6 +5566,10 @@ "Metal","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" "Metal","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" "Metal","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" +"Metal","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" +"Metal","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" +"Metal","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" +"Metal","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","0","no","Metal" "Metal","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" "Metal","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" "Metal","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" @@ -3165,6 +5622,10 @@ "Metal","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Metal" "Metal","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Metal" "Metal","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Metal" +"Metal","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" +"Metal","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" +"Metal","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" +"Metal","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Metal" "Metal","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" "Metal","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" "Metal","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" @@ -3217,51 +5678,42 @@ "Metal","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" "Metal","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" "Metal","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=2","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[16,5,4,3],nr=[1,2,1,1],nf=3","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=4","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[16,5,4,3],nr=[1,1,1,2],nf=5","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=6","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=7","support","1","yes","Metal" -"Metal","ADD","type=f32,ne=[16,5,4,3],nr=[2,2,2,2],nf=8","support","1","yes","Metal" +"Metal","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" +"Metal","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" +"Metal","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" +"Metal","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Metal" "Metal","ADD1","type=f32,ne=[10,5,4,3]","support","0","no","Metal" -"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000","support","1","yes","Metal" -"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000","support","1","yes","Metal" +"Metal","ADD1","type=f32,ne=[1024,1024,1,1]","support","0","no","Metal" +"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Metal" +"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Metal" +"Metal","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Metal" +"Metal","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Metal" "Metal","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","Metal" "Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","no","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","no","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Metal" +"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","1","yes","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Metal" "Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","0","no","Metal" "Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" "Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","no","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","no","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Metal" +"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","1","yes","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Metal" "Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","Metal" "Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" "Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","no","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","no","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Metal" +"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","1","yes","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Metal" "Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","0","no","Metal" "Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" "Metal","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Metal" -"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","no","Metal" -"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","no","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Metal" +"Metal","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","1","yes","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Metal" "Metal","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","0","no","Metal" "Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=0","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=1","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=0","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=1","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=0","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=1","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=0","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=1","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=0","support","1","yes","Metal" -"Metal","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=1","support","1","yes","Metal" +"Metal","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","Metal" "Metal","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Metal" "Metal","SSM_CONV","type=f32,ne_a=[4,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Metal" "Metal","SSM_CONV","type=f32,ne_a=[8,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Metal" @@ -3296,1207 +5748,1816 @@ "Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","no","Metal" "Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","no","Metal" "Metal","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Metal" 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-"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Metal" 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-"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" 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-"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=1,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=128,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=64,n=45,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=45,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Metal" -"Metal","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f32,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=f16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" +"Metal","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Metal" 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"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Metal" +"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Metal" +"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Metal" +"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Metal" "Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Metal" "Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Metal" "Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Metal" +"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Metal" 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"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Metal" "Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Metal" "Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Metal" +"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Metal" +"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Metal" +"Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Metal" "Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Metal" "Metal","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Metal" 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"Metal","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","Metal" -"Metal","LOG","type=f32,ne=[10,5,4,3]","support","0","no","Metal" +"Metal","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" "Metal","SIN","type=f32,ne=[10,2,2,2]","support","1","yes","Metal" "Metal","COS","type=f32,ne=[10,2,2,2]","support","1","yes","Metal" "Metal","CLAMP","type=f32,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","Metal" -"Metal","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","yes","Metal" -"Metal","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","yes","Metal" +"Metal","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Metal" +"Metal","FLOOR","type=f32,ne=[10,2,2,2]","support","0","no","Metal" +"Metal","CEIL","type=f32,ne=[10,2,2,2]","support","0","no","Metal" +"Metal","ROUND","type=f32,ne=[10,2,2,2]","support","0","no","Metal" +"Metal","TRUNC","type=f32,ne=[10,2,2,2]","support","0","no","Metal" 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"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" +"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=0.100000,max_bias=0.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=0.000000","support","0","no","Metal" +"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=0.100000,max_bias=0.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" +"Metal","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" +"Metal","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=1.000000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" +"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=1.000000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","no","Metal" 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"Metal","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" +"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=0.100000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" "Metal","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=8.000000","support","0","no","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" 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-"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","0","no","Metal" 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-"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","no","Metal" -"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","0","no","Metal" +"Metal","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=0.100000,max_bias=8.000000","support","0","no","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Metal" 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+"Metal","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Metal" 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+"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" 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+"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","Metal" +"Metal","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","0","no","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Metal" +"Metal","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Metal" "Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Metal" "Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Metal" "Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Metal" @@ -6003,2131 +9448,9295 @@ "Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Metal" "Metal","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Metal" "Metal","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Metal" "Metal","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","Metal" "Metal","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","Metal" "Metal","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","Metal" -"Metal","ARGSORT","type=f32,ne=[8,1,1,1],order=1","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","Metal" +"Metal","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","Metal" 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"Metal","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","Metal" +"Metal","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","Metal" "Metal","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","0","no","Metal" "Metal","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","Metal" +"Metal","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","Metal" "Metal","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","Metal" "Metal","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" 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-"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" -"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" 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+"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" 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+"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","Metal" +"Metal","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","Metal" "Metal","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","Metal" "Metal","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","Metal" "Metal","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","Metal" "Metal","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","Metal" -"Metal","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","Metal" +"Metal","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" +"Metal","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","Metal" diff --git a/docs/ops/OpenCL.csv b/docs/ops/OpenCL.csv index df352e1ea1..997d8a4206 100644 --- a/docs/ops/OpenCL.csv +++ b/docs/ops/OpenCL.csv @@ -27,8 +27,20 @@ "OpenCL","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" @@ -57,8 +69,20 @@ "OpenCL","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" @@ -87,8 +111,20 @@ "OpenCL","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","OpenCL" "OpenCL","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","OpenCL" +"OpenCL","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" @@ -117,8 +153,20 @@ "OpenCL","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" 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"OpenCL","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","OpenCL" @@ -3165,6 +5623,10 @@ "OpenCL","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","OpenCL" "OpenCL","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","OpenCL" "OpenCL","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","OpenCL" +"OpenCL","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","OpenCL" +"OpenCL","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","OpenCL" +"OpenCL","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","OpenCL" +"OpenCL","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","OpenCL" "OpenCL","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","OpenCL" "OpenCL","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","OpenCL" "OpenCL","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","OpenCL" @@ -3217,70 +5679,61 @@ "OpenCL","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","OpenCL" "OpenCL","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","OpenCL" "OpenCL","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","OpenCL" -"OpenCL","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=2","support","1","yes","OpenCL" -"OpenCL","ADD","type=f32,ne=[16,5,4,3],nr=[1,2,1,1],nf=3","support","1","yes","OpenCL" -"OpenCL","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=4","support","1","yes","OpenCL" -"OpenCL","ADD","type=f32,ne=[16,5,4,3],nr=[1,1,1,2],nf=5","support","1","yes","OpenCL" -"OpenCL","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=6","support","1","yes","OpenCL" -"OpenCL","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=7","support","1","yes","OpenCL" -"OpenCL","ADD","type=f32,ne=[16,5,4,3],nr=[2,2,2,2],nf=8","support","1","yes","OpenCL" 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+"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","OpenCL" "OpenCL","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" +"OpenCL","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" diff --git a/docs/ops/SYCL.csv b/docs/ops/SYCL.csv index 85a45d6ae0..91b442bde8 100644 --- a/docs/ops/SYCL.csv +++ b/docs/ops/SYCL.csv @@ -33,14 +33,14 @@ "SYCL0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" "SYCL0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" -"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" -"SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" -"SYCL0","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" -"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" -"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" -"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" -"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" +"SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" +"SYCL0","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" +"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" +"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" "SYCL0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" "SYCL0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" "SYCL0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" @@ -287,14 +287,14 @@ "SYCL0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL" "SYCL0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL" "SYCL0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=2.000000","support","0","no","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=7.000000","support","0","no","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=2.000000","support","0","no","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=7.000000","support","0","no","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","0","no","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","0","no","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","0","no","SYCL" -"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","0","no","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=2.000000","support","1","yes","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=7.000000","support","1","yes","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=2.000000","support","1","yes","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=7.000000","support","1","yes","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","1","yes","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","1","yes","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","1","yes","SYCL" +"SYCL0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","1","yes","SYCL" "SYCL0","GET_ROWS","type=f32,n=76800,m=5,r=4,be1=1,be2=2,v=0","support","1","yes","SYCL" "SYCL0","GET_ROWS","type=f32,n=256,m=80000,r=70000,be1=2,be2=1,v=0","support","1","yes","SYCL" "SYCL0","GET_ROWS","type=f32,n=256,m=5,r=4,be1=700,be2=100,v=0","support","1","yes","SYCL" @@ -4964,6 +4964,7 @@ "SYCL0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL" "SYCL0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","SYCL" "SYCL0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","SYCL" +"SYCL0","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","0","no","SYCL" "SYCL0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","SYCL" "SYCL0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","SYCL" "SYCL0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","SYCL" @@ -5419,17 +5420,45 @@ "SYCL0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL" "SYCL0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL" "SYCL0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","SYCL" +"SYCL0","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","SYCL" +"SYCL0","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" "SYCL0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CONT","type=f32,ne=[10,10,10,1]","support","1","yes","SYCL" -"SYCL0","CONT","type=f32,ne=[2,1,1,1]","support","1","yes","SYCL" -"SYCL0","CONT","type=f32,ne=[2,1,3,5]","support","1","yes","SYCL" -"SYCL0","CONT","type=f32,ne=[2,3,5,7]","support","1","yes","SYCL" -"SYCL0","CONT","type=f16,ne=[2,1,1,1]","support","1","yes","SYCL" -"SYCL0","CONT","type=f16,ne=[2,1,3,5]","support","1","yes","SYCL" -"SYCL0","CONT","type=f16,ne=[2,3,5,7]","support","1","yes","SYCL" -"SYCL0","CONT","type=bf16,ne=[2,1,1,1]","support","0","no","SYCL" -"SYCL0","CONT","type=bf16,ne=[2,1,3,5]","support","0","no","SYCL" -"SYCL0","CONT","type=bf16,ne=[2,3,5,7]","support","0","no","SYCL" +"SYCL0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL" +"SYCL0","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","0","no","SYCL" +"SYCL0","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","0","no","SYCL" +"SYCL0","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","0","no","SYCL" +"SYCL0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","0","no","SYCL" +"SYCL0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","0","no","SYCL" +"SYCL0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","0","no","SYCL" "SYCL0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" @@ -5655,6 +5684,7 @@ "SYCL0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" +"SYCL0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","SYCL" "SYCL0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","SYCL" "SYCL0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","SYCL" @@ -5791,15 +5821,15 @@ "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -5944,15 +5974,15 @@ "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" @@ -5971,15 +6001,15 @@ "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6002,15 +6032,15 @@ "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" @@ -6029,15 +6059,15 @@ "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6176,15 +6206,15 @@ "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6207,15 +6237,15 @@ "SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" 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"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" 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"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6269,15 +6299,15 @@ "SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" 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+"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6300,15 +6330,15 @@ "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" 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+"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6331,15 +6361,15 @@ "SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" 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+"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6362,15 +6392,15 @@ "SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" 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"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" 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+"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" @@ -6489,12 +6519,12 @@ "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6520,12 +6550,12 @@ "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -6807,145 +6837,145 @@ "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" 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"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","0","no","SYCL" -"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL" +"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=32,n=1024,k=16","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=0,m=32,n=8192,k=64","support","1","yes","SYCL" @@ -6954,7 +6984,7 @@ "SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=1,m=32,n=8192,k=64","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=50,n=200,k=64","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=1,n_used=1,b=0,m=8,n=16,k=1","support","1","yes","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","0","no","SYCL" +"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL" @@ -7387,78 +7417,78 @@ "SYCL0","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL" "SYCL0","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","0","no","SYCL" -"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","0","no","SYCL" 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"SYCL0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL" "SYCL0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL" "SYCL0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=1","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=32","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=129","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=1,n_token=1","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=1,n_token=32","support","0","no","SYCL" 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-"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=2,n_token=129","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=1","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=32","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=129","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","0","no","SYCL" -"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","0","no","SYCL" -"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","0","no","SYCL" -"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","0","no","SYCL" -"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","0","no","SYCL" -"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" -"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" -"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=129","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","SYCL" 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+"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=2,n_token=129","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","SYCL" +"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","SYCL" +"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL" +"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","1","yes","SYCL" +"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL" +"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" +"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" +"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" "SYCL0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" -"SYCL0","CEIL","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" -"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" -"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" -"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","SYCL" +"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" +"SYCL0","CEIL","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" +"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" +"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" "SYCL0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","CEIL","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" -"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" +"SYCL0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" +"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" "SYCL0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","SYCL" "SYCL0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" @@ -8666,9 +8700,13 @@ "SYCL0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" "SYCL0","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL" "SYCL0","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","CEIL","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","ROUND","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","ROUND","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","TRUNC","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","TRUNC","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL" "SYCL0","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","yes","SYCL" "SYCL0","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","yes","SYCL" "SYCL0","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","1","yes","SYCL" @@ -9411,28 +9449,405 @@ "SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL" "SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL" "SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","SYCL" 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+"SYCL0","TOP_K","type=f32,ne=[1024,2,1,3],k=1,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1025,2,1,3],k=1,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2047,2,1,3],k=1,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2048,2,1,3],k=1,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2049,2,1,3],k=1,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16,10,10,10],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[60,10,10,10],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1023,2,1,3],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1024,2,1,3],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1025,2,1,3],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2047,2,1,3],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2048,2,1,3],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2049,2,1,3],k=2,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16,10,10,10],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[60,10,10,10],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1023,2,1,3],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1024,2,1,3],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1025,2,1,3],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2047,2,1,3],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2048,2,1,3],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2049,2,1,3],k=3,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16,10,10,10],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[60,10,10,10],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1023,2,1,3],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1024,2,1,3],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1025,2,1,3],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2047,2,1,3],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2048,2,1,3],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2049,2,1,3],k=7,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16,10,10,10],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[60,10,10,10],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1023,2,1,3],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1024,2,1,3],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[1025,2,1,3],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2047,2,1,3],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2048,2,1,3],k=15,ties=0","support","0","no","SYCL" +"SYCL0","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","0","no","SYCL" "SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","SYCL" @@ -9445,6 +9860,10 @@ "SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","0","no","SYCL" "SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","0","no","SYCL" "SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","0","no","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=0","support","0","no","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=1","support","0","no","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","0","no","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","0","no","SYCL" "SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","0","no","SYCL" "SYCL0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","0","no","SYCL" "SYCL0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","0","no","SYCL" @@ -9479,9 +9898,23 @@ "SYCL0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","SYCL" "SYCL0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","SYCL" "SYCL0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","SYCL" +"SYCL0","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","SYCL" "SYCL0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","SYCL" "SYCL0","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL" "SYCL0","CUMSUM","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[127,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[128,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[128,128,4,4]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[255,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[256,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[511,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[512,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[1023,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[1024,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[2047,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[2048,5,4,3]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[242004,1,1,1]","support","0","no","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","0","no","SYCL" "SYCL0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" "SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","0","no","SYCL" "SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","0","no","SYCL" @@ -9490,6 +9923,7 @@ "SYCL0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","0","no","SYCL" "SYCL0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","0","no","SYCL" "SYCL0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","0","no","SYCL" +"SYCL0","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","0","no","SYCL" "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","0","no","SYCL" "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","0","no","SYCL" "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","0","no","SYCL" @@ -9497,6 +9931,8 @@ "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","0","no","SYCL" "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","0","no","SYCL" "SYCL0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[300,64,4,4]","support","0","no","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1","support","0","no","SYCL" diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv index 8073930e94..d284fcb0f8 100644 --- a/docs/ops/Vulkan.csv +++ b/docs/ops/Vulkan.csv @@ -5005,8 +5005,8 @@ "Vulkan0","DUP","type=f16,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","DUP","type=f32,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Vulkan" "Vulkan0","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Vulkan" -"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","0","no","Vulkan" +"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","1","yes","Vulkan" "Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","0","no","Vulkan" "Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","0","no","Vulkan" "Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","0","no","Vulkan" @@ -5032,14 +5032,14 @@ "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" @@ -5271,7 +5271,7 @@ "Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" @@ -5415,21 +5415,49 @@ "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[10,10,10,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[2,1,3,5]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[2,3,5,7]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f16,ne=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f16,ne=[2,1,3,5]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f16,ne=[2,3,5,7]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=bf16,ne=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=bf16,ne=[2,1,3,5]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=bf16,ne=[2,3,5,7]","support","0","no","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" "Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" @@ -5655,6 +5683,7 @@ "Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Vulkan" @@ -8644,9 +8673,13 @@ "Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","Vulkan" "Vulkan0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","Vulkan" "Vulkan0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","Vulkan" "Vulkan0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" @@ -8666,9 +8699,13 @@ "Vulkan0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan" "Vulkan0","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","Vulkan" "Vulkan0","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","ROUND","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","yes","Vulkan" "Vulkan0","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","yes","Vulkan" "Vulkan0","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","1","yes","Vulkan" @@ -9411,28 +9448,405 @@ "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","Vulkan" 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+"Vulkan0","TOP_K","type=f32,ne=[2048,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2049,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[16,10,10,10],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[60,10,10,10],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1023,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1024,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1025,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[16384,1,1,1],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2047,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2048,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2049,2,1,3],k=15","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","Vulkan" @@ -9445,6 +9859,10 @@ "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=0","support","0","no","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=1","support","0","no","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","0","no","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","0","no","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" @@ -9479,23 +9897,37 @@ "Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","0","no","Vulkan" "Vulkan0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","Vulkan" "Vulkan0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","Vulkan" +"Vulkan0","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","Vulkan" "Vulkan0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","Vulkan" "Vulkan0","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Vulkan" -"Vulkan0","CUMSUM","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[512,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[1023,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[1024,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[2047,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","Vulkan" "Vulkan0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","0","no","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","0","no","Vulkan" +"Vulkan0","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","Vulkan" diff --git a/docs/ops/WebGPU.csv b/docs/ops/WebGPU.csv new file mode 100644 index 0000000000..bfff75e66f --- /dev/null +++ b/docs/ops/WebGPU.csv @@ -0,0 +1,18741 @@ +"backend_name","op_name","op_params","test_mode","supported","error_message","backend_reg_name" +"WebGPU: WebGPU","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","SIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","GELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU" +"WebGPU: WebGPU","GELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU" +"WebGPU: 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+"ZenDNN","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","ZenDNN" +"ZenDNN","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","ZenDNN" +"ZenDNN","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","ZenDNN" +"ZenDNN","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","ZenDNN" diff --git a/examples/CMakeLists.txt b/examples/CMakeLists.txt index dab795fb90..91797cf78a 100644 --- a/examples/CMakeLists.txt +++ b/examples/CMakeLists.txt @@ -20,6 +20,7 @@ else() add_subdirectory(gguf-hash) add_subdirectory(gguf) + add_subdirectory(idle) add_subdirectory(lookahead) add_subdirectory(lookup) add_subdirectory(parallel) diff --git a/examples/batched/batched.cpp b/examples/batched/batched.cpp index 1a5de5928a..36a12d299f 100644 --- a/examples/batched/batched.cpp +++ b/examples/batched/batched.cpp @@ -2,6 +2,7 @@ #include "common.h" #include "log.h" #include "llama.h" +#include "sampling.h" #include #include @@ -64,17 +65,23 @@ int main(int argc, char ** argv) { ctx_params.n_ctx = n_kv_req; ctx_params.n_batch = std::max(n_predict, n_parallel); - llama_context * ctx = llama_init_from_model(model, ctx_params); - auto sparams = llama_sampler_chain_default_params(); sparams.no_perf = false; - llama_sampler * smpl = llama_sampler_chain_init(sparams); + std::vector samplers; - llama_sampler_chain_add(smpl, llama_sampler_init_top_k(params.sampling.top_k)); - llama_sampler_chain_add(smpl, llama_sampler_init_top_p(params.sampling.top_p, params.sampling.min_keep)); - llama_sampler_chain_add(smpl, llama_sampler_init_temp (params.sampling.temp)); - llama_sampler_chain_add(smpl, llama_sampler_init_dist (params.sampling.seed)); + for (int32_t i = 0; i < n_parallel; ++i) { + llama_sampler * smpl = llama_sampler_chain_init(sparams); + + llama_sampler_chain_add(smpl, llama_sampler_init_top_k(params.sampling.top_k)); + llama_sampler_chain_add(smpl, llama_sampler_init_top_p(params.sampling.top_p, params.sampling.min_keep)); + llama_sampler_chain_add(smpl, llama_sampler_init_temp (params.sampling.temp)); + llama_sampler_chain_add(smpl, llama_sampler_init_dist (params.sampling.seed)); + + samplers.push_back(smpl); + } + + llama_context * ctx = llama_init_from_model(model, ctx_params); if (ctx == NULL) { LOG_ERR("%s: error: failed to create the llama_context\n" , __func__); @@ -173,7 +180,7 @@ int main(int argc, char ** argv) { continue; } - const llama_token new_token_id = llama_sampler_sample(smpl, ctx, i_batch[i]); + const llama_token new_token_id = llama_sampler_sample(samplers[i], ctx, i_batch[i]); // is it an end of generation? -> mark the stream as finished if (llama_vocab_is_eog(vocab, new_token_id) || n_cur == n_predict) { @@ -229,14 +236,17 @@ int main(int argc, char ** argv) { __func__, n_decode, (t_main_end - t_main_start) / 1000000.0f, n_decode / ((t_main_end - t_main_start) / 1000000.0f)); LOG("\n"); - llama_perf_sampler_print(smpl); + llama_perf_sampler_print(samplers[0]); llama_perf_context_print(ctx); fprintf(stderr, "\n"); llama_batch_free(batch); - llama_sampler_free(smpl); + for (auto & sampler_config : samplers) { + llama_sampler_free(sampler_config); + } + llama_free(ctx); llama_model_free(model); diff --git a/examples/embedding/embedding.cpp b/examples/embedding/embedding.cpp index fe91b308cd..81111e81b2 100644 --- a/examples/embedding/embedding.cpp +++ b/examples/embedding/embedding.cpp @@ -131,10 +131,10 @@ int main(int argc, char ** argv) { llama_numa_init(params.numa); // load the model - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); if (model == NULL) { LOG_ERR("%s: unable to load model\n", __func__); diff --git a/examples/eval-callback/eval-callback.cpp b/examples/eval-callback/eval-callback.cpp index 80c693ce61..408338f1af 100644 --- a/examples/eval-callback/eval-callback.cpp +++ b/examples/eval-callback/eval-callback.cpp @@ -202,10 +202,10 @@ int main(int argc, char ** argv) { params.warmup = false; // init - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); if (model == nullptr || ctx == nullptr) { LOG_ERR("%s : failed to init\n", __func__); diff --git a/examples/gen-docs/gen-docs.cpp b/examples/gen-docs/gen-docs.cpp index 77c59a836e..e9f7bf9313 100644 --- a/examples/gen-docs/gen-docs.cpp +++ b/examples/gen-docs/gen-docs.cpp @@ -14,12 +14,13 @@ static void write_table_header(std::ofstream & file) { static void write_table_entry(std::ofstream & file, const common_arg & opt) { file << "| `"; // args - for (const auto & arg : opt.args) { - if (arg == opt.args.front()) { + auto all_args = opt.get_args(); + for (const auto & arg : all_args) { + if (arg == all_args.front()) { file << arg; - if (opt.args.size() > 1) file << ", "; + if (all_args.size() > 1) file << ", "; } else { - file << arg << (arg != opt.args.back() ? ", " : ""); + file << arg << (arg != all_args.back() ? ", " : ""); } } // value hint @@ -76,7 +77,7 @@ static void export_md(std::string fname, llama_example ex) { } int main(int, char **) { - export_md("autogen-main.md", LLAMA_EXAMPLE_MAIN); + export_md("autogen-main.md", LLAMA_EXAMPLE_COMPLETION); export_md("autogen-server.md", LLAMA_EXAMPLE_SERVER); return 0; diff --git a/examples/idle/CMakeLists.txt b/examples/idle/CMakeLists.txt new file mode 100644 index 0000000000..d5018fec4b --- /dev/null +++ b/examples/idle/CMakeLists.txt @@ -0,0 +1,5 @@ +set(TARGET llama-idle) +add_executable(${TARGET} idle.cpp) +install(TARGETS ${TARGET} RUNTIME) +target_link_libraries(${TARGET} PRIVATE llama common ${CMAKE_THREAD_LIBS_INIT}) +target_compile_features(${TARGET} PRIVATE cxx_std_11) diff --git a/examples/idle/README.md b/examples/idle/README.md new file mode 100644 index 0000000000..d38e607994 --- /dev/null +++ b/examples/idle/README.md @@ -0,0 +1,3 @@ +# llama.cpp/example/idle + +https://github.com/ggml-org/llama.cpp/pull/17766 diff --git a/examples/idle/idle.cpp b/examples/idle/idle.cpp new file mode 100644 index 0000000000..000427143d --- /dev/null +++ b/examples/idle/idle.cpp @@ -0,0 +1,110 @@ +#include "arg.h" +#include "common.h" +#include "log.h" +#include "llama.h" + +#include +#include +#include +#include +#include +#include + +static void print_usage(int /*argc*/, char ** argv) { + printf("\nexample usage:\n"); + printf("\n %s -m model.gguf [-ngl n_gpu_layers]\n", argv[0]); + printf("\n"); +} + +int main(int argc, char ** argv) { + common_params params; + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON, print_usage)) { + return 1; + } + + common_init(); + + // init LLM + + llama_backend_init(); + llama_numa_init(params.numa); + + // initialize the model + + llama_model_params model_params = common_model_params_to_llama(params); + + llama_model * model = llama_model_load_from_file(params.model.path.c_str(), model_params); + + if (model == NULL) { + LOG_ERR("%s: error: unable to load model\n" , __func__); + return 1; + } + + const llama_vocab * vocab = llama_model_get_vocab(model); + + // we need just a dummy token to evaluate + std::vector prompt_tokens(1, llama_vocab_bos(vocab)); + + llama_context_params ctx_params = llama_context_default_params(); + ctx_params.n_ctx = 512; + ctx_params.n_batch = 512; + ctx_params.no_perf = false; + + llama_context * ctx = llama_init_from_model(model, ctx_params); + if (ctx == NULL) { + fprintf(stderr , "%s: error: failed to create the llama_context\n" , __func__); + return 1; + } + + llama_batch batch = llama_batch_get_one(prompt_tokens.data(), prompt_tokens.size()); + + const int n_iters = 3; + + // warm-up + llama_decode(ctx, batch); + llama_memory_clear(llama_get_memory(ctx), true); + llama_synchronize(ctx); + + for (int64_t t_pause_ms = 0; t_pause_ms <= 4000; t_pause_ms += 800) { + double t_sum_us = 0.0; + double t_sum2_us = 0.0; + + for (int i = 0; i < n_iters; i++) { + // this pause is important - it simulates "idle GPU" + std::this_thread::sleep_for(std::chrono::milliseconds(t_pause_ms)); + + const int64_t t_start_us = llama_time_us(); + + // this should take constant time + llama_decode(ctx, batch); + llama_synchronize(ctx); + + const int64_t t_end_us = llama_time_us(); + + const double t_cur_us = t_end_us - t_start_us; + +#if 1 + // print individual decode times + printf(" - decode time: %8.2f ms\n", t_cur_us / 1000); +#endif + + t_sum_us += t_cur_us; + t_sum2_us += t_cur_us * t_cur_us; + + llama_memory_clear(llama_get_memory(ctx), true); + llama_synchronize(ctx); // just in case + } + + const double t_avg_us = t_sum_us / n_iters; + const double t_dev_us = sqrt((t_sum2_us / (n_iters - 1)) - (t_avg_us * t_avg_us * n_iters) / (n_iters - 1)); + + printf("iters: %4d, pause: %5d ms, avg decode time: %8.2f +/- %4.2f ms\n", n_iters, (int) t_pause_ms, t_avg_us / 1000, t_dev_us / 1000); + fflush(stdout); + } + + llama_free(ctx); + llama_model_free(model); + + return 0; +} diff --git a/examples/json_schema_to_grammar.py b/examples/json_schema_to_grammar.py index 26989157fe..886dd3d81e 100755 --- a/examples/json_schema_to_grammar.py +++ b/examples/json_schema_to_grammar.py @@ -231,9 +231,9 @@ DOT = '[^\\x0A\\x0D]' RESERVED_NAMES = set(["root", "dot", *PRIMITIVE_RULES.keys(), *STRING_FORMAT_RULES.keys()]) INVALID_RULE_CHARS_RE = re.compile(r'[^a-zA-Z0-9-]+') -GRAMMAR_LITERAL_ESCAPE_RE = re.compile(r'[\r\n"]') +GRAMMAR_LITERAL_ESCAPE_RE = re.compile(r'[\r\n"\\]') GRAMMAR_RANGE_LITERAL_ESCAPE_RE = re.compile(r'[\r\n"\]\-\\]') -GRAMMAR_LITERAL_ESCAPES = {'\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]'} +GRAMMAR_LITERAL_ESCAPES = {'\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]', '\\': '\\\\'} NON_LITERAL_SET = set('|.()[]{}*+?') ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = set('^$.[]()|{}*+?') diff --git a/examples/lookahead/lookahead.cpp b/examples/lookahead/lookahead.cpp index 1e26d8221b..f54cfdd77f 100644 --- a/examples/lookahead/lookahead.cpp +++ b/examples/lookahead/lookahead.cpp @@ -55,10 +55,10 @@ int main(int argc, char ** argv) { llama_numa_init(params.numa); // load the target model - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); auto * mem = llama_get_memory(ctx); diff --git a/examples/lookup/lookup-create.cpp b/examples/lookup/lookup-create.cpp index 3da45ed9e0..bb94a8fe06 100644 --- a/examples/lookup/lookup-create.cpp +++ b/examples/lookup/lookup-create.cpp @@ -18,16 +18,16 @@ int main(int argc, char ** argv){ llama_numa_init(params.numa); // load the model - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model_ptr & model = llama_init.model; - llama_context_ptr & ctx = llama_init.context; + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); GGML_ASSERT(model != nullptr); // tokenize the prompt std::vector inp; - inp = common_tokenize(ctx.get(), params.prompt, true, true); + inp = common_tokenize(ctx, params.prompt, true, true); fprintf(stderr, "%s: tokenization done\n", __func__); common_ngram_cache ngram_cache; diff --git a/examples/lookup/lookup-stats.cpp b/examples/lookup/lookup-stats.cpp index fcb289abe0..135f6fcab9 100644 --- a/examples/lookup/lookup-stats.cpp +++ b/examples/lookup/lookup-stats.cpp @@ -28,13 +28,13 @@ int main(int argc, char ** argv){ llama_numa_init(params.numa); // load the model - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_context_ptr & ctx = llama_init.context; + llama_context * ctx = llama_init->context(); // tokenize the prompt std::vector inp; - inp = common_tokenize(ctx.get(), params.prompt, true, true); + inp = common_tokenize(ctx, params.prompt, true, true); common_ngram_cache ngram_cache_context; common_ngram_cache ngram_cache_dynamic; @@ -65,7 +65,7 @@ int main(int argc, char ** argv){ } const int n_input = inp.size(); - const int n_ctx = llama_n_ctx(ctx.get()); + const int n_ctx = llama_n_ctx(ctx); int n_drafted = 0; int n_accept = 0; diff --git a/examples/lookup/lookup.cpp b/examples/lookup/lookup.cpp index 2bfa26b55f..27f159940a 100644 --- a/examples/lookup/lookup.cpp +++ b/examples/lookup/lookup.cpp @@ -29,10 +29,10 @@ int main(int argc, char ** argv){ llama_numa_init(params.numa); // load the model - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); const llama_vocab * vocab = llama_model_get_vocab(model); diff --git a/examples/model-conversion/logits.cpp b/examples/model-conversion/logits.cpp index bbd095e603..5bcf063267 100644 --- a/examples/model-conversion/logits.cpp +++ b/examples/model-conversion/logits.cpp @@ -144,7 +144,7 @@ int main(int argc, char ** argv) { return 1; } std::string s(buf, n); - printf("%s", s.c_str()); + printf("%s (%d)", s.c_str(), id); } printf("\n"); diff --git a/examples/model-conversion/scripts/causal/compare-logits.py b/examples/model-conversion/scripts/causal/compare-logits.py index afa0d5b263..894302c69e 100755 --- a/examples/model-conversion/scripts/causal/compare-logits.py +++ b/examples/model-conversion/scripts/causal/compare-logits.py @@ -1,10 +1,13 @@ #!/usr/bin/env python3 -import numpy as np import sys -import os +import numpy as np from pathlib import Path +# Add utils directory to path for direct script execution +sys.path.insert(0, str(Path(__file__).parent.parent / "utils")) +from common import get_model_name_from_env_path # type: ignore[import-not-found] + def quick_logits_check(pytorch_file, llamacpp_file): """Lightweight sanity check before NMSE""" @@ -32,27 +35,16 @@ def quick_logits_check(pytorch_file, llamacpp_file): print(f"Top 10 llama.cpp logits: {llamacpp_logits[llamacpp_top10]}") print(f"Max absolute difference: {max_diff:.4f}") - if max_diff > 1.0: - print(f"❌ NOK: Large differences detected - max diff: {max_diff:.4f}") - return False - return True def main(): - model_path = os.getenv('MODEL_PATH') - if not model_path: - print("Error: MODEL_PATH environment variable not set") - sys.exit(1) - - if not os.path.exists(model_path): - print(f"Error: Model file not found: {model_path}") - sys.exit(1) - - model_name = os.path.basename(model_path) + model_name = get_model_name_from_env_path('MODEL_PATH') data_dir = Path("data") - pytorch_file = data_dir / f"pytorch-{model_name}.bin" - llamacpp_file = data_dir / f"llamacpp-{model_name}.bin" + + llamacpp_model_name = get_model_name_from_env_path('CONVERTED_MODEL') + print(f"Using converted model: {llamacpp_model_name}") + llamacpp_file = data_dir / f"llamacpp-{llamacpp_model_name}.bin" if not pytorch_file.exists(): print(f"Error: PyTorch logits file not found: {pytorch_file}") diff --git a/examples/model-conversion/scripts/causal/run-org-model.py b/examples/model-conversion/scripts/causal/run-org-model.py index 7d2b80057c..da1132c003 100755 --- a/examples/model-conversion/scripts/causal/run-org-model.py +++ b/examples/model-conversion/scripts/causal/run-org-model.py @@ -200,7 +200,7 @@ with torch.no_grad(): logits = outputs.logits # Extract logits for the last token (next token prediction) - last_logits = logits[0, -1, :].cpu().numpy() + last_logits = logits[0, -1, :].float().cpu().numpy() print(f"Logits shape: {logits.shape}") print(f"Last token logits shape: {last_logits.shape}") diff --git a/examples/model-conversion/scripts/utils/__init__.py b/examples/model-conversion/scripts/utils/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/examples/model-conversion/scripts/utils/check-nmse.py b/examples/model-conversion/scripts/utils/check-nmse.py index 939e3153cc..83f63f9ff3 100755 --- a/examples/model-conversion/scripts/utils/check-nmse.py +++ b/examples/model-conversion/scripts/utils/check-nmse.py @@ -5,6 +5,7 @@ import sys import os import argparse from pathlib import Path +from common import get_model_name_from_env_path # type: ignore[import-not-found] def calculate_nmse(reference, test): mse = np.mean((test - reference) ** 2) @@ -67,11 +68,13 @@ def main(): parser.add_argument('-m', '--model-path', required=True, help='Path to the model directory') args = parser.parse_args() - model_name = os.path.basename(args.model_path) + model_name = get_model_name_from_env_path('MODEL_PATH') data_dir = Path("data") pytorch_file = data_dir / f"pytorch-{model_name}.bin" - llamacpp_file = data_dir / f"llamacpp-{model_name}.bin" + + llamacpp_model_name = get_model_name_from_env_path('CONVERTED_MODEL') + llamacpp_file = data_dir / f"llamacpp-{llamacpp_model_name}.bin" print(f"Model name: {model_name}") print(f"PyTorch logits file: {pytorch_file}") diff --git a/examples/model-conversion/scripts/utils/common.py b/examples/model-conversion/scripts/utils/common.py new file mode 100644 index 0000000000..945f9a1a1d --- /dev/null +++ b/examples/model-conversion/scripts/utils/common.py @@ -0,0 +1,20 @@ +#!/usr/bin/env python3 + +import os +import sys + +def get_model_name_from_env_path(env_path_name): + model_path = os.getenv(env_path_name) + if not model_path: + print(f"Error: {env_path_name} environment variable not set") + sys.exit(1) + + if not os.path.exists(model_path): + print(f"Error: Model file not found: {model_path}") + sys.exit(1) + + name = os.path.basename(os.path.normpath(model_path)) + if name.endswith(".gguf"): + name = name[:-5] + + return name diff --git a/examples/parallel/parallel.cpp b/examples/parallel/parallel.cpp index e48f48fc32..c92173ae29 100644 --- a/examples/parallel/parallel.cpp +++ b/examples/parallel/parallel.cpp @@ -192,10 +192,10 @@ int main(int argc, char ** argv) { llama_numa_init(params.numa); // load the target model - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); auto * mem = llama_get_memory(ctx); diff --git a/examples/retrieval/retrieval.cpp b/examples/retrieval/retrieval.cpp index 042e12c2bf..2c2143ad10 100644 --- a/examples/retrieval/retrieval.cpp +++ b/examples/retrieval/retrieval.cpp @@ -149,10 +149,10 @@ int main(int argc, char ** argv) { llama_numa_init(params.numa); // load the model - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); if (model == NULL) { LOG_ERR("%s: unable to load model\n", __func__); diff --git a/examples/save-load-state/save-load-state.cpp b/examples/save-load-state/save-load-state.cpp index 1065ec6bb0..39d4464663 100644 --- a/examples/save-load-state/save-load-state.cpp +++ b/examples/save-load-state/save-load-state.cpp @@ -34,10 +34,10 @@ int main(int argc, char ** argv) { std::string result2; // init - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); if (model == nullptr || ctx == nullptr) { fprintf(stderr, "%s : failed to init\n", __func__); @@ -241,6 +241,12 @@ int main(int argc, char ** argv) { llama_batch_free(batch); + // this one is managed by common_init_result + //llama_free(ctx); + + llama_free(ctx2); + llama_free(ctx3); + if (result0 != result2) { fprintf(stderr, "\n%s : error : the seq restore generation is different\n", __func__); return 1; diff --git a/examples/simple-cmake-pkg/README.md b/examples/simple-cmake-pkg/README.md index d7430cc9c2..0cabc2e775 100644 --- a/examples/simple-cmake-pkg/README.md +++ b/examples/simple-cmake-pkg/README.md @@ -18,6 +18,7 @@ cd llama.cpp cmake -S . -B build cmake --build build cmake --install build --prefix inst +``` ### Build simple-cmake-pkg diff --git a/examples/speculative-simple/speculative-simple.cpp b/examples/speculative-simple/speculative-simple.cpp index a8e53f28eb..8141052a22 100644 --- a/examples/speculative-simple/speculative-simple.cpp +++ b/examples/speculative-simple/speculative-simple.cpp @@ -40,10 +40,10 @@ int main(int argc, char ** argv) { llama_context * ctx_dft = NULL; // load the target model - common_init_result llama_init_tgt = common_init_from_params(params); + auto llama_init_tgt = common_init_from_params(params); - model_tgt = llama_init_tgt.model.get(); - ctx_tgt = llama_init_tgt.context.get(); + model_tgt = llama_init_tgt->model(); + ctx_tgt = llama_init_tgt->context(); const llama_vocab * vocab = llama_model_get_vocab(model_tgt); @@ -61,10 +61,10 @@ int main(int argc, char ** argv) { params.cpuparams_batch.n_threads = params.speculative.cpuparams_batch.n_threads; params.tensor_buft_overrides = params.speculative.tensor_buft_overrides; - common_init_result llama_init_dft = common_init_from_params(params); + auto llama_init_dft = common_init_from_params(params); - //model_dft = llama_init_dft.model.get(); - ctx_dft = llama_init_dft.context.get(); + //model_dft = llama_init_dft->model(); + ctx_dft = llama_init_dft->context(); if (!common_speculative_are_compatible(ctx_tgt, ctx_dft)) { LOG_INF("the draft model '%s' is not compatible with the target model '%s'. tokens will be translated between the draft and target models.\n", params.speculative.model.path.c_str(), params.model.path.c_str()); @@ -255,6 +255,8 @@ int main(int argc, char ** argv) { LOG_INF("target:\n\n"); common_perf_print(ctx_tgt, smpl); + llama_batch_free(batch_tgt); + common_sampler_free(smpl); common_speculative_free(spec); diff --git a/examples/speculative/speculative.cpp b/examples/speculative/speculative.cpp index 5f5ac5eb64..2fb7f6374e 100644 --- a/examples/speculative/speculative.cpp +++ b/examples/speculative/speculative.cpp @@ -71,10 +71,10 @@ int main(int argc, char ** argv) { llama_context * ctx_dft = NULL; // load the target model - common_init_result llama_init_tgt = common_init_from_params(params); + auto llama_init_tgt = common_init_from_params(params); - model_tgt = llama_init_tgt.model.get(); - ctx_tgt = llama_init_tgt.context.get(); + model_tgt = llama_init_tgt->model(); + ctx_tgt = llama_init_tgt->context(); // load the draft model params.devices = params.speculative.devices; @@ -87,10 +87,10 @@ int main(int argc, char ** argv) { params.cpuparams_batch.n_threads = params.speculative.cpuparams_batch.n_threads; params.tensor_buft_overrides = params.speculative.tensor_buft_overrides; - common_init_result llama_init_dft = common_init_from_params(params); + auto llama_init_dft = common_init_from_params(params); - model_dft = llama_init_dft.model.get(); - ctx_dft = llama_init_dft.context.get(); + model_dft = llama_init_dft->model(); + ctx_dft = llama_init_dft->context(); const llama_vocab * vocab_tgt = llama_model_get_vocab(model_tgt); const llama_vocab * vocab_dft = llama_model_get_vocab(model_dft); @@ -242,7 +242,7 @@ int main(int argc, char ** argv) { bool accept = false; if (params.sampling.temp > 0) { // stochastic verification - common_sampler_sample(smpl, ctx_tgt, drafts[s_keep].i_batch_tgt[i_dft], true); + common_sampler_sample(smpl, ctx_tgt, drafts[s_keep].i_batch_tgt[i_dft]); auto & dist_tgt = *common_sampler_get_candidates(smpl, true); @@ -491,7 +491,7 @@ int main(int argc, char ** argv) { continue; } - common_sampler_sample(drafts[s].smpl, ctx_dft, drafts[s].i_batch_dft, true); + common_sampler_sample(drafts[s].smpl, ctx_dft, drafts[s].i_batch_dft); const auto * cur_p = common_sampler_get_candidates(drafts[s].smpl, true); diff --git a/examples/sycl/run-llama2.sh b/examples/sycl/run-llama2.sh index 37195008de..a018e45197 100755 --- a/examples/sycl/run-llama2.sh +++ b/examples/sycl/run-llama2.sh @@ -15,6 +15,9 @@ MODEL_FILE=models/llama-2-7b.Q4_0.gguf NGL=99 CONTEXT=4096 +#support malloc device memory more than 4GB. +export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1 + if [ $# -gt 0 ]; then GGML_SYCL_DEVICE=$1 echo "use $GGML_SYCL_DEVICE as main GPU" diff --git a/examples/sycl/run-llama3.sh b/examples/sycl/run-llama3.sh index 8e21b017f4..4770255703 100755 --- a/examples/sycl/run-llama3.sh +++ b/examples/sycl/run-llama3.sh @@ -6,7 +6,7 @@ # If you want more control, DPC++ Allows selecting a specific device through the # following environment variable -#export ONEAPI_DEVICE_SELECTOR="level_zero:0" +export ONEAPI_DEVICE_SELECTOR="level_zero:0" source /opt/intel/oneapi/setvars.sh #export GGML_SYCL_DEBUG=1 @@ -18,11 +18,14 @@ MODEL_FILE=models/Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf NGL=99 # Layers offloaded to the GPU. If the device runs out of memory, reduce this value according to the model you are using. CONTEXT=4096 +#support malloc device memory more than 4GB. +export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1 + if [ $# -gt 0 ]; then GGML_SYCL_DEVICE=$1 echo "Using $GGML_SYCL_DEVICE as the main GPU" - ZES_ENABLE_SYSMAN=1 ./build/bin/llama-cli -m ${MODEL_FILE} -p "${INPUT_PROMPT}" -n 400 -e -ngl ${NGL} -c ${CONTEXT} -mg $GGML_SYCL_DEVICE -sm none + ZES_ENABLE_SYSMAN=1 ./build/bin/llama-cli -m ${MODEL_FILE} -p "${INPUT_PROMPT}" -n 400 -e -ngl ${NGL} -s 0 -c ${CONTEXT} -mg $GGML_SYCL_DEVICE -sm none else #use multiple GPUs with same max compute units - ZES_ENABLE_SYSMAN=1 ./build/bin/llama-cli -m ${MODEL_FILE} -p "${INPUT_PROMPT}" -n 400 -e -ngl ${NGL} -c ${CONTEXT} + ZES_ENABLE_SYSMAN=1 ./build/bin/llama-cli -m ${MODEL_FILE} -p "${INPUT_PROMPT}" -n 400 -e -ngl ${NGL} -s 0 -c ${CONTEXT} fi diff --git a/examples/sycl/win-run-llama2.bat b/examples/sycl/win-run-llama2.bat index d7564f4161..b654f88f62 100644 --- a/examples/sycl/win-run-llama2.bat +++ b/examples/sycl/win-run-llama2.bat @@ -5,5 +5,7 @@ set INPUT2="Building a website can be done in 10 simple steps:\nStep 1:" @call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" intel64 --force +:: support malloc device memory more than 4GB. +set UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1 .\build\bin\llama-cli.exe -m models\llama-2-7b.Q4_0.gguf -p %INPUT2% -n 400 -e -ngl 99 -s 0 diff --git a/examples/sycl/win-run-llama3.bat b/examples/sycl/win-run-llama3.bat index 4b61aebee5..608b834f60 100644 --- a/examples/sycl/win-run-llama3.bat +++ b/examples/sycl/win-run-llama3.bat @@ -5,5 +5,7 @@ set INPUT2="Building a website can be done in 10 simple steps:\nStep 1:" @call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" intel64 --force +:: support malloc device memory more than 4GB. +set UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1 -.\build\bin\llama-cli.exe -m models\Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf -p %INPUT2% -n 400 -e -ngl 99 +.\build\bin\llama-cli.exe -m models\Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf -p %INPUT2% -n 400 -s 0 -e -ngl 99 diff --git a/examples/training/finetune.cpp b/examples/training/finetune.cpp index 416d8d8f6c..c82de8d35d 100644 --- a/examples/training/finetune.cpp +++ b/examples/training/finetune.cpp @@ -39,9 +39,10 @@ int main(int argc, char ** argv) { llama_backend_init(); llama_numa_init(params.numa); // load the model and apply lora adapter, if any - common_init_result llama_init = common_init_from_params(params); - llama_model_ptr & model = llama_init.model; - llama_context_ptr & ctx = llama_init.context; + auto llama_init = common_init_from_params(params); + + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); if (model == NULL) { LOG_ERR("%s: unable to load model\n", __func__); @@ -54,8 +55,8 @@ int main(int argc, char ** argv) { LOG_INF("%s\n", common_params_get_system_info(params).c_str()); } - std::vector tokens = common_tokenize(ctx.get(), params.prompt, true); - ggml_opt_dataset_t dataset = common_opt_dataset_init(ctx.get(), tokens, llama_n_ctx(ctx.get()) / 2); + std::vector tokens = common_tokenize(ctx, params.prompt, true); + ggml_opt_dataset_t dataset = common_opt_dataset_init(ctx, tokens, llama_n_ctx(ctx) / 2); struct lr_opt & lr = params.lr; LOG_INF("-optimizer %s -lr0 %.2g -wd %.2g -lr-min %.2g -min-epochs %.2g -epochs %d -period %.2g -val %.2g\n", @@ -70,7 +71,7 @@ int main(int argc, char ** argv) { /*get_opt_pars_ud =*/¶ms.lr, /*optimizer_type =*/params.optimizer, }; - llama_opt_init(ctx.get(), model.get(), lopt_params); + llama_opt_init(ctx, model, lopt_params); const int64_t idata_split = ggml_opt_dataset_ndata(dataset) * (1.0f - params.val_split); @@ -78,7 +79,7 @@ int main(int argc, char ** argv) { ggml_opt_result_t result_eval = ggml_opt_result_init(); for (lr.epoch = 0; lr.epoch < lr.epochs; ++lr.epoch) { - llama_opt_epoch(ctx.get(), dataset, result_train, result_eval, idata_split, + llama_opt_epoch(ctx, dataset, result_train, result_eval, idata_split, ggml_opt_epoch_callback_progress_bar, ggml_opt_epoch_callback_progress_bar); fprintf(stderr, "\n"); @@ -88,7 +89,7 @@ int main(int argc, char ** argv) { ggml_opt_result_free(result_train); ggml_opt_result_free(result_eval); - llama_model_save_to_file(model.get(), params.out_file.c_str()); + llama_model_save_to_file(model, params.out_file.c_str()); llama_backend_free(); diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt index 9b10df00da..a65dcfbe1e 100644 --- a/ggml/CMakeLists.txt +++ b/ggml/CMakeLists.txt @@ -54,6 +54,10 @@ if (CMAKE_SOURCE_DIR STREQUAL CMAKE_CURRENT_SOURCE_DIR) # TODO else() set(GGML_STANDALONE OFF) + + if (NOT CMAKE_RUNTIME_OUTPUT_DIRECTORY) + set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin) + endif() endif() if (EMSCRIPTEN) @@ -168,6 +172,7 @@ option(GGML_RVV "ggml: enable rvv" ON) option(GGML_RV_ZFH "ggml: enable riscv zfh" ON) option(GGML_RV_ZVFH "ggml: enable riscv zvfh" ON) option(GGML_RV_ZICBOP "ggml: enable riscv zicbop" ON) +option(GGML_RV_ZIHINTPAUSE "ggml: enable riscv zihintpause " ON) option(GGML_XTHEADVECTOR "ggml: enable xtheadvector" OFF) option(GGML_VXE "ggml: enable vxe" ${GGML_NATIVE}) @@ -175,11 +180,6 @@ option(GGML_CPU_ALL_VARIANTS "ggml: build all variants of the CPU backend (requi set(GGML_CPU_ARM_ARCH "" CACHE STRING "ggml: CPU architecture for ARM") set(GGML_CPU_POWERPC_CPUTYPE "" CACHE STRING "ggml: CPU type for PowerPC") - -if (MINGW) - set(GGML_WIN_VER "0xA00" CACHE STRING "ggml: Windows version") -endif() - # ggml core set(GGML_SCHED_MAX_COPIES "4" CACHE STRING "ggml: max input copies for pipeline parallelism") option(GGML_CPU "ggml: enable CPU backend" ON) @@ -226,7 +226,7 @@ option(GGML_WEBGPU "ggml: use WebGPU" option(GGML_WEBGPU_DEBUG "ggml: enable WebGPU debug output" OFF) option(GGML_WEBGPU_CPU_PROFILE "ggml: enable WebGPU profiling (CPU)" OFF) option(GGML_WEBGPU_GPU_PROFILE "ggml: enable WebGPU profiling (GPU)" OFF) - +option(GGML_WEBGPU_JSPI "ggml: use JSPI for WebGPU" ON) option(GGML_ZDNN "ggml: use zDNN" OFF) option(GGML_METAL "ggml: use Metal" ${GGML_METAL_DEFAULT}) option(GGML_METAL_NDEBUG "ggml: disable Metal debugging" OFF) @@ -258,6 +258,9 @@ option(GGML_HEXAGON "ggml: enable Hexagon backend" # toolchain for vulkan-shaders-gen set (GGML_VULKAN_SHADERS_GEN_TOOLCHAIN "" CACHE FILEPATH "ggml: toolchain file for vulkan-shaders-gen") +option(GGML_ZENDNN "ggml: use ZenDNN" OFF) +option(ZENDNN_ROOT "ggml: path to ZenDNN installation" "") + # extra artifacts option(GGML_BUILD_TESTS "ggml: build tests" ${GGML_STANDALONE}) option(GGML_BUILD_EXAMPLES "ggml: build examples" ${GGML_STANDALONE}) @@ -319,6 +322,7 @@ set(GGML_PUBLIC_HEADERS include/ggml-sycl.h include/ggml-vulkan.h include/ggml-webgpu.h + include/ggml-zendnn.h include/gguf.h) set_target_properties(ggml PROPERTIES PUBLIC_HEADER "${GGML_PUBLIC_HEADERS}") @@ -408,62 +412,67 @@ if (MSVC) /wd4996 # Disable POSIX deprecation warnings /wd4702 # Unreachable code warnings ) - function(disable_msvc_warnings target_name) + set(MSVC_COMPILE_OPTIONS + "$<$:/utf-8>" + "$<$:/utf-8>" + ) + function(configure_msvc_target target_name) if(TARGET ${target_name}) target_compile_options(${target_name} PRIVATE ${MSVC_WARNING_FLAGS}) + target_compile_options(${target_name} PRIVATE ${MSVC_COMPILE_OPTIONS}) endif() endfunction() - disable_msvc_warnings(ggml-base) - disable_msvc_warnings(ggml) - disable_msvc_warnings(ggml-cpu) - disable_msvc_warnings(ggml-cpu-x64) - disable_msvc_warnings(ggml-cpu-sse42) - disable_msvc_warnings(ggml-cpu-sandybridge) - disable_msvc_warnings(ggml-cpu-haswell) - disable_msvc_warnings(ggml-cpu-skylakex) - disable_msvc_warnings(ggml-cpu-icelake) - disable_msvc_warnings(ggml-cpu-alderlake) + configure_msvc_target(ggml-base) + configure_msvc_target(ggml) + configure_msvc_target(ggml-cpu) + configure_msvc_target(ggml-cpu-x64) + configure_msvc_target(ggml-cpu-sse42) + configure_msvc_target(ggml-cpu-sandybridge) + configure_msvc_target(ggml-cpu-haswell) + configure_msvc_target(ggml-cpu-skylakex) + configure_msvc_target(ggml-cpu-icelake) + configure_msvc_target(ggml-cpu-alderlake) if (GGML_BUILD_EXAMPLES) - disable_msvc_warnings(common-ggml) - disable_msvc_warnings(common) + configure_msvc_target(common-ggml) + configure_msvc_target(common) - disable_msvc_warnings(mnist-common) - disable_msvc_warnings(mnist-eval) - disable_msvc_warnings(mnist-train) + configure_msvc_target(mnist-common) + configure_msvc_target(mnist-eval) + configure_msvc_target(mnist-train) - disable_msvc_warnings(gpt-2-ctx) - disable_msvc_warnings(gpt-2-alloc) - disable_msvc_warnings(gpt-2-backend) - disable_msvc_warnings(gpt-2-sched) - disable_msvc_warnings(gpt-2-quantize) - disable_msvc_warnings(gpt-2-batched) + configure_msvc_target(gpt-2-ctx) + configure_msvc_target(gpt-2-alloc) + configure_msvc_target(gpt-2-backend) + configure_msvc_target(gpt-2-sched) + configure_msvc_target(gpt-2-quantize) + configure_msvc_target(gpt-2-batched) - disable_msvc_warnings(gpt-j) - disable_msvc_warnings(gpt-j-quantize) + configure_msvc_target(gpt-j) + configure_msvc_target(gpt-j-quantize) - disable_msvc_warnings(magika) - disable_msvc_warnings(yolov3-tiny) - disable_msvc_warnings(sam) + configure_msvc_target(magika) + configure_msvc_target(yolov3-tiny) + configure_msvc_target(sam) - disable_msvc_warnings(simple-ctx) - disable_msvc_warnings(simple-backend) + configure_msvc_target(simple-ctx) + configure_msvc_target(simple-backend) endif() if (GGML_BUILD_TESTS) - disable_msvc_warnings(test-mul-mat) - disable_msvc_warnings(test-arange) - disable_msvc_warnings(test-backend-ops) - disable_msvc_warnings(test-cont) - disable_msvc_warnings(test-conv-transpose) - disable_msvc_warnings(test-conv-transpose-1d) - disable_msvc_warnings(test-conv1d) - disable_msvc_warnings(test-conv2d) - disable_msvc_warnings(test-conv2d-dw) - disable_msvc_warnings(test-customop) - disable_msvc_warnings(test-dup) - disable_msvc_warnings(test-opt) - disable_msvc_warnings(test-pool) + configure_msvc_target(test-mul-mat) + configure_msvc_target(test-arange) + configure_msvc_target(test-backend-ops) + configure_msvc_target(test-cont) + configure_msvc_target(test-conv-transpose) + configure_msvc_target(test-conv-transpose-1d) + configure_msvc_target(test-conv1d) + configure_msvc_target(test-conv2d) + configure_msvc_target(test-conv2d-dw) + configure_msvc_target(test-customop) + configure_msvc_target(test-dup) + configure_msvc_target(test-opt) + configure_msvc_target(test-pool) endif () endif() diff --git a/ggml/include/ggml-alloc.h b/ggml/include/ggml-alloc.h index 2cb150fd2a..78aa059dde 100644 --- a/ggml/include/ggml-alloc.h +++ b/ggml/include/ggml-alloc.h @@ -53,7 +53,14 @@ GGML_API void ggml_gallocr_free(ggml_gallocr_t galloc); // call with a worst-case graph to avoid buffer reallocations // not strictly required for single buffer usage: ggml_gallocr_alloc_graph will reallocate the buffers automatically if needed // returns false if the buffer allocation failed +// ggml_gallocr_resrve_n_size writes the buffer sizes per galloc buffer that would be allocated by ggml_gallocr_reserve_n to sizes GGML_API bool ggml_gallocr_reserve(ggml_gallocr_t galloc, struct ggml_cgraph * graph); +GGML_API void ggml_gallocr_reserve_n_size( + ggml_gallocr_t galloc, + struct ggml_cgraph * graph, + const int * node_buffer_ids, + const int * leaf_buffer_ids, + size_t * sizes); GGML_API bool ggml_gallocr_reserve_n( ggml_gallocr_t galloc, struct ggml_cgraph * graph, @@ -68,6 +75,8 @@ GGML_API size_t ggml_gallocr_get_buffer_size(ggml_gallocr_t galloc, int buffer_i // Utils // Create a buffer and allocate all the tensors in a ggml_context +// ggml_backend_alloc_ctx_tensors_from_buft_size returns the size of the buffer that would be allocated by ggml_backend_alloc_ctx_tensors_from_buft +GGML_API size_t ggml_backend_alloc_ctx_tensors_from_buft_size(struct ggml_context * ctx, ggml_backend_buffer_type_t buft); GGML_API struct ggml_backend_buffer * ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft); GGML_API struct ggml_backend_buffer * ggml_backend_alloc_ctx_tensors(struct ggml_context * ctx, ggml_backend_t backend); diff --git a/ggml/include/ggml-backend.h b/ggml/include/ggml-backend.h index f1b7407859..4ed5f35774 100644 --- a/ggml/include/ggml-backend.h +++ b/ggml/include/ggml-backend.h @@ -307,6 +307,7 @@ extern "C" { GGML_API void ggml_backend_sched_free(ggml_backend_sched_t sched); // Initialize backend buffers from a measure graph + GGML_API void ggml_backend_sched_reserve_size(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph, size_t * sizes); GGML_API bool ggml_backend_sched_reserve(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph); // returns success GGML_API int ggml_backend_sched_get_n_backends(ggml_backend_sched_t sched); diff --git a/ggml/include/ggml-cpu.h b/ggml/include/ggml-cpu.h index 9edd485136..4f3b99c8d0 100644 --- a/ggml/include/ggml-cpu.h +++ b/ggml/include/ggml-cpu.h @@ -99,6 +99,7 @@ extern "C" { GGML_BACKEND_API int ggml_cpu_has_sme (void); // other GGML_BACKEND_API int ggml_cpu_has_riscv_v (void); + GGML_BACKEND_API int ggml_cpu_get_rvv_vlen (void); // risc-v vector length in bytes GGML_BACKEND_API int ggml_cpu_has_vsx (void); GGML_BACKEND_API int ggml_cpu_has_vxe (void); GGML_BACKEND_API int ggml_cpu_has_wasm_simd (void); diff --git a/ggml/include/ggml-rpc.h b/ggml/include/ggml-rpc.h index 832c26c61d..df1ad2a516 100644 --- a/ggml/include/ggml-rpc.h +++ b/ggml/include/ggml-rpc.h @@ -1,6 +1,5 @@ #pragma once -#include "ggml.h" #include "ggml-backend.h" #ifdef __cplusplus @@ -8,7 +7,7 @@ extern "C" { #endif #define RPC_PROTO_MAJOR_VERSION 3 -#define RPC_PROTO_MINOR_VERSION 5 +#define RPC_PROTO_MINOR_VERSION 6 #define RPC_PROTO_PATCH_VERSION 0 #define GGML_RPC_MAX_SERVERS 16 diff --git a/ggml/include/ggml-zendnn.h b/ggml/include/ggml-zendnn.h new file mode 100644 index 0000000000..a30a3a9808 --- /dev/null +++ b/ggml/include/ggml-zendnn.h @@ -0,0 +1,22 @@ +#pragma once + +#include "ggml-backend.h" +#include "ggml.h" + +#ifdef __cplusplus +extern "C" { +#endif + +// backend API +GGML_BACKEND_API ggml_backend_t ggml_backend_zendnn_init(void); + +GGML_BACKEND_API bool ggml_backend_is_zendnn(ggml_backend_t backend); + +// number of threads used for zendnn operations +GGML_BACKEND_API void ggml_backend_zendnn_set_n_threads(ggml_backend_t backend_zendnn, int n_threads); + +GGML_BACKEND_API ggml_backend_reg_t ggml_backend_zendnn_reg(void); + +#ifdef __cplusplus +} +#endif diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index 4dbca868bc..20c912d0e9 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -204,6 +204,10 @@ # define GGML_ATTRIBUTE_FORMAT(...) __attribute__((format(printf, __VA_ARGS__))) #endif +#if defined(_WIN32) && !defined(_WIN32_WINNT) +# define _WIN32_WINNT 0x0A00 +#endif + #include #include #include @@ -2148,7 +2152,8 @@ extern "C" { }; enum ggml_scale_flag { - GGML_SCALE_FLAG_ALIGN_CORNERS = (1 << 8) + GGML_SCALE_FLAG_ALIGN_CORNERS = (1 << 8), + GGML_SCALE_FLAG_ANTIALIAS = (1 << 9), }; // interpolate @@ -2191,6 +2196,15 @@ extern "C" { int p2, int p3); + // pad each dimension with values on the other side of the torus (looping around) + GGML_API struct ggml_tensor * ggml_pad_circular( + struct ggml_context * ctx, + struct ggml_tensor * a, + int p0, + int p1, + int p2, + int p3); + GGML_API struct ggml_tensor * ggml_pad_ext( struct ggml_context * ctx, struct ggml_tensor * a, @@ -2204,6 +2218,19 @@ extern "C" { int rp3 ); + // pad each dimension with values on the other side of the torus (looping around) + GGML_API struct ggml_tensor * ggml_pad_ext_circular( + struct ggml_context * ctx, + struct ggml_tensor * a, + int lp0, + int rp0, + int lp1, + int rp1, + int lp2, + int rp2, + int lp3, + int rp3); + // pad each dimension with reflection: [a, b, c, d] -> [b, a, b, c, d, c] GGML_API struct ggml_tensor * ggml_pad_reflect_1d( struct ggml_context * ctx, @@ -2278,13 +2305,11 @@ extern "C" { float stop, float step); -#define GGML_KQ_MASK_PAD 64 - - // q: [n_embd_k, n_batch, n_head, ne3 ] - // k: [n_embd_k, n_kv, n_head_kv, ne3 ] - // v: [n_embd_v, n_kv, n_head_kv, ne3 ] !! not transposed !! - // mask: [n_kv, n_batch_pad, ne32, ne33] !! n_batch_pad = GGML_PAD(n_batch, GGML_KQ_MASK_PAD) !! - // res: [n_embd_v, n_head, n_batch, ne3 ] !! permuted !! + // q: [n_embd_k, n_batch, n_head, ne3 ] + // k: [n_embd_k, n_kv, n_head_kv, ne3 ] + // v: [n_embd_v, n_kv, n_head_kv, ne3 ] !! not transposed !! + // mask: [n_kv, n_batch, ne32, ne33] + // res: [n_embd_v, n_head, n_batch, ne3 ] !! permuted !! // // broadcast: // n_head % n_head_kv == 0 @@ -2590,7 +2615,8 @@ extern "C" { // Set callback for all future logging events. // If this is not called, or NULL is supplied, everything is output on stderr. - GGML_API void ggml_log_set(ggml_log_callback log_callback, void * user_data); + GGML_API void ggml_log_get(ggml_log_callback * log_callback, void ** user_data); + GGML_API void ggml_log_set(ggml_log_callback log_callback, void * user_data); GGML_API struct ggml_tensor * ggml_set_zero(struct ggml_tensor * tensor); diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index a36f5b6647..4c04c33003 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -127,10 +127,6 @@ if (NOT MSVC) endif() endif() -if (MINGW) - add_compile_definitions(_WIN32_WINNT=${GGML_WIN_VER}) -endif() - # # POSIX conformance # @@ -274,10 +270,13 @@ function(ggml_add_backend_library backend) endif() # Set versioning properties for all backend libraries - set_target_properties(${backend} PROPERTIES - VERSION ${GGML_VERSION} - SOVERSION ${GGML_VERSION_MAJOR} - ) + # Building a MODULE library with a version is not supported on macOS (https://gitlab.kitware.com/cmake/cmake/-/issues/20782) + if (NOT (APPLE AND GGML_BACKEND_DL)) + set_target_properties(${backend} PROPERTIES + VERSION ${GGML_VERSION} + SOVERSION ${GGML_VERSION_MAJOR} + ) + endif() if(NOT GGML_AVAILABLE_BACKENDS) set(GGML_AVAILABLE_BACKENDS "${backend}" @@ -441,6 +440,7 @@ ggml_add_backend(WebGPU) ggml_add_backend(zDNN) ggml_add_backend(OpenCL) ggml_add_backend(Hexagon) +ggml_add_backend(ZenDNN) foreach (target ggml-base ggml) target_include_directories(${target} PUBLIC $ $) diff --git a/ggml/src/ggml-alloc.c b/ggml/src/ggml-alloc.c index 218222ece8..41419b617b 100644 --- a/ggml/src/ggml-alloc.c +++ b/ggml/src/ggml-alloc.c @@ -25,6 +25,7 @@ static bool ggml_is_view(const struct ggml_tensor * t) { // ops that return true for this function must not use restrict pointers for their backend implementations bool ggml_op_can_inplace(enum ggml_op op) { switch (op) { + case GGML_OP_FILL: case GGML_OP_SCALE: case GGML_OP_DIAG_MASK_ZERO: case GGML_OP_DIAG_MASK_INF: @@ -311,16 +312,9 @@ static struct buffer_address ggml_dyn_tallocr_alloc(struct ggml_dyn_tallocr * al } // this is a very naive implementation, but for our case the number of free blocks should be very small -static void ggml_dyn_tallocr_free_tensor(struct ggml_dyn_tallocr * alloc, struct buffer_address addr, size_t size, const struct ggml_tensor * tensor) { +static void ggml_dyn_tallocr_free_bytes(struct ggml_dyn_tallocr * alloc, struct buffer_address addr, size_t size) { size = aligned_offset(NULL, size, alloc->alignment); - AT_PRINTF("%s: freeing %s at {chunk=%d, offset=%zu} (%zu bytes) - n_free_blocks = %d\n", - __func__, tensor->name, addr.chunk, addr.offset, size, alloc->chunks[addr.chunk]->n_free_blocks); - -#ifdef GGML_ALLOCATOR_DEBUG - remove_allocated_tensor(alloc, addr, tensor); -#endif - struct tallocr_chunk * chunk = alloc->chunks[addr.chunk]; // see if we can merge with an existing block @@ -356,8 +350,6 @@ static void ggml_dyn_tallocr_free_tensor(struct ggml_dyn_tallocr * alloc, struct } // otherwise, add a new block ggml_dyn_tallocr_insert_block(chunk, addr.offset, size); - - GGML_UNUSED(tensor); } static void ggml_dyn_tallocr_reset(struct ggml_dyn_tallocr * alloc) { @@ -602,7 +594,9 @@ static bool ggml_gallocr_is_own(ggml_gallocr_t galloc, struct ggml_tensor * t) { } static bool ggml_gallocr_is_allocated(ggml_gallocr_t galloc, struct ggml_tensor * t) { - return t->data != NULL || ggml_gallocr_hash_get(galloc, t)->allocated; + return t->data != NULL // tensor data already set externally + || t->buffer // tensor on external buffer (but not yet allocated) + || ggml_gallocr_is_own(galloc, t); // tensor will be allocated by galloc } // free the extra space at the end if the new tensor is smaller @@ -615,13 +609,17 @@ static void ggml_gallocr_free_extra_space(ggml_gallocr_t galloc, struct ggml_ten GGML_ASSERT(parent_size >= node_size); + // note: we want after the freeing the chunks to continue to be aligned + struct ggml_dyn_tallocr * p_alloc = galloc->buf_tallocs[p_hn->buffer_id]; + parent_size = aligned_offset(NULL, parent_size, p_alloc->alignment); + node_size = aligned_offset(NULL, node_size, p_alloc->alignment); + if (parent_size > node_size) { - struct ggml_dyn_tallocr * p_alloc = galloc->buf_tallocs[p_hn->buffer_id]; struct buffer_address p_addr = p_hn->addr; p_addr.offset += node_size; size_t extra_size = parent_size - node_size; AT_PRINTF("freeing extra %zu bytes from parent %s for %s\n", extra_size, parent->name, node->name); - ggml_dyn_tallocr_free_tensor(p_alloc, p_addr, extra_size, parent); + ggml_dyn_tallocr_free_bytes(p_alloc, p_addr, extra_size); } } @@ -705,7 +703,14 @@ static void ggml_gallocr_free_node(ggml_gallocr_t galloc, struct ggml_tensor * n struct ggml_dyn_tallocr * alloc = galloc->buf_tallocs[buffer_id]; ggml_backend_buffer_type_t buft = galloc->bufts[buffer_id]; size_t size = ggml_backend_buft_get_alloc_size(buft, node); - ggml_dyn_tallocr_free_tensor(alloc, hn->addr, size, node); + + AT_PRINTF("%s: freeing %s at {chunk=%d, offset=%zu} (%zu bytes) - n_free_blocks = %d\n", + __func__, node->name, hn->addr.chunk, hn->addr.offset, size, alloc->chunks[hn->addr.chunk]->n_free_blocks); +#ifdef GGML_ALLOCATOR_DEBUG + remove_allocated_tensor(alloc, hn->addr, node); +#endif + + ggml_dyn_tallocr_free_bytes(alloc, hn->addr, size); hn->allocated = false; } @@ -820,7 +825,8 @@ static void ggml_gallocr_alloc_graph_impl(ggml_gallocr_t galloc, struct ggml_cgr } } -bool ggml_gallocr_reserve_n(ggml_gallocr_t galloc, struct ggml_cgraph * graph, const int * node_buffer_ids, const int * leaf_buffer_ids) { +static bool ggml_gallocr_reserve_n_impl( + ggml_gallocr_t galloc, struct ggml_cgraph * graph, const int * node_buffer_ids, const int * leaf_buffer_ids, bool no_alloc) { size_t min_hash_size = graph->n_nodes + graph->n_leafs; // add 25% margin to avoid hash collisions min_hash_size += min_hash_size / 4; @@ -925,16 +931,19 @@ bool ggml_gallocr_reserve_n(ggml_gallocr_t galloc, struct ggml_cgraph * graph, c size_t cur_size = galloc->buffers[i] ? ggml_vbuffer_size(galloc->buffers[i]) : 0; if (cur_size > 0) { GGML_LOG_DEBUG("%s: reallocating %s buffer from size %.02f MiB to %.02f MiB\n", - __func__, ggml_backend_buft_name(galloc->bufts[i]), - cur_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0); + __func__, ggml_backend_buft_name(galloc->bufts[i]), cur_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0); } } #endif ggml_vbuffer_free(galloc->buffers[i]); - galloc->buffers[i] = ggml_vbuffer_alloc(galloc->bufts[i], galloc->buf_tallocs[i], GGML_BACKEND_BUFFER_USAGE_COMPUTE); - if (galloc->buffers[i] == NULL) { - GGML_LOG_ERROR("%s: failed to allocate %s buffer of size %zu\n", __func__, ggml_backend_buft_name(galloc->bufts[i]), new_size); - return false; + if (no_alloc) { + galloc->buffers[i] = NULL; + } else { + galloc->buffers[i] = ggml_vbuffer_alloc(galloc->bufts[i], galloc->buf_tallocs[i], GGML_BACKEND_BUFFER_USAGE_COMPUTE); + if (galloc->buffers[i] == NULL) { + GGML_LOG_ERROR("%s: failed to allocate %s buffer of size %zu\n", __func__, ggml_backend_buft_name(galloc->bufts[i]), new_size); + return false; + } } } } @@ -942,6 +951,21 @@ bool ggml_gallocr_reserve_n(ggml_gallocr_t galloc, struct ggml_cgraph * graph, c return true; } +void ggml_gallocr_reserve_n_size( + ggml_gallocr_t galloc, struct ggml_cgraph * graph, const int * node_buffer_ids, const int * leaf_buffer_ids, size_t * sizes) { + GGML_ASSERT(ggml_gallocr_reserve_n_impl(galloc, graph, node_buffer_ids, leaf_buffer_ids, /*no_alloc =*/ true)); + for (int i = 0; i < galloc->n_buffers; i++) { + sizes[i] = 0; + for (int c = 0; c < galloc->buf_tallocs[i]->n_chunks; c++) { + sizes[i] += galloc->buf_tallocs[i]->chunks[c]->max_size; + } + } +} + +bool ggml_gallocr_reserve_n(ggml_gallocr_t galloc, struct ggml_cgraph * graph, const int * node_buffer_ids, const int * leaf_buffer_ids) { + return ggml_gallocr_reserve_n_impl(galloc, graph, node_buffer_ids, leaf_buffer_ids, /*no_alloc =*/ false); +} + bool ggml_gallocr_reserve(ggml_gallocr_t galloc, struct ggml_cgraph *graph) { return ggml_gallocr_reserve_n(galloc, graph, NULL, NULL); } @@ -1144,7 +1168,8 @@ static bool alloc_tensor_range(struct ggml_context * ctx, return true; } -ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft) { +static ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft_impl( + struct ggml_context * ctx, ggml_backend_buffer_type_t buft, size_t * nbytes_total, bool no_alloc) { GGML_ASSERT(ggml_get_no_alloc(ctx) == true); size_t alignment = ggml_backend_buft_get_alignment(buft); @@ -1152,6 +1177,7 @@ ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_conte ggml_backend_buffer_t * buffers = NULL; size_t n_buffers = 0; + *nbytes_total = 0; size_t cur_buf_size = 0; struct ggml_tensor * first = ggml_get_first_tensor(ctx); @@ -1163,10 +1189,11 @@ ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_conte if (cur_buf_size > 0 && (cur_buf_size + this_size) > max_size) { // allocate tensors in the current buffer - if (!alloc_tensor_range(ctx, first, t, buft, cur_buf_size, &buffers, &n_buffers)) { + if (!no_alloc && !alloc_tensor_range(ctx, first, t, buft, cur_buf_size, &buffers, &n_buffers)) { return NULL; } first = t; + *nbytes_total += cur_buf_size; cur_buf_size = this_size; } else { cur_buf_size += this_size; @@ -1175,15 +1202,21 @@ ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_conte // allocate remaining tensors if (cur_buf_size > 0) { - if (!alloc_tensor_range(ctx, first, NULL, buft, cur_buf_size, &buffers, &n_buffers)) { + *nbytes_total += cur_buf_size; + if (!no_alloc && !alloc_tensor_range(ctx, first, NULL, buft, cur_buf_size, &buffers, &n_buffers)) { return NULL; } } + if (no_alloc) { + return NULL; + } + if (n_buffers == 0) { #ifndef NDEBUG GGML_LOG_DEBUG("%s: all tensors in the context are already allocated\n", __func__); #endif + GGML_ASSERT(!buffers); return NULL; } @@ -1193,10 +1226,24 @@ ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_conte } else { buffer = ggml_backend_multi_buffer_alloc_buffer(buffers, n_buffers); } - free(buffers); + if (buffers) { + free(buffers); // can be NULL if context is empty or no_alloc + } return buffer; } +size_t ggml_backend_alloc_ctx_tensors_from_buft_size(struct ggml_context * ctx, ggml_backend_buffer_type_t buft) { + size_t nbytes_total = 0; + ggml_backend_buffer_t buf = ggml_backend_alloc_ctx_tensors_from_buft_impl(ctx, buft, &nbytes_total, /*no_alloc=*/ true); + GGML_ASSERT(!buf); + return nbytes_total; +} + +ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors_from_buft(struct ggml_context * ctx, ggml_backend_buffer_type_t buft) { + size_t nbytes_total = 0; + return ggml_backend_alloc_ctx_tensors_from_buft_impl(ctx, buft, &nbytes_total, /*no_alloc =*/ false); +} + ggml_backend_buffer_t ggml_backend_alloc_ctx_tensors(struct ggml_context * ctx, ggml_backend_t backend) { return ggml_backend_alloc_ctx_tensors_from_buft(ctx, ggml_backend_get_default_buffer_type(backend)); } diff --git a/ggml/src/ggml-backend-reg.cpp b/ggml/src/ggml-backend-reg.cpp index e96b5c403d..4181a714ad 100644 --- a/ggml/src/ggml-backend-reg.cpp +++ b/ggml/src/ggml-backend-reg.cpp @@ -73,6 +73,10 @@ #include "ggml-cann.h" #endif +#ifdef GGML_USE_ZENDNN +#include "ggml-zendnn.h" +#endif + // disable C++17 deprecation warning for std::codecvt_utf8 #if defined(__clang__) # pragma clang diagnostic push @@ -203,6 +207,9 @@ struct ggml_backend_registry { #ifdef GGML_USE_OPENCL register_backend(ggml_backend_opencl_reg()); #endif +#ifdef GGML_USE_ZENDNN + register_backend(ggml_backend_zendnn_reg()); +#endif #ifdef GGML_USE_HEXAGON register_backend(ggml_backend_hexagon_reg()); #endif @@ -534,8 +541,12 @@ static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, fs::path best_path; for (const auto & search_path : search_paths) { - if (!fs::exists(search_path)) { - GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str()); + if (std::error_code ec; !fs::exists(search_path, ec)) { + if (ec) { + GGML_LOG_DEBUG("%s: posix_stat(%s) failure, error-message: %s\n", __func__, path_str(search_path).c_str(), ec.message().c_str()); + } else { + GGML_LOG_DEBUG("%s: search path %s does not exist\n", __func__, path_str(search_path).c_str()); + } continue; } fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied); @@ -575,8 +586,12 @@ static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent, for (const auto & search_path : search_paths) { fs::path filename = backend_filename_prefix().native() + name_path.native() + backend_filename_extension().native(); fs::path path = search_path / filename; - if (fs::exists(path)) { + if (std::error_code ec; fs::exists(path, ec)) { return get_reg().load_backend(path, silent); + } else { + if (ec) { + GGML_LOG_DEBUG("%s: posix_stat(%s) failure, error-message: %s\n", __func__, path_str(path).c_str(), ec.message().c_str()); + } } } return nullptr; @@ -597,6 +612,7 @@ void ggml_backend_load_all_from_path(const char * dir_path) { #endif ggml_backend_load_best("blas", silent, dir_path); + ggml_backend_load_best("zendnn", silent, dir_path); ggml_backend_load_best("cann", silent, dir_path); ggml_backend_load_best("cuda", silent, dir_path); ggml_backend_load_best("hip", silent, dir_path); diff --git a/ggml/src/ggml-backend.cpp b/ggml/src/ggml-backend.cpp index 4cf377e7f3..8547ecc849 100644 --- a/ggml/src/ggml-backend.cpp +++ b/ggml/src/ggml-backend.cpp @@ -36,12 +36,11 @@ const char * ggml_backend_buft_name(ggml_backend_buffer_type_t buft) { } ggml_backend_buffer_t ggml_backend_buft_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) { + GGML_ASSERT(buft); if (size == 0) { // return a dummy buffer for zero-sized allocations return ggml_backend_buffer_init(buft, {}, NULL, 0); } - - GGML_ASSERT(buft); return buft->iface.alloc_buffer(buft, size); } @@ -128,6 +127,12 @@ void * ggml_backend_buffer_get_base(ggml_backend_buffer_t buffer) { return NULL; } + // FIXME JG: a multi_buffer has a non-zero size, according to the above comment get_base is not optional, + // I don't know whether the above comment is correct + if (!buffer->iface.get_base) { + return NULL; + } + void * base = buffer->iface.get_base(buffer); GGML_ASSERT(base != NULL && "backend buffer base cannot be NULL"); @@ -723,6 +728,12 @@ struct ggml_backend_sched { bool op_offload; int debug; + + // used for debugging graph reallocations [GGML_SCHED_DEBUG_REALLOC] + // ref: https://github.com/ggml-org/llama.cpp/pull/17617 + int debug_realloc; + int debug_graph_size; + int debug_prev_graph_size; }; #define hash_id(tensor) ggml_hash_find_or_insert(&sched->hash_set, tensor) @@ -1234,10 +1245,8 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra tensor_copy = ggml_dup_tensor_layout(sched->ctx, src); ggml_format_name(tensor_copy, "%s#%s#%d", ggml_backend_name(backend), src->name, c); } - if (sched->n_copies > 1) { - ggml_set_input(tensor_copy); - ggml_set_output(tensor_copy); // prevent ggml-alloc from overwriting the tensor - } + ggml_set_input(tensor_copy); + ggml_set_output(tensor_copy); // prevent ggml-alloc from overwriting the tensor tensor_id_copy(src_id, src_backend_id, c) = tensor_copy; SET_CAUSE(tensor_copy, "4.cpy"); } @@ -1289,6 +1298,11 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra } int graph_size = std::max(graph->n_nodes, graph->n_leafs) + sched->n_splits*GGML_SCHED_MAX_SPLIT_INPUTS*2*sched->n_copies; + + // remember the actual graph_size for performing reallocation checks later [GGML_SCHED_DEBUG_REALLOC] + sched->debug_prev_graph_size = sched->debug_graph_size; + sched->debug_graph_size = graph_size; + if (sched->graph.size < graph_size) { sched->graph.size = graph_size; sched->graph.nodes = (ggml_tensor **) realloc(sched->graph.nodes, graph_size * sizeof(struct ggml_tensor *)); @@ -1395,14 +1409,21 @@ static bool ggml_backend_sched_alloc_splits(ggml_backend_sched_t sched) { // allocate graph if (backend_ids_changed || !ggml_gallocr_alloc_graph(sched->galloc, &sched->graph)) { -#ifdef GGML_SCHED_NO_REALLOC - GGML_ABORT("%s: failed to allocate graph, but graph re-allocation is disabled by GGML_SCHED_NO_REALLOC\n", __func__); -#endif - #ifndef NDEBUG GGML_LOG_DEBUG("%s: failed to allocate graph, reserving (backend_ids_changed = %d)\n", __func__, backend_ids_changed); #endif + if (sched->debug_realloc > 0) { + // we are interested only in situations where the graph was reallocated even though its size remained the same [GGML_SCHED_DEBUG_REALLOC] + // example: https://github.com/ggml-org/llama.cpp/pull/17143 + const bool unexpected = !backend_ids_changed && sched->debug_prev_graph_size == sched->debug_graph_size; + + if (unexpected || sched->debug_realloc > 1) { + GGML_ABORT("%s: unexpected graph reallocation (graph size = %d, nodes = %d, leafs = %d), debug_realloc = %d\n", __func__, + sched->debug_graph_size, sched->graph.n_nodes, sched->graph.n_leafs, sched->debug_realloc); + } + } + // the re-allocation may cause the split inputs to be moved to a different address // synchronize without ggml_backend_sched_synchronize to avoid changing cur_copy for (int i = 0; i < sched->n_backends; i++) { @@ -1620,6 +1641,14 @@ ggml_backend_sched_t ggml_backend_sched_new( const char * GGML_SCHED_DEBUG = getenv("GGML_SCHED_DEBUG"); sched->debug = GGML_SCHED_DEBUG ? atoi(GGML_SCHED_DEBUG) : 0; + + sched->debug_realloc = 0; +#ifdef GGML_SCHED_NO_REALLOC + sched->debug_realloc = 1; +#endif + const char * GGML_SCHED_DEBUG_REALLOC = getenv("GGML_SCHED_DEBUG_REALLOC"); + sched->debug_realloc = GGML_SCHED_DEBUG_REALLOC ? atoi(GGML_SCHED_DEBUG_REALLOC) : sched->debug_realloc; + sched->n_backends = n_backends; sched->n_copies = parallel ? GGML_SCHED_MAX_COPIES : 1; @@ -1636,6 +1665,9 @@ ggml_backend_sched_t ggml_backend_sched_new( sched->prev_node_backend_ids = (int *) calloc(nodes_size, sizeof(sched->prev_node_backend_ids[0])); sched->prev_leaf_backend_ids = (int *) calloc(nodes_size, sizeof(sched->prev_leaf_backend_ids[0])); + sched->debug_graph_size = 0; + sched->debug_prev_graph_size = 0; + sched->context_buffer_size = ggml_sched_max_splits*GGML_SCHED_MAX_SPLIT_INPUTS*2*sizeof(struct ggml_tensor) + ggml_graph_overhead_custom(graph_size, false); sched->context_buffer = (char *) malloc(sched->context_buffer_size); @@ -1700,6 +1732,20 @@ void ggml_backend_sched_reset(ggml_backend_sched_t sched) { sched->is_alloc = false; } +void ggml_backend_sched_reserve_size(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph, size_t * sizes) { + GGML_ASSERT(sched); + GGML_ASSERT((int)sched->hash_set.size >= measure_graph->n_nodes + measure_graph->n_leafs); + GGML_ASSERT(sizes); + + ggml_backend_sched_reset(sched); + + ggml_backend_sched_synchronize(sched); + + ggml_backend_sched_split_graph(sched, measure_graph); + + ggml_gallocr_reserve_n_size(sched->galloc, &sched->graph, sched->node_backend_ids, sched->leaf_backend_ids, sizes); +} + bool ggml_backend_sched_reserve(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph) { GGML_ASSERT(sched); GGML_ASSERT((int)sched->hash_set.size >= measure_graph->n_nodes + measure_graph->n_leafs); diff --git a/ggml/src/ggml-cann/aclnn_ops.cpp b/ggml/src/ggml-cann/aclnn_ops.cpp index 48f4b7db69..835b53f659 100644 --- a/ggml/src/ggml-cann/aclnn_ops.cpp +++ b/ggml/src/ggml-cann/aclnn_ops.cpp @@ -2251,12 +2251,12 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx, int sections[4], bool mrope_used, bool is_imrope, - bool indep_sects) { - ggml_tensor * src0 = dst->src[0]; // input + bool indep_sects, + int64_t rope_dims) { ggml_tensor * src1 = dst->src[1]; // position ggml_tensor * src2 = dst->src[2]; // freq_factors - int64_t theta_scale_length = src0->ne[0] / 2; + int64_t theta_scale_length = rope_dims / 2; int64_t position_length = dst->ne[2]; // TODO: check theta_scale_length and position_length. @@ -2331,18 +2331,17 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx, ACL_CHECK(aclrtMemcpyAsync(ctx.rope_cache.theta_scale_cache, theta_scale_length * sizeof(float), ctx.rope_cache.theta_scale_exp_host, theta_scale_length * sizeof(float), ACL_MEMCPY_HOST_TO_DEVICE, ctx.stream())); - - acl_theta_scale_tensor = ggml_cann_create_tensor(ctx.rope_cache.theta_scale_cache, ACL_FLOAT, sizeof(float), - theta_scale_ne, theta_scale_nb, 1); } + acl_theta_scale_tensor = ggml_cann_create_tensor(ctx.rope_cache.theta_scale_cache, ACL_FLOAT, sizeof(float), + theta_scale_ne, theta_scale_nb, 1); // Step1.2: prepare rope_yarn_ramp, if this part updated, should update theta_scale_tensor. + // TODO: acl_yarn_ramp_tensor use rope cache. bool yarn_ramp_tensor_updated = false; ggml_cann_pool_alloc yarn_ramp_allocator(ctx.pool()); acl_tensor_ptr acl_yarn_ramp_tensor; - if (ext_factor != 0 && - // TODO: check more parameter. - (ctx.rope_cache.theta_scale_length != theta_scale_length || ctx.rope_cache.freq_scale != freq_scale)) { + if (ext_factor != 0 && (theta_scale_updated || ctx.rope_cache.theta_scale_length != theta_scale_length || + ctx.rope_cache.freq_scale != freq_scale)) { yarn_ramp_tensor_updated = true; // -rope_yarn_ramp @@ -2590,7 +2589,7 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx, aclnn_muls(ctx, acl_cos_tensor.get(), attn_factor, nullptr, true); } - int64_t sin_reshape_ne[4] = { src0->ne[0], 1, dst->ne[2], 1 }; + int64_t sin_reshape_ne[4] = { rope_dims, 1, dst->ne[2], 1 }; size_t sin_reshape_nb[GGML_MAX_DIMS]; sin_reshape_nb[0] = sizeof(float); for (int i = 1; i < GGML_MAX_DIMS; i++) { @@ -2645,7 +2644,7 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { // param float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow; - int sections[4]; + int sections[4]; // const int n_past = ((int32_t *) dst->op_params)[0]; const int n_dims = ((int32_t *) dst->op_params)[1]; const int mode = ((int32_t *) dst->op_params)[2]; @@ -2654,44 +2653,60 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { GGML_TENSOR_UNARY_OP_LOCALS - memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float)); - memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float)); - memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float)); - memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float)); - memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float)); - memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float)); - memcpy(§ions, (int32_t *) dst->op_params + 11, sizeof(int)*4); + memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float)); + memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float)); + memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float)); + memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float)); + memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float)); + memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float)); + memcpy(§ions, (int32_t *) dst->op_params + 11, sizeof(int) * 4); - // TODO: n_dims <= ne0 - GGML_ASSERT(n_dims == ne0); GGML_ASSERT(n_dims % 2 == 0); + GGML_ASSERT(n_dims <= ne00); const float theta_scale = powf(freq_base, -2.0f / n_dims); float corr_dims[2]; ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims); - bool is_neox = mode & GGML_ROPE_TYPE_NEOX; - const bool is_imrope = mode == GGML_ROPE_TYPE_IMROPE; // qwen3vl apply interleaved mrope - const bool mrope_used = mode & GGML_ROPE_TYPE_MROPE; // ggml_rope_multi, note: also true for vision (24 & 8 == true) and for imrope - const bool is_vision = mode == GGML_ROPE_TYPE_VISION; + bool is_neox = mode & GGML_ROPE_TYPE_NEOX; + const bool is_imrope = mode == GGML_ROPE_TYPE_IMROPE; // qwen3vl apply interleaved mrope + // mrope_used means the GGML_ROPE_TYPE_MROPE bit is set. + // Note: this bit is also set for imrope and some vision modes, + // so mrope_used does NOT exclusively indicate pure mrope. + const bool mrope_used = mode & GGML_ROPE_TYPE_MROPE; + const bool is_vision = mode == GGML_ROPE_TYPE_VISION; if (mrope_used) { GGML_ASSERT(sections[0] > 0 || sections[1] > 0 || sections[2] > 0); } if (is_vision) { - GGML_ASSERT(n_dims == ne0/2); + GGML_ASSERT(n_dims == ne0 / 2); } if (is_imrope || mrope_used) { is_neox = true; } - // init ctx.rope_cos/rope_sin cache - aclnn_rope_cache_init(ctx, dst, corr_dims, ext_factor, theta_scale, freq_scale, attn_factor, is_neox, sections, mrope_used, is_imrope, is_vision); + int64_t rope_dims = n_dims; - int64_t sin_reshape_ne[4] = { ne00, 1, ne02, 1 }; + //Our current RotaryPositionEmbedding does not support the VISION mode, + //but essentially it only modifies theta_base in mrope, + //then repeats it at the end in the same way as is_neox. + //In fact, RoPE is still applied across all dimensions. + if (is_vision) { + rope_dims = src0->ne[0]; + } + int64_t tail_dims = ne00 - rope_dims; + bool has_tail = tail_dims > 0; + + // init ctx.rope_cos/rope_sin cache + aclnn_rope_cache_init(ctx, dst, corr_dims, ext_factor, theta_scale, freq_scale, attn_factor, is_neox, sections, + mrope_used, is_imrope, is_vision, rope_dims); + + // Cache is generated with ne00 dimensions, so we use ne00 for reshape + int64_t sin_reshape_ne[4] = { rope_dims, 1, ne02, 1 }; size_t sin_reshape_nb[GGML_MAX_DIMS]; sin_reshape_nb[0] = sizeof(float); for (int i = 1; i < GGML_MAX_DIMS; i++) { @@ -2704,7 +2719,6 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { acl_tensor_ptr acl_src = ggml_cann_create_tensor(src0); acl_tensor_ptr acl_dst = ggml_cann_create_tensor(dst); - #ifdef ASCEND_310P // Special ROPE operation for 310P @@ -2844,46 +2858,124 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { } return; #endif - int64_t acl_mode = is_neox ? 0 : 1; - switch (src0->type) { - case GGML_TYPE_F32: - { - GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src.get(), acl_cos_reshape_tensor.get(), - acl_sin_reshape_tensor.get(), acl_mode, acl_dst.get()); - break; - } - case GGML_TYPE_F16: - { - ggml_cann_pool_alloc src_trans_allocator(ctx.pool(), ggml_nelements(src0) * sizeof(float)); - void * src_trans_buffer = src_trans_allocator.get(); - ggml_cann_pool_alloc dst_trans_allocator(ctx.pool(), ggml_nelements(dst) * sizeof(float)); - void * dst_trans_buffer = dst_trans_allocator.get(); + // Pre-define head and tail dimensions for reuse + int64_t head_ne[GGML_MAX_DIMS] = { rope_dims, ne01, ne02, ne03 }; + int64_t tail_ne[GGML_MAX_DIMS] = { tail_dims, ne01, ne02, ne03 }; - size_t src_trans_nb[GGML_MAX_DIMS]; - src_trans_nb[0] = sizeof(float); - for (int i = 1; i < GGML_MAX_DIMS; i++) { - src_trans_nb[i] = src_trans_nb[i - 1] * src0->ne[i - 1]; - } + // Step 1: Prepare trans tensors for F16 type conversion to F32 if needed + bool src_dst_need_trans = false; + ggml_cann_pool_alloc src_trans_allocator(ctx.pool()); + ggml_cann_pool_alloc dst_trans_allocator(ctx.pool()); + acl_tensor_ptr acl_src_trans_tensor; + acl_tensor_ptr acl_dst_trans_tensor; + void * src_trans_buffer = nullptr; + void * dst_trans_buffer = nullptr; + size_t src_dst_trans_nb[GGML_MAX_DIMS]; + if (src0->type == GGML_TYPE_F16) { + src_dst_need_trans = true; + src_trans_buffer = src_trans_allocator.alloc(ggml_nelements(src0) * sizeof(float)); + dst_trans_buffer = dst_trans_allocator.alloc(ggml_nelements(dst) * sizeof(float)); - acl_tensor_ptr acl_src_trans_tensor = ggml_cann_create_tensor( - src_trans_buffer, ACL_FLOAT, sizeof(float), src0->ne, src_trans_nb, GGML_MAX_DIMS); - acl_tensor_ptr acl_dst_trans_tensor = ggml_cann_create_tensor( - dst_trans_buffer, ACL_FLOAT, sizeof(float), dst->ne, src_trans_nb, GGML_MAX_DIMS); + src_dst_trans_nb[0] = sizeof(float); + for (int i = 1; i < GGML_MAX_DIMS; i++) { + src_dst_trans_nb[i] = src_dst_trans_nb[i - 1] * src0->ne[i - 1]; + } + acl_src_trans_tensor = ggml_cann_create_tensor(src_trans_buffer, ACL_FLOAT, sizeof(float), src0->ne, + src_dst_trans_nb, GGML_MAX_DIMS); + acl_dst_trans_tensor = ggml_cann_create_tensor(dst_trans_buffer, ACL_FLOAT, sizeof(float), dst->ne, + src_dst_trans_nb, GGML_MAX_DIMS); + aclnn_cast(ctx, acl_src.get(), acl_src_trans_tensor.get(), ACL_FLOAT); + } - aclnn_cast(ctx, acl_src.get(), acl_src_trans_tensor.get(), ACL_FLOAT); + // Step 2: Prepare head tensors for tail splitting if needed + acl_tensor_ptr acl_src_head; + acl_tensor_ptr acl_dst_head; + if (has_tail) { + // Create head views for RotaryPositionEmbedding (only first rope_dims dimensions) + // RotaryPositionEmbedding requires contiguous dst tensor, so we use a temporary buffer + if (src_dst_need_trans) { + // Use F32 trans tensor strides + acl_src_head = ggml_cann_create_tensor((char *) src_trans_buffer, ACL_FLOAT, sizeof(float), head_ne, + src_dst_trans_nb, GGML_MAX_DIMS); + } else { + // Use original F32 tensor strides + acl_src_head = ggml_cann_create_tensor((char *) src0->data, ACL_FLOAT, sizeof(float), head_ne, src0->nb, + GGML_MAX_DIMS); + } - GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_trans_tensor.get(), - acl_cos_reshape_tensor.get(), acl_sin_reshape_tensor.get(), acl_mode, - acl_dst_trans_tensor.get()); + int64_t head_elements = rope_dims * ne01 * ne02 * ne03; + ggml_cann_pool_alloc dst_head_contiguous_allocator(ctx.pool(), head_elements * sizeof(float)); + void * dst_head_contiguous_buffer = dst_head_contiguous_allocator.get(); - aclnn_cast(ctx, acl_dst_trans_tensor.get(), acl_dst.get(), ACL_FLOAT16); - break; - } - default: - GGML_ABORT("Unsupported tensor type for GGML_OP_ROPE"); - break; + size_t head_contiguous_nb[GGML_MAX_DIMS]; + head_contiguous_nb[0] = sizeof(float); + for (int i = 1; i < GGML_MAX_DIMS; i++) { + head_contiguous_nb[i] = head_contiguous_nb[i - 1] * head_ne[i - 1]; + } + acl_dst_head = ggml_cann_create_tensor(dst_head_contiguous_buffer, ACL_FLOAT, sizeof(float), head_ne, + head_contiguous_nb, GGML_MAX_DIMS); + } + + // Step 3: Execute RotaryPositionEmbedding + if (has_tail) { + // Rotate only the head portion (first rope_dims dimensions) + GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_head.get(), acl_cos_reshape_tensor.get(), + acl_sin_reshape_tensor.get(), acl_mode, acl_dst_head.get()); + + // Copy head result from contiguous buffer back to destination tensor + if (src_dst_need_trans) { + acl_tensor_ptr acl_dst_head_target = ggml_cann_create_tensor( + (char *) dst_trans_buffer, ACL_FLOAT, sizeof(float), head_ne, src_dst_trans_nb, GGML_MAX_DIMS); + cann_copy(ctx, acl_dst_head.get(), acl_dst_head_target.get()); + } else { + acl_tensor_ptr acl_dst_head_target = + ggml_cann_create_tensor((char *) dst->data, ACL_FLOAT, sizeof(float), head_ne, dst->nb, GGML_MAX_DIMS); + cann_copy(ctx, acl_dst_head.get(), acl_dst_head_target.get()); + } + } else if (src_dst_need_trans) { + // Rotate full tensor (no tail), using trans tensors + GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_trans_tensor.get(), acl_cos_reshape_tensor.get(), + acl_sin_reshape_tensor.get(), acl_mode, acl_dst_trans_tensor.get()); + } else { + // Rotate full tensor (no tail), using original tensors + GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src.get(), acl_cos_reshape_tensor.get(), + acl_sin_reshape_tensor.get(), acl_mode, acl_dst.get()); + } + + // Step 4: Copy unrotated tail portion from source to destination + if (has_tail) { + size_t src_tail_offset; + size_t dst_tail_offset; + + auto copy_tail_device = [&](void * src_ptr, void * dst_ptr, aclDataType dtype, size_t elem_size, + size_t * nb_src_arr, size_t * nb_dst_arr) { + acl_tensor_ptr acl_src_tail = + ggml_cann_create_tensor(src_ptr, dtype, elem_size, tail_ne, nb_src_arr, GGML_MAX_DIMS); + acl_tensor_ptr acl_dst_tail = + ggml_cann_create_tensor(dst_ptr, dtype, elem_size, tail_ne, nb_dst_arr, GGML_MAX_DIMS); + cann_copy(ctx, acl_src_tail.get(), acl_dst_tail.get()); + }; + + if (src_dst_need_trans) { + // Use F32 trans tensor strides and offsets + src_tail_offset = rope_dims * src_dst_trans_nb[0]; + dst_tail_offset = rope_dims * src_dst_trans_nb[0]; + copy_tail_device((char *) src_trans_buffer + src_tail_offset, (char *) dst_trans_buffer + dst_tail_offset, + ACL_FLOAT, sizeof(float), src_dst_trans_nb, src_dst_trans_nb); + } else { + // Use original tensor strides and offsets + src_tail_offset = rope_dims * nb00; + dst_tail_offset = rope_dims * nb0; + copy_tail_device((char *) src0->data + src_tail_offset, (char *) dst->data + dst_tail_offset, + ggml_cann_type_mapping(dst->type), ggml_element_size(dst), src0->nb, dst->nb); + } + } + + // Step 5: Cast back to F16 if needed + if (src_dst_need_trans) { + aclnn_cast(ctx, acl_dst_trans_tensor.get(), acl_dst.get(), ACL_FLOAT16); } } diff --git a/ggml/src/ggml-cann/common.h b/ggml/src/ggml-cann/common.h index b17445bb9a..45c7294e68 100644 --- a/ggml/src/ggml-cann/common.h +++ b/ggml/src/ggml-cann/common.h @@ -315,7 +315,7 @@ struct ggml_cann_rope_cache { if (theta_scale_exp_host) { free(theta_scale_exp_host); } - if(position_select_index_host) { + if (position_select_index_host) { free(position_select_index_host); } } @@ -340,7 +340,7 @@ struct ggml_cann_rope_cache { void set(int64_t theta_scale_length, int64_t position_length, - float ext_factor, + float ext_factor, float theta_scale, float freq_scale, float attn_factor, diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp index df28d67fb0..da624c587c 100644 --- a/ggml/src/ggml-cann/ggml-cann.cpp +++ b/ggml/src/ggml-cann/ggml-cann.cpp @@ -2308,7 +2308,7 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend, bool cann_graph_update_required = false; #ifdef USE_ACL_GRAPH - bool use_cann_graph = true; + bool use_cann_graph = true; static bool prefill_use_graph = parse_bool(get_env("GGML_CANN_PREFILL_USE_GRAPH").value_or("")); if (!prefill_use_graph) { @@ -2338,7 +2338,7 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend, } } #else - bool use_cann_graph = false; + bool use_cann_graph = false; #endif // USE_ACL_GRAPH evaluate_and_capture_cann_graph(cann_ctx, cgraph, use_cann_graph, cann_graph_update_required); @@ -2474,16 +2474,14 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten } case GGML_OP_ROPE: { - // TODO: with ops-test v == 1 - // TODO: n_dims <= ne0 - if (op->src[0]->ne[0] != op->op_params[1]) { - return false; - } - if (op->src[0]->ne[0] > 896) { return false; } #ifdef ASCEND_310P + // TODO: Support rope_dim < ne00(dim) + if (op->src[0]->ne[0] != op->op_params[1]) { + return false; + } if (!ggml_is_contiguous(op->src[0])) { return false; } @@ -2500,6 +2498,9 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten if (op->op_params[0] != GGML_SCALE_MODE_NEAREST) { return false; } + if (op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS) { + return false; + } return true; } case GGML_OP_POOL_2D: @@ -2547,7 +2548,10 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten case GGML_OP_ARGSORT: case GGML_OP_ACC: case GGML_OP_GROUP_NORM: + return true; case GGML_OP_PAD: + // TODO: add circular padding support for cann, see https://github.com/ggml-org/llama.cpp/pull/16985 + return ggml_get_op_params_i32(op, 8) == 0; case GGML_OP_ARANGE: case GGML_OP_TIMESTEP_EMBEDDING: case GGML_OP_LEAKY_RELU: @@ -2561,6 +2565,10 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten return true; case GGML_OP_OUT_PROD: { +#ifdef ASCEND_310P + // Ger is not supported on 310p device + return false; +#endif switch (op->src[0]->type) { case GGML_TYPE_F16: case GGML_TYPE_F32: diff --git a/ggml/src/ggml-cpu/CMakeLists.txt b/ggml/src/ggml-cpu/CMakeLists.txt index 7e53a57b7b..fc31089f3e 100644 --- a/ggml/src/ggml-cpu/CMakeLists.txt +++ b/ggml/src/ggml-cpu/CMakeLists.txt @@ -469,6 +469,9 @@ function(ggml_add_cpu_backend_variant_impl tag_name) if (GGML_RV_ZICBOP) string(APPEND MARCH_STR "_zicbop") endif() + if (GGML_RV_ZIHINTPAUSE) + string(APPEND MARCH_STR "_zihintpause") + endif() list(APPEND ARCH_FLAGS "-march=${MARCH_STR}" -mabi=lp64d) else() # Begin with the lowest baseline diff --git a/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp b/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp index 67369147ce..c460c54911 100644 --- a/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp +++ b/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp @@ -8,6 +8,10 @@ #include #endif +#if !defined(HWCAP2_SVE2) +#define HWCAP2_SVE2 (1 << 1) +#endif + #if !defined(HWCAP2_I8MM) #define HWCAP2_I8MM (1 << 13) #endif diff --git a/ggml/src/ggml-cpu/arch/arm/repack.cpp b/ggml/src/ggml-cpu/arch/arm/repack.cpp index 082bd2bf04..fb7f074a85 100644 --- a/ggml/src/ggml-cpu/arch/arm/repack.cpp +++ b/ggml/src/ggml-cpu/arch/arm/repack.cpp @@ -24,6 +24,7 @@ #define UNUSED GGML_UNUSED +#if defined(__aarch64__) && defined(__ARM_NEON) && (defined(__ARM_FEATURE_MATMUL_INT8) || defined(__ARM_FEATURE_DOTPROD)) static inline void decode_q4_Kx8_scales_mins(const uint8_t * scales_in, int16x8_t * out_mins, int8_t * out_scales) { @@ -46,6 +47,7 @@ static inline void decode_q4_Kx8_scales_mins(const uint8_t * scales_in, scales_u32[1] = (sm[2] & kmask2) | (((sm[0] >> 6) & kmask3) << 4); memcpy(out_scales, scales_u32, 8); } +#endif void ggml_quantize_mat_q8_0_4x4(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) { assert(QK8_0 == 32); @@ -505,7 +507,6 @@ void ggml_gemv_q4_K_8x4_q8_K(int n, float * GGML_RESTRICT s, size_t bs, const vo constexpr int blocklen = 8; assert(n % qk == 0); - assert(nr % 4 == 0); assert(nc % ncols_interleaved == 0); UNUSED(nb); @@ -645,7 +646,6 @@ void ggml_gemv_q4_K_8x8_q8_K(int n, constexpr int blocklen = 8; assert(n % qk == 0); - assert(nr % 4 == 0); assert(nc % ncols_interleaved == 0); UNUSED(nb); diff --git a/ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp b/ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp index b181898818..43c757bd01 100644 --- a/ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp +++ b/ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp @@ -1,20 +1,23 @@ #include "ggml-backend-impl.h" #if defined(__riscv) && __riscv_xlen == 64 -#include - -//https://github.com/torvalds/linux/blob/master/arch/riscv/include/uapi/asm/hwcap.h#L24 -#ifndef COMPAT_HWCAP_ISA_V -#define COMPAT_HWCAP_ISA_V (1 << ('V' - 'A')) -#endif +#include +#include +#include struct riscv64_features { bool has_rvv = false; riscv64_features() { - uint32_t hwcap = getauxval(AT_HWCAP); + struct riscv_hwprobe probe; + probe.key = RISCV_HWPROBE_KEY_IMA_EXT_0; + probe.value = 0; - has_rvv = !!(hwcap & COMPAT_HWCAP_ISA_V); + int ret = syscall(__NR_riscv_hwprobe, &probe, 1, 0, NULL, 0); + + if (0 == ret) { + has_rvv = !!(probe.value & RISCV_HWPROBE_IMA_V); + } } }; diff --git a/ggml/src/ggml-cpu/ggml-cpu.c b/ggml/src/ggml-cpu/ggml-cpu.c index 3247af8bb0..a59b518938 100644 --- a/ggml/src/ggml-cpu/ggml-cpu.c +++ b/ggml/src/ggml-cpu/ggml-cpu.c @@ -81,6 +81,11 @@ struct ggml_arm_arch_features_type { } ggml_arm_arch_features = { 0 }; #endif +#if defined(__riscv) +struct ggml_riscv_arch_features_type { + int rvv_vlen; +} ggml_riscv_arch_features = { 0 }; +#endif #if defined(_WIN32) @@ -187,6 +192,9 @@ typedef void * thread_ret_t; typedef pthread_t ggml_thread_t; +#define GGML_THREADPOOL_N_THREADS_MASK (0xffffU) +#define GGML_THREADPOOL_N_THREADS_BITS (16) + #if defined(__APPLE__) #include #include @@ -449,7 +457,7 @@ struct ggml_threadpool { struct ggml_cplan * cplan; // synchronization primitives - atomic_int n_graph; // incremented when there is work to be done (i.e each graph) + atomic_int n_graph; // updated when there is work to be done (i.e each graph) holds graph and active thread counts. atomic_int GGML_CACHE_ALIGN n_barrier; atomic_int GGML_CACHE_ALIGN n_barrier_passed; atomic_int GGML_CACHE_ALIGN current_chunk; // currently processing chunk during Mat_Mul, shared between all the threads. @@ -457,12 +465,10 @@ struct ggml_threadpool { // these are atomic as an annotation for thread-sanitizer atomic_bool stop; // Used for stopping the threadpool altogether atomic_bool pause; // Used for pausing the threadpool or individual threads - atomic_int abort; // Used for aborting processing of a graph + atomic_int abort; // Used for aborting processing of a graph struct ggml_compute_state * workers; // per thread state - int n_threads_max; // number of threads in the pool - atomic_int n_threads_cur; // number of threads used in the current graph - + int n_threads; // Number of threads in the pool int32_t prio; // Scheduling priority uint32_t poll; // Polling level (0 - no polling) @@ -490,6 +496,15 @@ static inline void ggml_thread_cpu_relax(void) { static inline void ggml_thread_cpu_relax(void) { _mm_pause(); } +#elif defined(__riscv) +static inline void ggml_thread_cpu_relax(void) { + #ifdef __riscv_zihintpause + __asm__ __volatile__ ("pause"); + #else + /* Encoding of the pause instruction */ + __asm__ __volatile__ (".4byte 0x100000F"); + #endif +} #else static inline void ggml_thread_cpu_relax(void) {;} #endif @@ -530,7 +545,7 @@ struct ggml_state { static struct ggml_state g_state = {0}; void ggml_barrier(struct ggml_threadpool * tp) { - int n_threads = atomic_load_explicit(&tp->n_threads_cur, memory_order_relaxed); + int n_threads = atomic_load_explicit(&tp->n_graph, memory_order_relaxed) & GGML_THREADPOOL_N_THREADS_MASK; if (n_threads == 1) { return; } @@ -547,7 +562,7 @@ void ggml_barrier(struct ggml_threadpool * tp) { // last thread atomic_store_explicit(&tp->n_barrier, 0, memory_order_relaxed); - // exit barrier (fill seq-cst fence) + // exit barrier (full seq-cst fence) atomic_fetch_add_explicit(&tp->n_barrier_passed, 1, memory_order_seq_cst); return; } @@ -683,24 +698,25 @@ bool ggml_is_numa(void) { } #if defined(__ARM_ARCH) - -#if defined(__linux__) && defined(__aarch64__) -#include -#endif - -static void ggml_init_arm_arch_features(void) { #if defined(__aarch64__) && defined(__ARM_FEATURE_SVE) -#if defined(__linux__) - ggml_arm_arch_features.sve_cnt = PR_SVE_VL_LEN_MASK & prctl(PR_SVE_GET_VL); -#else - // TODO: add support of SVE for non-linux systems -#error "TODO: SVE is not supported on this platform. To use SVE, sve_cnt needs to be initialized here." -#endif -#endif +#include +static void ggml_init_arm_arch_features(void) { + ggml_arm_arch_features.sve_cnt = svcntb(); } - +#else +static void ggml_init_arm_arch_features(void) {} +#endif #endif // __ARM_ARCH +#if defined(__riscv) && defined(__riscv_v_intrinsic) +#include +static void ggml_init_riscv_arch_features(void) { + ggml_riscv_arch_features.rvv_vlen = __riscv_vlenb(); +} +#else +static void ggml_init_riscv_arch_features(void) {} +#endif + struct ggml_tensor * ggml_new_i32(struct ggml_context * ctx, int32_t value) { GGML_ASSERT(!ggml_get_no_alloc(ctx)); @@ -2627,7 +2643,7 @@ static void ggml_thread_cpumask_next(const bool * global_mask, bool * local_mask void ggml_threadpool_free(struct ggml_threadpool* threadpool) { if (!threadpool) return; - const int n_threads = threadpool->n_threads_max; + const int n_threads = threadpool->n_threads; #ifndef GGML_USE_OPENMP struct ggml_compute_state* workers = threadpool->workers; @@ -2703,9 +2719,14 @@ struct ggml_cplan ggml_graph_plan( //GGML_PRINT_DEBUG("Threadpool is not specified. Will create a disposable threadpool : n_threads %d\n", n_threads); } if (n_threads <= 0) { - n_threads = threadpool ? threadpool->n_threads_max : GGML_DEFAULT_N_THREADS; + n_threads = threadpool ? threadpool->n_threads : GGML_DEFAULT_N_THREADS; } +#if defined(__EMSCRIPTEN__) && !defined(__EMSCRIPTEN_PTHREADS__) + // Emscripten without pthreads support can only use a single thread + n_threads = 1; +#endif + size_t work_size = 0; struct ggml_cplan cplan; @@ -2906,12 +2927,14 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { struct ggml_compute_params params = { /*.ith =*/ state->ith, - /*.nth =*/ atomic_load_explicit(&tp->n_threads_cur, memory_order_relaxed), + /*.nth =*/ atomic_load_explicit(&tp->n_graph, memory_order_relaxed) & GGML_THREADPOOL_N_THREADS_MASK, /*.wsize =*/ cplan->work_size, /*.wdata =*/ cplan->work_data, /*.threadpool=*/ tp, }; + GGML_PRINT_DEBUG("thread #%d compute-start cplan %p last-graph %d \n", state->ith, cplan, state->last_graph); + for (int node_n = 0; node_n < cgraph->n_nodes && atomic_load_explicit(&tp->abort, memory_order_relaxed) != node_n; node_n++) { struct ggml_tensor * node = cgraph->nodes[node_n]; @@ -2933,6 +2956,8 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { } } + GGML_PRINT_DEBUG("thread #%d compute-done cplan %p last-graph %d \n", state->ith, cplan, state->last_graph); + ggml_barrier(state->threadpool); return 0; @@ -2940,27 +2965,23 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { #ifndef GGML_USE_OPENMP -// check if thread is active -static inline bool ggml_graph_compute_thread_active(struct ggml_compute_state * state) { - struct ggml_threadpool * threadpool = state->threadpool; - int n_threads = atomic_load_explicit(&threadpool->n_threads_cur, memory_order_relaxed); - return (state->ith < n_threads); -} - // check if thread is ready to proceed (exit from polling or sleeping) +// returns true if loops should exit, sets state->pending to indicate new work static inline bool ggml_graph_compute_thread_ready(struct ggml_compute_state * state) { struct ggml_threadpool * threadpool = state->threadpool; if (state->pending || threadpool->stop || threadpool->pause) { return true; } // check for new graph/work - int new_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed); - if (new_graph != state->last_graph) { - state->pending = ggml_graph_compute_thread_active(state); - state->last_graph = new_graph; + int n_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed); + int n_threads = n_graph & GGML_THREADPOOL_N_THREADS_MASK; + if (n_graph != state->last_graph) { + state->pending = (state->ith < n_threads); + state->last_graph = n_graph; + return true; } - return state->pending; + return false; } // sync thread state after polling @@ -2977,11 +2998,6 @@ static inline void ggml_graph_compute_thread_sync(struct ggml_compute_state * st static inline bool ggml_graph_compute_poll_for_work(struct ggml_compute_state * state) { struct ggml_threadpool * threadpool = state->threadpool; - // Skip polling for unused threads - if (!ggml_graph_compute_thread_active(state)) { - return state->pending; - } - // This seems to make 0 ... 100 a decent range for polling level across modern processors. // Perhaps, we can adjust it dynamically based on load and things. const uint64_t n_rounds = 1024UL * 128 * threadpool->poll; @@ -3043,7 +3059,6 @@ static thread_ret_t ggml_graph_compute_secondary_thread(void* data) { ggml_graph_compute_check_for_work(state); if (state->pending) { state->pending = false; - ggml_graph_compute_thread(state); } } @@ -3058,14 +3073,15 @@ static void ggml_graph_compute_kickoff(struct ggml_threadpool * threadpool, int ggml_mutex_lock(&threadpool->mutex); - GGML_PRINT_DEBUG("threadpool: n_threads_cur %d n_threads %d\n", threadpool->n_threads_cur, n_threads); + // Update the number of active threads and the graph count + int n_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed) >> GGML_THREADPOOL_N_THREADS_BITS; + n_graph = ((n_graph + 1) << GGML_THREADPOOL_N_THREADS_BITS) | (n_threads & GGML_THREADPOOL_N_THREADS_MASK); - // Update the number of active threads - atomic_store_explicit(&threadpool->n_threads_cur, n_threads, memory_order_relaxed); + GGML_PRINT_DEBUG("compute-kickoff: n_threads %d n_graph %d\n", n_threads, n_graph); // Indicate the graph is ready to be processed // We need the full seq-cst fence here because of the polling threads (used in thread_sync) - atomic_fetch_add_explicit(&threadpool->n_graph, 1, memory_order_seq_cst); + atomic_store_explicit(&threadpool->n_graph, n_graph, memory_order_seq_cst); if (threadpool->pause) { // Update main thread prio and affinity to match the threadpool settings @@ -3103,8 +3119,7 @@ static struct ggml_threadpool * ggml_threadpool_new_impl( threadpool->pause = tpp->paused; threadpool->abort = -1; threadpool->workers = NULL; - threadpool->n_threads_max = tpp->n_threads; - threadpool->n_threads_cur = tpp->n_threads; + threadpool->n_threads = tpp->n_threads; threadpool->poll = tpp->poll; threadpool->prio = tpp->prio; threadpool->ec = GGML_STATUS_SUCCESS; @@ -3199,7 +3214,7 @@ enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cpl { // update the number of threads from the actual number of threads that we got from OpenMP n_threads = omp_get_num_threads(); - atomic_store_explicit(&threadpool->n_threads_cur, n_threads, memory_order_relaxed); + atomic_store_explicit(&threadpool->n_graph, n_threads, memory_order_relaxed); } // Apply thread CPU mask and priority @@ -3212,13 +3227,13 @@ enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cpl ggml_graph_compute_thread(&threadpool->workers[ith]); } } else { - atomic_store_explicit(&threadpool->n_threads_cur, 1, memory_order_relaxed); + atomic_store_explicit(&threadpool->n_graph, 1, memory_order_relaxed); ggml_graph_compute_thread(&threadpool->workers[0]); } #else - if (n_threads > threadpool->n_threads_max) { - GGML_LOG_WARN("cplan requested more threads (%d) than available (%d)\n", n_threads, threadpool->n_threads_max); - n_threads = threadpool->n_threads_max; + if (n_threads > threadpool->n_threads) { + GGML_LOG_WARN("cplan requested more threads (%d) than available (%d)\n", n_threads, threadpool->n_threads); + n_threads = threadpool->n_threads; } // Kick all threads to start the new graph @@ -3458,6 +3473,14 @@ int ggml_cpu_has_riscv_v(void) { #endif } +int ggml_cpu_get_rvv_vlen(void) { +#if defined(__riscv) && defined(__riscv_v_intrinsic) + return ggml_riscv_arch_features.rvv_vlen; +#else + return 0; +#endif +} + int ggml_cpu_has_f16c(void) { #if defined(__F16C__) return 1; @@ -3624,6 +3647,10 @@ void ggml_cpu_init(void) { ggml_init_arm_arch_features(); #endif +#if defined(__riscv) + ggml_init_riscv_arch_features(); +#endif + is_first_call = false; } diff --git a/ggml/src/ggml-cpu/ggml-cpu.cpp b/ggml/src/ggml-cpu/ggml-cpu.cpp index 3191faaa4c..f4713a4218 100644 --- a/ggml/src/ggml-cpu/ggml-cpu.cpp +++ b/ggml/src/ggml-cpu/ggml-cpu.cpp @@ -583,6 +583,10 @@ static ggml_backend_feature * ggml_backend_cpu_get_features(ggml_backend_reg_t r if (ggml_cpu_has_riscv_v()) { features.push_back({ "RISCV_V", "1" }); } + if (ggml_cpu_get_rvv_vlen() > 0) { + static std::string rvv_vlen = std::to_string(ggml_cpu_get_rvv_vlen()); + features.push_back({ "RVV_VLEN", rvv_vlen.c_str() }); + } if (ggml_cpu_has_vsx()) { features.push_back({ "VSX", "1" }); } diff --git a/ggml/src/ggml-cpu/llamafile/sgemm-ppc.h b/ggml/src/ggml-cpu/llamafile/sgemm-ppc.h new file mode 100644 index 0000000000..a707868728 --- /dev/null +++ b/ggml/src/ggml-cpu/llamafile/sgemm-ppc.h @@ -0,0 +1,333 @@ +#pragma once + +typedef vector unsigned char vec_t; +typedef __vector_quad acc_t; + +template +class tinyBLAS_Q0_PPC { + public: + tinyBLAS_Q0_PPC(int64_t k, + const TA *A, int64_t lda, + const block_q8_0 *B, int64_t ldb, + float *C, int64_t ldc, + int ith, int nth); + + void matmul(int64_t m, int64_t n); + void matmul_tiled_q0(int64_t m, int64_t n, int64_t mc, int64_t nc, int64_t kc) { + vec_t A_pack[mc*kc*2]; + vec_t B_pack[nc*kc*2]; + int comparray[mc*kc]; + constexpr bool is_Ablock_q4 = std::is_same_v; + int64_t ytiles = m / mc; + int64_t xtiles = n / nc; + int64_t tiles = xtiles * ytiles; + int64_t duty = (tiles + nth - 1) / nth; + int64_t start = duty * ith; + int64_t end = start + duty; + if (end > tiles) { + end = tiles; + } + for (int64_t job = start; job < end; ++job) { + int64_t ii = (job / xtiles) * mc; + int64_t jj = (job % xtiles) * nc; + for (int64_t kk = 0; kk < k; kk += kc) { + if constexpr(is_Ablock_q4) { + packNormalInt4_large(A + ii*lda + kk, lda, mc, 4, (int8_t*)A_pack, comparray); + } else { + packNormal_large(A + ii*lda + kk, lda, mc, 8, (int8_t*)A_pack, false, comparray); + } + packNormal_large(B + jj*ldb + kk, ldb, nc, 8, (uint8_t*)B_pack, true); + KERNEL_Q0(ii, jj, mc, nc, kc, kk, A_pack, B_pack, comparray); + } + } + } + + private: + inline void save_res(int ii, int jj, int idx, vector float* fin_res, int RM=4, int RN=4) { + for (int I = 0; I < RM; I++) { + for (int J = 0; J < RN; J++) { + *((float*)(C+ii+((jj+J)*ldc)+I)) = *((float*)&fin_res[idx+I]+J); + } + } + } + + inline void add_save_res(int ii, int jj, int idx, vector float* fin_res, int RM=4, int RN=4) { + for (int I = 0; I < RM; I++) { + for (int J = 0; J < RN; J++) { + float * c_ptr = (float *)(C+ii+((jj+J)*ldc)+I); + *c_ptr += *((float*)&fin_res[idx+I]+J); + } + } + } + + template + inline void compute(acc_t* ACC, int c_idx, int s_idx, ArrayType& comparray, vector float* vs, vector float* fin_res) { + vector signed int vec_C[4]; + vector float CA[4] = {0}; + vector float res[4] = {0}; + __builtin_mma_disassemble_acc(vec_C, ACC); + for (int i = 0; i < 4; i++) { + CA[i] = vec_splats((float)(((double)comparray[c_idx+i]) * -128.0)); + res[i] = vec_add(vec_ctf(vec_C[i], 0), CA[i]); + fin_res[s_idx+i] = vec_madd(res[i], vs[s_idx+i], fin_res[s_idx+i]); + } + } + + inline void process_q4_elements(vector signed char (&c)[2], int* ca) { + const vector signed char lowMask = vec_splats((signed char)0xF); + const vector unsigned char v4 = vec_splats((unsigned char)0x4); + const vector signed char v8 = vec_splats((signed char)0x8); + vector signed int vsum = {0}; + vector signed int vsum2 = {0}; + c[0] = vec_and(c[1], lowMask); + c[1] = vec_sr(c[1], v4); + c[0] = vec_sub(c[0], v8); + c[1] = vec_sub(c[1], v8); + vsum = vec_sum4s(c[0], vsum); + vsum2 = vec_sum4s(c[1], vsum2); + vsum = vec_add(vsum, vsum2); + *(ca) = vsum[0] + vsum[1] + vsum[2] + vsum[3]; + } + + template + inline void vector_permute_store(V2 &s1, V2 &s2, V2 &s3, V2 &s4, V1 *vecOffset, bool flip) { + vector unsigned char swiz1 = {0, 1, 2, 3, 4, 5, 6, 7, 16, 17, 18, 19, 20, 21, 22, 23}; + vector unsigned char swiz2 = {8, 9, 10, 11, 12, 13, 14, 15, 24, 25, 26, 27, 28, 29, 30, 31}; + vector unsigned char swiz3 = {0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27}; + vector unsigned char swiz4 = {4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31}; + V2 t1, t2, t3, t4, t5, t6, t7, t8; + vector unsigned char xor_vector; + uint8_t flip_vec = 0x80; + xor_vector = vec_splats(flip_vec); + t1 = vec_perm(s1, s2, swiz1); + t2 = vec_perm(s1, s2, swiz2); + t3 = vec_perm(s3, s4, swiz1); + t4 = vec_perm(s3, s4, swiz2); + t5 = vec_perm(t1, t3, swiz3); + t6 = vec_perm(t1, t3, swiz4); + t7 = vec_perm(t2, t4, swiz3); + t8 = vec_perm(t2, t4, swiz4); + if (flip == true) { + t5 = vec_xor(t5, xor_vector); + t6 = vec_xor(t6, xor_vector); + t7 = vec_xor(t7, xor_vector); + t8 = vec_xor(t8, xor_vector); + } + vec_xst(t5, 0, vecOffset); + vec_xst(t6, 0, vecOffset+16); + vec_xst(t7, 0, vecOffset+32); + vec_xst(t8, 0, vecOffset+48); + } + + template + inline void kernel(int64_t ii, int64_t jj) { + if constexpr(RM == 4 && RN == 8) { + KERNEL_4x8(ii,jj); + } else if constexpr(RM == 8 && RN == 4) { + KERNEL_8x4(ii,jj); + } else if constexpr(RM == 8 && RN == 8) { + KERNEL_8x8(ii,jj); + } else { + assert(false && "RN/RM values not supported"); + } + } + template + void packNormalInt4(const TA* a, int64_t lda, int rows, int cols, int8_t* vec, std::array& comparray); + template + void packNormal(const block_q8_0* a, int64_t lda, int rows, int cols, VA* vec, bool flip); + void mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n); + void KERNEL_4x8(int64_t ii, int64_t jj); + void KERNEL_8x4(int64_t ii, int64_t jj); + void KERNEL_8x8(int64_t ii, int64_t jj); + void gemm_small(int64_t m0, int64_t m, int64_t n0, int64_t n, int RM, int RN); + template + void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n); + + void compute_scale(int64_t ii, int64_t jj, int blk, vector float* vs){ + for (int I = 0; I<8; I++) { + float a_scale = unhalf((A+((ii+I)*lda)+blk)->d); + for (int J = 0; J<4; J++) { + *((float*)&vs[I]+J) = (a_scale * unhalf((B+((jj+J)*ldb)+blk)->d)); + *((float*)&vs[I+8]+J) = (a_scale * unhalf((B+((jj+J+4)*ldb)+blk)->d)); + } + } + } + + inline void process_q8_elements(const int8_t *qs, int *ca) { + vector signed char c1 = vec_xl(0, qs); + vector signed char c2 = vec_xl(16, qs); + vector signed int vsum1 = {0}; + vector signed int vsum2 = {0}; + vsum1 = vec_sum4s(c1, vsum1); + vsum2 = vec_sum4s(c2, vsum2); + vector signed int vsum = vec_add(vsum1, vsum2); + *ca = vsum[0] + vsum[1] + vsum[2] + vsum[3]; + } + + template + void packNormal_large(const block_q8_0* a, int64_t lda, int rows, int cols, VA* vec, bool flip, int* comparray=nullptr) { + int64_t i, j; + block_q8_0 *aoffset = NULL; + VA *vecOffset = NULL; + block_q8_0* aoffsets[8]; + __vector_pair arr[8]; + VB c[8][2] = {0}; + VB c1[8] = {0}; VB c2[8] = {0}; + aoffset = const_cast(a); + vecOffset = vec; + j = (rows >> 3); + int index = 0; + if (j > 0) { + do { + for (int it = 0; it < 8; it++) + aoffsets[it] = aoffset + it*lda; + aoffset += 8 * lda; + for (int blk = 0; blk < kc; blk++) { + for (int it = 0; it < 8; it++) { + arr[it] = __builtin_vsx_lxvp(0, (__vector_pair*)(aoffsets[it]+blk)->qs); + __builtin_vsx_disassemble_pair(c[it], &arr[it]); + c1[it] = c[it][0]; + c2[it] = c[it][1]; + if (comparray){ + process_q8_elements((aoffsets[it]+ blk)->qs, &comparray[index + 8*blk + it]); + } + } + vector_permute_store(c1[0], c1[1], c1[2], c1[3], vecOffset, flip); + vector_permute_store(c2[0], c2[1], c2[2], c2[3], vecOffset+64, flip); + vector_permute_store(c1[4], c1[5], c1[6], c1[7], vecOffset+128, flip); + vector_permute_store(c2[4], c2[5], c2[6], c2[7], vecOffset+192, flip); + vecOffset += 256; + } + j--; + index += 8*kc; + } while(j > 0); + } + + } + + void packNormalInt4_large(const TA* a, int64_t lda, int rows, int cols, int8_t* vec, int*comparray) { + int64_t i, j; + TA *aoffset = NULL; + int8_t *vecOffset = NULL; + TA *aoffset1 = NULL, *aoffset2 = NULL, *aoffset3 = NULL, *aoffset4 = NULL; + TA *aoffset5 = NULL, *aoffset6 = NULL, *aoffset7 = NULL, *aoffset8 = NULL; + vector signed char c1[2] = {0}, c2[2] = {0}, c3[2] = {0}, c4[2] = {0}; + vector signed char c5[2] = {0}, c6[2] = {0}, c7[2] = {0}, c8[2] = {0}; + aoffset = const_cast(a); + vecOffset = vec; + int index = 0; + j = (rows >> 3); + if (j > 0) { + do { + aoffset1 = aoffset; + aoffset2 = aoffset1 + lda; + aoffset3 = aoffset2 + lda; + aoffset4 = aoffset3 + lda; + aoffset5 = aoffset4 + lda; + aoffset6 = aoffset5 + lda; + aoffset7 = aoffset6 + lda; + aoffset8 = aoffset7 + lda; + aoffset += 8 * lda; + for (int blk = 0; blk < kc; blk++) { + c1[1] = reinterpret_cast(vec_xl(0, (aoffset1+blk)->qs)); + c2[1] = reinterpret_cast(vec_xl(0, (aoffset2+blk)->qs)); + c3[1] = reinterpret_cast(vec_xl(0, (aoffset3+blk)->qs)); + c4[1] = reinterpret_cast(vec_xl(0, (aoffset4+blk)->qs)); + c5[1] = reinterpret_cast(vec_xl(0, (aoffset5+blk)->qs)); + c6[1] = reinterpret_cast(vec_xl(0, (aoffset6+blk)->qs)); + c7[1] = reinterpret_cast(vec_xl(0, (aoffset7+blk)->qs)); + c8[1] = reinterpret_cast(vec_xl(0, (aoffset8+blk)->qs)); + + process_q4_elements(c1, &comparray[index + 8*blk+0]); + process_q4_elements(c2, &comparray[index + 8*blk+1]); + process_q4_elements(c3, &comparray[index + 8*blk+2]); + process_q4_elements(c4, &comparray[index + 8*blk+3]); + process_q4_elements(c5, &comparray[index + 8*blk+4]); + process_q4_elements(c6, &comparray[index + 8*blk+5]); + process_q4_elements(c7, &comparray[index + 8*blk+6]); + process_q4_elements(c8, &comparray[index + 8*blk+7]); + vector_permute_store(c1[0], c2[0], c3[0], c4[0], vecOffset, false); + vector_permute_store(c1[1], c2[1], c3[1], c4[1], vecOffset+64, false); + vector_permute_store(c5[0], c6[0], c7[0], c8[0], vecOffset+128, false); + vector_permute_store(c5[1], c6[1], c7[1], c8[1], vecOffset+192, false); + vecOffset += 256; + } + j--; + index += 8*kc; + } while (j > 0); + } + } + + void KERNEL_Q0(int64_t ii, int64_t jj, int64_t mc, int64_t nc, int64_t kc, int64_t l, vec_t *vec_A, vec_t *vec_B, int *comparray) { + acc_t acc[8]; + for (int i = 0; i < mc ; i += 8) { + for (int j = 0; j < nc; j += 8) { + vector float fin_res[16] = {0}; + vector float vs[16] = {0}; + for (int64_t kk = 0; kk < kc; kk+=2) { + for (int x = 0; x < 8; x++) { + __builtin_mma_xxsetaccz(&acc[x]); + } + int A_block_idx = (i/8)*(16*kc) + kk*16; + int B_block_idx = (j/8)*(16*kc)+ kk*16; + vec_t *A_block = &vec_A[A_block_idx]; + vec_t *B_block = &vec_B[B_block_idx]; + for (int x = 0; x < 8; x++) { + __builtin_mma_xvi8ger4pp(&acc[0], A_block[x], B_block[x]); + __builtin_mma_xvi8ger4pp(&acc[1], A_block[x + 8], B_block[x]); + __builtin_mma_xvi8ger4pp(&acc[2], A_block[x], B_block[x+8]); + __builtin_mma_xvi8ger4pp(&acc[3], A_block[x+8], B_block[x+8]); + } + compute_scale(ii+i, jj+j, l+kk, vs); + int c_index = (i/8)*(8*kc)+ kk*8; + int* c_block = &comparray[c_index]; + compute(&acc[0], 0, 0, c_block, vs, fin_res); + compute(&acc[1], 4, 4, c_block, vs, fin_res); + compute(&acc[2], 0, 8, c_block, vs, fin_res); + compute(&acc[3], 4, 12, c_block, vs, fin_res); + + A_block_idx = (i/8)*(16*kc) + (kk+1)*16; + B_block_idx = (j/8)*(16*kc)+ (kk+1)*16; + A_block = &vec_A[A_block_idx]; + B_block = &vec_B[B_block_idx]; + for (int x = 0; x < 8; x++) { + __builtin_mma_xvi8ger4pp(&acc[4], A_block[x], B_block[x]); + __builtin_mma_xvi8ger4pp(&acc[5], A_block[x + 8], B_block[x]); + __builtin_mma_xvi8ger4pp(&acc[6], A_block[x], B_block[x+8]); + __builtin_mma_xvi8ger4pp(&acc[7], A_block[x+8], B_block[x+8]); + } + compute_scale(ii+i, jj+j, l+kk+1, vs); + c_index = (i/8)*(8*kc)+ (kk+1)*8; + c_block = &comparray[c_index]; + compute(&acc[4], 0, 0, c_block, vs, fin_res); + compute(&acc[5], 4, 4, c_block, vs, fin_res); + compute(&acc[6], 0, 8, c_block, vs, fin_res); + compute(&acc[7], 4, 12, c_block, vs, fin_res); + + } + if (l == 0) { + save_res(ii+i, jj+j, 0, fin_res); + save_res(ii+i+4, jj+j, 4, fin_res); + save_res(ii+i, jj+j+4, 8, fin_res); + save_res(ii+i+4, jj+j+4, 12, fin_res); + } else { + add_save_res(ii+i, jj+j, 0, fin_res); + add_save_res(ii+i+4, jj+j, 4, fin_res); + add_save_res(ii+i, jj+j+4, 8, fin_res); + add_save_res(ii+i+4, jj+j+4, 12, fin_res); + } + } + } + } + + const TA *const A; + const block_q8_0 *const B; + float *C; + const int64_t k; + int64_t kc; + const int64_t lda; + const int64_t ldb; + const int64_t ldc; + const int ith; + const int nth; +}; diff --git a/ggml/src/ggml-cpu/llamafile/sgemm.cpp b/ggml/src/ggml-cpu/llamafile/sgemm.cpp index 2c4ad9d58b..a0cce10aa7 100644 --- a/ggml/src/ggml-cpu/llamafile/sgemm.cpp +++ b/ggml/src/ggml-cpu/llamafile/sgemm.cpp @@ -117,8 +117,7 @@ inline float32x4_t mul(float32x4_t x, float32x4_t y) { return vec_mul(x, y); } #endif #if defined(__MMA__) -typedef vector unsigned char vec_t; -typedef __vector_quad acc_t; +#include "sgemm-ppc.h" #endif //////////////////////////////////////////////////////////////////////////////////////////////////// // VECTORIZED FUSED MULTIPLY ADD @@ -1573,95 +1572,35 @@ class tinyBLAS_BF16_PPC { const int nth; }; -template -class tinyBLAS_Q0_PPC { - public: - tinyBLAS_Q0_PPC(int64_t k, - const TA *A, int64_t lda, - const block_q8_0 *B, int64_t ldb, - float *C, int64_t ldc, - int ith, int nth) + template + tinyBLAS_Q0_PPC::tinyBLAS_Q0_PPC(int64_t k, + const TA *A, int64_t lda, + const block_q8_0 *B, int64_t ldb, + float *C, int64_t ldc, + int ith, int nth) : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) { + kc = 64; } - void matmul(int64_t m, int64_t n) { - mnpack(0, m, 0, n); - } - - private: - - inline void save_res(int ii, int jj, int idx, vector float* fin_res, int RM=4, int RN=4) { - for (int I = 0; I < RM; I++) { - for (int J = 0; J < RN; J++) { - *((float*)(C+ii+((jj+J)*ldc)+I)) = *((float*)&fin_res[idx+I]+J); - } - } - } - - template - inline void compute(acc_t* ACC, int c_idx, int s_idx, std::array& comparray, vector float* vs, vector float* fin_res) { - vector signed int vec_C[4]; - vector float CA[4] = {0}; - vector float res[4] = {0}; - __builtin_mma_disassemble_acc(vec_C, ACC); - for (int i = 0; i < 4; i++) { - CA[i] = vec_splats((float)(((double)comparray[c_idx+i]) * -128.0)); - res[i] = vec_add(vec_ctf(vec_C[i], 0), CA[i]); - fin_res[s_idx+i] = vec_madd(res[i], vs[s_idx+i], fin_res[s_idx+i]); - } - } - /* This function processes quantized data from block_q4_0 elements. - * First the we try to extract the two int4 values stored in single int8_t into two signed int8. - * And then we subtract each of the resultant element with 8, to convert signed int8 to unsigned int8. - * Also compute the rowsum which is required to compensate the above conversion. */ - inline void process_q4_elements(vector signed char (&c)[2], int* ca) { - const vector signed char lowMask = vec_splats((signed char)0xF); - const vector unsigned char v4 = vec_splats((unsigned char)0x4); - const vector signed char v8 = vec_splats((signed char)0x8); - vector signed int vsum = {0}; - vector signed int vsum2 = {0}; - c[0] = vec_and(c[1], lowMask); - c[1] = vec_sr(c[1], v4); - c[0] = vec_sub(c[0], v8); - c[1] = vec_sub(c[1], v8); - vsum = vec_sum4s(c[0], vsum); - vsum2 = vec_sum4s(c[1], vsum2); - vsum = vec_add(vsum, vsum2); - *(ca) = vsum[0] + vsum[1] + vsum[2] + vsum[3]; - } - - template - inline void vector_permute_store(V2 &s1, V2 &s2, V2 &s3, V2 &s4, V1 *vecOffset, bool flip) { - vector unsigned char swiz1 = {0, 1, 2, 3, 4, 5, 6, 7, 16, 17, 18, 19, 20, 21, 22, 23}; - vector unsigned char swiz2 = {8, 9, 10, 11, 12, 13, 14, 15, 24, 25, 26, 27, 28, 29, 30, 31}; - vector unsigned char swiz3 = {0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27}; - vector unsigned char swiz4 = {4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31}; - V2 t1, t2, t3, t4, t5, t6, t7, t8; - vector unsigned char xor_vector; - uint8_t flip_vec = 0x80; - xor_vector = vec_splats(flip_vec); - t1 = vec_perm(s1, s2, swiz1); - t2 = vec_perm(s1, s2, swiz2); - t3 = vec_perm(s3, s4, swiz1); - t4 = vec_perm(s3, s4, swiz2); - t5 = vec_perm(t1, t3, swiz3); - t6 = vec_perm(t1, t3, swiz4); - t7 = vec_perm(t2, t4, swiz3); - t8 = vec_perm(t2, t4, swiz4); - if (flip == true) { - t5 = vec_xor(t5, xor_vector); - t6 = vec_xor(t6, xor_vector); - t7 = vec_xor(t7, xor_vector); - t8 = vec_xor(t8, xor_vector); + template + void tinyBLAS_Q0_PPC::matmul(int64_t m, int64_t n) { + int mc = 64; int nc = 64; + if (n % 8 == 0 && n < nc) { + nc = n; + mc = 32 ; + kc = 32; + } + const bool is_aligned = ((m & (mc - 1)) == 0) & ((n & (nc - 1)) == 0) & ((k & (kc - 1)) == 0); + if (is_aligned) { + this->matmul_tiled_q0(m, n, mc, nc, kc); + } else { + mnpack(0, m, 0, n); } - vec_xst(t5, 0, vecOffset); - vec_xst(t6, 0, vecOffset+16); - vec_xst(t7, 0, vecOffset+32); - vec_xst(t8, 0, vecOffset+48); } - template - void packNormalInt4(const TA* a, int64_t lda, int rows, int cols, int8_t* vec, std::array& comparray) { + template + template + void tinyBLAS_Q0_PPC::packNormalInt4(const TA* a, int64_t lda, int rows, int cols, int8_t* vec, std::array& comparray) { int64_t i, j; TA *aoffset = NULL; int8_t *vecOffset = NULL; @@ -1781,8 +1720,10 @@ class tinyBLAS_Q0_PPC { } } } + + template template - void packNormal(const block_q8_0* a, int64_t lda, int rows, int cols, VA* vec, bool flip) { + void tinyBLAS_Q0_PPC::packNormal(const block_q8_0* a, int64_t lda, int rows, int cols, VA* vec, bool flip) { int64_t i, j; block_q8_0 *aoffset = NULL; VA *vecOffset = NULL; @@ -1822,7 +1763,6 @@ class tinyBLAS_Q0_PPC { j--; } while(j > 0); } - if (rows & 4) { aoffsets[0] = aoffset; for (int it = 1; it < 4; it++ ) @@ -1878,7 +1818,8 @@ class tinyBLAS_Q0_PPC { } } - void mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n) { + template + void tinyBLAS_Q0_PPC::mnpack(int64_t m0, int64_t m, int64_t n0, int64_t n) { int m_rem = MIN(m - m0, 16); int n_rem = MIN(n - n0, 16); @@ -1915,7 +1856,8 @@ class tinyBLAS_Q0_PPC { } - void KERNEL_4x8(int64_t ii, int64_t jj) { + template + void tinyBLAS_Q0_PPC::KERNEL_4x8(int64_t ii, int64_t jj) { vec_t vec_A[8], vec_B[16] = {0}; acc_t acc_0, acc_1; std::array comparray {}; @@ -1953,14 +1895,15 @@ class tinyBLAS_Q0_PPC { aoffset += lda; } } - compute<4>(&acc_0, 0, 0, comparray, vs, fin_res); - compute<4>(&acc_1, 0, 4, comparray, vs, fin_res); + compute(&acc_0, 0, 0, comparray, vs, fin_res); + compute(&acc_1, 0, 4, comparray, vs, fin_res); } save_res(ii, jj, 0, fin_res); save_res(ii, jj+4, 4, fin_res); } - void KERNEL_8x4(int64_t ii, int64_t jj) { + template + void tinyBLAS_Q0_PPC::KERNEL_8x4(int64_t ii, int64_t jj) { vec_t vec_A[16], vec_B[8] = {0}; acc_t acc_0, acc_1; std::array comparray {}; @@ -1997,16 +1940,18 @@ class tinyBLAS_Q0_PPC { aoffset += lda; } } - compute<8>(&acc_0, 0, 0, comparray, vs, fin_res); - compute<8>(&acc_1, 4, 4, comparray, vs, fin_res); + compute(&acc_0, 0, 0, comparray, vs, fin_res); + compute(&acc_1, 4, 4, comparray, vs, fin_res); } save_res(ii, jj, 0, fin_res); save_res(ii+4, jj, 4, fin_res); } - void KERNEL_8x8(int64_t ii, int64_t jj) { + template + void tinyBLAS_Q0_PPC::KERNEL_8x8(int64_t ii, int64_t jj) { vec_t vec_A[16], vec_B[16] = {0}; acc_t acc_0, acc_1, acc_2, acc_3; + acc_t acc_4, acc_5, acc_6, acc_7; std::array comparray {}; vector float fin_res[16] = {0}; vector float vs[16] = {0}; @@ -2046,10 +1991,10 @@ class tinyBLAS_Q0_PPC { aoffset += lda; } } - compute<8>(&acc_0, 0, 0, comparray, vs, fin_res); - compute<8>(&acc_1, 4, 4, comparray, vs, fin_res); - compute<8>(&acc_2, 0, 8, comparray, vs, fin_res); - compute<8>(&acc_3, 4, 12, comparray, vs, fin_res); + compute(&acc_0, 0, 0, comparray, vs, fin_res); + compute(&acc_1, 4, 4, comparray, vs, fin_res); + compute(&acc_2, 0, 8, comparray, vs, fin_res); + compute(&acc_3, 4, 12, comparray, vs, fin_res); } save_res(ii, jj, 0, fin_res); save_res(ii+4, jj, 4, fin_res); @@ -2057,7 +2002,8 @@ class tinyBLAS_Q0_PPC { save_res(ii+4, jj+4, 12, fin_res); } - void gemm_small(int64_t m0, int64_t m, int64_t n0, int64_t n, int RM, int RN) { + template + void tinyBLAS_Q0_PPC::gemm_small(int64_t m0, int64_t m, int64_t n0, int64_t n, int RM, int RN) { int64_t ytiles = (m - m0) / RM; int64_t xtiles = (n - n0) / RN; int64_t tiles = xtiles * ytiles; @@ -2125,21 +2071,9 @@ class tinyBLAS_Q0_PPC { } } - template - inline void kernel(int64_t ii, int64_t jj) { - if constexpr(RM == 4 && RN == 8) { - KERNEL_4x8(ii,jj); - } else if constexpr(RM == 8 && RN == 4) { - KERNEL_8x4(ii,jj); - } else if constexpr(RM == 8 && RN == 8) { - KERNEL_8x8(ii,jj); - } else { - assert(false && "RN/RM values not supported"); - } - } - + template template - NOINLINE void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) { + NOINLINE void tinyBLAS_Q0_PPC::gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) { int64_t ytiles = (m - m0) / RM; int64_t xtiles = (n - n0) / RN; int64_t tiles = xtiles * ytiles; @@ -2151,20 +2085,12 @@ class tinyBLAS_Q0_PPC { for (int64_t job = start; job < end; ++job) { int64_t ii = m0 + job / xtiles * RM; int64_t jj = n0 + job % xtiles * RN; - kernel(ii, jj); + this->kernel(ii, jj); } } - const TA *const A; - const block_q8_0 *const B; - float *C; - const int64_t k; - const int64_t lda; - const int64_t ldb; - const int64_t ldc; - const int ith; - const int nth; -}; +template class tinyBLAS_Q0_PPC; +template class tinyBLAS_Q0_PPC; class tinyBLAS_PPC { public: diff --git a/ggml/src/ggml-cpu/llamafile/sgemm.h b/ggml/src/ggml-cpu/llamafile/sgemm.h index 729e8853d5..867b0c04ae 100644 --- a/ggml/src/ggml-cpu/llamafile/sgemm.h +++ b/ggml/src/ggml-cpu/llamafile/sgemm.h @@ -6,6 +6,12 @@ #include #endif +#ifdef _MSC_VER +#define NOINLINE __declspec(noinline) +#else +#define NOINLINE __attribute__((__noinline__)) +#endif + #ifdef __cplusplus extern "C" { #endif diff --git a/ggml/src/ggml-cpu/ops.cpp b/ggml/src/ggml-cpu/ops.cpp index 2745fc54e1..3032783971 100644 --- a/ggml/src/ggml-cpu/ops.cpp +++ b/ggml/src/ggml-cpu/ops.cpp @@ -6383,7 +6383,7 @@ static void ggml_compute_forward_im2col_3d_f16( const int64_t iih = ioh*s1 + ikh*d1 - p1; const int64_t iid = iod*s2 + ikd*d2 - p2; - if (iid < 0 || iid >= ID || iih < 0 || iih >= IH || iiw < 0 || iiw >= IW || iid < 0 || iid >= ID) { + if (iid < 0 || iid >= ID || iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) { dst_data[iic*KD_KH_KW + ikd * KH_KW + ikh*KW + ikw] = 0; } else { const float * const s = (const float *) ((const char *)src_data + iid*nb12 + iih*nb11 + iiw*nb10); // [ID, IH, IW] @@ -6554,8 +6554,13 @@ static void ggml_call_mul_mat(ggml_type type, const ggml_compute_params * params ggml_compute_forward_mul_mat(params, &dst); } +static inline int64_t ggml_wrap_around(int64_t coord, int64_t size) { + return (coord + size) % size; // adding size avoids negative number weirdness +} + // ggml_compute_forward_conv_2d + static void ggml_compute_forward_conv_2d_impl(const ggml_compute_params * params, const ggml_tensor * kernel, // [KW, KH, IC, OC] const ggml_tensor * src, // [W, H, C, N] @@ -7420,6 +7425,65 @@ static void ggml_compute_forward_upscale_f32( } } } + } else if (mode == GGML_SCALE_MODE_BILINEAR && (mode_flags & GGML_SCALE_FLAG_ANTIALIAS)) { + // Similar to F.interpolate(..., mode="bilinear", align_corners=False, antialias=True) + // https://github.com/pytorch/pytorch/blob/8871ff29b743948d1225389d5b7068f37b22750b/aten/src/ATen/native/cpu/UpSampleKernel.cpp + auto triangle_filter = [](float x) -> float { + return std::max(1.0f - fabsf(x), 0.0f); + }; + + // support and invscale, minimum 1 pixel for bilinear + const float support1 = std::max(1.0f, 1.0f / sf1); + const float invscale1 = 1.0f / support1; + const float support0 = std::max(1.0f, 1.0f / sf0); + const float invscale0 = 1.0f / support0; + + for (int64_t i3 = 0; i3 < ne3; i3++) { + const int64_t i03 = i3 / sf3; + for (int64_t i2 = ith; i2 < ne2; i2 += nth) { + const int64_t i02 = i2 / sf2; + for (int64_t i1 = 0; i1 < ne1; i1++) { + const float y = ((float) i1 + pixel_offset) / sf1; + for (int64_t i0 = 0; i0 < ne0; i0++) { + const float x = ((float) i0 + pixel_offset) / sf0; + + // the range of source pixels that contribute + const int64_t x_min = std::max(x - support0 + pixel_offset, 0); + const int64_t x_max = std::min(x + support0 + pixel_offset, ne00); + const int64_t y_min = std::max(y - support1 + pixel_offset, 0); + const int64_t y_max = std::min(y + support1 + pixel_offset, ne01); + + // bilinear filter with antialiasing + float val = 0.0f; + float total_weight = 0.0f; + + for (int64_t sy = y_min; sy < y_max; sy++) { + const float weight_y = triangle_filter((sy - y + pixel_offset) * invscale1); + + for (int64_t sx = x_min; sx < x_max; sx++) { + const float weight_x = triangle_filter((sx - x + pixel_offset) * invscale0); + const float weight = weight_x * weight_y; + + if (weight <= 0.0f) { + continue; + } + + const float pixel = *(const float *)((const char *)src0->data + sx*nb00 + sy*nb01 + i02*nb02 + i03*nb03); + val += pixel * weight; + total_weight += weight; + } + } + + if (total_weight > 0.0f) { + val /= total_weight; + } + + float * dst_ptr = (float *)((char *)dst->data + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3); + *dst_ptr = val; + } + } + } + } } else if (mode == GGML_SCALE_MODE_BILINEAR) { for (int64_t i3 = 0; i3 < ne3; i3++) { const int64_t i03 = i3 / sf3; @@ -7532,6 +7596,7 @@ void ggml_compute_forward_upscale( // ggml_compute_forward_pad +template static void ggml_compute_forward_pad_f32( const ggml_compute_params * params, ggml_tensor * dst) { @@ -7556,23 +7621,40 @@ static void ggml_compute_forward_pad_f32( const int32_t lp3 = ggml_get_op_params_i32(dst, 6); const int32_t rp3 = ggml_get_op_params_i32(dst, 7); - // TODO: optimize for (int64_t i2 = 0; i2 < ne2; ++i2) { for (int64_t i1 = ith; i1 < ne1; i1 += nth) { for (int64_t i0 = 0; i0 < ne0; ++i0) { for (int64_t i3 = 0; i3 < ne3; ++i3) { - const int64_t dst_idx = i3*(ne0*ne1*ne2) + i2*(ne0*ne1) + i1*ne0 + i0; - if ((i0 >= lp0 && i0 < ne0 - rp0) \ - && (i1 >= lp1 && i1 < ne1 - rp1) \ - && (i2 >= lp2 && i2 < ne2 - rp2) \ - && (i3 >= lp3 && i3 < ne3 - rp3)) { - const int64_t src_idx = (i3 - lp3)*nb03 + (i2 - lp2)*nb02 + (i1 - lp1)*nb01 + (i0 - lp0)*nb00; + // circular means wrap around on a torus, so x and y loop around + if constexpr (circular_t) { + const int64_t dst_idx = i3*(ne0*ne1*ne2) + i2*(ne0*ne1) + i1*ne0 + i0; + const int64_t src_i0 = ggml_wrap_around(i0 - lp0, ne00); + const int64_t src_i1 = ggml_wrap_around(i1 - lp1, ne01); + const int64_t src_i2 = ggml_wrap_around(i2 - lp2, ne02); + const int64_t src_i3 = ggml_wrap_around(i3 - lp3, ne03); + + const int64_t src_idx = + src_i3*nb03 + + src_i2*nb02 + + src_i1*nb01 + + src_i0*nb00; + const float * src_ptr = (const float *)((char *) src0->data + src_idx); dst_ptr[dst_idx] = *src_ptr; } else { - dst_ptr[dst_idx] = 0; + const int64_t dst_idx = i3*(ne0*ne1*ne2) + i2*(ne0*ne1) + i1*ne0 + i0; + if ((i0 >= lp0 && i0 < ne0 - rp0) \ + && (i1 >= lp1 && i1 < ne1 - rp1) \ + && (i2 >= lp2 && i2 < ne2 - rp2) \ + && (i3 >= lp3 && i3 < ne3 - rp3)) { + const int64_t src_idx = (i3 - lp3)*nb03 + (i2 - lp2)*nb02 + (i1 - lp1)*nb01 + (i0 - lp0)*nb00; + const float * src_ptr = (const float *)((char *) src0->data + src_idx); + dst_ptr[dst_idx] = *src_ptr; + } else { + dst_ptr[dst_idx] = 0; + } } } } @@ -7580,16 +7662,20 @@ static void ggml_compute_forward_pad_f32( } } + void ggml_compute_forward_pad( const ggml_compute_params * params, ggml_tensor * dst) { - const ggml_tensor * src0 = dst->src[0]; - + const bool circular = (bool) ggml_get_op_params_i32(dst, 8); switch (src0->type) { case GGML_TYPE_F32: { - ggml_compute_forward_pad_f32(params, dst); + if (circular) { + ggml_compute_forward_pad_f32(params, dst); + } else { + ggml_compute_forward_pad_f32(params, dst); + } } break; default: { diff --git a/ggml/src/ggml-cpu/repack.cpp b/ggml/src/ggml-cpu/repack.cpp index 9f0d449bd6..b70ea7d78b 100644 --- a/ggml/src/ggml-cpu/repack.cpp +++ b/ggml/src/ggml-cpu/repack.cpp @@ -2169,7 +2169,8 @@ static const ggml::cpu::tensor_traits * ggml_repack_get_optimal_repack_type(cons static const ggml::cpu::repack::tensor_traits iq4_nl_8x8_q8_0; if (cur->type == GGML_TYPE_Q4_0) { - if (ggml_cpu_has_avx2() || (ggml_cpu_has_sve() && ggml_cpu_has_matmul_int8() && ggml_cpu_get_sve_cnt() == QK8_0)) { + if (ggml_cpu_has_avx2() || (ggml_cpu_has_sve() && ggml_cpu_has_matmul_int8() && ggml_cpu_get_sve_cnt() == QK8_0) + || (ggml_cpu_has_riscv_v() && (ggml_cpu_get_rvv_vlen() >= QK4_0))) { if (cur->ne[1] % 8 == 0) { return &q4_0_8x8_q8_0; } diff --git a/ggml/src/ggml-cuda/argsort.cu b/ggml/src/ggml-cuda/argsort.cu index 3722cf3ab2..da9652c3be 100644 --- a/ggml/src/ggml-cuda/argsort.cu +++ b/ggml/src/ggml-cuda/argsort.cu @@ -44,7 +44,7 @@ static void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool, const dim3 offset_grid((nrows + block_size - 1) / block_size); init_offsets<<>>(d_offsets, ncols, nrows); - cudaMemcpyAsync(temp_keys, x, ncols * nrows * sizeof(float), cudaMemcpyDeviceToDevice, stream); + CUDA_CHECK(cudaMemcpyAsync(temp_keys, x, ncols * nrows * sizeof(float), cudaMemcpyDeviceToDevice, stream)); size_t temp_storage_bytes = 0; diff --git a/ggml/src/ggml-cuda/common.cuh b/ggml/src/ggml-cuda/common.cuh index 0b10e5f6ae..9fcb2f9fd2 100644 --- a/ggml/src/ggml-cuda/common.cuh +++ b/ggml/src/ggml-cuda/common.cuh @@ -21,10 +21,12 @@ #include "ggml-common.h" #include +#include #include #include #include #include +#include #include #if defined(GGML_USE_HIP) @@ -65,19 +67,22 @@ #define GGML_CUDA_CC_RDNA1 (GGML_CUDA_CC_OFFSET_AMD + 0x1010) // RX 5000 #define GGML_CUDA_CC_RDNA2 (GGML_CUDA_CC_OFFSET_AMD + 0x1030) // RX 6000, minimum for dp4a #define GGML_CUDA_CC_RDNA3 (GGML_CUDA_CC_OFFSET_AMD + 0x1100) // RX 7000, minimum for WMMA +#define GGML_CUDA_CC_RDNA3_5 (GGML_CUDA_CC_OFFSET_AMD + 0x1150) // AI 370, AI Max 395 laptops. #define GGML_CUDA_CC_RDNA4 (GGML_CUDA_CC_OFFSET_AMD + 0x1200) // RX 9000 -#define GGML_CUDA_CC_IS_AMD(cc) (cc >= GGML_CUDA_CC_OFFSET_AMD) -#define GGML_CUDA_CC_IS_RDNA(cc) (cc >= GGML_CUDA_CC_RDNA1) -#define GGML_CUDA_CC_IS_RDNA1(cc) (cc >= GGML_CUDA_CC_RDNA1 && cc < GGML_CUDA_CC_RDNA2) -#define GGML_CUDA_CC_IS_RDNA2(cc) (cc >= GGML_CUDA_CC_RDNA2 && cc < GGML_CUDA_CC_RDNA3) -#define GGML_CUDA_CC_IS_RDNA3(cc) (cc >= GGML_CUDA_CC_RDNA3 && cc < GGML_CUDA_CC_RDNA4) -#define GGML_CUDA_CC_IS_RDNA4(cc) (cc >= GGML_CUDA_CC_RDNA4) -#define GGML_CUDA_CC_IS_GCN(cc) (cc > GGML_CUDA_CC_OFFSET_AMD && cc < GGML_CUDA_CC_CDNA1) -#define GGML_CUDA_CC_IS_CDNA(cc) (cc >= GGML_CUDA_CC_CDNA1 && cc < GGML_CUDA_CC_RDNA1) -#define GGML_CUDA_CC_IS_CDNA1(cc) (cc >= GGML_CUDA_CC_CDNA1 && cc < GGML_CUDA_CC_CDNA2) -#define GGML_CUDA_CC_IS_CDNA2(cc) (cc >= GGML_CUDA_CC_CDNA2 && cc < GGML_CUDA_CC_CDNA3) -#define GGML_CUDA_CC_IS_CDNA3(cc) (cc >= GGML_CUDA_CC_CDNA3 && cc < GGML_CUDA_CC_RDNA1) +#define GGML_CUDA_CC_IS_AMD(cc) (cc >= GGML_CUDA_CC_OFFSET_AMD) +#define GGML_CUDA_CC_IS_RDNA(cc) (cc >= GGML_CUDA_CC_RDNA1) +#define GGML_CUDA_CC_IS_RDNA1(cc) (cc >= GGML_CUDA_CC_RDNA1 && cc < GGML_CUDA_CC_RDNA2) +#define GGML_CUDA_CC_IS_RDNA2(cc) (cc >= GGML_CUDA_CC_RDNA2 && cc < GGML_CUDA_CC_RDNA3) +#define GGML_CUDA_CC_IS_RDNA3_0(cc) (cc >= GGML_CUDA_CC_RDNA3 && cc < GGML_CUDA_CC_RDNA3_5) +#define GGML_CUDA_CC_IS_RDNA3_5(cc) (cc >= GGML_CUDA_CC_RDNA3_5 && cc < GGML_CUDA_CC_RDNA4) +#define GGML_CUDA_CC_IS_RDNA3(cc) (GGML_CUDA_CC_IS_RDNA3_0(cc) || GGML_CUDA_CC_IS_RDNA3_5(cc)) +#define GGML_CUDA_CC_IS_RDNA4(cc) (cc >= GGML_CUDA_CC_RDNA4) +#define GGML_CUDA_CC_IS_GCN(cc) (cc > GGML_CUDA_CC_OFFSET_AMD && cc < GGML_CUDA_CC_CDNA1) +#define GGML_CUDA_CC_IS_CDNA(cc) (cc >= GGML_CUDA_CC_CDNA1 && cc < GGML_CUDA_CC_RDNA1) +#define GGML_CUDA_CC_IS_CDNA1(cc) (cc >= GGML_CUDA_CC_CDNA1 && cc < GGML_CUDA_CC_CDNA2) +#define GGML_CUDA_CC_IS_CDNA2(cc) (cc >= GGML_CUDA_CC_CDNA2 && cc < GGML_CUDA_CC_CDNA3) +#define GGML_CUDA_CC_IS_CDNA3(cc) (cc >= GGML_CUDA_CC_CDNA3 && cc < GGML_CUDA_CC_RDNA1) // Moore Threads #define MUSART_HMASK 40300 // MUSA rc4.3, min. ver. for half2 -> uint mask comparisons @@ -224,7 +229,7 @@ static const char * cu_get_error_str(CUresult err) { #define AMD_MFMA_AVAILABLE #endif // defined(GGML_USE_HIP) && defined(CDNA) && !defined(GGML_HIP_NO_MMQ_MFMA) -#if defined(GGML_USE_HIP) && defined(RDNA4) +#if defined(GGML_USE_HIP) && (defined(RDNA4) || defined(RDNA3)) #define AMD_WMMA_AVAILABLE #endif // defined(GGML_USE_HIP) && defined(RDNA4) @@ -292,7 +297,7 @@ static bool amd_mfma_available(const int cc) { } static bool amd_wmma_available(const int cc) { - return GGML_CUDA_CC_IS_RDNA4(cc); + return (GGML_CUDA_CC_IS_RDNA4(cc) || GGML_CUDA_CC_IS_RDNA3(cc)); } static bool volta_mma_available(const int cc) { @@ -461,6 +466,53 @@ static __device__ __forceinline__ float warp_reduce_max(float x) { return x; } +template +static __device__ __forceinline__ T warp_prefix_inclusive_sum(T x) { + const int lane_id = threadIdx.x % width; +#pragma unroll + for (int offset = 1; offset < width; offset <<= 1) { + const T t = __shfl_up_sync(0xffffffff, x, offset, width); + if (lane_id >= offset) { + x += t; + } + } + return x; +} + +template +static __device__ __forceinline__ float2 warp_prefix_inclusive_sum(float2 a) { + const int lane_id = threadIdx.x % width; +#pragma unroll + for (int offset = 1; offset < width; offset <<= 1) { + const float t_x = __shfl_up_sync(0xffffffff, a.x, offset, width); + const float t_y = __shfl_up_sync(0xffffffff, a.y, offset, width); + if (lane_id >= offset) { + a.x += t_x; + a.y += t_y; + } + } + return a; +} + +template +static __device__ __forceinline__ half2 warp_prefix_inclusive_sum(half2 a) { +#ifdef FP16_AVAILABLE + const int lane_id = threadIdx.x % width; +#pragma unroll + for (int offset = 1; offset < width; offset <<= 1) { + const half2 t = __shfl_up_sync(0xffffffff, a, offset, width); + if (lane_id >= offset) { + a = __hadd2(a, t); + } + } + return a; + +#else + NO_DEVICE_CODE; + return a; +#endif // FP16_AVAILABLE +} + static __device__ __forceinline__ half ggml_cuda_hmax(const half a, const half b) { #ifdef FP16_AVAILABLE @@ -980,6 +1032,157 @@ struct ggml_cuda_graph { #endif }; +struct ggml_cuda_concurrent_event { + std::vector join_events; + cudaEvent_t fork_event = nullptr; + + int n_streams = 0; + std::unordered_map stream_mapping; + + // Original order of nodes in this concurrent region (before interleaving) + // Used to restore grouping for fusion within streams + std::vector original_order; + + const ggml_tensor * join_node; + + ggml_cuda_concurrent_event() = default; + + ggml_cuda_concurrent_event(const ggml_cuda_concurrent_event &) = delete; + ggml_cuda_concurrent_event & operator=(const ggml_cuda_concurrent_event &) = delete; + + explicit ggml_cuda_concurrent_event(int n_streams) : n_streams(n_streams) { + join_events.resize(n_streams); + + for (size_t i = 0; i < join_events.size(); ++i) { + CUDA_CHECK(cudaEventCreateWithFlags(&join_events[i], cudaEventDisableTiming)); + } + + CUDA_CHECK(cudaEventCreateWithFlags(&fork_event, cudaEventDisableTiming)); + } + + ggml_cuda_concurrent_event(ggml_cuda_concurrent_event && other) noexcept + : join_events(std::move(other.join_events)) + , fork_event(other.fork_event) + , n_streams(other.n_streams) + , stream_mapping(std::move(other.stream_mapping)) + , original_order(std::move(other.original_order)) + , join_node(other.join_node) { + other.fork_event = nullptr; + } + + // 1. check if any branches write to overlapping memory ranges (except the join node) + // 2. check whether all srcs are either within the branch or outside the nodes covered by ggml_cuda_concurrent_event + // we assume all nodes have the same buffer + bool is_valid() const { + std::vector>> write_ranges; + write_ranges.resize(n_streams); + + // get join_node's memory range to exclude from overlap checking. + // multiple nodes can use join_node's buffer; we synchronize on the join node. + const ggml_tensor * join_t = join_node->view_src ? join_node->view_src : join_node; + const int64_t join_start = (int64_t) join_t->data; + const int64_t join_end = join_start + ggml_nbytes(join_t); + + for (const auto & [tensor, stream] : stream_mapping) { + const ggml_tensor * t = tensor->view_src ? tensor->view_src : tensor; + const int64_t t_start = (int64_t) t->data; + const int64_t t_end = t_start + ggml_nbytes(t); + + // skip tensors that overlap with join_node's buffer. + if ((t_start <= join_start && join_start < t_end) || (join_start <= t_start && t_start < join_end)) { + continue; + } + + // concurrent streams begin from 1 + write_ranges[stream - 1].emplace_back(t_start, t_end); + } + + for (int i = 0; i < n_streams; ++i) { + // sorts first by start then by end of write range + std::sort(write_ranges[i].begin(), write_ranges[i].end()); + } + + bool writes_overlap = false; + bool dependent_srcs = false; + for (const auto & [tensor, stream] : stream_mapping) { + const ggml_tensor * t = tensor->view_src ? tensor->view_src : tensor; + const int64_t t_start = (int64_t) t->data; + const int64_t t_end = t_start + ggml_nbytes(t); + + // skip tensors that overlap with join_node's buffer + if ((t_start <= join_start && join_start < t_end) || (join_start <= t_start && t_start < join_end)) { + continue; + } + + // check if this buffer's write data overlaps with another stream's + std::pair data_range = std::make_pair(t_start, t_end); + for (int i = 0; i < n_streams; ++i) { + if (i == stream - 1) { + continue; + } + auto it = std::lower_bound(write_ranges[i].begin(), write_ranges[i].end(), data_range); + + if (it != write_ranges[i].end()) { + const std::pair & other = *it; + + // std::lower_bound returns the first element where other >= data_range (lexicographically). + // This guarantees other.first >= data_range.first. + // Therefore, overlap occurs iff other.first < data_range.second + // (i.e., the other range starts before this range ends). + if (other.first < data_range.second) { + GGML_LOG_DEBUG("Writes overlap for %s", tensor->name); + writes_overlap = true; + break; + } + } + } + + //check if all srcs are either in branch or don't have a branch + for (int i = 0; i < GGML_MAX_SRC; ++i) { + if (!tensor->src[i]) { + continue; + } + + auto it = stream_mapping.find(tensor->src[i]); + + if (it == stream_mapping.end()) { + continue; + } + + if (it->second != stream) { + dependent_srcs = true; + break; + } + } + + if (dependent_srcs || writes_overlap) { + break; + } + } + + return !writes_overlap && !dependent_srcs; + } + + ~ggml_cuda_concurrent_event() { + if (fork_event != nullptr) { + CUDA_CHECK(cudaEventDestroy(fork_event)); + } + for (cudaEvent_t e : join_events) { + if (e != nullptr) { + CUDA_CHECK(cudaEventDestroy(e)); + } + } + } +}; + +struct ggml_cuda_stream_context { + std::unordered_map concurrent_events; + + void reset() { + concurrent_events.clear(); + } +}; + struct ggml_backend_cuda_context { int device; std::string name; @@ -990,11 +1193,15 @@ struct ggml_backend_cuda_context { std::unique_ptr cuda_graph; + int curr_stream_no = 0; + explicit ggml_backend_cuda_context(int device) : device(device), name(GGML_CUDA_NAME + std::to_string(device)) { } + ggml_cuda_stream_context concurrent_stream_context; + ~ggml_backend_cuda_context(); cudaStream_t stream(int device, int stream) { @@ -1005,9 +1212,9 @@ struct ggml_backend_cuda_context { return streams[device][stream]; } - cudaStream_t stream() { - return stream(device, 0); - } + cudaStream_t stream() { return stream(device, curr_stream_no); } + + ggml_cuda_stream_context & stream_context() { return concurrent_stream_context; } cublasHandle_t cublas_handle(int device) { if (cublas_handles[device] == nullptr) { @@ -1023,15 +1230,15 @@ struct ggml_backend_cuda_context { } // pool - std::unique_ptr pools[GGML_CUDA_MAX_DEVICES]; + std::unique_ptr pools[GGML_CUDA_MAX_DEVICES][GGML_CUDA_MAX_STREAMS]; - static std::unique_ptr new_pool_for_device(int device); + static std::unique_ptr new_pool_for_device(int device, int stream_no); ggml_cuda_pool & pool(int device) { - if (pools[device] == nullptr) { - pools[device] = new_pool_for_device(device); + if (pools[device][curr_stream_no] == nullptr) { + pools[device][curr_stream_no] = new_pool_for_device(device, curr_stream_no); } - return *pools[device]; + return *pools[device][curr_stream_no]; } ggml_cuda_pool & pool() { diff --git a/ggml/src/ggml-cuda/cumsum.cu b/ggml/src/ggml-cuda/cumsum.cu new file mode 100644 index 0000000000..d2f2def8bd --- /dev/null +++ b/ggml/src/ggml-cuda/cumsum.cu @@ -0,0 +1,237 @@ +#include +#include "cumsum.cuh" +#include "convert.cuh" +#include "ggml-cuda/common.cuh" +#include "ggml.h" + +#ifdef GGML_CUDA_USE_CUB +# include +#endif // GGML_CUDA_USE_CUB + +template +static __global__ void cumsum_cub_kernel( + const T * __restrict__ src, + T * __restrict__ dst, + const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03, + const int64_t s01, const int64_t s02, const int64_t s03, + const int64_t s1, const int64_t s2, const int64_t s3) { +#ifdef GGML_CUDA_USE_CUB + using BlockScan = cub::BlockScan; + + __shared__ typename BlockScan::TempStorage temp_storage; + __shared__ T block_carry; // carry from previous tile + + const int tid = threadIdx.x; + + const int64_t i1 = blockIdx.x; + const int64_t i2 = blockIdx.y; + const int64_t i3 = blockIdx.z; + + if (i1 >= ne01 || i2 >= ne02 || i3 >= ne03) { + return; + } + + const T * src_row = src + i1 * s01 + i2 * s02 + i3 * s03; + T * dst_row = dst + i1 * s1 + i2 * s2 + i3 * s3; + + if (tid == 0) { + block_carry = 0; + } + __syncthreads(); + + for (int64_t start = 0; start < ne00; start += BLOCK_SIZE) { + int64_t idx = start + tid; + T x = (idx < ne00) ? src_row[idx] : T(0); + + T inclusive; + T block_total; + BlockScan(temp_storage).InclusiveSum(x, inclusive, block_total); + + __syncthreads(); + + T final_val = inclusive + block_carry; + + // store result + if (idx < ne00) { + dst_row[idx] = final_val; + } + + __syncthreads(); + + if (tid == 0) { + block_carry += block_total; + } + + __syncthreads(); + } +#else + NO_DEVICE_CODE; +#endif // GGML_CUDA_USE_CUB +} + +// Fallback kernel implementation (original) +template +static __global__ void cumsum_kernel( + const T * src, T * dst, + const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03, + const int64_t s00, const int64_t s01, const int64_t s02, const int64_t s03, + const int64_t s0, const int64_t s1, const int64_t s2, const int64_t s3) { + + GGML_UNUSED_VARS(s00, s0); + + const int tid = threadIdx.x; + constexpr int warp_size = ggml_cuda_get_physical_warp_size(); + const int lane = tid % warp_size; + const int warp = tid / warp_size; + const int warps_per_block = blockDim.x / warp_size; + + extern __shared__ float smem[]; + float * s_vals = smem; + float * s_warp_sums = smem + blockDim.x; + float * s_carry = smem + blockDim.x + warps_per_block; + float * s_chunk_total = s_carry + 1; + + // Initialize carry + if (tid == 0) { + *s_carry = 0.0f; + } + __syncthreads(); + + const int64_t i3 = blockIdx.z; + const int64_t i2 = blockIdx.y; + const int64_t i1 = blockIdx.x; + if (i3 >= ne03 || i2 >= ne02 || i1 >= ne01) { + return; + } + + const T * src_row = src + i1 * s01 + i2 * s02 + i3 * s03; + T * dst_row = dst + i1 * s1 + i2 * s2 + i3 * s3; + + for (int64_t start = 0; start < ne00; start += blockDim.x) { + int64_t idx = start + tid; + float val = (idx < ne00) ? ggml_cuda_cast(src_row[idx]) : 0.0f; + + // 1. Warp inclusive scan + val = warp_prefix_inclusive_sum(val); + s_vals[tid] = val; + + // Store warp total + if (lane == warp_size - 1) { + s_warp_sums[warp] = val; + } + __syncthreads(); + + // 2. Exclusive scan of warp sums (warp 0 only) + if (warp == 0) { + float w = (tid < warps_per_block) ? s_warp_sums[tid] : 0.0f; + float inc = warp_prefix_inclusive_sum(w); + if (tid < warps_per_block) { + s_warp_sums[tid] = inc - w; // exclusive sum + } + if (tid == warps_per_block - 1) { + *s_chunk_total = inc; // total sum of this chunk + } + } + __syncthreads(); + + float carry = *s_carry; + float final_val = s_vals[tid] + s_warp_sums[warp] + carry; + if (idx < ne00) { + dst_row[idx] = ggml_cuda_cast(final_val); + } + __syncthreads(); + + // Update carry for next chunk + if (tid == 0) { + *s_carry += *s_chunk_total; + } + __syncthreads(); + } +} + +template +static void cumsum_cuda( + const T * src, T * dst, + const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03, + const int64_t nb00, const int64_t nb01, const int64_t nb02, const int64_t nb03, + const int64_t nb0, const int64_t nb1, const int64_t nb2, const int64_t nb3, + cudaStream_t stream) { + + const size_t type_size = sizeof(T); + bool use_cub = false; +#ifdef GGML_CUDA_USE_CUB + // Check if we can use CUB (data must be contiguous along innermost dimension) + const bool is_contiguous = (nb00 == type_size) && (nb0 == type_size); + + if (is_contiguous) { + use_cub = true; + } +#endif // GGML_CUDA_USE_CUB + dim3 grid_dims(ne01, ne02, ne03); + const auto &info = ggml_cuda_info().devices[ggml_cuda_get_device()]; + const int warp_size = info.warp_size; + const int num_warps = (ne00 + warp_size - 1) / warp_size; + int block_size = num_warps * warp_size; + block_size = std::min(block_size, CUDA_CUMSUM_BLOCK_SIZE); + dim3 block_dims(block_size, 1, 1); + const int warps_per_block = block_size / warp_size; + const size_t shmem_size = (block_size + warps_per_block + 2) * sizeof(float); + + if (use_cub) { + cumsum_cub_kernel<<>>( + src, dst, + ne00, ne01, ne02, ne03, + nb01 / type_size, nb02 / type_size, nb03 / type_size, + nb1 / type_size, nb2 / type_size, nb3 / type_size + ); + } else { + cumsum_kernel<<>>( + src, dst, + ne00, ne01, ne02, ne03, + nb00 / type_size, nb01 / type_size, nb02 / type_size, nb03 / type_size, + nb0 / type_size, nb1 / type_size, nb2 / type_size, nb3 / type_size + ); + } +} + +void ggml_cuda_op_cumsum(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + cudaStream_t stream = ctx.stream(); + + GGML_ASSERT(src0->type == dst->type); + switch(src0->type) { + case GGML_TYPE_F32: + { + cumsum_cuda( + (const float *)src0->data, (float *)dst->data, + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->nb[0], dst->nb[1], dst->nb[2], dst->nb[3], + stream + ); + } break; + // We do not support those on CPU for now anyway, so comment them out because they cause errors on some CI platforms + /*case GGML_TYPE_F16: + { + cumsum_cuda( + (const half *)src0->data, (half *)dst->data, + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->nb[0], dst->nb[1], dst->nb[2], dst->nb[3], + stream + ); + } break; + case GGML_TYPE_BF16: + { + cumsum_cuda( + (const nv_bfloat16 *)src0->data, (nv_bfloat16 *)dst->data, + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->nb[0], dst->nb[1], dst->nb[2], dst->nb[3], + stream + ); + } break;*/ + default: + GGML_ABORT("fatal error"); + } +} diff --git a/ggml/src/ggml-cuda/cumsum.cuh b/ggml/src/ggml-cuda/cumsum.cuh new file mode 100644 index 0000000000..782d1d92e9 --- /dev/null +++ b/ggml/src/ggml-cuda/cumsum.cuh @@ -0,0 +1,5 @@ +#include "common.cuh" + +#define CUDA_CUMSUM_BLOCK_SIZE 256 + +void ggml_cuda_op_cumsum(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/diag.cu b/ggml/src/ggml-cuda/diag.cu new file mode 100644 index 0000000000..5cea210517 --- /dev/null +++ b/ggml/src/ggml-cuda/diag.cu @@ -0,0 +1,77 @@ +#include "convert.cuh" +#include "diag.cuh" +#include "ggml.h" + +template +static __global__ void diag_kernel(T * __restrict__ dst, + const T * __restrict__ src, + const int64_t ne0, + const int64_t ne1, + const int64_t ne2, + const int64_t ne3, + const int64_t total_elements) { + const int64_t global_idx = blockIdx.x * blockDim.x + threadIdx.x; + + if (global_idx >= total_elements) { + return; + } + + const int64_t i0 = global_idx % ne0; + const int64_t i1 = (global_idx / ne0) % ne1; + const int64_t i2 = (global_idx / (ne0 * ne1)) % ne2; + const int64_t i3 = global_idx / (ne0 * ne1 * ne2); + + const int64_t dst_idx = ((i3 * ne2 + i2) * ne1 + i1) * ne0 + i0; + + if (i0 == i1) { + const int64_t batch_idx = i3 * ne2 + i2; + const int64_t src_idx = batch_idx * ne0 + i0; + dst[dst_idx] = src[src_idx]; + } else { + dst[dst_idx] = ggml_cuda_cast(0); + } + GGML_UNUSED_VARS(ne3); +} + +void ggml_cuda_op_diag(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + + void * dst_d = dst->data; + const void * src0_d = src0->data; + + cudaStream_t stream = ctx.stream(); + + GGML_ASSERT(ggml_is_contiguous(dst)); + GGML_ASSERT(ggml_is_contiguous(src0)); + + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; + + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + const int64_t ne3 = dst->ne[3]; + + GGML_ASSERT(ne00 == ne0); + GGML_ASSERT(ne01 == 1); + GGML_ASSERT(ne02 == ne2); + GGML_ASSERT(ne03 == ne3); + + const int64_t n_elems = ggml_nelements(dst); + const int64_t num_blocks = (n_elems + CUDA_DIAG_BLOCK_SIZE - 1) / CUDA_DIAG_BLOCK_SIZE; + + switch (dst->type) { + case GGML_TYPE_F32: + diag_kernel<<>>((float *) dst_d, (const float *) src0_d, ne0, + ne1, ne2, ne3, n_elems); + break; + case GGML_TYPE_F16: + diag_kernel<<>>((half *) dst_d, (const half *) src0_d, ne0, + ne1, ne2, ne3, n_elems); + break; + default: + GGML_ABORT("unsupported type"); + } +} diff --git a/ggml/src/ggml-cuda/diag.cuh b/ggml/src/ggml-cuda/diag.cuh new file mode 100644 index 0000000000..7d73e6a8eb --- /dev/null +++ b/ggml/src/ggml-cuda/diag.cuh @@ -0,0 +1,5 @@ +#include "common.cuh" + +#define CUDA_DIAG_BLOCK_SIZE 256 + +void ggml_cuda_op_diag(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/fattn-common.cuh b/ggml/src/ggml-cuda/fattn-common.cuh index 5cdd4bb211..8dc82a9d3b 100644 --- a/ggml/src/ggml-cuda/fattn-common.cuh +++ b/ggml/src/ggml-cuda/fattn-common.cuh @@ -10,6 +10,12 @@ #define HALF_MAX_HALF __float2half(65504.0f/2) // Use neg. of this instead of -INFINITY to initialize KQ max vals to avoid NaN upon subtraction. #define SOFTMAX_FTZ_THRESHOLD -20.0f // Softmax exp. of values smaller than this are flushed to zero to avoid NaNs. +// log(2) = 0.6931, by adding this to the KQ maximum used for the softmax the numerical range representable +// by the VKQ accumulators is effectively being shifted up by a factor of 8. +// This reduces issues with numerical overflow but also causes larger values to be flushed to zero. +// However, as the output from FlashAttention will usually be used as an input for a matrix multiplication this should be negligible. +#define FATTN_KQ_MAX_OFFSET 0.6931f + typedef void (* fattn_kernel_t)( const char * __restrict__ Q, const char * __restrict__ K, @@ -25,7 +31,7 @@ typedef void (* fattn_kernel_t)( const float m1, const uint32_t n_head_log2, const float logit_softcap, - const int32_t ne00, const int32_t ne01, const int32_t ne02, const int32_t ne03, + const int32_t ne00, const uint3 ne01, const int32_t ne02, const int32_t ne03, const int32_t nb01, const int32_t nb02, const int32_t nb03, const int32_t ne10, const int32_t ne11, const int32_t ne12, const int32_t ne13, const int32_t nb11, const int32_t nb12, const int64_t nb13, @@ -621,7 +627,8 @@ static __global__ void flash_attn_mask_to_KV_max( template // D == head size __launch_bounds__(D, 1) static __global__ void flash_attn_stream_k_fixup( - float * __restrict__ dst, const float2 * __restrict__ dst_fixup, const int ne01, const int ne02, const int ne03, const int ne11) { + float * __restrict__ dst, const float2 * __restrict__ dst_fixup, const int ne01, const int ne02, const int ne03, const int ne11, + const int nbatch_fa) { constexpr int ncols = ncols1*ncols2; const int bidx0 = blockIdx.x; @@ -632,11 +639,11 @@ static __global__ void flash_attn_stream_k_fixup( const float * dst_fixup_data = ((const float *) dst_fixup) + gridDim.x*(2*2*ncols); - const int iter_k = ne11 / FATTN_KQ_STRIDE; - const int iter_j = (ne01 + (ncols1 - 1)) / ncols1; + const int iter_k = (ne11 + (nbatch_fa - 1)) / nbatch_fa; + const int iter_j = (ne01 + (ncols1 - 1)) / ncols1; - const int kbc0 = (bidx0 + 0)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; - const int kbc0_stop = (bidx0 + 1)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; + const int kbc0 = int64_t(bidx0 + 0)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; + const int kbc0_stop = int64_t(bidx0 + 1)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; const bool did_not_have_any_data = kbc0 == kbc0_stop; const bool wrote_beginning_of_tile = kbc0 % iter_k == 0; @@ -672,7 +679,7 @@ static __global__ void flash_attn_stream_k_fixup( int bidx = bidx0 - 1; int kbc_stop = kbc0; while(true) { - const int kbc = bidx*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; + const int kbc = int64_t(bidx)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; if (kbc == kbc_stop) { // Did not have any data. bidx--; kbc_stop = kbc; @@ -765,7 +772,7 @@ static __global__ void flash_attn_combine_results( template void launch_fattn( ggml_backend_cuda_context & ctx, ggml_tensor * dst, fattn_kernel_t fattn_kernel, const int nwarps, const size_t nbytes_shared, - const int KQ_row_granularity, const bool need_f16_K, const bool need_f16_V, const bool stream_k, const int warp_size = WARP_SIZE + const int nbatch_fa, const bool need_f16_K, const bool need_f16_V, const bool stream_k, const int warp_size = WARP_SIZE ) { constexpr int ncols = ncols1 * ncols2; @@ -790,8 +797,6 @@ void launch_fattn( GGML_ASSERT(!V || V->nb[0] == ggml_element_size(V)); GGML_ASSERT(!mask || mask->type == GGML_TYPE_F16); - GGML_ASSERT(!mask || mask->ne[1] >= GGML_PAD(Q->ne[1], 16) && - "the Flash-Attention CUDA kernel requires the mask to be padded to 16 and at least n_queries big"); ggml_cuda_pool & pool = ctx.pool(); cudaStream_t main_stream = ctx.stream(); @@ -915,7 +920,7 @@ void launch_fattn( dst_tmp_meta.alloc(blocks_num.x*ncols * (2*2 + DV) * sizeof(float)); } else { - const int ntiles_KQ = (K->ne[1] + KQ_row_granularity - 1) / KQ_row_granularity; // Max. number of parallel blocks limited by tensor size. + const int ntiles_KQ = (K->ne[1] + nbatch_fa - 1) / nbatch_fa; // Max. number of parallel blocks limited by tensor size. // parallel_blocks must not be larger than what the tensor size allows: parallel_blocks = std::min(parallel_blocks, ntiles_KQ); @@ -970,6 +975,9 @@ void launch_fattn( const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); + // TODO other tensor dimensions after removal of WMMA kernel: + const uint3 ne01 = init_fastdiv_values(Q->ne[1]); + GGML_ASSERT(block_dim.x % warp_size == 0); fattn_kernel<<>>( (const char *) Q->data, @@ -980,7 +988,7 @@ void launch_fattn( KV_max.ptr, !stream_k && parallel_blocks > 1 ? dst_tmp.ptr : (float *) KQV->data, dst_tmp_meta.ptr, scale, max_bias, m0, m1, n_head_log2, logit_softcap, - Q->ne[0], Q->ne[1], Q->ne[2], Q->ne[3], Q->nb[1], Q->nb[2], Q->nb[3], + Q->ne[0], ne01, Q->ne[2], Q->ne[3], Q->nb[1], Q->nb[2], Q->nb[3], K->ne[0], K->ne[1], K->ne[2], K->ne[3], nb11, nb12, nb13, nb21, nb22, nb23, mask ? mask->ne[1] : 0, mask ? mask->ne[2] : 0, mask ? mask->ne[3] : 0, @@ -995,7 +1003,7 @@ void launch_fattn( flash_attn_stream_k_fixup <<>> - ((float *) KQV->data, dst_tmp_meta.ptr, Q->ne[1], Q->ne[2], Q->ne[3], K->ne[1]); + ((float *) KQV->data, dst_tmp_meta.ptr, Q->ne[1], Q->ne[2], Q->ne[3], K->ne[1], nbatch_fa); } } else if (parallel_blocks > 1) { const dim3 block_dim_combine(DV, 1, 1); diff --git a/ggml/src/ggml-cuda/fattn-mma-f16.cuh b/ggml/src/ggml-cuda/fattn-mma-f16.cuh index 57defb0c62..7bd1044c19 100644 --- a/ggml/src/ggml-cuda/fattn-mma-f16.cuh +++ b/ggml/src/ggml-cuda/fattn-mma-f16.cuh @@ -5,284 +5,211 @@ using namespace ggml_cuda_mma; -typedef tile<16, 8, half2> tile_A; -typedef tile< 8, 8, half2> tile_B; -typedef tile<16, 8, half2> tile_B_16; -typedef tile<16, 8, float> tile_C_KQ; -typedef tile<16, 16, float> tile_C_KQ_16; -typedef tile<16, 4, half2> tile_C_VKQ; -typedef tile<16, 8, half2> tile_C_VKQ_16; - -// Config options for specific head sizes. +// Config options for the MMA kernel. // Should not affect results, only speed/register pressure/shared memory use. -// -// nbatch_fa: number of KV rows per softmax rescaling of KQ rowsums and VKQ accumulators. -// nwarps_max: maximum number of warps per CUDA block, up to 8 warps in total can run per SM (given enough shared memory). -// Q_in_reg: whether the Q values should be kept permanently in registers. -// nstages_target: targeted number of pipeline stages for cp_async (if available), 0 means synchronous data loading. -// nbatch_K2: number of K half2 values in direction of DKQ to load in parallel. -// nbatch_V2: number of V half2 values in direction of DV to load in parallel. -// nbatch_combine: number of VKQ half2 values in direction of DV to combine in parallel. +struct fattn_mma_config { + int nthreads; // Number of threads per CUDA block. + int occupancy; // Targeted occupancy for the MMA kernel. + int nbatch_fa; // Number of KV rows per softmax rescaling of KQ rowsums and VKQ accumulators. + int nbatch_K2; // Number of K half2 values in direction of DKQ to load in parallel. + int nbatch_V2; // Number of V half2 values in direction of DV to load in parallel. + int nbatch_combine; // Number of VKQ half2 values in direction of DV to combine in parallel. + int nstages_target; // Number of pipeline stages to use ideally, 1 == always load data synchronously, 2 == preload data if there is hardware support. + bool Q_in_reg; // Whether the Q values should be kept permanently in registers. -template -struct fattn_mma_f16_config; - -template <> -struct fattn_mma_f16_config< 64, 64> { - static constexpr int nbatch_fa = 64; - static constexpr int nwarps_max = 4; - static constexpr bool Q_in_reg = true; - static constexpr int nstages_target = 2; - - static int get_nbatch_K2_host(const int /*cc*/, const int /*ncols*/) { - return 32; - } - - static constexpr __device__ int get_nbatch_K2_device(int /*ncols*/) { - return 32; - } - - static int get_nbatch_V2_host(const int /*cc*/, const int /*ncols*/) { - return 32; - } - - static constexpr __device__ int get_nbatch_V2_device(int /*ncols*/) { - return 32; - } - - static int get_nbatch_combine_host(const int /*cc*/, const int /*ncols*/) { - return 32; - } - - static constexpr __device__ int get_nbatch_combine_device(int /*ncols*/) { - return 32; - } + constexpr __host__ __device__ fattn_mma_config( + int nthreads, int occupancy, int nbatch_fa, int nbatch_K2, int nbatch_V2, int nbatch_combine, int nstages_target, bool Q_in_reg) : + nthreads(nthreads), occupancy(occupancy), nbatch_fa(nbatch_fa), nbatch_K2(nbatch_K2), nbatch_V2(nbatch_V2), nbatch_combine(nbatch_combine), + nstages_target(nstages_target), Q_in_reg(Q_in_reg) {} }; -template <> -struct fattn_mma_f16_config< 80, 80> { - static constexpr int nbatch_fa = 64; - static constexpr int nwarps_max = 4; - static constexpr bool Q_in_reg = true; - static constexpr int nstages_target = 2; +#define GGML_CUDA_FATTN_MMA_CONFIG_CASE(DKQ_, DV_, ncols_, nthreads_, occupancy_, nbatch_fa_, nbatch_K2_, nbatch_V2_, nbatch_combine_, nstages_target_, Q_in_reg_) \ + if (DKQ == (DKQ_) && DV == (DV_) && ncols == (ncols_)) { \ + static_assert((nthreads_) % 32 == 0 && (nthreads_) <= 512, "bad nthreads"); \ + static_assert( (occupancy_) <= 8, "bad occupancy"); \ + static_assert((nbatch_fa_) % 32 == 0 && (nbatch_fa_) <= 256, "bad nbatch_fa"); \ + static_assert((nbatch_K2_) % 4 == 0 && (nbatch_K2_) <= 512, "bad nbatch_K2"); \ + static_assert((nbatch_V2_) % 4 == 0 && (nbatch_V2_) <= 256, "bad nbatch_V2"); \ + static_assert((nbatch_combine_) % 4 == 0 && (nbatch_combine_) <= 128, "bad nbatch_combine"); \ + static_assert((nstages_target_) >= 1 && (nstages_target_) <= 2, "bad nstages_target"); \ + return fattn_mma_config{(nthreads_), (occupancy_), (nbatch_fa_), (nbatch_K2_), (nbatch_V2_), (nbatch_combine_), (nstages_target_), (Q_in_reg_)}; \ + } \ - static int get_nbatch_K2_host(const int /*cc*/, const int /*ncols*/) { - return 40; +static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_config_ampere(const int DKQ, const int DV, const int ncols) { + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 64, 64, 8, 128, 2, 128, 32, 32, 32, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 64, 64, 16, 128, 2, 64, 32, 32, 32, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 64, 64, 32, 128, 2, 64, 32, 32, 32, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 64, 64, 64, 128, 2, 64, 32, 32, 32, 2, true); + + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 80, 80, 8, 128, 2, 128, 40, 40, 40, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 80, 80, 16, 128, 2, 64, 40, 40, 40, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 80, 80, 32, 128, 2, 64, 40, 40, 40, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 80, 80, 64, 128, 2, 64, 40, 40, 40, 2, true); + + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 96, 96, 8, 128, 2, 128, 48, 48, 48, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 96, 96, 16, 128, 2, 64, 48, 48, 48, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 96, 96, 32, 128, 2, 64, 48, 48, 48, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE( 96, 96, 64, 128, 2, 64, 48, 48, 48, 2, true); + + GGML_CUDA_FATTN_MMA_CONFIG_CASE(112, 112, 8, 128, 2, 128, 56, 56, 56, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(112, 112, 16, 128, 2, 64, 56, 56, 56, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(112, 112, 32, 128, 2, 64, 56, 56, 56, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(112, 112, 64, 128, 2, 64, 56, 56, 56, 2, true); + + GGML_CUDA_FATTN_MMA_CONFIG_CASE(128, 128, 8, 128, 2, 128, 64, 64, 64, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(128, 128, 16, 128, 2, 64, 64, 64, 64, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(128, 128, 32, 128, 2, 64, 64, 64, 64, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(128, 128, 64, 128, 2, 64, 64, 64, 64, 2, true); + + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 8, 64, 4, 64, 128, 128, 128, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 16, 64, 4, 32, 128, 128, 128, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 32, 128, 2, 32, 128, 128, 128, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 64, 128, 2, 32, 128, 128, 128, 2, true); + + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 8, 64, 4, 32, 288, 256, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 16, 64, 4, 32, 288, 256, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 32, 128, 2, 32, 160, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 64, 256, 1, 32, 160, 128, 128, 1, false); + + return fattn_mma_config(32, 1, 0, 0, 0, 0, 0, false); +} + +static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_config_turing(const int DKQ, const int DV, const int ncols) { + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 8, 128, 2, 64, 128, 128, 128, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 16, 128, 2, 64, 128, 128, 128, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 32, 128, 2, 64, 128, 128, 64, 2, true); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(256, 256, 64, 128, 2, 64, 128, 128, 64, 2, true); + + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 8, 64, 4, 32, 96, 64, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 16, 64, 4, 32, 96, 64, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 32, 128, 2, 32, 160, 128, 128, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 64, 256, 1, 32, 160, 128, 128, 1, false); + + return ggml_cuda_fattn_mma_get_config_ampere(DKQ, DV, ncols); +} + +static constexpr __host__ __device__ fattn_mma_config ggml_cuda_fattn_mma_get_config_volta(const int DKQ, const int DV, const int ncols) { + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 8, 64, 4, 32, 288, 256, 64, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 16, 64, 4, 32, 288, 256, 64, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 32, 128, 2, 32, 160, 128, 64, 1, false); + GGML_CUDA_FATTN_MMA_CONFIG_CASE(576, 512, 64, 256, 1, 32, 160, 128, 64, 1, false); + + // TODO tune specifically for Volta + return ggml_cuda_fattn_mma_get_config_ampere(DKQ, DV, ncols); +} + +static __host__ fattn_mma_config ggml_cuda_fattn_mma_get_config(const int DKQ, const int DV, const int ncols, const int cc) { + if (ampere_mma_available(cc)) { + return ggml_cuda_fattn_mma_get_config_ampere(DKQ, DV, ncols); } - - static constexpr __device__ int get_nbatch_K2_device(int /*ncols*/) { - return 40; + if (turing_mma_available(cc)) { + return ggml_cuda_fattn_mma_get_config_turing(DKQ, DV, ncols); } + GGML_ASSERT(volta_mma_available(cc)); + return ggml_cuda_fattn_mma_get_config_volta(DKQ, DV, ncols); +} - static int get_nbatch_V2_host(const int /*cc*/, const int /*ncols*/) { - return 40; - } - - static constexpr __device__ int get_nbatch_V2_device(int /*ncols*/) { - return 40; - } - - static int get_nbatch_combine_host(const int /*cc*/, const int /*ncols*/) { - return 40; - } - - static constexpr __device__ int get_nbatch_combine_device(int /*ncols*/) { - return 40; - } -}; - -template <> -struct fattn_mma_f16_config< 96, 96> { - static constexpr int nbatch_fa = 64; - static constexpr int nwarps_max = 4; - static constexpr bool Q_in_reg = true; - static constexpr int nstages_target = 2; - - static int get_nbatch_K2_host(const int /*cc*/, const int /*ncols*/) { - return 48; - } - - static constexpr __device__ int get_nbatch_K2_device(int /*ncols*/) { - return 48; - } - - static int get_nbatch_V2_host(const int /*cc*/, const int /*ncols*/) { - return 48; - } - - static constexpr __device__ int get_nbatch_V2_device(int /*ncols*/) { - return 48; - } - - static int get_nbatch_combine_host(const int /*cc*/, const int /*ncols*/) { - return 48; - } - - static constexpr __device__ int get_nbatch_combine_device(int /*ncols*/) { - return 48; - } -}; - -template <> -struct fattn_mma_f16_config<112, 112> { - static constexpr int nbatch_fa = 64; - static constexpr int nwarps_max = 4; - static constexpr bool Q_in_reg = true; - static constexpr int nstages_target = 2; - - static int get_nbatch_K2_host(const int /*cc*/, const int /*ncols*/) { - return 56; - } - - static constexpr __device__ int get_nbatch_K2_device(int /*ncols*/) { - return 56; - } - - static int get_nbatch_V2_host(const int /*cc*/, const int /*ncols*/) { - return 56; - } - - static constexpr __device__ int get_nbatch_V2_device(int /*ncols*/) { - return 56; - } - - static int get_nbatch_combine_host(const int /*cc*/, const int /*ncols*/) { - return 56; - } - - static constexpr __device__ int get_nbatch_combine_device(int /*ncols*/) { - return 56; - } -}; - -template <> -struct fattn_mma_f16_config<128, 128> { - static constexpr int nbatch_fa = 64; - static constexpr int nwarps_max = 4; - static constexpr bool Q_in_reg = true; - static constexpr int nstages_target = 2; - - static int get_nbatch_K2_host(const int /*cc*/, const int /*ncols*/) { - return 64; - } - - static constexpr __device__ int get_nbatch_K2_device(int /*ncols*/) { - return 64; - } - - static int get_nbatch_V2_host(const int /*cc*/, const int /*ncols*/) { - return 64; - } - - static constexpr __device__ int get_nbatch_V2_device(int /*ncols*/) { - return 64; - } - - static int get_nbatch_combine_host(const int /*cc*/, const int /*ncols*/) { - return 64; - } - - static constexpr __device__ int get_nbatch_combine_device(int /*ncols*/) { - return 64; - } -}; - -template <> -struct fattn_mma_f16_config<256, 256> { - static constexpr int nbatch_fa = 32; - static constexpr int nwarps_max = 4; - static constexpr bool Q_in_reg = true; - static constexpr int nstages_target = 2; - - static int get_nbatch_K2_host(const int /*cc*/, const int /*ncols*/) { - return 128; - } - - static constexpr __device__ int get_nbatch_K2_device(int /*ncols*/) { - return 128; - } - - static int get_nbatch_V2_host(const int /*cc*/, const int /*ncols*/) { - return 128; - } - - static constexpr __device__ int get_nbatch_V2_device(int /*ncols*/) { - return 128; - } - - static int get_nbatch_combine_host(const int cc, const int ncols) { - if (ggml_cuda_highest_compiled_arch(cc) == GGML_CUDA_CC_TURING) { - return ncols <= 16 ? 128 : 64; - } - return 64; - } - - static constexpr __device__ int get_nbatch_combine_device(int ncols) { -#if __CUDA_ARCH__ == GGML_CUDA_CC_TURING - return ncols <= 16 ? 128 : 64; +static constexpr __device__ fattn_mma_config ggml_cuda_fattn_mma_get_config(const int DKQ, const int DV, const int ncols) { +#if defined(AMPERE_MMA_AVAILABLE) + return ggml_cuda_fattn_mma_get_config_ampere(DKQ, DV, ncols); +#elif defined(TURING_MMA_AVAILABLE) + return ggml_cuda_fattn_mma_get_config_turing(DKQ, DV, ncols); +#elif defined(VOLTA_MMA_AVAILABLE) + return ggml_cuda_fattn_mma_get_config_volta(DKQ, DV, ncols); #else - GGML_UNUSED(ncols); - return 128; -#endif // __CUDA_ARCH__ == GGML_CUDA_CC_TURING - } -}; + GGML_UNUSED_VARS(DKQ, DV, ncols); + return fattn_mma_config(32, 1, 0, 0, 0, 0, 0, false); +#endif // defined(AMPERE_MMA_AVAILABLE) +} -template <> -struct fattn_mma_f16_config<576, 512> { - static constexpr int nbatch_fa = 32; - static constexpr int nwarps_max = 8; - static constexpr bool Q_in_reg = false; - static constexpr int nstages_target = 1; +static __host__ int ggml_cuda_fattn_mma_get_nthreads(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).nthreads; +} - static int get_nbatch_K2_host(const int cc, const int ncols) { - if (ggml_cuda_highest_compiled_arch(cc) == GGML_CUDA_CC_TURING) { - return ncols <= 16 ? 96 : 160; - } - return ncols <= 16 ? 288 : 160; - } +static constexpr __device__ int ggml_cuda_fattn_mma_get_nthreads(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).nthreads; +} - static constexpr __device__ int get_nbatch_K2_device(int ncols) { -#if __CUDA_ARCH__ == GGML_CUDA_CC_TURING - return ncols <= 16 ? 96 : 160; -#else - return ncols <= 16 ? 288 : 160; -#endif // __CUDA_ARCH__ == GGML_CUDA_CC_TURING - } +static __host__ int ggml_cuda_fattn_mma_get_occupancy(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).occupancy; +} - static int get_nbatch_V2_host(const int cc, const int ncols) { - if (ggml_cuda_highest_compiled_arch(cc) == GGML_CUDA_CC_TURING) { - return ncols <= 16 ? 64 : 128; - } - return ncols <= 16 ? 256 : 128; - } +static constexpr __device__ int ggml_cuda_fattn_mma_get_occupancy(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).occupancy; +} - static constexpr __device__ int get_nbatch_V2_device(int ncols) { -#if __CUDA_ARCH__ == GGML_CUDA_CC_TURING - return ncols <= 16 ? 64 : 128; -#else - return ncols <= 16 ? 256 : 128; -#endif // __CUDA_ARCH__ == GGML_CUDA_CC_TURING - } +static __host__ int ggml_cuda_fattn_mma_get_nbatch_fa(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).nbatch_fa; +} - static int get_nbatch_combine_host(const int /*cc*/, const int /*ncols*/) { - return 128; - } +static constexpr __device__ int ggml_cuda_fattn_mma_get_nbatch_fa(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).nbatch_fa; +} - static constexpr __device__ int get_nbatch_combine_device(int /*ncols*/) { - return 128; - } -}; +static __host__ int ggml_cuda_fattn_mma_get_nbatch_K2(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).nbatch_K2; +} + +static constexpr __device__ int ggml_cuda_fattn_mma_get_nbatch_K2(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).nbatch_K2; +} + +static __host__ int ggml_cuda_fattn_mma_get_nbatch_V2(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).nbatch_V2; +} + +static constexpr __device__ int ggml_cuda_fattn_mma_get_nbatch_V2(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).nbatch_V2; +} + +static __host__ int ggml_cuda_fattn_mma_get_nbatch_combine(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).nbatch_combine; +} + +static constexpr __device__ int ggml_cuda_fattn_mma_get_nbatch_combine(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).nbatch_combine; +} + +static __host__ int ggml_cuda_fattn_mma_get_nstages_target(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).nstages_target; +} + +static constexpr __device__ int ggml_cuda_fattn_mma_get_nstages_target(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).nstages_target; +} + +static __host__ bool ggml_cuda_fattn_mma_get_Q_in_reg(const int DKQ, const int DV, const int ncols, const int cc) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols, cc).Q_in_reg; +} + +static constexpr __device__ bool ggml_cuda_fattn_mma_get_Q_in_reg(const int DKQ, const int DV, const int ncols) { + return ggml_cuda_fattn_mma_get_config(DKQ, DV, ncols).Q_in_reg; +} // ------------------------------------------------------------------------------------------------------------------ -template -static __device__ __forceinline__ void flash_attn_ext_f16_load_tile( - const half2 * const __restrict__ KV, half2 * const __restrict__ tile_KV, const int D2, const int stride_KV) { +static __host__ int ggml_cuda_fattn_mma_get_nstages(const int DKQ, const int DV, const int ncols1, const int ncols2, const int cc) { + return cp_async_available(cc) && ncols2 >= 2 ? ggml_cuda_fattn_mma_get_nstages_target(DKQ, DV, ncols1*ncols2, cc) : 0; +} +static constexpr __device__ int ggml_cuda_fattn_mma_get_nstages(const int DKQ, const int DV, const int ncols1, const int ncols2) { +#ifdef CP_ASYNC_AVAILABLE + return ncols2 >= 2 ? ggml_cuda_fattn_mma_get_nstages_target(DKQ, DV, ncols1*ncols2) : 0; +#else + GGML_UNUSED_VARS(DKQ, DV, ncols1, ncols2); + return 0; +#endif // CP_ASYNC_AVAILABLE +} + +// ------------------------------------------------------------------------------------------------------------------ + +template +static __device__ __forceinline__ void flash_attn_ext_f16_load_tile( + const half2 * const __restrict__ KV, half2 * const __restrict__ tile_KV, const int D2, const int stride_KV, const int i_sup) { // K/V data is loaded with decreasing granularity for D for better memory bandwidth. // The minimum granularity with cp.async is 16 bytes, with synchronous data loading it's 4 bytes. - - if (use_cp_async) { + if constexpr (use_cp_async) { + static_assert(!oob_check, "OOB check not compatible with cp_async"); constexpr int preload = 64; constexpr int h2_per_chunk = 16/sizeof(half2); const int chunks_per_row = D2 / h2_per_chunk; @@ -315,9 +242,15 @@ static __device__ __forceinline__ void flash_attn_ext_f16_load_tile( } } }; - ggml_cuda_unroll<5>{}(load); + // 1: max 32*16=512 bytes, 256 half + // 2: max 16*16=256 bytes, 128 half + // 3: max 8*16=128 bytes, 64 half + // 4: max 4*16= 64 bytes, 32 half + // 5: max 2*16= 32 bytes, 16 half + // 6: max 1*16= 16 bytes, 8 half + ggml_cuda_unroll<6>{}(load); } else { - static_assert(nbatch_fa % (4*nwarps) == 0, "out of bounds"); + // TODO use ggml_cuda_memcpy_1 auto load = [&] __device__ (const int n) { const int stride_k = WARP_SIZE >> n; const int k0_start = stride_k == WARP_SIZE ? 0 : D2 - D2 % (2*stride_k); @@ -340,20 +273,25 @@ static __device__ __forceinline__ void flash_attn_ext_f16_load_tile( for (int k0 = k0_start; k0 < k0_stop; k0 += stride_k) { const int k = k0 + (stride_k == WARP_SIZE ? threadIdx.x : threadIdx.x % stride_k); - tile_KV[i*stride_tile + k] = KV[i*stride_KV + k]; + tile_KV[i*stride_tile + k] = !oob_check || i < i_sup ? KV[i*stride_KV + k] : make_half2(0.0f, 0.0f); } } }; - ggml_cuda_unroll<3>{}(load); + // 1: max 32* 4=128 bytes, 64 half + // 2: max 16* 4= 64 bytes, 32 half + // 3: max 8* 4= 32 bytes, 16 half + // 4: max 4* 4= 16 bytes, 8 half + ggml_cuda_unroll<4>{}(load); } } -template +template static __device__ __forceinline__ void flash_attn_ext_f16_load_mask( - const half2 * const __restrict__ mask_h2, half2 * const __restrict__ tile_mask, const int stride_mask) { - static_assert(nbatch_fa == 2*WARP_SIZE || WARP_SIZE % nbatch_fa == 0, "bad KQ_per_iter"); - - if (use_cp_async) { + const half * const __restrict__ mask_h, half * const __restrict__ tile_mask, + const int stride_mask, const int i_sup, const int j0, const uint3 ne01) { + if constexpr (use_cp_async) { + static_assert(nbatch_fa <= 8*WARP_SIZE && nbatch_fa % 8 == 0, "bad nbatch_fa"); + static_assert(!oob_check, "OOB check incompatible with cp_async"); constexpr int preload = nbatch_fa >= 32 ? nbatch_fa * sizeof(half) : 64; constexpr int cols_per_warp = 8*WARP_SIZE/nbatch_fa; constexpr int stride_j = nwarps * cols_per_warp; @@ -361,50 +299,85 @@ static __device__ __forceinline__ void flash_attn_ext_f16_load_mask( const unsigned int tile_mask_32 = ggml_cuda_cvta_generic_to_shared(tile_mask); #pragma unroll - for (int j0 = 0; j0 < ncols1; j0 += stride_j) { - const int j = j0 + threadIdx.y*cols_per_warp + - (nbatch_fa == 2*WARP_SIZE ? threadIdx.x / (WARP_SIZE/4) : threadIdx.x / (WARP_SIZE/cols_per_warp)); + for (int j1 = 0; j1 < ncols1; j1 += stride_j) { + const int j_sram = j1 + threadIdx.y*cols_per_warp + threadIdx.x / (WARP_SIZE/cols_per_warp); + const int j_vram = fastmodulo(j0 + j_sram, ne01); - if (j0 + stride_j > ncols1 && j >= ncols1) { + if (j1 + stride_j > ncols1 && j_sram >= ncols1) { break; } - const int i = 4 * (threadIdx.x % (nbatch_fa/8)); + const int i = 8 * (threadIdx.x % (nbatch_fa/8)); - cp_async_cg_16(tile_mask_32 + j*(nbatch_fa*sizeof(half) + 16) + i*sizeof(half2), mask_h2 + j*stride_mask + i); + cp_async_cg_16(tile_mask_32 + j_sram*(nbatch_fa*sizeof(half) + 16) + i*sizeof(half), mask_h + j_vram*stride_mask + i); } - return; - } - - constexpr int cols_per_warp = 2*WARP_SIZE/nbatch_fa; - constexpr int stride_j = nwarps * cols_per_warp; + } else if constexpr (oob_check) { #pragma unroll - for (int j0 = 0; j0 < ncols1; j0 += stride_j) { - const int j = j0 + threadIdx.y*cols_per_warp + (nbatch_fa == 2*WARP_SIZE ? 0 : threadIdx.x / (WARP_SIZE/cols_per_warp)); + for (int j1 = 0; j1 < ncols1; j1 += nwarps) { + const int j_sram = j1 + threadIdx.y; + const int j_vram = fastmodulo(j0 + j_sram, ne01); - if (j0 + stride_j > ncols1 && j >= ncols1) { - break; + if (j1 + nwarps > ncols1 && j_sram >= ncols1) { + break; + } + +#pragma unroll + for (int i0 = 0; i0 < nbatch_fa; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; + + tile_mask[j_sram*(nbatch_fa + 8) + i] = i < i_sup ? mask_h[j_vram*stride_mask + i] : half(0.0f); + } } + } else if constexpr (nbatch_fa < 2*WARP_SIZE) { + constexpr int cols_per_warp = 2*WARP_SIZE/nbatch_fa; + constexpr int stride_j = nwarps * cols_per_warp; +#pragma unroll + for (int j1 = 0; j1 < ncols1; j1 += stride_j) { + const int j_sram = j1 + threadIdx.y*cols_per_warp + threadIdx.x / (WARP_SIZE/cols_per_warp); + const int j_vram = fastmodulo(j0 + j_sram, ne01); - const int i = nbatch_fa == 2*WARP_SIZE ? threadIdx.x : threadIdx.x % (WARP_SIZE/cols_per_warp); + if (j1 + stride_j > ncols1 && j_sram >= ncols1) { + break; + } - tile_mask[j*(nbatch_fa/2 + 4) + i] = mask_h2[j*stride_mask + i]; + const int i = threadIdx.x % (WARP_SIZE/cols_per_warp); + + ggml_cuda_memcpy_1(tile_mask + j_sram*(nbatch_fa + 8) + 2*i, mask_h + j_vram*stride_mask + 2*i); + } + } else { +#pragma unroll + for (int j1 = 0; j1 < ncols1; j1 += nwarps) { + const int j_sram = j1 + threadIdx.y; + const int j_vram = fastmodulo(j0 + j_sram, ne01); + + if (j1 + nwarps > ncols1 && j_sram >= ncols1) { + break; + } + +#pragma unroll + for (int i0 = 0; i0 < nbatch_fa; i0 += 2*WARP_SIZE) { + const int i = i0 + 2*threadIdx.x; + + ggml_cuda_memcpy_1(tile_mask + j_sram*(nbatch_fa + 8) + i, mask_h + j_vram*stride_mask + i); + } + } } } -template +template static __device__ __forceinline__ void flash_attn_ext_f16_iter( const float2 * const __restrict__ Q_f2, const half2 * const __restrict__ K_h2, const half2 * const __restrict__ V_h2, - const half2 * const __restrict__ mask_h2, + const half * const __restrict__ mask_h, float2 * const __restrict__ dstk, float2 * const __restrict__ dstk_fixup, const float scale, const float slope, const float logit_softcap, - const int ne01, + const uint3 ne01, const int ne02, const int stride_K, const int stride_V, @@ -412,27 +385,24 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( half2 * const __restrict__ tile_Q, half2 * const __restrict__ tile_K, half2 * const __restrict__ tile_V, - half2 * const __restrict__ tile_mask, - const tile_B * const __restrict__ Q_B, - tile_C_VKQ * const __restrict__ VKQ_C, + half * const __restrict__ tile_mask, + T_B_KQ * const __restrict__ Q_B, + T_C_VKQ * const __restrict__ VKQ_C, float * const __restrict__ KQ_max, float * const __restrict__ KQ_rowsum, - const int kb0) { -#ifdef TURING_MMA_AVAILABLE - typedef fattn_mma_f16_config c; - -#ifdef CP_ASYNC_AVAILABLE - constexpr int nstages = c::nstages_target; -#else - constexpr int nstages = 0; -#endif // CP_ASYNC_AVAILABLE - - constexpr int cols_per_warp = ntiles * tile_B::I; - constexpr int cols_per_thread = ntiles == 1 ? 2 : ntiles; - constexpr int np = nwarps * (cols_per_warp/ncols2) / ncols1; // Number of parallel CUDA warps per Q column. - constexpr int ncols = ncols1 * ncols2; - constexpr int nbatch_K2 = c::get_nbatch_K2_device(ncols); - constexpr int nbatch_V2 = c::get_nbatch_V2_device(ncols); + const int jt, + const int kb0, + const int k_VKQ_sup) { +#if defined(VOLTA_MMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) + constexpr int ncols = ncols1 * ncols2; + constexpr int cols_per_warp = T_B_KQ::I; + constexpr int cols_per_thread = 2; // This is specifically KQ columns, Volta only has a single VKQ column. + constexpr int np = nwarps * (cols_per_warp/ncols2) / ncols1; // Number of parallel CUDA warps per Q column. + constexpr int nbatch_fa = ggml_cuda_fattn_mma_get_nbatch_fa(DKQ, DV, ncols); + constexpr int nbatch_K2 = ggml_cuda_fattn_mma_get_nbatch_K2(DKQ, DV, ncols); + constexpr int nbatch_V2 = ggml_cuda_fattn_mma_get_nbatch_V2(DKQ, DV, ncols); + constexpr bool Q_in_reg = ggml_cuda_fattn_mma_get_Q_in_reg (DKQ, DV, ncols); + constexpr int nstages = ggml_cuda_fattn_mma_get_nstages (DKQ, DV, ncols1, ncols2); constexpr int stride_tile_Q = DKQ/2 + 4; constexpr int stride_tile_K = nbatch_K2 + 4; @@ -440,26 +410,27 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( static_assert(!mla || nbatch_K2 >= nbatch_V2, "bad nbatch_K2, nbatch_V2 for MLA"); constexpr int stride_tile_V = mla ? stride_tile_K : nbatch_V2 + 4; - const int k_VKQ_0 = kb0 * c::nbatch_fa; - tile_C_KQ KQ_C[c::nbatch_fa/(np*tile_C_KQ::I) * ntiles]; - - // Use wide variants of tiles if ntiles >= 2. - tile_B_16 * Q_B_16 = (tile_B_16 *) Q_B; - tile_C_VKQ_16 * VKQ_C_16 = (tile_C_VKQ_16 *) VKQ_C; - tile_C_KQ_16 * KQ_C_16 = (tile_C_KQ_16 *) KQ_C; + const int k_VKQ_0 = kb0 * nbatch_fa; +#if defined(TURING_MMA_AVAILABLE) + T_C_KQ KQ_C[nbatch_fa/(np*(cols_per_warp == 8 ? T_C_KQ::I : T_C_KQ::J))]; +#else // Volta + T_C_KQ KQ_C[nbatch_fa/(np*T_C_KQ::J)]; +#endif // defined(TURING_MMA_AVAILABLE) if constexpr (nstages > 1) { + static_assert(!oob_check, "OOB check incompatible with multi-stage pipeline"); static_assert(!mla, "multi-stage loading not implemented for MLA"); static_assert(nbatch_K2 == DKQ/2, "batching not implemented for multi stage loading"); constexpr bool use_cp_async = true; cp_async_wait_all(); __syncthreads(); - flash_attn_ext_f16_load_tile - (V_h2 + int64_t(k_VKQ_0)*stride_V, tile_V, nbatch_V2, stride_V); + flash_attn_ext_f16_load_tile + (V_h2 + int64_t(k_VKQ_0)*stride_V, tile_V, nbatch_V2, stride_V, k_VKQ_sup); } else { constexpr bool use_cp_async = nstages == 1; - if (ncols2 > 1 || mask_h2) { - flash_attn_ext_f16_load_mask(mask_h2 + k_VKQ_0/2, tile_mask, stride_mask); + if (ncols2 > 1 || mask_h) { + flash_attn_ext_f16_load_mask + (mask_h + k_VKQ_0, tile_mask, stride_mask, k_VKQ_sup, jt*ncols1, ne01); } } @@ -468,10 +439,10 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( const int k0_stop = k0_start + nbatch_K2 < DKQ/2 ? k0_start + nbatch_K2 : DKQ/2; const int k0_diff = k0_stop - k0_start; - if (nstages <= 1) { + if constexpr (nstages <= 1) { constexpr bool use_cp_async = nstages == 1; - flash_attn_ext_f16_load_tile - (K_h2 + int64_t(k_VKQ_0)*stride_K + k0_start, tile_K, k0_diff, stride_K); + flash_attn_ext_f16_load_tile + (K_h2 + int64_t(k_VKQ_0)*stride_K + k0_start, tile_K, k0_diff, stride_K, k_VKQ_sup); if (use_cp_async) { cp_async_wait_all(); } @@ -479,55 +450,53 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( } // Calculate tile of KQ: - if constexpr (c::Q_in_reg) { + if constexpr (Q_in_reg) { #pragma unroll - for (int i_KQ_00 = 0; i_KQ_00 < c::nbatch_fa; i_KQ_00 += np*tile_A::I) { - const int i_KQ_0 = i_KQ_00 + (threadIdx.y % np)*tile_A::I; + for (int i_KQ_00 = 0; i_KQ_00 < nbatch_fa; i_KQ_00 += np*T_A_KQ::I) { + const int i_KQ_0 = i_KQ_00 + (threadIdx.y % np)*T_A_KQ::I; #pragma unroll - for (int k_KQ_0 = k0_start; k_KQ_0 < k0_stop; k_KQ_0 += tile_A::J) { - tile_A K_A; + for (int k_KQ_0 = k0_start; k_KQ_0 < k0_stop; k_KQ_0 += T_A_KQ::J) { + T_A_KQ K_A; load_ldmatrix(K_A, tile_K + i_KQ_0*stride_tile_K + (k_KQ_0 - k0_start), stride_tile_K); - if (ntiles == 1) { - mma(KQ_C[i_KQ_00/(np*tile_A::I)], K_A, Q_B[k_KQ_0/tile_A::J]); + if constexpr (cols_per_warp == 8) { + mma(KQ_C[i_KQ_00/(np*T_A_KQ::I)], K_A, Q_B[k_KQ_0/T_A_KQ::J]); } else { -#pragma unroll - for (int t = 0; t < ntiles/2; ++t) { - // Wide version of KQ_C is column-major => swap A and B. - mma(KQ_C_16[i_KQ_00/(np*tile_A::I) * ntiles/2 + t], Q_B_16[k_KQ_0/tile_A::J * ntiles/2 + t], K_A); - } + // Wide version of KQ_C is column-major => swap A and B. + mma(KQ_C[i_KQ_00/(np*T_A_KQ::I)], Q_B[k_KQ_0/T_A_KQ::J], K_A); } } } } else { - static_assert(ntiles == 2, "ntiles != 2 not implemented"); + static_assert(cols_per_warp != 8, "cols_per_warp == 8 not implemented"); #pragma unroll - for (int k_KQ_0 = k0_start; k_KQ_0 < k0_stop; k_KQ_0 += tile_A::J) { - load_ldmatrix(Q_B_16[0], tile_Q + (threadIdx.y / np)*(tile_B_16::I*stride_tile_Q) + k_KQ_0, stride_tile_Q); + for (int k_KQ_0 = k0_start; k_KQ_0 < k0_stop; k_KQ_0 += T_A_KQ::J) { + load_ldmatrix(Q_B[0], tile_Q + (threadIdx.y / np)*(T_B_KQ::I*stride_tile_Q) + k_KQ_0, stride_tile_Q); #pragma unroll - for (int i_KQ_00 = 0; i_KQ_00 < c::nbatch_fa; i_KQ_00 += np*tile_A::I) { - const int i_KQ_0 = i_KQ_00 + (threadIdx.y % np)*tile_A::I; + for (int i_KQ_00 = 0; i_KQ_00 < nbatch_fa; i_KQ_00 += np*T_A_KQ::I) { + const int i_KQ_0 = i_KQ_00 + (threadIdx.y % np)*T_A_KQ::I; - tile_A K_A; + T_A_KQ K_A; load_ldmatrix(K_A, tile_K + i_KQ_0*stride_tile_K + (k_KQ_0 - k0_start), stride_tile_K); // Wide version of KQ_C is column-major => swap A and B. - mma(KQ_C_16[i_KQ_00/(np*tile_A::I)], Q_B_16[0], K_A); + mma(KQ_C[i_KQ_00/(np*T_A_KQ::I)], Q_B[0], K_A); } } } - if (nstages <= 1) { + if constexpr (nstages <= 1) { __syncthreads(); // Only needed if tile_K == tile_V. } } if (use_logit_softcap) { - static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size"); + constexpr int stride = cols_per_warp == 8 ? np*T_C_KQ::I : np*T_C_KQ::J; + static_assert(nbatch_fa % stride == 0, "bad loop size"); #pragma unroll - for (int i = 0; i < c::nbatch_fa/(np*tile_C_KQ::I) * ntiles; ++i) { + for (int i = 0; i < nbatch_fa/stride; ++i) { #pragma unroll - for (int l = 0; l < tile_C_KQ::ne; ++l) { + for (int l = 0; l < T_C_KQ::ne; ++l) { KQ_C[i].x[l] = logit_softcap*tanhf(KQ_C[i].x[l]); } } @@ -540,34 +509,35 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( } float KQ_rowsum_add[cols_per_thread] = {0.0f}; - if (ntiles == 1) { - if (ncols2 > 1 || mask_h2) { + if constexpr (cols_per_warp == 8) { + if (ncols2 > 1 || mask_h) { #pragma unroll - for (int i00 = 0; i00 < c::nbatch_fa; i00 += np*tile_C_KQ::I) { - const int i0 = i00 + (threadIdx.y % np)*tile_C_KQ::I; + for (int i00 = 0; i00 < nbatch_fa; i00 += np*T_C_KQ::I) { + const int i0 = i00 + (threadIdx.y % np)*T_C_KQ::I; #pragma unroll - for (int l = 0; l < tile_C_KQ::ne; ++l) { - const int i = i0 + tile_C_KQ::get_i(l); - const int j = ((threadIdx.y / np)*tile_C_KQ::J + tile_C_KQ::get_j(l)) / ncols2; + for (int l = 0; l < T_C_KQ::ne; ++l) { + const int i = i0 + T_C_KQ::get_i(l); + const int j = ((threadIdx.y / np)*T_C_KQ::J + T_C_KQ::get_j(l)) / ncols2; - KQ_C[i00/(np*tile_C_KQ::I)].x[l] += slope * - __half2float(((const half *) tile_mask)[j*(c::nbatch_fa + 8) + i]); + KQ_C[i00/(np*T_C_KQ::I)].x[l] += slope * __half2float(tile_mask[j*(nbatch_fa + 8) + i]); } } } // Calculate softmax for each KQ column using the current max. value. // The divisor is stored in KQ_rowsum and will be applied at the end. - static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size"); + static_assert(nbatch_fa % (np*T_C_KQ::I) == 0, "bad loop size"); #pragma unroll - for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ::I); ++k) { + for (int k0 = 0; k0 < nbatch_fa; k0 += np*T_C_KQ::I) { #pragma unroll - for (int l = 0; l < tile_C_KQ::ne; ++l) { - KQ_max_new[l % 2] = fmaxf(KQ_max_new[l % 2], KQ_C[k].x[l]); + for (int l = 0; l < T_C_KQ::ne; ++l) { + if (!oob_check || k0 + T_C_KQ::get_i(l) < k_VKQ_sup) { + KQ_max_new[l % 2] = fmaxf(KQ_max_new[l % 2], KQ_C[k0/(np*T_C_KQ::I)].x[l] + FATTN_KQ_MAX_OFFSET); + } } } - // Values per KQ column are spread across 8 threads, does not need full warp reduce: + // Values per KQ column are spread across 8 threads: #pragma unroll for (int col = 0; col < cols_per_thread; ++col) { #pragma unroll @@ -576,73 +546,78 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( } } - static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size"); + static_assert(nbatch_fa % (np*T_C_KQ::I) == 0, "bad loop size"); #pragma unroll - for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ::I); ++k) { + for (int k0 = 0; k0 < nbatch_fa; k0 += np*T_C_KQ::I) { #pragma unroll - for (int l = 0; l < tile_C_KQ::ne; ++l) { - KQ_C[k].x[l] = expf(KQ_C[k].x[l] - KQ_max_new[l % 2]); - - KQ_rowsum_add[l % 2] += KQ_C[k].x[l]; + for (int l = 0; l < T_C_KQ::ne; ++l) { + if (!oob_check || k0 + (threadIdx.y % np)*T_C_KQ::I + T_C_KQ::get_i(l) < k_VKQ_sup) { + KQ_C[k0/(np*T_C_KQ::I)].x[l] = expf(KQ_C[k0/(np*T_C_KQ::I)].x[l] - KQ_max_new[l % 2]); + KQ_rowsum_add[l % 2] += KQ_C[k0/(np*T_C_KQ::I)].x[l]; + } else { + KQ_C[k0/(np*T_C_KQ::I)].x[l] = 0.0f; + } } } - } else { // ntiles > 1 - if (ncols2 > 1 || mask_h2) { + } else { // not Turing mma or T_B_KQ::I > 8 + if (ncols2 > 1 || mask_h) { #pragma unroll - for (int i00 = 0; i00 < c::nbatch_fa; i00 += np*tile_C_KQ_16::J) { - const int i0 = i00 + (threadIdx.y % np)*tile_C_KQ_16::J; + for (int i00 = 0; i00 < nbatch_fa; i00 += np*T_C_KQ::J) { + const int i0 = i00 + (threadIdx.y % np)*T_C_KQ::J; #pragma unroll - for (int t = 0; t < ntiles/2; ++t) { -#pragma unroll - for (int l0 = 0; l0 < tile_C_KQ_16::ne; l0 += 2) { - const int i = (i0 + tile_C_KQ_16::get_j(l0)) / 2; - const int j = ((threadIdx.y / np)*cols_per_warp + t*tile_C_KQ_16::I + tile_C_KQ_16::get_i(l0)) / ncols2; + for (int l0 = 0; l0 < T_C_KQ::ne; l0 += 2) { + const int i = (i0 + T_C_KQ::get_j(l0)) / 2; + const int j = ((threadIdx.y / np)*cols_per_warp + T_C_KQ::get_i(l0)) / ncols2; - const float2 tmp = __half22float2(tile_mask[j*(c::nbatch_fa/2 + 4) + i]); - const int KQ_index = i00/(np*tile_C_KQ_16::J) * ntiles/2 + t; - KQ_C_16[KQ_index].x[l0 + 0] += slope*tmp.x; - KQ_C_16[KQ_index].x[l0 + 1] += slope*tmp.y; - } + const float2 tmp = __half22float2(((const half2 *)tile_mask)[j*(nbatch_fa/2 + 4) + i]); + KQ_C[i00/(np*T_C_KQ::J)].x[l0 + 0] += slope*tmp.x; + KQ_C[i00/(np*T_C_KQ::J)].x[l0 + 1] += slope*tmp.y; } } } // Calculate softmax for each KQ column using the current max. value. // The divisor is stored in KQ_rowsum and will be applied at the end. - static_assert(c::nbatch_fa % (np*tile_C_KQ::I) == 0, "bad loop size"); + static_assert(nbatch_fa % (np*T_C_KQ::J) == 0, "bad loop size"); #pragma unroll - for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ_16::J); ++k) { + for (int k0 = 0; k0 < nbatch_fa; k0 += np*T_C_KQ::J) { #pragma unroll - for (int t = 0; t < ntiles/2; ++t) { -#pragma unroll - for (int l = 0; l < tile_C_KQ_16::ne; ++l) { - const int KQ_index = 2*t + (l/2) % 2; - KQ_max_new[KQ_index] = fmaxf(KQ_max_new[KQ_index], KQ_C_16[k*ntiles/2 + t].x[l]); + for (int l = 0; l < T_C_KQ::ne; ++l) { + if (!oob_check || k0 + T_C_KQ::get_j(l) < k_VKQ_sup) { + // Turing + Volta: + KQ_max_new[(l/2) % 2] = fmaxf(KQ_max_new[(l/2) % 2], KQ_C[(k0/(np*T_C_KQ::J))].x[l] + FATTN_KQ_MAX_OFFSET); } } } - // Values per KQ column are spread across 4 threads, does not need full warp reduce: #pragma unroll for (int col = 0; col < cols_per_thread; ++col) { +#if defined(TURING_MMA_AVAILABLE) + // Values per KQ column are spread across 4 threads: + constexpr int offset_first = 2; + constexpr int offset_last = 1; +#else + // Values per KQ column are spread across 2 threads: + constexpr int offset_first = 2; + constexpr int offset_last = 2; +#endif // defined(TURING_MMA_AVAILABLE) #pragma unroll - for (int offset = 2; offset >= 1; offset >>= 1) { + for (int offset = offset_first; offset >= offset_last; offset >>= 1) { KQ_max_new[col] = fmaxf(KQ_max_new[col], __shfl_xor_sync(0xFFFFFFFF, KQ_max_new[col], offset, WARP_SIZE)); } } - static_assert(c::nbatch_fa % (np*tile_C_KQ_16::J) == 0, "bad loop size"); + static_assert(nbatch_fa % (np*T_C_KQ::J) == 0, "bad loop size"); #pragma unroll - for (int k = 0; k < c::nbatch_fa/(np*tile_C_KQ_16::J); ++k) { + for (int k0 = 0; k0 < nbatch_fa; k0 += np*T_C_KQ::J) { #pragma unroll - for (int t = 0; t < ntiles/2; ++t) { -#pragma unroll - for (int l = 0; l < tile_C_KQ_16::ne; ++l) { - const int KQ_index = 2*t + (l/2) % 2; - - KQ_C_16[k*ntiles/2 + t].x[l] = expf(KQ_C_16[k*ntiles/2 + t].x[l] - KQ_max_new[KQ_index]); - - KQ_rowsum_add[KQ_index] += KQ_C_16[k*ntiles/2 + t].x[l]; + for (int l = 0; l < T_C_KQ::ne; ++l) { + // Turing + Volta: + if (!oob_check || k0 + (threadIdx.y % np)*T_C_KQ::J + T_C_KQ::get_j(l) < k_VKQ_sup) { + KQ_C[(k0/(np*T_C_KQ::J))].x[l] = expf(KQ_C[(k0/(np*T_C_KQ::J))].x[l] - KQ_max_new[(l/2) % 2]); + KQ_rowsum_add[(l/2) % 2] += KQ_C[(k0/(np*T_C_KQ::J))].x[l]; + } else { + KQ_C[(k0/(np*T_C_KQ::J))].x[l] = 0.0f; } } } @@ -662,12 +637,13 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( KQ_rowsum[col] = KQ_max_scale[col]*KQ_rowsum[col] + KQ_rowsum_add[col]; } - if (ntiles == 1) { +#if defined(TURING_MMA_AVAILABLE) + if constexpr (cols_per_warp == 8) { const half2 KQ_max_scale_h2 = make_half2(KQ_max_scale[0], KQ_max_scale[1]); #pragma unroll - for (int i = 0; i < DV/tile_C_VKQ::I; ++i) { + for (int i = 0; i < DV/T_C_VKQ::I; ++i) { #pragma unroll - for (int l = 0; l < tile_C_VKQ::ne; ++l) { + for (int l = 0; l < T_C_VKQ::ne; ++l) { VKQ_C[i].x[l] *= KQ_max_scale_h2; } } @@ -676,46 +652,53 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( for (int col = 0; col < cols_per_thread; ++col) { const half2 KQ_max_scale_h2 = make_half2(KQ_max_scale[col], KQ_max_scale[col]); #pragma unroll - for (int i = 0; i < DV/tile_C_VKQ_16::J; ++i) { + for (int i = 0; i < (DV/2)/T_C_VKQ::J; ++i) { #pragma unroll - for (int l0 = 0; l0 < tile_C_VKQ_16::ne; l0 += 2) { - VKQ_C_16[i*ntiles/2 + col/2].x[l0 + col % 2] *= KQ_max_scale_h2; + for (int l0 = 0; l0 < T_C_VKQ::ne; l0 += 2) { + VKQ_C[i].x[l0 + col] *= KQ_max_scale_h2; } } } } +#else // Volta + const half2 KQ_max_scale_h2 = make_half2( + KQ_max_scale[(threadIdx.x / 2) % 2], KQ_max_scale[(threadIdx.x / 2) % 2]); +#pragma unroll + for (int i = 0; i < (DV/2)/T_C_VKQ::J; ++i) { +#pragma unroll + for (int l = 0; l < T_C_VKQ::ne; ++l) { + VKQ_C[i].x[l] *= KQ_max_scale_h2; + } + } +#endif // defined(TURING_MMA_AVAILABLE) } // Convert KQ C tiles into B tiles for VKQ calculation: - tile_B B[c::nbatch_fa/(np*2*tile_B::J) * ntiles]; - tile_B_16 * B_16 = (tile_B_16 *) B; - static_assert(c::nbatch_fa % (np*2*tile_B::J) == 0, "bad loop size"); - if (ntiles == 1) { + T_B_VKQ B[nbatch_fa/(np*2*T_B_VKQ::J)]; + static_assert(nbatch_fa % (np*2*T_B_VKQ::J) == 0, "bad loop size"); + if constexpr (cols_per_warp == 8) { #pragma unroll - for (int k = 0; k < c::nbatch_fa/(np*2*tile_B::J); ++k) { + for (int k = 0; k < nbatch_fa/(np*2*T_B_VKQ::J); ++k) { B[k] = get_transposed(get_half2(KQ_C[k])); } } else { - for (int k = 0; k < c::nbatch_fa/(np*2*tile_B_16::J); ++k) { -#pragma unroll - for (int t = 0; t < ntiles/2; ++t) { - B_16[k*ntiles/2 + t] = get_half2(KQ_C_16[k*ntiles/2 + t]); - } + for (int k = 0; k < nbatch_fa/(np*2*T_B_VKQ::J); ++k) { + B[k] = get_half2(KQ_C[k]); } } - if (nstages > 1) { + if constexpr (nstages > 1) { // Preload K tile for next iteration: constexpr bool use_cp_async = true; cp_async_wait_all(); __syncthreads(); if (!last_iter) { - if (ncols2 > 1 || mask_h2) { - flash_attn_ext_f16_load_mask - (mask_h2 + (k_VKQ_0 + c::nbatch_fa)/2, tile_mask, stride_mask); + if (ncols2 > 1 || mask_h) { + flash_attn_ext_f16_load_mask + (mask_h + k_VKQ_0 + nbatch_fa, tile_mask, stride_mask, k_VKQ_sup, jt*ncols1, ne01); } - flash_attn_ext_f16_load_tile - (K_h2 + int64_t(k_VKQ_0 + c::nbatch_fa)*stride_K, tile_K, nbatch_K2, stride_K); + flash_attn_ext_f16_load_tile + (K_h2 + int64_t(k_VKQ_0 + nbatch_fa)*stride_K, tile_K, nbatch_K2, stride_K, k_VKQ_sup); } } @@ -724,72 +707,119 @@ static __device__ __forceinline__ void flash_attn_ext_f16_iter( // Therefore, iterate over V in reverse and re-use the data if possible. static_assert(!mla || nstages <= 1, "combination of MLA and multi-stage loading not implemented"); constexpr int reusable_cutoff = mla ? (DKQ - 1) - (DKQ - 1) % (2*nbatch_K2) - (DKQ - DV) : DV; + + // Calculate VKQ tile, need to use logical rather than physical elements for i0 due to transposition of V: #pragma unroll for (int i0_stop = DV; i0_stop > 0; i0_stop -= 2*nbatch_V2) { const int i0_start = i0_stop - 2*nbatch_V2 > 0 ? i0_stop - 2*nbatch_V2 : 0; const int i0_diff = i0_stop - i0_start; - if (nstages <= 1 && i0_start < reusable_cutoff) { - constexpr bool use_cp_async = nstages == 1; - flash_attn_ext_f16_load_tile - (V_h2 + int64_t(k_VKQ_0)*stride_V + i0_start/2, tile_V, i0_diff/2, stride_V); - if (use_cp_async) { - cp_async_wait_all(); + if constexpr (nstages <= 1) { + if (i0_start < reusable_cutoff) { + constexpr bool use_cp_async = nstages == 1; + flash_attn_ext_f16_load_tile + (V_h2 + int64_t(k_VKQ_0)*stride_V + i0_start/2, tile_V, i0_diff/2, stride_V, k_VKQ_sup); + if (use_cp_async) { + cp_async_wait_all(); + } + __syncthreads(); } - __syncthreads(); } const half2 * tile_V_i = i0_start < reusable_cutoff ? tile_V : tile_V + (i0_start - reusable_cutoff)/2; - // Calculate VKQ tile: +#if defined(TURING_MMA_AVAILABLE) + constexpr int i0_stride = cols_per_warp == 8 ? T_C_VKQ::I : 2*T_C_VKQ::J; #pragma unroll - for (int i_VKQ_0 = i0_start; i_VKQ_0 < i0_stop; i_VKQ_0 += tile_C_VKQ::I) { - static_assert((c::nbatch_fa/2) % (np*tile_A::J) == 0, "bad loop size"); + for (int i_VKQ_0 = i0_start; i_VKQ_0 < i0_stop; i_VKQ_0 += i0_stride) { + static_assert((nbatch_fa/2) % (np*T_A_VKQ::J) == 0, "bad loop size"); #pragma unroll - for (int k00 = 0; k00 < c::nbatch_fa/2; k00 += np*tile_A::J) { - const int k0 = k00 + (threadIdx.y % np)*tile_A::J; + for (int k00 = 0; k00 < nbatch_fa/2; k00 += np*T_A_VKQ::J) { + const int k0 = k00 + (threadIdx.y % np)*T_A_VKQ::J; - tile_A A; + T_A_VKQ A; // Transposed in SRAM but not in registers, gets transposed on load. load_ldmatrix_trans(A, tile_V_i + 2*k0*stride_tile_V + (i_VKQ_0 - i0_start)/2, stride_tile_V); - if (ntiles == 1) { - mma(VKQ_C[i_VKQ_0/tile_C_VKQ::I], A, B[k00/(np*tile_A::J)]); + if constexpr (T_B_KQ::I == 8) { + mma(VKQ_C[i_VKQ_0/i0_stride], A, B[k00/(np*T_A_VKQ::J)]); } else { -#pragma unroll - for (int t = 0; t < ntiles/2; ++t) { - // Wide version of VKQ_C is column-major => swap A and B. - mma(VKQ_C_16[i_VKQ_0/tile_C_VKQ::I * ntiles/2 + t], B_16[k00/(np*tile_A::J) * ntiles/2 + t], A); - } + // Wide version of VKQ_C is column-major => swap A and B. + mma(VKQ_C[i_VKQ_0/i0_stride], B[k00/(np*T_A_VKQ::J)], A); } } } +#else // Volta + constexpr int i0_stride = 2*T_C_VKQ::J; +#pragma unroll + for (int i_VKQ_0 = i0_start; i_VKQ_0 < i0_stop; i_VKQ_0 += i0_stride) { + static_assert(nbatch_fa % (np*T_A_VKQ::I) == 0, "bad loop size"); + static_assert(2*T_B_VKQ::J == T_A_VKQ::I, "bad tile sizes"); +#pragma unroll + for (int k00 = 0; k00 < nbatch_fa; k00 += np*T_A_VKQ::I) { + const int k0 = k00 + (threadIdx.y % np)*T_A_VKQ::I; - if (nstages <= 1) { + T_A_VKQ A; // Transposed in both SRAM and registers, load normally. + load_ldmatrix(A, tile_V_i + k0*stride_tile_V + (i_VKQ_0 - i0_start)/2, stride_tile_V); + mma(VKQ_C[i_VKQ_0/i0_stride], B[k00/(np*T_A_VKQ::I)], A); + } + } +#endif // defined(TURING_MMA_AVAILABLE) + + if constexpr (nstages <= 1) { __syncthreads(); // Only needed if tile_K == tile_V. } } #else - GGML_UNUSED_VARS(Q_f2, K_h2, V_h2, mask_h2, dstk, dstk_fixup, + GGML_UNUSED_VARS(Q_f2, K_h2, V_h2, mask_h, dstk, dstk_fixup, scale, slope, logit_softcap, ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, KQ_max, KQ_rowsum, kb0); NO_DEVICE_CODE; -#endif // TURING_MMA_AVAILABLE +#endif // defined(VOLTA_MMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) } -template +#if defined(TURING_MMA_AVAILABLE) +template struct mma_tile_sizes { + using T_A_KQ = tile<16, 8, half2>; // row-major + using T_B_KQ = tile<16, 8, half2>; // column-major + using T_C_KQ = tile<16, 16, float>; // column-major + using T_A_VKQ = tile<16, 8, half2>; // row-major + using T_B_VKQ = tile<16, 8, half2>; // column-major + using T_C_VKQ = tile<16, 8, half2>; // column-major +}; +template<> struct mma_tile_sizes<8> { + using T_A_KQ = tile<16, 8, half2>; // row-major + using T_B_KQ = tile< 8, 8, half2>; // column-major + using T_C_KQ = tile<16, 8, float>; // row-major + using T_A_VKQ = tile<16, 8, half2>; // row-major + using T_B_VKQ = tile< 8, 8, half2>; // column-major + using T_C_VKQ = tile<16, 4, half2>; // row-major +}; +#else // Volta +template struct mma_tile_sizes { + using T_A_KQ = tile< 8, 4, half2, DATA_LAYOUT_I_MAJOR_MIRRORED>; // row-major + using T_B_KQ = tile<32, 4, half2, DATA_LAYOUT_I_MAJOR>; // column-major + using T_C_KQ = tile<32, 8, float, DATA_LAYOUT_I_MAJOR>; // column-major + using T_A_VKQ = tile< 8, 4, half2, DATA_LAYOUT_J_MAJOR_MIRRORED>; // column-major + using T_B_VKQ = tile<32, 4, half2, DATA_LAYOUT_I_MAJOR>; // column-major + using T_C_VKQ = tile<32, 4, half2, DATA_LAYOUT_I_MAJOR>; // column-major +}; +#endif // defined(TURING_MMA_AVAILABLE) + +template static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( const float2 * const __restrict__ Q_f2, const half2 * const __restrict__ K_h2, const half2 * const __restrict__ V_h2, - const half2 * const __restrict__ mask_h2, + const half * const __restrict__ mask_h, const float * const __restrict__ sinks_f, float2 * const __restrict__ dstk, float2 * const __restrict__ dstk_fixup, const float scale, const float slope, const float logit_softcap, - const int ne01, + const uint3 ne01, const int ne02, + const int ne11, const int stride_Q1, const int stride_Q2, const int stride_K, @@ -798,23 +828,31 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( const int jt, const int kb0_start, const int kb0_stop) { -#ifdef TURING_MMA_AVAILABLE +#if defined(VOLTA_MMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) //In this kernel Q, K, V are matrices while i, j, k are matrix indices. - typedef fattn_mma_f16_config c; + constexpr int ncols = ncols1 * ncols2; + using T_A_KQ = typename mma_tile_sizes::T_A_KQ; + using T_B_KQ = typename mma_tile_sizes::T_B_KQ; + using T_C_KQ = typename mma_tile_sizes::T_C_KQ; + using T_A_VKQ = typename mma_tile_sizes::T_A_VKQ; + using T_B_VKQ = typename mma_tile_sizes::T_B_VKQ; + using T_C_VKQ = typename mma_tile_sizes::T_C_VKQ; -#ifdef CP_ASYNC_AVAILABLE - constexpr int nstages = c::nstages_target; -#else - constexpr int nstages = 0; -#endif // CP_ASYNC_AVAILABLE + constexpr int cols_per_warp = T_B_KQ::I; + constexpr int cols_per_thread = 2; // This is specifically KQ columns, Volta only has a single VKQ column. + constexpr int np = nwarps * (cols_per_warp/ncols2) / ncols1; // Number of parallel CUDA warps per Q column. + constexpr int nbatch_fa = ggml_cuda_fattn_mma_get_nbatch_fa (DKQ, DV, ncols); + constexpr int nbatch_K2 = ggml_cuda_fattn_mma_get_nbatch_K2 (DKQ, DV, ncols); + constexpr int nbatch_V2 = ggml_cuda_fattn_mma_get_nbatch_V2 (DKQ, DV, ncols); + constexpr int nbatch_combine = ggml_cuda_fattn_mma_get_nbatch_combine(DKQ, DV, ncols); + constexpr bool Q_in_reg = ggml_cuda_fattn_mma_get_Q_in_reg (DKQ, DV, ncols); + constexpr int nstages = ggml_cuda_fattn_mma_get_nstages (DKQ, DV, ncols1, ncols2); - constexpr int ncols = ncols1 * ncols2; - constexpr int cols_per_warp = ntiles * tile_B::I; - constexpr int cols_per_thread = ntiles == 1 ? 2 : ntiles; - constexpr int np = nwarps * (cols_per_warp/ncols2) / ncols1; // Number of parallel CUDA warps per Q column. - constexpr int nbatch_K2 = c::get_nbatch_K2_device(ncols); - constexpr int nbatch_V2 = c::get_nbatch_V2_device(ncols); + if (cols_per_warp > ncols) { + NO_DEVICE_CODE; + return; + } static_assert(nwarps * (cols_per_warp/ncols2) % ncols1 == 0, "bad nwarps"); @@ -826,15 +864,16 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( constexpr int stride_tile_KV_max = stride_tile_K > stride_tile_V ? stride_tile_K : stride_tile_V; extern __shared__ half2 tile_Q[]; - half2 * tile_K = c::Q_in_reg ? tile_Q : tile_Q + ncols * stride_tile_Q; - half2 * tile_V = nstages > 1 ? tile_K + c::nbatch_fa * stride_tile_K : tile_K; - half2 * tile_mask = nstages > 1 ? tile_V + c::nbatch_fa * stride_tile_V : tile_V + c::nbatch_fa * stride_tile_KV_max; + half2 * tile_K = Q_in_reg ? tile_Q : tile_Q + ncols * stride_tile_Q; + half2 * tile_V = nstages > 1 ? tile_K + nbatch_fa * stride_tile_K : tile_K; + half * tile_mask = (half *) (nstages > 1 ? tile_V + nbatch_fa * stride_tile_V : tile_V + nbatch_fa * stride_tile_KV_max); - tile_B Q_B[(c::Q_in_reg ? DKQ/(2*tile_B::J) : 1) * ntiles]; - tile_C_VKQ VKQ_C[DV/tile_C_VKQ::I * ntiles]; - - tile_B_16 * Q_B_16 = (tile_B_16 *) Q_B; - tile_C_VKQ_16 * VKQ_C_16 = (tile_C_VKQ_16 *) VKQ_C; + T_B_KQ Q_B[(Q_in_reg ? DKQ/(2*T_B_KQ::J) : 1)]; +#if defined(TURING_MMA_AVAILABLE) + T_C_VKQ VKQ_C[cols_per_warp == 8 ? DV/T_C_VKQ::I : DV/(2*T_C_VKQ::J)]; +#else // Volta + T_C_VKQ VKQ_C[ DV/(2*T_C_VKQ::J)]; +#endif // defined(TURING_MMA_AVAILABLE) float KQ_rowsum[cols_per_thread] = {0.0f}; float KQ_max[cols_per_thread]; @@ -868,7 +907,7 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( const int j = jc / ncols2; const int c = jc % ncols2; - if (jt*ncols1 + j < ne01) { + if (jt*ncols1 + j < int(ne01.z)) { #pragma unroll for (int k0 = k0_start; k0 < k0_stop; k0 += stride_k) { const int k = k0 + (stride_k == WARP_SIZE ? threadIdx.x : threadIdx.x % stride_k); @@ -889,63 +928,93 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( __syncthreads(); - if (c::Q_in_reg) { + if (Q_in_reg) { const int j0 = (threadIdx.y / np) * cols_per_warp; #pragma unroll - for (int k0 = 0; k0 < DKQ/2; k0 += tile_B::J) { - if (ntiles == 1) { - load_ldmatrix(Q_B[k0/tile_B::J], tile_Q + j0*stride_tile_Q + k0, stride_tile_Q); - } else { -#pragma unroll - for (int t = 0; t < ntiles/2; ++t) { - load_ldmatrix(Q_B_16[k0/tile_B_16::J * ntiles/2 + t], - tile_Q + (j0 + t*tile_B_16::I)*stride_tile_Q + k0, stride_tile_Q); - } - } + for (int k0 = 0; k0 < DKQ/2; k0 += T_B_KQ::J) { + load_ldmatrix(Q_B[k0/T_B_KQ::J], tile_Q + j0*stride_tile_Q + k0, stride_tile_Q); } } __syncthreads(); + int kb0 = kb0_start; + // Preload mask and K data for first iteration when using cp_async with multiple stages: if constexpr (nstages > 1) { static_assert(nbatch_K2 == DKQ/2, "batching not implemented for multi-stage pipeline"); constexpr bool use_cp_async = true; - if (ncols2 > 1 || mask_h2) { - flash_attn_ext_f16_load_mask - (mask_h2 + kb0_start*c::nbatch_fa/2, tile_mask, stride_mask); + constexpr bool oob_check = false; + constexpr int k_VKQ_sup = nbatch_fa; + if (ncols2 > 1 || mask_h) { + flash_attn_ext_f16_load_mask + (mask_h + kb0*nbatch_fa, tile_mask, stride_mask, k_VKQ_sup, jt*ncols1, ne01); } - flash_attn_ext_f16_load_tile - (K_h2 + int64_t(kb0_start)*c::nbatch_fa*stride_K, tile_K, nbatch_K2, stride_K); + flash_attn_ext_f16_load_tile + (K_h2 + int64_t(kb0)*nbatch_fa*stride_K, tile_K, nbatch_K2, stride_K, k_VKQ_sup); } - // Iterate over ne11 == previous tokens: - int kb0 = kb0_start; - for (; kb0 < kb0_stop-1; ++kb0) { - constexpr bool last_iter = false; - flash_attn_ext_f16_iter - (Q_f2, K_h2, V_h2, mask_h2, dstk, dstk_fixup, scale, slope, logit_softcap, - ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, KQ_max, KQ_rowsum, kb0); - } - { // kb0_start is always < kb0_stop so the last iter can be executed unconditionally. + // kb0_start is always < kb0_stop so the last iter can be executed unconditionally. + if constexpr (ncols2 == 1) { + constexpr bool oob_check = true; + for (; kb0 < kb0_stop-1; ++kb0) { + constexpr bool last_iter = false; + constexpr int k_VKQ_sup = nbatch_fa; + flash_attn_ext_f16_iter + + (Q_f2, K_h2, V_h2, mask_h, dstk, dstk_fixup, scale, slope, logit_softcap, + ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, + KQ_max, KQ_rowsum, jt, kb0, k_VKQ_sup); + } constexpr bool last_iter = true; - flash_attn_ext_f16_iter - (Q_f2, K_h2, V_h2, mask_h2, dstk, dstk_fixup, scale, slope, logit_softcap, - ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, KQ_max, KQ_rowsum, kb0); + const int k_VKQ_sup = ne11 - kb0*nbatch_fa; + flash_attn_ext_f16_iter + + (Q_f2, K_h2, V_h2, mask_h, dstk, dstk_fixup, scale, slope, logit_softcap, + ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, + KQ_max, KQ_rowsum, jt, kb0, k_VKQ_sup); + } else { + constexpr bool oob_check = false; + for (; kb0 < kb0_stop-1; ++kb0) { + constexpr bool last_iter = false; + constexpr int k_VKQ_sup = nbatch_fa; + flash_attn_ext_f16_iter + + (Q_f2, K_h2, V_h2, mask_h, dstk, dstk_fixup, scale, slope, logit_softcap, + ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, + KQ_max, KQ_rowsum, jt, kb0, k_VKQ_sup); + } + constexpr bool last_iter = true; + constexpr int k_VKQ_sup = nbatch_fa; + flash_attn_ext_f16_iter + + (Q_f2, K_h2, V_h2, mask_h, dstk, dstk_fixup, scale, slope, logit_softcap, + ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, + KQ_max, KQ_rowsum, jt, kb0, k_VKQ_sup); } // With multi-stage loading there is no __syncthreads at the end of the iter, // there can be a race condition on shared memory access for combining/writing back results. - if (nstages > 1 && nwarps*cols_per_warp > c::nbatch_fa) { + if constexpr (nstages > 1 && nwarps*cols_per_warp > nbatch_fa) { __syncthreads(); } // Finally, sum up partial KQ rowsums. - // The partial sums are spread across 8/4 threads each, does not need full reduce. { - constexpr int offset_first = ntiles == 1 ? 16 : 2; - constexpr int offset_last = ntiles == 1 ? 4 : 1; +#if defined(TURING_MMA_AVAILABLE) + // The partial sums are spread across 8/4 threads. + constexpr int offset_first = cols_per_warp == 8 ? 16 : 2; + constexpr int offset_last = cols_per_warp == 8 ? 4 : 1; +#else // Volta + // The partial sums are spread across 2 threads. + constexpr int offset_first = 2; + constexpr int offset_last = 2; +#endif // defined(TURING_MMA_AVAILABLE) #pragma unroll for (int col = 0; col < cols_per_thread; ++col) { #pragma unroll @@ -962,8 +1031,7 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( float KQ_max_scale[cols_per_thread]; #pragma unroll for (int col = 0; col < cols_per_thread; ++col) { - static_assert(ntiles == 1 || ntiles == 2, "ntiles > 2 not implemented"); - const int jc = ntiles == 1 ? 2*tile_C_VKQ::get_j(col/2) + col % 2 : tile_C_VKQ_16::get_i(col); + const int jc = cols_per_warp == 8 ? T_C_KQ::get_j(col) : T_C_KQ::get_i(2*col); const float sink = sinks_f[jc % ncols2]; const float KQ_max_new = fmaxf(KQ_max[col], sink); @@ -977,12 +1045,13 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( KQ_rowsum[col] = KQ_max_scale[col]*KQ_rowsum[col] + KQ_max_add; } - if (ntiles == 1) { +#if defined(TURING_MMA_AVAILABLE) + if constexpr (cols_per_warp == 8) { const half2 KQ_max_scale_h2 = make_half2(KQ_max_scale[0], KQ_max_scale[1]); #pragma unroll - for (int i = 0; i < DV/tile_C_VKQ::I; ++i) { + for (int i = 0; i < DV/T_C_VKQ::I; ++i) { #pragma unroll - for (int l = 0; l < tile_C_VKQ::ne; ++l) { + for (int l = 0; l < T_C_VKQ::ne; ++l) { VKQ_C[i].x[l] *= KQ_max_scale_h2; } } @@ -991,30 +1060,40 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( for (int col = 0; col < cols_per_thread; ++col) { const half2 KQ_max_scale_h2 = make_half2(KQ_max_scale[col], KQ_max_scale[col]); #pragma unroll - for (int i = 0; i < DV/tile_C_VKQ_16::J; ++i) { + for (int i = 0; i < (DV/2)/T_C_VKQ::J; ++i) { #pragma unroll - for (int l0 = 0; l0 < tile_C_VKQ_16::ne; l0 += 2) { - VKQ_C_16[i*ntiles/2 + col/2].x[l0 + col % 2] *= KQ_max_scale_h2; + for (int l0 = 0; l0 < T_C_VKQ::ne; l0 += 2) { + VKQ_C[i].x[l0 + col] *= KQ_max_scale_h2; } } } } +#else // Volta + const int col = (threadIdx.x / 2) % 2; + const half2 KQ_max_scale_h2 = make_half2(KQ_max_scale[col], KQ_max_scale[col]); +#pragma unroll + for (int i = 0; i < (DV/2)/T_C_VKQ::J; ++i) { +#pragma unroll + for (int l = 0; l < T_C_VKQ::ne; ++l) { + VKQ_C[i].x[l] *= KQ_max_scale_h2; + } + } +#endif // defined(TURING_MMA_AVAILABLE) } // Combine VKQ accumulator values if np > 1. // It's also faster to do small writes to shared memory, then large write to VRAM than to do small writes to VRAM. // So also write VKQ accumulators to shared memory in column-major format if np == 1. - constexpr int nbatch_combine = c::get_nbatch_combine_device(ncols); - constexpr int tile_stride = nbatch_combine + 4; + constexpr int tile_stride = nbatch_combine + 4; static_assert((DV/2) % nbatch_combine == 0, "bad nbatch_combine"); - if constexpr (ntiles == 1) { - const int jc_cwmo = (threadIdx.x % (2*tile_C_VKQ::J)) / tile_C_VKQ::J; // jc combine write meta offset - const int jc_cwm = threadIdx.y*(2*tile_C_VKQ::J) + 2*tile_C_VKQ::get_j(-1) + jc_cwmo; // jc combine write meta + if constexpr (cols_per_warp == 8) { + const int jc_cwmo = (threadIdx.x % (2*T_C_VKQ::J)) / T_C_VKQ::J; // jc combine write meta offset + const int jc_cwm = threadIdx.y*(2*T_C_VKQ::J) + 2*T_C_VKQ::get_j(-1) + jc_cwmo; // jc combine write meta const float2 KQ_cmr = make_float2(KQ_max[jc_cwmo], KQ_rowsum[jc_cwmo]); // KQ combine max rowsum - if (((!needs_fixup && !is_fixup) || np > 1) && threadIdx.x < 2*tile_C_VKQ::J) { + if (((!needs_fixup && !is_fixup) || np > 1) && threadIdx.x < 2*T_C_VKQ::J) { // Use the 16 bytes of padding in each row to store the meta data: KQ max, KQ rowsum, KQ max scale. ((float2 *) tile_Q)[jc_cwm*(tile_stride/2) + nbatch_combine/2] = KQ_cmr; } @@ -1023,24 +1102,30 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( if (np == 1) { // No combination is needed, the meta data can be directly written from registers to VRAM. - if (needs_fixup && threadIdx.x < tile_B::I) { + if (needs_fixup && threadIdx.x < T_B_KQ::I) { float2 * dstk_fixup_meta = dstk_fixup + blockIdx.x*ncols; dstk_fixup_meta[jc_cwm] = KQ_cmr; } - if (is_fixup && threadIdx.x < tile_B::I) { + if (is_fixup && threadIdx.x < T_B_KQ::I) { float2 * dstk_fixup_meta = dstk_fixup + (gridDim.x + blockIdx.x)*ncols; dstk_fixup_meta[jc_cwm] = KQ_cmr; } } } else { - static_assert(ntiles == 2 || ntiles == 4, "bad ntiles"); - const int jc_cwm = threadIdx.y*cols_per_warp // jc combine write meta - + (ntiles == 4 ? ((threadIdx.x % 4) / 2) * tile_C_VKQ_16::I : 0) - + tile_C_VKQ_16::get_i(threadIdx.x % 4); - const float2 KQ_cmr = make_float2(KQ_max[threadIdx.x % cols_per_thread], KQ_rowsum[threadIdx.x % cols_per_thread]); // KQ combine max rowsum + // jc_cwm = jc combine write meta + // KQ_cmr = KQ combine max rowsum + // Use the 16 bytes of padding in each Q column to store the meta data: KQ max, KQ rowsum, KQ max scale. +#if defined(TURING_MMA_AVAILABLE) + const int jc_cwm = threadIdx.y*cols_per_warp + T_C_VKQ::get_i(threadIdx.x % 4); + const float2 KQ_cmr = make_float2(KQ_max[threadIdx.x % cols_per_thread], KQ_rowsum[threadIdx.x % cols_per_thread]); + const bool thread_should_write = threadIdx.x % 4 < cols_per_thread; +#else // Volta + const int jc_cwm = threadIdx.y*cols_per_warp + T_C_KQ::get_i(threadIdx.x & 2); + const float2 KQ_cmr = make_float2(KQ_max[(threadIdx.x & 2) / 2], KQ_rowsum[(threadIdx.x & 2) / 2]); + const bool thread_should_write = T_C_KQ::J == 8 || T_C_KQ::get_j(threadIdx.x & 2) < 8; +#endif // defined(TURING_MMA_AVAILABLE) - if (((!needs_fixup && !is_fixup) || np > 1) && (ntiles == 4 || threadIdx.x % 4 < cols_per_thread)) { - // Use the 16 bytes of padding in each row to store the meta data: KQ max, KQ rowsum, KQ max scale. + if (((!needs_fixup && !is_fixup) || np > 1) && thread_should_write) { ((float2 *) tile_Q)[jc_cwm*(tile_stride/2) + nbatch_combine/2] = KQ_cmr; } @@ -1048,18 +1133,17 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( if (np == 1) { // No combination is needed, the meta data can be directly written from registers to VRAM. - if (needs_fixup && (ntiles == 4 || threadIdx.x % 4 < ntiles)) { + if (needs_fixup && thread_should_write) { float2 * dstk_fixup_meta = dstk_fixup + blockIdx.x*ncols; dstk_fixup_meta[jc_cwm] = KQ_cmr; } - if (is_fixup && (ntiles == 4 || threadIdx.x % 4 < ntiles)) { + if (is_fixup && thread_should_write) { float2 * dstk_fixup_meta = dstk_fixup + (gridDim.x + blockIdx.x)*ncols; dstk_fixup_meta[jc_cwm] = KQ_cmr; } } } - static_assert(np == 1 || ntiles == 1 || ntiles == 2, "bad ntiles"); if (np > 1 && threadIdx.y % np == 0) { // Combine the meta data for parallel warps via shared memory. // Warps with threadIdx.y % np != 0 must NOT return early. @@ -1135,32 +1219,29 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( #pragma unroll for (int k00 = 0; k00 < DV/2; k00 += nbatch_combine) { - if (ntiles == 1) { - const int jc_cwd = threadIdx.y*tile_B::I + tile_B::get_i(-1); // jc combine write data + if constexpr (cols_per_warp == 8) { + const int jc_cwd = threadIdx.y*T_B_KQ::I + T_B_KQ::get_i(-1); // jc combine write data #pragma unroll - for (int k0 = 0; k0 < nbatch_combine; k0 += tile_B::J) { - const tile_B B = get_transposed(VKQ_C[(k00 + k0)/tile_B::J]); // Conversion of C to B matrix puts it in column-major format. + for (int k1 = 0; k1 < nbatch_combine; k1 += T_B_KQ::J) { + const T_B_KQ B = get_transposed(VKQ_C[(k00 + k1)/T_B_KQ::J]); // Conversion of C to B matrix puts it in column-major format. #pragma unroll - for (int l = 0; l < tile_B::ne; ++l) { - const int k = k0 + tile_B::get_j(l); + for (int l = 0; l < T_B_KQ::ne; ++l) { + const int k = k1 + T_B_KQ::get_j(l); tile_Q[jc_cwd*tile_stride + k] = B.x[l]; } } } else { + const int j0 = threadIdx.y*cols_per_warp; #pragma unroll - for (int t = 0; t < ntiles/2; ++t) { - const int j0 = threadIdx.y*cols_per_warp + t*tile_C_VKQ_16::I; + for (int k1 = 0; k1 < nbatch_combine; k1 += T_C_VKQ::J) { #pragma unroll - for (int k0 = 0; k0 < nbatch_combine; k0 += tile_C_VKQ_16::J) { -#pragma unroll - for (int l = 0; l < tile_C_VKQ_16::ne; ++l) { - const int j = j0 + tile_C_VKQ_16::get_i(l); - const int k = k0 + tile_C_VKQ_16::get_j(l); + for (int l = 0; l < T_C_VKQ::ne; ++l) { + const int j = j0 + T_C_VKQ::get_i(l); + const int k = k1 + T_C_VKQ::get_j(l); - tile_Q[j*tile_stride + k] = VKQ_C_16[(k00 + k0)/tile_C_VKQ_16::J * ntiles/2 + t].x[l]; - } + tile_Q[j*tile_stride + k] = VKQ_C[(k00 + k1)/T_C_VKQ::J].x[l]; } } } @@ -1195,7 +1276,7 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( const int j_dst = jc_dst / ncols2; const int c_dst = jc_dst % ncols2; - if (!is_fixup && jt*ncols1 + j_dst >= ne01) { + if (!is_fixup && jt*ncols1 + j_dst >= int(ne01.z)) { continue; } @@ -1233,16 +1314,16 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( } } #else - GGML_UNUSED_VARS(Q_f2, K_h2, V_h2, mask_h2, sinks_f, dstk, dstk_fixup, + GGML_UNUSED_VARS(Q_f2, K_h2, V_h2, mask_h, sinks_f, dstk, dstk_fixup, scale, slope, logit_softcap, ne01, ne02, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start, kb0_stop); NO_DEVICE_CODE; -#endif // TURING_MMA_AVAILABLE +#endif // defined(VOLTA_MMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) } -template -__launch_bounds__(nwarps*WARP_SIZE, 1) +template +__launch_bounds__(ggml_cuda_fattn_mma_get_nthreads(DKQ, DV, ncols1*ncols2), ggml_cuda_fattn_mma_get_occupancy(DKQ, DV, ncols1*ncols2)) static __global__ void flash_attn_ext_f16( const char * __restrict__ Q, const char * __restrict__ K, @@ -1258,14 +1339,14 @@ static __global__ void flash_attn_ext_f16( const float m1, const uint32_t n_head_log2, const float logit_softcap, - const int32_t ne00, const int32_t ne01, const int32_t ne02, const int32_t ne03, + const int32_t ne00, const uint3 ne01, const int32_t ne02, const int32_t ne03, const int32_t nb01, const int32_t nb02, const int32_t nb03, const int32_t ne10, const int32_t ne11, const int32_t ne12, const int32_t ne13, const int32_t nb11, const int32_t nb12, const int64_t nb13, const int32_t nb21, const int32_t nb22, const int64_t nb23, const int32_t ne31, const int32_t ne32, const int32_t ne33, const int32_t nb31, const int32_t nb32, const int64_t nb33) { -#if defined(FLASH_ATTN_AVAILABLE) && defined(TURING_MMA_AVAILABLE) +#if defined(FLASH_ATTN_AVAILABLE) && (defined(VOLTA_MMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE)) // Skip unused kernel variants for faster compilation: if (use_logit_softcap && !(DKQ == 128 || DKQ == 256)) { @@ -1281,27 +1362,26 @@ static __global__ void flash_attn_ext_f16( static_assert(!mla || DKQ >= DV, "MLA needs DKQ >= DV"); - typedef fattn_mma_f16_config c; - - static_assert(FATTN_KQ_STRIDE % fattn_mma_f16_config::nbatch_fa == 0, "bad nbatch_fa"); + constexpr int ncols = ncols1 * ncols2; + constexpr int nbatch_fa = ggml_cuda_fattn_mma_get_nbatch_fa(DKQ, DV, ncols); + constexpr int nthreads = ggml_cuda_fattn_mma_get_nthreads(DKQ, DV, ncols); + constexpr int nwarps = nthreads / WARP_SIZE; const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix. const int stride_Q1 = nb01 / sizeof(float2); const int stride_Q2 = nb02 / sizeof(float2); const int stride_K = nb11 / sizeof(half2); - const int stride_mask = nb31 / sizeof(half2); + const int stride_mask = nb31 / sizeof(half); const int stride_V = mla ? stride_K : nb21 / sizeof(half2); - const int iter_k = ne11 / FATTN_KQ_STRIDE; - const int iter_j = (ne01 + (ncols1 - 1)) / ncols1; - - constexpr int kb_niter = FATTN_KQ_STRIDE / c::nbatch_fa; // Number of kernel iterations per assigned KQ slice. + const int iter_k = (ne11 + (nbatch_fa - 1)) / nbatch_fa; + const int iter_j = (ne01.z + (ncols1 - 1)) / ncols1; // kbc == k block continuous, current index in continuous ijk space. - int kbc = (blockIdx.x + 0)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; - const int kbc_stop = (blockIdx.x + 1)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; + int kbc = int64_t(blockIdx.x + 0)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; + const int kbc_stop = int64_t(blockIdx.x + 1)*(iter_k*iter_j*(ne02/ncols2)*ne03) / gridDim.x; // If the seams of 2 CUDA blocks fall within an output tile their results need to be combined. // For this we need to track both the block that starts the tile (needs_fixup) and the block that finishes the tile (is_fixup). @@ -1318,35 +1398,31 @@ static __global__ void flash_attn_ext_f16( const int head0 = zt * ncols2; - const float2 * Q_f2 = (const float2 *) (Q + nb03*sequence + nb02* head0); - const half2 * K_h2 = (const half2 *) (K + nb13*sequence + nb12*(head0 / gqa_ratio)); - const half2 * mask_h2 = ncols2 == 1 && !mask ? nullptr : - (const half2 *) (mask + nb33*(sequence % ne33) + nb31*jt*ncols1); - float2 * dstk = ((float2 *) dst) + (sequence*ne01*ne02 + head0) * (DV/2); + const float2 * Q_f2 = (const float2 *) (Q + nb03*sequence + nb02* head0); + const half2 * K_h2 = (const half2 *) (K + nb13*sequence + nb12*(head0 / gqa_ratio)); + const half * mask_h = ncols2 == 1 && !mask ? nullptr : + (const half *) (mask + nb33*(sequence % ne33)); + float2 * dstk = ((float2 *) dst) + (sequence*ne01.z*ne02 + head0) * (DV/2); const half2 * V_h2 = mla ? K_h2 + (DKQ/2 - DV/2) : (const half2 *) (V + nb23*sequence + nb22*(head0 / gqa_ratio)); const float * sinks_f = sinks ? (const float *) sinks + head0 : nullptr; const float slope = ncols2 == 1 ? get_alibi_slope(max_bias, head0, n_head_log2, m0, m1) : 1.0f; - const int kb0_start_kernel = kb0_start * kb_niter; - int kb0_stop_kernel = kb0_stop * kb_niter; - if (KV_max) { - kb0_stop_kernel = min(kb0_stop_kernel, KV_max[sequence*iter_j + jt] / c::nbatch_fa); + kb0_stop = min(kb0_stop, KV_max[sequence*iter_j + jt] / nbatch_fa); } - constexpr bool is_fixup = false; // All but (potentially) the last iterations write their data to dst rather than the fixup buffer. if (kb0_start == 0) { constexpr bool needs_fixup = false; // CUDA block is working on an entire tile. - flash_attn_ext_f16_process_tile - (Q_f2, K_h2, V_h2, mask_h2, sinks_f, dstk, dst_meta, scale, slope, logit_softcap, - ne01, ne02, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start_kernel, kb0_stop_kernel); + flash_attn_ext_f16_process_tile + (Q_f2, K_h2, V_h2, mask_h, sinks_f, dstk, dst_meta, scale, slope, logit_softcap, + ne01, ne02, ne11, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start, kb0_stop); } else { - constexpr bool needs_fixup = true; // CUDA block is working on the beginning of a tile. - flash_attn_ext_f16_process_tile - (Q_f2, K_h2, V_h2, mask_h2, sinks_f, dstk, dst_meta, scale, slope, logit_softcap, - ne01, ne02, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start_kernel, kb0_stop_kernel); + constexpr bool needs_fixup = true; // CUDA block is missing the beginning of a tile. + flash_attn_ext_f16_process_tile + (Q_f2, K_h2, V_h2, mask_h, sinks_f, dstk, dst_meta, scale, slope, logit_softcap, + ne01, ne02, ne11, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start, kb0_stop); } kbc += iter_k; @@ -1366,29 +1442,26 @@ static __global__ void flash_attn_ext_f16( const int head0 = zt * ncols2; - const float2 * Q_f2 = (const float2 *) (Q + nb03*sequence + nb02* head0); - const half2 * K_h2 = (const half2 *) (K + nb13*sequence + nb12*(head0 / gqa_ratio)); - const half2 * mask_h2 = ncols2 == 1 && !mask ? nullptr : - (const half2 *) (mask + nb33*(sequence % ne33) + nb31*jt*ncols1); - float2 * dstk = ((float2 *) dst) + (sequence*ne01*ne02 + head0) * (DV/2); + const float2 * Q_f2 = (const float2 *) (Q + nb03*sequence + nb02* head0); + const half2 * K_h2 = (const half2 *) (K + nb13*sequence + nb12*(head0 / gqa_ratio)); + const half * mask_h = ncols2 == 1 && !mask ? nullptr : + (const half *) (mask + nb33*(sequence % ne33)); + float2 * dstk = ((float2 *) dst) + (sequence*ne01.z*ne02 + head0) * (DV/2); const half2 * V_h2 = mla ? K_h2 + (DKQ/2 - DV/2) : (const half2 *) (V + nb23*sequence + nb22*(head0 / gqa_ratio)); const float * sinks_f = sinks ? (const float *) sinks + head0 : nullptr; const float slope = ncols2 == 1 ? get_alibi_slope(max_bias, head0, n_head_log2, m0, m1) : 1.0f; - const int kb0_start_kernel = kb0_start * kb_niter; - int kb0_stop_kernel = kb0_stop * kb_niter; - if (KV_max) { - kb0_stop_kernel = min(kb0_stop_kernel, KV_max[sequence*iter_j + jt] / c::nbatch_fa); + kb0_stop = min(kb0_stop, KV_max[sequence*iter_j + jt] / nbatch_fa); } constexpr bool is_fixup = true; // Last index writes its data to fixup buffer to avoid data races with other blocks. constexpr bool needs_fixup = false; - flash_attn_ext_f16_process_tile - (Q_f2, K_h2, V_h2, mask_h2, sinks_f, dstk, dst_meta, scale, slope, logit_softcap, - ne01, ne02, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start_kernel, kb0_stop_kernel); + flash_attn_ext_f16_process_tile + (Q_f2, K_h2, V_h2, mask_h, sinks_f, dstk, dst_meta, scale, slope, logit_softcap, + ne01, ne02, ne11, stride_Q1, stride_Q2, stride_K, stride_V, stride_mask, jt, kb0_start, kb0_stop); #else GGML_UNUSED_VARS(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, max_bias, m0, m1, n_head_log2, logit_softcap, @@ -1400,7 +1473,7 @@ static __global__ void flash_attn_ext_f16( ne31, ne32, ne33, nb31, nb32, nb33); NO_DEVICE_CODE; -#endif // defined(FLASH_ATTN_AVAILABLE) && defined(TURING_MMA_AVAILABLE) +#endif // defined(FLASH_ATTN_AVAILABLE) && (defined(VOLTA_MMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE)) } template @@ -1409,36 +1482,30 @@ void ggml_cuda_flash_attn_ext_mma_f16_case(ggml_backend_cuda_context & ctx, ggml const int id = ggml_cuda_get_device(); const int cc = ggml_cuda_info().devices[id].cc; - typedef fattn_mma_f16_config c; + constexpr int ncols = ncols1 * ncols2; - const int nstages = cp_async_available(cc) ? c::nstages_target : 0; + const int nthreads = ggml_cuda_fattn_mma_get_nthreads (DKQ, DV, ncols, cc); + const int nbatch_fa = ggml_cuda_fattn_mma_get_nbatch_fa (DKQ, DV, ncols, cc); + const int nbatch_K2 = ggml_cuda_fattn_mma_get_nbatch_K2 (DKQ, DV, ncols, cc); + const int nbatch_V2 = ggml_cuda_fattn_mma_get_nbatch_V2 (DKQ, DV, ncols, cc); + const int nbatch_combine = ggml_cuda_fattn_mma_get_nbatch_combine(DKQ, DV, ncols, cc); + const bool Q_in_reg = ggml_cuda_fattn_mma_get_Q_in_reg (DKQ, DV, ncols, cc); + const int nstages = ggml_cuda_fattn_mma_get_nstages (DKQ, DV, ncols1, ncols2, cc); - constexpr int ncols = ncols1 * ncols2; - constexpr int ntiles = ncols <= 8 ? 1 : 2; // Number of tiles per warp. - constexpr int cols_per_warp = ntiles * tile_B::I; - constexpr int nwarps_max_x = ncols / cols_per_warp; - constexpr int nwarps_max_y = c::nbatch_fa / tile_A::I; - constexpr int nwarps = nwarps_max_x*nwarps_max_y <= c::nwarps_max ? nwarps_max_x*nwarps_max_y : c::nwarps_max; + const int cols_per_warp = std::min(ncols, turing_mma_available(cc) ? 16 : 32); + const int nwarps = nthreads / WARP_SIZE; constexpr bool mla = DKQ == 576; - const int nbatch_K2 = c::get_nbatch_K2_host (cc, ncols); - const int nbatch_V2 = c::get_nbatch_K2_host (cc, ncols); - const int nbatch_combine = c::get_nbatch_combine_host(cc, ncols); - - static_assert(DKQ % tile_B::J == 0, "bad DKQ"); - static_assert(DV % tile_A::J == 0, "bad DV"); - static_assert(ncols % cols_per_warp == 0, "bad ncols"); - - const size_t nbytes_shared_KV_1stage = c::nbatch_fa * std::max(nbatch_K2 + 4, nbatch_V2 + 4) * sizeof(half2); - const size_t nbytes_shared_KV_2stage = c::nbatch_fa * (nbatch_K2 + 4 + nbatch_V2 + 4) * sizeof(half2); + const size_t nbytes_shared_KV_1stage = nbatch_fa * std::max(nbatch_K2 + 4, nbatch_V2 + 4) * sizeof(half2); + const size_t nbytes_shared_KV_2stage = nbatch_fa * (nbatch_K2 + 4 + nbatch_V2 + 4) * sizeof(half2); const size_t nbytes_shared_Q = ncols * (DKQ/2 + 4) * sizeof(half2); - const size_t nbytes_shared_mask = ncols1 * (c::nbatch_fa/2 + 4) * sizeof(half2); + const size_t nbytes_shared_mask = ncols1 * (nbatch_fa/2 + 4) * sizeof(half2); const size_t nbytes_shared_combine = nwarps*cols_per_warp * (nbatch_combine + 4) * sizeof(half2); const size_t nbytes_shared_KV = nstages <= 1 ? nbytes_shared_KV_1stage : nbytes_shared_KV_2stage; - const size_t nbytes_shared_total = std::max(nbytes_shared_combine, c::Q_in_reg ? + const size_t nbytes_shared_total = std::max(nbytes_shared_combine, Q_in_reg ? std::max(nbytes_shared_Q, nbytes_shared_KV + nbytes_shared_mask) : nbytes_shared_Q + nbytes_shared_KV + nbytes_shared_mask); @@ -1448,7 +1515,7 @@ void ggml_cuda_flash_attn_ext_mma_f16_case(ggml_backend_cuda_context & ctx, ggml fattn_kernel_t fattn_kernel; if (logit_softcap == 0.0f) { constexpr bool use_logit_softcap = false; - fattn_kernel = flash_attn_ext_f16; + fattn_kernel = flash_attn_ext_f16; #if !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) static bool shared_memory_limit_raised[GGML_CUDA_MAX_DEVICES] = {false}; @@ -1459,7 +1526,7 @@ void ggml_cuda_flash_attn_ext_mma_f16_case(ggml_backend_cuda_context & ctx, ggml #endif // !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) } else { constexpr bool use_logit_softcap = true; - fattn_kernel = flash_attn_ext_f16; + fattn_kernel = flash_attn_ext_f16; #if !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) static bool shared_memory_limit_raised[GGML_CUDA_MAX_DEVICES] = {false}; @@ -1471,7 +1538,7 @@ void ggml_cuda_flash_attn_ext_mma_f16_case(ggml_backend_cuda_context & ctx, ggml } launch_fattn - (ctx, dst, fattn_kernel, nwarps, nbytes_shared_total, FATTN_KQ_STRIDE, true, true, true); + (ctx, dst, fattn_kernel, nwarps, nbytes_shared_total, nbatch_fa, true, true, true); } diff --git a/ggml/src/ggml-cuda/fattn-tile.cuh b/ggml/src/ggml-cuda/fattn-tile.cuh index 3e58d64ff9..7c4d6fe67f 100644 --- a/ggml/src/ggml-cuda/fattn-tile.cuh +++ b/ggml/src/ggml-cuda/fattn-tile.cuh @@ -501,6 +501,7 @@ static __device__ __forceinline__ void flash_attn_tile_iter( const half2 * const __restrict__ K_h2, const half2 * const __restrict__ V_h2, const half * const __restrict__ mask, + const uint3 ne01, const float logit_softcap, const float slope, T_KQ * const KQ, @@ -512,7 +513,8 @@ static __device__ __forceinline__ void flash_attn_tile_iter( float * const KQ_sum, T_acc * const VKQ, const int k_VKQ_0, - const int k_VKQ_max) { + const int k_VKQ_max, + const int col_Q_0) { constexpr int cpy_nb = ggml_cuda_get_max_cpy_bytes(); constexpr int cpy_ne = cpy_nb / 4; @@ -556,12 +558,18 @@ static __device__ __forceinline__ void flash_attn_tile_iter( // Apply logit softcap + mask, update KQ_max: #pragma unroll for (int jc0 = 0; jc0 < cpw; ++jc0) { - const int j = (jc0 + (threadIdx.y / np)*cpw)/ncols2; + const int j = fastmodulo(col_Q_0 + (jc0 + (threadIdx.y / np)*cpw)/ncols2, ne01); #pragma unroll for (int i_KQ_0 = 0; i_KQ_0 < nbatch_fa; i_KQ_0 += np*warp_size) { const int i_KQ = i_KQ_0 + (threadIdx.y % np)*warp_size + threadIdx.x; +#if defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE) + // Without the v_dot2_f32_f16 instruction there is a higher risk of numerical overflow in the KQ calculation. + // Therefore, scale down Q values and apply the inverse scale the FP32 KQ values afterwards again. + KQ_acc[i_KQ_0/(np*warp_size)*cpw + jc0] *= 4.0f; +#endif // defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE) + if (use_logit_softcap) { KQ_acc[(i_KQ_0/(np*warp_size))*cpw + jc0] = logit_softcap * tanhf(KQ_acc[(i_KQ_0/(np*warp_size))*cpw + jc0]); } @@ -570,7 +578,7 @@ static __device__ __forceinline__ void flash_attn_tile_iter( KQ_acc[(i_KQ_0/(np*warp_size))*cpw + jc0] += (ncols2 > 1 || mask) ? slope*__half2float(mask[j*stride_mask + k_VKQ_0 + i_KQ]) : 0.0f; - KQ_max_new[jc0] = fmaxf(KQ_max_new[jc0], KQ_acc[(i_KQ_0/(np*warp_size))*cpw + jc0]); + KQ_max_new[jc0] = fmaxf(KQ_max_new[jc0], KQ_acc[(i_KQ_0/(np*warp_size))*cpw + jc0] + FATTN_KQ_MAX_OFFSET); } } @@ -736,7 +744,7 @@ static __global__ void flash_attn_tile( const float m1, const uint32_t n_head_log2, const float logit_softcap, - const int32_t ne00, const int32_t ne01, const int32_t ne02, const int32_t ne03, + const int32_t ne00, const uint3 ne01, const int32_t ne02, const int32_t ne03, const int32_t nb01, const int32_t nb02, const int32_t nb03, const int32_t ne10, const int32_t ne11, const int32_t ne12, const int32_t ne13, const int32_t nb11, const int32_t nb12, const int64_t nb13, @@ -781,11 +789,11 @@ static __global__ void flash_attn_tile( const int sequence = blockIdx.z / (ne02/ncols2); const int head0 = blockIdx.z*ncols2 - sequence*ne02; // == blockIdx.z % (ne02/ncols2) const int gqa_ratio = ne02 / ne12; // With grouped query attention there are > 1 Q matrices per K, V matrix. - const float * Q_f = (const float *) (Q + nb03*sequence + nb02* head0 + nb01*col_Q_0); + const float * Q_f = (const float *) (Q + nb03*sequence + nb02* head0); const half2 * K_h2 = (const half2 *) (K + nb13*sequence + nb12*(head0 / gqa_ratio)); const half2 * V_h2 = (const half2 *) (V + nb23*sequence + nb22*(head0 / gqa_ratio)); // K and V have same shape - const half * maskh = mask ? (const half *) (mask + nb33*(sequence % ne33) + nb31*col_Q_0) : nullptr; + const half * maskh = mask ? (const half *) (mask + nb33*(sequence % ne33)) : nullptr; const int stride_K2 = nb11 / sizeof(half2); const int stride_V2 = nb21 / sizeof(half2); @@ -842,11 +850,9 @@ static __global__ void flash_attn_tile( for (int i0 = 0; i0 < DKQp; i0 += np*warp_size*cpy_ne_D) { if (i0 + np*warp_size*cpy_ne_D <= DKQ || i0 + (threadIdx.y % np)*(warp_size*cpy_ne_D) + threadIdx.x*cpy_ne_D < DKQ) { float tmp_f[cpy_ne_D] = {0.0f}; - if (ncols1 == 1 || col_Q_0 + j < ne01) { - ggml_cuda_memcpy_1 - (tmp_f, &Q_f[c*(nb02/sizeof(float)) + j*(nb01/sizeof(float)) - + i0 + (threadIdx.y % np)*(warp_size*cpy_ne_D) + threadIdx.x*cpy_ne_D]); - } + ggml_cuda_memcpy_1 + (tmp_f, &Q_f[c*(nb02/sizeof(float)) + fastmodulo(col_Q_0 + j, ne01)*(nb01/sizeof(float)) + + i0 + (threadIdx.y % np)*(warp_size*cpy_ne_D) + threadIdx.x*cpy_ne_D]); #pragma unroll for (int i1 = 0; i1 < cpy_ne_D; ++i1) { @@ -858,6 +864,11 @@ static __global__ void flash_attn_tile( #pragma unroll for (int i1 = 0; i1 < cpy_ne_D; i1 += 2) { tmp_h2[i1/2] = make_half2(tmp_f[i1 + 0], tmp_f[i1 + 1]); +#if defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE) + // Without the v_dot2_f32_f16 instruction there is a higher risk of numerical overflow in the KQ calculation. + // Therefore, scale down Q values and apply the inverse scale the FP32 KQ values afterwards again. + tmp_h2[i1/2] *= make_half2(0.25f, 0.25f); +#endif // defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE) } ggml_cuda_memcpy_1( &Q_tmp[jc*(DKQ/2) + i0/2 + (threadIdx.y % np)*(warp_size*cpy_ne_D/2) + threadIdx.x*(cpy_ne_D/2)], @@ -881,23 +892,23 @@ static __global__ void flash_attn_tile( while (k_VKQ_0 < k_VKQ_max - nbatch_fa) { constexpr bool oob_check = false; flash_attn_tile_iter - (Q_tmp, K_h2, V_h2, maskh, logit_softcap, slope, KQ, KV_tmp, - stride_K2, stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max); + (Q_tmp, K_h2, V_h2, maskh, ne01, logit_softcap, slope, KQ, KV_tmp, + stride_K2, stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max, col_Q_0); k_VKQ_0 += gridDim.y*nbatch_fa; } if (k_VKQ_0 < k_VKQ_max) { constexpr bool oob_check = true; flash_attn_tile_iter - (Q_tmp, K_h2, V_h2, maskh, logit_softcap, slope, KQ, KV_tmp, - stride_K2, stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max); + (Q_tmp, K_h2, V_h2, maskh, ne01, logit_softcap, slope, KQ, KV_tmp, + stride_K2, stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max, col_Q_0); } } else { // Branch without out-of-bounds checks. for (int k_VKQ_0 = blockIdx.y*nbatch_fa; k_VKQ_0 < k_VKQ_max; k_VKQ_0 += gridDim.y*nbatch_fa) { constexpr bool oob_check = false; flash_attn_tile_iter - (Q_tmp, K_h2, V_h2, maskh, logit_softcap, slope, KQ, KV_tmp, - stride_K2, stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max); + (Q_tmp, K_h2, V_h2, maskh, ne01, logit_softcap, slope, KQ, KV_tmp, + stride_K2, stride_V2, stride_mask, KQ_max, KQ_sum, VKQ, k_VKQ_0, k_VKQ_max, col_Q_0); } } @@ -1010,13 +1021,13 @@ static __global__ void flash_attn_tile( const int j = jc / ncols2; const int c = jc % ncols2; - if (ncols1 > 1 && col_Q_0 + j >= ne01) { + if (ncols1 > 1 && col_Q_0 + j >= int(ne01.z)) { return; } const float scale = gridDim.y == 1 ? 1.0f/KQ_sum[jc0] : 1.0f; - const int j_dst_unrolled = ((sequence*ne01 + col_Q_0 + j)*ne02 + head0 + c)*gridDim.y + blockIdx.y; + const int j_dst_unrolled = ((sequence*int(ne01.z) + col_Q_0 + j)*ne02 + head0 + c)*gridDim.y + blockIdx.y; #ifdef FAST_FP16_AVAILABLE constexpr int cpy_ne_D = cpy_ne/2 < (DVp/2)/warp_size ? cpy_ne/2 : (DVp/2)/warp_size; diff --git a/ggml/src/ggml-cuda/fattn-vec.cuh b/ggml/src/ggml-cuda/fattn-vec.cuh index 67aa67ecb9..4d167b95a0 100644 --- a/ggml/src/ggml-cuda/fattn-vec.cuh +++ b/ggml/src/ggml-cuda/fattn-vec.cuh @@ -33,7 +33,7 @@ static __global__ void flash_attn_ext_vec( const float m1, const uint32_t n_head_log2, const float logit_softcap, - const int32_t ne00, const int32_t ne01, const int32_t ne02, const int32_t ne03, + const int32_t ne00, const uint3 ne01, const int32_t ne02, const int32_t ne03, const int32_t nb01, const int32_t nb02, const int32_t nb03, const int32_t ne10, const int32_t ne11, const int32_t ne12, const int32_t ne13, const int32_t nb11, const int32_t nb12, const int64_t nb13, @@ -150,7 +150,7 @@ static __global__ void flash_attn_ext_vec( float2 * tmp_q_ds = (float2 *) (tmp_q_i32 + D/sizeof(int)); // Set memory to zero if out of bounds: - if (ncols > 1 && ic0 + j >= ne01) { + if (ncols > 1 && ic0 + j >= int(ne01.z)) { #pragma unroll for (int i0 = 0; i0 < int(D/sizeof(int)); i0 += WARP_SIZE) { const int i = i0 + threadIdx.x; @@ -201,7 +201,7 @@ static __global__ void flash_attn_ext_vec( const int i = i0 + (nthreads_KQ == WARP_SIZE ? threadIdx.x : threadIdx.x % nthreads_KQ)*cpy_ne; float2 tmp[cpy_ne] = {{0.0f, 0.0f}}; - if (ncols == 1 || ic0 + j < ne01) { + if (ncols == 1 || ic0 + j < int(ne01.z)) { ggml_cuda_memcpy_1(tmp, &Q_j[i]); ggml_cuda_memcpy_1(tmp + cpy_ne/2, &Q_j[i + cpy_ne/2]); } @@ -222,7 +222,7 @@ static __global__ void flash_attn_ext_vec( #pragma unroll for (int i0 = 0; i0 < D/2; i0 += nthreads_KQ*cpy_ne) { const int i = i0 + (nthreads_KQ == WARP_SIZE ? threadIdx.x : threadIdx.x % nthreads_KQ)*cpy_ne; - if (ncols == 1 || ic0 + j < ne01) { + if (ncols == 1 || ic0 + j < int(ne01.z)) { ggml_cuda_memcpy_1(&Q_reg[j][i0/nthreads_KQ], &Q_j[i]); ggml_cuda_memcpy_1(&Q_reg[j][i0/nthreads_KQ + cpy_ne/2], &Q_j[i + cpy_ne/2]); } @@ -266,11 +266,11 @@ static __global__ void flash_attn_ext_vec( sum = logit_softcap*tanhf(sum); } - if (mask) { + if (mask && (ncols == 1 || ic0 + j < int(ne01.z))) { sum += slope*__half2float(maskh[j*ne11 + i_KQ]); } - KQ_max_new[j] = fmaxf(KQ_max_new[j], sum); + KQ_max_new[j] = fmaxf(KQ_max_new[j], sum + FATTN_KQ_MAX_OFFSET); if ((nthreads_KQ == WARP_SIZE ? threadIdx.x : threadIdx.x % nthreads_KQ) == uint32_t(i_KQ_0)) { KQ_reg[j] = sum; @@ -412,7 +412,7 @@ static __global__ void flash_attn_ext_vec( #pragma unroll for (int j_VKQ = 0; j_VKQ < ncols; ++j_VKQ) { - if (ncols > 1 && ic0 + j_VKQ >= ne01) { + if (ncols > 1 && ic0 + j_VKQ >= int(ne01.z)) { break; } @@ -479,7 +479,7 @@ static __global__ void flash_attn_ext_vec( if (gridDim.y == 1) { dst_val /= KQ_sum[j_VKQ]; } - dst[(((sequence*ne01 + ic0 + j_VKQ)*ne02 + head)*gridDim.y + blockIdx.y)*D + i0 + tid] = dst_val; + dst[(((sequence*int(ne01.z) + ic0 + j_VKQ)*ne02 + head)*gridDim.y + blockIdx.y)*D + i0 + tid] = dst_val; } } @@ -489,8 +489,8 @@ static __global__ void flash_attn_ext_vec( } - if (gridDim.y != 1 && tid < ncols && (ncols == 1 || ic0 + tid < ne01)) { - dst_meta[((sequence*ne01 + ic0 + tid)*ne02 + head)*gridDim.y + blockIdx.y] = make_float2(KQ_max[tid], KQ_sum[tid]); + if (gridDim.y != 1 && tid < ncols && (ncols == 1 || ic0 + tid < int(ne01.z))) { + dst_meta[((sequence*int(ne01.z) + ic0 + tid)*ne02 + head)*gridDim.y + blockIdx.y] = make_float2(KQ_max[tid], KQ_sum[tid]); } #else GGML_UNUSED_VARS(Q, K, V, mask, sinks, KV_max, dst, dst_meta, scale, diff --git a/ggml/src/ggml-cuda/fattn-wmma-f16.cu b/ggml/src/ggml-cuda/fattn-wmma-f16.cu index 6c90d6d52b..8694fd06c7 100644 --- a/ggml/src/ggml-cuda/fattn-wmma-f16.cu +++ b/ggml/src/ggml-cuda/fattn-wmma-f16.cu @@ -38,14 +38,14 @@ static __global__ void flash_attn_ext_f16( const float m1, const uint32_t n_head_log2, const float logit_softcap, - const int32_t ne00, const int32_t ne01, const int32_t ne02, const int32_t ne03, + const int32_t ne00, const uint3 ne01, const int32_t ne02, const int32_t ne03, const int32_t nb01, const int32_t nb02, const int32_t nb03, const int32_t ne10, const int32_t ne11, const int32_t ne12, const int32_t ne13, const int32_t nb11, const int32_t nb12, const int64_t nb13, const int32_t nb21, const int32_t nb22, const int64_t nb23, const int32_t ne31, const int32_t ne32, const int32_t ne33, const int32_t nb31, const int32_t nb32, const int64_t nb33) { -#if defined(FLASH_ATTN_AVAILABLE) && (__CUDA_ARCH__ == GGML_CUDA_CC_VOLTA || (defined(GGML_HIP_ROCWMMA_FATTN) && defined(GGML_USE_WMMA_FATTN))) +#if defined(FLASH_ATTN_AVAILABLE) && (defined(GGML_HIP_ROCWMMA_FATTN) && defined(GGML_USE_WMMA_FATTN)) // Skip unused kernel variants for faster compilation: if (use_logit_softcap && !(D == 128 || D == 256)) { NO_DEVICE_CODE; @@ -149,7 +149,7 @@ static __global__ void flash_attn_ext_f16( if (i0 + warp_size > D && i >= D) { break; } - KQ[j*D_padded + i] = ic0 + j < ne01 ? Q_f[j*stride_Q + i] * scale : 0.0f; + KQ[j*D_padded + i] = ic0 + j < int(ne01.z) ? Q_f[j*stride_Q + i] * scale : 0.0f; } } @@ -218,8 +218,9 @@ static __global__ void flash_attn_ext_f16( for (int k0 = 0; k0 < FATTN_KQ_STRIDE; k0 += warp_size) { const int k = k0 + threadIdx.x; - KQ_f_tmp[k0/warp_size] += mask ? __half2float(slopeh*maskh[j*(nb31/sizeof(half)) + k_VKQ_0 + k]) : 0.0f; - KQ_max_new = max(KQ_max_new, KQ_f_tmp[k0/warp_size]); + KQ_f_tmp[k0/warp_size] += mask && ic0 + j < int(ne01.z) ? + __half2float(slopeh*maskh[j*(nb31/sizeof(half)) + k_VKQ_0 + k]) : 0.0f; + KQ_max_new = max(KQ_max_new, KQ_f_tmp[k0/warp_size] + FATTN_KQ_MAX_OFFSET); } KQ_max_new = warp_reduce_max(KQ_max_new); @@ -270,7 +271,7 @@ static __global__ void flash_attn_ext_f16( for (int k0 = 0; k0 < FATTN_KQ_STRIDE/2; k0 += warp_size) { const int k = k0 + threadIdx.x; - KQ2_tmp[k0/warp_size] += mask ? slope2*mask2[(j*ne11 + k_VKQ_0)/2 + k] : make_half2(0.0f, 0.0f); + KQ2_tmp[k0/warp_size] += mask && ic0 + j < int(ne01.z) ? slope2*mask2[(j*ne11 + k_VKQ_0)/2 + k] : make_half2(0.0f, 0.0f); KQ_max_new = ggml_cuda_hmax2(KQ_max_new, KQ2_tmp[k0/warp_size]); } KQ_max_new = __half2half2(warp_reduce_max(ggml_cuda_hmax(__low2half(KQ_max_new), __high2half(KQ_max_new)))); @@ -431,7 +432,7 @@ static __global__ void flash_attn_ext_f16( #pragma unroll for (int j0 = 0; j0 < ncols; j0 += nwarps) { const int j_VKQ = j0 + threadIdx.y; - if (ic0 + j_VKQ >= ne01) { + if (ic0 + j_VKQ >= int(ne01.z)) { return; } @@ -442,7 +443,7 @@ static __global__ void flash_attn_ext_f16( KQ_rowsum_j = __low2float(KQ_rowsum_h2[j0/nwarps]) + __high2float(KQ_rowsum_h2[j0/nwarps]); } - const int j_dst_unrolled = ((sequence*ne01 + ic0 + j_VKQ)*ne02 + head)*gridDim.y + blockIdx.y; + const int j_dst_unrolled = ((sequence*int(ne01.z) + ic0 + j_VKQ)*ne02 + head)*gridDim.y + blockIdx.y; #pragma unroll for (int i0 = 0; i0 < D; i0 += warp_size) { @@ -481,7 +482,7 @@ static __global__ void flash_attn_ext_f16( ne31, ne32, ne33, nb31, nb32, nb33); NO_DEVICE_CODE; -#endif // defined(FLASH_ATTN_AVAILABLE) && (__CUDA_ARCH__ == GGML_CUDA_CC_VOLTA || (defined(GGML_HIP_ROCWMMA_FATTN) && defined(GGML_USE_WMMA_FATTN))) +#endif // defined(FLASH_ATTN_AVAILABLE) && (defined(GGML_HIP_ROCWMMA_FATTN) && defined(GGML_USE_WMMA_FATTN)) } constexpr int get_max_power_of_2(int x) { diff --git a/ggml/src/ggml-cuda/fattn-wmma-f16.cuh b/ggml/src/ggml-cuda/fattn-wmma-f16.cuh index 7235f1b77a..cd3bfd4051 100644 --- a/ggml/src/ggml-cuda/fattn-wmma-f16.cuh +++ b/ggml/src/ggml-cuda/fattn-wmma-f16.cuh @@ -2,9 +2,9 @@ #include "common.cuh" -#if (!defined(GGML_USE_HIP) && __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA) || defined(GGML_USE_MUSA) +#if defined(GGML_USE_MUSA) #define GGML_USE_WMMA_FATTN -#endif // (!defined(GGML_USE_HIP) && __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA) || defined(GGML_USE_MUSA) +#endif // defined(GGML_USE_MUSA) #if defined(GGML_HIP_ROCWMMA_FATTN) #if defined(CDNA) && (ROCWMMA_VERSION_MAJOR < 2 || ROCWMMA_VERSION_MINOR > 0 || ROCWMMA_VERSION_PATCH > 0) diff --git a/ggml/src/ggml-cuda/fattn.cu b/ggml/src/ggml-cuda/fattn.cu index 82405991ce..0155406665 100644 --- a/ggml/src/ggml-cuda/fattn.cu +++ b/ggml/src/ggml-cuda/fattn.cu @@ -12,13 +12,13 @@ static void ggml_cuda_flash_attn_ext_mma_f16_switch_ncols1(ggml_backend_cuda_con const ggml_tensor * Q = dst->src[0]; if constexpr (ncols2 <= 8) { - if (Q->ne[1] <= 8/ncols2) { + if (turing_mma_available(cc) && Q->ne[1] <= 8/ncols2) { ggml_cuda_flash_attn_ext_mma_f16_case(ctx, dst); return; } } - if (Q->ne[1] <= 16/ncols2) { + if (turing_mma_available(cc) && Q->ne[1] <= 16/ncols2) { ggml_cuda_flash_attn_ext_mma_f16_case(ctx, dst); return; } @@ -36,12 +36,26 @@ static void ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2(ggml_backend_cuda_con const ggml_tensor * KQV = dst; const ggml_tensor * Q = dst->src[0]; const ggml_tensor * K = dst->src[1]; + const ggml_tensor * V = dst->src[2]; const ggml_tensor * mask = dst->src[3]; float max_bias = 0.0f; memcpy(&max_bias, (const float *) KQV->op_params + 1, sizeof(float)); - const bool use_gqa_opt = mask && max_bias == 0.0f; + // Edge cases like no mask, ALiBi, unpadded K/V, or misaligned addresses for large data transfers + // are put into the template specialization without GQA optimizations. + bool use_gqa_opt = mask && max_bias == 0.0f && K->ne[1] % FATTN_KQ_STRIDE == 0; + for (const ggml_tensor * t : {Q, K, V, mask}) { + if (t == nullptr) { + continue; + } + for (size_t i = 1; i < GGML_MAX_DIMS; ++i) { + if (t->nb[i] % 16 != 0) { + use_gqa_opt = false; + break; + } + } + } GGML_ASSERT(Q->ne[2] % K->ne[2] == 0); const int gqa_ratio = Q->ne[2] / K->ne[2]; @@ -275,8 +289,8 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const // For small batch sizes the vector kernel may be preferable over the kernels optimized for large batch sizes: const bool can_use_vector_kernel = Q->ne[0] <= 256 && Q->ne[0] % 64 == 0 && K->ne[1] % FATTN_KQ_STRIDE == 0; - // If Turing tensor cores available, use them: - if (turing_mma_available(cc) && K->ne[1] % FATTN_KQ_STRIDE == 0 && Q->ne[0] != 40 && Q->ne[0] != 72) { + // If Turing tensor cores are available, use them: + if (turing_mma_available(cc) && Q->ne[0] != 40 && Q->ne[0] != 72) { if (can_use_vector_kernel) { if (!ggml_is_quantized(K->type) && !ggml_is_quantized(V->type)) { if (cc >= GGML_CUDA_CC_ADA_LOVELACE && Q->ne[1] == 1 && Q->ne[3] == 1 && !(gqa_ratio > 4 && K->ne[1] >= 8192)) { @@ -297,7 +311,21 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const return BEST_FATTN_KERNEL_VEC; } } + return BEST_FATTN_KERNEL_MMA_F16; + } + if (volta_mma_available(cc) && Q->ne[0] != 40 && Q->ne[0] != 72) { + int gqa_ratio_eff = 1; + const int ncols2_max = Q->ne[0] == 576 ? 16 : 8; + while (gqa_ratio % (2*gqa_ratio_eff) == 0 && gqa_ratio_eff < ncols2_max) { + gqa_ratio_eff *= 2; + } + if (can_use_vector_kernel && Q->ne[1] * gqa_ratio_eff <= 2) { + return BEST_FATTN_KERNEL_VEC; + } + if (Q->ne[1] * gqa_ratio_eff <= 16) { + return BEST_FATTN_KERNEL_TILE; // On Volta tensor cores are only faster for sufficiently large matrices. + } return BEST_FATTN_KERNEL_MMA_F16; } diff --git a/ggml/src/ggml-cuda/fill.cu b/ggml/src/ggml-cuda/fill.cu new file mode 100644 index 0000000000..739062c405 --- /dev/null +++ b/ggml/src/ggml-cuda/fill.cu @@ -0,0 +1,37 @@ +#include "fill.cuh" +#include "convert.cuh" + +#define CUDA_FILL_BLOCK_SIZE 256 + +template +static __global__ void fill_kernel(T * dst, const int64_t k, const T value) { + const int64_t i = (int64_t)blockDim.x * blockIdx.x + threadIdx.x; + if (i >= k) { + return; + } + dst[i] = value; +} + +void ggml_cuda_op_fill(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + void * dst_d = dst->data; + cudaStream_t stream = ctx.stream(); + + GGML_ASSERT(ggml_is_contiguous(dst)); + + float value; + memcpy(&value, dst->op_params, sizeof(float)); + + const int64_t k = ggml_nelements(dst); + const int64_t num_blocks = (k + CUDA_FILL_BLOCK_SIZE - 1) / CUDA_FILL_BLOCK_SIZE; + + switch (dst->type) { + case GGML_TYPE_F32: + fill_kernel<<>>((float *)dst_d, k, value); + break; + case GGML_TYPE_F16: + fill_kernel<<>>((half *)dst_d, k, ggml_cuda_cast(value)); + break; + default: + GGML_ABORT("unsupported type"); + } +} diff --git a/ggml/src/ggml-cuda/fill.cuh b/ggml/src/ggml-cuda/fill.cuh new file mode 100644 index 0000000000..8443c83620 --- /dev/null +++ b/ggml/src/ggml-cuda/fill.cuh @@ -0,0 +1,3 @@ +#include "common.cuh" + +void ggml_cuda_op_fill(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index a844a3d99a..ab0f6fe9ce 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -20,6 +20,7 @@ #include "ggml-cuda/cpy.cuh" #include "ggml-cuda/cross-entropy-loss.cuh" #include "ggml-cuda/diagmask.cuh" +#include "ggml-cuda/diag.cuh" #include "ggml-cuda/fattn.cuh" #include "ggml-cuda/getrows.cuh" #include "ggml-cuda/im2col.cuh" @@ -54,6 +55,9 @@ #include "ggml-cuda/set-rows.cuh" #include "ggml-cuda/pad_reflect_1d.cuh" #include "ggml-cuda/solve_tri.cuh" +#include "ggml-cuda/tri.cuh" +#include "ggml-cuda/cumsum.cuh" +#include "ggml-cuda/fill.cuh" #include "ggml.h" #include @@ -522,7 +526,8 @@ struct ggml_cuda_pool_vmm : public ggml_cuda_pool { }; #endif // defined(GGML_USE_VMM) -std::unique_ptr ggml_backend_cuda_context::new_pool_for_device(int device) { +std::unique_ptr ggml_backend_cuda_context::new_pool_for_device(int device, + [[maybe_unused]] int stream_no) { #if defined(GGML_USE_VMM) if (ggml_cuda_info().devices[device].vmm) { return std::unique_ptr(new ggml_cuda_pool_vmm(device)); @@ -2637,6 +2642,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_PERMUTE: case GGML_OP_TRANSPOSE: break; + case GGML_OP_DIAG: + ggml_cuda_op_diag(ctx, dst); + break; case GGML_OP_DIAG_MASK_INF: ggml_cuda_op_diag_mask_inf(ctx, dst); break; @@ -2700,6 +2708,12 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_CROSS_ENTROPY_LOSS: ggml_cuda_cross_entropy_loss(ctx, dst); break; + case GGML_OP_CUMSUM: + ggml_cuda_op_cumsum(ctx, dst); + break; + case GGML_OP_TRI: + ggml_cuda_op_tri(ctx, dst); + break; case GGML_OP_RWKV_WKV6: ggml_cuda_op_rwkv_wkv6(ctx, dst); break; @@ -2721,6 +2735,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_SOLVE_TRI: ggml_cuda_op_solve_tri(ctx, dst); break; + case GGML_OP_FILL: + ggml_cuda_op_fill(ctx, dst); + break; default: return false; } @@ -3200,27 +3217,141 @@ static void evaluate_and_capture_cuda_graph(ggml_backend_cuda_context * cuda_ctx // flag used to determine whether it is an integrated_gpu const bool integrated = ggml_cuda_info().devices[cuda_ctx->device].integrated; + ggml_cuda_stream_context & stream_ctx = cuda_ctx->stream_context(); + bool is_concurrent_event_active = false; + ggml_cuda_concurrent_event * concurrent_event = nullptr; + bool should_launch_concurrent_events = false; + + const auto try_launch_concurrent_event = [&](const ggml_tensor * node) { + if (stream_ctx.concurrent_events.find(node) != stream_ctx.concurrent_events.end()) { + concurrent_event = &stream_ctx.concurrent_events[node]; + + is_concurrent_event_active = true; + + GGML_LOG_DEBUG("Launching %d streams at %s\n", concurrent_event->n_streams, node->name); + + cudaStream_t main_stream = cuda_ctx->stream(); // this should be stream 0 + GGML_ASSERT(cuda_ctx->curr_stream_no == 0); + CUDA_CHECK(cudaEventRecord(concurrent_event->fork_event, main_stream)); + + for (int i = 1; i <= concurrent_event->n_streams; ++i) { + cudaStream_t stream = cuda_ctx->stream(cuda_ctx->device, i); + CUDA_CHECK(cudaStreamWaitEvent(stream, concurrent_event->fork_event)); + } + } + }; + while (!graph_evaluated_or_captured) { // Only perform the graph execution if CUDA graphs are not enabled, or we are capturing the graph. // With the use of CUDA graphs, the execution will be performed by the graph launch. if (!use_cuda_graph || cuda_graph_update_required) { - [[maybe_unused]] int prev_i = 0; + if (stream_ctx.concurrent_events.size() > 0) { + should_launch_concurrent_events = true; + for (const auto & [tensor, event] : stream_ctx.concurrent_events) { + should_launch_concurrent_events = should_launch_concurrent_events && event.is_valid(); + } + } + if (should_launch_concurrent_events) { + // Restore original node order within each concurrent region to enable fusion within streams + + std::unordered_map node_to_idx; + node_to_idx.reserve(cgraph->n_nodes); + for (int i = 0; i < cgraph->n_nodes; ++i) { + node_to_idx[cgraph->nodes[i]] = i; + } + + for (auto & [fork_node, event] : stream_ctx.concurrent_events) { + // Find positions of all nodes from this event in the current graph + std::vector positions; + positions.reserve(event.original_order.size()); + + bool all_found = true; + for (const ggml_tensor * orig_node : event.original_order) { + auto it = node_to_idx.find(orig_node); + if (it != node_to_idx.end()) { + positions.push_back(it->second); + } else { + all_found = false; + break; + } + } + + if (!all_found || positions.size() != event.original_order.size()) { + continue; + } + + // Sort positions to get contiguous range + std::vector sorted_positions = positions; + std::sort(sorted_positions.begin(), sorted_positions.end()); + + bool is_contiguous = true; + for (size_t i = 1; i < sorted_positions.size(); ++i) { + if (sorted_positions[i] != sorted_positions[i-1] + 1) { + is_contiguous = false; + break; + } + } + + if (!is_contiguous) { + continue; + } + + // Restore original order at the sorted positions + int start_pos = sorted_positions[0]; + for (size_t i = 0; i < event.original_order.size(); ++i) { + cgraph->nodes[start_pos + i] = const_cast(event.original_order[i]); + } + } + } + for (int i = 0; i < cgraph->n_nodes; i++) { ggml_tensor * node = cgraph->nodes[i]; + if (is_concurrent_event_active) { + GGML_ASSERT(concurrent_event); + + if (node == concurrent_event->join_node) { + cuda_ctx->curr_stream_no = 0; + for (int i = 1; i <= concurrent_event->n_streams; ++i) { + // Wait on join events of forked streams in the main stream + CUDA_CHECK(cudaEventRecord(concurrent_event->join_events[i - 1], + cuda_ctx->stream(cuda_ctx->device, i))); + CUDA_CHECK(cudaStreamWaitEvent(cuda_ctx->stream(), concurrent_event->join_events[i - 1])); + } + + is_concurrent_event_active = false; + concurrent_event = nullptr; + } else { + GGML_ASSERT (concurrent_event->stream_mapping.find(node) != concurrent_event->stream_mapping.end()); + cuda_ctx->curr_stream_no = concurrent_event->stream_mapping[node]; + GGML_LOG_DEBUG("Setting stream no to %d for node %s\n", cuda_ctx->curr_stream_no, node->name); + } + } else if (i - prev_i > 1) { + //the previous node was fused + const ggml_tensor * prev_node = cgraph->nodes[i - 1]; + try_launch_concurrent_event(prev_node); + + if (is_concurrent_event_active) { + cuda_ctx->curr_stream_no = concurrent_event->stream_mapping[node]; + GGML_LOG_DEBUG("Setting stream no to %d for node %s\n", cuda_ctx->curr_stream_no, node->name); + } + } + #ifdef GGML_CUDA_DEBUG const int nodes_fused = i - prev_i - 1; - prev_i = i; if (nodes_fused > 0) { GGML_LOG_INFO("nodes_fused: %d\n", nodes_fused); } #endif + prev_i = i; if (ggml_is_empty(node) || node->op == GGML_OP_RESHAPE || node->op == GGML_OP_TRANSPOSE || node->op == GGML_OP_VIEW || node->op == GGML_OP_PERMUTE || node->op == GGML_OP_NONE) { continue; } + + // start of fusion operations static bool disable_fusion = (getenv("GGML_CUDA_DISABLE_FUSION") != nullptr); if (!disable_fusion) { @@ -3513,13 +3644,17 @@ static void evaluate_and_capture_cuda_graph(ggml_backend_cuda_context * cuda_ctx } #else GGML_UNUSED(integrated); -#endif // NDEBUG +#endif // NDEBUG bool ok = ggml_cuda_compute_forward(*cuda_ctx, node); if (!ok) { GGML_LOG_ERROR("%s: op not supported %s (%s)\n", __func__, node->name, ggml_op_name(node->op)); } GGML_ASSERT(ok); + + if (!is_concurrent_event_active) { + try_launch_concurrent_event(node); + } } } @@ -3659,6 +3794,234 @@ static void ggml_backend_cuda_event_wait(ggml_backend_t backend, ggml_backend_ev } } +static void ggml_backend_cuda_graph_optimize(ggml_backend_t backend, ggml_cgraph * cgraph) { + ggml_backend_cuda_context * cuda_ctx = (ggml_backend_cuda_context *) backend->context; + + static bool enable_graph_optimization = [] { + const char * env = getenv("GGML_CUDA_GRAPH_OPT"); + return env != nullptr && atoi(env) == 1; + }(); + + if (!enable_graph_optimization) { + return; + } + + GGML_ASSERT(ggml_backend_cuda_get_device_count() == 1 && "compute graph optimization is only supported on single GPU in the CUDA backend"); + GGML_LOG_DEBUG("Optimizing CUDA graph %p with %d nodes\n", cgraph->nodes, cgraph->n_nodes); + + ggml_cuda_stream_context & stream_context = cuda_ctx->stream_context(); + stream_context.reset(); + + // number of out-degrees for a particular node + std::unordered_map fan_out; + // reverse mapping of node to index in the cgraph + std::unordered_map node_indices; + + const auto & is_noop = [](const ggml_tensor * node) -> bool { + return ggml_is_empty(node) || node->op == GGML_OP_NONE || node->op == GGML_OP_RESHAPE || + node->op == GGML_OP_TRANSPOSE || node->op == GGML_OP_VIEW || node->op == GGML_OP_PERMUTE; + }; + + const auto & depends_on = [](const ggml_tensor * dst, const ggml_tensor * src) -> bool { + for (uint32_t s = 0; s < GGML_MAX_SRC; ++s) { + if (dst->src[s] == src) { + return true; + } + } + // implicit dependency if they view the same tensor + const ggml_tensor * dst2 = dst->view_src ? dst->view_src : dst; + const ggml_tensor * src2 = src->view_src ? src->view_src : src; + if (dst2 == src2) { + return true; + } + return false; + }; + + for (int node_idx = 0; node_idx < cgraph->n_nodes; node_idx++) { + const ggml_tensor * node = cgraph->nodes[node_idx]; + node_indices[node] = node_idx; + + if (is_noop(node)) { + continue; + } + for (int src_idx = 0; src_idx < GGML_MAX_SRC; ++src_idx) { + const ggml_tensor * src = cgraph->nodes[node_idx]->src[src_idx]; + //TODO: check why nrows > 1 fails + if (node && !is_noop(node) && ggml_nrows(node) <= 1) { + fan_out[src] += 1; + } + } + } + + // Target Q, K, V for concurrency + // this is a more general way to find nodes which can be candidates for concurrency (although it has not been tested for anything else): + // 1. find fan-out (fork) nodes where the same input is used at least N times (in QKV, it would be "attn-norm") + // 2. find the join node, where 2 or more of the outputs are required (in QKV, this would "KQ" or "flash-attn") + // 3. account for all branches from the fork to the join + // 4. To extend lifetimes of the tensors, we interleave the branches (see below for more details) + // 5. save the original cgraph and restore it in graph_compute, to enable fusion within streams + // See discussion: https://github.com/ggml-org/llama.cpp/pull/16991#issuecomment-3522620030 + + const int min_fan_out = 3; + const int max_fan_out = 3; + + // store {fork_idx, join_idx} + std::vector> concurrent_node_ranges; + + for (const auto & [root_node, count] : fan_out) { + if (count >= min_fan_out && count <= max_fan_out) { + const int root_node_idx = node_indices[root_node]; + + bool is_part_of_event = false; + for (const auto & [start, end] : concurrent_node_ranges) { + if (root_node_idx >= start && root_node_idx <= end) { + is_part_of_event = true; + } + } + + if (is_part_of_event) { + continue; + } + + std::vector> nodes_per_branch; + for (int i = root_node_idx + 1; i < cgraph->n_nodes; ++i) { + const ggml_tensor * node = cgraph->nodes[i]; + if (!is_noop(node) && depends_on(node, root_node)) { + nodes_per_branch.push_back({ node }); + } + } + + GGML_ASSERT(nodes_per_branch.size() == (size_t) count); + + //find the join point + const ggml_tensor * join_node = nullptr; + + const auto & belongs_to_branch = [&](const ggml_tensor * node, + const std::vector & branch) -> bool { + for (const ggml_tensor * n : branch) { + if (depends_on(node, n)) { + return true; + } + } + return false; + }; + + for (int i = root_node_idx + 1; i < cgraph->n_nodes; ++i) { + const ggml_tensor * curr_node = cgraph->nodes[i]; + + int num_joins = 0; + for (size_t branch_idx = 0; branch_idx < nodes_per_branch.size(); branch_idx++) { + if (belongs_to_branch(curr_node, nodes_per_branch[branch_idx])) { + num_joins++; + } + } + + if (num_joins >= 2) { + join_node = curr_node; + break; + } + + bool found_branch = false; + for (size_t branch_idx = 0; branch_idx < nodes_per_branch.size(); branch_idx++) { + std::vector & branch_vec = nodes_per_branch[branch_idx]; + if (belongs_to_branch(curr_node, branch_vec)) { + //continue accumulating + if (std::find(branch_vec.begin(), branch_vec.end(), curr_node) == branch_vec.end()) { + branch_vec.push_back(curr_node); + } + found_branch = true; + } + } + + if (!found_branch && is_noop(curr_node)) { + // we can put it in any branch because it will be ignored + nodes_per_branch[0].push_back({ curr_node }); + } + } + + if (join_node) { + //Create ggml_cuda_concurrent_event + ggml_cuda_concurrent_event concurrent_event(nodes_per_branch.size()); + concurrent_event.join_node = join_node; + + for (size_t branch_idx = 0; branch_idx < nodes_per_branch.size(); branch_idx++) { + for (const ggml_tensor * n : nodes_per_branch[branch_idx]) { + concurrent_event.stream_mapping[n] = branch_idx + 1; + } + } + + int fork_node_idx = node_indices[root_node]; + int join_node_idx = node_indices[join_node]; + + int current_branch_idx = 0; + int current_node_idx = fork_node_idx + 1; + const int n_branches = nodes_per_branch.size(); + + int total_branch_nodes = 0; + for (std::vector branch_nodes : nodes_per_branch) { + total_branch_nodes += branch_nodes.size(); + } + + // there are other nodes in the middle which are unaccounted for + // usually (cpy) nodes, then ignore this fork + if (join_node_idx - fork_node_idx - 1 != total_branch_nodes) { + GGML_LOG_DEBUG( + "Skipping %s because the number of nodes in the middle is not equal to the total number of " + "branch nodes %d != %d\n", + root_node->name, join_node_idx - fork_node_idx - 1, total_branch_nodes); + continue; + } + + // Save the original order of nodes in this region before interleaving + // This is used later to restore grouping for fusion within streams + concurrent_event.original_order.reserve(total_branch_nodes); + for (int i = fork_node_idx + 1; i < join_node_idx; ++i) { + concurrent_event.original_order.push_back(cgraph->nodes[i]); + } + + std::unordered_map & concurrent_events = cuda_ctx->stream_context().concurrent_events; + GGML_ASSERT(concurrent_events.find(root_node) == concurrent_events.end()); + concurrent_events.emplace(root_node, std::move(concurrent_event)); + GGML_LOG_DEBUG("Adding stream at node %s %p\n", root_node->name, root_node); + concurrent_node_ranges.emplace_back(fork_node_idx, join_node_idx); + + // interleave tensors to extend lifetimes so that ggml graph doesn't recycle them + // example transformation: + // [attn-norm, QMul, QNorm, QRope, KMul, KNorm, KRope, VMul, attn] -> + // [attn-norm, QMul, KMul, VMul, QNorm, VNorm, QRope, KRope, attn] + while (current_node_idx < join_node_idx) { + std::vector & branch_nodes = nodes_per_branch[current_branch_idx]; + + bool has_node = false; + for (std::vector branch_node : nodes_per_branch) { + has_node |= branch_node.size() > 0; + } + + GGML_ASSERT(has_node); + + if (branch_nodes.empty()) { + current_branch_idx = (current_branch_idx + 1) % n_branches; + continue; + } + + cgraph->nodes[current_node_idx] = const_cast(branch_nodes.front()); + current_node_idx++; + branch_nodes.erase(branch_nodes.begin()); + + // append all empty nodes + while (!branch_nodes.empty() && is_noop(branch_nodes.front())) { + cgraph->nodes[current_node_idx] = const_cast(branch_nodes.front()); + current_node_idx++; + branch_nodes.erase(branch_nodes.begin()); + } + + current_branch_idx = (current_branch_idx + 1) % n_branches; + } + } + } + } +} + static const ggml_backend_i ggml_backend_cuda_interface = { /* .get_name = */ ggml_backend_cuda_get_name, /* .free = */ ggml_backend_cuda_free, @@ -3673,7 +4036,7 @@ static const ggml_backend_i ggml_backend_cuda_interface = { /* .graph_compute = */ ggml_backend_cuda_graph_compute, /* .event_record = */ ggml_backend_cuda_event_record, /* .event_wait = */ ggml_backend_cuda_event_wait, - /* .graph_optimize = */ NULL, + /* .graph_optimize = */ ggml_backend_cuda_graph_optimize, }; static ggml_guid_t ggml_backend_cuda_guid() { @@ -3950,6 +4313,7 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g case GGML_UNARY_OP_EXPM1: case GGML_UNARY_OP_SOFTPLUS: case GGML_UNARY_OP_ELU: + case GGML_UNARY_OP_XIELU: case GGML_UNARY_OP_FLOOR: case GGML_UNARY_OP_CEIL: case GGML_UNARY_OP_ROUND: @@ -4262,9 +4626,13 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_CROSS_ENTROPY_LOSS_BACK: case GGML_OP_OPT_STEP_ADAMW: case GGML_OP_OPT_STEP_SGD: - return true; + case GGML_OP_FILL: + case GGML_OP_CUMSUM: + case GGML_OP_TRI: + case GGML_OP_DIAG: case GGML_OP_SOLVE_TRI: - return op->src[0]->ne[0] <= 64 && op->src[1]->ne[0] <= 32; + return true; + default: return false; } diff --git a/ggml/src/ggml-cuda/mma.cuh b/ggml/src/ggml-cuda/mma.cuh index 0ed42e87d3..dcfa40f4d5 100644 --- a/ggml/src/ggml-cuda/mma.cuh +++ b/ggml/src/ggml-cuda/mma.cuh @@ -68,10 +68,31 @@ static __device__ __forceinline__ half2 ggml_cuda_movmatrix(const half2 x) { namespace ggml_cuda_mma { + // Some architectures like Volta or CDNA3 perform multiple matrix multiplications per warp in parallel, + // effectively the warp is being split into subgroups of threads that each perform a single mma instruction. + // In those cases the data can be split in different ways across the warp. + enum data_layout { + // By default the data uses the I direction as its major dimension and the J direction as its minor dimension. + // For the A/C matrices this means I major == row major, J major == column major. + // For the B matrix this means I major == column major, J major == row major. + // MIRRORED == Each data value is held exactly once per thread subgroup. + DATA_LAYOUT_I_MAJOR = 0, // Always used for Turing, Ampere, Ada Lovelace, consumer Blackwell. + DATA_LAYOUT_I_MAJOR_MIRRORED = 10, + DATA_LAYOUT_J_MAJOR_MIRRORED = 20, + }; + // Implemented mma combinations are: + // - (I_MAJOR, I_MAJOR) -> I_MAJOR + // - (I_MAJOR, I_MAJOR_MIRRORED) -> I_MAJOR + // - (I_MAJOR, J_MAJOR_MIRRORED) -> I_MAJOR + + template + struct tile {}; + template - struct tile { - static constexpr int I = I_; - static constexpr int J = J_; + struct tile { + static constexpr int I = I_; + static constexpr int J = J_; + static constexpr data_layout dl = DATA_LAYOUT_I_MAJOR; #if defined(AMD_MFMA_AVAILABLE) static constexpr int ne = I * J / 64; @@ -131,9 +152,9 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ int get_i(const int l) { if constexpr (I == 32 && J == 8) { #ifdef GGML_CUDA_MMA_NO_VOLTA_PERM - return (((threadIdx.x % 16) / 4) * 8) | ((threadIdx.x / 16) * 4) | (l & 2) | (threadIdx.x % 2); + return (((threadIdx.x % 16) / 4) * 8) + ((threadIdx.x / 16) * 4) + (l & 2) + (threadIdx.x % 2); #else - return (l & 2) | (threadIdx.x & ~2); + return (l & 2) + (threadIdx.x & ~2); #endif // GGML_CUDA_MMA_NO_VOLTA_PERM } else { NO_DEVICE_CODE; @@ -143,7 +164,7 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ int get_j(const int l) { if constexpr (I == 32 && J == 8) { - return (threadIdx.x & 2) | (l & (4 + 1)); + return (threadIdx.x & 2) + (l & (4 + 1)); } else { NO_DEVICE_CODE; return -1; @@ -152,6 +173,9 @@ namespace ggml_cuda_mma { #elif defined(AMD_WMMA_AVAILABLE) #if defined(RDNA4) static constexpr int ne = I * J / 32; +#elif defined(RDNA3) + static constexpr int ne = (I == 16 && J == 16) ? I * J / 32 : I * J / 16; +#endif // defined(RDNA4) T x[ne] = {0}; static constexpr __device__ bool supported() { @@ -161,7 +185,14 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ int get_i(const int l) { if constexpr (I == 16 && J == 16) { +#if defined(RDNA4) return 8 * (threadIdx.x / 16) + l; +#elif defined(RDNA3) + return 2 * l + (threadIdx.x / 16); +#else + NO_DEVICE_CODE; + return -1; +#endif // defined(RDNA4) } else { NO_DEVICE_CODE; return -1; @@ -176,7 +207,6 @@ namespace ggml_cuda_mma { return -1; } } -#endif #else static constexpr int ne = I * J / 32; T x[ne] = {0}; @@ -196,9 +226,9 @@ namespace ggml_cuda_mma { } else if constexpr (I == 8 && J == 8) { return threadIdx.x / 4; } else if constexpr (I == 16 && J == 8) { - return ((l / 2) * 8) | (threadIdx.x / 4); + return ((l / 2) * 8) + (threadIdx.x / 4); } else if constexpr (I == 16 && J == 16) { - return (((l / 2) % 2) * 8) | (threadIdx.x / 4); + return (((l / 2) % 2) * 8) + (threadIdx.x / 4); } else if constexpr (I == 32 && J == 8) { return tile<16, 8, T>::get_i(l); // Memory layout simply repeated with same pattern in i direction. } else { @@ -211,11 +241,11 @@ namespace ggml_cuda_mma { if constexpr (I == 8 && J == 4) { return threadIdx.x % 4; } else if constexpr (I == 8 && J == 8) { - return (l * 4) | (threadIdx.x % 4); + return (l * 4) + (threadIdx.x % 4); } else if constexpr (I == 16 && J == 8) { - return ((threadIdx.x % 4) * 2) | (l % 2); + return ((threadIdx.x % 4) * 2) + (l % 2); } else if constexpr (I == 16 && J == 16) { - return ((l / 4) * 8) | ((threadIdx.x % 4) * 2) | (l % 2); + return ((l / 4) * 8) + ((threadIdx.x % 4) * 2) + (l % 2); } else if constexpr (I == 32 && J == 8) { return tile<16, 8, T>::get_j(l); // Memory layout simply repeated with same pattern in i direction. } else { @@ -227,26 +257,24 @@ namespace ggml_cuda_mma { }; template - struct tile { - static constexpr int I = I_; - static constexpr int J = J_; + struct tile { + static constexpr int I = I_; + static constexpr int J = J_; + static constexpr data_layout dl = DATA_LAYOUT_I_MAJOR; #if __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA - static constexpr int ne = I == 8 && J == 8 ? I * J / (WARP_SIZE/4) : I * J / WARP_SIZE; + static constexpr int ne = I * J / WARP_SIZE; half2 x[ne] = {{0.0f, 0.0f}}; static constexpr __device__ bool supported() { - if (I == 8 && J == 8) return true; - if (I == 32 && J == 8) return true; + if (I == 32 && J == 4) return true; return false; } static __device__ __forceinline__ int get_i(const int l) { - if constexpr (I == 8 && J == 8) { - return ((threadIdx.x / 16) * 4) | (threadIdx.x % 4); - } else if constexpr (I == 32 && J == 8) { + if constexpr (I == 32 && J == 4) { #ifdef GGML_CUDA_MMA_NO_VOLTA_PERM - return (((threadIdx.x % 16) / 4) * 8) | ((threadIdx.x / 16) * 4) | (threadIdx.x % 4); + return (((threadIdx.x % 16) / 4) * 8) + ((threadIdx.x / 16) * 4) + (threadIdx.x % 4); #else return threadIdx.x; #endif // GGML_CUDA_MMA_NO_VOLTA_PERM @@ -257,7 +285,7 @@ namespace ggml_cuda_mma { } static __device__ __forceinline__ int get_j(const int l) { - if constexpr ((I == 8 || I == 32) && J == 8) { + if constexpr (I == 32 && J == 4) { return l; } else { NO_DEVICE_CODE; @@ -265,7 +293,12 @@ namespace ggml_cuda_mma { } } #elif defined(AMD_WMMA_AVAILABLE) +#if defined(RDNA3) + // RDNA3 has duplicated data as input. + static constexpr int ne = I * J / 32 * 2; +#else static constexpr int ne = I * J / 32; +#endif // defined(RDNA3) half2 x[ne] = {{0.0f, 0.0f}}; static constexpr __device__ bool supported() { @@ -284,7 +317,14 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ int get_j(const int l) { if constexpr (I == 16 && J == 8) { +#if defined(RDNA4) return 4 * (threadIdx.x / 16) + l; +#elif defined(RDNA3) + return l; +#else + NO_DEVICE_CODE; + return -1; +#endif // defined(RDNA4) } else { NO_DEVICE_CODE; return -1; @@ -307,11 +347,11 @@ namespace ggml_cuda_mma { if constexpr (I == 8 && J == 8) { return threadIdx.x / 4; } else if constexpr (I == 16 && J == 4) { - return (l * 8) | (threadIdx.x / 4); + return (l * 8) + (threadIdx.x / 4); } else if constexpr (I == 16 && J == 8) { - return ((l % 2) * 8) | (threadIdx.x / 4); + return ((l % 2) * 8) + (threadIdx.x / 4); } else if constexpr (I == 32 && J == 8) { - return ((l / 4) * 16) | ((l % 2) * 8) | (threadIdx.x / 4); + return ((l / 4) * 16) + ((l % 2) * 8) + (threadIdx.x / 4); } else { NO_DEVICE_CODE; return -1; @@ -320,13 +360,13 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ int get_j(const int l) { if constexpr (I == 8 && J == 8) { - return (l * 4) | (threadIdx.x % 4); + return (l * 4) + (threadIdx.x % 4); } else if constexpr (I == 16 && J == 4) { return threadIdx.x % 4; } else if constexpr (I == 16 && J == 8) { - return ((l / 2) * 4) | (threadIdx.x % 4); + return ((l / 2) * 4) + (threadIdx.x % 4); } else if constexpr (I == 32 && J == 8) { - return ((l & 2) * 2) | (threadIdx.x % 4); + return ((l & 2) * 2) + (threadIdx.x % 4); } else { NO_DEVICE_CODE; return -1; @@ -336,12 +376,18 @@ namespace ggml_cuda_mma { }; template - struct tile { - static constexpr int I = I_; - static constexpr int J = J_; + struct tile { + static constexpr int I = I_; + static constexpr int J = J_; + static constexpr data_layout dl = DATA_LAYOUT_I_MAJOR; #if defined(AMD_WMMA_AVAILABLE) +#if defined(RDNA3) + // RDNA3 has duplicated data as input. + static constexpr int ne = I * J / 32 * 2; +#else static constexpr int ne = I * J / 32; +#endif // defined(RDNA3) nv_bfloat162 x[ne] = {{0.0f, 0.0f}}; static constexpr __device__ bool supported() { @@ -360,7 +406,14 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ int get_j(const int l) { if constexpr (I == 16 && J == 8) { +#if defined(RDNA4) return 4 * (threadIdx.x / 16) + l; +#elif defined(RDNA3) + return l; +#else + NO_DEVICE_CODE; + return -1; +#endif // defined(RDNA4) } else { NO_DEVICE_CODE; return -1; @@ -381,9 +434,9 @@ namespace ggml_cuda_mma { if constexpr (I == 8 && J == 8) { return threadIdx.x / 4; } else if constexpr (I == 16 && J == 4) { - return (l * 8) | (threadIdx.x / 4); + return (l * 8) + (threadIdx.x / 4); } else if constexpr (I == 16 && J == 8) { - return ((l % 2) * 8) | (threadIdx.x / 4); + return ((l % 2) * 8) + (threadIdx.x / 4); } else { NO_DEVICE_CODE; return -1; @@ -392,11 +445,11 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ int get_j(const int l) { if constexpr (I == 8 && J == 8) { - return (l * 4) | (threadIdx.x % 4); + return (l * 4) + (threadIdx.x % 4); } else if constexpr (I == 16 && J == 4) { return threadIdx.x % 4; } else if constexpr (I == 16 && J == 8) { - return ((l / 2) * 4) | (threadIdx.x % 4); + return ((l / 2) * 4) + (threadIdx.x % 4); } else { NO_DEVICE_CODE; return -1; @@ -405,6 +458,73 @@ namespace ggml_cuda_mma { #endif // defined(AMD_WMMA_AVAILABLE) }; + template + struct tile { + static constexpr int I = I_; + static constexpr int J = J_; + static constexpr data_layout dl = DATA_LAYOUT_I_MAJOR_MIRRORED; + static constexpr int ne = I * J / (WARP_SIZE/4); + + half2 x[ne] = {{0.0f, 0.0f}}; + + static constexpr __device__ bool supported() { + if (I == 8 && J == 4) return true; + return false; + } + + static __device__ __forceinline__ int get_i(const int /*l*/) { + if constexpr (I == 8 && J == 4) { + return ((threadIdx.x / 16) * 4) + (threadIdx.x % 4); + } else { + NO_DEVICE_CODE; + return -1; + } + } + + static __device__ __forceinline__ int get_j(const int l) { + if constexpr (I == 8 && J == 4) { + return l; + } else { + NO_DEVICE_CODE; + return -1; + } + } + }; + + template + struct tile { + static constexpr int I = I_; + static constexpr int J = J_; + static constexpr data_layout dl = DATA_LAYOUT_J_MAJOR_MIRRORED; + static constexpr int ne = I * J / (WARP_SIZE/4); + + half2 x[ne] = {{0.0f, 0.0f}}; + + static constexpr __device__ bool supported() { + if (I == 8 && J == 4) return true; + return false; + } + + static __device__ __forceinline__ int get_i(const int l) { + if constexpr (I == 8 && J == 4) { + return ((l / 2) * 4) + (threadIdx.x % 4); + } else { + NO_DEVICE_CODE; + return -1; + } + } + + static __device__ __forceinline__ int get_j(const int l) { + if constexpr (I == 8 && J == 4) { + return ((threadIdx.x / 16) * 2) + (l % 2); + } else { + NO_DEVICE_CODE; + return -1; + } + } + }; + +#if defined(TURING_MMA_AVAILABLE) template static __device__ __forceinline__ tile get_half2(const tile & tile_float) { tile ret; @@ -422,9 +542,26 @@ namespace ggml_cuda_mma { return ret; } +#else // Volta + template + static __device__ __forceinline__ tile get_half2(const tile & tile_float) { + tile ret; +#pragma unroll + for (int l0 = 0; l0 < tile_float.ne; l0 += 4) { + ret.x[l0/2 + 0] = make_half2(tile_float.x[l0 + 0], tile_float.x[l0 + 1]); + ret.x[l0/2 + 1] = make_half2(tile_float.x[l0 + 2], tile_float.x[l0 + 3]); - template - static __device__ __forceinline__ void load_generic(tile & t, const T * __restrict__ xs0, const int stride) { + // On Volta FP16 and FP32 tiles have a different memory layout, + // for the conversion threads with an offset of 2 need to exchange half their values: + ret.x[l0/2 + (((threadIdx.x % 4) / 2) ^ 1)] = __shfl_xor_sync( + 0xFFFFFFFF, ret.x[l0/2 + (((threadIdx.x % 4) / 2) ^ 1)], 2, WARP_SIZE); + } + return ret; + } +#endif // defined(TURING_MMA_AVAILABLE) + + template + static __device__ __forceinline__ void load_generic(tile & t, const T * __restrict__ xs0, const int stride) { #if defined(AMD_MFMA_AVAILABLE) if constexpr (I == 64 && J == 2) { // Special tile size to load <16, 4> as <16, 8> #pragma unroll @@ -438,23 +575,45 @@ namespace ggml_cuda_mma { } #elif defined(AMD_WMMA_AVAILABLE) if constexpr (std::is_same_v || std::is_same_v) { - ggml_cuda_memcpy_1(t.x, xs0 + t.get_i(0) * stride + t.get_j(0)); - +#if defined(RDNA4) + ggml_cuda_memcpy_1(t.x, xs0 + t.get_i(0) * stride + t.get_j(0)); +#elif defined(RDNA3) + ggml_cuda_memcpy_1(t.x, xs0 + t.get_i(0) * stride + t.get_j(0)); + ggml_cuda_memcpy_1(t.x + t.ne/2, xs0 + t.get_i(0) * stride + t.get_j(t.ne/2)); +#else + NO_DEVICE_CODE; +#endif // defined(RDNA4) } else if constexpr (std::is_same_v) { if constexpr (I == 16 && J == 4) { int64_t * xi = (int64_t *) t.x; +#if defined(RDNA4) const int64_t * xs = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride + 2 * (threadIdx.x / t.I)); xi[0] = xs[0]; - - }else if constexpr (I == 16 && J == 8) { +#elif defined(RDNA3) + static_assert(tile::ne >= 4, "fragment too small"); + const int64_t * xs = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride); + xi[0] = xs[0]; + xi[1] = xs[1]; +#endif // defined(RDNA4) + } else if constexpr (I == 16 && J == 8) { int64_t * xi = (int64_t *) t.x; +#if defined(RDNA4) const int64_t * xs = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride + 4 * (threadIdx.x / t.I)); xi[0] = xs[0]; const int64_t * xs1 = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride + 4 * (threadIdx.x / t.I) + 2); xi[1] = xs1[0]; - - }else{ +#elif defined(RDNA3) + static_assert(tile::ne >= 8, "fragment too small"); + const int64_t * xs = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride); + // contiguous four 64-bit chunks per lane for the wider RDNA3 fragment + xi[0] = xs[0]; + xi[1] = xs[1]; + const int64_t * xs1 = xs + 2; + xi[2] = xs1[0]; + xi[3] = xs1[1]; +#endif // defined(RDNA4) + } else { NO_DEVICE_CODE; } } else { @@ -511,18 +670,6 @@ namespace ggml_cuda_mma { : "=r"(xi[0]), "=r"(xi[1]), "=r"(xi[2]), "=r"(xi[3]) : "l"(xs)); #else -#if __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA - GGML_UNUSED_VARS(t, xs0, stride); - NO_DEVICE_CODE; -#else - load_generic(t, xs0, stride); -#endif // __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA -#endif // TURING_MMA_AVAILABLE - } - - template - static __device__ __forceinline__ void load_ldmatrix( - tile<32, 8, T> & t, const T * __restrict__ xs0, const int stride) { #if __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA #if 1 // TODO: more generic handling @@ -533,9 +680,31 @@ namespace ggml_cuda_mma { load_generic(t, xs0, stride); #endif // 1 #else - tile<16, 8, T> * t16 = (tile<16, 8, T> *) &t; - load_ldmatrix(t16[0], xs0 + 0*stride, stride); - load_ldmatrix(t16[1], xs0 + 16*stride, stride); + load_generic(t, xs0, stride); +#endif // __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA +#endif // TURING_MMA_AVAILABLE + } + + static __device__ __forceinline__ void load_ldmatrix( + tile<8, 4, half2, DATA_LAYOUT_I_MAJOR_MIRRORED> & t, const half2 * __restrict__ xs0, const int stride) { + ggml_cuda_memcpy_1<4*sizeof(half2)>(t.x, xs0 + t.get_i(0)*stride); + } + + static __device__ __forceinline__ void load_ldmatrix( + tile<8, 4, half2, DATA_LAYOUT_J_MAJOR_MIRRORED> & t, const half2 * __restrict__ xs0, const int stride) { +#pragma unroll + for (int l0 = 0; l0 < t.ne; l0 += 2) { + ggml_cuda_memcpy_1<2*sizeof(half2)>(t.x + l0, xs0 + t.get_i(l0)*stride + t.get_j(l0)); + } + } + + static __device__ __forceinline__ void load_ldmatrix( + tile<32, 4, half2> & t, const half2 * __restrict__ xs0, const int stride) { +#if __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA + ggml_cuda_memcpy_1<4*sizeof(half2)>(t.x, xs0 + t.get_i(0)*stride); +#else + GGML_UNUSED_VARS(t, xs0, stride); + NO_DEVICE_CODE; #endif // __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA } @@ -747,12 +916,24 @@ namespace ggml_cuda_mma { : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[3])); #endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE #elif defined(AMD_WMMA_AVAILABLE) +#if defined(RDNA4) using halfx8_t = __attribute__((ext_vector_type(8))) _Float16; using floatx8_t = __attribute__((ext_vector_type(8))) float; floatx8_t& acc_frag = reinterpret_cast(D.x[0]); const halfx8_t& a_frag = reinterpret_cast(A.x[0]); const halfx8_t& b_frag = reinterpret_cast(B.x[0]); acc_frag = __builtin_amdgcn_wmma_f32_16x16x16_f16_w32_gfx12(a_frag, b_frag, acc_frag); +#elif defined(RDNA3) + using halfx16_t = __attribute__((ext_vector_type(16))) _Float16; + using floatx8_t = __attribute__((ext_vector_type(8))) float; + floatx8_t& acc_frag = reinterpret_cast(D.x[0]); + const halfx16_t& a_frag = reinterpret_cast(A.x[0]); + const halfx16_t& b_frag = reinterpret_cast(B.x[0]); + acc_frag = __builtin_amdgcn_wmma_f32_16x16x16_f16_w32(a_frag, b_frag, acc_frag); +#else + GGML_UNUSED_VARS(D, A, B); + NO_DEVICE_CODE; +#endif // RDNA4 #else GGML_UNUSED_VARS(D, A, B); NO_DEVICE_CODE; @@ -762,12 +943,24 @@ namespace ggml_cuda_mma { static __device__ __forceinline__ void mma( tile<16, 16, float> & D, const tile<16, 8, nv_bfloat162> & A, const tile<16, 8, nv_bfloat162> & B) { #if defined(AMD_WMMA_AVAILABLE) +#if defined(RDNA4) using bf16x8_t = __attribute__((ext_vector_type(8))) __bf16; using floatx8_t = __attribute__((ext_vector_type(8))) float; floatx8_t& acc_frag = reinterpret_cast(D.x[0]); const bf16x8_t& a_frag = reinterpret_cast(A.x[0]); const bf16x8_t& b_frag = reinterpret_cast(B.x[0]); acc_frag = __builtin_amdgcn_wmma_f32_16x16x16_bf16_w32_gfx12(a_frag, b_frag, acc_frag); +#elif defined(RDNA3) + using bf16x16_t = __attribute__((ext_vector_type(16))) __bf16; + using floatx8_t = __attribute__((ext_vector_type(8))) float; + floatx8_t& acc_frag = reinterpret_cast(D.x[0]); + const bf16x16_t& a_frag = reinterpret_cast(A.x[0]); + const bf16x16_t& b_frag = reinterpret_cast(B.x[0]); + acc_frag = __builtin_amdgcn_wmma_f32_16x16x16_bf16_w32(a_frag, b_frag, acc_frag); +#else + GGML_UNUSED_VARS(D, A, B); + NO_DEVICE_CODE; +#endif // RDNA4 #else GGML_UNUSED_VARS(D, A, B); NO_DEVICE_CODE; @@ -796,14 +989,14 @@ namespace ggml_cuda_mma { #endif // defined(CDNA3) #elif defined(AMD_WMMA_AVAILABLE) - using int32x2_t = __attribute__((__vector_size__(2 * sizeof(int)))) int; - int32x2_t * a_vec = (int32x2_t *) A.x; - int32x2_t * b_vec = (int32x2_t *) B.x; using int32x8_t = __attribute__((__vector_size__(8 * sizeof(int)))) int; int32x8_t * acc = (int32x8_t *) D.x; #if defined(RDNA4) + using int32x2_t = __attribute__((__vector_size__(2 * sizeof(int)))) int; + int32x2_t * a_vec = (int32x2_t *) A.x; + int32x2_t * b_vec = (int32x2_t *) B.x; acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32_gfx12( true, @@ -822,7 +1015,30 @@ namespace ggml_cuda_mma { acc[0], true ); -#endif // defined(RDNA4) + +#elif defined(RDNA3) + using int32x4_t = __attribute__((__vector_size__(4 * sizeof(int)))) int; + int32x4_t * a_vec = (int32x4_t *) A.x; + int32x4_t * b_vec = (int32x4_t *) B.x; + + acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32( + true, + a_vec[0], + true, + b_vec[0], + acc[0], + true + ); + + acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32( + true, + a_vec[1], + true, + b_vec[1], + acc[0], + true + ); +#endif // RDNA4 #else GGML_UNUSED_VARS(D, A, B); @@ -860,14 +1076,14 @@ namespace ggml_cuda_mma { template static __device__ __forceinline__ void mma( tile<32, J, T1> & D, const tile<32, K, T2> & A, const tile & B) { - tile<16, J, T1> * D16 = (tile<16, J, T1> *) &D; - tile<16, K, T2> * A16 = (tile<16, K, T2> *) &A; + tile <16, J, T1> * D16 = reinterpret_cast< tile<16, J, T1> *>(&D); + const tile<16, K, T2> * A16 = reinterpret_cast *>(&A); mma(D16[0], A16[0], B); mma(D16[1], A16[1], B); } static __device__ __forceinline__ void mma( - tile<32, 8, float> & D, const tile<32, 8, half2> & A, const tile<8, 8, half2> & B) { + tile<32, 8, float> & D, const tile<32, 4, half2> & A, const tile<8, 4, half2, DATA_LAYOUT_I_MAJOR_MIRRORED> & B) { #if __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA const int * Axi = (const int *) A.x; const int * Bxi = (const int *) B.x; @@ -880,46 +1096,69 @@ namespace ggml_cuda_mma { "{%0, %1, %2, %3, %4, %5, %6, %7}, {%8, %9}, {%10, %11}, {%0, %1, %2, %3, %4, %5, %6, %7};" : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3]), "+r"(Dxi[4]), "+r"(Dxi[5]), "+r"(Dxi[6]), "+r"(Dxi[7]) : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[2]), "r"(Bxi[3])); - asm("mma.sync.aligned.m8n8k4.row.col.f32.f16.f16.f32 " - "{%0, %1, %2, %3, %4, %5, %6, %7}, {%8, %9}, {%10, %11}, {%0, %1, %2, %3, %4, %5, %6, %7};" - : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3]), "+r"(Dxi[4]), "+r"(Dxi[5]), "+r"(Dxi[6]), "+r"(Dxi[7]) - : "r"(Axi[4]), "r"(Axi[5]), "r"(Bxi[4]), "r"(Bxi[5])); - asm("mma.sync.aligned.m8n8k4.row.col.f32.f16.f16.f32 " - "{%0, %1, %2, %3, %4, %5, %6, %7}, {%8, %9}, {%10, %11}, {%0, %1, %2, %3, %4, %5, %6, %7};" - : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3]), "+r"(Dxi[4]), "+r"(Dxi[5]), "+r"(Dxi[6]), "+r"(Dxi[7]) - : "r"(Axi[6]), "r"(Axi[7]), "r"(Bxi[6]), "r"(Bxi[7])); #else - tile <16, 8, float> * D16 = reinterpret_cast *>(&D); - const tile<16, 8, half2> * A16 = reinterpret_cast *>(&A); - mma(D16[0], A16[0], B); - mma(D16[1], A16[1], B); -#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE + GGML_UNUSED_VARS(D, A, B); + NO_DEVICE_CODE; +#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA + } + + static __device__ __forceinline__ void mma( + tile<32, 4, half2> & D, const tile<32, 4, half2> & A, const tile<8, 4, half2, DATA_LAYOUT_J_MAJOR_MIRRORED> & B) { +#if __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA + const int * Axi = (const int *) A.x; + const int * Bxi = (const int *) B.x; + int * Dxi = (int *) D.x; + asm("mma.sync.aligned.m8n8k4.row.row.f16.f16.f16.f16 " + "{%0, %1, %2, %3}, {%4, %5}, {%6, %7}, {%0, %1, %2, %3};" + : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3]) + : "r"(Axi[0]), "r"(Axi[1]), "r"(Bxi[0]), "r"(Bxi[1])); + asm("mma.sync.aligned.m8n8k4.row.row.f16.f16.f16.f16 " + "{%0, %1, %2, %3}, {%4, %5}, {%6, %7}, {%0, %1, %2, %3};" + : "+r"(Dxi[0]), "+r"(Dxi[1]), "+r"(Dxi[2]), "+r"(Dxi[3]) + : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[2]), "r"(Bxi[3])); +#else + GGML_UNUSED_VARS(D, A, B); + NO_DEVICE_CODE; +#endif // __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA } static __device__ __forceinline__ void mma( tile<16, 16, int> & D, const tile<16, 4, int> & A, const tile<16, 4, int> & B) { #if defined(AMD_WMMA_AVAILABLE) - using int32x2_t = __attribute__((__vector_size__(2 * sizeof(int)))) int; - int32x2_t * a_vec = (int32x2_t *) A.x; - int32x2_t * b_vec = (int32x2_t *) B.x; + using int32x8_t = __attribute__((__vector_size__(8 * sizeof(int)))) int; + int32x8_t * acc = (int32x8_t *) D.x; +#if defined(RDNA4) + using int32x2_t = __attribute__((__vector_size__(2 * sizeof(int)))) int; + int32x2_t * a_vec = (int32x2_t *) A.x; + int32x2_t * b_vec = (int32x2_t *) B.x; - using int32x8_t = __attribute__((__vector_size__(8 * sizeof(int)))) int; - int32x8_t * acc = (int32x8_t *) D.x; + acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32_gfx12( + true, + a_vec[0], + true, + b_vec[0], + acc[0], + false + ); +#elif defined(RDNA3) + using int32x4_t = __attribute__((__vector_size__(4 * sizeof(int)))) int; + int32x4_t * a_vec = (int32x4_t *) A.x; + int32x4_t * b_vec = (int32x4_t *) B.x; - acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32_gfx12( - true, - a_vec[0], - true, - b_vec[0], - acc[0], - false - ); + acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32( + true, + a_vec[0], + true, + b_vec[0], + acc[0], + false + ); +#endif // RDNA4 #else GGML_UNUSED(D); GGML_UNUSED(A); GGML_UNUSED(B); NO_DEVICE_CODE; -#endif +#endif // AMD_WMMA_AVAILABLE } } - diff --git a/ggml/src/ggml-cuda/mmf.cu b/ggml/src/ggml-cuda/mmf.cu index be2ad1c6b6..6643f243b1 100644 --- a/ggml/src/ggml-cuda/mmf.cu +++ b/ggml/src/ggml-cuda/mmf.cu @@ -151,7 +151,9 @@ bool ggml_cuda_should_use_mmf(enum ggml_type type, int cc, int warp_size, const return false; } } else { - if (src1_ncols > 16) { + if (GGML_CUDA_CC_IS_RDNA3_0(cc) && src1_ncols > 8) { + return false; + } else if (src1_ncols > 16) { return false; } } diff --git a/ggml/src/ggml-cuda/mmf.cuh b/ggml/src/ggml-cuda/mmf.cuh index c2a0a2e42f..e1c695c5c0 100644 --- a/ggml/src/ggml-cuda/mmf.cuh +++ b/ggml/src/ggml-cuda/mmf.cuh @@ -37,23 +37,19 @@ static __global__ void mul_mat_f( typedef tile<16, 8, T> tile_A; typedef tile tile_B; typedef tile<16, tile_C_J, float> tile_C; - - constexpr bool a_supported = tile_A::supported(); - constexpr bool b_supported = tile_B::supported(); - constexpr bool c_supported = tile_C::supported(); - constexpr bool supported = a_supported && b_supported && c_supported; #else - constexpr bool I_16_supported = tile<16, 8, T>::supported() && tile<16, 8, float>::supported(); - constexpr bool I_32_supported = tile<32, 8, T>::supported() && tile<32, 8, float>::supported(); - constexpr bool supported = I_16_supported || I_32_supported; - - constexpr int I_preferred = I_16_supported ? 16 : 32; // For Turing MMA both work but 16 is ~1% faster. - - typedef tile tile_A; - typedef tile<8, 8, T> tile_B; - typedef tile tile_C; +#ifdef VOLTA_MMA_AVAILABLE + if constexpr (!std::is_same_v) {NO_DEVICE_CODE;} else { + typedef tile<32, 4, T, DATA_LAYOUT_I_MAJOR> tile_A; + typedef tile< 8, 4, T, DATA_LAYOUT_I_MAJOR_MIRRORED> tile_B; + typedef tile<32, 8, float, DATA_LAYOUT_I_MAJOR> tile_C; +#else + typedef tile<16, 8, T> tile_A; + typedef tile<8, 8, T> tile_B; + typedef tile<16, 8, float> tile_C; +#endif // VOLTA_MMA_AVAILABLE #endif // defined(AMD_WMMA_AVAILABLE) - if constexpr (!supported) { + if constexpr (!tile_A::supported() || !tile_B::supported() || !tile_C::supported()) { NO_DEVICE_CODE; return; } @@ -248,6 +244,9 @@ static __global__ void mul_mat_f( } } } +#ifdef VOLTA_MMA_AVAILABLE + } +#endif //VOLTA_MMA_AVAILABLE #else GGML_UNUSED_VARS(x, y, ids, dst, ncols, ncols_dst_total, nchannels_dst, stride_row, stride_col_y, stride_col_dst, @@ -278,27 +277,24 @@ static __global__ void mul_mat_f_ids( typedef tile<16, 8, T> tile_A; typedef tile tile_B; typedef tile<16, tile_C_J, float> tile_C; - - constexpr bool a_supported = tile_A::supported(); - constexpr bool b_supported = tile_B::supported(); - constexpr bool c_supported = tile_C::supported(); - constexpr bool supported = a_supported && b_supported && c_supported; #else - constexpr bool I_16_supported = tile<16, 8, T>::supported() && tile<16, 8, float>::supported(); - constexpr bool I_32_supported = tile<32, 8, T>::supported() && tile<32, 8, float>::supported(); - constexpr bool supported = I_16_supported || I_32_supported; - - constexpr int I_preferred = I_16_supported ? 16 : 32; // For Turing MMA both work but 16 is ~1% faster. - - typedef tile tile_A; - typedef tile<8, 8, T> tile_B; - typedef tile tile_C; +#ifdef VOLTA_MMA_AVAILABLE + if constexpr (!std::is_same_v) {NO_DEVICE_CODE;} else { + typedef tile<32, 4, T, DATA_LAYOUT_I_MAJOR> tile_A; + typedef tile< 8, 4, T, DATA_LAYOUT_I_MAJOR_MIRRORED> tile_B; + typedef tile<32, 8, float, DATA_LAYOUT_I_MAJOR> tile_C; +#else + typedef tile<16, 8, T> tile_A; + typedef tile<8, 8, T> tile_B; + typedef tile<16, 8, float> tile_C; +#endif // VOLTA_MMA_AVAILABLE #endif // defined(AMD_WMMA_AVAILABLE) - if constexpr (!supported) { + if constexpr (!tile_A::supported() || !tile_B::supported() || !tile_C::supported()) { NO_DEVICE_CODE; return; } + constexpr int warp_size = ggml_cuda_get_physical_warp_size(); constexpr int tile_k_padded = warp_size + 4; constexpr int ntA = rows_per_block / tile_A::I; @@ -517,6 +513,9 @@ static __global__ void mul_mat_f_ids( } } } +#ifdef VOLTA_MMA_AVAILABLE + } +#endif // VOLTA_MMA_AVAILABLE #else GGML_UNUSED_VARS(x, y, ids_src_compact, ids_dst_compact, expert_bounds, dst, ncols, ncols_dst_total, nchannels_dst, stride_row, stride_col_y, stride_col_dst, diff --git a/ggml/src/ggml-cuda/mmq.cu b/ggml/src/ggml-cuda/mmq.cu index 03ceba874d..f7a2cbca90 100644 --- a/ggml/src/ggml-cuda/mmq.cu +++ b/ggml/src/ggml-cuda/mmq.cu @@ -307,10 +307,9 @@ bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11) { } if (amd_wmma_available(cc)) { - if (GGML_CUDA_CC_IS_RDNA4(cc)) { - return true; - } + return true; } - return (!GGML_CUDA_CC_IS_RDNA3(cc) && !GGML_CUDA_CC_IS_CDNA(cc)) || ne11 < MMQ_DP4A_MAX_BATCH_SIZE; + return (!GGML_CUDA_CC_IS_CDNA(cc)) || ne11 < MMQ_DP4A_MAX_BATCH_SIZE; + } diff --git a/ggml/src/ggml-cuda/mmq.cuh b/ggml/src/ggml-cuda/mmq.cuh index 82468b384e..1298f99fff 100644 --- a/ggml/src/ggml-cuda/mmq.cuh +++ b/ggml/src/ggml-cuda/mmq.cuh @@ -1542,8 +1542,10 @@ static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma( tile_C Cm; if (k01 >= MMQ_TILE_NE_K * 3/4) { tile_A A1; - A1.x[0] = 0x01010101; - A1.x[1] = 0x01010101; +#pragma unroll + for (int l = 0; l < tile_A::ne; ++l) { + A1.x[l] = 0x01010101; + } mma(Cm, A1, B); } diff --git a/ggml/src/ggml-cuda/mmvf.cu b/ggml/src/ggml-cuda/mmvf.cu index 6238ce7ebd..32948e4d7a 100644 --- a/ggml/src/ggml-cuda/mmvf.cu +++ b/ggml/src/ggml-cuda/mmvf.cu @@ -765,7 +765,10 @@ bool ggml_cuda_should_use_mmvf(enum ggml_type type, int cc, const int64_t * src0 return ne11 <= 8; } else if (GGML_CUDA_CC_IS_AMD(cc)) { if (fp16_mma_hardware_available(cc)) { - if (GGML_CUDA_CC_IS_RDNA3(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) { + if (GGML_CUDA_CC_IS_RDNA3(cc)) { + return ne11 <= 3; + } + if (GGML_CUDA_CC_IS_RDNA4(cc)) { return ne11 <= 5; } return ne11 <= 2; diff --git a/ggml/src/ggml-cuda/pad.cu b/ggml/src/ggml-cuda/pad.cu index 29aef33c1a..660c192e48 100644 --- a/ggml/src/ggml-cuda/pad.cu +++ b/ggml/src/ggml-cuda/pad.cu @@ -1,9 +1,17 @@ #include "pad.cuh" +#include + +__device__ __forceinline__ int64_t wrap_around(int64_t coord, int64_t size) { + // + size ensures negatives are handled properly + return (coord + size) % size; +} + static __global__ void pad_f32(const float * src, float * dst, const int lp0, const int rp0, const int lp1, const int rp1, const int lp2, const int rp2, const int lp3, const int rp3, - const int ne0, const int ne1, const int ne2, const int ne3) { + const int ne0, const int ne1, const int ne2, const int ne3, + const bool circular) { // blockIdx.z: i3*ne2+i2 // blockIdx.y: i1 // blockIDx.x: i0 / CUDA_PAD_BLOCK_SIZE @@ -12,61 +20,84 @@ static __global__ void pad_f32(const float * src, float * dst, int i1 = blockIdx.y; int i2 = blockIdx.z % ne2; int i3 = blockIdx.z / ne2; + if (i0 >= ne0 || i1 >= ne1 || i2 >= ne2 || i3 >= ne3) { return; } - // operation - const int64_t dst_idx = i3*(ne0*ne1*ne2) + i2*(ne0*ne1) + i1*ne0 + i0; - if ((i0 >= lp0 && i0 < ne0 - rp0) && - (i1 >= lp1 && i1 < ne1 - rp1) && - (i2 >= lp2 && i2 < ne2 - rp2) && - (i3 >= lp3 && i3 < ne3 - rp3)) { - const int64_t i00 = i0 - lp0; - const int64_t i01 = i1 - lp1; - const int64_t i02 = i2 - lp2; - const int64_t i03 = i3 - lp3; - const int64_t ne02 = ne2 - lp2 - rp2; - const int64_t ne01 = ne1 - lp1 - rp1; - const int64_t ne00 = ne0 - lp0 - rp0; + const int64_t dst_idx = i3 * (ne0 * ne1 * ne2) + i2 * (ne0 * ne1) + i1 * ne0 + i0; - const int64_t src_idx = i03*(ne00*ne01*ne02) + i02*(ne00*ne01) + i01*ne00 + i00; + if (!circular) { + if ((i0 >= lp0 && i0 < ne0 - rp0) && (i1 >= lp1 && i1 < ne1 - rp1) && (i2 >= lp2 && i2 < ne2 - rp2) && + (i3 >= lp3 && i3 < ne3 - rp3)) { + const int64_t i00 = i0 - lp0; + const int64_t i01 = i1 - lp1; + const int64_t i02 = i2 - lp2; + const int64_t i03 = i3 - lp3; + const int64_t ne02 = ne2 - lp2 - rp2; + const int64_t ne01 = ne1 - lp1 - rp1; + const int64_t ne00 = ne0 - lp0 - rp0; + + const int64_t src_idx = i03 * (ne00 * ne01 * ne02) + i02 * (ne00 * ne01) + i01 * ne00 + i00; + + dst[dst_idx] = src[src_idx]; + } else { + dst[dst_idx] = 0.0f; + } + } + // circular means on a torus, so x and y wrap around + else { + const int64_t ne00 = ne0 - lp0 - rp0; + const int64_t ne01 = ne1 - lp1 - rp1; + const int64_t ne02 = ne2 - lp2 - rp2; + const int64_t ne03 = ne3 - lp3 - rp3; + + const int64_t i00 = wrap_around(i0 - lp0, ne00); + const int64_t i01 = wrap_around(i1 - lp1, ne01); + const int64_t i02 = wrap_around(i2 - lp2, ne02); + const int64_t i03 = wrap_around(i3 - lp3, ne03); + + const int64_t src_idx = i03 * (ne00 * ne01 * ne02) + i02 * (ne00 * ne01) + i01 * ne00 + i00; dst[dst_idx] = src[src_idx]; - } else { - dst[dst_idx] = 0.0f; } } + static void pad_f32_cuda(const float * src, float * dst, const int lp0, const int rp0, const int lp1, const int rp1, const int lp2, const int rp2, const int lp3, const int rp3, - const int ne0, const int ne1, const int ne2, const int ne3, cudaStream_t stream) { - int num_blocks = (ne0 + CUDA_PAD_BLOCK_SIZE - 1) / CUDA_PAD_BLOCK_SIZE; - dim3 gridDim(num_blocks, ne1, ne2*ne3); - pad_f32<<>>(src, dst, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3, ne0, ne1, ne2, ne3); + const int ne0, const int ne1, const int ne2, const int ne3, + const bool circular, cudaStream_t stream) { + int num_blocks = (ne0 + CUDA_PAD_BLOCK_SIZE - 1) / CUDA_PAD_BLOCK_SIZE; + dim3 gridDim(num_blocks, ne1, ne2 * ne3); + pad_f32<<>>(src, dst, + lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3, + ne0, ne1, ne2, ne3, circular); } void ggml_cuda_op_pad(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { - const ggml_tensor * src0 = dst->src[0]; - const float * src0_d = (const float *)src0->data; - float * dst_d = (float *)dst->data; - cudaStream_t stream = ctx.stream(); + const ggml_tensor * src0 = dst->src[0]; + const float * src0_d = (const float *) src0->data; + float * dst_d = (float *) dst->data; + cudaStream_t stream = ctx.stream(); GGML_ASSERT(src0->type == GGML_TYPE_F32); GGML_ASSERT(dst->type == GGML_TYPE_F32); GGML_ASSERT(ggml_is_contiguous(src0)); - const int32_t lp0 = ((const int32_t*)(dst->op_params))[0]; - const int32_t rp0 = ((const int32_t*)(dst->op_params))[1]; - const int32_t lp1 = ((const int32_t*)(dst->op_params))[2]; - const int32_t rp1 = ((const int32_t*)(dst->op_params))[3]; - const int32_t lp2 = ((const int32_t*)(dst->op_params))[4]; - const int32_t rp2 = ((const int32_t*)(dst->op_params))[5]; - const int32_t lp3 = ((const int32_t*)(dst->op_params))[6]; - const int32_t rp3 = ((const int32_t*)(dst->op_params))[7]; + const int32_t lp0 = ((const int32_t *) (dst->op_params))[0]; + const int32_t rp0 = ((const int32_t *) (dst->op_params))[1]; + const int32_t lp1 = ((const int32_t *) (dst->op_params))[2]; + const int32_t rp1 = ((const int32_t *) (dst->op_params))[3]; + const int32_t lp2 = ((const int32_t *) (dst->op_params))[4]; + const int32_t rp2 = ((const int32_t *) (dst->op_params))[5]; + const int32_t lp3 = ((const int32_t *) (dst->op_params))[6]; + const int32_t rp3 = ((const int32_t *) (dst->op_params))[7]; + const int32_t circular = ((const int32_t *) (dst->op_params))[8]; pad_f32_cuda(src0_d, dst_d, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3, - dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], stream); + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + (bool) circular, stream); } diff --git a/ggml/src/ggml-cuda/solve_tri.cu b/ggml/src/ggml-cuda/solve_tri.cu index 2e2b39720f..177ffc268f 100644 --- a/ggml/src/ggml-cuda/solve_tri.cu +++ b/ggml/src/ggml-cuda/solve_tri.cu @@ -5,6 +5,79 @@ #define MAX_N_FAST 64 #define MAX_K_FAST 32 +static __global__ void get_batch_pointers(const float * A, + float * X, + const float ** A_ptrs, + float ** X_ptrs, + int64_t ne02, + int64_t total_batches, + size_t s02, + size_t s03, + size_t s2, + size_t s3) { + const int idx = blockIdx.x * blockDim.x + threadIdx.x; + if (idx >= total_batches) { + return; + } + + const int64_t i3 = idx / ne02; + const int64_t i2 = idx % ne02; + + A_ptrs[idx] = A + i3 * s03 + i2 * s02; + X_ptrs[idx] = X + i3 * s3 + i2 * s2; +} + +static void solve_tri_f32_cublas(ggml_backend_cuda_context & ctx, + const float * A, + const float * B, + float * X, + int n, + int k, + int64_t ne02, + int64_t ne03, + size_t s02, + size_t s03, + size_t s12, + size_t s13, + size_t s2, + size_t s3, + cudaStream_t stream) { + const float alpha = 1.0f; + const int64_t total_batches = ne02 * ne03; + if (total_batches == 0) { + return; + } + + // Bulk copy B -> X (contiguous tensors) + if (X != B) { + const int64_t total_elements_BX = n * k * total_batches; + CUDA_CHECK(cudaMemcpyAsync(X, B, total_elements_BX * sizeof(float), cudaMemcpyDeviceToDevice, stream)); + } + + const int id = ggml_cuda_get_device(); + + ggml_cuda_pool_alloc A_ptrs_alloc(ctx.pool(id), total_batches); + ggml_cuda_pool_alloc X_ptrs_alloc(ctx.pool(id), total_batches); + + const float ** A_ptrs_dev = A_ptrs_alloc.get(); + float ** X_ptrs_dev = X_ptrs_alloc.get(); + + get_batch_pointers<<<(total_batches + 255) / 256, 256, 0, stream>>>(A, X, A_ptrs_dev, X_ptrs_dev, ne02, + total_batches, s02, s03, s2, s3); + + CUBLAS_CHECK(cublasSetStream(ctx.cublas_handle(id), stream)); + + // Yes, this is necessary, without this we get RMSE errors + CUBLAS_CHECK(cublasSetMathMode(ctx.cublas_handle(id), CUBLAS_DEFAULT_MATH)); + CUBLAS_CHECK(cublasStrsmBatched(ctx.cublas_handle(id), CUBLAS_SIDE_RIGHT, CUBLAS_FILL_MODE_UPPER, CUBLAS_OP_N, + CUBLAS_DIAG_NON_UNIT, k, n, &alpha, A_ptrs_dev, n, X_ptrs_dev, k, total_batches)); + + // revert to standard mode from common.cuh + CUBLAS_CHECK(cublasSetMathMode(ctx.cublas_handle(id), CUBLAS_TF32_TENSOR_OP_MATH)); + + GGML_UNUSED_VARS(s12, s13); +} + // ====================== // Fast Kernel (n <= 64, k <= 32) - Warp-based parallel reduction // ====================== @@ -48,65 +121,58 @@ static __global__ void solve_tri_f32_fast(const float * __restrict__ A, float * X_batch = (float *) (X + i02 * nb2 + i03 * nb3); __shared__ float sA[MAX_N_FAST * MAX_N_FAST]; - __shared__ float sXt[MAX_N_FAST * (MAX_K_FAST + 1)]; const int offset = threadIdx.x + threadIdx.y * blockDim.x; #pragma unroll for (int i = 0; i < n * n; i += k * WARP_SIZE) { - int i0 = i + offset; + const int i0 = i + offset; if (i0 < n * n) { sA[i0] = A_batch[i0]; } } - const int rows_per_warp = (n + WARP_SIZE - 1) / WARP_SIZE; - -#pragma unroll - for (int i = 0; i < rows_per_warp; i++) { - const int i0 = lane + i * WARP_SIZE; - if (i0 < n) { - sXt[col_idx * n + i0] = B_batch[i0 * k + col_idx]; - } - } - __syncthreads(); + float x_low = (lane < n) ? B_batch[lane * k + col_idx] : 0.0f; + float x_high = (WARP_SIZE + lane < n) ? B_batch[(WARP_SIZE + lane) * k + col_idx] : 0.0f; + + const int half = WARP_SIZE; + const int nrows_low = (n < half) ? n : half; + #pragma unroll - for (int row = 0; row < n; ++row) { + for (int row = 0; row < nrows_low; ++row) { float sum = 0.0f; - - { - int j = lane; - if (j < row) { - sum += sA[row * n + j] * sXt[col_idx * n + j]; - } + if (lane < row) { + sum += sA[row * n + lane] * x_low; } - if (row >= WARP_SIZE) { - int j = WARP_SIZE + lane; - if (j < row) { - sum += sA[row * n + j] * sXt[col_idx * n + j]; - } - } - sum = warp_reduce_sum(sum); - if (lane == 0) { - const float b_val = sXt[col_idx * n + row]; - const float a_diag = sA[row * n + row]; - // no safeguards for division by zero because that indicates corrupt - // data anyway - sXt[col_idx * n + row] = (b_val - sum) / a_diag; + if (lane == row) { + x_low = (x_low - sum) / sA[row * n + row]; } } - __syncthreads(); +#pragma unroll + for (int row = half; row < n; ++row) { + float sum = sA[row * n + lane] * x_low; + const int j = half + lane; + if (j < row) { + sum += sA[row * n + j] * x_high; + } + sum = warp_reduce_sum(sum); + + if (lane == row - half) { + x_high = (x_high - sum) / sA[row * n + row]; + } + } #pragma unroll - for (int i = 0; i < rows_per_warp; i++) { - const int i0 = lane + i * WARP_SIZE; - if (i0 < n) { - X_batch[i0 * k + col_idx] = sXt[col_idx * n + i0]; + for (int rr = 0; rr < 2; ++rr) { + const int row = rr * WARP_SIZE + lane; + if (row < n) { + const float val = (row < half) ? x_low : x_high; + X_batch[row * k + col_idx] = val; } } } @@ -184,20 +250,26 @@ static void solve_tri_f32_cuda(const float * A, } void ggml_cuda_op_solve_tri(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { - const ggml_tensor * src0 = dst->src[0]; // A (triangular n x x matrix) - const ggml_tensor * src1 = dst->src[1]; // B (right hand side of n x k equation columns) + const ggml_tensor * src0 = dst->src[0]; // A (n×n, lower triangular) + const ggml_tensor * src1 = dst->src[1]; // B (n×k) ggml_is_contiguous(src0); ggml_is_contiguous(src1); - const int64_t n = src0->ne[0]; - const int64_t k = src1->ne[0]; + const int64_t n = src0->ne[0]; + const int64_t k = src1->ne[0]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; - GGML_ASSERT(n <= 64); - GGML_ASSERT(k <= 32); - - solve_tri_f32_cuda((const float *) src0->data, (const float *) src1->data, (float *) dst->data, n, k, src0->ne[2], - src0->ne[3], src0->nb[2] / sizeof(float), src0->nb[3] / sizeof(float), - src1->nb[2] / sizeof(float), src1->nb[3] / sizeof(float), dst->nb[2] / sizeof(float), - dst->nb[3] / sizeof(float), ctx.stream()); + if (n <= MAX_N_FAST && k <= MAX_K_FAST) { + solve_tri_f32_cuda((const float *) src0->data, (const float *) src1->data, (float *) dst->data, n, k, + src0->ne[2], src0->ne[3], src0->nb[2] / sizeof(float), src0->nb[3] / sizeof(float), + src1->nb[2] / sizeof(float), src1->nb[3] / sizeof(float), dst->nb[2] / sizeof(float), + dst->nb[3] / sizeof(float), ctx.stream()); + } else { + solve_tri_f32_cublas(ctx, (const float *) src0->data, (const float *) src1->data, (float *) dst->data, n, k, + ne02, ne03, src0->nb[2] / sizeof(float), src0->nb[3] / sizeof(float), + src1->nb[2] / sizeof(float), src1->nb[3] / sizeof(float), dst->nb[2] / sizeof(float), + dst->nb[3] / sizeof(float), ctx.stream()); + } } diff --git a/ggml/src/ggml-cuda/tri.cu b/ggml/src/ggml-cuda/tri.cu new file mode 100644 index 0000000000..44156b63e7 --- /dev/null +++ b/ggml/src/ggml-cuda/tri.cu @@ -0,0 +1,136 @@ +#include "common.cuh" +#include "convert.cuh" +#include "tri.cuh" +#include "ggml.h" + +template +static __global__ void tri_kernel( + const T * src, T * dst, + const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03, + const int64_t nb00, const int64_t nb01, const int64_t nb02, const int64_t nb03, + const int64_t nb0, const int64_t nb1, const int64_t nb2, const int64_t nb3) { + const int64_t i3 = blockIdx.z; + const int64_t i2 = blockIdx.y; + const int64_t i1 = blockIdx.x; + const int64_t split_point = i1 + add_to_split; + + GGML_UNUSED_VARS(nb00, nb0); + + if (i3 >= ne03 || i2 >= ne02 || i1 >= ne01) { + return; + } + + const T * src_row = src + i1*nb01 + i2*nb02 + i3*nb03; + T * dst_row = dst + i1*nb1 + i2*nb2 + i3*nb3; + + if constexpr (prefix_keep) { + for (int64_t i0 = threadIdx.x; i0 < split_point; i0 += blockDim.x) { + dst_row[i0] = src_row[i0]; + } + for (int64_t i0 = threadIdx.x + split_point; i0 < ne00; i0 += blockDim.x) { + dst_row[i0] = ggml_cuda_cast(0.0f); + } + } else { + for (int64_t i0 = threadIdx.x; i0 < split_point; i0 += blockDim.x) { + dst_row[i0] = ggml_cuda_cast(0.0f); + } + for (int64_t i0 = threadIdx.x + split_point; i0 < ne00; i0 += blockDim.x) { + dst_row[i0] = src_row[i0]; + } + } +} + +template +static void tri_cuda( + const T * src, T * dst, + const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t ne03, + const int64_t nb00, const int64_t nb01, const int64_t nb02, const int64_t nb03, + const int64_t nb0, const int64_t nb1, const int64_t nb2, const int64_t nb3, + const ggml_tri_type ttype, + cudaStream_t stream) { + + dim3 block_dims(CUDA_TRI_BLOCK_SIZE, 1, 1); + dim3 grid_dims(ne01, ne02, ne03); + const size_t type_size = sizeof(T); + + const int add_to_split = (ttype == GGML_TRI_TYPE_LOWER_DIAG || ttype == GGML_TRI_TYPE_UPPER) ? 1 : 0; + const bool prefix_keep = (ttype == GGML_TRI_TYPE_LOWER || ttype == GGML_TRI_TYPE_LOWER_DIAG); + + if (prefix_keep) { + if (add_to_split == 0) { + tri_kernel<<>>( + src, dst, + ne00, ne01, ne02, ne03, + nb00 / type_size, nb01 / type_size, nb02 / type_size, nb03 / type_size, + nb0 / type_size, nb1 / type_size, nb2 / type_size, nb3 / type_size + ); + } else { // only 0 and 1 supported + tri_kernel<<>>( + src, dst, + ne00, ne01, ne02, ne03, + nb00 / type_size, nb01 / type_size, nb02 / type_size, nb03 / type_size, + nb0 / type_size, nb1 / type_size, nb2 / type_size, nb3 / type_size + ); + } + } else { + if (add_to_split == 0) { + tri_kernel<<>>( + src, dst, + ne00, ne01, ne02, ne03, + nb00 / type_size, nb01 / type_size, nb02 / type_size, nb03 / type_size, + nb0 / type_size, nb1 / type_size, nb2 / type_size, nb3 / type_size + ); + } else { + tri_kernel<<>>( + src, dst, + ne00, ne01, ne02, ne03, + nb00 / type_size, nb01 / type_size, nb02 / type_size, nb03 / type_size, + nb0 / type_size, nb1 / type_size, nb2 / type_size, nb3 / type_size + ); + } + } +} + +void ggml_cuda_op_tri(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + cudaStream_t stream = ctx.stream(); + + const ggml_tri_type ttype = static_cast(ggml_get_op_params_i32(dst, 0)); + + GGML_ASSERT(src0->type == dst->type); + + switch(src0->type) { + case GGML_TYPE_F32: + { + tri_cuda( + (const float *)src0->data, (float *)dst->data, + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->nb[0], dst->nb[1], dst->nb[2], dst->nb[3], + ttype, stream + ); + } break; + case GGML_TYPE_F16: + { + tri_cuda( + (const half *)src0->data, (half *)dst->data, + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->nb[0], dst->nb[1], dst->nb[2], dst->nb[3], + ttype, stream + ); + } break; + case GGML_TYPE_BF16: + { + tri_cuda( + (const nv_bfloat16 *)src0->data, (nv_bfloat16 *)dst->data, + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->nb[0], dst->nb[1], dst->nb[2], dst->nb[3], + ttype, stream + ); + } break; + default: + GGML_ABORT("fatal error"); + } +} diff --git a/ggml/src/ggml-cuda/tri.cuh b/ggml/src/ggml-cuda/tri.cuh new file mode 100644 index 0000000000..a4cc66750d --- /dev/null +++ b/ggml/src/ggml-cuda/tri.cuh @@ -0,0 +1,5 @@ +#include "common.cuh" + +#define CUDA_TRI_BLOCK_SIZE 256 + +void ggml_cuda_op_tri(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/upscale.cu b/ggml/src/ggml-cuda/upscale.cu index 687c669304..6bdf3cd996 100644 --- a/ggml/src/ggml-cuda/upscale.cu +++ b/ggml/src/ggml-cuda/upscale.cu @@ -81,6 +81,76 @@ static __global__ void upscale_f32_bilinear(const float * x, float * dst, dst[index] = result; } +// Similar to F.interpolate(..., mode="bilinear", align_corners=False, antialias=True) +// https://github.com/pytorch/pytorch/blob/8871ff29b743948d1225389d5b7068f37b22750b/aten/src/ATen/native/cpu/UpSampleKernel.cpp +static __global__ void upscale_f32_bilinear_antialias(const float * src0, float * dst, + const int nb00, const int nb01, const int nb02, const int nb03, + const int ne00_src, const int ne01_src, + const int ne10_dst, const int ne11_dst, const int ne12_dst, const int ne13_dst, + const float sf0, const float sf1, const float sf2, const float sf3, + const float pixel_offset) { + const int64_t index = threadIdx.x + blockIdx.x * blockDim.x; + const int64_t dst_total_elements = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + + if (index >= dst_total_elements) { + return; + } + + const int i10_dst = index % ne10_dst; + const int i11_dst = (index / ne10_dst) % ne11_dst; + const int i12_dst = (index / (ne10_dst * ne11_dst)) % ne12_dst; + const int i13_dst = index / (ne10_dst * ne11_dst * ne12_dst); + + const int i02_src = (int)(i12_dst / sf2); + const int i03_src = (int)(i13_dst / sf3); + + const float y = ((float)i11_dst + pixel_offset) / sf1; + const float x = ((float)i10_dst + pixel_offset) / sf0; + + // support and invscale, minimum 1 pixel for bilinear + const float support1 = max(1.0f / sf1, 1.0f); + const float invscale1 = 1.0f / support1; + const float support0 = max(1.0f / sf0, 1.0f); + const float invscale0 = 1.0f / support0; + + // the range of source pixels that contribute + const int64_t x_min = max(int64_t(0), int64_t(x - support0 + pixel_offset)); + const int64_t x_max = min(int64_t(ne00_src), int64_t(x + support0 + pixel_offset)); + const int64_t y_min = max(int64_t(0), int64_t(y - support1 + pixel_offset)); + const int64_t y_max = min(int64_t(ne01_src), int64_t(y + support1 + pixel_offset)); + + // bilinear filter with antialiasing + float val = 0.0f; + float total_weight = 0.0f; + + auto triangle_filter = [](float x) -> float { + return max(1.0f - fabsf(x), 0.0f); + }; + + for (int64_t sy = y_min; sy < y_max; sy++) { + const float weight_y = triangle_filter((sy - y + pixel_offset) * invscale1); + + for (int64_t sx = x_min; sx < x_max; sx++) { + const float weight_x = triangle_filter((sx - x + pixel_offset) * invscale0); + const float weight = weight_x * weight_y; + + if (weight <= 0.0f) { + continue; + } + + const float pixel = *(const float *)((const char *)src0 + sx*nb00 + sy*nb01 + i02_src*nb02 + i03_src*nb03); + val += pixel * weight; + total_weight += weight; + } + } + + if (total_weight > 0.0f) { + val /= total_weight; + } + + dst[index] = val; +} + namespace bicubic_interpolation { // https://en.wikipedia.org/wiki/Bicubic_interpolation#Bicubic_convolution_algorithm __device__ const float a = -0.75f; // use alpha = -0.75 (same as PyTorch) @@ -161,11 +231,15 @@ static void upscale_f32_bilinear_cuda(const float * x, float * dst, const int ne00_src, const int ne01_src, const int ne10_dst, const int ne11_dst, const int ne12_dst, const int ne13_dst, const float sf0, const float sf1, const float sf2, const float sf3, - const float pixel_offset, cudaStream_t stream) { + const float pixel_offset, bool antialias, cudaStream_t stream) { const int64_t dst_size = ne10_dst * ne11_dst * ne12_dst * ne13_dst; const int64_t num_blocks = (dst_size + CUDA_UPSCALE_BLOCK_SIZE - 1) / CUDA_UPSCALE_BLOCK_SIZE; - upscale_f32_bilinear<<>>(x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, ne12_dst, ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + if (antialias) { + upscale_f32_bilinear_antialias<<>>(x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, ne12_dst, ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + } else { + upscale_f32_bilinear<<>>(x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, ne12_dst, ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + } } static void upscale_f32_bicubic_cuda(const float * x, float * dst, @@ -207,9 +281,10 @@ void ggml_cuda_op_upscale(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { if (mode == GGML_SCALE_MODE_NEAREST) { upscale_f32_cuda(src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], sf0, sf1, sf2, sf3, stream); } else if (mode == GGML_SCALE_MODE_BILINEAR) { + const bool antialias = (mode_flags & GGML_SCALE_FLAG_ANTIALIAS); upscale_f32_bilinear_cuda(src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], src0->ne[0], src0->ne[1], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], - sf0, sf1, sf2, sf3, pixel_offset, stream); + sf0, sf1, sf2, sf3, pixel_offset, antialias, stream); } else if (mode == GGML_SCALE_MODE_BICUBIC) { upscale_f32_bicubic_cuda(src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], src0->ne[0], src0->ne[1], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], diff --git a/ggml/src/ggml-cuda/vendors/hip.h b/ggml/src/ggml-cuda/vendors/hip.h index 890c103649..951a88d567 100644 --- a/ggml/src/ggml-cuda/vendors/hip.h +++ b/ggml/src/ggml-cuda/vendors/hip.h @@ -19,6 +19,9 @@ #define CUDA_R_16F HIPBLAS_R_16F #define CUDA_R_16BF HIPBLAS_R_16B #define CUDA_R_32F HIPBLAS_R_32F +#define CUBLAS_SIDE_RIGHT HIPBLAS_SIDE_RIGHT +#define CUBLAS_FILL_MODE_UPPER HIPBLAS_FILL_MODE_UPPER +#define CUBLAS_DIAG_NON_UNIT HIPBLAS_DIAG_NON_UNIT #define CU_DEVICE_ATTRIBUTE_VIRTUAL_MEMORY_MANAGEMENT_SUPPORTED hipDeviceAttributeVirtualMemoryManagementSupported #define CU_MEM_ALLOC_GRANULARITY_RECOMMENDED hipMemAllocationGranularityRecommended #define CU_MEM_ALLOCATION_TYPE_PINNED hipMemAllocationTypePinned @@ -30,6 +33,7 @@ #define __shfl_xor_sync(mask, var, laneMask, width) __shfl_xor(var, laneMask, width) #define __all_sync(mask, var) __all(var) #define __any_sync(mask, var) __any(var) +#define cublasStrsmBatched hipblasStrsmBatched #define cublasCreate hipblasCreate #define cublasDestroy hipblasDestroy #define cublasGemmEx hipblasGemmEx @@ -105,7 +109,7 @@ #define cudaStreamNonBlocking hipStreamNonBlocking #define cudaStreamPerThread hipStreamPerThread #define cudaStreamSynchronize hipStreamSynchronize -#define cudaStreamWaitEvent(stream, event, flags) hipStreamWaitEvent(stream, event, flags) +#define cudaStreamWaitEvent hipStreamWaitEvent #define cudaGraphExec_t hipGraphExec_t #define cudaGraphNode_t hipGraphNode_t #define cudaKernelNodeParams hipKernelNodeParams diff --git a/ggml/src/ggml-cuda/vendors/musa.h b/ggml/src/ggml-cuda/vendors/musa.h index 8c55a2e4e5..221e67f96a 100644 --- a/ggml/src/ggml-cuda/vendors/musa.h +++ b/ggml/src/ggml-cuda/vendors/musa.h @@ -12,11 +12,16 @@ #define CUBLAS_GEMM_DEFAULT_TENSOR_OP MUBLAS_GEMM_DEFAULT #define CUBLAS_OP_N MUBLAS_OP_N #define CUBLAS_OP_T MUBLAS_OP_T +#define CUBLAS_DEFAULT_MATH MUBLAS_DEFAULT_MATH +#define CUBLAS_SIDE_RIGHT MUBLAS_SIDE_RIGHT +#define CUBLAS_FILL_MODE_UPPER MUBLAS_FILL_MODE_UPPER +#define CUBLAS_DIAG_NON_UNIT MUBLAS_DIAG_NON_UNIT #define CUBLAS_STATUS_SUCCESS MUBLAS_STATUS_SUCCESS #define CUBLAS_TF32_TENSOR_OP_MATH MUBLAS_TENSOR_OP_MATH #define CUDA_R_16F MUSA_R_16F #define CUDA_R_16BF MUSA_R_16BF #define CUDA_R_32F MUSA_R_32F +#define cublasStrsmBatched mublasStrsmBatched #define cublasComputeType_t cudaDataType_t #define cublasCreate mublasCreate #define cublasDestroy mublasDestroy diff --git a/ggml/src/ggml-hexagon/htp/rope-ops.c b/ggml/src/ggml-hexagon/htp/rope-ops.c index 00419bcba6..a4399704fc 100644 --- a/ggml/src/ggml-hexagon/htp/rope-ops.c +++ b/ggml/src/ggml-hexagon/htp/rope-ops.c @@ -73,15 +73,15 @@ static float rope_yarn_ramp(const float low, const float high, const int i0) { return (1 - MIN(1, MAX(0, y))); } -static void rope_cache_init(const float theta_base, - float freq_scale, - const float * freq_factors, - float * corr_dims, - uint32_t ne0, - float ext_factor, - float mscale, - float * cache, - float theta_scale) { +static void rope_cache_init(const float theta_base, + const float freq_scale, + const float * freq_factors, + float * corr_dims, + const uint32_t ne0, + const float ext_factor, + const float mscale, + float * cache, + const float theta_scale) { // ref: https://github.com/jquesnelle/yarn/blob/master/scaled_rope/LlamaYaRNScaledRotaryEmbedding.py float theta = theta_base; @@ -92,18 +92,19 @@ static void rope_cache_init(const float theta_base, // Get n-d rotational scaling corrected for extrapolation float theta_interp = freq_scale * theta_extrap; - float theta2 = theta_interp; + float theta_final = theta_interp; + float mscale_final = mscale; if (ext_factor != 0.0f) { float ramp_mix = rope_yarn_ramp(corr_dims[0], corr_dims[1], i0) * ext_factor; - theta2 = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix; + theta_final = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix; // Get n-d magnitude scaling corrected for interpolation - mscale *= 1.0f + 0.1f * logf(1.0f / freq_scale); + mscale_final *= 1.0f + 0.1f * logf(1.0f / freq_scale); } - cache[i0 + 0] = cosf(theta2) * mscale; - cache[i0 + 1] = sinf(theta2) * mscale; + cache[i0 + 0] = cosf(theta_final) * mscale_final; + cache[i0 + 1] = sinf(theta_final) * mscale_final; theta *= theta_scale; } @@ -151,9 +152,9 @@ static void init_rope_ctx(struct rope_th_ctx * rope_ctx, struct htp_ops_context } static void hvx_calc_rope_neox_f32(const float * restrict src0, - float * restrict dst, - const int num_elems, - const float * restrict theta_cache) { + float * restrict dst, + const int num_elems, + const float * restrict theta_cache) { // for (int i = 0; i < num_elems; i += 2) { //const float cos_theta = theta_cache[i + 0]; //const float sin_theta = theta_cache[i + 1]; @@ -192,7 +193,7 @@ static void hvx_calc_rope_neox_f32(const float * restrict src0, HVX_Vector v4 = Q6_Vqf32_vsub_Vqf32Vqf32(vx0_c, vx1_s); HVX_Vector v5 = Q6_Vqf32_vadd_Vqf32Vqf32(vx0_s, vx1_c); - *(HVX_Vector *) dst_curr = Q6_Vsf_equals_Vqf32(v4); + *(HVX_Vector *) dst_curr = Q6_Vsf_equals_Vqf32(v4); *(HVX_Vector *) (dst_curr + half_size) = Q6_Vsf_equals_Vqf32(v5); src0_curr += VLEN; @@ -259,7 +260,7 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, const uint32_t ir1, int nth, int ith, - int opt_path) { + const int opt_path) { struct htp_ops_context * octx = rope_ctx->octx; const struct htp_tensor * src0 = &octx->src0; @@ -267,8 +268,8 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, const struct htp_tensor * src2 = &octx->src2; struct htp_tensor * dst = &octx->dst; - const int32_t mode = rope_ctx->mode; - const bool is_neox = mode & HTP_ROPE_TYPE_NEOX; + const int32_t mode = rope_ctx->mode; + const bool is_neox = mode & HTP_ROPE_TYPE_NEOX; htp_rope_preamble; @@ -281,8 +282,9 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, freq_factors = (const float *) src2->data; } - int ir = 0; - + const uint32_t i1_end = MIN(ir1, ne1); + const int32_t half_dims = rope_ctx->n_dims / 2; + const size_t remain_bytes = (ne0 - rope_ctx->n_dims) * sizeof(float); for (uint32_t i3 = 0; i3 < ne3; i3++) { // batch for (uint32_t i2 = 0; i2 < ne2; i2++) { // seq-len const int32_t p = pos[i2]; @@ -290,14 +292,7 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, rope_cache_init(p, rope_ctx->freq_scale, freq_factors, rope_ctx->corr_dims, ne0, rope_ctx->ext_factor, rope_ctx->attn_factor, wp0, rope_ctx->theta_scale); - for (uint32_t i1 = 0; i1 < ne1; i1++) { // attn-heads - if (ir++ < ir0) { - continue; - } - if (ir > ir1) { - break; - } - + for (uint32_t i1 = ir0; i1 < i1_end; i1++) { // attn-heads const float * src = (float *) ((char *) src0->data + i3 * nb03 + i2 * nb02 + i1 * nb01); float * dst_data = (float *) ((char *) dst->data + i3 * nb3 + i2 * nb2 + i1 * nb1); @@ -310,6 +305,9 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, } else { hvx_calc_rope_f32(src_loc, dst_data_loc, rope_ctx->n_dims, wp0); } + + src_loc += rope_ctx->n_dims; + dst_data_loc += rope_ctx->n_dims; } else { for (uint32_t i0 = 0; i0 < rope_ctx->n_dims; i0 += 2) { const float cos_theta = wp0[i0 + 0]; @@ -317,10 +315,10 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, if (is_neox) { const float x0 = src_loc[0]; - const float x1 = src_loc[rope_ctx->n_dims/2]; + const float x1 = src_loc[half_dims]; - dst_data_loc[0] = x0 * cos_theta - x1 * sin_theta; - dst_data_loc[rope_ctx->n_dims/2] = x0 * sin_theta + x1 * cos_theta; + dst_data_loc[0] = x0 * cos_theta - x1 * sin_theta; + dst_data_loc[half_dims] = x0 * sin_theta + x1 * cos_theta; src_loc += 1; dst_data_loc += 1; @@ -335,15 +333,13 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, dst_data_loc += 2; } } + + src_loc += (is_neox ? half_dims : 0); + dst_data_loc += (is_neox ? half_dims : 0); } - for (uint32_t i0 = rope_ctx->n_dims; i0 < ne0; i0 += 2) { - dst_data_loc[0] = src_loc[0]; - dst_data_loc[1] = src_loc[1]; - - src_loc += 2; - dst_data_loc += 2; - } + // TODO: use simd to speed up the remaining elements copy + memcpy(dst_data_loc, src_loc, remain_bytes); } } } diff --git a/ggml/src/ggml-metal/ggml-metal-context.m b/ggml/src/ggml-metal/ggml-metal-context.m index e66646284d..42a35736ee 100644 --- a/ggml/src/ggml-metal/ggml-metal-context.m +++ b/ggml/src/ggml-metal/ggml-metal-context.m @@ -24,9 +24,6 @@ struct ggml_metal_command_buffer { }; struct ggml_metal { - id device; - id queue; // currently a pointer to the device queue, but might become separate queue [TAG_QUEUE_PER_BACKEND] - ggml_metal_device_t dev; ggml_metal_library_t lib; @@ -91,15 +88,15 @@ ggml_metal_t ggml_metal_init(ggml_metal_device_t dev) { // init context ggml_metal_t res = calloc(1, sizeof(struct ggml_metal)); - res->device = ggml_metal_device_get_obj(dev); + id device = ggml_metal_device_get_obj(dev); - GGML_LOG_INFO("%s: picking default device: %s\n", __func__, [[res->device name] UTF8String]); + GGML_LOG_INFO("%s: picking default device: %s\n", __func__, [[device name] UTF8String]); // TODO: would it be better to have one queue for the backend and one queue for the device? // the graph encoders and async ops would use the backend queue while the sync ops would use the device queue? //res->queue = [device newCommandQueue]; [TAG_QUEUE_PER_BACKEND] - res->queue = ggml_metal_device_get_queue(dev); - if (res->queue == nil) { + id queue = ggml_metal_device_get_queue(dev); + if (queue == nil) { GGML_LOG_ERROR("%s: error: failed to create command queue\n", __func__); return NULL; } @@ -274,7 +271,8 @@ static struct ggml_metal_buffer_id ggml_metal_get_buffer_id(const struct ggml_te void ggml_metal_set_tensor_async(ggml_metal_t ctx, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size) { @autoreleasepool { // wrap the source data into a Metal buffer - id buf_src = [ctx->device newBufferWithBytes:data + id device = ggml_metal_device_get_obj(ctx->dev); + id buf_src = [device newBufferWithBytes:data length:size options:MTLResourceStorageModeShared]; @@ -289,7 +287,8 @@ void ggml_metal_set_tensor_async(ggml_metal_t ctx, struct ggml_tensor * tensor, // queue the copy operation into the queue of the Metal context // this will be queued at the end, after any currently ongoing GPU operations - id cmd_buf = [ctx->queue commandBuffer]; + id queue = ggml_metal_device_get_queue(ctx->dev); + id cmd_buf = [queue commandBuffer]; id encoder = [cmd_buf blitCommandEncoder]; [encoder copyFromBuffer:buf_src @@ -315,7 +314,8 @@ void ggml_metal_set_tensor_async(ggml_metal_t ctx, struct ggml_tensor * tensor, void ggml_metal_get_tensor_async(ggml_metal_t ctx, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size) { @autoreleasepool { - id buf_dst = [ctx->device newBufferWithBytesNoCopy:data + id device = ggml_metal_device_get_obj(ctx->dev); + id buf_dst = [device newBufferWithBytesNoCopy:data length:size options:MTLResourceStorageModeShared deallocator:nil]; @@ -331,7 +331,8 @@ void ggml_metal_get_tensor_async(ggml_metal_t ctx, const struct ggml_tensor * te // queue the copy operation into the queue of the Metal context // this will be queued at the end, after any currently ongoing GPU operations - id cmd_buf = [ctx->queue commandBuffer]; + id queue = ggml_metal_device_get_queue(ctx->dev); + id cmd_buf = [queue commandBuffer]; id encoder = [cmd_buf blitCommandEncoder]; [encoder copyFromBuffer:bid_src.metal @@ -362,6 +363,9 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * // number of threads in addition to the main thread const int n_cb = ctx->n_cb; + // keep the memory wired + ggml_metal_device_rsets_keep_alive(ctx->dev); + // submit the ggml compute graph to the GPU by creating command buffers and encoding the ops in them // the first n_nodes_0 are encoded and submitted for processing directly by the calling thread // while these nodes are processing, we start n_cb threads to enqueue the rest of the nodes @@ -389,7 +393,8 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * if (!ctx->capture_started) { // create capture scope - ctx->capture_scope = [[MTLCaptureManager sharedCaptureManager] newCaptureScopeWithDevice:ctx->device]; + id device = ggml_metal_device_get_obj(ctx->dev); + ctx->capture_scope = [[MTLCaptureManager sharedCaptureManager] newCaptureScopeWithDevice:device]; MTLCaptureDescriptor * descriptor = [MTLCaptureDescriptor new]; descriptor.captureObject = ctx->capture_scope; @@ -406,10 +411,13 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * } } + // short-hand + id queue = ggml_metal_device_get_queue(ctx->dev); + // the main thread commits the first few commands immediately // cmd_buf[n_cb] { - id cmd_buf = [ctx->queue commandBufferWithUnretainedReferences]; + id cmd_buf = [queue commandBufferWithUnretainedReferences]; [cmd_buf retain]; if (ctx->cmd_bufs[n_cb].obj) { @@ -428,7 +436,7 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * // prepare the rest of the command buffers asynchronously (optional) // cmd_buf[0.. n_cb) for (int cb_idx = 0; cb_idx < n_cb; ++cb_idx) { - id cmd_buf = [ctx->queue commandBufferWithUnretainedReferences]; + id cmd_buf = [queue commandBufferWithUnretainedReferences]; [cmd_buf retain]; if (ctx->cmd_bufs[cb_idx].obj) { @@ -589,9 +597,11 @@ void ggml_metal_set_abort_callback(ggml_metal_t ctx, ggml_abort_callback abort_c } bool ggml_metal_supports_family(ggml_metal_t ctx, int family) { - GGML_ASSERT(ctx->device != nil); + GGML_ASSERT(ctx->dev != nil); - return [ctx->device supportsFamily:(MTLGPUFamilyApple1 + family - 1)]; + id device = ggml_metal_device_get_obj(ctx->dev); + + return [device supportsFamily:(MTLGPUFamilyApple1 + family - 1)]; } void ggml_metal_capture_next_compute(ggml_metal_t ctx) { diff --git a/ggml/src/ggml-metal/ggml-metal-device.cpp b/ggml/src/ggml-metal/ggml-metal-device.cpp index 329500a03e..680904d132 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.cpp +++ b/ggml/src/ggml-metal/ggml-metal-device.cpp @@ -50,14 +50,14 @@ void ggml_metal_pipelines_add(ggml_metal_pipelines_t ppls, const char * name, gg } ggml_metal_pipeline_t ggml_metal_pipelines_get(ggml_metal_pipelines_t ppls, const char * name) { - if (ppls->data.find(name) == ppls->data.end()) { + if (ppls->data.find(name) == ppls->data.end()) { return nullptr; } return ppls->data[name]; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_base(ggml_metal_library_t lib, ggml_op op) { +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_base(ggml_metal_library_t lib, ggml_op op) { char base[256]; char name[256]; @@ -71,34 +71,30 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_base(ggml_metal_library_t snprintf(base, 256, "kernel_%s", op_str); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cpy(ggml_metal_library_t lib, ggml_type tsrc, ggml_type tdst) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cpy(ggml_metal_library_t lib, ggml_type tsrc, ggml_type tdst) { char base[256]; char name[256]; snprintf(base, 256, "kernel_cpy_%s_%s", ggml_type_name(tsrc), ggml_type_name(tdst)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pool_2d(ggml_metal_library_t lib, const ggml_tensor * op, ggml_op_pool op_pool) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pool_2d(ggml_metal_library_t lib, const ggml_tensor * op, ggml_op_pool op_pool) { GGML_ASSERT(ggml_is_contiguous(op->src[0])); GGML_ASSERT(op->src[0]->type == GGML_TYPE_F32 && op->src[0]->type == op->type); @@ -115,68 +111,60 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pool_2d(ggml_metal_library snprintf(base, 256, "kernel_pool_2d_%s_%s", pool_str, ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_get_rows(ggml_metal_library_t lib, ggml_type tsrc) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_get_rows(ggml_metal_library_t lib, ggml_type tsrc) { char base[256]; char name[256]; snprintf(base, 256, "kernel_get_rows_%s", ggml_type_name(tsrc)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_set_rows(ggml_metal_library_t lib, ggml_type tidx, ggml_type tdst) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_set_rows(ggml_metal_library_t lib, ggml_type tidx, ggml_type tdst) { char base[256]; char name[256]; snprintf(base, 256, "kernel_set_rows_%s_%s", ggml_type_name(tdst), ggml_type_name(tidx)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_repeat(ggml_metal_library_t lib, ggml_type tsrc) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_repeat(ggml_metal_library_t lib, ggml_type tsrc) { char base[256]; char name[256]; snprintf(base, 256, "kernel_repeat_%s", ggml_type_name(tsrc)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_unary(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_unary(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(ggml_is_contiguous(op->src[0])); char base[256]; @@ -187,6 +175,7 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_unary(ggml_metal_library_t const char * op_str = "undefined"; switch (op->op) { case GGML_OP_SCALE: op_str = "scale"; break; + case GGML_OP_FILL: op_str = "fill"; break; case GGML_OP_CLAMP: op_str = "clamp"; break; case GGML_OP_SQR: op_str = "sqr"; break; case GGML_OP_SQRT: op_str = "sqrt"; break; @@ -211,6 +200,8 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_unary(ggml_metal_library_t case GGML_UNARY_OP_HARDSWISH: op_str = "hardswish"; break; case GGML_UNARY_OP_HARDSIGMOID: op_str = "hardsigmoid"; break; case GGML_UNARY_OP_EXP: op_str = "exp"; break; + case GGML_UNARY_OP_SOFTPLUS: op_str = "softplus"; break; + case GGML_UNARY_OP_EXPM1: op_str = "expm1"; break; default: GGML_ABORT("fatal error"); } break; default: GGML_ABORT("fatal error"); @@ -224,17 +215,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_unary(ggml_metal_library_t snprintf(base, 256, "kernel_%s_%s%s", op_str, ggml_type_name(op->src[0]->type), suffix); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_glu(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_glu(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(ggml_is_contiguous_1(op->src[0])); char base[256]; @@ -258,17 +247,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_glu(ggml_metal_library_t l snprintf(base, 256, "kernel_%s_%s", op_str, ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_sum(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_sum(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_SUM); char base[256]; @@ -277,17 +264,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_sum(ggml_metal_library_t l snprintf(base, 256, "kernel_op_sum_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_sum_rows(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_sum_rows(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(op->src[0]->nb[0] == ggml_type_size(op->src[0]->type)); char base[256]; @@ -306,19 +291,17 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_sum_rows(ggml_metal_librar snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - ggml_metal_pipeline_set_smem(res, 32*sizeof(float)); + res.smem = 32*sizeof(float); return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cumsum_blk(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cumsum_blk(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(op->op == GGML_OP_CUMSUM); char base[256]; @@ -327,17 +310,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cumsum_blk(ggml_metal_libr snprintf(base, 256, "kernel_cumsum_blk_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cumsum_add(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cumsum_add(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(op->op == GGML_OP_CUMSUM); char base[256]; @@ -346,17 +327,37 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cumsum_add(ggml_metal_libr snprintf(base, 256, "kernel_cumsum_add_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_soft_max(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_tri(ggml_metal_library_t lib, const ggml_tensor * op) { + GGML_ASSERT(op->op == GGML_OP_TRI); + GGML_ASSERT(op->src[0]->nb[0] == ggml_type_size(op->src[0]->type)); + + char base[256]; + char name[256]; + + const char * op_str = "tri"; + const int ttype = op->op_params[0]; + + snprintf(base, 256, "kernel_%s_%s_%d", op_str, ggml_type_name(op->src[0]->type), ttype); + + snprintf(name, 256, "%s", base); + + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); + } + + return res; +} + +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_soft_max(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(!op->src[1] || op->src[1]->type == GGML_TYPE_F16 || op->src[1]->type == GGML_TYPE_F32); char base[256]; @@ -373,19 +374,17 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_soft_max(ggml_metal_librar snprintf(base, 256, "kernel_soft_max_%s%s", ggml_type_name(tsrc1), suffix); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - ggml_metal_pipeline_set_smem(res, 32*sizeof(float)); + res.smem = 32*sizeof(float); return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_ssm_conv(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(op->src[0]->type == GGML_TYPE_F32); GGML_ASSERT(op->src[1]->type == GGML_TYPE_F32); @@ -404,17 +403,47 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_ssm_conv(ggml_metal_librar snprintf(base, 256, "kernel_ssm_conv_%s_%s%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->src[1]->type), suffix); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_ssm_scan(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv_batched(ggml_metal_library_t lib, const ggml_tensor * op, int ssm_conv_bs) { + GGML_ASSERT(op->src[0]->type == GGML_TYPE_F32); + GGML_ASSERT(op->src[1]->type == GGML_TYPE_F32); + + GGML_ASSERT(ggml_is_contiguous(op->src[0])); + GGML_ASSERT(ggml_is_contiguous(op->src[1])); + + char base[256]; + char name[256]; + + const char * suffix = ""; + if (op->src[1]->ne[0] % 4 == 0) { + suffix = "_4"; + } + + snprintf(base, 256, "kernel_ssm_conv_%s_%s_batched%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->src[1]->type), suffix); + snprintf(name, 256, "%s_ssm_conv_bs=%d", base, ssm_conv_bs); + + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_int16(cv, ssm_conv_bs, FC_SSM_CONV + 0); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); + } + + return res; +} + +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_scan(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); char base[256]; @@ -425,19 +454,22 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_ssm_scan(ggml_metal_librar snprintf(base, 256, "kernel_ssm_scan_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s_nsg=%d", base, nsg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - ggml_metal_pipeline_set_smem(res, 32*sizeof(float)*nsg); + // Shared memory layout: + // - sgptg * NW floats for partial sums (nsg * 32) + // - sgptg floats for shared_x_dt (nsg) + // - sgptg floats for shared_dA (nsg) + // Total: nsg * (32 + 2) floats + res.smem = (32 + 2)*sizeof(float)*nsg; return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_rwkv(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_rwkv(ggml_metal_library_t lib, const ggml_tensor * op) { char base[256]; char name[256]; @@ -467,41 +499,37 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_rwkv(ggml_metal_library_t snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv_ext(ggml_metal_library_t lib, ggml_type tsrc0, ggml_type tsrc1, int nsg, int nxpsg, int r1ptg) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_ext(ggml_metal_library_t lib, ggml_type tsrc0, ggml_type tsrc1, int nsg, int nxpsg, int r1ptg) { char base[256]; char name[256]; snprintf(base, 256, "kernel_mul_mv_ext_%s_%s_r1_%d", ggml_type_name(tsrc0), ggml_type_name(tsrc1), r1ptg); snprintf(name, 256, "%s_nsg=%d_nxpsg=%d", base, nsg, nxpsg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_int16(cv, nsg, FC_MUL_MV + 0); + ggml_metal_cv_set_int16(cv, nxpsg, FC_MUL_MV + 1); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_int16(cv, nsg, FC_MUL_MV + 0); - ggml_metal_cv_set_int16(cv, nxpsg, FC_MUL_MV + 1); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mm(ggml_metal_library_t lib, const ggml_tensor * op) { char base[256]; char name[256]; @@ -514,27 +542,25 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm(ggml_metal_library_ snprintf(base, 256, "kernel_mul_mm_%s_%s", ggml_type_name(tsrc0), ggml_type_name(tsrc1)); snprintf(name, 256, "%s_bci=%d_bco=%d", base, bc_inp, bc_out); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_bool(cv, bc_inp, FC_MUL_MM + 0); + ggml_metal_cv_set_bool(cv, bc_out, FC_MUL_MM + 1); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_bool(cv, bc_inp, FC_MUL_MM + 0); - ggml_metal_cv_set_bool(cv, bc_out, FC_MUL_MM + 1); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - // when the output size is not multiple of 64x32, we need extra smem to prevent out-of-bounds writes - ggml_metal_pipeline_set_smem(res, bc_out ? 8192 : 4096 + 2048); + res.smem = bc_out ? 8192 : 4096 + 2048; return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); GGML_TENSOR_LOCALS( int32_t, ne1, op->src[1], ne); @@ -689,49 +715,43 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv(ggml_metal_library_ snprintf(base, 256, "kernel_mul_mv_%s_%s%s", ggml_type_name(tsrc0), ggml_type_name(tsrc1), suffix); snprintf(name, 256, "%s_nsg=%d", base, nsg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_int16(cv, nsg, FC_MUL_MV + 0); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_int16(cv, nsg, FC_MUL_MV + 0); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - - ggml_metal_pipeline_set_nr0 (res, nr0); - ggml_metal_pipeline_set_nr1 (res, nr1); - ggml_metal_pipeline_set_nsg (res, nsg); - ggml_metal_pipeline_set_smem(res, smem); + res.nr0 = nr0; + res.nr1 = nr1; + res.nsg = nsg; + res.smem = smem; return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm_id_map0(ggml_metal_library_t lib, int ne02, int ne20) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mm_id_map0(ggml_metal_library_t lib, int ne02, int ne20) { char base[256]; char name[256]; snprintf(base, 256, "kernel_mul_mm_id_map0_ne20_%d", ne20); snprintf(name, 256, "%s_ne02=%d", base, ne02); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - const size_t smem = (size_t) ne02*ne20*sizeof(uint16_t); - - ggml_metal_pipeline_set_smem(res, smem); + res.smem = (size_t) ne02*ne20*sizeof(uint16_t); return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm_id(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mm_id(ggml_metal_library_t lib, const ggml_tensor * op) { char base[256]; char name[256]; @@ -743,25 +763,23 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm_id(ggml_metal_libra snprintf(base, 256, "kernel_mul_mm_id_%s_%s", ggml_type_name(tsrc0), ggml_type_name(tsrc1)); snprintf(name, 256, "%s_bci=%d", base, bc_inp); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_bool(cv, bc_inp, FC_MUL_MM + 0); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_bool(cv, bc_inp, FC_MUL_MM + 0); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - - ggml_metal_pipeline_set_smem(res, 8192); + res.smem = 8192; return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv_id(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_id(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); GGML_TENSOR_LOCALS( int32_t, ne1, op->src[1], ne); @@ -909,28 +927,26 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv_id(ggml_metal_libra snprintf(base, 256, "kernel_mul_mv_id_%s_%s%s", ggml_type_name(tsrc0), ggml_type_name(tsrc1), suffix); snprintf(name, 256, "%s_nsg=%d", base, nsg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_int16(cv, nsg, FC_MUL_MV + 0); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_int16(cv, nsg, FC_MUL_MV + 0); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - - ggml_metal_pipeline_set_nr0 (res, nr0); - ggml_metal_pipeline_set_nr1 (res, nr1); - ggml_metal_pipeline_set_nsg (res, nsg); - ggml_metal_pipeline_set_smem(res, smem); + res.nr0 = nr0; + res.nr1 = nr1; + res.nsg = nsg; + res.smem = smem; return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argmax(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_argmax(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_ASSERT(op->src[0]->type == GGML_TYPE_F32); GGML_ASSERT(ggml_is_contiguous_1(op->src[0])); GGML_ASSERT(op->src[0]->nb[0] == ggml_type_size(op->src[0]->type)); @@ -941,19 +957,17 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argmax(ggml_metal_library_ snprintf(base, 256, "kernel_argmax_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - ggml_metal_pipeline_set_smem(res, 32*(sizeof(float) + sizeof(int32_t))); + res.smem = 32*(sizeof(float) + sizeof(int32_t)); return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_argsort(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_ARGSORT); char base[256]; @@ -971,17 +985,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort(ggml_metal_library snprintf(base, 256, "kernel_argsort_%s_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->type), order_str); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort_merge(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_argsort_merge(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_ARGSORT); char base[256]; @@ -999,18 +1011,16 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort_merge(ggml_metal_l snprintf(base, 256, "kernel_argsort_merge_%s_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->type), order_str); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } // note: reuse the argsort kernel for top_k -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_top_k(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_top_k(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_TOP_K); char base[256]; @@ -1029,17 +1039,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_top_k(ggml_metal_library_t snprintf(base, 256, "kernel_argsort_%s_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->type), order_str); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_top_k_merge(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_top_k_merge(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_TOP_K); char base[256]; @@ -1057,17 +1065,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_top_k_merge(ggml_metal_lib snprintf(base, 256, "kernel_argsort_merge_%s_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->type), order_str); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_pad( +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_pad( ggml_metal_library_t lib, const struct ggml_tensor * op, bool has_mask, @@ -1086,33 +1092,31 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_pad( has_mask, ncpsg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT_PAD + 0); + //ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT_PAD + 1); + //ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT_PAD + 2); + //ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT_PAD + 3); + + //ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT_PAD + 20); + //ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT_PAD + 21); + //ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT_PAD + 22); + //ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_PAD + 23); + //ggml_metal_cv_set_int32(cv, nqptg, FC_FLASH_ATTN_EXT_PAD + 24); + ggml_metal_cv_set_int32(cv, ncpsg, FC_FLASH_ATTN_EXT_PAD + 25); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT_PAD + 0); - //ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT_PAD + 1); - //ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT_PAD + 2); - //ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT_PAD + 3); - - //ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT_PAD + 20); - //ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT_PAD + 21); - //ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT_PAD + 22); - //ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_PAD + 23); - //ggml_metal_cv_set_int32(cv, nqptg, FC_FLASH_ATTN_EXT_PAD + 24); - ggml_metal_cv_set_int32(cv, ncpsg, FC_FLASH_ATTN_EXT_PAD + 25); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_blk( +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_blk( ggml_metal_library_t lib, const struct ggml_tensor * op, int32_t nqptg, @@ -1131,33 +1135,31 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_blk( nqptg, ncpsg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + //ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT_BLK + 0); + //ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT_BLK + 1); + //ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT_BLK + 2); + //ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT_BLK + 3); + + //ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT_BLK + 20); + //ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT_BLK + 21); + //ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT_BLK + 22); + //ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_BLK + 23); + ggml_metal_cv_set_int32(cv, nqptg, FC_FLASH_ATTN_EXT_BLK + 24); + ggml_metal_cv_set_int32(cv, ncpsg, FC_FLASH_ATTN_EXT_BLK + 25); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - //ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT_BLK + 0); - //ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT_BLK + 1); - //ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT_BLK + 2); - //ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT_BLK + 3); - - //ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT_BLK + 20); - //ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT_BLK + 21); - //ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT_BLK + 22); - //ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_BLK + 23); - ggml_metal_cv_set_int32(cv, nqptg, FC_FLASH_ATTN_EXT_BLK + 24); - ggml_metal_cv_set_int32(cv, ncpsg, FC_FLASH_ATTN_EXT_BLK + 25); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext( +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext( ggml_metal_library_t lib, const ggml_tensor * op, bool has_mask, @@ -1198,33 +1200,31 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext( ns20, nsg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT + 0); + ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT + 1); + ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT + 2); + ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT + 3); + ggml_metal_cv_set_bool(cv, has_kvpad, FC_FLASH_ATTN_EXT + 4); + + ggml_metal_cv_set_bool(cv, bc_mask, FC_FLASH_ATTN_EXT + 10); + + ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT + 20); + ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT + 21); + ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT + 22); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT + 0); - ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT + 1); - ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT + 2); - ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT + 3); - ggml_metal_cv_set_bool(cv, has_kvpad, FC_FLASH_ATTN_EXT + 4); - - ggml_metal_cv_set_bool(cv, bc_mask, FC_FLASH_ATTN_EXT + 10); - - ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT + 20); - ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT + 21); - ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT + 22); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_vec( +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_vec( ggml_metal_library_t lib, const ggml_tensor * op, bool has_mask, @@ -1262,32 +1262,30 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_vec( ns20, nsg, nwg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT_VEC + 0); + ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT_VEC + 1); + ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT_VEC + 2); + ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT_VEC + 3); + ggml_metal_cv_set_bool(cv, has_kvpad, FC_FLASH_ATTN_EXT_VEC + 4); + + ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT_VEC + 20); + ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT_VEC + 21); + ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT_VEC + 22); + ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_VEC + 23); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_bool(cv, has_mask, FC_FLASH_ATTN_EXT_VEC + 0); - ggml_metal_cv_set_bool(cv, has_sinks, FC_FLASH_ATTN_EXT_VEC + 1); - ggml_metal_cv_set_bool(cv, has_bias, FC_FLASH_ATTN_EXT_VEC + 2); - ggml_metal_cv_set_bool(cv, has_scap, FC_FLASH_ATTN_EXT_VEC + 3); - ggml_metal_cv_set_bool(cv, has_kvpad, FC_FLASH_ATTN_EXT_VEC + 4); - - ggml_metal_cv_set_int32(cv, ns10, FC_FLASH_ATTN_EXT_VEC + 20); - ggml_metal_cv_set_int32(cv, ns20, FC_FLASH_ATTN_EXT_VEC + 21); - ggml_metal_cv_set_int32(cv, nsg, FC_FLASH_ATTN_EXT_VEC + 22); - ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_VEC + 23); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_vec_reduce( +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_vec_reduce( ggml_metal_library_t lib, const ggml_tensor * op, int32_t dv, @@ -1300,26 +1298,24 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_vec_reduce( snprintf(base, 256, "kernel_flash_attn_ext_vec_reduce"); snprintf(name, 256, "%s_dv=%d_nwg=%d", base, dv, nwg); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_int32(cv, dv, FC_FLASH_ATTN_EXT_VEC_REDUCE + 0); + ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_VEC_REDUCE + 1); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_int32(cv, dv, FC_FLASH_ATTN_EXT_VEC_REDUCE + 0); - ggml_metal_cv_set_int32(cv, nwg, FC_FLASH_ATTN_EXT_VEC_REDUCE + 1); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - return res; GGML_UNUSED(op); } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_bin( +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_bin( ggml_metal_library_t lib, ggml_op op, int32_t n_fuse, @@ -1344,17 +1340,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_bin( snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_l2_norm(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_l2_norm(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_L2_NORM); GGML_ASSERT(op->src[0]->ne[0] % 4 == 0); @@ -1366,19 +1360,17 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_l2_norm(ggml_metal_library snprintf(base, 256, "kernel_l2_norm_f32"); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - ggml_metal_pipeline_set_smem(res, 32*sizeof(float)); + res.smem = 32*sizeof(float); return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_group_norm(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_group_norm(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_GROUP_NORM); GGML_ASSERT(ggml_is_contiguous(op->src[0])); @@ -1389,19 +1381,17 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_group_norm(ggml_metal_libr snprintf(base, 256, "kernel_group_norm_f32"); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - ggml_metal_pipeline_set_smem(res, 32*sizeof(float)); + res.smem = 32*sizeof(float); return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_norm(ggml_metal_library_t lib, const ggml_tensor * op, int n_fuse) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_norm(ggml_metal_library_t lib, const ggml_tensor * op, int n_fuse) { assert(op->op == GGML_OP_NORM || op->op == GGML_OP_RMS_NORM); GGML_ASSERT(ggml_is_contiguous_rows(op->src[0])); @@ -1434,19 +1424,17 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_norm(ggml_metal_library_t snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - - ggml_metal_pipeline_set_smem(res, 32*sizeof(float)); + res.smem = 32*sizeof(float); return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_rope(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_rope(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_ROPE); char base[256]; @@ -1473,23 +1461,21 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_rope(ggml_metal_library_t snprintf(name, 256, "%s_imrope=%d", base, is_imrope ? 1 : 0); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_bool(cv, is_imrope, FC_ROPE + 0); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); } - ggml_metal_cv_t cv = ggml_metal_cv_init(); - - ggml_metal_cv_set_bool(cv, is_imrope, FC_ROPE + 0); - - res = ggml_metal_library_compile_pipeline(lib, base, name, cv); - - ggml_metal_cv_free(cv); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_im2col(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_im2col(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_IM2COL); GGML_ASSERT(ggml_is_contiguous(op->src[1])); @@ -1502,17 +1488,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_im2col(ggml_metal_library_ snprintf(base, 256, "kernel_im2col_%s", ggml_type_name(op->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_transpose_1d(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_transpose_1d(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_CONV_TRANSPOSE_1D); GGML_ASSERT(ggml_is_contiguous(op->src[0])); @@ -1527,17 +1511,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_transpose_1d(ggml_met snprintf(base, 256, "kernel_conv_transpose_1d_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->src[1]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_transpose_2d(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_transpose_2d(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_CONV_TRANSPOSE_2D); GGML_ASSERT(ggml_is_contiguous(op->src[0])); @@ -1552,17 +1534,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_transpose_2d(ggml_met snprintf(base, 256, "kernel_conv_transpose_2d_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->src[1]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_2d(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_2d(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_CONV_2D); GGML_ASSERT(ggml_is_contiguous(op->src[0])); @@ -1576,17 +1556,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_2d(ggml_metal_library snprintf(base, 256, "kernel_conv_2d_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->src[1]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_upscale(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_upscale(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_UPSCALE); char base[256]; @@ -1595,17 +1573,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_upscale(ggml_metal_library snprintf(base, 256, "kernel_upscale_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pad(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pad(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_PAD); char base[256]; @@ -1614,8 +1590,8 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pad(ggml_metal_library_t l snprintf(base, 256, "kernel_pad_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (res.pipeline) { return res; } @@ -1624,7 +1600,7 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pad(ggml_metal_library_t l return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pad_reflect_1d(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pad_reflect_1d(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_PAD_REFLECT_1D); char base[256]; @@ -1633,17 +1609,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pad_reflect_1d(ggml_metal_ snprintf(base, 256, "kernel_pad_reflect_1d_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_arange(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_arange(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_ARANGE); char base[256]; @@ -1652,17 +1626,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_arange(ggml_metal_library_ snprintf(base, 256, "kernel_arange_%s", ggml_type_name(op->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_timestep_embedding(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_timestep_embedding(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_TIMESTEP_EMBEDDING); char base[256]; @@ -1671,17 +1643,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_timestep_embedding(ggml_me snprintf(base, 256, "kernel_timestep_embedding_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_opt_step_adamw(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_opt_step_adamw(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_OPT_STEP_ADAMW); char base[256]; @@ -1690,17 +1660,15 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_opt_step_adamw(ggml_metal_ snprintf(base, 256, "kernel_opt_step_adamw_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_opt_step_sgd(ggml_metal_library_t lib, const ggml_tensor * op) { +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_opt_step_sgd(ggml_metal_library_t lib, const ggml_tensor * op) { assert(op->op == GGML_OP_OPT_STEP_SGD); char base[256]; @@ -1709,12 +1677,10 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_opt_step_sgd(ggml_metal_li snprintf(base, 256, "kernel_opt_step_sgd_%s", ggml_type_name(op->src[0]->type)); snprintf(name, 256, "%s", base); - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - return res; + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); - return res; } diff --git a/ggml/src/ggml-metal/ggml-metal-device.h b/ggml/src/ggml-metal/ggml-metal-device.h index 3976e622b9..0a8b9211a7 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.h +++ b/ggml/src/ggml-metal/ggml-metal-device.h @@ -35,20 +35,6 @@ typedef struct ggml_metal_pipeline * ggml_metal_pipeline_t; ggml_metal_pipeline_t ggml_metal_pipeline_init(void); void ggml_metal_pipeline_free(ggml_metal_pipeline_t pipeline); -void ggml_metal_pipeline_set_nsg(ggml_metal_pipeline_t pipeline, int nsg); -int ggml_metal_pipeline_get_nsg(ggml_metal_pipeline_t pipeline); - -void ggml_metal_pipeline_set_nr0(ggml_metal_pipeline_t pipeline, int nr0); -int ggml_metal_pipeline_get_nr0(ggml_metal_pipeline_t pipeline); - -void ggml_metal_pipeline_set_nr1(ggml_metal_pipeline_t pipeline, int nr1); -int ggml_metal_pipeline_get_nr1(ggml_metal_pipeline_t pipeline); - -void ggml_metal_pipeline_set_smem(ggml_metal_pipeline_t pipeline, size_t smem); -size_t ggml_metal_pipeline_get_smem(ggml_metal_pipeline_t pipeline); - -int ggml_metal_pipeline_max_theads_per_threadgroup(ggml_metal_pipeline_t pipeline); - // a collection of pipelines typedef struct ggml_metal_pipelines * ggml_metal_pipelines_t; @@ -58,6 +44,19 @@ void ggml_metal_pipelines_free(ggml_metal_pipelines_t ppls); void ggml_metal_pipelines_add(ggml_metal_pipelines_t ppls, const char * name, ggml_metal_pipeline_t pipeline); ggml_metal_pipeline_t ggml_metal_pipelines_get(ggml_metal_pipelines_t ppls, const char * name); +struct ggml_metal_pipeline_with_params { + ggml_metal_pipeline_t pipeline; + + int nsg; + + int nr0; + int nr1; + + size_t smem; +}; + +int ggml_metal_pipeline_max_theads_per_threadgroup(struct ggml_metal_pipeline_with_params pipeline); + // // MTLCommandBuffer wrapper // @@ -76,7 +75,7 @@ void ggml_metal_encoder_free(ggml_metal_encoder_t encoder); void ggml_metal_encoder_debug_group_push(ggml_metal_encoder_t encoder, const char * name); void ggml_metal_encoder_debug_group_pop (ggml_metal_encoder_t encoder); -void ggml_metal_encoder_set_pipeline(ggml_metal_encoder_t encoder, ggml_metal_pipeline_t pipeline); +void ggml_metal_encoder_set_pipeline(ggml_metal_encoder_t encoder, struct ggml_metal_pipeline_with_params pipeline); void ggml_metal_encoder_set_bytes (ggml_metal_encoder_t encoder, void * data, size_t size, int idx); void ggml_metal_encoder_set_buffer(ggml_metal_encoder_t encoder, struct ggml_metal_buffer_id buffer, int idx); @@ -100,66 +99,68 @@ ggml_metal_library_t ggml_metal_library_init_from_source(ggml_metal_device_t dev void ggml_metal_library_free(ggml_metal_library_t lib); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline (ggml_metal_library_t lib, const char * name); -ggml_metal_pipeline_t ggml_metal_library_compile_pipeline(ggml_metal_library_t lib, const char * base, const char * name, ggml_metal_cv_t cv); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline (ggml_metal_library_t lib, const char * name); +struct ggml_metal_pipeline_with_params ggml_metal_library_compile_pipeline(ggml_metal_library_t lib, const char * base, const char * name, ggml_metal_cv_t cv); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_base (ggml_metal_library_t lib, enum ggml_op op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cpy (ggml_metal_library_t lib, enum ggml_type tsrc, enum ggml_type tdst); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pool_2d (ggml_metal_library_t lib, const struct ggml_tensor * op, enum ggml_op_pool op_pool); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_get_rows (ggml_metal_library_t lib, enum ggml_type tsrc); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_set_rows (ggml_metal_library_t lib, enum ggml_type tidx, enum ggml_type tdst); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_repeat (ggml_metal_library_t lib, enum ggml_type tsrc); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_unary (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_glu (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_sum (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_sum_rows (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cumsum_blk (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_cumsum_add (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_soft_max (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_ssm_conv (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_ssm_scan (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_rwkv (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv_ext (ggml_metal_library_t lib, enum ggml_type tsrc0, enum ggml_type tsrc1, int nsg, int nxpsg, int r1ptg); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm_id_map0 (ggml_metal_library_t lib, int ne02, int ne20); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm_id (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv_id (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argmax (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort_merge (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_top_k (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_top_k_merge (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_bin (ggml_metal_library_t lib, enum ggml_op op, int32_t n_fuse, bool row); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_l2_norm (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_group_norm (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_norm (ggml_metal_library_t lib, const struct ggml_tensor * op, int32_t n_fuse); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_rope (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_im2col (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_transpose_1d (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_transpose_2d (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_conv_2d (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_upscale (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pad (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_pad_reflect_1d (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_arange (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_timestep_embedding(ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_opt_step_adamw (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_opt_step_sgd (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_base (ggml_metal_library_t lib, enum ggml_op op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cpy (ggml_metal_library_t lib, enum ggml_type tsrc, enum ggml_type tdst); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pool_2d (ggml_metal_library_t lib, const struct ggml_tensor * op, enum ggml_op_pool op_pool); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_get_rows (ggml_metal_library_t lib, enum ggml_type tsrc); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_set_rows (ggml_metal_library_t lib, enum ggml_type tidx, enum ggml_type tdst); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_repeat (ggml_metal_library_t lib, enum ggml_type tsrc); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_unary (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_glu (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_sum (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_sum_rows (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cumsum_blk (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cumsum_add (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_tri (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_soft_max (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv_batched (ggml_metal_library_t lib, const struct ggml_tensor * op, int ssm_conv_bs); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_scan (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_rwkv (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_ext (ggml_metal_library_t lib, enum ggml_type tsrc0, enum ggml_type tsrc1, int nsg, int nxpsg, int r1ptg); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mm (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mm_id_map0 (ggml_metal_library_t lib, int ne02, int ne20); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mm_id (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_id (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_argmax (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_argsort (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_argsort_merge (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_top_k (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_top_k_merge (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_bin (ggml_metal_library_t lib, enum ggml_op op, int32_t n_fuse, bool row); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_l2_norm (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_group_norm (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_norm (ggml_metal_library_t lib, const struct ggml_tensor * op, int32_t n_fuse); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_rope (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_im2col (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_transpose_1d (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_transpose_2d (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_conv_2d (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_upscale (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pad (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_pad_reflect_1d (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_arange (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_timestep_embedding(ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_opt_step_adamw (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_opt_step_sgd (ggml_metal_library_t lib, const struct ggml_tensor * op); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_pad( +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_pad( ggml_metal_library_t lib, const struct ggml_tensor * op, bool has_mask, int32_t ncpsg); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_blk( +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_blk( ggml_metal_library_t lib, const struct ggml_tensor * op, int32_t nqptg, int32_t ncpsg); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext( +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext( ggml_metal_library_t lib, const struct ggml_tensor * op, bool has_mask, @@ -169,7 +170,7 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext( bool has_kvpad, int32_t nsg); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_vec( +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_vec( ggml_metal_library_t lib, const struct ggml_tensor * op, bool has_mask, @@ -180,12 +181,22 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_vec( int32_t nsg, int32_t nwg); -ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_vec_reduce( +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_flash_attn_ext_vec_reduce( ggml_metal_library_t lib, const struct ggml_tensor * op, int32_t dv, int32_t nwg); +// MTLResidencySet wrapper + +typedef void * ggml_metal_rset_t; + +// a collection of residency sets (non-owning) +typedef struct ggml_metal_rsets * ggml_metal_rsets_t; + +ggml_metal_rsets_t ggml_metal_rsets_init(void); +void ggml_metal_rsets_free(ggml_metal_rsets_t rsets); + // // device // @@ -219,6 +230,11 @@ void * ggml_metal_device_get_queue(ggml_metal_device_t dev); // id @@ -75,14 +74,6 @@ void ggml_metal_cv_set_bool(ggml_metal_cv_t cv, bool value, int32_t idx) { struct ggml_metal_pipeline { id obj; - - // suggested dispatch sizes - int nsg; - - int nr0; - int nr1; - - size_t smem; }; ggml_metal_pipeline_t ggml_metal_pipeline_init(void) { @@ -90,10 +81,6 @@ ggml_metal_pipeline_t ggml_metal_pipeline_init(void) { *res = (struct ggml_metal_pipeline) { /*.obj =*/ nil, - /*.nsg =*/ 0, - /*.nr0 =*/ 0, - /*.nr1 =*/ 0, - /*.smem =*/ 0, }; return res; @@ -105,40 +92,8 @@ void ggml_metal_pipeline_free(ggml_metal_pipeline_t pipeline) { free(pipeline); } -void ggml_metal_pipeline_set_nsg(ggml_metal_pipeline_t pipeline, int nsg) { - pipeline->nsg = nsg; -} - -int ggml_metal_pipeline_get_nsg(ggml_metal_pipeline_t pipeline) { - return pipeline->nsg; -} - -void ggml_metal_pipeline_set_nr0(ggml_metal_pipeline_t pipeline, int nr0) { - pipeline->nr0 = nr0; -} - -int ggml_metal_pipeline_get_nr0(ggml_metal_pipeline_t pipeline) { - return pipeline->nr0; -} - -void ggml_metal_pipeline_set_nr1(ggml_metal_pipeline_t pipeline, int nr1) { - pipeline->nr1 = nr1; -} - -int ggml_metal_pipeline_get_nr1(ggml_metal_pipeline_t pipeline) { - return pipeline->nr1; -} - -void ggml_metal_pipeline_set_smem(ggml_metal_pipeline_t pipeline, size_t smem) { - pipeline->smem = smem; -} - -size_t ggml_metal_pipeline_get_smem(ggml_metal_pipeline_t pipeline) { - return pipeline->smem; -} - -int ggml_metal_pipeline_max_theads_per_threadgroup(ggml_metal_pipeline_t pipeline) { - return pipeline->obj.maxTotalThreadsPerThreadgroup; +int ggml_metal_pipeline_max_theads_per_threadgroup(struct ggml_metal_pipeline_with_params pipeline) { + return pipeline.pipeline->obj.maxTotalThreadsPerThreadgroup; } struct ggml_metal_library { @@ -146,6 +101,8 @@ struct ggml_metal_library { id device; ggml_metal_pipelines_t pipelines; // cache of compiled pipelines + + NSLock * lock; }; ggml_metal_library_t ggml_metal_library_init(ggml_metal_device_t dev) { @@ -296,9 +253,10 @@ ggml_metal_library_t ggml_metal_library_init(ggml_metal_device_t dev) { ggml_metal_library_t res = calloc(1, sizeof(struct ggml_metal_library)); - res->obj = library; - res->device = device; + res->obj = library; + res->device = device; res->pipelines = ggml_metal_pipelines_init(); + res->lock = [NSLock new]; return res; } @@ -365,6 +323,7 @@ ggml_metal_library_t ggml_metal_library_init_from_source(ggml_metal_device_t dev res->obj = library; res->device = device; res->pipelines = ggml_metal_pipelines_init(); + res->lock = [NSLock new]; return res; } @@ -380,26 +339,47 @@ void ggml_metal_library_free(ggml_metal_library_t lib) { ggml_metal_pipelines_free(lib->pipelines); + [lib->lock release]; + free(lib); } -ggml_metal_pipeline_t ggml_metal_library_get_pipeline(ggml_metal_library_t lib, const char * name) { - return ggml_metal_pipelines_get(lib->pipelines, name); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline(ggml_metal_library_t lib, const char * name) { + [lib->lock lock]; + + struct ggml_metal_pipeline_with_params res = { + /*.pipeline =*/ nil, + /*.nr0 =*/ 0, + /*.nr1 =*/ 0, + /*.nsg =*/ 0, + /*.smem =*/ 0, + }; + + res.pipeline = ggml_metal_pipelines_get(lib->pipelines, name); + + [lib->lock unlock]; + + return res; } -ggml_metal_pipeline_t ggml_metal_library_compile_pipeline(ggml_metal_library_t lib, const char * base, const char * name, ggml_metal_cv_t cv) { - // note: the pipelines are cached in the library per device, so they are shared across all metal contexts - ggml_critical_section_start(); +struct ggml_metal_pipeline_with_params ggml_metal_library_compile_pipeline(ggml_metal_library_t lib, const char * base, const char * name, ggml_metal_cv_t cv) { + struct ggml_metal_pipeline_with_params res = { + /*.pipeline =*/ nil, + /*.nr0 =*/ 0, + /*.nr1 =*/ 0, + /*.nsg =*/ 0, + /*.smem =*/ 0, + }; - ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); - if (res) { - ggml_critical_section_end(); + [lib->lock lock]; + + res.pipeline = ggml_metal_pipelines_get(lib->pipelines, name); + if (res.pipeline) { + [lib->lock unlock]; return res; } - res = ggml_metal_pipeline_init(); - @autoreleasepool { NSError * error = nil; @@ -414,36 +394,53 @@ ggml_metal_pipeline_t ggml_metal_library_compile_pipeline(ggml_metal_library_t l mtl_function = [lib->obj newFunctionWithName:base_func constantValues:cv->obj error:&error]; } if (!mtl_function) { - ggml_critical_section_end(); + [lib->lock unlock]; GGML_LOG_ERROR("%s: failed to compile pipeline: base = '%s', name = '%s'\n", __func__, base, name); if (error) { GGML_LOG_ERROR("%s: %s\n", __func__, [[error description] UTF8String]); } - return nil; + return res; } - res->obj = [lib->device newComputePipelineStateWithFunction:mtl_function error:&error]; + id obj = [lib->device newComputePipelineStateWithFunction:mtl_function error:&error]; [mtl_function release]; - GGML_LOG_DEBUG("%s: loaded %-40s %16p | th_max = %4d | th_width = %4d\n", __func__, name, (void *) res->obj, - (int) res->obj.maxTotalThreadsPerThreadgroup, - (int) res->obj.threadExecutionWidth); + if (!obj) { + [lib->lock unlock]; - if (res->obj.maxTotalThreadsPerThreadgroup == 0 || res->obj.threadExecutionWidth == 0) { - ggml_critical_section_end(); + GGML_LOG_ERROR("%s: failed to create pipeline state: base = '%s', name = '%s'\n", __func__, base, name); + if (error) { + GGML_LOG_ERROR("%s: %s\n", __func__, [[error description] UTF8String]); + } + + return res; + } + + GGML_LOG_DEBUG("%s: loaded %-40s %16p | th_max = %4d | th_width = %4d\n", __func__, name, + (void *) obj, + (int) obj.maxTotalThreadsPerThreadgroup, + (int) obj.threadExecutionWidth); + + if (obj.maxTotalThreadsPerThreadgroup == 0 || obj.threadExecutionWidth == 0) { + [obj release]; + + [lib->lock unlock]; GGML_LOG_ERROR("%s: incompatible pipeline %s\n", __func__, name); - return nil; + return res; } - ggml_metal_pipelines_add(lib->pipelines, name, res); + res.pipeline = ggml_metal_pipeline_init(); + res.pipeline->obj = obj; + + ggml_metal_pipelines_add(lib->pipelines, name, res.pipeline); } - ggml_critical_section_end(); + [lib->lock unlock]; return res; } @@ -485,8 +482,8 @@ void ggml_metal_encoder_debug_group_pop (ggml_metal_encoder_t encoder) { [encoder->obj popDebugGroup]; } -void ggml_metal_encoder_set_pipeline(ggml_metal_encoder_t encoder, ggml_metal_pipeline_t pipeline) { - [encoder->obj setComputePipelineState:pipeline->obj]; +void ggml_metal_encoder_set_pipeline(ggml_metal_encoder_t encoder, struct ggml_metal_pipeline_with_params pipeline) { + [encoder->obj setComputePipelineState:pipeline.pipeline->obj]; } void ggml_metal_encoder_set_bytes(ggml_metal_encoder_t encoder, void * data, size_t size, int idx) { @@ -521,11 +518,106 @@ struct ggml_metal_device { // ref: https://github.com/ggml-org/llama.cpp/pull/15906 id mtl_queue; + ggml_metal_rsets_t rsets; + ggml_metal_library_t library; struct ggml_metal_device_props props; }; +// +// MTLResidenceSet wrapper +// + +struct ggml_metal_rsets { + NSLock * lock; + + NSMutableArray * data; + + // number of seconds since the last graph computation + // keep the residency sets wired for that amount of time to avoid being collected by the OS + int keep_alive_s; + + // background heartbeat thread to keep the residency sets alive + atomic_bool d_stop; + atomic_int d_loop; + + dispatch_group_t d_group; +}; + +ggml_metal_rsets_t ggml_metal_rsets_init(void) { + ggml_metal_rsets_t res = calloc(1, sizeof(struct ggml_metal_rsets)); + + res->lock = [[NSLock alloc] init]; + res->data = [[NSMutableArray alloc] init]; + + // by default keep the memory wired for 3 minutes + res->keep_alive_s = 3*60; + + const char * GGML_METAL_RESIDENCY_KEEP_ALIVE_S = getenv("GGML_METAL_RESIDENCY_KEEP_ALIVE_S"); + if (GGML_METAL_RESIDENCY_KEEP_ALIVE_S) { + res->keep_alive_s = atoi(GGML_METAL_RESIDENCY_KEEP_ALIVE_S); + } + + if (res->keep_alive_s <= 0) { + res->keep_alive_s = 3*60; + } + + GGML_LOG_INFO("%s: creating a residency set collection (keep_alive = %d s)\n", __func__, res->keep_alive_s); + + atomic_store_explicit(&res->d_stop, false, memory_order_relaxed); + atomic_store_explicit(&res->d_loop, 2*res->keep_alive_s, memory_order_relaxed); + + res->d_group = dispatch_group_create(); + + // start a background thread that periodically requests residency for all the currently active sets in the collection + // the requests stop after a certain amount of time (keep_alive_s) of inactivity + dispatch_queue_t d_queue = dispatch_get_global_queue(QOS_CLASS_DEFAULT, 0); + dispatch_group_async(res->d_group, d_queue, ^{ +#if defined(GGML_METAL_HAS_RESIDENCY_SETS) + if (@available(macOS 15.0, iOS 18.0, tvOS 18.0, visionOS 2.0, *)) { + while (!atomic_load_explicit(&res->d_stop, memory_order_relaxed)) { + if (atomic_load_explicit(&res->d_loop, memory_order_relaxed) > 0) { + [res->lock lock]; + + for (int i = 0; i < (int) res->data.count; ++i) { + [res->data[i] requestResidency]; + } + + atomic_fetch_sub_explicit(&res->d_loop, 1, memory_order_relaxed); + + [res->lock unlock]; + } + + // half a second + usleep(500 * 1000); + } + } +#endif + }); + + return res; +} + +void ggml_metal_rsets_free(ggml_metal_rsets_t rsets) { + if (rsets == NULL) { + return; + } + + // note: if you hit this assert, most likely you haven't deallocated all Metal resources before exiting + GGML_ASSERT([rsets->data count] == 0); + + atomic_store_explicit(&rsets->d_stop, true, memory_order_relaxed); + + dispatch_group_wait(rsets->d_group, DISPATCH_TIME_FOREVER); + dispatch_release(rsets->d_group); + + [rsets->data release]; + [rsets->lock release]; + + free(rsets); +} + ggml_metal_device_t ggml_metal_device_init(void) { ggml_metal_device_t dev = calloc(1, sizeof(struct ggml_metal_device)); @@ -611,8 +703,8 @@ ggml_metal_device_t ggml_metal_device_init(void) { GGML_LOG_WARN("%s: - the tensor API is not supported in this environment - disabling\n", __func__); dev->props.has_tensor = false; } else { - ggml_metal_pipeline_t ppl = ggml_metal_library_compile_pipeline(lib, "dummy_kernel", "dummy_kernel", nil); - if (!ppl) { + struct ggml_metal_pipeline_with_params ppl = ggml_metal_library_compile_pipeline(lib, "dummy_kernel", "dummy_kernel", nil); + if (!ppl.pipeline) { GGML_LOG_WARN("%s: - the tensor API is not supported in this environment - disabling\n", __func__); dev->props.has_tensor = false; } @@ -661,8 +753,8 @@ ggml_metal_device_t ggml_metal_device_init(void) { GGML_LOG_WARN("%s: - the tensor API does not support bfloat - disabling bfloat support\n", __func__); dev->props.has_bfloat = false; } else { - ggml_metal_pipeline_t ppl = ggml_metal_library_compile_pipeline(lib, "dummy_kernel", "dummy_kernel", nil); - if (!ppl) { + struct ggml_metal_pipeline_with_params ppl = ggml_metal_library_compile_pipeline(lib, "dummy_kernel", "dummy_kernel", nil); + if (!ppl.pipeline) { GGML_LOG_WARN("%s: - the tensor API does not support bfloat - disabling bfloat support\n", __func__); dev->props.has_bfloat = false; } @@ -677,9 +769,16 @@ ggml_metal_device_t ggml_metal_device_init(void) { #endif dev->props.use_shared_buffers = dev->props.has_unified_memory; +#if TARGET_OS_OSX + // In case of eGPU, shared memory may be preferable. + dev->props.use_shared_buffers |= [dev->mtl_device location] == MTLDeviceLocationExternal; +#endif if (getenv("GGML_METAL_SHARED_BUFFERS_DISABLE") != NULL) { dev->props.use_shared_buffers = false; } + if (getenv("GGML_METAL_SHARED_BUFFERS_ENABLE") != NULL) { + dev->props.use_shared_buffers = true; + } dev->props.supports_gpu_family_apple7 = [dev->mtl_device supportsFamily:MTLGPUFamilyApple7]; @@ -694,7 +793,11 @@ ggml_metal_device_t ggml_metal_device_init(void) { GGML_LOG_ERROR("%s: error: failed to create library\n", __func__); } - // -------------------------------------------------- + if (dev->props.use_residency_sets) { + dev->rsets = ggml_metal_rsets_init(); + } else { + dev->rsets = nil; + } // print MTL GPU family: GGML_LOG_INFO("%s: GPU name: %s\n", __func__, dev->props.name); @@ -747,6 +850,8 @@ ggml_metal_device_t ggml_metal_device_init(void) { void ggml_metal_device_free(ggml_metal_device_t dev) { assert(dev != NULL); + ggml_metal_rsets_free(dev->rsets); + ggml_metal_library_free(dev->library); dev->library = NULL; @@ -775,6 +880,42 @@ ggml_metal_library_t ggml_metal_device_get_library(ggml_metal_device_t dev) { return dev->library; } +void ggml_metal_device_rsets_add(ggml_metal_device_t dev, ggml_metal_rset_t rset) { + if (rset == nil) { + return; + } + + GGML_ASSERT(dev->rsets); + + [dev->rsets->lock lock]; + + [dev->rsets->data addObject:rset]; + + [dev->rsets->lock unlock]; +} + +void ggml_metal_device_rsets_rm(ggml_metal_device_t dev, ggml_metal_rset_t rset) { + if (rset == nil) { + return; + } + + GGML_ASSERT(dev->rsets); + + [dev->rsets->lock lock]; + + [dev->rsets->data removeObject:rset]; + + [dev->rsets->lock unlock]; +} + +void ggml_metal_device_rsets_keep_alive(ggml_metal_device_t dev) { + if (dev->rsets == NULL) { + return; + } + + atomic_store_explicit(&dev->rsets->d_loop, 2*dev->rsets->keep_alive_s, memory_order_relaxed); +} + void ggml_metal_device_get_memory(ggml_metal_device_t dev, size_t * free, size_t * total) { if (@available(macOS 10.12, iOS 16.0, *)) { *total = dev->mtl_device.recommendedMaxWorkingSetSize; @@ -820,6 +961,8 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te case GGML_UNARY_OP_HARDSWISH: case GGML_UNARY_OP_HARDSIGMOID: case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_SOFTPLUS: + case GGML_UNARY_OP_EXPM1: return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; default: return false; @@ -852,6 +995,7 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te case GGML_OP_ACC: case GGML_OP_REPEAT: case GGML_OP_SCALE: + case GGML_OP_FILL: case GGML_OP_CONV_TRANSPOSE_1D: return true; case GGML_OP_CONV_TRANSPOSE_2D: @@ -869,6 +1013,8 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; case GGML_OP_SUM: return has_simdgroup_reduction && ggml_is_contiguous(op->src[0]); + case GGML_OP_TRI: + return ggml_is_contiguous_rows(op->src[0]); case GGML_OP_SUM_ROWS: case GGML_OP_CUMSUM: case GGML_OP_MEAN: @@ -894,10 +1040,15 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te case GGML_OP_POOL_1D: return false; case GGML_OP_UPSCALE: - return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST; + return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST && !(op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS); case GGML_OP_POOL_2D: return op->src[0]->type == GGML_TYPE_F32; case GGML_OP_PAD: + // TODO: add circular padding support for metal, see https://github.com/ggml-org/llama.cpp/pull/16985 + if (ggml_get_op_params_i32(op, 8) != 0) { + return false; + } + return (ggml_get_op_params_i32(op, 0) == 0) && (ggml_get_op_params_i32(op, 2) == 0) && (ggml_get_op_params_i32(op, 4) == 0) && (ggml_get_op_params_i32(op, 6) == 0); case GGML_OP_PAD_REFLECT_1D: @@ -912,6 +1063,7 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te // for new head sizes, add checks here if (op->src[0]->ne[0] != 32 && op->src[0]->ne[0] != 40 && + op->src[0]->ne[0] != 48 && op->src[0]->ne[0] != 64 && op->src[0]->ne[0] != 72 && op->src[0]->ne[0] != 80 && @@ -1062,9 +1214,8 @@ struct ggml_metal_buffer { // note: cannot use explicity "id" here because it is not available on certain OSes id rset; - // pointers to global device objects - id device; - id queue; + // pointers to global device + ggml_metal_device_t dev; }; static void ggml_metal_log_allocated_size(id device, size_t size_aligned) { @@ -1107,7 +1258,7 @@ static bool ggml_metal_buffer_rset_init(ggml_metal_buffer_t buf) { desc.initialCapacity = buf->n_buffers; NSError * error; - buf->rset = [buf->device newResidencySetWithDescriptor:desc error:&error]; + buf->rset = [buf->dev->mtl_device newResidencySetWithDescriptor:desc error:&error]; if (error) { GGML_LOG_ERROR("%s: error: %s\n", __func__, [[error description] UTF8String]); [desc release]; @@ -1168,6 +1319,8 @@ static void * ggml_metal_host_malloc(size_t n) { ggml_metal_buffer_t ggml_metal_buffer_init(ggml_metal_device_t dev, size_t size, bool shared) { ggml_metal_buffer_t res = calloc(1, sizeof(struct ggml_metal_buffer)); + res->dev = dev; + const size_t size_page = sysconf(_SC_PAGESIZE); size_t size_aligned = size; @@ -1192,9 +1345,6 @@ ggml_metal_buffer_t ggml_metal_buffer_init(ggml_metal_device_t dev, size_t size, res->owned = true; - res->device = ggml_metal_device_get_obj(dev); - res->queue = ggml_metal_device_get_queue(dev); - res->n_buffers = 1; if (res->all_data != NULL) { @@ -1203,12 +1353,12 @@ ggml_metal_buffer_t ggml_metal_buffer_init(ggml_metal_device_t dev, size_t size, if (size_aligned > 0) { if (props_dev->use_shared_buffers && shared) { - res->buffers[0].metal = [res->device newBufferWithBytesNoCopy:res->all_data + res->buffers[0].metal = [res->dev->mtl_device newBufferWithBytesNoCopy:res->all_data length:size_aligned options:MTLResourceStorageModeShared deallocator:nil]; } else { - res->buffers[0].metal = [res->device newBufferWithLength:size_aligned options:MTLResourceStorageModePrivate]; + res->buffers[0].metal = [res->dev->mtl_device newBufferWithLength:size_aligned options:MTLResourceStorageModePrivate]; } } @@ -1229,6 +1379,8 @@ ggml_metal_buffer_t ggml_metal_buffer_init(ggml_metal_device_t dev, size_t size, return NULL; } + ggml_metal_device_rsets_add(dev, res->rset); + //ggml_metal_log_allocated_size(device, size_aligned); return res; @@ -1237,6 +1389,8 @@ ggml_metal_buffer_t ggml_metal_buffer_init(ggml_metal_device_t dev, size_t size, ggml_metal_buffer_t ggml_metal_buffer_map(ggml_metal_device_t dev, void * ptr, size_t size, size_t max_tensor_size) { ggml_metal_buffer_t res = calloc(1, sizeof(struct ggml_metal_buffer)); + res->dev = dev; + res->all_data = ptr; res->all_size = size; @@ -1259,9 +1413,6 @@ ggml_metal_buffer_t ggml_metal_buffer_map(ggml_metal_device_t dev, void * ptr, s size_aligned += (size_page - (size_aligned % size_page)); } - res->device = ggml_metal_device_get_obj(dev); - res->queue = ggml_metal_device_get_queue(dev); - const struct ggml_metal_device_props * props_dev = ggml_metal_device_get_props(dev); // the buffer fits into the max buffer size allowed by the device @@ -1271,7 +1422,7 @@ ggml_metal_buffer_t ggml_metal_buffer_map(ggml_metal_device_t dev, void * ptr, s res->buffers[res->n_buffers].metal = nil; if (size_aligned > 0) { - res->buffers[res->n_buffers].metal = [res->device newBufferWithBytesNoCopy:ptr length:size_aligned options:MTLResourceStorageModeShared deallocator:nil]; + res->buffers[res->n_buffers].metal = [res->dev->mtl_device newBufferWithBytesNoCopy:ptr length:size_aligned options:MTLResourceStorageModeShared deallocator:nil]; if (res->buffers[res->n_buffers].metal == nil) { GGML_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_aligned / 1024.0 / 1024.0); @@ -1280,7 +1431,7 @@ ggml_metal_buffer_t ggml_metal_buffer_map(ggml_metal_device_t dev, void * ptr, s } } - ggml_metal_log_allocated_size(res->device, size_aligned); + ggml_metal_log_allocated_size(res->dev->mtl_device, size_aligned); ++res->n_buffers; } else { @@ -1298,7 +1449,7 @@ ggml_metal_buffer_t ggml_metal_buffer_map(ggml_metal_device_t dev, void * ptr, s res->buffers[res->n_buffers].metal = nil; if (size_step_aligned > 0) { - res->buffers[res->n_buffers].metal = [res->device newBufferWithBytesNoCopy:(void *) ((uint8_t *) ptr + i) length:size_step_aligned options:MTLResourceStorageModeShared deallocator:nil]; + res->buffers[res->n_buffers].metal = [res->dev->mtl_device newBufferWithBytesNoCopy:(void *) ((uint8_t *) ptr + i) length:size_step_aligned options:MTLResourceStorageModeShared deallocator:nil]; if (res->buffers[res->n_buffers].metal == nil) { GGML_LOG_ERROR("%s: error: failed to allocate buffer, size = %8.2f MiB\n", __func__, size_step_aligned / 1024.0 / 1024.0); @@ -1307,7 +1458,7 @@ ggml_metal_buffer_t ggml_metal_buffer_map(ggml_metal_device_t dev, void * ptr, s } } - ggml_metal_log_allocated_size(res->device, size_step_aligned); + ggml_metal_log_allocated_size(res->dev->mtl_device, size_step_aligned); if (i + size_step < size) { GGML_LOG_INFO("\n"); @@ -1325,10 +1476,14 @@ ggml_metal_buffer_t ggml_metal_buffer_map(ggml_metal_device_t dev, void * ptr, s return NULL; } + ggml_metal_device_rsets_add(dev, res->rset); + return res; } void ggml_metal_buffer_free(ggml_metal_buffer_t buf) { + ggml_metal_device_rsets_rm(buf->dev, buf->rset); + for (int i = 0; i < buf->n_buffers; i++) { [buf->buffers[i].metal release]; } @@ -1365,8 +1520,7 @@ void ggml_metal_buffer_memset_tensor(ggml_metal_buffer_t buf, struct ggml_tensor struct ggml_metal_buffer_id bid_dst = ggml_metal_buffer_get_id(buf, tensor); bid_dst.offs += offset; - id queue = buf->queue; - id cmd_buf = [queue commandBufferWithUnretainedReferences]; + id cmd_buf = [buf->dev->mtl_queue commandBufferWithUnretainedReferences]; { id encoder = [cmd_buf blitCommandEncoder]; @@ -1392,7 +1546,7 @@ void ggml_metal_buffer_set_tensor(ggml_metal_buffer_t buf, struct ggml_tensor * @autoreleasepool { // src void * data_ptr = (void *)(uintptr_t) data; // "const cast" the src data - id buf_src = [buf->device newBufferWithBytesNoCopy:data_ptr + id buf_src = [buf->dev->mtl_device newBufferWithBytesNoCopy:data_ptr length:size options:MTLResourceStorageModeShared deallocator:nil]; @@ -1407,8 +1561,7 @@ void ggml_metal_buffer_set_tensor(ggml_metal_buffer_t buf, struct ggml_tensor * // this is alternative to waitUntilCompleted, which should be faster, but don't seem to make much difference dispatch_semaphore_t completion_semaphore = dispatch_semaphore_create(0); - id queue = buf->queue; - id cmd_buf = [queue commandBufferWithUnretainedReferences]; + id cmd_buf = [buf->dev->mtl_queue commandBufferWithUnretainedReferences]; { id encoder = [cmd_buf blitCommandEncoder]; @@ -1450,15 +1603,14 @@ void ggml_metal_buffer_get_tensor(ggml_metal_buffer_t buf, const struct ggml_ten bid_src.offs += offset; // dst - id buf_dst = [buf->device newBufferWithBytesNoCopy:data + id buf_dst = [buf->dev->mtl_device newBufferWithBytesNoCopy:data length:size options:MTLResourceStorageModeShared deallocator:nil]; GGML_ASSERT(buf_dst); - id queue = buf->queue; - id cmd_buf = [queue commandBufferWithUnretainedReferences]; + id cmd_buf = [buf->dev->mtl_queue commandBufferWithUnretainedReferences]; { id encoder = [cmd_buf blitCommandEncoder]; @@ -1484,8 +1636,7 @@ void ggml_metal_buffer_clear(ggml_metal_buffer_t buf, uint8_t value) { } @autoreleasepool { - id queue = buf->queue; - id cmd_buf = [queue commandBufferWithUnretainedReferences]; + id cmd_buf = [buf->dev->mtl_queue commandBufferWithUnretainedReferences]; { id encoder = [cmd_buf blitCommandEncoder]; diff --git a/ggml/src/ggml-metal/ggml-metal-impl.h b/ggml/src/ggml-metal/ggml-metal-impl.h index 342dc4f8c3..8944b07e90 100644 --- a/ggml/src/ggml-metal/ggml-metal-impl.h +++ b/ggml/src/ggml-metal/ggml-metal-impl.h @@ -77,6 +77,7 @@ #define FC_MUL_MV 600 #define FC_MUL_MM 700 #define FC_ROPE 800 +#define FC_SSM_CONV 900 // op-specific constants #define OP_FLASH_ATTN_EXT_NQPTG 8 @@ -182,6 +183,10 @@ typedef struct { float bias; } ggml_metal_kargs_scale; +typedef struct { + float val; +} ggml_metal_kargs_fill; + typedef struct { float min; float max; @@ -831,6 +836,25 @@ typedef struct { float slope; } ggml_metal_kargs_leaky_relu; +typedef struct { + int32_t ne00; + int32_t ne01; + int32_t ne02; + int32_t ne03; + uint64_t nb00; + uint64_t nb01; + uint64_t nb02; + uint64_t nb03; + int32_t ne0; + int32_t ne1; + int32_t ne2; + int32_t ne3; + uint64_t nb0; + uint64_t nb1; + uint64_t nb2; + uint64_t nb3; +} ggml_metal_kargs_tri; + typedef struct { int32_t ne00; int32_t ne01; diff --git a/ggml/src/ggml-metal/ggml-metal-ops.cpp b/ggml/src/ggml-metal/ggml-metal-ops.cpp index 9871e976f2..e99c1763f6 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.cpp +++ b/ggml/src/ggml-metal/ggml-metal-ops.cpp @@ -221,7 +221,7 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) { } if (ctx->debug_graph > 0) { - GGML_LOG_DEBUG("%s: node[%5d] - %-12s %s\n", __func__, idx, ggml_op_name(node->op), is_concurrent ? "(concurrent)" : ""); + GGML_LOG_DEBUG("%s: node[%5d] - %-12s %-12s %s\n", __func__, idx, ggml_op_name(node->op), ggml_get_name(node), is_concurrent ? "(concurrent)" : ""); } if (ctx->debug_graph > 1) { GGML_TENSOR_LOCALS( int64_t, ne0, node->src[0], ne); @@ -286,6 +286,10 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) { { n_fuse = ggml_metal_op_scale(ctx, idx); } break; + case GGML_OP_FILL: + { + n_fuse = ggml_metal_op_fill(ctx, idx); + } break; case GGML_OP_CLAMP: { n_fuse = ggml_metal_op_clamp(ctx, idx); @@ -414,6 +418,10 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) { { n_fuse = ggml_metal_op_leaky_relu(ctx, idx); } break; + case GGML_OP_TRI: + { + n_fuse = ggml_metal_op_tri(ctx, idx); + } break; case GGML_OP_FLASH_ATTN_EXT: { n_fuse = ggml_metal_op_flash_attn_ext(ctx, idx); @@ -524,7 +532,7 @@ int ggml_metal_op_concat(ggml_metal_op_t ctx, int idx) { /*.dim =*/ dim, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_base(lib, GGML_OP_CONCAT); + auto pipeline = ggml_metal_library_get_pipeline_base(lib, GGML_OP_CONCAT); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -550,7 +558,7 @@ int ggml_metal_op_repeat(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_repeat(lib, op->type); + auto pipeline = ggml_metal_library_get_pipeline_repeat(lib, op->type); ggml_metal_kargs_repeat args = { /*.ne00 =*/ ne00, @@ -616,7 +624,7 @@ int ggml_metal_op_acc(ggml_metal_op_t ctx, int idx) { // TODO: make a simpler cpy_bytes kernel //const id pipeline = ctx->pipelines[GGML_METAL_PIPELINE_TYPE_CPY_F32_F32].obj; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_cpy(lib, op->src[0]->type, op->type); + auto pipeline = ggml_metal_library_get_pipeline_cpy(lib, op->src[0]->type, op->type); ggml_metal_kargs_cpy args = { /*.nk0 =*/ ne00, @@ -679,7 +687,7 @@ int ggml_metal_op_acc(ggml_metal_op_t ctx, int idx) { /*.o1 =*/ { 0 }, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_bin(lib, GGML_OP_ADD, 1, false); + auto pipeline = ggml_metal_library_get_pipeline_bin(lib, GGML_OP_ADD, 1, false); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -721,7 +729,42 @@ int ggml_metal_op_scale(ggml_metal_op_t ctx, int idx) { n /= 4; } - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_unary(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_unary(lib, op); + + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[0]), 1); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op), 2); + + ggml_metal_encoder_dispatch_threadgroups(enc, n, 1, 1, 1, 1, 1); + + return 1; +} + +int ggml_metal_op_fill(ggml_metal_op_t ctx, int idx) { + ggml_tensor * op = ctx->node(idx); + + ggml_metal_library_t lib = ctx->lib; + ggml_metal_encoder_t enc = ctx->enc; + + GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); + GGML_TENSOR_LOCALS(uint64_t, nb0, op->src[0], nb); + GGML_TENSOR_LOCALS( int32_t, ne, op, ne); + GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); + + const float val = ggml_get_op_params_f32(op, 0); + + ggml_metal_kargs_fill args = { + /*.val =*/ val + }; + + int64_t n = ggml_nelements(op); + + if (n % 4 == 0) { + n /= 4; + } + + auto pipeline = ggml_metal_library_get_pipeline_unary(lib, op); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -760,7 +803,7 @@ int ggml_metal_op_clamp(ggml_metal_op_t ctx, int idx) { n /= 4; } - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_unary(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_unary(lib, op); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -789,7 +832,7 @@ int ggml_metal_op_unary(ggml_metal_op_t ctx, int idx) { n /= 4; } - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_unary(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_unary(lib, op); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[0]), 0); @@ -817,7 +860,7 @@ int ggml_metal_op_glu(ggml_metal_op_t ctx, int idx) { GGML_ASSERT(ggml_are_same_shape(op->src[0], op->src[1])); } - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_glu(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_glu(lib, op); const int32_t swp = ggml_get_op_params_i32(op, 1); const float alpha = ggml_get_op_params_f32(op, 2); @@ -870,7 +913,7 @@ int ggml_metal_op_sum(ggml_metal_op_t ctx, int idx) { /*.np =*/ n, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_sum(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_sum(lib, op); int nth = 32; // SIMD width @@ -925,7 +968,7 @@ int ggml_metal_op_sum_rows(ggml_metal_op_t ctx, int idx) { /*.nb3 =*/ nb3, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_sum_rows(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_sum_rows(lib, op); int nth = 32; // SIMD width @@ -936,7 +979,7 @@ int ggml_metal_op_sum_rows(ggml_metal_op_t ctx, int idx) { nth = std::min(nth, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); nth = std::min(nth, ne00); - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -963,7 +1006,7 @@ int ggml_metal_op_cumsum(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline_blk = ggml_metal_library_get_pipeline_cumsum_blk(lib, op); + auto pipeline_blk = ggml_metal_library_get_pipeline_cumsum_blk(lib, op); int nth = 1; while (nth < ne00 && 2*nth <= ggml_metal_pipeline_max_theads_per_threadgroup(pipeline_blk)) { @@ -1060,7 +1103,7 @@ int ggml_metal_op_cumsum(ggml_metal_op_t ctx, int idx) { ggml_metal_op_concurrency_reset(ctx); { - ggml_metal_pipeline_t pipeline_add = ggml_metal_library_get_pipeline_cumsum_add(lib, op); + auto pipeline_add = ggml_metal_library_get_pipeline_cumsum_add(lib, op); ggml_metal_kargs_cumsum_add args = { /*.ne00 =*/ ne00, @@ -1106,7 +1149,7 @@ int ggml_metal_op_get_rows(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_get_rows(lib, op->src[0]->type); + auto pipeline = ggml_metal_library_get_pipeline_get_rows(lib, op->src[0]->type); ggml_metal_kargs_get_rows args = { /*.ne00t =*/ ggml_is_quantized(op->src[0]->type) ? ne00/16 : ne00, @@ -1151,7 +1194,7 @@ int ggml_metal_op_set_rows(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_set_rows(lib, op->src[1]->type, op->type); + auto pipeline = ggml_metal_library_get_pipeline_set_rows(lib, op->src[1]->type, op->type); const int32_t nk0 = ne0/ggml_blck_size(op->type); @@ -1252,7 +1295,7 @@ int ggml_metal_op_soft_max(ggml_metal_op_t ctx, int idx) { /*.n_head_log2 =*/ n_head_log2, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_soft_max(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_soft_max(lib, op); int nth = 32; // SIMD width @@ -1266,7 +1309,7 @@ int ggml_metal_op_soft_max(ggml_metal_op_t ctx, int idx) { } } - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0); @@ -1322,15 +1365,43 @@ int ggml_metal_op_ssm_conv(ggml_metal_op_t ctx, int idx) { /*.nb2 =*/ nb2, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_ssm_conv(lib, op); + // Use batched kernel for prefill (ne1 > 1) to reduce threadgroup dispatch overhead + const bool use_batched = (ne1 > 1); - ggml_metal_encoder_set_pipeline(enc, pipeline); - ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0); - ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[0]), 1); - ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[1]), 2); - ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op), 3); + if (use_batched) { + // Determine the smallest power of 2 that's >= ne1, but <= 256 + int BATCH_SIZE; + if (ne1 > 128) BATCH_SIZE = 256; + else if (ne1 > 64 ) BATCH_SIZE = 128; + else if (ne1 > 32 ) BATCH_SIZE = 64; + else if (ne1 > 16 ) BATCH_SIZE = 32; + else if (ne1 > 8 ) BATCH_SIZE = 16; + else if (ne1 > 4 ) BATCH_SIZE = 8; + else BATCH_SIZE = 2; - ggml_metal_encoder_dispatch_threadgroups(enc, ne01, ne1, ne02, 1, 1, 1); + auto pipeline = ggml_metal_library_get_pipeline_ssm_conv_batched(lib, op, BATCH_SIZE); + + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[0]), 1); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[1]), 2); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op), 3); + + // Dispatch: ne01 rows, ceil(ne1/BATCH_SIZE) token batches, ne02 sequences + // Each threadgroup has BATCH_SIZE threads, each handling one token + const int n_token_batches = (ne1 + BATCH_SIZE - 1) / BATCH_SIZE; + ggml_metal_encoder_dispatch_threadgroups(enc, ne01, n_token_batches, ne02, BATCH_SIZE, 1, 1); + } else { + auto pipeline = ggml_metal_library_get_pipeline_ssm_conv(lib, op); + + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[0]), 1); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[1]), 2); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op), 3); + + ggml_metal_encoder_dispatch_threadgroups(enc, ne01, ne1, ne02, 1, 1, 1); + } return 1; } @@ -1409,11 +1480,11 @@ int ggml_metal_op_ssm_scan(ggml_metal_op_t ctx, int idx) { /*.nb0 =*/ nb0, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_ssm_scan(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_ssm_scan(lib, op); GGML_ASSERT(d_state <= ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); - const size_t sms = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -1426,7 +1497,7 @@ int ggml_metal_op_ssm_scan(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[6]), 7); ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op), 8); - ggml_metal_encoder_set_threadgroup_memory_size(enc, sms, 0); + ggml_metal_encoder_set_threadgroup_memory_size(enc, smem, 0); ggml_metal_encoder_dispatch_threadgroups(enc, d_inner, n_head, n_seqs, d_state, 1, 1); @@ -1449,7 +1520,7 @@ int ggml_metal_op_rwkv(ggml_metal_op_t ctx, int idx) { const int64_t C = op->ne[0]; const int64_t H = op->src[0]->ne[1]; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_rwkv(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_rwkv(lib, op); int ida = 0; @@ -1485,7 +1556,7 @@ int ggml_metal_op_cpy(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_cpy(lib, op->src[0]->type, op->type); + auto pipeline = ggml_metal_library_get_pipeline_cpy(lib, op->src[0]->type, op->type); GGML_ASSERT(ne00 % ggml_blck_size(op->src[0]->type) == 0); @@ -1592,7 +1663,7 @@ int ggml_metal_op_pool_2d(ggml_metal_op_t ctx, int idx) { /* .np = */ np }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_pool_2d(lib, op, op_pool); + auto pipeline = ggml_metal_library_get_pipeline_pool_2d(lib, op, op_pool); const int nth = std::min(ggml_metal_pipeline_max_theads_per_threadgroup(pipeline), (int) np); const int ntg = (np + nth - 1) / nth; @@ -1701,7 +1772,7 @@ int ggml_metal_op_mul_mat(ggml_metal_op_t ctx, int idx) { GGML_ABORT("unsupported ne11"); }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_mul_mv_ext(lib, op->src[0]->type, op->src[1]->type, nsg, nxpsg, r1ptg); + auto pipeline = ggml_metal_library_get_pipeline_mul_mv_ext(lib, op->src[0]->type, op->src[1]->type, nsg, nxpsg, r1ptg); ggml_metal_kargs_mul_mv_ext args = { /*.ne00 =*/ ne00, @@ -1748,7 +1819,7 @@ int ggml_metal_op_mul_mat(ggml_metal_op_t ctx, int idx) { // default: break; //} - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_mul_mm(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_mul_mm(lib, op); ggml_metal_kargs_mul_mm args = { /*.ne00 =*/ ne00, @@ -1773,18 +1844,18 @@ int ggml_metal_op_mul_mat(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[1]), 2); ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op), 3); - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_threadgroup_memory_size(enc, smem, 0); ggml_metal_encoder_dispatch_threadgroups(enc, ((ne11 + 31)/32), ((ne01 + 63)/64), ne12*ne13, 128, 1, 1); } else { - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_mul_mv(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_mul_mv(lib, op); - const int nr0 = ggml_metal_pipeline_get_nr0(pipeline); - const int nr1 = ggml_metal_pipeline_get_nr1(pipeline); - const int nsg = ggml_metal_pipeline_get_nsg(pipeline); + const int nr0 = pipeline.nr0; + const int nr1 = pipeline.nr1; + const int nsg = pipeline.nsg; - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_kargs_mul_mv args = { /*.ne00 =*/ ne00, @@ -1915,9 +1986,9 @@ int ggml_metal_op_mul_mat_id(ggml_metal_op_t ctx, int idx) { nb21, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_mul_mm_id_map0(lib, ne02, ne20); + auto pipeline = ggml_metal_library_get_pipeline_mul_mm_id_map0(lib, ne02, ne20); - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; GGML_ASSERT(ne02 <= ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); @@ -1938,7 +2009,7 @@ int ggml_metal_op_mul_mat_id(ggml_metal_op_t ctx, int idx) { ggml_metal_op_concurrency_reset(ctx); { - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_mul_mm_id(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_mul_mm_id(lib, op); ggml_metal_kargs_mul_mm_id args = { /*.ne00 =*/ ne00, @@ -1967,20 +2038,20 @@ int ggml_metal_op_mul_mat_id(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_set_buffer (enc, bid_ids, 4); ggml_metal_encoder_set_buffer (enc, bid_dst, 5); - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_threadgroup_memory_size(enc, smem, 0); ggml_metal_encoder_dispatch_threadgroups(enc, (ne21 + 31)/32, (ne01 + 63)/64, ne02, 128, 1, 1); } } else { - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_mul_mv_id(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_mul_mv_id(lib, op); - const int nr0 = ggml_metal_pipeline_get_nr0(pipeline); - const int nr1 = ggml_metal_pipeline_get_nr1(pipeline); - const int nsg = ggml_metal_pipeline_get_nsg(pipeline); + const int nr0 = pipeline.nr0; + const int nr1 = pipeline.nr1; + const int nsg = pipeline.nsg; - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_kargs_mul_mv_id args = { /*.nei0 =*/ ne20, @@ -2064,7 +2135,7 @@ int ggml_metal_op_add_id(ggml_metal_op_t ctx, int idx) { /*.nb21 =*/ nb21, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_base(lib, GGML_OP_ADD_ID); + auto pipeline = ggml_metal_library_get_pipeline_base(lib, GGML_OP_ADD_ID); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -2308,7 +2379,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { /*.nb33 =*/nb33, }; - ggml_metal_pipeline_t pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_pad(lib, op, has_mask, ncpsg); + auto pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_pad(lib, op, has_mask, ncpsg); ggml_metal_encoder_set_pipeline(enc, pipeline0); ggml_metal_encoder_set_bytes (enc, &args0, sizeof(args0), 0); @@ -2339,7 +2410,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { /*.nb33 =*/ nb33, }; - ggml_metal_pipeline_t pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_blk(lib, op, nqptg, ncpsg); + auto pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_blk(lib, op, nqptg, ncpsg); ggml_metal_encoder_set_pipeline(enc, pipeline0); ggml_metal_encoder_set_bytes (enc, &args0, sizeof(args0), 0); @@ -2424,7 +2495,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { /*.logit_softcap =*/ logit_softcap, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_flash_attn_ext(lib, op, has_mask, has_sinks, has_bias, has_scap, has_kvpad, nsg); + auto pipeline = ggml_metal_library_get_pipeline_flash_attn_ext(lib, op, has_mask, has_sinks, has_bias, has_scap, has_kvpad, nsg); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -2476,7 +2547,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { /*.nb33 =*/nb33, }; - ggml_metal_pipeline_t pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_pad(lib, op, has_mask, ncpsg); + auto pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_pad(lib, op, has_mask, ncpsg); ggml_metal_encoder_set_pipeline(enc, pipeline0); ggml_metal_encoder_set_bytes (enc, &args0, sizeof(args0), 0); @@ -2578,7 +2649,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { /*.logit_softcap =*/ logit_softcap, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_flash_attn_ext_vec(lib, op, has_mask, has_sinks, has_bias, has_scap, has_kvpad, nsg, nwg); + auto pipeline = ggml_metal_library_get_pipeline_flash_attn_ext_vec(lib, op, has_mask, has_sinks, has_bias, has_scap, has_kvpad, nsg, nwg); GGML_ASSERT(nsg*32 <= ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); @@ -2630,7 +2701,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { nrows, }; - ggml_metal_pipeline_t pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_vec_reduce(lib, op, ne20, nwg); + auto pipeline0 = ggml_metal_library_get_pipeline_flash_attn_ext_vec_reduce(lib, op, ne20, nwg); ggml_metal_encoder_set_pipeline(enc, pipeline0); ggml_metal_encoder_set_bytes (enc, &args0, sizeof(args0), 0); @@ -2762,7 +2833,7 @@ int ggml_metal_op_bin(ggml_metal_op_t ctx, int idx) { // the offsets of src1 and all fused buffers are relative to the start of the src1 buffer bid_src1.offs = 0; - ggml_metal_pipeline_t pipeline = nullptr; + struct ggml_metal_pipeline_with_params pipeline; if (ggml_nelements(op->src[1]) == ne10 && ggml_is_contiguous(op->src[1]) && ne00 % 4 == 0 && ne10 % 4 == 0) { GGML_ASSERT(ggml_is_contiguous(op->src[0])); @@ -2835,7 +2906,7 @@ int ggml_metal_op_l2_norm(ggml_metal_op_t ctx, int idx) { /*.eps =*/ eps, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_l2_norm(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_l2_norm(lib, op); while (nth < ne00/4 && nth < ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)) { nth *= 2; @@ -2844,7 +2915,7 @@ int ggml_metal_op_l2_norm(ggml_metal_op_t ctx, int idx) { nth = std::min(nth, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); nth = std::min(nth, ne00/4); - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; const int64_t nrows = ggml_nrows(op->src[0]); @@ -2887,7 +2958,7 @@ int ggml_metal_op_group_norm(ggml_metal_op_t ctx, int idx) { /*.eps =*/ eps, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_group_norm(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_group_norm(lib, op); int nth = 32; // SIMD width //while (nth < ne00/4 && nth < ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)) { @@ -2897,7 +2968,7 @@ int ggml_metal_op_group_norm(ggml_metal_op_t ctx, int idx) { //nth = std::min(nth, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); //nth = std::min(nth, ne00/4); - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -3022,7 +3093,7 @@ int ggml_metal_op_norm(ggml_metal_op_t ctx, int idx) { } } - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_norm(lib, op, n_fuse); + auto pipeline = ggml_metal_library_get_pipeline_norm(lib, op, n_fuse); int nth = 32; // SIMD width @@ -3033,7 +3104,7 @@ int ggml_metal_op_norm(ggml_metal_op_t ctx, int idx) { nth = std::min(nth, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); nth = std::min(nth, args.ne00_t); - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -3127,7 +3198,7 @@ int ggml_metal_op_rope(ggml_metal_op_t ctx, int idx) { /* src2 =*/ op->src[2] != nullptr, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_rope(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_rope(lib, op); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -3199,7 +3270,7 @@ int ggml_metal_op_im2col(ggml_metal_op_t ctx, int idx) { /*.KHW =*/ KH * KW, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_im2col(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_im2col(lib, op); GGML_ASSERT(KH*KW <= ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); @@ -3270,7 +3341,7 @@ int ggml_metal_op_conv_2d(ggml_metal_op_t ctx, int idx) { /*.d1 =*/ d1, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_conv_2d(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_conv_2d(lib, op); int nth = ggml_metal_pipeline_max_theads_per_threadgroup(pipeline); nth = std::min(nth, 256); @@ -3325,7 +3396,7 @@ int ggml_metal_op_conv_transpose_1d(ggml_metal_op_t ctx, int idx) { /*.nb1 =*/ nb1, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_conv_transpose_1d(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_conv_transpose_1d(lib, op); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -3377,7 +3448,7 @@ int ggml_metal_op_conv_transpose_2d(ggml_metal_op_t ctx, int idx) { /*.nb2 =*/ nb2, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_conv_transpose_2d(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_conv_transpose_2d(lib, op); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -3433,7 +3504,7 @@ int ggml_metal_op_upscale(ggml_metal_op_t ctx, int idx) { /*.sf3 =*/ sf3 }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_upscale(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_upscale(lib, op); const int nth = std::min(ggml_metal_pipeline_max_theads_per_threadgroup(pipeline), ne0); @@ -3477,7 +3548,7 @@ int ggml_metal_op_pad(ggml_metal_op_t ctx, int idx) { /*.nb3 =*/ nb3 }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_pad(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_pad(lib, op); const int nth = std::min(1024, ne0); @@ -3523,7 +3594,7 @@ int ggml_metal_op_pad_reflect_1d(ggml_metal_op_t ctx, int idx) { /*.p1 =*/ ((const int32_t *)(op->op_params))[1] }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_pad_reflect_1d(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_pad_reflect_1d(lib, op); const int nth = std::min(1024, ne0); @@ -3560,7 +3631,7 @@ int ggml_metal_op_arange(ggml_metal_op_t ctx, int idx) { const int nth = std::min(1024, ne0); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_arange(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_arange(lib, op); ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -3591,7 +3662,7 @@ int ggml_metal_op_timestep_embedding(ggml_metal_op_t ctx, int idx) { /*.max_period =*/ max_period, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_timestep_embedding(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_timestep_embedding(lib, op); const int nth = std::max(1, std::min(1024, dim/2)); @@ -3621,7 +3692,7 @@ int ggml_metal_op_argmax(ggml_metal_op_t ctx, int idx) { /*.nb01 = */ nb01, }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_argmax(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_argmax(lib, op); const int64_t nrows = ggml_nrows(op->src[0]); @@ -3630,7 +3701,7 @@ int ggml_metal_op_argmax(ggml_metal_op_t ctx, int idx) { nth *= 2; } - const size_t smem = ggml_metal_pipeline_get_smem(pipeline); + const size_t smem = pipeline.smem; ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); @@ -3657,7 +3728,7 @@ int ggml_metal_op_argsort(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_argsort(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_argsort(lib, op); // bitonic sort requires the number of elements to be power of 2 int nth = 1; @@ -3706,7 +3777,7 @@ int ggml_metal_op_argsort(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_dispatch_threadgroups(enc, npr*ne01, ne02, ne03, nth, 1, 1); - ggml_metal_pipeline_t pipeline_merge = ggml_metal_library_get_pipeline_argsort_merge(lib, op); + auto pipeline_merge = ggml_metal_library_get_pipeline_argsort_merge(lib, op); int len = nth; @@ -3764,7 +3835,7 @@ int ggml_metal_op_top_k(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_top_k(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_top_k(lib, op); // bitonic sort requires the number of elements to be power of 2 int nth = 1; @@ -3818,7 +3889,7 @@ int ggml_metal_op_top_k(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_dispatch_threadgroups(enc, npr*ne01, ne02, ne03, nth, 1, 1); - ggml_metal_pipeline_t pipeline_merge = ggml_metal_library_get_pipeline_top_k_merge(lib, op); + auto pipeline_merge = ggml_metal_library_get_pipeline_top_k_merge(lib, op); int len = args.top_k; @@ -3881,7 +3952,7 @@ int ggml_metal_op_leaky_relu(ggml_metal_op_t ctx, int idx) { /*.slope =*/ slope }; - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_unary(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_unary(lib, op); int64_t n = ggml_nelements(op); @@ -3899,6 +3970,57 @@ int ggml_metal_op_leaky_relu(ggml_metal_op_t ctx, int idx) { return 1; } +int ggml_metal_op_tri(ggml_metal_op_t ctx, int idx) { + ggml_tensor * op = ctx->node(idx); + + ggml_metal_library_t lib = ctx->lib; + ggml_metal_encoder_t enc = ctx->enc; + + GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); + GGML_TENSOR_LOCALS(uint64_t, nb0, op->src[0], nb); + GGML_TENSOR_LOCALS( int32_t, ne, op, ne); + GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); + + ggml_metal_kargs_tri args = { + /*.ne00 =*/ ne00, + /*.ne01 =*/ ne01, + /*.ne02 =*/ ne02, + /*.ne03 =*/ ne03, + /*.nb00 =*/ nb00, + /*.nb01 =*/ nb01, + /*.nb02 =*/ nb02, + /*.nb03 =*/ nb03, + /*.ne0 =*/ ne0, + /*.ne1 =*/ ne1, + /*.ne2 =*/ ne2, + /*.ne3 =*/ ne3, + /*.nb0 =*/ nb0, + /*.nb1 =*/ nb1, + /*.nb2 =*/ nb2, + /*.nb3 =*/ nb3, + }; + + auto pipeline = ggml_metal_library_get_pipeline_tri(lib, op); + + int nth = 32; // SIMD width + + while (nth < ne00 && nth < ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)) { + nth *= 2; + } + + nth = std::min(nth, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)); + nth = std::min(nth, ne00); + + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[0]), 1); + ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op), 2); + + ggml_metal_encoder_dispatch_threadgroups(enc, ne01, ne02, ne03, nth, 1, 1); + + return 1; +} + int ggml_metal_op_opt_step_adamw(ggml_metal_op_t ctx, int idx) { ggml_tensor * op = ctx->node(idx); @@ -3910,7 +4032,7 @@ int ggml_metal_op_opt_step_adamw(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_opt_step_adamw(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_opt_step_adamw(lib, op); const int64_t np = ggml_nelements(op->src[0]); ggml_metal_kargs_opt_step_adamw args = { @@ -3946,7 +4068,7 @@ int ggml_metal_op_opt_step_sgd(ggml_metal_op_t ctx, int idx) { GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint64_t, nb, op, nb); - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_opt_step_sgd(lib, op); + auto pipeline = ggml_metal_library_get_pipeline_opt_step_sgd(lib, op); const int64_t np = ggml_nelements(op->src[0]); ggml_metal_kargs_opt_step_sgd args = { diff --git a/ggml/src/ggml-metal/ggml-metal-ops.h b/ggml/src/ggml-metal/ggml-metal-ops.h index b5546146e1..902b544523 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.h +++ b/ggml/src/ggml-metal/ggml-metal-ops.h @@ -47,6 +47,7 @@ int ggml_metal_op_concat (ggml_metal_op_t ctx, int idx); int ggml_metal_op_repeat (ggml_metal_op_t ctx, int idx); int ggml_metal_op_acc (ggml_metal_op_t ctx, int idx); int ggml_metal_op_scale (ggml_metal_op_t ctx, int idx); +int ggml_metal_op_fill (ggml_metal_op_t ctx, int idx); int ggml_metal_op_clamp (ggml_metal_op_t ctx, int idx); int ggml_metal_op_unary (ggml_metal_op_t ctx, int idx); int ggml_metal_op_glu (ggml_metal_op_t ctx, int idx); @@ -83,6 +84,7 @@ int ggml_metal_op_argmax (ggml_metal_op_t ctx, int idx); int ggml_metal_op_argsort (ggml_metal_op_t ctx, int idx); int ggml_metal_op_top_k (ggml_metal_op_t ctx, int idx); int ggml_metal_op_leaky_relu (ggml_metal_op_t ctx, int idx); +int ggml_metal_op_tri (ggml_metal_op_t ctx, int idx); int ggml_metal_op_opt_step_adamw (ggml_metal_op_t ctx, int idx); int ggml_metal_op_opt_step_sgd (ggml_metal_op_t ctx, int idx); diff --git a/ggml/src/ggml-metal/ggml-metal.metal b/ggml/src/ggml-metal/ggml-metal.metal index 73b45c762d..51bcbae309 100644 --- a/ggml/src/ggml-metal/ggml-metal.metal +++ b/ggml/src/ggml-metal/ggml-metal.metal @@ -1249,6 +1249,22 @@ kernel void kernel_scale_f32_4( dst[tpig] = src0[tpig] * args.scale + args.bias; } +kernel void kernel_fill_f32( + constant ggml_metal_kargs_fill & args, + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = args.val; +} + +kernel void kernel_fill_f32_4( + constant ggml_metal_kargs_fill & args, + device const float4 * src0, + device float4 * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = args.val; +} + kernel void kernel_clamp_f32( constant ggml_metal_kargs_clamp & args, device const float * src0, @@ -1595,6 +1611,36 @@ kernel void kernel_exp_f32_4( dst[tpig] = exp(src0[tpig]); } +kernel void kernel_softplus_f32( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + device const float & x = src0[tpig]; + dst[tpig] = select(log(1.0f + exp(x)), x, x > 20.0f); +} + +kernel void kernel_softplus_f32_4( + device const float4 * src0, + device float4 * dst, + uint tpig[[thread_position_in_grid]]) { + device const float4 & x = src0[tpig]; + dst[tpig] = select(log(1.0f + exp(x)), x, x > 20.0f); +} + +kernel void kernel_expm1_f32( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = exp(src0[tpig]) - 1.0f; +} + +kernel void kernel_expm1_f32_4( + device const float4 * src0, + device float4 * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = exp(src0[tpig]) - 1.0f; +} + kernel void kernel_reglu_f32( constant ggml_metal_kargs_glu & args, device const char * src0, @@ -1943,6 +1989,75 @@ typedef decltype(kernel_cumsum_add) kernel_cumsum_add_t; template [[host_name("kernel_cumsum_add_f32")]] kernel kernel_cumsum_add_t kernel_cumsum_add; + +template +bool _ggml_vec_tri_cmp(const int i, const int r); + +template<> +bool _ggml_vec_tri_cmp(const int i, const int r) { + return i < r; +} + +template<> +bool _ggml_vec_tri_cmp(const int i, const int r) { + return i <= r; +} + +template<> +bool _ggml_vec_tri_cmp(const int i, const int r) { + return i > r; +} + +template<> +bool _ggml_vec_tri_cmp(const int i, const int r) { + return i >= r; +} + +template +kernel void kernel_tri( + constant ggml_metal_kargs_tri & args, + device const char * src0, + device const char * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + ushort3 tpitg[[thread_position_in_threadgroup]], + ushort3 ntg[[threads_per_threadgroup]]) { + const int i3 = tgpig.z; + const int i2 = tgpig.y; + const int i1 = tgpig.x; + + if (i3 >= args.ne03 || i2 >= args.ne02 || i1 >= args.ne01) { + return; + } + + device const T * src_row = (device const T *) ((device const char *) src0 + i1*args.nb01 + i2*args.nb02 + i3*args.nb03); + device T * dst_row = (device T *) ((device char *) dst + i1*args.nb1 + i2*args.nb2 + i3*args.nb3); + + // Each thread is a single element of the row if ne00 < max threads per + // threadgroup, so this will loop once for each index that this thread is + // responsible for + for (int64_t i0 = tpitg.x; i0 < args.ne00; i0 += ntg.x) { + // Use the comparison as a mask for branchless + dst_row[i0] = static_cast(_ggml_vec_tri_cmp(i0, i1)) * src_row[i0]; + } +} + +typedef decltype(kernel_tri) kernel_tri_t; + +template [[host_name("kernel_tri_f32_0")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_f32_1")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_f32_2")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_f32_3")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_f16_0")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_f16_1")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_f16_2")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_f16_3")]] kernel kernel_tri_t kernel_tri; +#if defined(GGML_METAL_HAS_BF16) +template [[host_name("kernel_tri_bf16_0")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_bf16_1")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_bf16_2")]] kernel kernel_tri_t kernel_tri; +template [[host_name("kernel_tri_bf16_3")]] kernel kernel_tri_t kernel_tri; +#endif + template kernel void kernel_soft_max( constant ggml_metal_kargs_soft_max & args, @@ -2228,7 +2343,102 @@ kernel void kernel_ssm_conv_f32_f32_4( x[0] = sumf; } +constant short FC_ssm_conv_bs [[function_constant(FC_SSM_CONV + 0)]]; + +// Batched version: each threadgroup processes multiple tokens for better efficiency +// Thread layout: each thread handles one token, threadgroup covers BATCH_SIZE tokens +kernel void kernel_ssm_conv_f32_f32_batched( + constant ggml_metal_kargs_ssm_conv & args, + device const void * src0, + device const void * src1, + device float * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { + // tgpig.x = row index (ir) + // tgpig.y = batch of tokens (i2_base / BATCH_SIZE) + // tgpig.z = sequence index (i3) + // tpitg.x = thread within batch (0..BATCH_SIZE-1) + const short BATCH_SIZE = FC_ssm_conv_bs; + + const int64_t ir = tgpig.x; + const int64_t i2_base = tgpig.y * BATCH_SIZE; + const int64_t i3 = tgpig.z; + const int64_t i2_off = tpitg.x; + const int64_t i2 = i2_base + i2_off; + + const int64_t nc = args.ne10; // conv kernel size (typically 4) + const int64_t n_t = args.ne1; // number of tokens + + // Bounds check for partial batches at the end + if (i2 >= n_t) { + return; + } + + // Load conv weights (shared across all tokens for this row) + device const float * c = (device const float *) ((device const char *) src1 + ir*args.nb11); + + // Load source for this specific token + device const float * s = (device const float *) ((device const char *) src0 + ir*args.nb01 + i2*args.nb00 + i3*args.nb02); + + // Output location for this token + device float * x = (device float *) ((device char *) dst + ir*args.nb0 + i2*args.nb1 + i3*args.nb2); + + float sumf = 0.0f; + for (int64_t i0 = 0; i0 < nc; ++i0) { + sumf += s[i0] * c[i0]; + } + + x[0] = sumf; +} + +kernel void kernel_ssm_conv_f32_f32_batched_4( + constant ggml_metal_kargs_ssm_conv & args, + device const void * src0, + device const void * src1, + device float * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { + // tgpig.x = row index (ir) + // tgpig.y = batch of tokens (i2_base / BATCH_SIZE) + // tgpig.z = sequence index (i3) + // tpitg.x = thread within batch (0..BATCH_SIZE-1) + const short BATCH_SIZE = FC_ssm_conv_bs; + + const int64_t ir = tgpig.x; + const int64_t i2_base = tgpig.y * BATCH_SIZE; + const int64_t i3 = tgpig.z; + const int64_t i2_off = tpitg.x; + const int64_t i2 = i2_base + i2_off; + + const int64_t nc = args.ne10; // conv kernel size (typically 4) + const int64_t n_t = args.ne1; // number of tokens + + // Bounds check for partial batches at the end + if (i2 >= n_t) { + return; + } + + // Load conv weights (shared across all tokens for this row) + device const float4 * c = (device const float4 *) ((device const char *) src1 + ir*args.nb11); + + // Load source for this specific token + device const float4 * s = (device const float4 *) ((device const char *) src0 + ir*args.nb01 + i2*args.nb00 + i3*args.nb02); + + // Output location for this token + device float * x = (device float *) ((device char *) dst + ir*args.nb0 + i2*args.nb1 + i3*args.nb2); + + float sumf = 0.0f; + for (int64_t i0 = 0; i0 < nc/4; ++i0) { + sumf += dot(s[i0], c[i0]); + } + + x[0] = sumf; +} + // ref: ggml.c:ggml_compute_forward_ssm_scan_f32, Mamba-2 part +// Optimized version: reduces redundant memory loads by having one thread load shared values kernel void kernel_ssm_scan_f32( constant ggml_metal_kargs_ssm_scan & args, device const void * src0, @@ -2248,7 +2458,15 @@ kernel void kernel_ssm_scan_f32( uint3 tgpg[[threadgroups_per_grid]]) { constexpr short NW = N_SIMDWIDTH; - shared[tpitg.x] = 0.0f; + // Shared memory layout: + // [0..sgptg*NW-1]: partial sums for reduction (existing) + // [sgptg*NW..sgptg*NW+sgptg-1]: pre-computed x_dt values for each token in batch + // [sgptg*NW+sgptg..sgptg*NW+2*sgptg-1]: pre-computed dA values for each token in batch + threadgroup float * shared_sums = shared; + threadgroup float * shared_x_dt = shared + sgptg * NW; + threadgroup float * shared_dA = shared + sgptg * NW + sgptg; + + shared_sums[tpitg.x] = 0.0f; const int32_t i0 = tpitg.x; const int32_t i1 = tgpig.x; @@ -2288,32 +2506,47 @@ kernel void kernel_ssm_scan_f32( for (int i2 = 0; i2 < n_t; i2 += sgptg) { threadgroup_barrier(mem_flags::mem_threadgroup); - for (int t = 0; t < sgptg && i2 + t < n_t; t++) { - const float dt0 = dt[0]; + // Pre-compute x_dt and dA for this batch of tokens + // Only first sgptg threads do the loads and expensive math + if (i0 < sgptg && i2 + i0 < n_t) { + // ns12 and ns21 are element strides (nb12/nb10, nb21/nb20) + device const float * x_t = x + i0 * args.ns12; + device const float * dt_t = dt + i0 * args.ns21; + + const float dt0 = dt_t[0]; const float dtsp = dt0 <= 20.0f ? log(1.0f + exp(dt0)) : dt0; - const float x_dt = x[0] * dtsp; - const float dA = exp(dtsp * A0); + shared_x_dt[i0] = x_t[0] * dtsp; + shared_dA[i0] = dtsp; // Store dtsp, compute exp(dtsp * A0) per-thread since A0 varies + } + + threadgroup_barrier(mem_flags::mem_threadgroup); + + for (int t = 0; t < sgptg && i2 + t < n_t; t++) { + const float x_dt = shared_x_dt[t]; + const float dA = exp(shared_dA[t] * A0); s = (s0 * dA) + (B[i0] * x_dt); const float sumf = simd_sum(s * C[i0]); if (tiisg == 0) { - shared[t*NW + sgitg] = sumf; + shared_sums[t*NW + sgitg] = sumf; } // recurse s0 = s; - x += args.ns12; - dt += args.ns21; B += args.ns42; C += args.ns52; } + // Advance pointers for next batch + x += sgptg * args.ns12; + dt += sgptg * args.ns21; + threadgroup_barrier(mem_flags::mem_threadgroup); - const float sumf = simd_sum(shared[sgitg*NW + tiisg]); + const float sumf = simd_sum(shared_sums[sgitg*NW + tiisg]); if (tiisg == 0 && i2 + sgitg < n_t) { y[sgitg*nh*nr] = sumf; @@ -5757,6 +5990,7 @@ typedef decltype(kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f32_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_f32_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f32_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f32_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f32_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5770,6 +6004,7 @@ template [[host_name("kernel_flash_attn_ext_f32_dk576_dv512")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_f16_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_f16_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_f16_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5784,6 +6019,7 @@ template [[host_name("kernel_flash_attn_ext_f16_dk576_dv512")]] kernel flash_at #if defined(GGML_METAL_HAS_BF16) template [[host_name("kernel_flash_attn_ext_bf16_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_bf16_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_bf16_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_bf16_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_bf16_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_bf16_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5798,6 +6034,7 @@ template [[host_name("kernel_flash_attn_ext_bf16_dk576_dv512")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q4_0_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_0_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q4_0_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_0_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_0_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_0_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5811,6 +6048,7 @@ template [[host_name("kernel_flash_attn_ext_q4_0_dk576_dv512")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q4_1_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q4_1_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q4_1_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5824,6 +6062,7 @@ template [[host_name("kernel_flash_attn_ext_q4_1_dk576_dv512")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q5_0_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q5_0_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_0_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5837,6 +6076,7 @@ template [[host_name("kernel_flash_attn_ext_q5_0_dk576_dv512")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q5_1_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q5_1_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q5_1_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; @@ -5850,6 +6090,7 @@ template [[host_name("kernel_flash_attn_ext_q5_1_dk576_dv512")]] kernel flash_at template [[host_name("kernel_flash_attn_ext_q8_0_dk32_dv32" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk40_dv40" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; +template [[host_name("kernel_flash_attn_ext_q8_0_dk48_dv48" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk64_dv64" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk72_dv72" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; template [[host_name("kernel_flash_attn_ext_q8_0_dk80_dv80" )]] kernel flash_attn_ext_t kernel_flash_attn_ext; diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index e5302f4550..0d37587f60 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -3083,11 +3083,16 @@ static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_te case GGML_OP_REPEAT: return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32; // Assuming F32 for now, can be expanded case GGML_OP_PAD: + // TODO: add circular padding support for opencl, see https://github.com/ggml-org/llama.cpp/pull/16985 + if (ggml_get_op_params_i32(op, 8) != 0) { + return false; + } return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32; case GGML_OP_UPSCALE: { ggml_scale_mode mode = (ggml_scale_mode)(ggml_get_op_params_i32(op, 0) & 0xFF); + const bool antialias = (ggml_scale_mode)(ggml_get_op_params_i32(op, 0) & GGML_SCALE_FLAG_ANTIALIAS); return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32 && - (mode == GGML_SCALE_MODE_NEAREST || mode == GGML_SCALE_MODE_BILINEAR); + (mode == GGML_SCALE_MODE_NEAREST || mode == GGML_SCALE_MODE_BILINEAR) && !antialias; } case GGML_OP_CONV_2D: return (op->src[0]->type == GGML_TYPE_F16 && op->src[1]->type == GGML_TYPE_F16 && op->type == GGML_TYPE_F16) || diff --git a/ggml/src/ggml-rpc/ggml-rpc.cpp b/ggml/src/ggml-rpc/ggml-rpc.cpp index 48fd99a762..18a45d2d96 100644 --- a/ggml/src/ggml-rpc/ggml-rpc.cpp +++ b/ggml/src/ggml-rpc/ggml-rpc.cpp @@ -128,6 +128,7 @@ struct rpc_msg_device_count_rsp { struct rpc_msg_get_alloc_size_req { uint32_t device; rpc_tensor tensor; + rpc_tensor srcs[GGML_MAX_SRC]; }; struct rpc_msg_get_alloc_size_rsp { @@ -572,6 +573,11 @@ static void * ggml_backend_rpc_buffer_get_base(ggml_backend_buffer_t buffer) { static rpc_tensor serialize_tensor(const ggml_tensor * tensor) { rpc_tensor result; + if (!tensor) { + memset(&result, 0, sizeof(result)); + return result; + } + result.id = reinterpret_cast(tensor); result.type = tensor->type; if (tensor->buffer) { @@ -753,23 +759,41 @@ static size_t ggml_backend_rpc_get_max_size(ggml_backend_buffer_type_t buft) { } static size_t ggml_backend_rpc_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) { + // should we query the remote server for the actual size + bool rpc_get = false; + // See comments in init_tensor. - if (ggml_is_quantized(tensor->type) && (tensor->ne[0] % 512 != 0) && (tensor->view_src == nullptr)) { + rpc_get |= ggml_is_quantized(tensor->type) && (tensor->ne[0] % 512 != 0) && (tensor->view_src == nullptr); + + // ops that require additional memory for fleeting data on certain backends + // ref: https://github.com/ggml-org/llama.cpp/pull/15966 + rpc_get |= tensor->op == GGML_OP_FLASH_ATTN_EXT; + rpc_get |= tensor->op == GGML_OP_MUL_MAT_ID; + + if (rpc_get) { ggml_backend_rpc_buffer_type_context * buft_ctx = (ggml_backend_rpc_buffer_type_context *)buft->context; auto sock = get_socket(buft_ctx->endpoint); - rpc_msg_get_alloc_size_req request; - request.device = buft_ctx->device; - request.tensor = serialize_tensor(tensor); + rpc_msg_get_alloc_size_req request = { + /*.device =*/ buft_ctx->device, + /*.tensor =*/ serialize_tensor(tensor), + /*.srcs =*/ {}, + }; + // .get_alloc_size could be a function of the tensor's srcs, so we must serialize them as well + for (int i = 0; i < GGML_MAX_SRC; i++) { + request.srcs[i] = serialize_tensor(tensor->src[i]); + } + + // TODO: cache the alloc responses to avoid extra RPC calls? rpc_msg_get_alloc_size_rsp response; bool status = send_rpc_cmd(sock, RPC_CMD_GET_ALLOC_SIZE, &request, sizeof(request), &response, sizeof(response)); RPC_STATUS_ASSERT(status); return response.alloc_size; - } else { - return ggml_nbytes(tensor); } + + return ggml_nbytes(tensor); } static ggml_backend_buffer_type_i ggml_backend_rpc_buffer_type_interface = { @@ -1017,7 +1041,7 @@ bool rpc_server::get_alloc_size(const rpc_msg_get_alloc_size_req & request, rpc_ } ggml_backend_buffer_type_t buft; struct ggml_init_params params { - /*.mem_size =*/ ggml_tensor_overhead(), + /*.mem_size =*/ ggml_tensor_overhead()*(1 + GGML_MAX_SRC), /*.mem_buffer =*/ NULL, /*.no_alloc =*/ true, }; @@ -1025,12 +1049,18 @@ bool rpc_server::get_alloc_size(const rpc_msg_get_alloc_size_req & request, rpc_ ggml_context_ptr ctx_ptr { ggml_init(params) }; GGML_ASSERT(ctx_ptr != nullptr); ggml_context * ctx = ctx_ptr.get(); - ggml_tensor * tensor = deserialize_tensor(ctx, &request.tensor); + ggml_tensor * tensor = deserialize_tensor(ctx, &request.tensor); if (tensor == nullptr) { GGML_LOG_ERROR("Null tensor pointer passed to server get_alloc_size function.\n"); return false; } + for (int i = 0; i < GGML_MAX_SRC; i++) { + if (request.srcs[i].id != 0) { + tensor->src[i] = deserialize_tensor(ctx, &request.srcs[i]); + } + } + LOG_DBG("[%s] device: %d, buffer: %p, data: %p\n", __func__, dev_id, (void*)tensor->buffer, tensor->data); if (tensor->buffer == nullptr) { //No buffer allocated. @@ -1227,7 +1257,8 @@ bool rpc_server::get_cached_file(uint64_t hash, std::vector & data) { char hash_str[17]; snprintf(hash_str, sizeof(hash_str), "%016" PRIx64, hash); fs::path cache_file = fs::path(cache_dir) / hash_str; - if (!fs::exists(cache_file)) { + std::error_code ec; + if (!fs::exists(cache_file, ec)) { return false; } std::ifstream ifs(cache_file, std::ios::binary); diff --git a/ggml/src/ggml-sycl/CMakeLists.txt b/ggml/src/ggml-sycl/CMakeLists.txt index efd78b912c..88f29221bb 100644 --- a/ggml/src/ggml-sycl/CMakeLists.txt +++ b/ggml/src/ggml-sycl/CMakeLists.txt @@ -91,7 +91,10 @@ if (GGML_SYCL_F16) add_compile_definitions(GGML_SYCL_F16) endif() -if (GGML_SYCL_TARGET STREQUAL "NVIDIA") +if (GGML_SYCL_TARGET STREQUAL "INTEL") + add_compile_definitions(GGML_SYCL_WARP_SIZE=16) + target_link_options(ggml-sycl PRIVATE -Xs -ze-intel-greater-than-4GB-buffer-required) +elseif (GGML_SYCL_TARGET STREQUAL "NVIDIA") add_compile_definitions(GGML_SYCL_WARP_SIZE=32) elseif (GGML_SYCL_TARGET STREQUAL "AMD") # INFO: Allowed Sub_group_sizes are not consistent through all @@ -100,7 +103,8 @@ elseif (GGML_SYCL_TARGET STREQUAL "AMD") # Target archs tested working: gfx1030, gfx1031, (Only tested sub_group_size = 32) add_compile_definitions(GGML_SYCL_WARP_SIZE=32) else() - add_compile_definitions(GGML_SYCL_WARP_SIZE=16) + # default for other target + add_compile_definitions(GGML_SYCL_WARP_SIZE=32) endif() if (GGML_SYCL_GRAPH) diff --git a/ggml/src/ggml-sycl/add-id.cpp b/ggml/src/ggml-sycl/add-id.cpp new file mode 100644 index 0000000000..00c073cf93 --- /dev/null +++ b/ggml/src/ggml-sycl/add-id.cpp @@ -0,0 +1,77 @@ +#include +#include "common.hpp" +#include "add-id.hpp" + +static void add_id_kernel( + const float* src0, + const float* src1, + const int32_t* src2, + float* dst, + int64_t ne0, + int64_t ne1, + size_t nb01, + size_t nb02, + size_t nb11, + size_t nb21, + sycl::nd_item<3> item_ct1) { + const int64_t i1 = item_ct1.get_group(2); + const int64_t i2 = item_ct1.get_group(1); + + const int i11 = + *(const int32_t*)((const char*)src2 + i1 * sizeof(int32_t) + i2 * nb21); + + const size_t nb1 = ne0 * sizeof(float); + const size_t nb2 = ne1 * nb1; + + float* dst_row = (float*)((char*)dst + i1 * nb1 + i2 * nb2); + const float* src0_row = + (const float*)((const char*)src0 + i1 * nb01 + i2 * nb02); + const float* src1_row = (const float*)((const char*)src1 + i11 * nb11); + + for (int64_t i0 = item_ct1.get_local_id(2); i0 < ne0; + i0 += item_ct1.get_local_range(2)) { + dst_row[i0] = src0_row[i0] + src1_row[i0]; + } +} + +void ggml_sycl_add_id(ggml_backend_sycl_context& ctx, ggml_tensor* dst) { + const ggml_tensor* src0 = dst->src[0]; + const ggml_tensor* src1 = dst->src[1]; + const ggml_tensor* src2 = dst->src[2]; + + GGML_TENSOR_TERNARY_OP_LOCALS + + GGML_ASSERT(dst->type == GGML_TYPE_F32); + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT(src1->type == GGML_TYPE_F32); + GGML_ASSERT(src2->type == GGML_TYPE_I32); + + GGML_ASSERT(nb00 == sizeof(float)); + GGML_ASSERT(nb10 == sizeof(float)); + GGML_ASSERT(nb20 == sizeof(int32_t)); + + const float* src0_d = (const float*)src0->data; + const float* src1_d = (const float*)src1->data; + const int32_t* src2_d = (const int32_t*)src2->data; + float* dst_d = (float*)dst->data; + + int threads = std::min((int)ne00, 768); // cols + ctx.stream()->parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, ne02, ne01) * sycl::range<3>(1, 1, threads), + sycl::range<3>(1, 1, threads)), + [=](sycl::nd_item<3> item_ct1) { + add_id_kernel( + src0_d, + src1_d, + src2_d, + dst_d, + ne0, + ne1, + nb01, + nb02, + nb11, + nb21, + item_ct1); + }); +} diff --git a/ggml/src/ggml-sycl/add-id.hpp b/ggml/src/ggml-sycl/add-id.hpp new file mode 100644 index 0000000000..e1b09ee8c7 --- /dev/null +++ b/ggml/src/ggml-sycl/add-id.hpp @@ -0,0 +1,8 @@ +#ifndef GGML_SYCL_ADD_ID_HPP +#define GGML_SYCL_ADD_ID_HPP + +#include "common.hpp" + +void ggml_sycl_add_id(ggml_backend_sycl_context & ctx, ggml_tensor * dst); + +#endif // GGML_SYCL_ADD_ID_HPP diff --git a/ggml/src/ggml-sycl/common.hpp b/ggml/src/ggml-sycl/common.hpp index 637630c1d2..519638fd41 100644 --- a/ggml/src/ggml-sycl/common.hpp +++ b/ggml/src/ggml-sycl/common.hpp @@ -642,5 +642,22 @@ static __dpct_inline__ sycl::uint2 fast_div_modulo(uint32_t n, const sycl::uint3 return sycl::uint2(div_val, mod_val); } +static __dpct_inline__ int ggml_sycl_dp4a(const int a, const int b, int c) { + return dpct::dp4a(a, b, c); +} + +static __dpct_inline__ float ggml_sycl_e8m0_to_fp32(uint8_t x) { + uint32_t bits; + if (x == 0) { + bits = 0x00400000; + } else { + bits = (uint32_t) x << 23; + } + + float result; + memcpy(&result, &bits, sizeof(float)); + return result; +} + #endif // GGML_SYCL_COMMON_HPP diff --git a/ggml/src/ggml-sycl/convert.cpp b/ggml/src/ggml-sycl/convert.cpp index 96d2583b13..8bdae36458 100644 --- a/ggml/src/ggml-sycl/convert.cpp +++ b/ggml/src/ggml-sycl/convert.cpp @@ -2,6 +2,13 @@ #include "dequantize.hpp" #include "presets.hpp" +#if defined(__INTEL_LLVM_COMPILER) + #if __has_include() + #include + #define GGML_SYCL_HAS_BF16 + #endif +#endif + template static void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t k, const sycl::nd_item<3> &item_ct1) { @@ -465,6 +472,16 @@ static void dequantize_row_iq4_nl_sycl(const void *vx, dst_t *y, const int64_t k } } +template +static void dequantize_row_mxfp4_sycl(const void * vx, dst_t * y, const int64_t k, dpct::queue_ptr stream) { + const int nb = (k + QK_K - 1) / QK_K; + stream->parallel_for( + sycl::nd_range<3>(sycl::range<3>(1, 1, nb) * sycl::range<3>(1, 1, 32), sycl::range<3>(1, 1, 32)), + [=](sycl::nd_item<3> item_ct1) { + dequantize_block_mxfp4(vx, y, item_ct1); + }); +} + template static void convert_unary_nc(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t s01, const int64_t s02, const int64_t s03, @@ -511,6 +528,7 @@ static void convert_unary_sycl(const void * vx, dst_t * y, const int64_t k, dpct convert_unary_nc_sycl(vx, y, k, 1, 1, 1, k, k, k, queue); } + to_fp16_sycl_t ggml_get_to_fp16_sycl(ggml_type type, ggml_tensor * dst) { switch (type) { case GGML_TYPE_Q4_0: @@ -564,8 +582,14 @@ to_fp16_sycl_t ggml_get_to_fp16_sycl(ggml_type type, ggml_tensor * dst) { return dequantize_row_iq4_xs_sycl; case GGML_TYPE_IQ4_NL: return dequantize_row_iq4_nl_sycl; + case GGML_TYPE_MXFP4: + return dequantize_row_mxfp4_sycl; case GGML_TYPE_F32: return convert_unary_sycl; +#ifdef GGML_SYCL_HAS_BF16 + case GGML_TYPE_BF16: + return convert_unary_sycl; +#endif default: return nullptr; } @@ -625,8 +649,14 @@ to_fp32_sycl_t ggml_get_to_fp32_sycl(ggml_type type, ggml_tensor *dst) { return dequantize_row_iq4_xs_sycl; case GGML_TYPE_IQ4_NL: return dequantize_row_iq4_nl_sycl; + case GGML_TYPE_MXFP4: + return dequantize_row_mxfp4_sycl; case GGML_TYPE_F16: return convert_unary_sycl; +#ifdef GGML_SYCL_HAS_BF16 + case GGML_TYPE_BF16: + return convert_unary_sycl; +#endif default: return nullptr; } @@ -636,6 +666,10 @@ to_fp16_nc_sycl_t get_to_fp16_nc_sycl(ggml_type type) { switch (type) { case GGML_TYPE_F32: return convert_unary_nc_sycl; +#ifdef GGML_SYCL_HAS_BF16 + case GGML_TYPE_BF16: + return convert_unary_nc_sycl; +#endif default: return nullptr; } diff --git a/ggml/src/ggml-sycl/cpy.cpp b/ggml/src/ggml-sycl/cpy.cpp index 1ec99b0a5d..96709554cf 100644 --- a/ggml/src/ggml-sycl/cpy.cpp +++ b/ggml/src/ggml-sycl/cpy.cpp @@ -515,9 +515,6 @@ void ggml_sycl_cpy(ggml_backend_sycl_context & ctx, const ggml_tensor * src0, co const int64_t ne = ggml_nelements(src0); GGML_ASSERT(ne == ggml_nelements(src1)); - GGML_ASSERT(ggml_nbytes(src0) <= INT_MAX); - GGML_ASSERT(ggml_nbytes(src1) <= INT_MAX); - GGML_TENSOR_BINARY_OP_LOCALS01; SYCL_CHECK(ggml_sycl_set_device(ctx.device)); diff --git a/ggml/src/ggml-sycl/dequantize.hpp b/ggml/src/ggml-sycl/dequantize.hpp index 540539bb22..da2a605daa 100644 --- a/ggml/src/ggml-sycl/dequantize.hpp +++ b/ggml/src/ggml-sycl/dequantize.hpp @@ -819,5 +819,23 @@ dequantize_block_iq4_xs(const void *__restrict__ vx, dst_t *__restrict__ yy, } } +template +static void dequantize_block_mxfp4(const void * __restrict__ vx, dst_t * __restrict__ yy, + const sycl::nd_item<3> &item_ct1) { + // auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t i = item_ct1.get_group(2); + const block_mxfp4 * x = (const block_mxfp4 *) vx + i*(QK_K/QK_MXFP4); + + const int64_t tid = item_ct1.get_local_id(2); + const int64_t il = tid/8; // 0...3 + const int64_t ib = tid%8; // 0...7 + dst_t * y = yy + i*QK_K + 32*ib + 4*il; + const uint8_t * q4 = x[ib].qs + 4*il; + const float d = ggml_sycl_e8m0_to_fp32(x[ib].e); + for (int j = 0; j < 4; ++j) { + y[j+ 0] = d * kvalues_mxfp4[q4[j] & 0xf]*0.5f; + y[j+16] = d * kvalues_mxfp4[q4[j] >> 4]*0.5f; + } +} #endif // GGML_SYCL_DEQUANTIZE_HPP diff --git a/ggml/src/ggml-sycl/dpct/helper.hpp b/ggml/src/ggml-sycl/dpct/helper.hpp index f93cfa701f..30ec1e8daf 100644 --- a/ggml/src/ggml-sycl/dpct/helper.hpp +++ b/ggml/src/ggml-sycl/dpct/helper.hpp @@ -1860,10 +1860,31 @@ namespace dpct : id); } + template + using dot_product_acc_t = std::conditional_t< + std::is_unsigned_v && std::is_unsigned_v, + uint32_t, + int32_t>; + + template + sycl::vec extract_and_sign_or_zero_extend4(T val) { + return sycl::vec(val) + .template as, int8_t, uint8_t>, + 4>>() + .template convert(); + } + template - inline auto dp4a(T1 a, T2 b, T3 c) - { - return syclcompat::dp4a(a, b, c); + inline auto dp4a(T1 a, T2 b, T3 c) { + dot_product_acc_t res = c; + auto va = extract_and_sign_or_zero_extend4(a); + auto vb = extract_and_sign_or_zero_extend4(b); + res += va[0] * vb[0]; + res += va[1] * vb[1]; + res += va[2] * vb[2]; + res += va[3] * vb[3]; + return res; } struct sub_sat @@ -2972,6 +2993,38 @@ namespace dpct atomic_fetch_add(addr, operand, memoryOrder); } + inline unsigned int byte_level_permute( + unsigned int a, unsigned int b, unsigned int s) { + unsigned int ret; + ret = ((((std::uint64_t)b << 32 | a) >> (s & 0x7) * 8) & 0xff) | + (((((std::uint64_t)b << 32 | a) >> ((s >> 4) & 0x7) * 8) & 0xff) + << 8) | + (((((std::uint64_t)b << 32 | a) >> ((s >> 8) & 0x7) * 8) & 0xff) + << 16) | + (((((std::uint64_t)b << 32 | a) >> ((s >> 12) & 0x7) * 8) & 0xff) + << 24); + return ret; + } + + inline uint32_t byte_level_permute_custom( + uint32_t low32, uint32_t high32, uint32_t sel, int mode = 0) { + constexpr uint16_t lookup[6][4] = { + {0x3210, 0x4321, 0x5432, 0x6543}, // Forward 4-byte extract + {0x5670, 0x6701, 0x7012, 0x0123}, // Backward 4-byte extract + {0x0000, 0x1111, 0x2222, 0x3333}, // Replicate 8-bit values + {0x3210, 0x3211, 0x3222, 0x3333}, // Edge clamp left + {0x0000, 0x1110, 0x2210, 0x3210}, // Edge clamp right + {0x1010, 0x3232, 0x1010, 0x3232} // Replicate 16-bit values + }; + + if (mode >= 1 && mode <= 6) { + return byte_level_permute(low32, high32, lookup[mode - 1][sel & 0x3]); + } else if (!mode) { + return byte_level_permute(low32, high32, sel); + } + return 0; + } + } // COPY from DPCT head files #endif // GGML_SYCL_DPCT_HELPER_HPP diff --git a/ggml/src/ggml-sycl/element_wise.cpp b/ggml/src/ggml-sycl/element_wise.cpp index 7d54ce600e..8d83b2446b 100644 --- a/ggml/src/ggml-sycl/element_wise.cpp +++ b/ggml/src/ggml-sycl/element_wise.cpp @@ -911,6 +911,98 @@ static inline void ggml_sycl_op_swiglu(ggml_backend_sycl_context & ctx, ggml_ten }); } +__dpct_inline__ float ggml_sycl_op_swiglu_oai_single(float x, float g, float alpha = 1.702f, float limit = 7.0f) { + x = sycl::fmin(x, limit); + g = sycl::fmax(sycl::fmin(g, limit), -limit); + + float out_glu = x / (1.0f + sycl::native::exp(-x * alpha)); + out_glu = out_glu * (1.0f + g); + return out_glu; +} + + +template +static void swiglu_oai_kernel(const T * x, const T * g, T * dst, const int64_t k, + const int64_t n, const int64_t o0, const int64_t o1, + float alpha, float limit, sycl::nd_item<3> item_ct1) { + const int64_t i = int64_t(item_ct1.get_local_range(2)) * item_ct1.get_group(2) + item_ct1.get_local_id(2); + + if (i >= k) { + return; + } + + const int64_t j0 = (i / n) * o0 + (i % n); + const int64_t j1 = o0 == o1 ? j0 : (i / n) * o1 + (i % n); + + float xi = x[j0]; + float gi = g[j1]; + + dst[i] = ggml_sycl_op_swiglu_oai_single(xi, gi, alpha, limit); +} + +template +static void swiglu_oai_sycl(const T * x, + const T * g, + T * dst, + const int64_t k, + const int64_t n, + const int64_t o0, + const int64_t o1, + const float alpha, + const float limit, + dpct::queue_ptr stream) { + const int64_t num_blocks = (k + SYCL_GLU_BLOCK_SIZE - 1) / SYCL_GLU_BLOCK_SIZE; + stream->parallel_for(sycl::nd_range<3>(sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_GLU_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_GLU_BLOCK_SIZE)), + [=](sycl::nd_item<3> item_ct1) { + swiglu_oai_kernel(x, g, dst, k, n, o0, o1, alpha, limit, item_ct1); + }); +} + +void ggml_sycl_op_swiglu_oai(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + const ggml_tensor * src1 = dst->src[1]; + void * src0_d = src0->data; + void * src1_d = src1 ? src1->data : src0->data; + const int64_t src0_o = src0->nb[1]; + const int64_t src1_o = src1 ? src1->nb[1] : src0->nb[1]; + void * dst_d = dst->data; + const int64_t nc = src1 ? src0->ne[0] : src0->ne[0] / 2; + dpct::queue_ptr stream = ctx.stream(); + + GGML_ASSERT(ggml_is_contiguous_1(src0)); + GGML_ASSERT(src0->nb[0] == ggml_element_size(src0)); + GGML_ASSERT(ggml_is_contiguous(dst)); + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + GGML_ASSERT(src0->type == dst->type); + GGML_ASSERT(dst->ne[0] == nc); + GGML_ASSERT(ggml_nrows(dst) == ggml_nrows(src0)); + + if (src1) { + GGML_ASSERT(ggml_is_contiguous_1(src1)); + GGML_ASSERT(src1->nb[0] == ggml_element_size(src1)); + GGML_ASSERT(src1->ne[0] == nc); + GGML_ASSERT(src0->type == src1->type); + } + + //const int32_t swapped = ((const int32_t *) dst->op_params)[1]; + const int32_t swapped = ggml_get_op_params_i32(dst, 1); + const float alpha = ggml_get_op_params_f32(dst, 2); + const float limit = ggml_get_op_params_f32(dst, 3); + + float * src0_p = (float *) src0_d; + float * src1_p = (float *) src1_d; + + if (!src1) { + src0_p += swapped ? nc : 0; + src1_p += swapped ? 0 : nc; + } + + swiglu_oai_sycl(src0_p, src1_p, (float *)dst_d, ggml_nelements(dst), nc, src0_o / sizeof(float), src1_o / sizeof(float), alpha, limit, stream); +} + static inline void ggml_sycl_op_geglu_erf(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { ggml_sycl_detail::dispatch_ggml_sycl_op_fused_glu(ctx, dst, [](const auto* x_ptr, const auto* g_ptr, auto* dst_ptr, uint64_t k, uint64_t n, uint64_t o0, uint64_t o1, queue_ptr main_stream) { @@ -1070,6 +1162,11 @@ void ggml_sycl_swiglu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { ggml_sycl_op_swiglu(ctx, dst); } +void ggml_sycl_swiglu_oai(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); + ggml_sycl_op_swiglu_oai(ctx, dst); +} + void ggml_sycl_geglu_erf(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); ggml_sycl_op_geglu_erf(ctx, dst); diff --git a/ggml/src/ggml-sycl/element_wise.hpp b/ggml/src/ggml-sycl/element_wise.hpp index fcf93295cb..0913a2e529 100644 --- a/ggml/src/ggml-sycl/element_wise.hpp +++ b/ggml/src/ggml-sycl/element_wise.hpp @@ -5,6 +5,8 @@ #include "ggml.h" #include // For std::numeric_limits +#define SYCL_GLU_BLOCK_SIZE 256 + template T neg_infinity() { return -std::numeric_limits::infinity(); @@ -41,6 +43,8 @@ void ggml_sycl_silu(ggml_backend_sycl_context & ctx, ggml_tensor * dst); void ggml_sycl_gelu_quick(ggml_backend_sycl_context & ctx, ggml_tensor * dst); +void ggml_sycl_swiglu_oai(ggml_backend_sycl_context & ctx, ggml_tensor * dst); + void ggml_sycl_gelu_erf(ggml_backend_sycl_context & ctx, ggml_tensor * dst); void ggml_sycl_tanh(ggml_backend_sycl_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp index 3f1bdfb9f1..e996d98be8 100644 --- a/ggml/src/ggml-sycl/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl/ggml-sycl.cpp @@ -39,6 +39,7 @@ #include "ggml-impl.h" #include "ggml-backend-impl.h" +#include "ggml-sycl/add-id.hpp" #include "ggml-sycl/backend.hpp" #include "ggml-sycl/common.hpp" #include "ggml-sycl/element_wise.hpp" @@ -1787,6 +1788,7 @@ static void argsort_f32_i32_sycl(const float *x, int *dst, const int ncols, const sycl::range<3> block_dims(1, 1, nth); const sycl::range<3> block_nums(1, nrows, 1); const size_t shared_mem = ncols_pad * sizeof(int); + GGML_ASSERT(shared_mem<=ggml_sycl_info().devices[device].smpbo); if (order == GGML_SORT_ORDER_ASC) { stream->submit([&](sycl::handler &cgh) { @@ -3312,6 +3314,7 @@ static void ggml_sycl_mul_mat(ggml_backend_sycl_context & ctx, const ggml_tensor bool use_mul_mat_q = ggml_sycl_supports_mmq(src0->type) && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32; + // mmvq and mmq need the __dp4a instruction which is available for gen12+ // Workaround in https://github.com/ggerganov/llama.cpp/commit/95f84d5ce8b449a9b16009434aca800df504a02e use_mul_mat_q = use_mul_mat_q && (src0->type != GGML_TYPE_IQ2_XXS); @@ -3319,7 +3322,6 @@ static void ggml_sycl_mul_mat(ggml_backend_sycl_context & ctx, const ggml_tensor use_mul_mat_q = use_mul_mat_q && (src1->ne[1] <= MMQ_MAX_BATCH_SIZE); #endif // SYCL_USE_XMX - // mmvq path is faster in the CUDA backend. if (!g_ggml_sycl_prioritize_dmmv && (ctx.stream()->get_backend() == sycl::backend::ext_oneapi_cuda // Dispatch becomes obscure with the reorder, MMVQ when the reorder optimization @@ -3710,6 +3712,9 @@ static bool ggml_sycl_compute_forward(ggml_backend_sycl_context & ctx, struct gg case GGML_OP_ADD1: // TODO: more efficient implementation ggml_sycl_add(ctx, dst); break; + case GGML_OP_ADD_ID: + ggml_sycl_add_id(ctx, dst); + break; case GGML_OP_SUB: ggml_sycl_sub(ctx, dst); break; @@ -3802,6 +3807,9 @@ static bool ggml_sycl_compute_forward(ggml_backend_sycl_context & ctx, struct gg case GGML_GLU_OP_SWIGLU: ggml_sycl_swiglu(ctx, dst); break; + case GGML_GLU_OP_SWIGLU_OAI: + ggml_sycl_swiglu_oai(ctx, dst); + break; case GGML_GLU_OP_GEGLU_ERF: ggml_sycl_geglu_erf(ctx, dst); break; @@ -4348,6 +4356,9 @@ static ggml_backend_buffer_t ggml_backend_sycl_device_buffer_from_host_ptr(ggml_ } static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const ggml_tensor * op) { + ggml_backend_sycl_device_context *sycl_ctx = + (ggml_backend_sycl_device_context *)dev->context; + int device = sycl_ctx->device; switch (op->op) { case GGML_OP_CONV_TRANSPOSE_1D: { @@ -4393,6 +4404,7 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g case GGML_GLU_OP_REGLU: case GGML_GLU_OP_GEGLU: case GGML_GLU_OP_SWIGLU: + case GGML_GLU_OP_SWIGLU_OAI: case GGML_GLU_OP_GEGLU_ERF: case GGML_GLU_OP_GEGLU_QUICK: return ggml_is_contiguous_1(op->src[0]); @@ -4420,15 +4432,18 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g } } ggml_type src0_type = op->src[0]->type; - if (src0_type == GGML_TYPE_BF16 || src0_type == GGML_TYPE_MXFP4) { - // TODO: support MXFP4 + if (src0_type == GGML_TYPE_BF16 ) { + // TODO: support GGML_TYPE_BF16 // FIXME: keep a list of supported types to avoid breaking the backend when a new type is added return false; } + // TODO: The configuration below needs more work to be supported with oneDNN - if (ggml_is_permuted(a) && !ggml_is_contiguous(a) && a->ne[2] > 1 && a->ne[3] > 1) { - return false; + if (ggml_is_permuted(a) && !ggml_is_contiguous(a) && + a->ne[2] > 1 && a->ne[3] > 1 && src0_type == GGML_TYPE_F16) { + return false; } + // TODO: This specific configuration can fail with oneDNN and needs more debugging if (!ggml_is_permuted(a) && ggml_is_permuted(b) && b->ne[2] > 1 && b->ne[3] > 1 && a->ne[0] > 128 && a->ne[2] == 1 && src0_type == GGML_TYPE_F16) { @@ -4549,9 +4564,9 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_VIEW: case GGML_OP_PERMUTE: case GGML_OP_TRANSPOSE: - return true; case GGML_OP_ADD: case GGML_OP_ADD1: + case GGML_OP_ADD_ID: case GGML_OP_SUB: case GGML_OP_COUNT_EQUAL: case GGML_OP_MUL: @@ -4597,16 +4612,22 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_IM2COL: return true; case GGML_OP_UPSCALE: - return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST; + return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST && !(op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS); case GGML_OP_SUM: case GGML_OP_SUM_ROWS: case GGML_OP_MEAN: - case GGML_OP_ARGSORT: return ggml_is_contiguous(op->src[0]); + case GGML_OP_ARGSORT: + return op->src[0]->ne[0] * sizeof(int) <= + ggml_sycl_info().devices[device].smpbo; case GGML_OP_POOL_2D: case GGML_OP_ACC: return true; case GGML_OP_PAD: + // TODO: add circular padding support for syscl, see https://github.com/ggml-org/llama.cpp/pull/16985 + if (ggml_get_op_params_i32(op, 8) != 0) { + return false; + } return ggml_is_contiguous(op->src[0]); case GGML_OP_LEAKY_RELU: case GGML_OP_TIMESTEP_EMBEDDING: diff --git a/ggml/src/ggml-sycl/mmvq.cpp b/ggml/src/ggml-sycl/mmvq.cpp index 5b7f064074..316aa0d0fb 100644 --- a/ggml/src/ggml-sycl/mmvq.cpp +++ b/ggml/src/ggml-sycl/mmvq.cpp @@ -595,6 +595,25 @@ static void mul_mat_vec_q4_1_q8_1_sycl(const void *vx, const void *vy, } } +static void mul_mat_vec_mxfp4_q8_1_sycl(const void * vx, const void * vy, float * dst, const int ncols, const int nrows, + dpct::queue_ptr stream) { + GGML_ASSERT(ncols % QK_MXFP4 == 0); + const int block_num_y = (nrows + GGML_SYCL_MMV_Y - 1) / GGML_SYCL_MMV_Y; + const sycl::range<3> block_nums(1, 1, block_num_y); + const sycl::range<3> block_dims(1, GGML_SYCL_MMV_Y, WARP_SIZE); + + { + stream->submit([&](sycl::handler & cgh) { + cgh.parallel_for(sycl::nd_range<3>(block_nums * block_dims, block_dims), + [=](sycl::nd_item<3> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] { + mul_mat_vec_q( + vx, vy, dst, ncols, nrows, item_ct1); + }); + }); + } +} + + static void mul_mat_vec_q5_0_q8_1_sycl(const void *vx, const void *vy, float *dst, const int ncols, const int nrows, @@ -1123,6 +1142,9 @@ void ggml_sycl_op_mul_mat_vec_q(ggml_backend_sycl_context & ctx, const ggml_tens case GGML_TYPE_IQ4_XS: mul_mat_vec_iq4_xs_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); break; + case GGML_TYPE_MXFP4: + mul_mat_vec_mxfp4_q8_1_sycl(src0_dd_i, src1_ddq_i_bs, dst_dd_i_bs, ne00, row_diff, stream); + break; default: GGML_ABORT("fatal error"); } diff --git a/ggml/src/ggml-sycl/pad.cpp b/ggml/src/ggml-sycl/pad.cpp index 413712c584..f989c5e4b8 100644 --- a/ggml/src/ggml-sycl/pad.cpp +++ b/ggml/src/ggml-sycl/pad.cpp @@ -14,10 +14,10 @@ #include "pad.hpp" static void pad_f32(const float * src, float * dst, - const int lp0, const int rp0, const int lp1, const int rp1, - const int lp2, const int rp2, const int lp3, const int rp3, - const int ne0, const int ne1, const int ne2, const int ne3) { - auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int lp0, const int rp0, const int lp1, const int rp1, + const int lp2, const int rp2, const int lp3, const int rp3, + const int ne0, const int ne1, const int ne2, const int ne3, + sycl::nd_item<3> item_ct1) { int i0 = item_ct1.get_local_id(2) + item_ct1.get_group(2) * item_ct1.get_local_range(2); int i1 = item_ct1.get_group(1); @@ -63,7 +63,7 @@ static void pad_f32_sycl(const float *src, float *dst, const int lp0, sycl::range<3>(1, 1, SYCL_PAD_BLOCK_SIZE)), [=](sycl::nd_item<3> item_ct1) { pad_f32(src, dst, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3, ne0, ne1, - ne2, ne3); + ne2, ne3, item_ct1); }); } diff --git a/ggml/src/ggml-sycl/softmax.cpp b/ggml/src/ggml-sycl/softmax.cpp index 83b7c71b66..b41124acc1 100644 --- a/ggml/src/ggml-sycl/softmax.cpp +++ b/ggml/src/ggml-sycl/softmax.cpp @@ -277,7 +277,7 @@ static void soft_max_f32_sycl(const float *x, const T *mask, const int id = get_current_device_id(); const size_t smpbo = ggml_sycl_info().devices[id].smpbo; - if (nbytes_shared <= smpbo) { + if (nbytes_shared <= smpbo && ncols_x <= max_block_size) { launch_soft_max_kernels<32, 64, 128, 256, 512, 1024, 2048, 4096>( x, mask, sinks, dst, params, stream, block_dims, block_nums, nbytes_shared); diff --git a/ggml/src/ggml-sycl/ssm_conv.cpp b/ggml/src/ggml-sycl/ssm_conv.cpp index 0dc0f71c9a..eea9a73d67 100644 --- a/ggml/src/ggml-sycl/ssm_conv.cpp +++ b/ggml/src/ggml-sycl/ssm_conv.cpp @@ -88,7 +88,7 @@ void ggml_sycl_ssm_conv(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { GGML_ASSERT(src0->nb[0] == sizeof(float)); GGML_ASSERT(src1->nb[0] == sizeof(float)); - GGML_ASSERT(src0->nb[1] == src0->ne[0] * static_cast(sizeof(float))); + GGML_ASSERT(src0->nb[1] == src0->ne[0] * sizeof(float)); const int src_stride_inner = ncs; const int src_stride_seq = ncs * d_inner; diff --git a/ggml/src/ggml-sycl/vecdotq.hpp b/ggml/src/ggml-sycl/vecdotq.hpp index 4088ddb54f..43482b3672 100644 --- a/ggml/src/ggml-sycl/vecdotq.hpp +++ b/ggml/src/ggml-sycl/vecdotq.hpp @@ -20,6 +20,18 @@ typedef float (*vec_dot_q_sycl_t)(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & iqs); +static __dpct_inline__ int get_int_b1(const void * x, const int & i32) { + const uint8_t * x8 = (const uint8_t *) x; + + int x32 = x8[4*i32 + 0] << 0; + x32 |= x8[4*i32 + 1] << 8; + x32 |= x8[4*i32 + 2] << 16; + x32 |= x8[4*i32 + 3] << 24; + + return x32; +} + + static __dpct_inline__ int get_int_from_int8(const int8_t* x8, const int& i32) { const uint16_t* x16 = (const uint16_t*)(x8 + sizeof(int) * i32); // assume at least 2 byte @@ -75,6 +87,28 @@ static __dpct_inline__ void get_int_from_table_16(const uint32_t &q4, val2 = v1 | (v2 << 16); } +static __dpct_inline__ sycl::int2 get_int_from_table_16( + const int& q4, const int8_t* table) { + const uint32_t* table32 = (const uint32_t*)table; + uint32_t tmp[2]; + const uint32_t low_high_selection_indices = + (0x32103210 | ((q4 & 0x88888888) >> 1)); +#pragma unroll + for (uint32_t i = 0; i < 2; ++i) { + const uint32_t shift = 16 * i; + + const uint32_t low = + dpct::byte_level_permute(table32[0], table32[1], q4 >> shift); + const uint32_t high = + dpct::byte_level_permute(table32[2], table32[3], q4 >> shift); + tmp[i] = dpct::byte_level_permute( + low, high, low_high_selection_indices >> shift); + } + return sycl::int2( + dpct::byte_level_permute(tmp[0], tmp[1], 0x6420), + dpct::byte_level_permute(tmp[0], tmp[1], 0x7531)); +} + #define VDR_Q2_K_Q8_1_MMVQ 1 // contiguous v/x values @@ -685,6 +719,30 @@ vec_dot_q4_1_q8_1(const void *__restrict__ vbq, return vec_dot_q4_1_q8_1_impl(v, u, bq4_1->dm, bq8_1->ds); } +#define VDR_MXFP4_Q8_1_MMVQ 2 +#define VDR_MXFP4_Q8_1_MMQ 4 + +static __dpct_inline__ float vec_dot_mxfp4_q8_1(const void * __restrict__ vbq, + const block_q8_1 * __restrict__ bq8_1, + const int & iqs) { + const block_mxfp4 * bq4 = (const block_mxfp4 *) vbq; + + const int * q8 = (const int *) bq8_1->qs + iqs; + + int sumi = 0; +#pragma unroll + for (int l = 0; l < VDR_MXFP4_Q8_1_MMVQ; ++l) { + const int aux_q4 = get_int_b1(bq4->qs, iqs + l); + const sycl::int2 v = get_int_from_table_16(aux_q4, kvalues_mxfp4); + sumi = ggml_sycl_dp4a(v.x(), q8[l + 0], sumi); + sumi = ggml_sycl_dp4a(v.y(), q8[l + 4], sumi); + } + + const float d = ggml_sycl_e8m0_to_fp32(bq4->e) * 0.5f * (bq8_1->ds)[0]; + return d * sumi; +} + + static __dpct_inline__ float vec_dot_q5_0_q8_1(const void *__restrict__ vbq, const block_q8_1 *__restrict__ bq8_1, const int &iqs) { diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index 73562bc1be..34ec09d403 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -353,10 +353,17 @@ enum vk_conv_shapes { CONV_SHAPE_COUNT, }; -uint32_t conv_shapes_wg_denoms[][3] = { - { 128, 128, 1 }, - { 64, 32, 1 }, - { 32, 256, 1 }, +struct vk_conv_block_size { + uint32_t K; + uint32_t NPQ; + uint32_t CRS; +}; + +vk_conv_block_size vk_conv_block_sizes[CONV_SHAPE_COUNT] = { + // K NPQ CRS + { 128, 128, 16 }, // CONV_SHAPE_128x128 + { 64, 32, 32 }, // CONV_SHAPE_64x32 + { 32, 256, 16 }, // CONV_SHAPE_32x256 }; enum dmmv_wg_sizes { @@ -519,6 +526,7 @@ struct vk_device_struct { bool fp16; bool bf16; bool pipeline_robustness; + bool memory_priority; vk::Device device; uint32_t vendor_id; vk::DriverId driver_id; @@ -613,9 +621,10 @@ struct vk_device_struct { vk_pipeline pipeline_dequant[GGML_TYPE_COUNT]; vk_pipeline pipeline_dequant_mul_mat_vec_f32_f32[DMMV_WG_SIZE_COUNT][GGML_TYPE_COUNT][mul_mat_vec_max_cols]; vk_pipeline pipeline_dequant_mul_mat_vec_f16_f32[DMMV_WG_SIZE_COUNT][GGML_TYPE_COUNT][mul_mat_vec_max_cols]; - vk_pipeline pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_COUNT]; + vk_pipeline pipeline_dequant_mul_mat_vec_id_f32[DMMV_WG_SIZE_COUNT][GGML_TYPE_COUNT]; vk_pipeline pipeline_dequant_mul_mat_vec_q8_1_f32[DMMV_WG_SIZE_COUNT][GGML_TYPE_COUNT][mul_mat_vec_max_cols]; + vk_pipeline pipeline_dequant_mul_mat_vec_id_q8_1_f32[DMMV_WG_SIZE_COUNT][GGML_TYPE_COUNT]; vk_pipeline pipeline_mul_mat_vec_p021_f16_f32[p021_max_gqa_ratio]; vk_pipeline pipeline_mul_mat_vec_nc_f16_f32; @@ -650,6 +659,7 @@ struct vk_device_struct { vk_pipeline pipeline_cos_f32; vk_pipeline pipeline_log[2]; vk_pipeline pipeline_tri[2]; + vk_pipeline pipeline_diag[2]; vk_pipeline pipeline_clamp_f32; vk_pipeline pipeline_pad_f32; vk_pipeline pipeline_roll_f32; @@ -713,6 +723,11 @@ struct vk_device_struct { vk_pipeline pipeline_soft_max_f32, pipeline_soft_max_f32_f16; vk_pipeline pipeline_soft_max_f32_wg512, pipeline_soft_max_f32_f16_wg512; vk_pipeline pipeline_soft_max_back_f32; + + vk_pipeline pipeline_soft_max_large1_f32, pipeline_soft_max_large1_f32_f16; + vk_pipeline pipeline_soft_max_large2_f32, pipeline_soft_max_large2_f32_f16; + vk_pipeline pipeline_soft_max_large3_f32, pipeline_soft_max_large3_f32_f16; + vk_pipeline pipeline_rope_norm_f32, pipeline_rope_norm_f16, pipeline_rope_norm_f32_f16; vk_pipeline pipeline_rope_neox_f32, pipeline_rope_neox_f16, pipeline_rope_neox_f32_f16; vk_pipeline pipeline_rope_multi_f32, pipeline_rope_multi_f16; @@ -748,7 +763,8 @@ struct vk_device_struct { vk_pipeline pipeline_flash_attn_split_k_reduce; - vk_pipeline pipeline_topk_moe[num_topk_moe_pipelines][TOPK_MOE_COUNT]; + // [2] is for whether to take n_experts from spec constant (0) or push constant (1) + vk_pipeline pipeline_topk_moe[num_topk_moe_pipelines][TOPK_MOE_COUNT][2]; std::vector all_pipelines; @@ -768,11 +784,6 @@ struct vk_device_struct { std::unique_ptr memory_logger; #endif - // for GGML_VK_PERF_LOGGER - std::unique_ptr perf_logger; - vk::QueryPool query_pool; - int32_t num_queries; - ~vk_device_struct() { VK_LOG_DEBUG("destroy device " << name); @@ -1041,6 +1052,7 @@ struct vk_op_pad_push_constants { uint32_t ne00; uint32_t ne01; uint32_t ne02; uint32_t ne03; uint32_t nb00; uint32_t nb01; uint32_t nb02; uint32_t nb03; uint32_t ne10; uint32_t ne11; uint32_t ne12; uint32_t ne13; uint32_t nb10; uint32_t nb11; uint32_t nb12; uint32_t nb13; uint32_t misalign_offsets; + uint32_t circular; uint32_t lp0; uint32_t rp0; uint32_t lp1; uint32_t rp1; @@ -1083,6 +1095,7 @@ static vk_op_pad_push_constants vk_op_pad_push_constants_init(const ggml_tensor p.rp2 = dst->op_params[5]; p.lp3 = dst->op_params[6]; p.rp3 = dst->op_params[7]; + p.circular = dst->op_params[8]; return p; // fastdiv values and offsets are initialized later in ggml_vk_op } @@ -1143,6 +1156,7 @@ static_assert(sizeof(vk_op_multi_add_push_constants) <= 256); struct vk_op_topk_moe_push_constants { uint32_t n_rows; + uint32_t n_experts_push; uint32_t n_expert_used; float clamp_min; float clamp_max; @@ -1226,6 +1240,7 @@ struct vk_op_topk_push_constants { uint32_t orig_ncols; uint32_t ncols_input; uint32_t ncols_output; + uint32_t k; uint32_t nrows; uint32_t first_pass; uint32_t last_pass; @@ -1341,20 +1356,11 @@ struct vk_op_conv2d_push_constants { uint32_t Cin; uint32_t N; - uint32_t KW; - uint32_t KH; uint32_t W; uint32_t H; uint32_t OW; uint32_t OH; - uint32_t s0; - uint32_t s1; - uint32_t p0; - uint32_t p1; - uint32_t d0; - uint32_t d1; - uint32_t nb01; uint32_t nb02; uint32_t nb03; @@ -1378,48 +1384,6 @@ template <> void init_pushconst_fastdiv(vk_op_conv2d_push_constants &p) { init_fastdiv_values(p.OW*p.OH, p.OWOHmp, p.OWOHL); } -struct vk_op_conv_transpose_2d_push_constants { - uint32_t Cout; - uint32_t Cin; - uint32_t N; - - uint32_t KW; - uint32_t KH; - uint32_t W; - uint32_t H; - uint32_t OW; - uint32_t OH; - - uint32_t s0; - uint32_t s1; - uint32_t p0; - uint32_t p1; - uint32_t d0; - uint32_t d1; - - uint32_t nb01; - uint32_t nb02; - uint32_t nb03; - - uint32_t nb11; - uint32_t nb12; - uint32_t nb13; - - uint32_t nb1; - uint32_t nb2; - uint32_t nb3; - - // init_fastdiv_values constants for dividing by OW, OW*OH - uint32_t OWmp; uint32_t OWL; - uint32_t OWOHmp; uint32_t OWOHL; -}; - -template <> void init_pushconst_fastdiv(vk_op_conv_transpose_2d_push_constants &p) { - // Compute magic values to divide by OW, OW*OH - init_fastdiv_values(p.OW, p.OWmp, p.OWL); - init_fastdiv_values(p.OW*p.OH, p.OWOHmp, p.OWOHL); -} - struct vk_op_conv2d_dw_push_constants { uint32_t ne; uint32_t batches; @@ -1562,12 +1526,21 @@ private: #define VK_LOG_MEMORY(msg) ((void) 0) #endif // GGML_VULKAN_MEMORY_DEBUG +static bool vk_perf_logger_enabled = false; +// number of calls between perf logger prints +static uint32_t vk_perf_logger_frequency = 1; + class vk_perf_logger { public: - void print_timings() { + void print_timings(bool force = false) { if (timings.empty()) { return; } + print_count++; + if ((print_count % vk_perf_logger_frequency) != 0 && !force) { + return; + } + print_count = 0; uint64_t total_all_op_times = 0; std::cerr << "----------------\nVulkan Timings:" << std::endl; for (const auto & t : timings) { @@ -1604,16 +1577,20 @@ class vk_perf_logger { flops.clear(); } - void log_timing(const ggml_tensor * node, uint64_t time) { + void log_timing(const ggml_tensor * node, const char *fusion_name, uint64_t time) { + std::string fusion_str; + if (fusion_name) { + fusion_str = fusion_name + std::string(" "); + } if (node->op == GGML_OP_UNARY) { - timings[ggml_unary_op_name(ggml_get_unary_op(node))].push_back(time); + timings[fusion_str + ggml_unary_op_name(ggml_get_unary_op(node))].push_back(time); return; } if (node->op == GGML_OP_MUL_MAT || node->op == GGML_OP_MUL_MAT_ID) { - const uint64_t m = node->src[0]->ne[1]; + const uint64_t m = node->ne[0]; const uint64_t n = node->ne[1]; const uint64_t k = node->src[1]->ne[0]; - const uint64_t batch = node->src[1]->ne[2] * node->src[1]->ne[3]; + const uint64_t batch = node->ne[2] * node->ne[3]; std::string name = ggml_op_name(node->op); if ((node->op == GGML_OP_MUL_MAT && n <= mul_mat_vec_max_cols) || (node->op == GGML_OP_MUL_MAT_ID && node->src[2]->ne[1] == 1)) { @@ -1622,9 +1599,13 @@ class vk_perf_logger { name += " "; name += ggml_type_name(node->src[0]->type); name += " m=" + std::to_string(m) + " n=" + std::to_string(n) + " k=" + std::to_string(k); + if (node->op == GGML_OP_MUL_MAT_ID) { + name += " n_expert=" + std::to_string(node->src[0]->ne[2]); + } if (batch > 1) { name += " batch=" + std::to_string(batch); } + name = fusion_str + name; timings[name].push_back(time); flops[name].push_back(m * n * (k + (k - 1)) * batch); return; @@ -1646,6 +1627,7 @@ class vk_perf_logger { uint64_t n_flops = size_M * size_N * (size_K + (size_K - 1)); name += " M=Cout=" + std::to_string(size_M) + ", K=Cin*KW*KH=" + std::to_string(size_K) + ", N=N*OW*OH=" + std::to_string(size_N); + name = fusion_str + name; flops[name].push_back(n_flops); timings[name].push_back(time); return; @@ -1653,6 +1635,7 @@ class vk_perf_logger { if (node->op == GGML_OP_RMS_NORM) { std::string name = ggml_op_name(node->op); name += "(" + std::to_string(node->ne[0]) + "," + std::to_string(node->ne[1]) + "," + std::to_string(node->ne[2]) + "," + std::to_string(node->ne[3]) + ")"; + name = fusion_str + name; timings[name].push_back(time); return; } @@ -1663,6 +1646,7 @@ class vk_perf_logger { const ggml_tensor * v = node->src[2]; const ggml_tensor * m = node->src[3]; std::stringstream name; + name << fusion_str; name << ggml_op_name(node->op) << " dst(" << dst->ne[0] << "," << dst->ne[1] << "," << dst->ne[2] << "," << dst->ne[3] << "), " << " q(" << q->ne[0] << "," << q->ne[1] << "," << q->ne[2] << "," << q->ne[3] << "), " << @@ -1672,11 +1656,21 @@ class vk_perf_logger { timings[name.str()].push_back(time); return; } - timings[ggml_op_name(node->op)].push_back(time); + if (node->op == GGML_OP_TOP_K) { + std::stringstream name; + name << fusion_str; + name << ggml_op_name(node->op) << + " K=" << node->ne[0] << + " (" << node->src[0]->ne[0] << "," << node->src[0]->ne[1] << "," << node->src[0]->ne[2] << "," << node->src[0]->ne[3] << ")"; + timings[name.str()].push_back(time); + return; + } + timings[fusion_str + ggml_op_name(node->op)].push_back(time); } private: std::map> timings; std::map> flops; + uint32_t print_count {}; }; struct ggml_backend_vk_context { @@ -1730,6 +1724,14 @@ struct ggml_backend_vk_context { // Bit 'i' means nodes[start_of_fusion + i] writes to memory. // If there's no fusion, bit 0 is still set. int fused_ops_write_mask {}; + + // for GGML_VK_PERF_LOGGER + std::unique_ptr perf_logger; + vk::QueryPool query_pool; + std::vector query_fusion_names; + std::vector query_nodes; + int32_t num_queries {}; + int32_t query_idx {}; }; static void * const vk_ptr_base = (void *)(uintptr_t) 0x1000; // NOLINT @@ -1855,8 +1857,6 @@ struct vk_instance_t { static bool vk_instance_initialized = false; static vk_instance_t vk_instance; -static bool vk_perf_logger_enabled = false; - #ifdef GGML_VULKAN_CHECK_RESULTS static size_t vk_skip_checks; static size_t vk_output_tensor; @@ -2359,7 +2359,13 @@ static vk_buffer ggml_vk_create_buffer(vk_device& device, size_t size, const std vk::PhysicalDeviceMemoryProperties mem_props = device->physical_device.getMemoryProperties(); - const vk::MemoryAllocateFlagsInfo mem_flags_info { mem_flags }; + const vk::MemoryPriorityAllocateInfoEXT mem_priority_info { 1.0f }; + + vk::MemoryAllocateFlagsInfo mem_flags_info { mem_flags }; + + if (device->memory_priority) { + mem_flags_info.setPNext(&mem_priority_info); + } for (auto it = req_flags_list.begin(); it != req_flags_list.end(); it++) { const auto & req_flags = *it; @@ -3525,13 +3531,18 @@ static void ggml_vk_load_shaders(vk_device& device) { // the number of rows computed per shader depends on GPU model and quant uint32_t rm_stdq = 1; uint32_t rm_kq = 2; + uint32_t rm_stdq_int = 1; + uint32_t rm_kq_int = 1; if (device->vendor_id == VK_VENDOR_ID_AMD) { if (device->architecture == AMD_GCN) { rm_stdq = 2; rm_kq = 4; + rm_stdq_int = 4; } - } else if (device->vendor_id == VK_VENDOR_ID_INTEL) + } else if (device->vendor_id == VK_VENDOR_ID_INTEL) { rm_stdq = 2; + rm_stdq_int = 2; + } uint32_t rm_iq = 2 * rm_kq; const bool use_subgroups = device->subgroup_arithmetic && device->architecture != vk_device_architecture::AMD_GCN; @@ -3559,7 +3570,7 @@ static void ggml_vk_load_shaders(vk_device& device) { SHADER_REDUCTION_MODE_SHMEM; for (uint32_t i = 0; i < mul_mat_vec_max_cols; ++i) { - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f32_f32", arr_dmmv_f32_f32_f32_len[reduc], arr_dmmv_f32_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f32_f32", arr_dmmv_f32_f32_f32_len[reduc], arr_dmmv_f32_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, {wg_size_subgroup, 1, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f32_f32", arr_dmmv_f16_f32_f32_len[reduc], arr_dmmv_f16_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f32_f32", arr_dmmv_bf16_f32_f32_len[reduc], arr_dmmv_bf16_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f32_f32", arr_dmmv_q4_0_f32_f32_len[reduc], arr_dmmv_q4_0_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); @@ -3583,7 +3594,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ4_NL][i], "mul_mat_vec_iq4_nl_f32_f32", arr_dmmv_iq4_nl_f32_f32_len[reduc16], arr_dmmv_iq4_nl_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_MXFP4][i], "mul_mat_vec_mxfp4_f32_f32", arr_dmmv_mxfp4_f32_f32_len[reduc16], arr_dmmv_mxfp4_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f16_f32", arr_dmmv_f32_f16_f32_len[reduc], arr_dmmv_f32_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f16_f32", arr_dmmv_f32_f16_f32_len[reduc], arr_dmmv_f32_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1, 1, 1}, {wg_size_subgroup, 1, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f16_f32", arr_dmmv_f16_f16_f32_len[reduc], arr_dmmv_f16_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f16_f32", arr_dmmv_bf16_f16_f32_len[reduc], arr_dmmv_bf16_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f16_f32", arr_dmmv_q4_0_f16_f32_len[reduc], arr_dmmv_q4_0_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); @@ -3612,39 +3623,73 @@ static void ggml_vk_load_shaders(vk_device& device) { const uint32_t subgroup_size_int = (device->vendor_id == VK_VENDOR_ID_INTEL && device->subgroup_size_control) ? device->subgroup_min_size : device->subgroup_size; const uint32_t wg_size_subgroup_int = (w == DMMV_WG_SIZE_SUBGROUP) ? subgroup_size_int : (subgroup_size_int * 4); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_q8_1_f32", arr_dmmv_q4_0_q8_1_f32_len[reduc], arr_dmmv_q4_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_q8_1_f32", arr_dmmv_q4_1_q8_1_f32_len[reduc], arr_dmmv_q4_1_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_q8_1_f32", arr_dmmv_q5_0_q8_1_f32_len[reduc], arr_dmmv_q5_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_q8_1_f32", arr_dmmv_q5_1_q8_1_f32_len[reduc], arr_dmmv_q5_1_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_q8_1_f32", arr_dmmv_q8_0_q8_1_f32_len[reduc], arr_dmmv_q8_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_q8_1_f32", arr_dmmv_q4_0_q8_1_f32_len[reduc], arr_dmmv_q4_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_q8_1_f32", arr_dmmv_q4_1_q8_1_f32_len[reduc], arr_dmmv_q4_1_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_q8_1_f32", arr_dmmv_q5_0_q8_1_f32_len[reduc], arr_dmmv_q5_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_q8_1_f32", arr_dmmv_q5_1_q8_1_f32_len[reduc], arr_dmmv_q5_1_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_q8_1_f32", arr_dmmv_q8_0_q8_1_f32_len[reduc], arr_dmmv_q8_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_MXFP4][i], "mul_mat_vec_mxfp4_q8_1_f32", arr_dmmv_mxfp4_q8_1_f32_len[reduc], arr_dmmv_mxfp4_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q2_K][i], "mul_mat_vec_q2_k_q8_1_f32", arr_dmmv_q2_k_q8_1_f32_len[reduc], arr_dmmv_q2_k_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_kq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q3_K][i], "mul_mat_vec_q3_k_q8_1_f32", arr_dmmv_q3_k_q8_1_f32_len[reduc], arr_dmmv_q3_k_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_K][i], "mul_mat_vec_q4_k_q8_1_f32", arr_dmmv_q4_k_q8_1_f32_len[reduc], arr_dmmv_q4_k_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_K][i], "mul_mat_vec_q5_k_q8_1_f32", arr_dmmv_q5_k_q8_1_f32_len[reduc], arr_dmmv_q5_k_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q6_K][i], "mul_mat_vec_q6_k_q8_1_f32", arr_dmmv_q6_k_q8_1_f32_len[reduc], arr_dmmv_q6_k_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int, i+1}, 1, true, use_subgroups, subgroup_size_int); } #endif // GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT } + + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_F32 ], "mul_mat_vec_id_f32_f32", arr_dmmv_id_f32_f32_f32_len[reduc], arr_dmmv_id_f32_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1, 1, 1}, {wg_size_subgroup, 1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_F16 ], "mul_mat_vec_id_f16_f32", arr_dmmv_id_f16_f32_f32_len[reduc], arr_dmmv_id_f16_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {wg_size_subgroup, 2}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_BF16], "mul_mat_vec_id_bf16_f32", arr_dmmv_id_bf16_f32_f32_len[reduc], arr_dmmv_id_bf16_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {wg_size_subgroup, 2}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_f32", arr_dmmv_id_q4_0_f32_f32_len[reduc], arr_dmmv_id_q4_0_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_f32", arr_dmmv_id_q4_1_f32_f32_len[reduc], arr_dmmv_id_q4_1_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_f32", arr_dmmv_id_q5_0_f32_f32_len[reduc], arr_dmmv_id_q5_0_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_f32", arr_dmmv_id_q5_1_f32_f32_len[reduc], arr_dmmv_id_q5_1_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_f32", arr_dmmv_id_q8_0_f32_f32_len[reduc], arr_dmmv_id_q8_0_f32_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup, 1*rm_stdq}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_k_f32", arr_dmmv_id_q2_k_f32_f32_len[reduc16], arr_dmmv_id_q2_k_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_k_f32", arr_dmmv_id_q3_k_f32_f32_len[reduc16], arr_dmmv_id_q3_k_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_k_f32", arr_dmmv_id_q4_k_f32_f32_len[reduc16], arr_dmmv_id_q4_k_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_k_f32", arr_dmmv_id_q5_k_f32_f32_len[reduc16], arr_dmmv_id_q5_k_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_k_f32", arr_dmmv_id_q6_k_f32_f32_len[reduc16], arr_dmmv_id_q6_k_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ1_S], "mul_mat_vec_id_iq1_s_f32", arr_dmmv_id_iq1_s_f32_f32_len[reduc16], arr_dmmv_id_iq1_s_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ1_M], "mul_mat_vec_id_iq1_m_f32", arr_dmmv_id_iq1_m_f32_f32_len[reduc16], arr_dmmv_id_iq1_m_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ2_XXS], "mul_mat_vec_id_iq2_xxs_f32", arr_dmmv_id_iq2_xxs_f32_f32_len[reduc16], arr_dmmv_id_iq2_xxs_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ2_XS], "mul_mat_vec_id_iq2_xs_f32", arr_dmmv_id_iq2_xs_f32_f32_len[reduc16], arr_dmmv_id_iq2_xs_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ2_S], "mul_mat_vec_id_iq2_s_f32", arr_dmmv_id_iq2_s_f32_f32_len[reduc16], arr_dmmv_id_iq2_s_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ3_XXS], "mul_mat_vec_id_iq3_xxs_f32", arr_dmmv_id_iq3_xxs_f32_f32_len[reduc16], arr_dmmv_id_iq3_xxs_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ3_S], "mul_mat_vec_id_iq3_s_f32", arr_dmmv_id_iq3_s_f32_f32_len[reduc16], arr_dmmv_id_iq3_s_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ4_XS], "mul_mat_vec_id_iq4_xs_f32", arr_dmmv_id_iq4_xs_f32_f32_len[reduc16], arr_dmmv_id_iq4_xs_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_IQ4_NL], "mul_mat_vec_id_iq4_nl_f32", arr_dmmv_id_iq4_nl_f32_f32_len[reduc16], arr_dmmv_id_iq4_nl_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[w][GGML_TYPE_MXFP4], "mul_mat_vec_id_mxfp4_f32", arr_dmmv_id_mxfp4_f32_f32_len[reduc16], arr_dmmv_id_mxfp4_f32_f32_data[reduc16], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq}, 1, true, use_subgroups16, force_subgroup_size16); + +#if defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT) + if (device->integer_dot_product) { + const uint32_t subgroup_size_int = (device->vendor_id == VK_VENDOR_ID_INTEL && device->subgroup_size_control) ? device->subgroup_min_size : device->subgroup_size; + const uint32_t wg_size_subgroup_int = (w == DMMV_WG_SIZE_SUBGROUP) ? subgroup_size_int : (subgroup_size_int * 4); + + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_q8_1_f32", arr_dmmv_id_q4_0_q8_1_f32_len[reduc], arr_dmmv_id_q4_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_q8_1_f32", arr_dmmv_id_q4_1_q8_1_f32_len[reduc], arr_dmmv_id_q4_1_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_q8_1_f32", arr_dmmv_id_q5_0_q8_1_f32_len[reduc], arr_dmmv_id_q5_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_q8_1_f32", arr_dmmv_id_q5_1_q8_1_f32_len[reduc], arr_dmmv_id_q5_1_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_q8_1_f32", arr_dmmv_id_q8_0_q8_1_f32_len[reduc], arr_dmmv_id_q8_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int); + + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_MXFP4], "mul_mat_vec_id_mxfp4_q8_1_f32", arr_dmmv_id_mxfp4_q8_1_f32_len[reduc], arr_dmmv_id_mxfp4_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int); + + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_k_q8_1_f32", arr_dmmv_id_q2_k_q8_1_f32_len[reduc], arr_dmmv_id_q2_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_k_q8_1_f32", arr_dmmv_id_q3_k_q8_1_f32_len[reduc], arr_dmmv_id_q3_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_k_q8_1_f32", arr_dmmv_id_q4_k_q8_1_f32_len[reduc], arr_dmmv_id_q4_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_k_q8_1_f32", arr_dmmv_id_q5_k_q8_1_f32_len[reduc], arr_dmmv_id_q5_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_k_q8_1_f32", arr_dmmv_id_q6_k_q8_1_f32_len[reduc], arr_dmmv_id_q6_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int); + } +#endif // GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT } - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_F32 ], "mul_mat_vec_id_f32_f32", mul_mat_vec_id_f32_f32_len, mul_mat_vec_id_f32_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_F16 ], "mul_mat_vec_id_f16_f32", mul_mat_vec_id_f16_f32_len, mul_mat_vec_id_f16_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_BF16], "mul_mat_vec_id_bf16_f32", mul_mat_vec_id_bf16_f32_len, mul_mat_vec_id_bf16_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_f32", mul_mat_vec_id_q4_0_f32_len, mul_mat_vec_id_q4_0_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_f32", mul_mat_vec_id_q4_1_f32_len, mul_mat_vec_id_q4_1_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_f32", mul_mat_vec_id_q5_0_f32_len, mul_mat_vec_id_q5_0_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_f32", mul_mat_vec_id_q5_1_f32_len, mul_mat_vec_id_q5_1_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_f32", mul_mat_vec_id_q8_0_f32_len, mul_mat_vec_id_q8_0_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq, 1, 1}, {device->subgroup_size, 1*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_k_f32", mul_mat_vec_id_q2_k_f32_len, mul_mat_vec_id_q2_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_k_f32", mul_mat_vec_id_q3_k_f32_len, mul_mat_vec_id_q3_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_k_f32", mul_mat_vec_id_q4_k_f32_len, mul_mat_vec_id_q4_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_k_f32", mul_mat_vec_id_q5_k_f32_len, mul_mat_vec_id_q5_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_k_f32", mul_mat_vec_id_q6_k_f32_len, mul_mat_vec_id_q6_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ1_S], "mul_mat_vec_id_iq1_s_f32", mul_mat_vec_id_iq1_s_f32_len, mul_mat_vec_id_iq1_s_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ1_M], "mul_mat_vec_id_iq1_m_f32", mul_mat_vec_id_iq1_m_f32_len, mul_mat_vec_id_iq1_m_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_XXS], "mul_mat_vec_id_iq2_xxs_f32", mul_mat_vec_id_iq2_xxs_f32_len, mul_mat_vec_id_iq2_xxs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_XS], "mul_mat_vec_id_iq2_xs_f32", mul_mat_vec_id_iq2_xs_f32_len, mul_mat_vec_id_iq2_xs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_S], "mul_mat_vec_id_iq2_s_f32", mul_mat_vec_id_iq2_s_f32_len, mul_mat_vec_id_iq2_s_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ3_XXS], "mul_mat_vec_id_iq3_xxs_f32", mul_mat_vec_id_iq3_xxs_f32_len, mul_mat_vec_id_iq3_xxs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ3_S], "mul_mat_vec_id_iq3_s_f32", mul_mat_vec_id_iq3_s_f32_len, mul_mat_vec_id_iq3_s_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ4_XS], "mul_mat_vec_id_iq4_xs_f32", mul_mat_vec_id_iq4_xs_f32_len, mul_mat_vec_id_iq4_xs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ4_NL], "mul_mat_vec_id_iq4_nl_f32", mul_mat_vec_id_iq4_nl_f32_len, mul_mat_vec_id_iq4_nl_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_MXFP4], "mul_mat_vec_id_mxfp4_f32", mul_mat_vec_id_mxfp4_f32_len, mul_mat_vec_id_mxfp4_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); +#if !defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT) + GGML_UNUSED(rm_stdq_int); + GGML_UNUSED(rm_kq_int); +#endif // dequant shaders ggml_vk_create_pipeline(device, device->pipeline_dequant[GGML_TYPE_F32 ], "f32_to_f16", dequant_f32_len, dequant_f32_data, "main", 2, 5 * sizeof(uint32_t), {256 * 16, 1, 1}, {}, 1); @@ -3693,6 +3738,7 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_IQ4_XS], "get_rows_iq4_xs", get_rows_iq4_xs_len, get_rows_iq4_xs_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_IQ4_NL], "get_rows_iq4_nl", get_rows_iq4_nl_len, get_rows_iq4_nl_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_MXFP4], "get_rows_mxfp4", get_rows_mxfp4_len, get_rows_mxfp4_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_get_rows[GGML_TYPE_I32], "get_rows_i32", get_rows_i32_len, get_rows_i32_data, "main", 3, sizeof(vk_op_binary_push_constants), {1024, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_F32 ], "get_rows_f32_f32", get_rows_f32_f32_len, get_rows_f32_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_get_rows_f32[GGML_TYPE_F16 ], "get_rows_f16_f32", get_rows_f16_f32_len, get_rows_f16_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), { 512, 1, 1}, {}, 1); @@ -3880,6 +3926,9 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_tri[0], "tri_f32", tri_f32_len, tri_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_tri[1], "tri_f16", tri_f16_len, tri_f16_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_diag[0], "diag_f32", diag_f32_len, diag_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_diag[1], "diag_f16", diag_f16_len, diag_f16_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_clamp_f32, "clamp_f32", clamp_f32_len, clamp_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_pad_f32, "pad_f32", pad_f32_len, pad_f32_data, "main", 2, sizeof(vk_op_pad_push_constants), {512, 1, 1}, {}, 1); @@ -3959,6 +4008,13 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_soft_max_f32_f16_wg512, "soft_max_f32_f16_wg512", soft_max_f32_f16_len, soft_max_f32_f16_data, "main", 4, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, { 512 }, 1); ggml_vk_create_pipeline(device, device->pipeline_soft_max_back_f32, "soft_max_back_f32", soft_max_back_f32_len, soft_max_back_f32_data, "main", 3, sizeof(vk_op_push_constants), {1, 1, 1}, { device->subgroup_size }, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_soft_max_large1_f32, "soft_max_large1_f32", soft_max_large1_f32_len, soft_max_large1_f32_data, "main", 6, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, { 128, 4 }, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_soft_max_large2_f32, "soft_max_large2_f32", soft_max_large2_f32_len, soft_max_large2_f32_data, "main", 6, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, { 128, 4 }, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_soft_max_large3_f32, "soft_max_large3_f32", soft_max_large3_f32_len, soft_max_large3_f32_data, "main", 6, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, { 128, 4 }, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_soft_max_large1_f32_f16, "soft_max_large1_f32_f16", soft_max_large1_f32_f16_len, soft_max_large1_f32_f16_data, "main", 6, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, { 128, 4 }, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_soft_max_large2_f32_f16, "soft_max_large2_f32_f16", soft_max_large2_f32_f16_len, soft_max_large2_f32_f16_data, "main", 6, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, { 128, 4 }, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_soft_max_large3_f32_f16, "soft_max_large3_f32_f16", soft_max_large3_f32_f16_len, soft_max_large3_f32_f16_data, "main", 6, sizeof(vk_op_soft_max_push_constants), {1, 1, 1}, { 128, 4 }, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_rope_norm_f32, "rope_norm_f32", rope_norm_f32_len, rope_norm_f32_data, "main", 5, sizeof(vk_op_rope_push_constants), {1, 512, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_rope_neox_f32, "rope_neox_f32", rope_neox_f32_len, rope_neox_f32_data, "main", 5, sizeof(vk_op_rope_push_constants), {1, 512, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_rope_multi_f32, "rope_multi_f32", rope_multi_f32_len, rope_multi_f32_data, "main", 5, sizeof(vk_op_rope_push_constants), {1, 512, 1}, {}, 1); @@ -4001,7 +4057,7 @@ static void ggml_vk_load_shaders(vk_device& device) { uint32_t nary_shmem = 2 * sizeof(int) * BLOCK_SIZE + sizeof(int) * device->subgroup_size + 2 * sizeof(int) + - (BLOCK_SIZE / device->subgroup_size) * sizeof(int); + 2 * (BLOCK_SIZE / device->subgroup_size) * sizeof(int); if (device->subgroup_arithmetic && device->subgroup_require_full_support && device->subgroup_shuffle && device->subgroup_ballot && nary_shmem <= device->properties.limits.maxComputeSharedMemorySize) { ggml_vk_create_pipeline2(device, device->pipeline_topk_f32[i], "topk_f32_"+std::to_string(i), topk_nary_search_f32_len, topk_nary_search_f32_data, "main", 2, sizeof(vk_op_topk_push_constants), {BLOCK_SIZE, 1, 1}, {BLOCK_SIZE, device->subgroup_size, device->subgroup_size_log2}, 1, true, true, device->subgroup_size); @@ -4021,10 +4077,16 @@ static void ggml_vk_load_shaders(vk_device& device) { for (auto &s : device->pipeline_solve_tri_f32) { const vk_solve_tri_pipeline_state &state = s.first; + + // Max number of rows to load at a time, limited by shared memory + const uint32_t batch_N = device->properties.limits.maxComputeSharedMemorySize / ((state.N + state.K) * sizeof(float)); + // Need at least K invocations, and prefer a minimum of 128 to spread out loading shared memory + const uint32_t block_size = std::max(128u, 1u << (uint32_t)ceilf(log2f(float(state.K)))); + ggml_vk_create_pipeline( device, s.second, "solve_tri_f32", solve_tri_f32_len, solve_tri_f32_data, "main", 3, - sizeof(vk_op_binary_push_constants), {1, 1, 1}, { 0, state.N, state.K }, 1, true); + sizeof(vk_op_binary_push_constants), {1, 1, 1}, { 0, state.N, state.K, batch_N, block_size }, 1, true); } #define IM2COL(bda) \ @@ -4070,12 +4132,10 @@ static void ggml_vk_load_shaders(vk_device& device) { // conv2d, conv_transpose_2d for (uint32_t s = 0; s < CONV_SHAPE_COUNT; ++s) { uint32_t conv2d_WG_SIZE = 256; - uint32_t conv2d_BS_K = 128; - uint32_t conv2d_BS_CRS = 16; uint32_t use_collectives = 0; // Enables subgroup ops for preventing the re-calculation of indices. - uint32_t conv2d_BS_NPQ = 128; - uint32_t conv2d_TS_K = 8; + uint32_t conv2d_TS_K = (s == CONV_SHAPE_64x32) ? 4 : 8; uint32_t conv2d_SHMEM_PAD = 4; + vk_conv_block_size conv2d_BS = vk_conv_block_sizes[s]; bool conv2d_UNROLL = true; #if defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT) @@ -4089,29 +4149,9 @@ static void ggml_vk_load_shaders(vk_device& device) { conv2d_UNROLL = false; } else if (device->vendor_id == VK_VENDOR_ID_AMD) { conv2d_SHMEM_PAD = device->architecture == vk_device_architecture::AMD_GCN ? 1 : 4; - } - - switch (s) { - default: - case CONV_SHAPE_128x128: - conv2d_BS_K = conv_shapes_wg_denoms[CONV_SHAPE_128x128][0]; - conv2d_BS_NPQ = conv_shapes_wg_denoms[CONV_SHAPE_128x128][1]; - conv2d_BS_CRS = 16; - if (device->vendor_id == VK_VENDOR_ID_AMD && device->architecture != vk_device_architecture::AMD_GCN) { + if (s == CONV_SHAPE_128x128 && device->architecture != vk_device_architecture::AMD_GCN) { conv2d_UNROLL = false; } - break; - case CONV_SHAPE_64x32: - conv2d_BS_K = conv_shapes_wg_denoms[CONV_SHAPE_64x32][0]; - conv2d_BS_NPQ = conv_shapes_wg_denoms[CONV_SHAPE_64x32][1]; - conv2d_BS_CRS = 32; - conv2d_TS_K = 4; - break; - case CONV_SHAPE_32x256: - conv2d_BS_K = conv_shapes_wg_denoms[CONV_SHAPE_32x256][0]; - conv2d_BS_NPQ = conv_shapes_wg_denoms[CONV_SHAPE_32x256][1]; - conv2d_BS_CRS = 16; - break; } // Use collectives on pre-Turing NVIDIA GPUs and GCN AMD cards, which had slower integer math. @@ -4125,22 +4165,22 @@ static void ggml_vk_load_shaders(vk_device& device) { allow_collectives_nv && allow_collectives_amd) { use_collectives = 1; - conv2d_BS_CRS = std::min( + conv2d_BS.CRS = std::min( device->subgroup_size, - conv2d_BS_CRS); // CRS block size should be capped at subgroup size for correctness when shuffle is used. + conv2d_BS.CRS); // CRS block size should be capped at subgroup size for correctness when shuffle is used. } uint32_t conv2d_shmem_req = - (conv2d_BS_K * (conv2d_BS_CRS + conv2d_SHMEM_PAD) + conv2d_BS_CRS * (conv2d_BS_NPQ + conv2d_SHMEM_PAD)) * sizeof(float); + (conv2d_BS.K * (conv2d_BS.CRS + conv2d_SHMEM_PAD) + conv2d_BS.CRS * (conv2d_BS.NPQ + conv2d_SHMEM_PAD)) * sizeof(float); if (device->properties.limits.maxComputeSharedMemorySize < conv2d_shmem_req) { - conv2d_BS_CRS = 8; + conv2d_BS.CRS = 8; if (use_collectives) { - conv2d_BS_CRS = std::min(device->subgroup_size, conv2d_BS_CRS); + conv2d_BS.CRS = std::min(device->subgroup_size, conv2d_BS.CRS); } } - std::array wg_denoms = { conv2d_BS_K, conv2d_BS_NPQ, 1 }; - std::vector spec_constants = { conv2d_WG_SIZE, conv2d_BS_K, conv2d_BS_CRS, conv2d_BS_NPQ, conv2d_TS_K, use_collectives, conv2d_SHMEM_PAD }; + std::array wg_denoms = { conv2d_BS.K, 1, 1 }; + std::vector spec_constants = { conv2d_WG_SIZE, conv2d_BS.K, conv2d_BS.CRS, conv2d_BS.NPQ, conv2d_TS_K, use_collectives, conv2d_SHMEM_PAD }; #define CREATE_CONV(name, type_suffix, spv_suffix) \ for (auto &c : device->pipeline_##name##type_suffix[s]) { \ @@ -4157,15 +4197,13 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline( \ device, c.second, #name #type_suffix, \ name##type_suffix##spv_suffix##_len, name##type_suffix##spv_suffix##_data, "main", 3, \ - sizeof(vk_op_##name##_push_constants), wg_denoms, spec_constants_cpy, 1, true, use_collectives); \ + sizeof(vk_op_conv2d_push_constants), wg_denoms, spec_constants_cpy, 1, true, use_collectives); \ } #define CREATE_CONVS(spv_suffix) \ CREATE_CONV(conv2d, _f32, spv_suffix) \ CREATE_CONV(conv2d, _f16_f32, spv_suffix) \ - if (device->properties.limits.maxPushConstantsSize >= sizeof(vk_op_conv_transpose_2d_push_constants)) { \ - CREATE_CONV(conv_transpose_2d, _f32, spv_suffix) \ - CREATE_CONV(conv_transpose_2d, _f16_f32, spv_suffix) \ - } + CREATE_CONV(conv_transpose_2d, _f32, spv_suffix) \ + CREATE_CONV(conv_transpose_2d, _f16_f32, spv_suffix) #if defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT) if (device->coopmat2) { CREATE_CONVS(_cm2) @@ -4185,10 +4223,12 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_conv2d_dw_whcn_f16_f32, "conv2d_dw_whcn_f16_f32", conv2d_dw_whcn_f16_f32_len, conv2d_dw_whcn_f16_f32_data, "main", 3, sizeof(vk_op_conv2d_dw_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_conv2d_dw_cwhn_f16_f32, "conv2d_dw_cwhn_f16_f32", conv2d_dw_cwhn_f16_f32_len, conv2d_dw_cwhn_f16_f32_data, "main", 3, sizeof(vk_op_conv2d_dw_push_constants), {512, 1, 1}, {}, 1); - for (uint32_t i = 0; i < num_topk_moe_pipelines; ++i) { - ggml_vk_create_pipeline2(device, device->pipeline_topk_moe[i][TOPK_MOE_EARLY_SOFTMAX], "topk_moe_f32_early_softmax_"+std::to_string(i), topk_moe_f32_len, topk_moe_f32_data, "main", 3, sizeof(vk_op_topk_moe_push_constants), {1, 1, 1}, {device->subgroup_size, 1u<pipeline_topk_moe[i][TOPK_MOE_EARLY_SOFTMAX_NORM], "topk_moe_f32_early_softmax_norm"+std::to_string(i), topk_moe_f32_len, topk_moe_f32_data, "main", 3, sizeof(vk_op_topk_moe_push_constants), {1, 1, 1}, {device->subgroup_size, 1u<pipeline_topk_moe[i][TOPK_MOE_LATE_SOFTMAX], "topk_moe_f32_late_softmax"+std::to_string(i), topk_moe_f32_len, topk_moe_f32_data, "main", 3, sizeof(vk_op_topk_moe_push_constants), {1, 1, 1}, {device->subgroup_size, 1u<pipeline_topk_moe[i][TOPK_MOE_EARLY_SOFTMAX][use_push], "topk_moe_f32_early_softmax_"+std::to_string(i), topk_moe_f32_len, topk_moe_f32_data, "main", 3, sizeof(vk_op_topk_moe_push_constants), {1, 1, 1}, {device->subgroup_size, 1u<subgroup_size); + ggml_vk_create_pipeline2(device, device->pipeline_topk_moe[i][TOPK_MOE_EARLY_SOFTMAX_NORM][use_push], "topk_moe_f32_early_softmax_norm"+std::to_string(i), topk_moe_f32_len, topk_moe_f32_data, "main", 3, sizeof(vk_op_topk_moe_push_constants), {1, 1, 1}, {device->subgroup_size, 1u<subgroup_size); + ggml_vk_create_pipeline2(device, device->pipeline_topk_moe[i][TOPK_MOE_LATE_SOFTMAX][use_push], "topk_moe_f32_late_softmax"+std::to_string(i), topk_moe_f32_len, topk_moe_f32_data, "main", 3, sizeof(vk_op_topk_moe_push_constants), {1, 1, 1}, {device->subgroup_size, 1u<subgroup_size); + } } for (auto &c : compiles) { @@ -4209,9 +4249,6 @@ static vk_device ggml_vk_get_device(size_t idx) { #ifdef GGML_VULKAN_MEMORY_DEBUG device->memory_logger = std::unique_ptr(new vk_memory_logger()); #endif - if (vk_perf_logger_enabled) { - device->perf_logger = std::unique_ptr(new vk_perf_logger()); - } size_t dev_num = vk_instance.device_indices[idx]; @@ -4291,6 +4328,9 @@ static vk_device ggml_vk_get_device(size_t idx) { #endif } else if (strcmp("VK_KHR_pipeline_executable_properties", properties.extensionName) == 0) { pipeline_executable_properties_support = true; + } else if (strcmp("VK_EXT_memory_priority", properties.extensionName) == 0 && + getenv("GGML_VK_ENABLE_MEMORY_PRIORITY")) { + device->memory_priority = true; } } @@ -4482,6 +4522,16 @@ static vk_device ggml_vk_get_device(size_t idx) { device_extensions.push_back("VK_EXT_pipeline_robustness"); } + VkPhysicalDeviceMemoryPriorityFeaturesEXT memory_priority_features; + memory_priority_features.pNext = nullptr; + memory_priority_features.sType = VK_STRUCTURE_TYPE_PHYSICAL_DEVICE_MEMORY_PRIORITY_FEATURES_EXT; + memory_priority_features.memoryPriority = VK_FALSE; + if (device->memory_priority) { + last_struct->pNext = (VkBaseOutStructure *)&memory_priority_features; + last_struct = (VkBaseOutStructure *)&memory_priority_features; + device_extensions.push_back("VK_EXT_memory_priority"); + } + VkPhysicalDeviceSubgroupSizeControlFeaturesEXT subgroup_size_control_features; subgroup_size_control_features.pNext = nullptr; subgroup_size_control_features.sType = VK_STRUCTURE_TYPE_PHYSICAL_DEVICE_SUBGROUP_SIZE_CONTROL_FEATURES_EXT; @@ -5061,7 +5111,7 @@ static void ggml_vk_print_gpu_info(size_t idx) { } } -static bool ggml_vk_instance_validation_ext_available(); +static bool ggml_vk_instance_layer_settings_available(); static bool ggml_vk_instance_portability_enumeration_ext_available(const std::vector& instance_extensions); static bool ggml_vk_instance_debug_utils_ext_available(const std::vector & instance_extensions); static bool ggml_vk_device_is_supported(const vk::PhysicalDevice & vkdev); @@ -5090,19 +5140,19 @@ static void ggml_vk_instance_init() { vk::ApplicationInfo app_info{ "ggml-vulkan", 1, nullptr, 0, api_version }; const std::vector instance_extensions = vk::enumerateInstanceExtensionProperties(); - const bool validation_ext = ggml_vk_instance_validation_ext_available(); + const bool layer_settings = ggml_vk_instance_layer_settings_available(); #ifdef __APPLE__ const bool portability_enumeration_ext = ggml_vk_instance_portability_enumeration_ext_available(instance_extensions); #endif const bool debug_utils_ext = ggml_vk_instance_debug_utils_ext_available(instance_extensions) && getenv("GGML_VK_DEBUG_MARKERS") != nullptr; std::vector layers; - if (validation_ext) { + if (layer_settings) { layers.push_back("VK_LAYER_KHRONOS_validation"); } std::vector extensions; - if (validation_ext) { - extensions.push_back("VK_EXT_validation_features"); + if (layer_settings) { + extensions.push_back("VK_EXT_layer_settings"); } #ifdef __APPLE__ if (portability_enumeration_ext) { @@ -5112,26 +5162,24 @@ static void ggml_vk_instance_init() { if (debug_utils_ext) { extensions.push_back("VK_EXT_debug_utils"); } - vk::InstanceCreateInfo instance_create_info(vk::InstanceCreateFlags{}, &app_info, layers, extensions); + VkBool32 enable_best_practice = layer_settings; + std::vector settings = { + { + "VK_LAYER_KHRONOS_validation", + "validate_best_practices", + vk::LayerSettingTypeEXT::eBool32, + 1, + &enable_best_practice + }, + }; + vk::LayerSettingsCreateInfoEXT layer_setting_info(settings); + vk::InstanceCreateInfo instance_create_info(vk::InstanceCreateFlags{}, &app_info, layers, extensions, &layer_setting_info); #ifdef __APPLE__ if (portability_enumeration_ext) { instance_create_info.flags |= vk::InstanceCreateFlagBits::eEnumeratePortabilityKHR; } #endif - std::vector features_enable; - vk::ValidationFeaturesEXT validation_features; - - if (validation_ext) { - features_enable = { vk::ValidationFeatureEnableEXT::eBestPractices }; - validation_features = { - features_enable, - {}, - }; - validation_features.setPNext(nullptr); - instance_create_info.setPNext(&validation_features); - GGML_LOG_DEBUG("ggml_vulkan: Validation layers enabled\n"); - } vk_instance.instance = vk::createInstance(instance_create_info); vk_instance_initialized = true; @@ -5146,6 +5194,11 @@ static void ggml_vk_instance_init() { } vk_perf_logger_enabled = getenv("GGML_VK_PERF_LOGGER") != nullptr; + const char* GGML_VK_PERF_LOGGER_FREQUENCY = getenv("GGML_VK_PERF_LOGGER_FREQUENCY"); + + if (GGML_VK_PERF_LOGGER_FREQUENCY != nullptr) { + vk_perf_logger_frequency = std::stoul(GGML_VK_PERF_LOGGER_FREQUENCY); + } // See https://github.com/KhronosGroup/Vulkan-Hpp?tab=readme-ov-file#extensions--per-device-function-pointers- VULKAN_HPP_DEFAULT_DISPATCHER.init(vk_instance.instance); @@ -5323,6 +5376,10 @@ static void ggml_vk_init(ggml_backend_vk_context * ctx, size_t idx) { ctx->compute_cmd_pool.init(ctx->device, &ctx->device->compute_queue); ctx->transfer_cmd_pool.init(ctx->device, &ctx->device->transfer_queue); + if (vk_perf_logger_enabled) { + ctx->perf_logger = std::unique_ptr(new vk_perf_logger()); + } + #ifdef GGML_VULKAN_CHECK_RESULTS const char* skip_checks = getenv("GGML_VULKAN_SKIP_CHECKS"); vk_skip_checks = (skip_checks == NULL ? 0 : atoi(skip_checks)); @@ -5453,6 +5510,12 @@ static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec(ggml_backend_vk_context * case GGML_TYPE_Q5_0: case GGML_TYPE_Q5_1: case GGML_TYPE_Q8_0: + case GGML_TYPE_MXFP4: + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q3_K: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + case GGML_TYPE_Q6_K: break; default: return nullptr; @@ -5592,9 +5655,28 @@ static vk_matmul_pipeline ggml_vk_get_mul_mat_mat_id_pipeline(ggml_backend_vk_co } } -static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec_id(ggml_backend_vk_context * ctx, ggml_type a_type, ggml_type b_type) { +static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec_id(ggml_backend_vk_context * ctx, ggml_type a_type, ggml_type b_type, uint32_t m, uint32_t k) { VK_LOG_DEBUG("ggml_vk_get_dequantize_mul_mat_vec_id()"); - GGML_ASSERT(b_type == GGML_TYPE_F32); + GGML_ASSERT(b_type == GGML_TYPE_F32 || b_type == GGML_TYPE_Q8_1); + + if (b_type == GGML_TYPE_Q8_1) { + switch (a_type) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + case GGML_TYPE_MXFP4: + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q3_K: + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + case GGML_TYPE_Q6_K: + break; + default: + return nullptr; + } + } switch (a_type) { case GGML_TYPE_F32: @@ -5625,7 +5707,31 @@ static vk_pipeline ggml_vk_get_dequantize_mul_mat_vec_id(ggml_backend_vk_context return nullptr; } - return ctx->device->pipeline_dequant_mul_mat_vec_id_f32[a_type]; + // heuristic to choose workgroup size + uint32_t dmmv_wg = DMMV_WG_SIZE_SUBGROUP; + if ((ctx->device->vendor_id == VK_VENDOR_ID_NVIDIA && ctx->device->architecture != vk_device_architecture::NVIDIA_PRE_TURING) || ctx->device->vendor_id == VK_VENDOR_ID_INTEL) { + // Prefer larger workgroups when M is small, to spread the work out more + // and keep more SMs busy. + // q6_k seems to prefer small workgroup size even for "medium" values of M. + if (a_type == GGML_TYPE_Q6_K) { + if (m < 4096 && k >= 1024) { + dmmv_wg = DMMV_WG_SIZE_LARGE; + } + } else { + if (m <= 8192 && k >= 1024) { + dmmv_wg = DMMV_WG_SIZE_LARGE; + } + } + } + + if (b_type == GGML_TYPE_Q8_1) { + if (ctx->device->vendor_id == VK_VENDOR_ID_INTEL) { + dmmv_wg = DMMV_WG_SIZE_SUBGROUP; + } + return ctx->device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[dmmv_wg][a_type]; + } + + return ctx->device->pipeline_dequant_mul_mat_vec_id_f32[dmmv_wg][a_type]; } static void * ggml_vk_host_malloc(vk_device& device, size_t size) { @@ -6817,20 +6923,39 @@ static bool ggml_vk_should_use_mmvq(const vk_device& device, uint32_t m, uint32_ return false; } + // General performance issue with q3_k and q6_k due to 2-byte alignment + if (src0_type == GGML_TYPE_Q3_K || src0_type == GGML_TYPE_Q6_K) { + return false; + } + // MMVQ is generally good for batches if (n > 1) { return true; } + // Quantization overhead is not worth it for small k switch (device->vendor_id) { case VK_VENDOR_ID_NVIDIA: + if (src0_type == GGML_TYPE_Q2_K) { + return true; + } + + if (k <= 4096) { + return false; + } + switch (src0_type) { + case GGML_TYPE_MXFP4: case GGML_TYPE_Q8_0: return device->architecture == vk_device_architecture::NVIDIA_PRE_TURING; default: return true; } case VK_VENDOR_ID_AMD: + if (k < 2048) { + return false; + } + switch (src0_type) { case GGML_TYPE_Q8_0: return device->architecture == vk_device_architecture::AMD_GCN; @@ -6838,6 +6963,10 @@ static bool ggml_vk_should_use_mmvq(const vk_device& device, uint32_t m, uint32_ return true; } case VK_VENDOR_ID_INTEL: + if (k < 2048) { + return false; + } + switch (src0_type) { // From tests on A770 Linux, may need more tuning case GGML_TYPE_Q4_0: @@ -6851,7 +6980,6 @@ static bool ggml_vk_should_use_mmvq(const vk_device& device, uint32_t m, uint32_ } GGML_UNUSED(m); - GGML_UNUSED(k); } static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& subctx, const struct ggml_cgraph * cgraph, int node_idx) { @@ -7574,7 +7702,7 @@ static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context& if (x_non_contig || qx_needs_dequant) { ctx->prealloc_x_need_sync = true; } - if (y_non_contig) { + if (y_non_contig || quantize_y) { ctx->prealloc_y_need_sync = true; } } @@ -7600,7 +7728,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte const uint64_t ne10 = src1->ne[0]; const uint64_t ne11 = src1->ne[1]; - // const uint64_t ne12 = src1->ne[2]; + const uint64_t ne12 = src1->ne[2]; // const uint64_t ne13 = src1->ne[3]; const uint64_t nei0 = ids->ne[0]; @@ -7617,19 +7745,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte const bool y_non_contig = !ggml_vk_dim01_contiguous(src1); const bool f16_f32_kernel = src1->type == GGML_TYPE_F32; - - const bool qx_needs_dequant = x_non_contig; - const bool qy_needs_dequant = (src1->type != GGML_TYPE_F16 && !f16_f32_kernel) || y_non_contig; - - // Not implemented - GGML_ASSERT(y_non_contig || !qy_needs_dequant); // NOLINT - - const uint64_t x_ne = ggml_nelements(src0); - const uint64_t y_ne = ggml_nelements(src1); - - const uint64_t qx_sz = ggml_vk_align_size(ggml_type_size(src0->type) * x_ne / ggml_blck_size(src0->type), ctx->device->properties.limits.minStorageBufferOffsetAlignment); - const uint64_t x_sz = x_non_contig ? ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment) : qx_sz; - const uint64_t y_sz = f16_f32_kernel ? sizeof(float) * y_ne : sizeof(ggml_fp16_t) * y_ne; + bool quantize_y = ctx->device->integer_dot_product && src1->type == GGML_TYPE_F32 && ggml_is_contiguous(src1) && !y_non_contig && (ne11 * ne10) % 4 == 0 && ggml_vk_should_use_mmvq(ctx->device, ne01, ne12, ne10, src0->type); vk_pipeline to_fp16_vk_0 = nullptr; vk_pipeline to_fp16_vk_1 = nullptr; @@ -7641,11 +7757,38 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte } else { to_fp16_vk_1 = ggml_vk_get_to_fp16(ctx, src1->type); } - vk_pipeline dmmv = ggml_vk_get_dequantize_mul_mat_vec_id(ctx, src0->type, src1->type); + + // Check for mmq first + vk_pipeline dmmv = quantize_y ? ggml_vk_get_dequantize_mul_mat_vec_id(ctx, src0->type, GGML_TYPE_Q8_1, ne20, ne00) : nullptr; + vk_pipeline to_q8_1 = nullptr; + + if (dmmv == nullptr) { + // Fall back to f16 dequant mul mat + dmmv = ggml_vk_get_dequantize_mul_mat_vec_id(ctx, src0->type, src1->type, ne20, ne00); + quantize_y = false; + } + + if (quantize_y) { + to_q8_1 = ggml_vk_get_quantize_pipeline(ctx, GGML_TYPE_Q8_1); + } + + const bool qx_needs_dequant = x_non_contig; + const bool qy_needs_dequant = !quantize_y && ((src1->type != GGML_TYPE_F16 && !f16_f32_kernel) || y_non_contig); + + // Not implemented + GGML_ASSERT(y_non_contig || !qy_needs_dequant); // NOLINT GGML_ASSERT(!qx_needs_dequant || to_fp16_vk_0 != nullptr); // NOLINT GGML_ASSERT(!qy_needs_dequant || to_fp16_vk_1 != nullptr); // NOLINT GGML_ASSERT(dmmv != nullptr); + const uint64_t x_ne = ggml_nelements(src0); + const uint64_t y_ne = ggml_nelements(src1); + + const uint64_t qx_sz = ggml_vk_align_size(ggml_type_size(src0->type) * x_ne / ggml_blck_size(src0->type), ctx->device->properties.limits.minStorageBufferOffsetAlignment); + const uint64_t x_sz = x_non_contig ? ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment) : qx_sz; + const uint64_t y_sz = quantize_y ? (ggml_vk_align_size(y_ne, 128) * ggml_type_size(GGML_TYPE_Q8_1) / ggml_blck_size(GGML_TYPE_Q8_1)) : + (f16_f32_kernel ? sizeof(float) * y_ne : sizeof(ggml_fp16_t) * y_ne); + { if ( (qx_needs_dequant && x_sz > ctx->device->properties.limits.maxStorageBufferRange) || @@ -7656,7 +7799,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte ctx->prealloc_size_x = x_sz; ggml_vk_preallocate_buffers(ctx, subctx); } - if (qy_needs_dequant && ctx->prealloc_size_y < y_sz) { + if ((qy_needs_dequant || quantize_y) && ctx->prealloc_size_y < y_sz) { ctx->prealloc_size_y = y_sz; ggml_vk_preallocate_buffers(ctx, subctx); } @@ -7668,6 +7811,9 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte if (qy_needs_dequant) { ggml_pipeline_request_descriptor_sets(ctx, to_fp16_vk_1, 1); } + if (quantize_y) { + ggml_pipeline_request_descriptor_sets(ctx, to_q8_1, 1); + } ggml_pipeline_request_descriptor_sets(ctx, dmmv, 1); } @@ -7683,7 +7829,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte } else { d_X = d_Qx; } - if (qy_needs_dequant) { + if (qy_needs_dequant || quantize_y) { d_Y = { ctx->prealloc_y, 0, ctx->prealloc_y->size }; } else { d_Y = d_Qy; @@ -7711,6 +7857,17 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte ctx->prealloc_y_last_tensor_used = src1; } } + if (quantize_y) { + if (ctx->prealloc_y_last_pipeline_used != to_q8_1.get() || + ctx->prealloc_y_last_tensor_used != src1) { + if (ctx->prealloc_y_need_sync) { + ggml_vk_sync_buffers(ctx, subctx); + } + ggml_vk_quantize_q8_1(ctx, subctx, d_Qy, d_Y, y_ne); + ctx->prealloc_y_last_pipeline_used = to_q8_1.get(); + ctx->prealloc_y_last_tensor_used = src1; + } + } uint32_t stride_batch_y = ne10*ne11; @@ -7772,7 +7929,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte if (x_non_contig) { ctx->prealloc_x_need_sync = true; } - if (y_non_contig) { + if (y_non_contig || quantize_y) { ctx->prealloc_y_need_sync = true; } } @@ -8115,65 +8272,34 @@ static void ggml_vk_flash_attn(ggml_backend_vk_context * ctx, vk_context& subctx } } -static std::array ggml_vk_get_conv_elements(const ggml_tensor *dst) { - const ggml_tensor *src0 = dst->src[0]; - const ggml_tensor *src1 = dst->src[1]; - - // src0 - kernel: [KW, KH, Cin, Cout] - // src1 - input: [W, H, Cin, N] - // dst - result: [OW, OH, Cout, N] - - // Copied from ggml.c: int64_t ggml_calc_conv_output_size(int64_t ins, int64_t ks, int s, int p, int d) - auto calc_conv_output_size = [](int64_t ins, int64_t ks, int s, int p, int d) -> int64_t { - return (ins + 2 * p - d * (ks - 1) - 1) / s + 1; +static vk_conv_shapes ggml_vk_conv_select_shape(ggml_backend_vk_context * ctx, uint32_t K, uint32_t NPQ) { + auto n_tiles = [&](vk_conv_shapes s) { + return CEIL_DIV(K, vk_conv_block_sizes[s].K) + * CEIL_DIV(NPQ, vk_conv_block_sizes[s].NPQ); }; - // parallelize in {OW/BS_K, OH/BS_NPQ, 1} - int64_t W = src1->ne[0]; - int64_t H = src1->ne[1]; - int64_t KW = src0->ne[0]; - int64_t KH = src0->ne[1]; - int64_t Cout = src0->ne[3]; - int64_t N = src1->ne[3]; - int64_t OH = calc_conv_output_size(H, KH, dst->op_params[1], dst->op_params[3], dst->op_params[5]); - int64_t OW = calc_conv_output_size(W, KW, dst->op_params[0], dst->op_params[2], dst->op_params[4]); - int64_t NPQ = N * OW * OH; - // Tile output matrix to (K/NB_K, NPQ/NB_NPQ, 1) workgroups - std::array elements = { static_cast(Cout), static_cast(NPQ), 1 }; - return elements; -} + // We can't query number of shader cores on Intel, use 32 as a placeholder + // so small convolutions will still choose a smaller tile. + const uint32_t shader_core_count = ctx->device->shader_core_count > 0 ? ctx->device->shader_core_count : 32; -static std::array ggml_vk_get_conv_transpose_2d_elements(const ggml_tensor *dst) { - const ggml_tensor *src0 = dst->src[0]; - const ggml_tensor *src1 = dst->src[1]; - - // src0 - kernel: [KW, KH, Cout, Cin] - // src1 - input: [W, H, Cin, N] - // dst - result: [OW, OH, Cout, N] - - auto calc_conv_output_size = [](int64_t ins, int64_t ks, int s, int p, int d) -> int64_t { - return (ins - 1) * s - 2 * p + (ks - 1) * d + 1; - }; - // parallelize in {OW/BS_K, OH/BS_NPQ, 1} - int64_t W = src1->ne[0]; - int64_t H = src1->ne[1]; - int64_t KW = src0->ne[0]; - int64_t KH = src0->ne[1]; - int64_t Cout = src0->ne[2]; - int64_t N = src1->ne[3]; - int64_t OH = calc_conv_output_size(H, KH, dst->op_params[0], 0, 1); - int64_t OW = calc_conv_output_size(W, KW, dst->op_params[0], 0, 1); - int64_t NPQ = N * OW * OH; - - // Tile output matrix to (K/NB_K, NPQ/NB_NPQ, 1) workgroups - std::array elements = { static_cast(Cout), static_cast(NPQ), 1 }; - return elements; + if (K > 64 && n_tiles(CONV_SHAPE_128x128) >= shader_core_count * 2) { + return CONV_SHAPE_128x128; + } else if (K <= 32 && n_tiles(CONV_SHAPE_32x256) >= shader_core_count * 2) { + return CONV_SHAPE_32x256; + } else { + return CONV_SHAPE_64x32; + } } static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * dst, ggml_op op) { switch (op) { case GGML_OP_GET_ROWS: GGML_ASSERT(src1->type == GGML_TYPE_I32); + if (src0->type == GGML_TYPE_I32) { + // i32 src only supports i32 result + GGML_ASSERT(dst->type == GGML_TYPE_I32); + return ctx->device->pipeline_get_rows[src0->type]; + } if (dst->type == GGML_TYPE_F16) { return ctx->device->pipeline_get_rows[src0->type]; } @@ -8300,6 +8426,12 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_tri[dst->type == GGML_TYPE_F16]; } return nullptr; + case GGML_OP_DIAG: + if (src0->type == dst->type && + (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16)) { + return ctx->device->pipeline_diag[dst->type == GGML_TYPE_F16]; + } + return nullptr; case GGML_OP_CLAMP: if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_clamp_f32; @@ -8454,7 +8586,9 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const uint32_t idx = (uint32_t)ceilf(log2f(float(dst->ne[0]))); GGML_ASSERT(idx < num_topk_moe_pipelines); topk_moe_mode mode = ggml_vk_num_additional_ops_to_topk_moe_mode(ctx->num_additional_fused_ops); - return ctx->device->pipeline_topk_moe[idx][mode]; + // use n_experts from push constant if it's not equal to the power of two spec constant + bool use_push = dst->ne[0] != (1u << idx); + return ctx->device->pipeline_topk_moe[idx][mode][use_push]; } if (src0->type == GGML_TYPE_F32 && (src1 == nullptr || src1->type == GGML_TYPE_F32) && dst->type == GGML_TYPE_F32) { @@ -8630,39 +8764,20 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return nullptr; case GGML_OP_CONV_2D: case GGML_OP_CONV_TRANSPOSE_2D: - if (src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32 && - ggml_is_contiguous(src0) && ggml_is_contiguous(src1) && ggml_is_contiguous(dst)) { - std::array elements{}; - if (op == GGML_OP_CONV_2D) elements = ggml_vk_get_conv_elements(dst); - else if (op == GGML_OP_CONV_TRANSPOSE_2D) elements = ggml_vk_get_conv_transpose_2d_elements(dst); - vk_conv_shapes shape; - - uint32_t tiles[CONV_SHAPE_COUNT]; - for (uint32_t i = 0; i < CONV_SHAPE_COUNT; ++i) { - tiles[i] = CEIL_DIV(elements[0], conv_shapes_wg_denoms[i][0]) * CEIL_DIV(elements[1], conv_shapes_wg_denoms[i][1]); - } - - // We can't query number of shader cores on Intel, use 32 as a placeholder - // so small convolutions will still choose a smaller tile. - const uint32_t shader_core_count = ctx->device->shader_core_count > 0 ? ctx->device->shader_core_count : 32; - - if (elements[0] > 64 && tiles[CONV_SHAPE_128x128] >= shader_core_count * 2) { - shape = CONV_SHAPE_128x128; - } else if (elements[0] <= 32 && tiles[CONV_SHAPE_32x256] >= shader_core_count * 2) { - shape = CONV_SHAPE_32x256; - } else { - shape = CONV_SHAPE_64x32; - } - - uint32_t KW = static_cast(src0->ne[0]); - uint32_t KH = static_cast(src0->ne[1]); - uint32_t s0 = static_cast(dst->op_params[0]); - uint32_t s1 = op == GGML_OP_CONV_2D ? static_cast(dst->op_params[1]) : static_cast(dst->op_params[0]); - uint32_t p0 = op == GGML_OP_CONV_2D ? static_cast(dst->op_params[2]) : 0; - uint32_t p1 = op == GGML_OP_CONV_2D ? static_cast(dst->op_params[3]) : 0; - uint32_t d0 = op == GGML_OP_CONV_2D ? static_cast(dst->op_params[4]) : 1; - uint32_t d1 = op == GGML_OP_CONV_2D ? static_cast(dst->op_params[5]) : 1; + if (src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + uint32_t K = dst->ne[2]; // Cout + uint32_t NPQ = dst->ne[3] * dst->ne[1] * dst->ne[0]; // N * OH * OW + vk_conv_shapes shape = ggml_vk_conv_select_shape(ctx, K, NPQ); + bool transpose = dst->op == GGML_OP_CONV_TRANSPOSE_2D; + uint32_t KW = (uint32_t)src0->ne[0]; + uint32_t KH = (uint32_t)src0->ne[1]; + uint32_t s0 = (uint32_t)(ggml_get_op_params_i32(dst, 0)); + uint32_t s1 = !transpose ? (uint32_t)ggml_get_op_params_i32(dst, 1) : s0; + uint32_t p0 = !transpose ? (uint32_t)ggml_get_op_params_i32(dst, 2) : 0; + uint32_t p1 = !transpose ? (uint32_t)ggml_get_op_params_i32(dst, 3) : 0; + uint32_t d0 = !transpose ? (uint32_t)ggml_get_op_params_i32(dst, 4) : 1; + uint32_t d1 = !transpose ? (uint32_t)ggml_get_op_params_i32(dst, 5) : 1; vk_conv2d_pipeline_state conv2d_pipeline_state(s0, s1, p0, p1, d0, d1, KW, KH); std::map *pipelines = nullptr; @@ -8981,13 +9096,21 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, co elements = { N * OC * OH * OW, 1, 1}; } break; case GGML_OP_CONV_2D: - { - elements = ggml_vk_get_conv_elements(dst); - } break; case GGML_OP_CONV_TRANSPOSE_2D: - { - elements = ggml_vk_get_conv_transpose_2d_elements(dst); - } break; + if constexpr (std::is_same_v) { + const uint32_t NPQ = pc.N * pc.OH * pc.OW; + const vk_conv_shapes shape = ggml_vk_conv_select_shape(ctx, pc.Cout, NPQ); + const uint32_t NPQ_blocks = CEIL_DIV(NPQ, vk_conv_block_sizes[shape].NPQ); + + elements = { pc.Cout, NPQ_blocks, 1 }; + if (elements[1] > 512) { + elements[2] = CEIL_DIV(elements[1], 512); + elements[1] = 512; + } + } else { + GGML_ABORT("invalid push constant type for CONV_2D"); + } + break; case GGML_OP_ADD: case GGML_OP_SUB: case GGML_OP_DIV: @@ -9002,6 +9125,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, co case GGML_OP_COS: case GGML_OP_LOG: case GGML_OP_TRI: + case GGML_OP_DIAG: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_ROLL: @@ -9689,6 +9813,12 @@ static void ggml_vk_tri(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_TRI, std::move(p)); } +static void ggml_vk_diag(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst, ggml_nelements(dst)); + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_DIAG, std::move(p)); +} + static void ggml_vk_clamp(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst); p.param1 = ggml_get_op_params_f32(dst, 0); @@ -10022,7 +10152,7 @@ static void ggml_vk_soft_max(ggml_backend_vk_context * ctx, vk_context& subctx, const float m0 = powf(2.0f, -(max_bias ) / n_head_log2); const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2); - ggml_vk_op_f32(ctx, subctx, src0, src1, src2, nullptr, dst, GGML_OP_SOFT_MAX, { + vk_op_soft_max_push_constants pc { ncols, src1 != nullptr ? nrows_y : (uint32_t)0, (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], @@ -10033,7 +10163,55 @@ static void ggml_vk_soft_max(ggml_backend_vk_context * ctx, vk_context& subctx, n_head_log2, nrows_x, src2 != nullptr - }); + }; + + if (ncols <= 16384) { + ggml_vk_op_f32(ctx, subctx, src0, src1, src2, nullptr, dst, GGML_OP_SOFT_MAX, std::move(pc)); + } else { + + vk_subbuffer buf_a = ggml_vk_tensor_subbuffer(ctx, src0); + vk_subbuffer buf_b = src1 ? ggml_vk_tensor_subbuffer(ctx, src1) : buf_a; + vk_subbuffer buf_c = src2 ? ggml_vk_tensor_subbuffer(ctx, src2) : buf_a; + vk_subbuffer buf_d = ggml_vk_tensor_subbuffer(ctx, dst); + + uint32_t elems_per_wg = 128 * 4; + uint32_t num_wgs = CEIL_DIV(ncols, elems_per_wg); + size_t tmp_size = num_wgs * nrows_x * sizeof(float); + + if (ctx->prealloc_size_x < tmp_size) { + ctx->prealloc_size_x = tmp_size; + ggml_vk_preallocate_buffers(ctx, subctx); + } + if (ctx->prealloc_size_y < tmp_size) { + ctx->prealloc_size_y = tmp_size; + ggml_vk_preallocate_buffers(ctx, subctx); + } + if (ctx->prealloc_x_need_sync || ctx->prealloc_y_need_sync) { + ggml_vk_sync_buffers(ctx, subctx); + } + + vk_subbuffer buf_x = { ctx->prealloc_x, 0, tmp_size }; + vk_subbuffer buf_y = { ctx->prealloc_y, 0, tmp_size }; + + std::array elements = { num_wgs, nrows_x, 1 }; + + vk_pipeline pipeline1 = src1 && src1->type == GGML_TYPE_F16 ? ctx->device->pipeline_soft_max_large1_f32_f16 : ctx->device->pipeline_soft_max_large1_f32; + vk_pipeline pipeline2 = src1 && src1->type == GGML_TYPE_F16 ? ctx->device->pipeline_soft_max_large2_f32_f16 : ctx->device->pipeline_soft_max_large2_f32; + vk_pipeline pipeline3 = src1 && src1->type == GGML_TYPE_F16 ? ctx->device->pipeline_soft_max_large3_f32_f16 : ctx->device->pipeline_soft_max_large3_f32; + + ggml_pipeline_request_descriptor_sets(ctx, pipeline1, 1); + ggml_pipeline_request_descriptor_sets(ctx, pipeline2, 1); + ggml_pipeline_request_descriptor_sets(ctx, pipeline3, 1); + + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline1, { buf_a, buf_b, buf_c, buf_d, buf_x, buf_y }, pc, elements); + ggml_vk_sync_buffers(ctx, subctx); + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline2, { buf_a, buf_b, buf_c, buf_d, buf_x, buf_y }, pc, elements); + ggml_vk_sync_buffers(ctx, subctx); + ggml_vk_dispatch_pipeline(ctx, subctx, pipeline3, { buf_a, buf_b, buf_c, buf_d, buf_x, buf_y }, pc, elements); + + ctx->prealloc_x_need_sync = true; + ctx->prealloc_y_need_sync = true; + } } static void ggml_vk_soft_max_back(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { @@ -10069,6 +10247,7 @@ static void ggml_vk_topk_moe(ggml_backend_vk_context * ctx, vk_context& subctx, vk_op_topk_moe_push_constants pc {}; pc.n_rows = n_rows; + pc.n_experts_push = n_experts; pc.n_expert_used = n_expert_used; if (mode == TOPK_MOE_EARLY_SOFTMAX_NORM) { ggml_tensor * clamp = cgraph->nodes[node_idx + 7]; @@ -10209,17 +10388,8 @@ static void ggml_vk_topk(ggml_backend_vk_context * ctx, vk_context& subctx, cons uint32_t nrows = ggml_nrows(src0); uint32_t k = dst->ne[0]; - vk_op_topk_push_constants pc { ncols, ncols, k, nrows, 0, 0 }; + vk_op_topk_push_constants pc { ncols, ncols, ncols, k, nrows, 0, 0 }; - // Reserve space for ivec2 per element, double buffered - const size_t dbl_buf_size = size_t{ncols} * nrows * 2 * sizeof(int); - const size_t x_sz = dbl_buf_size * 2; - uint32_t dbl_buf_index = 0; - - if (ctx->prealloc_size_x < x_sz) { - ctx->prealloc_size_x = x_sz; - ggml_vk_preallocate_buffers(ctx, subctx); - } if (ctx->prealloc_x_need_sync) { ggml_vk_sync_buffers(ctx, subctx); } @@ -10234,12 +10404,15 @@ static void ggml_vk_topk(ggml_backend_vk_context * ctx, vk_context& subctx, cons // largest elements. Repeat until we have the top K elements. // Need to do at least one iteration to write out the results. bool done_one_iter = false; + uint32_t dbl_buf_index = 0; + size_t dbl_buf_size; while (num_elements > k || !done_one_iter) { - done_one_iter = true; // Prefer going as small as num_topk_pipelines - 3 for perf reasons. // But if K is larger, then we need a larger workgroup - uint32_t max_pipeline = num_topk_pipelines - 3; + uint32_t max_pipeline = num_topk_pipelines - 1; + uint32_t preferred_pipeline = std::max(num_topk_pipelines - 3, (uint32_t)log2f(float(k)) + 2); + max_pipeline = std::min(preferred_pipeline, max_pipeline); uint32_t min_pipeline = (uint32_t)log2f(float(k)) + 1; // require full subgroup min_pipeline = std::max(min_pipeline, ctx->device->subgroup_size_log2); @@ -10273,6 +10446,21 @@ static void ggml_vk_topk(ggml_backend_vk_context * ctx, vk_context& subctx, cons // Number of elements remaining after this pass uint32_t num_dst_elements = (num_elements / pipeline->wg_denoms[0]) * k + std::min(k, num_elements % pipeline->wg_denoms[0]); + pc2.ncols_output = num_dst_elements; + + if (!done_one_iter) { + // Reserve space for ivec2 per element, double buffered + // K per workgroup per row + dbl_buf_size = num_dst_elements * nrows * 2 * sizeof(int); + dbl_buf_size = ROUNDUP_POW2(dbl_buf_size, ctx->device->properties.limits.minStorageBufferOffsetAlignment); + const size_t x_sz = dbl_buf_size * 2; + + if (ctx->prealloc_size_x < x_sz) { + ctx->prealloc_size_x = x_sz; + ggml_vk_preallocate_buffers(ctx, subctx); + } + } + vk_subbuffer src_buf; vk_subbuffer dst_buf; @@ -10298,6 +10486,7 @@ static void ggml_vk_topk(ggml_backend_vk_context * ctx, vk_context& subctx, cons if (num_elements > k) { ggml_vk_sync_buffers(ctx, subctx); } + done_one_iter = true; } ctx->prealloc_x_need_sync = true; } @@ -10528,30 +10717,24 @@ static void ggml_vk_conv_2d(ggml_backend_vk_context * ctx, vk_context & subctx, GGML_ASSERT(dst->type == GGML_TYPE_F32); GGML_TENSOR_BINARY_OP_LOCALS - GGML_ASSERT(nb00 == sizeof(float) || nb00 == sizeof(ggml_fp16_t)); GGML_ASSERT(nb10 == sizeof(float)); GGML_ASSERT(nb0 == sizeof(float)); + bool transpose = dst->op == GGML_OP_CONV_TRANSPOSE_2D; + vk_op_conv2d_push_constants p{}; - p.Cout = static_cast(ne03); - p.Cin = static_cast(ne02); + p.Cout = static_cast(!transpose ? ne03 : ne02); + p.Cin = static_cast(!transpose ? ne02 : ne03); p.N = static_cast(ne13); + GGML_ASSERT(p.Cout == ne2); + GGML_ASSERT(p.Cin == ne12); - p.KW = static_cast(ne00); - p.KH = static_cast(ne01); p.W = static_cast(ne10); p.H = static_cast(ne11); p.OW = static_cast(ne0); p.OH = static_cast(ne1); - p.s0 = static_cast(dst->op_params[0]); - p.s1 = static_cast(dst->op_params[1]); - p.p0 = static_cast(dst->op_params[2]); - p.p1 = static_cast(dst->op_params[3]); - p.d0 = static_cast(dst->op_params[4]); - p.d1 = static_cast(dst->op_params[5]); - p.nb01 = static_cast(nb01 / nb00); p.nb02 = static_cast(nb02 / nb00); p.nb03 = static_cast(nb03 / nb00); @@ -10564,59 +10747,7 @@ static void ggml_vk_conv_2d(ggml_backend_vk_context * ctx, vk_context & subctx, p.nb2 = static_cast(nb2 / nb0); p.nb3 = static_cast(nb3 / nb0); - GGML_ASSERT(ne03 == ne2); - GGML_ASSERT(ne02 == ne12); - - ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, nullptr, dst, GGML_OP_CONV_2D, std::move(p)); -} - -static void ggml_vk_conv_transpose_2d(ggml_backend_vk_context * ctx, vk_context & subctx, const ggml_tensor * src0, - const ggml_tensor * src1, ggml_tensor * dst) { - GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16); - GGML_ASSERT(src1->type == GGML_TYPE_F32); - GGML_ASSERT(dst->type == GGML_TYPE_F32); - - GGML_TENSOR_BINARY_OP_LOCALS - - GGML_ASSERT(nb00 == sizeof(float) || nb00 == sizeof(ggml_fp16_t)); - GGML_ASSERT(nb10 == sizeof(float)); - GGML_ASSERT(nb0 == sizeof(float)); - - vk_op_conv_transpose_2d_push_constants p{}; - p.Cout = static_cast(ne02); - p.Cin = static_cast(ne03); - p.N = static_cast(ne13); - - p.KW = static_cast(ne00); - p.KH = static_cast(ne01); - p.W = static_cast(ne10); - p.H = static_cast(ne11); - p.OW = static_cast(ne0); - p.OH = static_cast(ne1); - - p.s0 = static_cast(dst->op_params[0]); - p.s1 = static_cast(dst->op_params[0]); - p.p0 = 0; - p.p1 = 0; - p.d0 = 1; - p.d1 = 1; - - p.nb01 = static_cast(nb01 / nb00); - p.nb02 = static_cast(nb02 / nb00); - p.nb03 = static_cast(nb03 / nb00); - - p.nb11 = static_cast(nb11 / nb10); - p.nb12 = static_cast(nb12 / nb10); - p.nb13 = static_cast(nb13 / nb10); - - p.nb1 = static_cast(nb1 / nb0); - p.nb2 = static_cast(nb2 / nb0); - p.nb3 = static_cast(nb3 / nb0); - - GGML_ASSERT(ne02 == ne2); - GGML_ASSERT(ne03 == ne12); - - ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, nullptr, dst, GGML_OP_CONV_TRANSPOSE_2D, std::move(p)); + ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, nullptr, dst, dst->op, std::move(p)); } static void ggml_vk_conv_2d_dw(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { @@ -11816,6 +11947,10 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_TRI: ggml_vk_tri(ctx, compute_ctx, src0, node); + break; + case GGML_OP_DIAG: + ggml_vk_diag(ctx, compute_ctx, src0, node); + break; case GGML_OP_CLAMP: ggml_vk_clamp(ctx, compute_ctx, src0, node); @@ -11987,11 +12122,8 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr break; case GGML_OP_CONV_2D: - ggml_vk_conv_2d(ctx, compute_ctx, src0, src1, node); - - break; case GGML_OP_CONV_TRANSPOSE_2D: - ggml_vk_conv_transpose_2d(ctx, compute_ctx, src0, src1, node); + ggml_vk_conv_2d(ctx, compute_ctx, src0, src1, node); break; case GGML_OP_CONV_2D_DW: @@ -12196,6 +12328,9 @@ static void ggml_vk_cleanup(ggml_backend_vk_context * ctx) { ctx->compute_cmd_pool.destroy(ctx->device->device); ctx->transfer_cmd_pool.destroy(ctx->device->device); + if (vk_perf_logger_enabled) { + ctx->perf_logger->print_timings(true); + } } static int ggml_vk_get_device_count() { @@ -12791,8 +12926,7 @@ static bool ggml_vk_can_fuse_topk_moe(ggml_backend_vk_context * ctx, const struc } const int n_expert = softmax->ne[0]; - // n_expert must be a power of 2 - if (!is_pow2(n_expert) || n_expert > (1 << (num_topk_moe_pipelines-1))) { + if (n_expert > (1 << (num_topk_moe_pipelines-1))) { return false; } @@ -12994,24 +13128,29 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg vk_context compute_ctx; if (vk_perf_logger_enabled) { // allocate/resize the query pool - if (ctx->device->num_queries < cgraph->n_nodes + 1) { - if (ctx->device->query_pool) { - ctx->device->device.destroyQueryPool(ctx->device->query_pool); + if (ctx->num_queries < cgraph->n_nodes + 1) { + if (ctx->query_pool) { + ctx->device->device.destroyQueryPool(ctx->query_pool); } vk::QueryPoolCreateInfo query_create_info; query_create_info.queryType = vk::QueryType::eTimestamp; query_create_info.queryCount = cgraph->n_nodes + 100; - ctx->device->query_pool = ctx->device->device.createQueryPool(query_create_info); - ctx->device->num_queries = query_create_info.queryCount; + ctx->query_pool = ctx->device->device.createQueryPool(query_create_info); + ctx->num_queries = query_create_info.queryCount; + ctx->query_fusion_names.resize(ctx->num_queries); + ctx->query_nodes.resize(ctx->num_queries); } - ctx->device->device.resetQueryPool(ctx->device->query_pool, 0, cgraph->n_nodes+1); + ctx->device->device.resetQueryPool(ctx->query_pool, 0, cgraph->n_nodes+1); + std::fill(ctx->query_fusion_names.begin(), ctx->query_fusion_names.end(), nullptr); + std::fill(ctx->query_nodes.begin(), ctx->query_nodes.end(), nullptr); GGML_ASSERT(ctx->compute_ctx.expired()); compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); ctx->compute_ctx = compute_ctx; ggml_vk_ctx_begin(ctx->device, compute_ctx); - compute_ctx->s->buffer.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->device->query_pool, 0); + ctx->query_idx = 0; + compute_ctx->s->buffer.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); } ctx->prealloc_y_last_pipeline_used = nullptr; @@ -13052,52 +13191,66 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg total_mul_mat_bytes += bytes; } + const char *fusion_string {}; if (!ctx->device->disable_fusion) { uint32_t num_adds = ggml_vk_fuse_multi_add(ctx, cgraph, i); if (num_adds) { ctx->num_additional_fused_ops = num_adds - 1; + fusion_string = "MULTI_ADD"; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT, GGML_OP_ADD, GGML_OP_ADD })) { ctx->num_additional_fused_ops = 2; + fusion_string = "MUL_MAT_ADD_ADD"; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT, GGML_OP_ADD })) { ctx->num_additional_fused_ops = 1; + fusion_string = "MUL_MAT_ADD"; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT_ID, GGML_OP_ADD_ID, GGML_OP_MUL })) { ctx->num_additional_fused_ops = 2; + fusion_string = "MUL_MAT_ID_ADD_ID_MUL"; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT_ID, GGML_OP_ADD_ID })) { ctx->num_additional_fused_ops = 1; + fusion_string = "MUL_MAT_ID_ADD_ID"; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT_ID, GGML_OP_MUL })) { ctx->num_additional_fused_ops = 1; + fusion_string = "MUL_MAT_ID_MUL"; } else if (ggml_can_fuse_subgraph(cgraph, i, { GGML_OP_RMS_NORM, GGML_OP_MUL, GGML_OP_ROPE, GGML_OP_VIEW, GGML_OP_SET_ROWS }, { i + 4 }) && ggml_check_edges(cgraph, i, rms_norm_mul_rope_view_set_rows_edges) && ggml_vk_can_fuse_rms_norm_mul_rope(ctx, cgraph, i) && ggml_vk_can_fuse_rope_set_rows(ctx, cgraph, i + 2)) { ctx->num_additional_fused_ops = 4; + fusion_string = "RMS_NORM_MUL_ROPE_VIEW_SET_ROWS"; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_RMS_NORM, GGML_OP_MUL, GGML_OP_ROPE })&& ggml_vk_can_fuse_rms_norm_mul_rope(ctx, cgraph, i)) { ctx->num_additional_fused_ops = 2; + fusion_string = "RMS_NORM_MUL_ROPE"; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_RMS_NORM, GGML_OP_MUL })) { ctx->num_additional_fused_ops = 1; + fusion_string = "RMS_NORM_MUL"; } else if (ggml_can_fuse_subgraph(cgraph, i, { GGML_OP_ROPE, GGML_OP_VIEW, GGML_OP_SET_ROWS }, { i + 2 }) && ggml_check_edges(cgraph, i, rope_view_set_rows_edges) && ggml_vk_can_fuse_rope_set_rows(ctx, cgraph, i)) { ctx->num_additional_fused_ops = 2; + fusion_string = "ROPE_VIEW_SET_ROWS"; } else if (ggml_can_fuse_subgraph(cgraph, i, topk_moe_early_softmax_norm, { i + 3, i + 9 }) && ggml_check_edges(cgraph, i, topk_moe_early_softmax_norm_edges) && ggml_vk_can_fuse_topk_moe(ctx, cgraph, i, TOPK_MOE_EARLY_SOFTMAX_NORM)) { ctx->num_additional_fused_ops = topk_moe_early_softmax_norm.size() - 1; // view of argsort writes to memory ctx->fused_ops_write_mask |= 1 << 3; + fusion_string = "TOPK_MOE_EARLY_SOFTMAX_NORM"; } else if (ggml_can_fuse_subgraph(cgraph, i, topk_moe_early_softmax, { i + 3, i + 4 }) && ggml_check_edges(cgraph, i, topk_moe_early_softmax_edges) && ggml_vk_can_fuse_topk_moe(ctx, cgraph, i, TOPK_MOE_EARLY_SOFTMAX)) { ctx->num_additional_fused_ops = topk_moe_early_softmax.size() - 1; // view of argsort writes to memory ctx->fused_ops_write_mask |= 1 << 3; + fusion_string = "TOPK_MOE_EARLY_SOFTMAX"; } else if (ggml_can_fuse_subgraph(cgraph, i, topk_moe_late_softmax, { i + 1, i + 5 }) && ggml_check_edges(cgraph, i, topk_moe_late_softmax_edges) && ggml_vk_can_fuse_topk_moe(ctx, cgraph, i, TOPK_MOE_LATE_SOFTMAX)) { ctx->num_additional_fused_ops = topk_moe_late_softmax.size() - 1; // view of argsort writes to memory ctx->fused_ops_write_mask |= 1 << 1; + fusion_string = "TOPK_MOE_LATE_SOFTMAX"; } } ctx->fused_ops_write_mask |= 1 << ctx->num_additional_fused_ops; @@ -13111,7 +13264,7 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg bool enqueued = ggml_vk_build_graph(ctx, cgraph, i, cgraph->nodes[submit_node_idx], submit_node_idx, i + ctx->num_additional_fused_ops >= last_node, almost_ready, submit); - if (vk_perf_logger_enabled) { + if (vk_perf_logger_enabled && enqueued) { if (ctx->compute_ctx.expired()) { compute_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); ctx->compute_ctx = compute_ctx; @@ -13119,10 +13272,9 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg } else { compute_ctx = ctx->compute_ctx.lock(); } - // If there are fused ops, just write out timestamps for all nodes to keep the accounting simple - for (int j = 0; j < ctx->num_additional_fused_ops + 1; ++j) { - compute_ctx->s->buffer.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->device->query_pool, i+j+1); - } + ctx->query_nodes[ctx->query_idx] = cgraph->nodes[i]; + ctx->query_fusion_names[ctx->query_idx] = fusion_string; + compute_ctx->s->buffer.writeTimestamp(vk::PipelineStageFlagBits::eAllCommands, ctx->query_pool, ctx->query_idx++); } if (enqueued) { @@ -13163,14 +13315,14 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg // Get the results and pass them to the logger std::vector timestamps(cgraph->n_nodes + 1); - VK_CHECK(ctx->device->device.getQueryPoolResults(ctx->device->query_pool, 0, cgraph->n_nodes + 1, (cgraph->n_nodes + 1)*sizeof(uint64_t), timestamps.data(), sizeof(uint64_t), vk::QueryResultFlagBits::e64 | vk::QueryResultFlagBits::eWait), "get timestamp results"); - for (int i = 0; i < cgraph->n_nodes; i++) { - if (!ggml_vk_is_empty(cgraph->nodes[i])) { - ctx->device->perf_logger->log_timing(cgraph->nodes[i], uint64_t((timestamps[i+1] - timestamps[i]) * ctx->device->properties.limits.timestampPeriod)); - } + VK_CHECK(ctx->device->device.getQueryPoolResults(ctx->query_pool, 0, ctx->query_idx, (cgraph->n_nodes + 1)*sizeof(uint64_t), timestamps.data(), sizeof(uint64_t), vk::QueryResultFlagBits::e64 | vk::QueryResultFlagBits::eWait), "get timestamp results"); + for (int i = 1; i < ctx->query_idx; i++) { + auto node = ctx->query_nodes[i]; + auto name = ctx->query_fusion_names[i]; + ctx->perf_logger->log_timing(node, name, uint64_t((timestamps[i] - timestamps[i-1]) * ctx->device->properties.limits.timestampPeriod)); } - ctx->device->perf_logger->print_timings(); + ctx->perf_logger->print_timings(); } if (!ctx->device->support_async) { @@ -13818,6 +13970,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_TYPE_IQ4_XS: case GGML_TYPE_IQ4_NL: case GGML_TYPE_MXFP4: + case GGML_TYPE_I32: return true; default: return false; @@ -13942,6 +14095,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; case GGML_OP_LOG: case GGML_OP_TRI: + case GGML_OP_DIAG: return (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && op->type == op->src[0]->type; case GGML_OP_ARGSORT: @@ -13975,6 +14129,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm } return true; case GGML_OP_UPSCALE: + return op->src[0]->type == GGML_TYPE_F32 && !(op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS); case GGML_OP_ACC: return op->src[0]->type == GGML_TYPE_F32; case GGML_OP_CONCAT: @@ -14023,10 +14178,12 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm const uint32_t N = op->src[0]->ne[0]; const uint32_t K = op->src[1]->ne[0]; // K dimension limited to workgroup size - if (K > 128) { + if (K > 1u << device->max_workgroup_size_log2) { return false; } - if (N * N * sizeof(float) + N * K * sizeof(float) > device->properties.limits.maxComputeSharedMemorySize) { + const uint32_t batch_N = device->properties.limits.maxComputeSharedMemorySize / ((N + K) * sizeof(float)); + + if (batch_N == 0) { return false; } return true; @@ -14099,13 +14256,6 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_OP_CONV_2D: case GGML_OP_CONV_TRANSPOSE_2D: { - // Op is disabled for Apple because it segfaults at pipeline create time on MoltenVK - ggml_backend_vk_device_context * ctx = (ggml_backend_vk_device_context *)dev->context; - const vk_device& device = ggml_vk_get_device(ctx->device); - if (op->op == GGML_OP_CONV_TRANSPOSE_2D && - device->properties.limits.maxPushConstantsSize < sizeof(vk_op_conv_transpose_2d_push_constants)) { - return false; - } // Channel-contiguous format is not supported yet. return ((op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && op->src[1]->type == GGML_TYPE_F32 && @@ -14230,21 +14380,21 @@ ggml_backend_reg_t ggml_backend_vk_reg() { } // Extension availability -static bool ggml_vk_instance_validation_ext_available() { +static bool ggml_vk_instance_layer_settings_available() { #ifdef GGML_VULKAN_VALIDATE // Check if validation layer provides the extension const std::string layer_name = "VK_LAYER_KHRONOS_validation"; for (const auto& layer : vk::enumerateInstanceLayerProperties()) { if (layer_name == layer.layerName.data()) { for (const auto& ext : vk::enumerateInstanceExtensionProperties(layer_name)) { - if (strcmp("VK_EXT_validation_features", ext.extensionName.data()) == 0) { + if (strcmp("VK_EXT_layer_settings", ext.extensionName.data()) == 0) { return true; } } } } - std::cerr << "ggml_vulkan: WARNING: Validation layer or layer extension VK_EXT_validation_features not found." << std::endl; + std::cerr << "ggml_vulkan: WARNING: Validation layer or layer extension VK_EXT_layer_settings not found." << std::endl; #endif return false; } @@ -14536,6 +14686,8 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * tensor_clone = ggml_log(ggml_ctx, src_clone[0]); } else if (tensor->op == GGML_OP_TRI) { tensor_clone = ggml_tri(ggml_ctx, src_clone[0], ggml_get_op_params_i32(tensor, 0)); + } else if (tensor->op == GGML_OP_DIAG) { + tensor_clone = ggml_diag(ggml_ctx, src_clone[0]); } else if (tensor->op == GGML_OP_CLAMP) { const float * params = (const float *)tensor->op_params; tensor_clone = ggml_clamp(ggml_ctx, src_clone[0], params[0], params[1]); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/conv2d_mm.comp b/ggml/src/ggml-vulkan/vulkan-shaders/conv2d_mm.comp index e9bdbf7db5..875c012cd3 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/conv2d_mm.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/conv2d_mm.comp @@ -32,22 +32,12 @@ layout(push_constant) uniform parameter { uint32_t Cin; uint32_t N; - // Tensor spatial sizes: kernel, input, output - uint32_t KW; - uint32_t KH; + // Tensor spatial sizes: input, output uint32_t W; uint32_t H; uint32_t OW; uint32_t OH; - // Parameters: stride, padding, dilation - 0=y, 1=x - uint32_t s0; - uint32_t s1; - uint32_t p0; - uint32_t p1; - uint32_t d0; - uint32_t d1; - // Strides in elements uint32_t nb01; uint32_t nb02; @@ -77,13 +67,14 @@ layout(constant_id = 3) const uint BS_NPQ = 128; layout(constant_id = 4) const uint TS_K = 8; layout(constant_id = 5) const uint use_collectives = 1; layout(constant_id = 6) const uint SHMEM_PAD = 4; - +// Stride, padding, dilation layout(constant_id = 7) const uint s0 = 1; layout(constant_id = 8) const uint s1 = 1; layout(constant_id = 9) const uint p0 = 0; layout(constant_id = 10) const uint p1 = 0; layout(constant_id = 11) const uint d0 = 1; layout(constant_id = 12) const uint d1 = 1; +// Kernel spatial sizes layout(constant_id = 13) const uint KW = 1; layout(constant_id = 14) const uint KH = 1; @@ -138,7 +129,7 @@ P,Q=OH,OW */ uint32_t B_idx_K = gl_WorkGroupID.x; -uint32_t B_idx_NPQ = gl_WorkGroupID.y; +uint32_t B_idx_NPQ = gl_WorkGroupID.y + gl_WorkGroupID.z * 512; uint32_t T_y = tid / NT_NPQ; uint32_t T_x = tid % NT_NPQ; @@ -178,6 +169,10 @@ ACC_TYPE perElemOpStore(const in uint32_t r, const in uint32_t c, const in ACC_T #endif void main() { + if (B_idx_NPQ * BS_NPQ >= NPQ) { + return; + } + #ifdef COOPMAT2 coopmat matC; matC = coopmat(0.0); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl index 09676a623b..70ee542d96 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl @@ -4,13 +4,6 @@ #include "types.glsl" -#if defined(A_TYPE_PACKED16) -layout (binding = 0) readonly buffer A_PACKED16 {A_TYPE_PACKED16 data_a_packed16[];}; -#endif -#if defined(A_TYPE_PACKED32) -layout (binding = 0) readonly buffer A_PACKED32 {A_TYPE_PACKED32 data_a_packed32[];}; -#endif - #if defined(DATA_A_F32) vec2 dequantize(uint ib, uint iqs, uint a_offset) { return vec2(data_a[a_offset + ib], data_a[a_offset + ib + 1]); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/diag.comp b/ggml/src/ggml-vulkan/vulkan-shaders/diag.comp new file mode 100644 index 0000000000..cd3f42f491 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/diag.comp @@ -0,0 +1,29 @@ +#version 450 + +#include "rte.glsl" +#include "types.glsl" +#include "generic_unary_head.glsl" + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +void main() { + const uint idx = get_idx(); + + if (idx >= p.ne) { + return; + } + + const uint i13 = fastdiv(idx, p.ne1_012mp, p.ne1_012L); + const uint i13_offset = i13 * p.ne12*p.ne11*p.ne10; + const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, p.ne1_01L); + const uint i12_offset = i12*p.ne11*p.ne10; + const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, p.ne1_0L); + const uint i10 = idx - i13_offset - i12_offset - i11*p.ne10; + + if (i10 == i11) { + const float val = float(data_a[get_aoffset() + i13*p.nb03 + i12*p.nb02 + 0*p.nb01 + i10*p.nb00]); + data_d[get_doffset() + dst_idx(idx)] = D_TYPE(val); + } else { + data_d[get_doffset() + dst_idx(idx)] = D_TYPE(0); + } +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp index 4bef48b006..0379e5d502 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp @@ -256,6 +256,9 @@ void main() { barrier(); } + // prevent race on tmpsh + barrier(); + // reduce across threads [[unroll]] for (uint32_t r = 0; r < Br; ++r) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp index cd82e4abfa..c995ab140e 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp @@ -302,6 +302,9 @@ void main() { barrier(); } + // prevent race on tmpsh + barrier(); + // reduce across threads float rowmaxf[rows_per_thread], eMf[rows_per_thread], Moldf[rows_per_thread]; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp index 617d851086..9a71996383 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp @@ -156,7 +156,7 @@ void main() { tensorLayoutM = setTensorLayoutStrideNV(tensorLayoutM, m_stride, 1); tensorLayoutM = setTensorLayoutClampValueNV(tensorLayoutM, 0xfc00); // -inf in float16_t - coopmat mv, mvmax; + coopmat mvmax; coopMatLoadTensorNV(mv, data_m, m_offset, sliceTensorLayoutNV(tensorLayoutM, i * Br, Br, j * Bc, Bc)); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/generic_binary_head.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/generic_binary_head.glsl index c1ad517256..ba7909c4d3 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/generic_binary_head.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/generic_binary_head.glsl @@ -22,6 +22,13 @@ layout (push_constant) uniform parameter #if !RMS_NORM_ROPE_FUSION layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; +#if defined(A_TYPE_PACKED16) +layout (binding = 0) readonly buffer A_PACKED16 {A_TYPE_PACKED16 data_a_packed16[];}; +#endif +#if defined(A_TYPE_PACKED32) +layout (binding = 0) readonly buffer A_PACKED32 {A_TYPE_PACKED32 data_a_packed32[];}; +#endif + layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; #endif diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl index 8dc9d360d5..cc181fda87 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl @@ -18,6 +18,13 @@ layout (push_constant) uniform parameter } p; layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; +#if defined(A_TYPE_PACKED16) +layout (binding = 0) readonly buffer A_PACKED16 {A_TYPE_PACKED16 data_a_packed16[];}; +#endif +#if defined(A_TYPE_PACKED32) +layout (binding = 0) readonly buffer A_PACKED32 {A_TYPE_PACKED32 data_a_packed32[];}; +#endif + layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; uint get_idx() { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/get_rows.comp b/ggml/src/ggml-vulkan/vulkan-shaders/get_rows.comp index 76d83041ce..e88bdd057e 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/get_rows.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/get_rows.comp @@ -26,9 +26,9 @@ void main() { const uint d_offset = get_doffset() + i10*p.nb21 + i11*p.nb22 + i12*p.nb23; #if defined(DATA_A_BF16) - FLOAT_TYPE v = FLOAT_TYPE(bf16_to_fp32(data_a[a_offset + i00])); + TEMP_TYPE v = TEMP_TYPE(bf16_to_fp32(data_a[a_offset + i00])); #else - FLOAT_TYPE v = FLOAT_TYPE(data_a[a_offset + i00]); + TEMP_TYPE v = TEMP_TYPE(data_a[a_offset + i00]); #endif #ifndef OPTIMIZATION_ERROR_WORKAROUND data_d[d_offset + i00] = D_TYPE(v); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec.comp index 9a03925cfd..b3c96576de 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec.comp @@ -3,6 +3,7 @@ #extension GL_EXT_shader_explicit_arithmetic_types_int32 : require #include "mul_mat_vec_base.glsl" +#include "dequant_funcs.glsl" layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl index e4651a683b..cfc8b0c7f4 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl @@ -13,8 +13,6 @@ #include "mul_mat_vec_iface.glsl" -#include "dequant_funcs.glsl" - layout (push_constant) uniform parameter { uint ncols; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl index 14ab1fd74c..337dbd796a 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl @@ -5,13 +5,15 @@ #define MAT_VEC_FUSION_FLAGS_SCALE0 0x4 #define MAT_VEC_FUSION_FLAGS_SCALE1 0x8 -#ifndef MMQ layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; #if defined(A_TYPE_VEC4) layout (binding = 0) readonly buffer AV4 {A_TYPE_VEC4 data_a_v4[];}; #endif -#else -layout (binding = 0) readonly buffer A {A_TYPE_PACKED16 data_a[];}; +#if defined(A_TYPE_PACKED16) +layout (binding = 0) readonly buffer A_PACKED16 {A_TYPE_PACKED16 data_a_packed16[];}; +#endif +#if defined(A_TYPE_PACKED32) +layout (binding = 0) readonly buffer A_PACKED32 {A_TYPE_PACKED32 data_a_packed32[];}; #endif layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_m.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_m.comp index 4cb292380c..e5cc7ff862 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_m.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_m.comp @@ -7,35 +7,85 @@ layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; FLOAT_TYPE temp[NUM_COLS][NUM_ROWS]; -void calc_superblock(const uint a_offset, const uint b_offset, const uint ib32, const uint i, const uint num_blocks_per_row, const uint first_row, const uint num_rows) { +void calc_superblock(const uint a_offset, const uint b_offset, const uint ib32, const uint i, + const uint num_blocks_per_row, const uint first_row, const uint num_rows) { + // Compute starting index in matrix B for this superblock const uint y_idx = i * QUANT_K + 32 * ib32; - uint ibi = a_offset / QUANT_K + first_row * num_blocks_per_row + i; + + // Precompute indices for quantization lookup tables + const uint qh_base = 2 * ib32; + const uint qs_base = 4 * ib32; + const uint sc_index = ib32 / 2; + const uint sc_shift = 6 * (ib32 & 1); + + // Loop over rows in the superblock [[unroll]] for (uint n = 0; n < num_rows; ++n) { + // Load per-block scales and shift for quantization const uint16_t[4] scales = data_a[ibi].scales; const u16vec4 s = u16vec4(scales[0], scales[1], scales[2], scales[3]) >> 12; const float d = float(unpackHalf2x16(s.x | (s.y << 4) | (s.z << 8) | (s.w << 12)).x); + const uint sc = data_a[ibi].scales[sc_index] >> sc_shift; - const uint sc = data_a[ibi].scales[ib32 / 2] >> (6 * (ib32 & 1)); + // Temporary caches for decoding + FLOAT_TYPE dl_cache[4]; + uint16_t gvf_cache[4]; + float delta_cache[4]; + + // Precompute the multiplier and lookup values for 4 sub-blocks [[unroll]] for (uint l = 0; l < 4; ++l) { - const uint qh = data_a[ibi].qh[2 * ib32 + l / 2] >> (4 * (l&1)); - const uint qs = data_a[ibi].qs[4 * ib32 + l]; - const float delta = ((qh & 8) != 0) ? -IQ1M_DELTA : IQ1M_DELTA; - const float dl = d * (2 * bitfieldExtract(sc, 3 * int(l / 2), 3) + 1); + dl_cache[l] = FLOAT_TYPE(d * (2 * bitfieldExtract(sc, 3 * int(l / 2), 3) + 1)); + const uint qh = data_a[ibi].qh[qh_base + l / 2] >> (4 * (l & 1)); + const uint qs = data_a[ibi].qs[qs_base + l]; + gvf_cache[l] = iq1s_grid[qs | ((qh & 7) << 8)]; + delta_cache[l] = ((qh & 8) != 0) ? -IQ1M_DELTA : IQ1M_DELTA; + } - const int16_t grid = int16_t(iq1s_grid[qs | ((qh & 7) << 8)]); + // Loop over columns of the output + [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { + // Compute base index for matrix B + const uint base_b_idx = (j * p.batch_stride_b + b_offset + y_idx) / 4; + vec4 b_vals[8]; - [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { - vec4 b0 = vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y_idx) / 4 + 2*l + 0]); - vec4 b4 = vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y_idx) / 4 + 2*l + 1]); - - FLOAT_TYPE sum = FLOAT_TYPE(0.0); - [[unroll]] for (int k = 0; k < 4; ++k) { - sum = fma(FLOAT_TYPE(b0[k]), bitfieldExtract(grid, 2 * k, 2) + delta, - fma(FLOAT_TYPE(b4[k]), bitfieldExtract(grid, 8 + 2 * k, 2) + delta, sum)); - } - temp[j][n] = fma(dl, sum, temp[j][n]); + // Load 8 vec4 values from matrix B + [[unroll]] for (int idx = 0; idx < 8; ++idx) { + b_vals[idx] = vec4(data_b_v4[base_b_idx + idx]); } + + FLOAT_TYPE col_sum = FLOAT_TYPE(0.0); + + // Loop over sub-blocks + [[unroll]] for (uint l = 0; l < 4; ++l) { + const uint16_t grid = gvf_cache[l]; + const float dl = dl_cache[l]; + + // Decode 8 2-bit fbits from gvf_cache + float f0 = float(bitfieldExtract(grid, 0, 2)); + float f1 = float(bitfieldExtract(grid, 2, 2)); + float f2 = float(bitfieldExtract(grid, 4, 2)); + float f3 = float(bitfieldExtract(grid, 6, 2)); + float f4 = float(bitfieldExtract(grid, 8, 2)); + float f5 = float(bitfieldExtract(grid, 10, 2)); + float f6 = float(bitfieldExtract(grid, 12, 2)); + float f7 = float(bitfieldExtract(grid, 14, 2)); + + // Pack into vec4 for vectorized FMA + const vec4 fbits_v0 = vec4(f0, f1, f2, f3); + const vec4 fbits_v1 = vec4(f4, f5, f6, f7); + const vec4 delta_v = vec4(delta_cache[l]); + + // Vectorized fused multiply-add + vec4 sum_v = fma(b_vals[2*l + 0], fbits_v0 + delta_v, vec4(0.0)); + sum_v = fma(b_vals[2*l + 1], fbits_v1 + delta_v, sum_v); + + // Horizontal add to get scalar sum + FLOAT_TYPE sum = sum_v.x + sum_v.y + sum_v.z + sum_v.w; + + // Accumulate to column sum + col_sum = fma(dl, sum, col_sum); + } + // Write result to temporary buffer + temp[j][n] += col_sum; } ibi += num_blocks_per_row; } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_s.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_s.comp index 0b74b33212..c5f5e9cbb2 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_s.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iq1_s.comp @@ -7,34 +7,50 @@ layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; FLOAT_TYPE temp[NUM_COLS][NUM_ROWS]; -void calc_superblock(const uint a_offset, const uint b_offset, const uint ib32, const uint i, const uint num_blocks_per_row, const uint first_row, const uint num_rows) { - const uint y_idx = i * QUANT_K + 32 * ib32; - - uint ibi = a_offset / QUANT_K + first_row * num_blocks_per_row + i; - [[unroll]] for (uint n = 0; n < num_rows; ++n) { - const float d = float(data_a[ibi].d); - const uint qh = data_a[ibi].qh[ib32]; - const float dl = d * float(2 * bitfieldExtract(qh, 12, 3) + 1); - const float delta = ((qh & 0x8000) != 0) ? -IQ1S_DELTA : IQ1S_DELTA; - +void calc_superblock(const uint a_offset, const uint b_offset, const uint ib32, const uint i, + const uint num_blocks_per_row, const uint first_row, const uint num_rows) { + const uint y_idx_base = i * QUANT_K + 32 * ib32; + [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { + const uint base_b_idx = (j * p.batch_stride_b + b_offset + y_idx_base) / 4; [[unroll]] for (uint l = 0; l < 4; ++l) { - const uint qs = data_a[ibi].qs[4 * ib32 + l]; - const uint idxhi = bitfieldExtract(qh, 3 * int(l), 3); - const int16_t grid = int16_t(iq1s_grid[qs | (idxhi << 8)]); + const vec4 b_val_0 = vec4(data_b_v4[base_b_idx + 2 * l]); + const vec4 b_val_1 = vec4(data_b_v4[base_b_idx + 2 * l + 1]); - [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { - vec4 b0 = vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y_idx) / 4 + 2*l + 0]); - vec4 b4 = vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y_idx) / 4 + 2*l + 1]); + // index for data_a + uint ibi = a_offset / QUANT_K + first_row * num_blocks_per_row + i; + + [[unroll]] for (uint n = 0; n < num_rows; ++n) { + const float d = float(data_a[ibi].d); + const uint qh = data_a[ibi].qh[ib32]; + + const float dl = d * float(2 * bitfieldExtract(qh, 12, 3) + 1); + const uint qs = data_a[ibi].qs[4 * ib32 + l]; + const uint idxhi = bitfieldExtract(qh, 3 * int(l), 3); + const uint16_t grid = uint16_t(iq1s_grid[qs | (idxhi << 8)]); + + const float delta_val = ((qh & 0x8000) != 0) ? -IQ1S_DELTA : IQ1S_DELTA; + const vec4 delta_v = vec4(delta_val); + const vec4 fbits0 = vec4( + float(bitfieldExtract(grid, 0, 2)), + float(bitfieldExtract(grid, 2, 2)), + float(bitfieldExtract(grid, 4, 2)), + float(bitfieldExtract(grid, 6, 2)) + ); + const vec4 fbits1 = vec4( + float(bitfieldExtract(grid, 8, 2)), + float(bitfieldExtract(grid, 10, 2)), + float(bitfieldExtract(grid, 12, 2)), + float(bitfieldExtract(grid, 14, 2)) + ); + + vec4 sum_v = fma(b_val_0, fbits0 + delta_v, vec4(0.0)); + sum_v = fma(b_val_1, fbits1 + delta_v, sum_v); + FLOAT_TYPE sum = dot(sum_v, vec4(1.0)); - FLOAT_TYPE sum = FLOAT_TYPE(0.0); - [[unroll]] for (int k = 0; k < 4; ++k) { - sum = fma(FLOAT_TYPE(b0[k]), bitfieldExtract(grid, 2 * k, 2) + delta, - fma(FLOAT_TYPE(b4[k]), bitfieldExtract(grid, 8 + 2 * k, 2) + delta, sum)); - } temp[j][n] = fma(dl, sum, temp[j][n]); + ibi += num_blocks_per_row; } } - ibi += num_blocks_per_row; } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq.comp index 64293f6eca..15f005be3e 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq.comp @@ -10,60 +10,56 @@ layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; +#if defined(DATA_A_QUANT_LEGACY) || defined(DATA_A_MXFP4) #define K_PER_ITER 8 - -#include "mul_mmq_funcs.glsl" +#elif defined(DATA_A_QUANT_K) +#define K_PER_ITER 16 +#else +#error unimplemented +#endif uint a_offset, b_offset, d_offset; -int32_t cache_b_qs[2]; +int32_t cache_b_qs[K_PER_ITER / 4]; vec2 cache_b_ds; +#include "mul_mat_vecq_funcs.glsl" + void iter(inout FLOAT_TYPE temp[NUM_COLS][NUM_ROWS], const uint first_row, const uint num_rows, const uint tid, const uint i) { [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { const uint col = i*BLOCK_SIZE + tid*K_PER_ITER; // Preload data_b block const uint b_block_idx = (j*p.batch_stride_b + col) / QUANT_K_Q8_1 + b_offset; - const uint b_qs_idx = tid % 4; + const uint b_qs_idx = tid % (32 / K_PER_ITER); const uint b_block_idx_outer = b_block_idx / 4; const uint b_block_idx_inner = b_block_idx % 4; cache_b_ds = vec2(data_b[b_block_idx_outer].ds[b_block_idx_inner]); #if QUANT_R == 2 + // Assumes K_PER_ITER == 8 cache_b_qs[0] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx]; cache_b_qs[1] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx + 4]; #else +#if K_PER_ITER == 8 cache_b_qs[0] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 2]; cache_b_qs[1] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 2 + 1]; +#elif K_PER_ITER == 16 + cache_b_qs[0] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 4 ]; + cache_b_qs[1] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 4 + 1]; + cache_b_qs[2] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 4 + 2]; + cache_b_qs[3] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 4 + 3]; +#else +#error unimplemented +#endif #endif uint ibi = first_row*p.ncols; [[unroll]] for (uint n = 0; n < num_rows; ++n) { - const uint a_block_idx = (ibi + col)/QUANT_K + a_offset; + const uint a_block_idx = (ibi + col)/QUANT_K_Q8_1 + a_offset; ibi += p.ncols; - int32_t q_sum = 0; -#if QUANT_R == 2 - const i32vec2 data_a_qs = repack(a_block_idx, b_qs_idx); - q_sum += dotPacked4x8EXT(data_a_qs.x, - cache_b_qs[0]); - q_sum += dotPacked4x8EXT(data_a_qs.y, - cache_b_qs[1]); -#else - int32_t data_a_qs = repack(a_block_idx, b_qs_idx * 2); - q_sum += dotPacked4x8EXT(data_a_qs, - cache_b_qs[0]); - data_a_qs = repack(a_block_idx, b_qs_idx * 2 + 1); - q_sum += dotPacked4x8EXT(data_a_qs, - cache_b_qs[1]); -#endif - -#if QUANT_AUXF == 1 - temp[j][n] += mul_q8_1(q_sum, get_d(a_block_idx), cache_b_ds, 4); -#else - temp[j][n] += mul_q8_1(q_sum, get_dm(a_block_idx), cache_b_ds, 4); -#endif + temp[j][n] += mmvq_dot_product(a_block_idx, b_qs_idx); } } } @@ -72,7 +68,7 @@ void compute_outputs(const uint32_t first_row, const uint32_t num_rows) { const uint tid = gl_LocalInvocationID.x; get_offsets(a_offset, b_offset, d_offset); - a_offset /= QUANT_K; + a_offset /= QUANT_K_Q8_1; b_offset /= QUANT_K_Q8_1; FLOAT_TYPE temp[NUM_COLS][NUM_ROWS]; @@ -102,14 +98,6 @@ void compute_outputs(const uint32_t first_row, const uint32_t num_rows) { unroll_count = 2; unrolled_iters = num_iters & ~(unroll_count - 1); -#if K_PER_ITER == 2 - if ((p.ncols & 1) != 0 && - unrolled_iters == num_iters && - unrolled_iters > 0) { - unrolled_iters -= unroll_count; - } -#endif - while (i < unrolled_iters) { // Manually partially unroll the loop [[unroll]] for (uint k = 0; k < unroll_count; ++k) { @@ -128,6 +116,10 @@ void compute_outputs(const uint32_t first_row, const uint32_t num_rows) { void main() { const uint first_row = NUM_ROWS * (gl_WorkGroupID.x + gl_NumWorkGroups.x * gl_WorkGroupID.z); +#ifdef NEEDS_INIT_IQ_SHMEM + init_iq_shmem(gl_WorkGroupSize); +#endif + // do NUM_ROWS at a time, unless there aren't enough remaining rows if (first_row + NUM_ROWS <= p.stride_d) { compute_outputs(first_row, NUM_ROWS); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq_funcs.glsl new file mode 100644 index 0000000000..2389ea0b1e --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vecq_funcs.glsl @@ -0,0 +1,379 @@ +#extension GL_EXT_shader_explicit_arithmetic_types_int32 : require +#extension GL_EXT_shader_explicit_arithmetic_types_int16 : require +#extension GL_EXT_shader_explicit_arithmetic_types_int8 : require + +#include "types.glsl" + +#if defined(DATA_A_Q4_0) || defined(DATA_A_Q5_0) || defined(DATA_A_Q8_0) || defined(DATA_A_IQ1_S) || defined(DATA_A_IQ2_XXS) || defined(DATA_A_IQ2_XS) || defined(DATA_A_IQ2_S) || defined(DATA_A_IQ3_XXS) || defined(DATA_A_IQ3_S) || defined(DATA_A_IQ4_XS) || defined(DATA_A_IQ4_NL) +FLOAT_TYPE get_dm(uint ib) { + return FLOAT_TYPE(data_a[ib].d); +} +#endif + +#if defined(DATA_A_Q4_1) || defined(DATA_A_Q5_1) +FLOAT_TYPE_VEC2 get_dm(uint ib) { + return FLOAT_TYPE_VEC2(data_a_packed32[ib].dm); +} +#endif + +#if defined(DATA_A_MXFP4) +FLOAT_TYPE get_dm(uint ib) { + return FLOAT_TYPE(e8m0_to_fp32(data_a[ib].e)); +} +#endif + +#if defined(DATA_A_Q2_K) +FLOAT_TYPE_VEC2 get_dm(uint ib) { + const uint ib_k = ib / 8; + return FLOAT_TYPE_VEC2(data_a_packed32[ib_k].dm); +} +#endif + +// Each iqs value maps to a 32-bit integer +#if defined(DATA_A_Q4_0) +// 2-byte loads for Q4_0 blocks (18 bytes) +i32vec2 repack(uint ib, uint iqs) { + const u16vec2 quants = u16vec2(data_a_packed16[ib].qs[iqs * 2 ], + data_a_packed16[ib].qs[iqs * 2 + 1]); + const uint32_t vui = pack32(quants); + return i32vec2( vui & 0x0F0F0F0F, + (vui >> 4) & 0x0F0F0F0F); +} + +FLOAT_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { + return FLOAT_TYPE(da * (float(q_sum) * dsb.x - (8 / sum_divisor) * dsb.y)); +} +#endif + +#if defined(DATA_A_Q4_1) +// 4-byte loads for Q4_1 blocks (20 bytes) +i32vec2 repack(uint ib, uint iqs) { + const uint32_t vui = data_a_packed32[ib].qs[iqs]; + return i32vec2( vui & 0x0F0F0F0F, + (vui >> 4) & 0x0F0F0F0F); +} + +FLOAT_TYPE mul_q8_1(const int32_t q_sum, const vec2 dma, const vec2 dsb, const int32_t sum_divisor) { + return FLOAT_TYPE(float(q_sum) * dma.x * dsb.x + dma.y * dsb.y / sum_divisor); +} +#endif + +#if defined(DATA_A_Q5_0) +// 2-byte loads for Q5_0 blocks (22 bytes) +i32vec2 repack(uint ib, uint iqs) { + const u16vec2 quants = u16vec2(data_a_packed16[ib].qs[iqs * 2 ], + data_a_packed16[ib].qs[iqs * 2 + 1]); + const uint32_t vui = pack32(quants); + const int32_t qh = int32_t((uint32_t(data_a_packed16[ib].qh[1]) << 16 | data_a_packed16[ib].qh[0]) >> (4 * iqs)); + const int32_t v0 = int32_t(vui & 0x0F0F0F0F) + | ((qh & 0xF) * 0x02040810) & 0x10101010; // (0,1,2,3) -> (4,12,20,28) + + const int32_t v1 = int32_t((vui >> 4) & 0x0F0F0F0F) + | (((qh >> 16) & 0xF) * 0x02040810) & 0x10101010; // (16,17,18,19) -> (4,12,20,28) + + return i32vec2(v0, v1); +} + +FLOAT_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { + return FLOAT_TYPE(da * (float(q_sum) * dsb.x - (16 / sum_divisor) * dsb.y)); +} +#endif + +#if defined(DATA_A_Q5_1) +// 4-byte loads for Q5_1 blocks (24 bytes) +i32vec2 repack(uint ib, uint iqs) { + const u16vec2 quants = u16vec2(data_a_packed16[ib].qs[iqs * 2 ], + data_a_packed16[ib].qs[iqs * 2 + 1]); + const uint32_t vui = pack32(quants); + const int32_t qh = int32_t(data_a_packed32[ib].qh >> (4 * iqs)); + const int32_t v0 = int32_t(vui & 0x0F0F0F0F) + | ((qh & 0xF) * 0x02040810) & 0x10101010; // (0,1,2,3) -> (4,12,20,28) + + const int32_t v1 = int32_t((vui >> 4) & 0x0F0F0F0F) + | (((qh >> 16) & 0xF) * 0x02040810) & 0x10101010; // (16,17,18,19) -> (4,12,20,28) + + return i32vec2(v0, v1); +} + +FLOAT_TYPE mul_q8_1(const int32_t q_sum, const vec2 dma, const vec2 dsb, const int32_t sum_divisor) { + return FLOAT_TYPE(float(q_sum) * dma.x * dsb.x + dma.y * dsb.y / sum_divisor); +} +#endif + +#if defined(DATA_A_Q8_0) +// 2-byte loads for Q8_0 blocks (34 bytes) +int32_t repack(uint ib, uint iqs) { + return pack32(i16vec2(data_a_packed16[ib].qs[iqs * 2 ], + data_a_packed16[ib].qs[iqs * 2 + 1])); +} + +FLOAT_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { + return FLOAT_TYPE(float(q_sum) * da * dsb.x); +} +#endif + +#if defined(DATA_A_MXFP4) +// 1-byte loads for mxfp4 blocks (17 bytes) +i32vec2 repack(uint ib, uint iqs) { + const uint32_t qs = pack32(u8vec4(data_a[ib].qs[iqs * 4 ], + data_a[ib].qs[iqs * 4 + 1], + data_a[ib].qs[iqs * 4 + 2], + data_a[ib].qs[iqs * 4 + 3])); + + const u8vec4 i_a0 = unpack8( qs & 0x0F0F0F0F); + const u8vec4 i_a1 = unpack8((qs >> 4) & 0x0F0F0F0F); + + return i32vec2(pack32(i8vec4(kvalues_mxfp4[i_a0.x], kvalues_mxfp4[i_a0.y], kvalues_mxfp4[i_a0.z], kvalues_mxfp4[i_a0.w])), + pack32(i8vec4(kvalues_mxfp4[i_a1.x], kvalues_mxfp4[i_a1.y], kvalues_mxfp4[i_a1.z], kvalues_mxfp4[i_a1.w]))); +} + +FLOAT_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { + return FLOAT_TYPE(da * dsb.x * float(q_sum) * 0.5); +} +#endif + +#if defined(DATA_A_QUANT_LEGACY) || defined(DATA_A_MXFP4) +FLOAT_TYPE mmvq_dot_product(const uint ib_a, const uint iqs) { + int32_t q_sum = 0; +#if QUANT_R == 2 + const i32vec2 data_a_qs = repack(ib_a, iqs); + q_sum += dotPacked4x8EXT(data_a_qs.x, + cache_b_qs[0]); + q_sum += dotPacked4x8EXT(data_a_qs.y, + cache_b_qs[1]); +#else + int32_t data_a_qs = repack(ib_a, iqs * 2); + q_sum += dotPacked4x8EXT(data_a_qs, + cache_b_qs[0]); + data_a_qs = repack(ib_a, iqs * 2 + 1); + q_sum += dotPacked4x8EXT(data_a_qs, + cache_b_qs[1]); +#endif + + // 2 quants per call => divide sums by 8/2 = 4 + return mul_q8_1(q_sum, get_dm(ib_a), cache_b_ds, 4); +} +#endif + +#if defined(DATA_A_Q2_K) +// 4-byte loads for Q2_K blocks (84 bytes) +i32vec4 repack4(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + + const uint qs_idx = (iqs_k / 32) * 8 + (iqs_k % 8); + const uint qs_shift = ((iqs_k % 32) / 8) * 2; + + return i32vec4((data_a_packed32[ib_k].qs[qs_idx ] >> qs_shift) & 0x03030303, + (data_a_packed32[ib_k].qs[qs_idx + 1] >> qs_shift) & 0x03030303, + (data_a_packed32[ib_k].qs[qs_idx + 2] >> qs_shift) & 0x03030303, + (data_a_packed32[ib_k].qs[qs_idx + 3] >> qs_shift) & 0x03030303); +} + +uint8_t get_scale(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + + return data_a[ib_k].scales[iqs_k / 4]; +} + +FLOAT_TYPE mmvq_dot_product(const uint ib_a, const uint iqs) { + int32_t sum_d = 0; + int32_t sum_m = 0; + + const i32vec4 qs_a = repack4(ib_a, iqs * 4); + const uint8_t scale = get_scale(ib_a, iqs * 4); + const vec2 dm = vec2(get_dm(ib_a)); + const int32_t scale_m = int32_t(scale >> 4) * 0x01010101; // Duplicate 8-bit value across 32-bits. + + sum_d += dotPacked4x8EXT(qs_a.x, cache_b_qs[0]) * (scale & 0xF); + sum_m += dotPacked4x8EXT(scale_m, cache_b_qs[0]); + + sum_d += dotPacked4x8EXT(qs_a.y, cache_b_qs[1]) * (scale & 0xF); + sum_m += dotPacked4x8EXT(scale_m, cache_b_qs[1]); + + sum_d += dotPacked4x8EXT(qs_a.z, cache_b_qs[2]) * (scale & 0xF); + sum_m += dotPacked4x8EXT(scale_m, cache_b_qs[2]); + + sum_d += dotPacked4x8EXT(qs_a.w, cache_b_qs[3]) * (scale & 0xF); + sum_m += dotPacked4x8EXT(scale_m, cache_b_qs[3]); + + return FLOAT_TYPE(float(cache_b_ds.x) * (float(dm.x) * float(sum_d) - float(dm.y) * float(sum_m))); +} +#endif + +#if defined(DATA_A_Q3_K) +// 2-byte loads for Q3_K blocks (110 bytes) +i32vec4 repack4(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + + const uint qs_idx = (iqs_k / 32) * 8 + (iqs_k % 8); + const uint qs_shift = ((iqs_k % 32) / 8) * 2; + const uint hm_shift = iqs_k / 8; + + // bitwise OR to add 4 if hmask is set, subtract later + const i8vec2 vals00 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 ] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 ] >> hm_shift) & uint16_t(0x0101)) << 2)); + const i8vec2 vals01 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 1] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 + 1] >> hm_shift) & uint16_t(0x0101)) << 2)); + const i8vec2 vals10 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 2] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 + 2] >> hm_shift) & uint16_t(0x0101)) << 2)); + const i8vec2 vals11 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 3] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 + 3] >> hm_shift) & uint16_t(0x0101)) << 2)); + const i8vec2 vals20 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 4] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 + 4] >> hm_shift) & uint16_t(0x0101)) << 2)); + const i8vec2 vals21 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 5] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 + 5] >> hm_shift) & uint16_t(0x0101)) << 2)); + const i8vec2 vals30 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 6] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 + 6] >> hm_shift) & uint16_t(0x0101)) << 2)); + const i8vec2 vals31 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 7] >> qs_shift) & uint16_t(0x0303))) | + unpack8(int16_t(((data_a_packed16[ib_k].hmask[iqs * 2 + 7] >> hm_shift) & uint16_t(0x0101)) << 2)); + + return i32vec4(pack32(i8vec4(vals00.x, vals00.y, vals01.x, vals01.y) - int8_t(4)), + pack32(i8vec4(vals10.x, vals10.y, vals11.x, vals11.y) - int8_t(4)), + pack32(i8vec4(vals20.x, vals20.y, vals21.x, vals21.y) - int8_t(4)), + pack32(i8vec4(vals30.x, vals30.y, vals31.x, vals31.y) - int8_t(4))); +} + +float get_d_scale(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + const uint is = iqs_k / 4; + + const int8_t scale = int8_t(((data_a[ib_k].scales[is % 8 ] >> (4 * (is / 8))) & 0x0F0F) | + (((data_a[ib_k].scales[8 + (is % 4)] >> (2 * (is / 4))) & 0x0303) << 4)); + return float(data_a[ib_k].d) * float(scale - 32); +} + +FLOAT_TYPE mmvq_dot_product(const uint ib_a, const uint iqs) { + int32_t q_sum = 0; + + const i32vec4 qs_a = repack4(ib_a, iqs * 4); + const float d_scale = get_d_scale(ib_a, iqs * 4); + + q_sum += dotPacked4x8EXT(qs_a.x, cache_b_qs[0]); + q_sum += dotPacked4x8EXT(qs_a.y, cache_b_qs[1]); + q_sum += dotPacked4x8EXT(qs_a.z, cache_b_qs[2]); + q_sum += dotPacked4x8EXT(qs_a.w, cache_b_qs[3]); + + return FLOAT_TYPE(float(cache_b_ds.x) * d_scale * float(q_sum)); +} +#endif + +#if defined(DATA_A_Q4_K) || defined(DATA_A_Q5_K) +// 4-byte loads for Q4_K blocks (144 bytes) and Q5_K blocks (176 bytes) +i32vec4 repack4(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + + const uint qs_idx = (iqs_k / 16) * 8 + (iqs_k % 8); + const uint qs_shift = ((iqs_k % 16) / 8) * 4; + +#if defined(DATA_A_Q4_K) + const uint32_t vals0 = (data_a_packed32[ib_k].qs[qs_idx ] >> qs_shift) & 0x0F0F0F0F; + const uint32_t vals1 = (data_a_packed32[ib_k].qs[qs_idx + 1] >> qs_shift) & 0x0F0F0F0F; + const uint32_t vals2 = (data_a_packed32[ib_k].qs[qs_idx + 2] >> qs_shift) & 0x0F0F0F0F; + const uint32_t vals3 = (data_a_packed32[ib_k].qs[qs_idx + 3] >> qs_shift) & 0x0F0F0F0F; + + return i32vec4(vals0, vals1, vals2, vals3); +#else // defined(DATA_A_Q5_K) + const uint qh_idx = iqs; + const uint qh_shift = iqs_k / 8; + + return i32vec4(((data_a_packed32[ib_k].qs[qs_idx ] >> qs_shift) & 0x0F0F0F0F) | + (((data_a_packed32[ib_k].qh[qh_idx ] >> qh_shift) & 0x01010101) << 4), + ((data_a_packed32[ib_k].qs[qs_idx + 1] >> qs_shift) & 0x0F0F0F0F) | + (((data_a_packed32[ib_k].qh[qh_idx + 1] >> qh_shift) & 0x01010101) << 4), + ((data_a_packed32[ib_k].qs[qs_idx + 2] >> qs_shift) & 0x0F0F0F0F) | + (((data_a_packed32[ib_k].qh[qh_idx + 2] >> qh_shift) & 0x01010101) << 4), + ((data_a_packed32[ib_k].qs[qs_idx + 3] >> qs_shift) & 0x0F0F0F0F) | + (((data_a_packed32[ib_k].qh[qh_idx + 3] >> qh_shift) & 0x01010101) << 4)); +#endif +} + +vec2 get_dm_scale(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + const uint is = iqs_k / 8; + u8vec2 scale_dm; + if (is < 4) { + scale_dm = u8vec2(data_a[ib_k].scales[is] & 0x3F, data_a[ib_k].scales[is + 4] & 0x3F); + } else { + scale_dm = u8vec2((data_a[ib_k].scales[is+4] & 0xF) | ((data_a[ib_k].scales[is-4] & 0xC0) >> 2), + (data_a[ib_k].scales[is+4] >> 4) | ((data_a[ib_k].scales[is ] & 0xC0) >> 2)); + } + + return FLOAT_TYPE_VEC2(data_a_packed32[ib_k].dm) * FLOAT_TYPE_VEC2(scale_dm); +} + +FLOAT_TYPE mmvq_dot_product(const uint ib_a, const uint iqs) { + int32_t q_sum = 0; + + const i32vec4 qs_a = repack4(ib_a, iqs * 4); + const vec2 dm_scale = get_dm_scale(ib_a, iqs * 4); + + q_sum += dotPacked4x8EXT(qs_a.x, cache_b_qs[0]); + q_sum += dotPacked4x8EXT(qs_a.y, cache_b_qs[1]); + q_sum += dotPacked4x8EXT(qs_a.z, cache_b_qs[2]); + q_sum += dotPacked4x8EXT(qs_a.w, cache_b_qs[3]); + + return FLOAT_TYPE(float(cache_b_ds.x) * float(dm_scale.x) * float(q_sum) - float(dm_scale.y) * float(cache_b_ds.y / 2)); +} +#endif + +#if defined(DATA_A_Q6_K) +// 2-byte loads for Q6_K blocks (210 bytes) +i32vec4 repack4(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + + const uint ql_idx = (iqs_k / 32) * 16 + iqs_k % 16; + const uint ql_shift = ((iqs_k % 32) / 16) * 4; + + const uint qh_idx = (iqs_k / 32) * 8 + iqs; + const uint qh_shift = ((iqs_k % 32) / 8) * 2; + + const i8vec2 vals00 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 ] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 ] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals01 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 1] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 1] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals10 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 2] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 2] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals11 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 3] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 3] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals20 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 4] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 4] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals21 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 5] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 5] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals30 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 6] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 6] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals31 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 7] >> ql_shift) & uint16_t(0x0F0F))) | + unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 7] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + + return i32vec4(pack32(i8vec4(vals00.x, vals00.y, vals01.x, vals01.y)), + pack32(i8vec4(vals10.x, vals10.y, vals11.x, vals11.y)), + pack32(i8vec4(vals20.x, vals20.y, vals21.x, vals21.y)), + pack32(i8vec4(vals30.x, vals30.y, vals31.x, vals31.y))); +} + +float get_d_scale(uint ib, uint iqs) { + const uint ib_k = ib / 8; + const uint iqs_k = (ib % 8) * 8 + iqs; + return float(data_a[ib_k].d) * float(data_a[ib_k].scales[iqs_k / 4]); +} + +FLOAT_TYPE mmvq_dot_product(const uint ib_a, const uint iqs) { + int32_t q_sum = 0; + + const i32vec4 qs_a = repack4(ib_a, iqs * 4); + const float d_scale = get_d_scale(ib_a, iqs * 4); + + q_sum += dotPacked4x8EXT(qs_a.x, cache_b_qs[0]); + q_sum += dotPacked4x8EXT(qs_a.y, cache_b_qs[1]); + q_sum += dotPacked4x8EXT(qs_a.z, cache_b_qs[2]); + q_sum += dotPacked4x8EXT(qs_a.w, cache_b_qs[3]); + + return FLOAT_TYPE(float(cache_b_ds.x) * float(d_scale) * float(q_sum)); +} +#endif diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl index ee5ded2e8d..58ede04400 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl @@ -244,17 +244,20 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin const uint iqs = idx % 128; // 0..127 const uint n = iqs / 64; // 0,1 - const uint b = (iqs % 64) / 32; // 0,1 + const uint b = ((iqs % 64) / 32) * 4; // 0,4 const uint is_b = (iqs % 16) / 8; // 0,1 const uint qhshift = ((iqs % 64) / 16) * 2; // 0,2,4,6 const uint is = 8 * n + qhshift + is_b; // 0..15 - const uint qsi = n * 64 + (iqs % 32) * 2; // 0,2,4..126 - const uint qhi = n * 32 + (iqs % 16) * 2; // 0,2,4..62 + const uint qsi = n * 32 + (iqs % 32); // 0..63 + const uint qhi = n * 16 + (iqs % 16); // 0..31 const float dscale = float(data_a[ib].d) * float(data_a[ib].scales[is]); - buf_a[buf_idx] = FLOAT_TYPE_VEC2(dscale * float(int8_t(((data_a[ib].ql[qsi ] >> (b * 4)) & 0xF) | (((data_a[ib].qh[qhi ] >> qhshift) & 3) << 4)) - 32), - dscale * float(int8_t(((data_a[ib].ql[qsi + 1] >> (b * 4)) & 0xF) | (((data_a[ib].qh[qhi + 1] >> qhshift) & 3) << 4)) - 32)); + const uint ql = (uint(data_a_packed16[ib].ql[qsi]) >> b) & 0x0F0F; + const uint qh = (uint(data_a_packed16[ib].qh[qhi]) >> qhshift) & 0x0303; + const vec2 q = (vec2(unpack8(ql | (qh << 4)).xy) - 32) * dscale; + + buf_a[buf_idx] = FLOAT_TYPE_VEC2(q.x, q.y); #elif defined(DATA_A_IQ1_S) const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row; const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq.comp index 5266e523b9..dc8b3df47b 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq.comp @@ -78,8 +78,6 @@ layout (constant_id = 10) const uint WARP = 32; #define BK 32 -#define MMQ_SHMEM - #include "mul_mmq_shmem_types.glsl" #ifdef MUL_MAT_ID diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl index 4e3a561142..7f32dadf17 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl @@ -9,31 +9,6 @@ #if defined(DATA_A_Q4_0) || defined(DATA_A_Q4_1) // 2-byte loads for Q4_0 blocks (18 bytes) // 4-byte loads for Q4_1 blocks (20 bytes) -i32vec2 repack(uint ib, uint iqs) { -#ifdef DATA_A_Q4_0 - const u16vec2 quants = u16vec2(data_a_packed16[ib].qs[iqs * 2 ], - data_a_packed16[ib].qs[iqs * 2 + 1]); - const uint32_t vui = pack32(quants); - return i32vec2( vui & 0x0F0F0F0F, - (vui >> 4) & 0x0F0F0F0F); -#else // DATA_A_Q4_1 - const uint32_t vui = data_a_packed32[ib].qs[iqs]; - return i32vec2( vui & 0x0F0F0F0F, - (vui >> 4) & 0x0F0F0F0F); -#endif -} - -#ifdef DATA_A_Q4_0 -ACC_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(da * (float(q_sum) * dsb.x - (8 / sum_divisor) * dsb.y)); -} -#else // DATA_A_Q4_1 -ACC_TYPE mul_q8_1(const int32_t q_sum, const vec2 dma, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(float(q_sum) * dma.x * dsb.x + dma.y * dsb.y / sum_divisor); -} -#endif - -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { #ifdef DATA_A_Q4_0 buf_a[buf_ib].qs[iqs] = pack32(u16vec2(data_a_packed16[ib].qs[iqs * 2], @@ -73,42 +48,17 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { q_sum += dotPacked4x8EXT(qs_a.y, qs_b1); } - return mul_q8_1(q_sum, cache_a[ib_a].dm, cache_b.ds, 1); +#ifdef DATA_A_Q4_0 + return ACC_TYPE(float(cache_a[ib_a].dm) * (float(q_sum) * float(cache_b.ds.x) - 8.0 * float(cache_b.ds.y))); +#else // DATA_A_Q4_1 + return ACC_TYPE(float(q_sum) * float(cache_a[ib_a].dm.x) * float(cache_b.ds.x) + float(cache_a[ib_a].dm.y) * float(cache_b.ds.y)); +#endif } -#endif // MMQ_SHMEM +#endif -#elif defined(DATA_A_Q5_0) || defined(DATA_A_Q5_1) +#if defined(DATA_A_Q5_0) || defined(DATA_A_Q5_1) // 2-byte loads for Q5_0 blocks (22 bytes) // 4-byte loads for Q5_1 blocks (24 bytes) -i32vec2 repack(uint ib, uint iqs) { - const u16vec2 quants = u16vec2(data_a_packed16[ib].qs[iqs * 2 ], - data_a_packed16[ib].qs[iqs * 2 + 1]); - const uint32_t vui = pack32(quants); -#ifdef DATA_A_Q5_0 - const int32_t qh = int32_t((uint32_t(data_a_packed16[ib].qh[1]) << 16 | data_a_packed16[ib].qh[0]) >> (4 * iqs)); -#else // DATA_A_Q5_1 - const int32_t qh = int32_t(data_a_packed32[ib].qh >> (4 * iqs)); -#endif - const int32_t v0 = int32_t(vui & 0x0F0F0F0F) - | ((qh & 0xF) * 0x02040810) & 0x10101010; // (0,1,2,3) -> (4,12,20,28) - - const int32_t v1 = int32_t((vui >> 4) & 0x0F0F0F0F) - | (((qh >> 16) & 0xF) * 0x02040810) & 0x10101010; // (16,17,18,19) -> (4,12,20,28) - - return i32vec2(v0, v1); -} - -#ifdef DATA_A_Q5_0 -ACC_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(da * (float(q_sum) * dsb.x - (16 / sum_divisor) * dsb.y)); -} -#else // DATA_A_Q5_1 -ACC_TYPE mul_q8_1(const int32_t q_sum, const vec2 dma, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(float(q_sum) * dma.x * dsb.x + dma.y * dsb.y / sum_divisor); -} -#endif - -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { #ifdef DATA_A_Q5_0 buf_a[buf_ib].qs[iqs] = pack32(u16vec2(data_a_packed16[ib].qs[iqs * 2], @@ -154,23 +104,16 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { q_sum += dotPacked4x8EXT(qs_a1, qs_b1); } - return mul_q8_1(q_sum, cache_a[ib_a].dm, cache_b.ds, 1); +#ifdef DATA_A_Q5_0 + return ACC_TYPE(float(cache_a[ib_a].dm) * (float(q_sum) * float(cache_b.ds.x) - 16.0 * float(cache_b.ds.y))); +#else // DATA_A_Q5_1 + return ACC_TYPE(float(q_sum) * float(cache_a[ib_a].dm.x) * float(cache_b.ds.x) + float(cache_a[ib_a].dm.y) * float(cache_b.ds.y)); +#endif } -#endif // MMQ_SHMEM #endif #if defined(DATA_A_Q8_0) // 2-byte loads for Q8_0 blocks (34 bytes) -int32_t repack(uint ib, uint iqs) { - return pack32(i16vec2(data_a_packed16[ib].qs[iqs * 2 ], - data_a_packed16[ib].qs[iqs * 2 + 1])); -} - -ACC_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(float(q_sum) * da * dsb.x); -} - -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { buf_a[buf_ib].qs[iqs] = pack32(i16vec2(data_a_packed16[ib].qs[iqs * 2], data_a_packed16[ib].qs[iqs * 2 + 1])); @@ -197,28 +140,12 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { q_sum += dotPacked4x8EXT(qs_a, qs_b); } - return mul_q8_1(q_sum, cache_a[ib_a].dm, cache_b.ds, 1); + return ACC_TYPE(float(q_sum) * float(cache_a[ib_a].dm) * float(cache_b.ds.x)); } -#endif // MMQ_SHMEM #endif #if defined(DATA_A_MXFP4) // 1-byte loads for mxfp4 blocks (17 bytes) -i32vec2 repack(uint ib, uint iqs) { - const uint32_t quants = pack32(u8vec4(data_a[ib].qs[iqs * 4 ], - data_a[ib].qs[iqs * 4 + 1], - data_a[ib].qs[iqs * 4 + 2], - data_a[ib].qs[iqs * 4 + 3])); - - return i32vec2( quants & 0x0F0F0F0F, - (quants >> 4) & 0x0F0F0F0F); -} - -ACC_TYPE mul_q8_1(const int32_t q_sum, const float da, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(da * dsb.x * float(q_sum)); -} - -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const uint32_t qs = pack32(u8vec4(data_a[ib].qs[iqs * 4 ], data_a[ib].qs[iqs * 4 + 1], @@ -252,37 +179,14 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { q_sum += dotPacked4x8EXT(qs_a, cache_b.qs[iqs]); } - return mul_q8_1(q_sum, cache_a[ib_a].d, cache_b.ds, 1); + return ACC_TYPE(float(cache_a[ib_a].d) * float(cache_b.ds.x) * float(q_sum)); } -#endif // MMQ_SHMEM #endif // For k-quants, ib and iqs still assume 32-wide blocks, but k-quants are 256-wide // iqs still refers to a 32-bit integer, meaning 0..7 for 32-wide quants #if defined(DATA_A_Q2_K) // 4-byte loads for Q2_K blocks (84 bytes) -int32_t repack(uint ib, uint iqs) { - const uint ib_k = ib / 8; - const uint iqs_k = (ib % 8) * 8 + iqs; - - const uint qs_idx = (iqs_k / 32) * 8 + (iqs_k % 8); - const uint qs_shift = ((iqs_k % 32) / 8) * 2; - - return int32_t((data_a_packed32[ib_k].qs[qs_idx] >> qs_shift) & 0x03030303); -} - -uint8_t get_scale(uint ib, uint iqs) { - const uint ib_k = ib / 8; - const uint iqs_k = (ib % 8) * 8 + iqs; - - return data_a[ib_k].scales[iqs_k / 4]; -} - -ACC_TYPE mul_q8_1(const int32_t sum_d, const int32_t sum_m, const vec2 dma, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(dsb.x * (dma.x * float(sum_d) - dma.y * float(sum_m))); -} - -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const uint ib_k = ib / 8; const uint iqs_k = (ib % 8) * 8 + iqs * QUANT_R_MMQ; @@ -326,14 +230,12 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { sum_m += dotPacked4x8EXT(scale_m, cache_b.qs[iqs]); } - return mul_q8_1(sum_d, sum_m, cache_a[ib_a].dm, cache_b.ds, 1); + return ACC_TYPE(float(cache_b.ds.x) * (float(cache_a[ib_a].dm.x) * float(sum_d) - float(cache_a[ib_a].dm.y) * float(sum_m))); } -#endif // MMQ_SHMEM #endif #if defined(DATA_A_Q3_K) // 2-byte loads for Q3_K blocks (110 bytes) -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const uint ib_k = ib / 8; const uint hm_idx = iqs * QUANT_R_MMQ; @@ -394,18 +296,12 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { } result += float(cache_a[ib_a].d_scales[1]) * float(q_sum); - return ACC_TYPE(cache_b.ds.x * result); + return ACC_TYPE(float(cache_b.ds.x) * result); } -#endif // MMQ_SHMEM #endif #if defined(DATA_A_Q4_K) || defined(DATA_A_Q5_K) // 4-byte loads for Q4_K blocks (144 bytes) and Q5_K blocks (176 bytes) -ACC_TYPE mul_q8_1(const int32_t q_sum, const vec2 dma, const vec2 dsb, const int32_t sum_divisor) { - return ACC_TYPE(dsb.x * dma.x * float(q_sum) - dma.y * dsb.y); -} - -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const uint ib_k = ib / 8; const uint iqs_k = (ib % 8) * 8 + iqs * QUANT_R_MMQ; @@ -427,7 +323,6 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { (((data_a_packed32[ib_k].qh[qh_idx] >> qh_shift) & 0x01010101) << 4)); #endif - if (iqs == 0) { // Scale index const uint is = iqs_k / 8; @@ -464,49 +359,12 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { q_sum += dotPacked4x8EXT(qs_a, cache_b.qs[iqs]); } - return mul_q8_1(q_sum, cache_a[ib_a].dm, cache_b.ds, 1); -} -#endif // MMQ_SHMEM -#endif - -#ifdef MMQ_SHMEM -void block_b_to_shmem(const uint buf_ib, const uint ib, const uint iqs, const bool is_in_bounds) { - if (is_in_bounds) { - const uint ib_outer = ib / 4; - const uint ib_inner = ib % 4; - - if (iqs == 0) { - buf_b[buf_ib].ds = FLOAT_TYPE_VEC2(data_b[ib_outer].ds[ib_inner]); - } - - const ivec4 values = data_b[ib_outer].qs[ib_inner * 2 + iqs]; - buf_b[buf_ib].qs[iqs * 4 ] = values.x; - buf_b[buf_ib].qs[iqs * 4 + 1] = values.y; - buf_b[buf_ib].qs[iqs * 4 + 2] = values.z; - buf_b[buf_ib].qs[iqs * 4 + 3] = values.w; - } else { - if (iqs == 0) { - buf_b[buf_ib].ds = FLOAT_TYPE_VEC2(0.0f); - } - - buf_b[buf_ib].qs[iqs * 4 ] = 0; - buf_b[buf_ib].qs[iqs * 4 + 1] = 0; - buf_b[buf_ib].qs[iqs * 4 + 2] = 0; - buf_b[buf_ib].qs[iqs * 4 + 3] = 0; - } -} - -void block_b_to_registers(const uint ib) { - cache_b.ds = buf_b[ib].ds; - [[unroll]] for (uint iqs = 0; iqs < BK / 4; iqs++) { - cache_b.qs[iqs] = buf_b[ib].qs[iqs]; - } + return ACC_TYPE(float(cache_b.ds.x) * float(cache_a[ib_a].dm.x) * float(q_sum) - float(cache_a[ib_a].dm.y) * float(cache_b.ds.y)); } #endif #if defined(DATA_A_Q6_K) // 2-byte loads for Q6_K blocks (210 bytes) -#ifdef MMQ_SHMEM void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const uint ib_k = ib / 8; const uint iqs_k = (ib % 8) * 8 + iqs; @@ -558,32 +416,39 @@ ACC_TYPE mmq_dot_product(const uint ib_a) { } result += float(cache_a[ib_a].d_scales[1]) * float(q_sum); - return ACC_TYPE(cache_b.ds.x * result); -} -#endif // MMQ_SHMEM -#endif - -#if defined(DATA_A_Q4_0) || defined(DATA_A_Q5_0) || defined(DATA_A_Q8_0) || defined(DATA_A_IQ1_S) || defined(DATA_A_IQ2_XXS) || defined(DATA_A_IQ2_XS) || defined(DATA_A_IQ2_S) || defined(DATA_A_IQ3_XXS) || defined(DATA_A_IQ3_S) || defined(DATA_A_IQ4_XS) || defined(DATA_A_IQ4_NL) -FLOAT_TYPE get_d(uint ib) { - return FLOAT_TYPE(data_a[ib].d); + return ACC_TYPE(float(cache_b.ds.x) * result); } #endif -#if defined(DATA_A_MXFP4) -FLOAT_TYPE get_d(uint ib) { - return FLOAT_TYPE(e8m0_to_fp32(data_a[ib].e)); -} -#endif +void block_b_to_shmem(const uint buf_ib, const uint ib, const uint iqs, const bool is_in_bounds) { + if (is_in_bounds) { + const uint ib_outer = ib / 4; + const uint ib_inner = ib % 4; -#if defined(DATA_A_Q4_1) || defined(DATA_A_Q5_1) -FLOAT_TYPE_VEC2 get_dm(uint ib) { - return FLOAT_TYPE_VEC2(data_a_packed32[ib].dm); -} -#endif + if (iqs == 0) { + buf_b[buf_ib].ds = FLOAT_TYPE_VEC2(data_b[ib_outer].ds[ib_inner]); + } -#if defined(DATA_A_Q2_K) -FLOAT_TYPE_VEC2 get_dm(uint ib) { - const uint ib_k = ib / 8; - return FLOAT_TYPE_VEC2(data_a_packed32[ib_k].dm); + const ivec4 values = data_b[ib_outer].qs[ib_inner * 2 + iqs]; + buf_b[buf_ib].qs[iqs * 4 ] = values.x; + buf_b[buf_ib].qs[iqs * 4 + 1] = values.y; + buf_b[buf_ib].qs[iqs * 4 + 2] = values.z; + buf_b[buf_ib].qs[iqs * 4 + 3] = values.w; + } else { + if (iqs == 0) { + buf_b[buf_ib].ds = FLOAT_TYPE_VEC2(0.0f); + } + + buf_b[buf_ib].qs[iqs * 4 ] = 0; + buf_b[buf_ib].qs[iqs * 4 + 1] = 0; + buf_b[buf_ib].qs[iqs * 4 + 2] = 0; + buf_b[buf_ib].qs[iqs * 4 + 3] = 0; + } +} + +void block_b_to_registers(const uint ib) { + cache_b.ds = buf_b[ib].ds; + [[unroll]] for (uint iqs = 0; iqs < BK / 4; iqs++) { + cache_b.qs[iqs] = buf_b[ib].qs[iqs]; + } } -#endif diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/pad.comp b/ggml/src/ggml-vulkan/vulkan-shaders/pad.comp index f3c8176872..5abd2f6fc6 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/pad.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/pad.comp @@ -8,6 +8,7 @@ layout (push_constant) uniform parameter uint ne00; uint ne01; uint ne02; uint ne03; uint nb00; uint nb01; uint nb02; uint nb03; uint ne10; uint ne11; uint ne12; uint ne13; uint nb10; uint nb11; uint nb12; uint nb13; uint misalign_offsets; + uint circular; uint lp0; uint rp0; uint lp1; uint rp1; @@ -18,6 +19,10 @@ layout (push_constant) uniform parameter uint get_aoffset() { return p.misalign_offsets >> 16; } uint get_doffset() { return p.misalign_offsets & 0xFFFF; } +uint wrap_around(int coord, uint size) { + return (uint(coord + int(size))) % size; // add size to avoid issues with negative +} + layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; @@ -40,10 +45,20 @@ void main() { const uint src0_idx = (i3 - p.lp3)*p.nb03 + (i2 - p.lp2)*p.nb02 + (i1 - p.lp1)*p.nb01 + (i0 - p.lp0)*p.nb00; const uint dst_idx = i3*p.nb13 + i2*p.nb12 + i1*p.nb11 + i0*p.nb10; - const bool is_src0 = i0 >= p.lp0 && i0 < p.ne10 - p.rp0 && - i1 >= p.lp1 && i1 < p.ne11 - p.rp1 && - i2 >= p.lp2 && i2 < p.ne12 - p.rp2 && - i3 >= p.lp3 && i3 < p.ne13 - p.rp3; + if (p.circular != 0u) { + const uint ci0 = wrap_around(int(i0) - int(p.lp0), p.ne00); + const uint ci1 = wrap_around(int(i1) - int(p.lp1), p.ne01); + const uint ci2 = wrap_around(int(i2) - int(p.lp2), p.ne02); + const uint ci3 = wrap_around(int(i3) - int(p.lp3), p.ne03); + const uint circular_src_idx = ci3*p.nb03 + ci2*p.nb02 + ci1*p.nb01 + ci0*p.nb00; + data_d[get_doffset() + dst_idx] = D_TYPE(data_a[get_aoffset() + circular_src_idx]); + } else { + const bool is_src0 = i0 >= p.lp0 && i0 < p.ne10 - p.rp0 && + i1 >= p.lp1 && i1 < p.ne11 - p.rp1 && + i2 >= p.lp2 && i2 < p.ne12 - p.rp2 && + i3 >= p.lp3 && i3 < p.ne13 - p.rp3; + data_d[get_doffset() + dst_idx] = D_TYPE(is_src0 ? data_a[get_aoffset() + src0_idx] : 0.0f); + } + - data_d[get_doffset() + dst_idx] = D_TYPE(is_src0 ? data_a[get_aoffset() + src0_idx] : 0.0f); } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm.comp b/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm.comp index 3a47949d5a..9d6d366542 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm.comp @@ -131,8 +131,12 @@ void main() { rms_norm(num_blocks); } else if (num_blocks > 16) { rms_norm(32); - } else if (num_blocks > 8) { + } else if (num_blocks > 12) { rms_norm(16); + } else if (num_blocks > 10) { + rms_norm(12); + } else if (num_blocks > 8) { + rms_norm(10); } else if (num_blocks > 4) { rms_norm(8); } else if (num_blocks == 4) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large1.comp b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large1.comp new file mode 100644 index 0000000000..39c4663912 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large1.comp @@ -0,0 +1,62 @@ +#version 450 + +#include "soft_max_large_common.glsl" + +void main() { + const uint tid = gl_LocalInvocationID.x; + const uint rowx = gl_WorkGroupID.y; + const uint wg_start = gl_WorkGroupID.x * BLOCK_SIZE * num_iters; + + const uint32_t i03 = rowx / (p.ne01 * p.ne02); + const uint32_t i02 = (rowx - i03 * p.ne01 * p.ne02) / p.ne01; + const uint32_t i01 = rowx % p.ne01; + + uint rowy_start = 0; + if (p.KY > 0) { + rowy_start = i01 * p.nb11 + (i02 % p.ne12) * p.nb12 + (i03 % p.ne13) * p.nb13; + } + + if (rowx >= p.nrows_x) { + return; + } + + float slope = get_slope(rowx); + + // Find max + FLOAT_TYPE max_val = p.has_sinks == 0 ? uintBitsToFloat(0xFF800000) : data_c[i02]; + + [[unroll]] for (uint col0 = wg_start, idx = 0; idx < num_iters; col0 += BLOCK_SIZE, ++idx) { + const uint col = col0 + tid; + + FLOAT_TYPE a = FLOAT_TYPE(0); + if (col < p.KX) { + a = data_a[rowx * p.KX + col]; + } + + FLOAT_TYPE b = FLOAT_TYPE(0); + if (p.KY > 0 && col < p.KX) { + b = data_b[rowy_start + col]; + } + + FLOAT_TYPE v = a * p.scale + slope * b; + + if (col < p.KX) { + max_val = max(max_val, v); + } + } + + // reduce across the workgroup + vals[tid] = max_val; + barrier(); + [[unroll]] for (uint s = BLOCK_SIZE / 2; s > 0; s >>= 1) { + if (tid < s) { + vals[tid] = max(vals[tid], vals[tid + s]); + } + barrier(); + } + + if (tid == 0) { + max_val = vals[0]; + data_m[rowx * gl_NumWorkGroups.x + gl_WorkGroupID.x] = max_val; + } +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large2.comp b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large2.comp new file mode 100644 index 0000000000..69524f5f75 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large2.comp @@ -0,0 +1,79 @@ +#version 450 + +#include "soft_max_large_common.glsl" + +void main() { + const uint tid = gl_LocalInvocationID.x; + const uint rowx = gl_WorkGroupID.y; + const uint wg_start = gl_WorkGroupID.x * BLOCK_SIZE * num_iters; + + const uint32_t i03 = rowx / (p.ne01 * p.ne02); + const uint32_t i02 = (rowx - i03 * p.ne01 * p.ne02) / p.ne01; + const uint32_t i01 = rowx % p.ne01; + + uint rowy_start = 0; + if (p.KY > 0) { + rowy_start = i01 * p.nb11 + (i02 % p.ne12) * p.nb12 + (i03 % p.ne13) * p.nb13; + } + + if (rowx >= p.nrows_x) { + return; + } + + float slope = get_slope(rowx); + + // Find max + FLOAT_TYPE max_val = p.has_sinks == 0 ? uintBitsToFloat(0xFF800000) : data_c[i02]; + + [[unroll]] for (uint i = 0; i < gl_NumWorkGroups.x; i += BLOCK_SIZE) { + if (i + tid < gl_NumWorkGroups.x) { + max_val = max(max_val, data_m[rowx * gl_NumWorkGroups.x + i + tid]); + } + } + + // reduce across the workgroup + vals[tid] = max_val; + barrier(); + [[unroll]] for (uint s = BLOCK_SIZE / 2; s > 0; s >>= 1) { + if (tid < s) { + vals[tid] = max(max_val, vals[tid + s]); + } + barrier(); + } + + max_val = vals[0]; + barrier(); + + FLOAT_TYPE sum = FLOAT_TYPE(0.0f); + + // Compute sum{exp(x - max)} + [[unroll]] for (uint col0 = wg_start, idx = 0; idx < num_iters; col0 += BLOCK_SIZE, ++idx) { + const uint col = col0 + tid; + + if (col >= p.KX) { + break; + } + + // compute exp(a*scale+b*slope), add it to sum + const uint i = rowx * p.KX + col; + FLOAT_TYPE val; + val = exp(FLOAT_TYPE(data_a[i]) * p.scale + (p.KY > 0 ? slope * FLOAT_TYPE(data_b[rowy_start + col]) : FLOAT_TYPE(0.0f)) - max_val); + sum += val; + data_d[i] = D_TYPE(val); + } + + // reduce across the workgroup + vals[tid] = sum; + barrier(); + [[unroll]] for (uint s = BLOCK_SIZE / 2; s > 0; s >>= 1) { + if (tid < s) { + vals[tid] += vals[tid + s]; + } + barrier(); + } + + if (tid == 0) { + sum = vals[0]; + data_s[rowx * gl_NumWorkGroups.x + gl_WorkGroupID.x] = sum; + } +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large3.comp b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large3.comp new file mode 100644 index 0000000000..06efd7d9fb --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large3.comp @@ -0,0 +1,65 @@ +#version 450 + +#include "soft_max_large_common.glsl" + +shared FLOAT_TYPE sumsh[BLOCK_SIZE]; + +void main() { + const uint tid = gl_LocalInvocationID.x; + const uint rowx = gl_WorkGroupID.y; + const uint wg_start = gl_WorkGroupID.x * BLOCK_SIZE * num_iters; + + const uint32_t i03 = rowx / (p.ne01 * p.ne02); + const uint32_t i02 = (rowx - i03 * p.ne01 * p.ne02) / p.ne01; + const uint32_t i01 = rowx % p.ne01; + + uint rowy_start = 0; + if (p.KY > 0) { + rowy_start = i01 * p.nb11 + (i02 % p.ne12) * p.nb12 + (i03 % p.ne13) * p.nb13; + } + + if (rowx >= p.nrows_x) { + return; + } + + FLOAT_TYPE max_val = p.has_sinks == 0 ? uintBitsToFloat(0xFF800000) : data_c[i02]; + FLOAT_TYPE sum = FLOAT_TYPE(0.0f); + + [[unroll]] for (uint i = 0; i < gl_NumWorkGroups.x; i += BLOCK_SIZE) { + if (i + tid < gl_NumWorkGroups.x) { + max_val = max(max_val, data_m[rowx * gl_NumWorkGroups.x + i + tid]); + sum += data_s[rowx * gl_NumWorkGroups.x + i + tid]; + } + } + + // reduce across the workgroup + vals[tid] = max_val; + sumsh[tid] = sum; + barrier(); + [[unroll]] for (uint s = BLOCK_SIZE / 2; s > 0; s >>= 1) { + if (tid < s) { + vals[tid] = max(max_val, vals[tid + s]); + sumsh[tid] += sumsh[tid + s]; + } + barrier(); + } + + max_val = vals[0]; + sum = sumsh[0]; + + if (p.has_sinks != 0) { + sum += FLOAT_TYPE(exp(FLOAT_TYPE(data_c[i02]) - max_val)); + } + + FLOAT_TYPE rcpdivisor = 1.0/sum; + + [[unroll]] for (uint col0 = wg_start, idx = 0; idx < num_iters; col0 += BLOCK_SIZE, ++idx) { + const uint col = col0 + tid; + + if (col >= p.KX) { + continue; + } + + data_d[rowx*p.KX + col] *= D_TYPE(rcpdivisor); + } +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large_common.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large_common.glsl new file mode 100644 index 0000000000..6636d1f8de --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/soft_max_large_common.glsl @@ -0,0 +1,53 @@ +#extension GL_EXT_control_flow_attributes : enable + +layout (push_constant) uniform parameter +{ + uint KX; + uint KY; + uint ne00; + uint ne01; + uint ne02; + uint ne12; + uint ne13; + uint nb11; + uint nb12; + uint nb13; + float scale; + float max_bias; + float m0; + float m1; + uint n_head_log2; + uint nrows_x; + uint has_sinks; +} p; + +#include "types.glsl" + +layout(constant_id = 0) const uint BLOCK_SIZE = 128; +layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; +layout(constant_id = 1) const uint num_iters = 4; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) readonly buffer Y {B_TYPE data_b[];}; +layout (binding = 2) readonly buffer Z {float data_c[];}; +layout (binding = 3) buffer D {D_TYPE data_d[];}; +layout (binding = 4) buffer M {float data_m[];}; +layout (binding = 5) buffer S {float data_s[];}; + +shared FLOAT_TYPE vals[BLOCK_SIZE]; + +float get_slope(uint rowx) { + float slope = 1.0f; + + // ALiBi + if (p.max_bias > 0.0f) { + const uint h = (rowx / p.ne01) % p.ne02; // head index + + const float base = h < p.n_head_log2 ? p.m0 : p.m1; + const uint exp = h < p.n_head_log2 ? h + 1 : 2*(h - p.n_head_log2) + 1; + + slope = pow(base, exp); + } + + return slope; +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/solve_tri.comp b/ggml/src/ggml-vulkan/vulkan-shaders/solve_tri.comp index 253a9e7efe..3b65145032 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/solve_tri.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/solve_tri.comp @@ -5,8 +5,9 @@ layout (constant_id = 1) const uint N = 64; layout (constant_id = 2) const uint K = 32; +layout (constant_id = 3) const uint BATCH_N = 32; -layout(local_size_x = 128, local_size_y = 1, local_size_z = 1) in; +layout(local_size_x_id = 4, local_size_y = 1, local_size_z = 1) in; uint a_base, b_base, x_base; @@ -22,8 +23,8 @@ void store_x(uint r, uint c, FLOAT_TYPE v) { data_d[x_base + r * p.nb21 + c * p.nb20] = D_TYPE(v); } -shared FLOAT_TYPE shA[N * N]; -shared FLOAT_TYPE shB[N * K]; +shared FLOAT_TYPE shA[BATCH_N * N]; +shared FLOAT_TYPE shB[BATCH_N * K]; void main() { const uint batch = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x; @@ -39,34 +40,42 @@ void main() { b_base = get_boffset() + i2 * p.nb12 + i3 * p.nb13; x_base = get_doffset() + i2 * p.nb22 + i3 * p.nb23; - // Load the A matrix into shA - [[unroll]] for (uint i = 0; i < N * N; i += gl_WorkGroupSize.x) { - uint idx = i + tid; - if (((N * N) % gl_WorkGroupSize.x == 0) || idx < N * N) { - shA[idx] = get_a(idx / N, idx % N); - } - } - // Load the B matrix into shB - [[unroll]] for (uint i = 0; i < N * K; i += gl_WorkGroupSize.x) { - uint idx = i + tid; - if (((N * K) % gl_WorkGroupSize.x == 0) || idx < N * K) { - shB[idx] = get_b(idx / K, idx % K); - } - } - barrier(); - FLOAT_TYPE X[N]; - // Each thread solves one column - if (tid < K) { - [[unroll]] for (int r = 0; r < N; ++r) { - FLOAT_TYPE b = shB[r * K + tid]; - // Compute x[r,c] = (b[r,c] - sum(a[r,c]*x[c])) / a[r,r] - [[unroll]] for (int c = 0; c < r; ++c) { - b -= shA[r * N + c] * X[c]; + + // Loop over batches of rows + [[unroll]] for (uint row_base = 0; row_base < N; row_base += BATCH_N) { + const uint cur_N = min(BATCH_N, N - row_base); + + // Load the A matrix batch into shA + [[unroll]] for (uint i = 0; i < cur_N * N; i += gl_WorkGroupSize.x) { + uint idx = i + tid; + if (((cur_N * N) % gl_WorkGroupSize.x == 0) || idx < cur_N * N) { + shA[idx] = get_a(row_base + idx / N, idx % N); } - FLOAT_TYPE x = b / shA[r * N + r]; - X[r] = x; - store_x(r, tid, x); } + // Load the B matrix batch into shB + [[unroll]] for (uint i = 0; i < cur_N * K; i += gl_WorkGroupSize.x) { + uint idx = i + tid; + if (((cur_N * K) % gl_WorkGroupSize.x == 0) || idx < cur_N * K) { + shB[idx] = get_b(row_base + idx / K, idx % K); + } + } + barrier(); + + // Each thread solves one column + if (tid < K) { + [[unroll]] for (uint row_offset = 0; row_offset < cur_N; ++row_offset) { + uint r = row_base + row_offset; + FLOAT_TYPE b = shB[row_offset * K + tid]; + // Compute x[r,c] = (b[r,c] - sum(a[r,c]*x[c])) / a[r,r] + [[unroll]] for (int c = 0; c < r; ++c) { + b -= shA[row_offset * N + c] * X[c]; + } + FLOAT_TYPE x = b / shA[row_offset * N + r]; + X[r] = x; + store_x(r, tid, x); + } + } + barrier(); } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/topk_argsort.comp b/ggml/src/ggml-vulkan/vulkan-shaders/topk_argsort.comp index cd858b7d32..49d4ab8e7c 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/topk_argsort.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/topk_argsort.comp @@ -19,6 +19,7 @@ layout (push_constant) uniform parameter { uint orig_ncols; uint ncols_input; uint ncols_output; + uint k; uint nrows; uint first_pass; uint last_pass; @@ -36,7 +37,7 @@ void topk(bool needs_bounds_check, const uint row) { const uint row_offset = row * p.ncols_input; dst_row[col] = ivec2(gl_GlobalInvocationID.x, floatBitsToInt(data_a[row_offset + gl_GlobalInvocationID.x])); } else { - const uint row_offset = row * p.orig_ncols; + const uint row_offset = row * p.ncols_input; dst_row[col] = data_s[row_offset + gl_GlobalInvocationID.x]; } } else { @@ -44,7 +45,7 @@ void topk(bool needs_bounds_check, const uint row) { } barrier(); - if (p.ncols_output == 1) { + if (p.k == 1) { // Fast path for single output - just do a max reduction [[unroll]] for (int s = BLOCK_SIZE / 2; s >= 1; s /= 2) { if (col < s) { @@ -84,13 +85,17 @@ void topk(bool needs_bounds_check, const uint row) { } } - if (col < p.ncols_output && gl_GlobalInvocationID.x < p.orig_ncols) { + if (col < p.k) { if (p.last_pass != 0) { - const uint row_offset = row * p.ncols_output; - data_d[row_offset + col] = dst_row[col].x; + if (gl_GlobalInvocationID.x < p.ncols_input) { + const uint row_offset = row * p.k; + data_d[row_offset + col] = dst_row[col].x; + } } else { - const uint row_offset = row * p.orig_ncols + gl_WorkGroupID.x * p.ncols_output; - data_t[row_offset + col] = dst_row[col]; + if (gl_WorkGroupID.x * p.k + col < p.ncols_output) { + const uint row_offset = row * p.ncols_output + gl_WorkGroupID.x * p.k; + data_t[row_offset + col] = dst_row[col]; + } } } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/topk_moe.comp b/ggml/src/ggml-vulkan/vulkan-shaders/topk_moe.comp index bc1c278bf4..b83a2b9d2d 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/topk_moe.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/topk_moe.comp @@ -10,6 +10,7 @@ layout (push_constant) uniform parameter { uint n_rows; + uint n_experts_push; uint n_expert_used; float clamp_min; float clamp_max; @@ -18,11 +19,16 @@ layout (push_constant) uniform parameter layout(local_size_x_id = 0, local_size_y = 4, local_size_z = 1) in; layout(constant_id = 0) const uint WARP_SIZE = 32; -layout(constant_id = 1) const uint n_experts = 512; +layout(constant_id = 1) const uint n_experts_spec = 512; layout(constant_id = 2) const bool with_norm = true; layout(constant_id = 3) const bool late_softmax = false; +layout(constant_id = 4) const bool nexperts_use_push = false; -const uint experts_per_thread = (n_experts > WARP_SIZE) ? n_experts / WARP_SIZE : 1; +uint n_experts = nexperts_use_push ? n_experts_push : n_experts_spec; + +#define CEIL_DIV(a, b) (((a) + (b) - 1) / (b)) + +const uint experts_per_thread = CEIL_DIV(n_experts_spec, WARP_SIZE); layout (binding = 0, std430) readonly buffer Logits {float logits[];}; layout (binding = 1, std430) writeonly buffer Weights {float weights[];}; @@ -75,7 +81,7 @@ void softmax_warp_inplace(inout float vals[experts_per_thread], const uint limit } void main() { - const uint row = gl_WorkGroupID.x * gl_WorkGroupSize.y + gl_LocalInvocationID.y; + const uint row = gl_WorkGroupID.x * gl_WorkGroupSize.y + gl_SubgroupID; if (row >= n_rows) { return; } @@ -83,17 +89,18 @@ void main() { const uint logits_offset = n_experts * row; const uint weights_offset = n_expert_used * row; const uint ids_offset = n_experts * row; + const uint lane = gl_SubgroupInvocationID; float wt[experts_per_thread]; [[unroll]] for (uint i = 0; i < n_experts; i += WARP_SIZE) { - const uint expert = i + gl_LocalInvocationID.x; + const uint expert = i + lane; wt[i / WARP_SIZE] = (n_experts % WARP_SIZE == 0 || expert < n_experts) ? logits[logits_offset + expert] : -INFINITY; } if (!late_softmax) { - softmax_warp_inplace(wt, n_experts, gl_LocalInvocationID.x, false); + softmax_warp_inplace(wt, n_experts, lane, nexperts_use_push); } // at this point, each thread holds a portion of softmax, @@ -111,11 +118,11 @@ void main() { for (int k = 0; k < n_expert_used; k++) { float max_val = wt[0]; - uint max_expert = gl_LocalInvocationID.x; + uint max_expert = lane; [[unroll]] for (int i = 1; i < experts_per_thread; i++) { - const uint expert = gl_LocalInvocationID.x + i * WARP_SIZE; + const uint expert = lane + i * WARP_SIZE; if ((n_experts % WARP_SIZE == 0 || expert < n_experts) && wt[i] > max_val) { max_val = wt[i]; max_expert = expert; @@ -132,11 +139,11 @@ void main() { } } - if ((k & (WARP_SIZE - 1)) == gl_LocalInvocationID.x) { + if ((k & (WARP_SIZE - 1)) == lane) { output_weights[k / WARP_SIZE] = max_val; } - if ((max_expert & (WARP_SIZE - 1)) == gl_LocalInvocationID.x) { + if ((max_expert & (WARP_SIZE - 1)) == lane) { wt[max_expert / WARP_SIZE] = -INFINITY; ids[ids_offset + k] = max_expert; @@ -158,12 +165,12 @@ void main() { } if (late_softmax) { - softmax_warp_inplace(output_weights, n_expert_used, gl_LocalInvocationID.x, true); + softmax_warp_inplace(output_weights, n_expert_used, lane, true); } [[unroll]] for (uint i = 0; i < experts_per_thread; ++i) { - uint idx = i * WARP_SIZE + gl_LocalInvocationID.x; + uint idx = i * WARP_SIZE + lane; if (idx < n_expert_used) { weights[weights_offset + idx] = output_weights[i]; } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/topk_nary_search.comp b/ggml/src/ggml-vulkan/vulkan-shaders/topk_nary_search.comp index c902e60237..0b757f38e1 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/topk_nary_search.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/topk_nary_search.comp @@ -25,6 +25,7 @@ layout (push_constant) uniform parameter { uint orig_ncols; uint ncols_input; uint ncols_output; + uint k; uint nrows; uint first_pass; uint last_pass; @@ -37,6 +38,7 @@ shared int counts[SUBGROUP_SIZE]; shared int sh_min_idx; shared uint sh_total; shared uint offset_partials[BLOCK_SIZE / SUBGROUP_SIZE]; +shared uint eq_min_partials[BLOCK_SIZE / SUBGROUP_SIZE]; // Map float values to uint such that comparisons still work. // Positive values set the high bit, negative values are inverted. @@ -60,7 +62,7 @@ void topk(const uint row) { const uint row_offset = row * p.ncols_input; dst_row[tid] = ivec2(gl_GlobalInvocationID.x, floatBitsToInt(data_a[row_offset + gl_GlobalInvocationID.x])); } else { - const uint row_offset = row * p.orig_ncols; + const uint row_offset = row * p.ncols_input; dst_row[tid] = data_s[row_offset + gl_GlobalInvocationID.x]; } } else { @@ -68,7 +70,7 @@ void topk(const uint row) { } barrier(); - if (p.ncols_output == 1) { + if (p.k == 1) { // Fast path for single output - just do a max reduction [[unroll]] for (int s = BLOCK_SIZE / 2; s >= 1; s /= 2) { if (tid < s) { @@ -98,7 +100,7 @@ void topk(const uint row) { uint range_max = 0xFF800000; // How many are above the current range, and how many we need to find. uint total = 0; - uint limit = min(p.ncols_output, p.ncols_input - gl_WorkGroupID.x * BLOCK_SIZE); + uint limit = min(p.k, p.ncols_input - gl_WorkGroupID.x * BLOCK_SIZE); while (mask != 0) { barrier(); @@ -139,7 +141,7 @@ void topk(const uint row) { range_max = range_min + ((min_idx + 1) << shift); range_min = range_min + (min_idx << shift); - if (total == p.ncols_output) { + if (total == p.k) { break; } total -= counts[min_idx]; @@ -155,37 +157,82 @@ void topk(const uint row) { // We need to compact these values to the start of the dst_row array. // Have each subgroup count how many items it'll store, so other // subgroups can compute their base offset. - bool top = f2ui(intBitsToFloat(v.y)) >= range_min; - uvec4 b = subgroupBallot(top); - uint bit_count = subgroupBallotBitCount(b); - if ((tid % SUBGROUP_SIZE) == 0) { - offset_partials[tid / SUBGROUP_SIZE] = bit_count; - } - barrier(); - - uint out_idx = 0; - [[unroll]] for (int i = 0; i < BLOCK_SIZE / SUBGROUP_SIZE; ++i) { - if (i < tid / SUBGROUP_SIZE) { - out_idx += offset_partials[i]; + // Values strictly greater than range_min must be stored. For values equal + // to range_min, there can be ties and it's possible we'll need to store + // an arbitrary subset of them. + // If total == p.k, have a fast path where we don't need to handle ties. + if (total == p.k) { + bool top = f2ui(intBitsToFloat(v.y)) >= range_min; + uvec4 b = subgroupBallot(top); + uint bit_count = subgroupBallotBitCount(b); + if ((tid % SUBGROUP_SIZE) == 0) { + offset_partials[tid / SUBGROUP_SIZE] = bit_count; } - } + barrier(); - uint bit_count_ex = subgroupBallotExclusiveBitCount(b); - if (top) { - // TODO: Copy directly to the output? - dst_row[out_idx + bit_count_ex] = v; + uint out_idx = 0; + [[unroll]] for (int i = 0; i < BLOCK_SIZE / SUBGROUP_SIZE; ++i) { + if (i < tid / SUBGROUP_SIZE) { + out_idx += offset_partials[i]; + } + } + + uint bit_count_ex = subgroupBallotExclusiveBitCount(b); + if (top) { + // TODO: Copy directly to the output? + dst_row[out_idx + bit_count_ex] = v; + } + } else { + bool top = f2ui(intBitsToFloat(v.y)) > range_min; + bool eq_min = f2ui(intBitsToFloat(v.y)) == range_min; + uvec4 b_top = subgroupBallot(top); + uvec4 b_eq_min = subgroupBallot(eq_min); + uint bit_count_top = subgroupBallotBitCount(b_top); + uint bit_count_eq_min = subgroupBallotBitCount(b_eq_min); + if ((tid % SUBGROUP_SIZE) == 0) { + offset_partials[tid / SUBGROUP_SIZE] = bit_count_top; + eq_min_partials[tid / SUBGROUP_SIZE] = bit_count_eq_min; + } + barrier(); + + uint out_idx = 0; + uint eq_min_base = 0; + uint eq_min_idx = 0; + [[unroll]] for (int i = 0; i < BLOCK_SIZE / SUBGROUP_SIZE; ++i) { + if (i < tid / SUBGROUP_SIZE) { + out_idx += offset_partials[i]; + eq_min_idx += eq_min_partials[i]; + } + eq_min_base += offset_partials[i]; + } + // range_min values are stored at the end + eq_min_idx += eq_min_base; + + uint bit_count_ex_top = subgroupBallotExclusiveBitCount(b_top); + uint bit_count_ex_eq_min = subgroupBallotExclusiveBitCount(b_eq_min); + if (top) { + // TODO: Copy directly to the output? + dst_row[out_idx + bit_count_ex_top] = v; + } + if (eq_min && eq_min_idx + bit_count_ex_eq_min < p.k) { + dst_row[eq_min_idx + bit_count_ex_eq_min] = v; + } } barrier(); } - if (tid < p.ncols_output && gl_GlobalInvocationID.x < p.orig_ncols) { + if (tid < p.k) { if (p.last_pass != 0) { - const uint row_offset = row * p.ncols_output; - data_d[row_offset + tid] = dst_row[tid].x; + if (gl_GlobalInvocationID.x < p.ncols_input) { + const uint row_offset = row * p.k; + data_d[row_offset + tid] = dst_row[tid].x; + } } else { - const uint row_offset = row * p.orig_ncols + gl_WorkGroupID.x * p.ncols_output; - data_t[row_offset + tid] = dst_row[tid]; + if (gl_WorkGroupID.x * p.k + tid < p.ncols_output) { + const uint row_offset = row * p.ncols_output + gl_WorkGroupID.x * p.k; + data_t[row_offset + tid] = dst_row[tid]; + } } } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp index 214a743b97..b0ade078c7 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @@ -679,14 +679,20 @@ void process_shaders() { string_to_spv("mul_mat_vec_" + tname + "_f32_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); string_to_spv("mul_mat_vec_" + tname + "_f16_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPE_VEC2", "f16vec2"}, {"B_TYPE_VEC4", "f16vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); - string_to_spv("mul_mat_vec_id_" + tname + "_f32", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32_subgroup", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_f32_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); // mul mat vec with integer dot product #if defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT) - if (is_legacy_quant(tname)) { + if (is_legacy_quant(tname) || tname == "mxfp4" || is_k_quant(tname)) { string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}})); string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup_no_shmem", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); + + string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32_subgroup", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}})); + string_to_spv("mul_mat_vec_id_" + tname + "_q8_1_f32_subgroup_no_shmem", "mul_mat_vecq.comp", merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}})); } #endif @@ -698,13 +704,15 @@ void process_shaders() { shader = (tname == "f32" || tname == "f16" || tname == "bf16") ? "get_rows.comp" : "get_rows_quant.comp"; if (tname == "f16") { - string_to_spv("get_rows_" + tname, shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}})); + string_to_spv("get_rows_" + tname, shader, merge_maps(base_dict, {{"TEMP_TYPE", "FLOAT_TYPE"}, {data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}})); } else { - string_to_spv("get_rows_" + tname, shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}})); + string_to_spv("get_rows_" + tname, shader, merge_maps(base_dict, {{"TEMP_TYPE", "FLOAT_TYPE"}, {data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}})); } - string_to_spv("get_rows_" + tname + "_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float"}})); + string_to_spv("get_rows_" + tname + "_f32", shader, merge_maps(base_dict, {{"TEMP_TYPE", "FLOAT_TYPE"}, {data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float"}})); } + string_to_spv("get_rows_i32", "get_rows.comp", {{"TEMP_TYPE", "uint"}, {"A_TYPE", "uint"}, {"B_TYPE", "int"}, {"D_TYPE", "uint"}}); + string_to_spv("mul_mat_vec_p021_f16_f32_subgroup_add", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}}); string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}}); string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}}); @@ -848,6 +856,8 @@ void process_shaders() { string_to_spv("tri_f16", "tri.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("tri_f32", "tri.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("diag_f16", "diag.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + string_to_spv("diag_f32", "diag.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("softplus_f16", "softplus.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("softplus_f32", "softplus.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); @@ -893,6 +903,13 @@ void process_shaders() { string_to_spv("soft_max_f32_f16", "soft_max.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); string_to_spv("soft_max_back_f32", "soft_max_back.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + string_to_spv("soft_max_large1_f32", "soft_max_large1.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + string_to_spv("soft_max_large2_f32", "soft_max_large2.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + string_to_spv("soft_max_large3_f32", "soft_max_large3.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + string_to_spv("soft_max_large1_f32_f16", "soft_max_large1.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); + string_to_spv("soft_max_large2_f32_f16", "soft_max_large2.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); + string_to_spv("soft_max_large3_f32_f16", "soft_max_large3.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); + string_to_spv("rope_norm_f32", "rope_norm.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float"}}); string_to_spv("rope_norm_f16", "rope_norm.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}}); string_to_spv("rope_norm_f16_rte", "rope_norm.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}, {"RTE16", "1"}}); @@ -1100,7 +1117,7 @@ void write_output_files() { for (const std::string& btype : btypes) { for (const auto& tname : type_names) { - if (btype == "q8_1" && !is_legacy_quant(tname)) { + if (btype == "q8_1" && !is_legacy_quant(tname) && tname != "mxfp4" && !is_k_quant(tname)) { continue; } hdr << "extern const void * arr_dmmv_" << tname << "_" << btype << "_f32_data[3];\n"; @@ -1109,6 +1126,16 @@ void write_output_files() { src << "const void * arr_dmmv_" << tname << "_" << btype << "_f32_data[3] = {mul_mat_vec_" << tname << "_" << btype << "_f32_data, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_data, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_no_shmem_data};\n"; src << "const uint64_t arr_dmmv_" << tname << "_" << btype << "_f32_len[3] = {mul_mat_vec_" << tname << "_" << btype << "_f32_len, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_len, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_no_shmem_len};\n"; } + + if (btype == "f16") { + continue; + } + hdr << "extern const void * arr_dmmv_id_" << tname << "_" << btype << "_f32_data[3];\n"; + hdr << "extern const uint64_t arr_dmmv_id_" << tname << "_" << btype << "_f32_len[3];\n"; + if (basename(input_filepath) == "mul_mat_vec.comp") { + src << "const void * arr_dmmv_id_" << tname << "_" << btype << "_f32_data[3] = {mul_mat_vec_id_" << tname << "_" << btype << "_f32_data, mul_mat_vec_id_" << tname << "_" << btype << "_f32_subgroup_data, mul_mat_vec_id_" << tname << "_" << btype << "_f32_subgroup_no_shmem_data};\n"; + src << "const uint64_t arr_dmmv_id_" << tname << "_" << btype << "_f32_len[3] = {mul_mat_vec_id_" << tname << "_" << btype << "_f32_len, mul_mat_vec_id_" << tname << "_" << btype << "_f32_subgroup_len, mul_mat_vec_id_" << tname << "_" << btype << "_f32_subgroup_no_shmem_len};\n"; + } } } diff --git a/ggml/src/ggml-webgpu/CMakeLists.txt b/ggml/src/ggml-webgpu/CMakeLists.txt index c6a95d5151..3ccce58aa3 100644 --- a/ggml/src/ggml-webgpu/CMakeLists.txt +++ b/ggml/src/ggml-webgpu/CMakeLists.txt @@ -39,8 +39,23 @@ add_dependencies(ggml-webgpu generate_shaders) if(EMSCRIPTEN) set(EMDAWNWEBGPU_DIR "" CACHE PATH "Path to emdawnwebgpu_pkg") - target_compile_options(ggml-webgpu PRIVATE "--use-port=${EMDAWNWEBGPU_DIR}/emdawnwebgpu.port.py") - target_link_options(ggml-webgpu PRIVATE "--use-port=${EMDAWNWEBGPU_DIR}/emdawnwebgpu.port.py") + if(NOT EMDAWNWEBGPU_DIR) + # default built-in port + target_compile_options(ggml-webgpu PRIVATE "--use-port=emdawnwebgpu") + target_link_options(ggml-webgpu INTERFACE "--use-port=emdawnwebgpu") + else() + # custom port + target_compile_options(ggml-webgpu PRIVATE "--use-port=${EMDAWNWEBGPU_DIR}/emdawnwebgpu.port.py") + target_link_options(ggml-webgpu INTERFACE "--use-port=${EMDAWNWEBGPU_DIR}/emdawnwebgpu.port.py") + endif() + + if (GGML_WEBGPU_JSPI) + target_compile_options(ggml-webgpu PRIVATE "-fwasm-exceptions") + target_link_options(ggml-webgpu INTERFACE "-sJSPI" "-fwasm-exceptions") + else() + target_compile_options(ggml-webgpu PRIVATE "-fexceptions") + target_link_options(ggml-webgpu INTERFACE "-sASYNCIFY" "-exceptions") + endif() else() find_package(Dawn REQUIRED) set(DawnWebGPU_TARGET dawn::webgpu_dawn) @@ -48,6 +63,9 @@ endif() if (GGML_WEBGPU_DEBUG) target_compile_definitions(ggml-webgpu PRIVATE GGML_WEBGPU_DEBUG=1) + if(EMSCRIPTEN) + target_link_options(ggml-webgpu INTERFACE "-sASSERTIONS=2") + endif() endif() if (GGML_WEBGPU_CPU_PROFILE) diff --git a/ggml/src/ggml-webgpu/ggml-webgpu.cpp b/ggml/src/ggml-webgpu/ggml-webgpu.cpp index 9e8cbc477e..d0e99b6fe2 100644 --- a/ggml/src/ggml-webgpu/ggml-webgpu.cpp +++ b/ggml/src/ggml-webgpu/ggml-webgpu.cpp @@ -9,6 +9,10 @@ #include "ggml-impl.h" #include "ggml-wgsl-shaders.hpp" +#ifdef __EMSCRIPTEN__ +# include +#endif + #include #include @@ -21,6 +25,9 @@ #include #include +#define ROUNDUP_POW2(x, pow2) (((x) + ((pow2) - 1)) & ~((pow2) - 1)) +#define CEIL_DIV(M, N) (((M) + (N) - 1) / (N)) + #ifdef GGML_WEBGPU_DEBUG # define WEBGPU_LOG_DEBUG(msg) std::cout << msg << std::endl # define WEBGPU_DEBUG_BUF_ELEMS 32 @@ -60,6 +67,9 @@ /* Constants */ +// Track https://github.com/gpuweb/gpuweb/issues/5315 for fixes to implementations so this can be removed. +#define WEBGPU_MAX_WG_SIZE 288 + #define WEBGPU_MUL_MAT_WG_SIZE 256 #define WEBGPU_NUM_PARAM_BUFS 32u #define WEBGPU_COMMAND_SUBMIT_BATCH_SIZE 8u @@ -261,13 +271,12 @@ struct webgpu_context_struct { wgpu::Queue queue; wgpu::Limits limits; - bool supports_subgroup_matrix = false; - uint32_t subgroup_size; - wgpu::SubgroupMatrixConfig subgroup_matrix_config; + uint32_t subgroup_size; - // Separate this out from limits since on some Metal systems, the limit returned by - // querying the limits is higher than the actual allowed maximum. - uint32_t max_wg_size_x; +#ifndef __EMSCRIPTEN__ + bool supports_subgroup_matrix = false; + wgpu::SubgroupMatrixConfig subgroup_matrix_config; +#endif std::recursive_mutex mutex; std::atomic_uint inflight_threads = 0; @@ -275,26 +284,27 @@ struct webgpu_context_struct { webgpu_buf_pool param_buf_pool; webgpu_buf_pool set_rows_error_buf_pool; - webgpu_pipeline memset_pipeline; + std::map memset_pipelines; // variant or type index std::map>> mul_mat_pipelines; // src0_type, src1_type, vectorized std::map>> mul_mat_vec_pipelines; // src0_type, src1_type, vectorized - webgpu_pipeline mul_mat_pipeline[30][2]; - webgpu_pipeline set_rows_pipeline[1][2]; // dst->type, vectorized - webgpu_pipeline get_rows_pipeline[30]; - webgpu_pipeline get_rows_f32_no_vec_pipeline; - webgpu_pipeline cpy_pipeline[2][2]; // src type, dst type - webgpu_pipeline add_pipeline[2][2]; // type, inplace - webgpu_pipeline sub_pipeline[2][2]; // type, inplace - webgpu_pipeline mul_pipeline[2][2]; // type, inplace - webgpu_pipeline div_pipeline[2][2]; // type, inplace - webgpu_pipeline rms_norm_pipeline[2]; // inplace - webgpu_pipeline rope_pipeline[2][2][2]; // type, ff, inplace - webgpu_pipeline glu_pipeline[7][2][2]; // glu-op, type, split - webgpu_pipeline scale_pipeline[2]; // inplace - webgpu_pipeline soft_max_pipeline[3][2][2]; // (no_mask, f32_mask, f16_mask), has_sink, inplace + std::map> set_rows_pipelines; // dst_type, vectorized + std::map> get_rows_pipelines; // src_type, vectorized + + std::map> cpy_pipelines; // src_type, dst_type + std::map> add_pipelines; // type, inplace + std::map> sub_pipelines; // type, inplace + std::map> mul_pipelines; // type, inplace + std::map> div_pipelines; // type, inplace + + std::map rms_norm_pipelines; // inplace + std::map>> rope_pipelines; // type, ff, inplace + std::map>> glu_pipelines; // glu_op, type, split + std::map scale_pipelines; // inplace + std::map>> soft_max_pipelines; // mask_type, has_sink, inplace + std::map>> unary_pipelines; // unary_op, type, inplace size_t memset_bytes_per_thread; @@ -374,35 +384,10 @@ static std::string ggml_webgpu_process_shader_repls(const char * return s; } -static void ggml_webgpu_create_pipeline(wgpu::Device & device, - webgpu_pipeline & pipeline, - const char * shader_code, - const char * label, - const std::vector & constants = {}) { - wgpu::ShaderSourceWGSL shader_source; - shader_source.code = shader_code; - - wgpu::ShaderModuleDescriptor shader_desc; - shader_desc.nextInChain = &shader_source; - - wgpu::ShaderModule shader_module = device.CreateShaderModule(&shader_desc); - - wgpu::ComputePipelineDescriptor pipeline_desc; - pipeline_desc.label = label; - pipeline_desc.compute.module = shader_module; - pipeline_desc.compute.entryPoint = "main"; // Entry point in the WGSL code - pipeline_desc.layout = nullptr; // nullptr means auto layout - if (constants.size() > 0) { - pipeline_desc.compute.constants = constants.data(); - pipeline_desc.compute.constantCount = constants.size(); - } - pipeline = { device.CreateComputePipeline(&pipeline_desc), label }; -} - -static webgpu_pipeline ggml_webgpu_create_pipeline2(wgpu::Device & device, - const char * shader_code, - const char * label, - const std::vector & constants = {}) { +static webgpu_pipeline ggml_webgpu_create_pipeline(wgpu::Device & device, + const char * shader_code, + const char * label, + const std::vector & constants = {}) { wgpu::ShaderSourceWGSL shader_source; shader_source.code = shader_code; @@ -449,8 +434,8 @@ static void ggml_backend_webgpu_wait(webgpu_context & ct // If we have too many in-flight submissions, wait on the oldest one first. If there are many threads, // inflight_max may be 0, meaning that we must wait on all futures. uint64_t timeout_ms = block ? UINT64_MAX : 0; - uint inflight_threads = ctx->inflight_threads; - uint inflight_max = WEBGPU_MAX_INFLIGHT_SUBS_PER_THREAD / std::max(inflight_threads, 1u); + uint32_t inflight_threads = ctx->inflight_threads; + uint32_t inflight_max = WEBGPU_MAX_INFLIGHT_SUBS_PER_THREAD / std::max(inflight_threads, 1u); while (futures.size() >= inflight_max && futures.size() > 0) { ctx->instance.WaitAny(futures[0].futures.size(), futures[0].futures.data(), UINT64_MAX); futures.erase(futures.begin()); @@ -671,10 +656,10 @@ static void ggml_backend_webgpu_buffer_memset(webgpu_context & ctx, std::vector entries = { { .binding = 0, .buffer = buf, .offset = 0, .size = buf.GetSize() } }; - size_t bytes_per_wg = ctx->max_wg_size_x * ctx->memset_bytes_per_thread; - uint32_t wg_x = ((size + 3) + bytes_per_wg - 1) / bytes_per_wg; + size_t bytes_per_wg = WEBGPU_MAX_WG_SIZE * ctx->memset_bytes_per_thread; + uint32_t wg_x = CEIL_DIV(size + 3, bytes_per_wg); - webgpu_command command = ggml_backend_webgpu_build(ctx, ctx->memset_pipeline, params, entries, wg_x); + webgpu_command command = ggml_backend_webgpu_build(ctx, ctx->memset_pipelines[0], params, entries, wg_x); std::vector futures = { ggml_backend_webgpu_submit(ctx, { command }) }; ggml_backend_webgpu_wait(ctx, futures); } @@ -756,8 +741,7 @@ static size_t ggml_webgpu_tensor_align_offset(webgpu_context & ctx, ggml_tensor } static size_t ggml_webgpu_tensor_binding_size(webgpu_context & ctx, ggml_tensor * t) { - return (ggml_nbytes(t) + ggml_webgpu_tensor_misalignment(ctx, t) + WEBGPU_STORAGE_BUF_BINDING_MULT - 1) & - ~(WEBGPU_STORAGE_BUF_BINDING_MULT - 1); + return ROUNDUP_POW2(ggml_nbytes(t) + ggml_webgpu_tensor_misalignment(ctx, t), WEBGPU_STORAGE_BUF_BINDING_MULT); } // Used to determine if two tensors are the same for in-place operations @@ -793,9 +777,8 @@ static webgpu_command ggml_webgpu_cpy(webgpu_context & ctx, ggml_tensor * src, g .size = ggml_webgpu_tensor_binding_size(ctx, dst) } }; - size_t max_wg_size = ctx->max_wg_size_x; - uint32_t wg_x = (ne + max_wg_size - 1) / max_wg_size; - return ggml_backend_webgpu_build(ctx, ctx->cpy_pipeline[src->type][dst->type], params, entries, wg_x); + uint32_t wg_x = CEIL_DIV(ne, WEBGPU_MAX_WG_SIZE); + return ggml_backend_webgpu_build(ctx, ctx->cpy_pipelines[src->type][dst->type], params, entries, wg_x); } static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, @@ -844,10 +827,8 @@ static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, { .binding = 3, .buffer = error_bufs.dev_buf, .offset = 0, .size = error_bufs.dev_buf.GetSize() } }; - size_t max_wg_size = ctx->max_wg_size_x; - int vectorized = src->ne[0] % 4 == 0; - webgpu_pipeline pipeline = ctx->set_rows_pipeline[0][vectorized]; + webgpu_pipeline pipeline = ctx->set_rows_pipelines[0][vectorized]; uint32_t threads; if (vectorized) { threads = (src->ne[1] * src->ne[2] * src->ne[3]) * (src->ne[0] / 4); @@ -855,7 +836,7 @@ static std::optional ggml_webgpu_set_rows(webgpu_context & ctx, threads = src->ne[0] * src->ne[1] * src->ne[2] * src->ne[3]; } - uint32_t wg_x = (threads + max_wg_size - 1) / max_wg_size; + uint32_t wg_x = CEIL_DIV(threads, WEBGPU_MAX_WG_SIZE); return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x, 1, error_bufs); } @@ -895,13 +876,10 @@ static webgpu_command ggml_webgpu_get_rows(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) } }; - size_t max_wg_size = ctx->max_wg_size_x; - uint32_t wg_x = (dst->ne[1] * dst->ne[2] * dst->ne[3] + max_wg_size - 1) / max_wg_size; + uint32_t wg_x = CEIL_DIV(dst->ne[1] * dst->ne[2] * dst->ne[3], WEBGPU_MAX_WG_SIZE); - webgpu_pipeline pipeline = ctx->get_rows_pipeline[src->type]; - if (src->type == GGML_TYPE_F32 && dst->ne[0] % 4 != 0) { - pipeline = ctx->get_rows_f32_no_vec_pipeline; - } + uint32_t vectorized = src->type == GGML_TYPE_F32 && dst->ne[0] % 4 == 0; + webgpu_pipeline pipeline = ctx->get_rows_pipelines[src->type][vectorized]; return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x); } @@ -943,10 +921,9 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) }, }; - webgpu_pipeline pipeline = ctx->mul_mat_pipeline[src0->type][src1->type]; + webgpu_pipeline pipeline = ctx->mul_mat_pipelines[src0->type][src1->type][0]; - uint32_t wg_x = - (dst->ne[0] * dst->ne[1] * dst->ne[2] * dst->ne[3] + WEBGPU_MUL_MAT_WG_SIZE - 1) / WEBGPU_MUL_MAT_WG_SIZE; + uint32_t wg_x = CEIL_DIV(dst->ne[0] * dst->ne[1] * dst->ne[2] * dst->ne[3], WEBGPU_MUL_MAT_WG_SIZE); uint32_t wg_y = 1; bool use_fast = false; @@ -973,39 +950,96 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx, int vectorized = src0->ne[0] % 4 == 0 && dst->ne[0] % 4 == 0 && dst->ne[1] % 4 == 0; if (dst->ne[1] == 1) { // We don't support vectorized mul_mat_vec for quantized types - vectorized = vectorized && (src0->type < 2); - pipeline = ctx->mul_mat_vec_pipelines[src0->type][src1->type][vectorized]; - uint32_t batches = dst->ne[2] * dst->ne[3]; - uint32_t output_groups = - (dst->ne[0] + WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG - 1) / WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG; - uint32_t total_wg = output_groups * batches; - wg_x = total_wg % ctx->limits.maxComputeWorkgroupsPerDimension; - wg_y = (total_wg + ctx->limits.maxComputeWorkgroupsPerDimension - 1) / - ctx->limits.maxComputeWorkgroupsPerDimension; + vectorized = vectorized && (src0->type < 2); + pipeline = ctx->mul_mat_vec_pipelines[src0->type][src1->type][vectorized]; + uint32_t batches = dst->ne[2] * dst->ne[3]; + uint32_t output_groups = CEIL_DIV(dst->ne[0], WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG); + uint32_t total_wg = output_groups * batches; + wg_x = total_wg % ctx->limits.maxComputeWorkgroupsPerDimension; + wg_y = CEIL_DIV(total_wg, ctx->limits.maxComputeWorkgroupsPerDimension); } else { pipeline = ctx->mul_mat_pipelines[src0->type][src1->type][vectorized]; uint32_t wg_m; uint32_t wg_n; +#ifndef __EMSCRIPTEN__ if (ctx->supports_subgroup_matrix) { // The total number of subgroups/workgroups needed per matrix. uint32_t wg_m_sg_tile = WEBGPU_MUL_MAT_SUBGROUP_M * WEBGPU_MUL_MAT_SUBGROUP_MATRIX_M * ctx->subgroup_matrix_config.M; - wg_m = (dst->ne[0] + wg_m_sg_tile - 1) / wg_m_sg_tile; + wg_m = CEIL_DIV(dst->ne[0], wg_m_sg_tile); uint32_t wg_n_sg_tile = WEBGPU_MUL_MAT_SUBGROUP_N * WEBGPU_MUL_MAT_SUBGROUP_MATRIX_N * ctx->subgroup_matrix_config.N; - wg_n = (dst->ne[1] + wg_n_sg_tile - 1) / wg_n_sg_tile; + wg_n = CEIL_DIV(dst->ne[1], wg_n_sg_tile); } else { +#endif uint32_t tile_m_s = WEBGPU_MUL_MAT_TILE_M * WEBGPU_MUL_MAT_WG_SIZE_M; uint32_t tile_n_s = WEBGPU_MUL_MAT_TILE_N * WEBGPU_MUL_MAT_WG_SIZE_N; - wg_m = (dst->ne[0] + tile_m_s - 1) / tile_m_s; - wg_n = (dst->ne[1] + tile_n_s - 1) / tile_n_s; + wg_m = CEIL_DIV(dst->ne[0], tile_m_s); + wg_n = CEIL_DIV(dst->ne[1], tile_n_s); +#ifndef __EMSCRIPTEN__ } +#endif + wg_x = wg_m * wg_n * dst->ne[2] * dst->ne[3]; } } return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x, wg_y); } +static webgpu_command ggml_webgpu_unary_op(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) { + uint32_t ne = (uint32_t) ggml_nelements(dst); + ggml_unary_op unary_op = ggml_get_unary_op(dst); + uint32_t inplace = ggml_webgpu_tensor_equal(src, dst); + + std::vector params = { + ne, (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src) / ggml_type_size(src->type)), + (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)), + // Convert byte-strides to element-strides + (uint32_t) (src->nb[0] / ggml_type_size(src->type)), (uint32_t) (src->nb[1] / ggml_type_size(src->type)), + (uint32_t) (src->nb[2] / ggml_type_size(src->type)), (uint32_t) (src->nb[3] / ggml_type_size(src->type)), + (uint32_t) (dst->nb[0] / ggml_type_size(dst->type)), (uint32_t) (dst->nb[1] / ggml_type_size(dst->type)), + (uint32_t) (dst->nb[2] / ggml_type_size(dst->type)), (uint32_t) (dst->nb[3] / ggml_type_size(dst->type)), + // Logical shapes + (uint32_t) src->ne[0], (uint32_t) src->ne[1], (uint32_t) src->ne[2], (uint32_t) dst->ne[0], + (uint32_t) dst->ne[1], (uint32_t) dst->ne[2] + }; + + switch (unary_op) { + case GGML_UNARY_OP_XIELU: + { + // Get float parameters and reinterpret their bit patterns as uint32_t + // for passing through the params buffer + float alpha_n = ggml_get_op_params_f32(dst, 1); + float alpha_p = ggml_get_op_params_f32(dst, 2); + float beta = ggml_get_op_params_f32(dst, 3); + float eps = ggml_get_op_params_f32(dst, 4); + params.push_back(*reinterpret_cast(&alpha_n)); + params.push_back(*reinterpret_cast(&alpha_p)); + params.push_back(*reinterpret_cast(&beta)); + params.push_back(*reinterpret_cast(&eps)); + break; + } + default: + break; + } + + std::vector entries = { + { .binding = 0, + .buffer = ggml_webgpu_tensor_buf(src), + .offset = ggml_webgpu_tensor_align_offset(ctx, src), + .size = ggml_webgpu_tensor_binding_size(ctx, src) }, + }; + if (!inplace) { + entries.push_back({ .binding = 1, + .buffer = ggml_webgpu_tensor_buf(dst), + .offset = ggml_webgpu_tensor_align_offset(ctx, dst), + .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); + } + + uint32_t wg_x = CEIL_DIV(ne, WEBGPU_MAX_WG_SIZE); + return ggml_backend_webgpu_build(ctx, ctx->unary_pipelines[unary_op][dst->type][inplace], params, entries, wg_x); +} + static webgpu_command ggml_webgpu_binary_op(webgpu_context & ctx, ggml_tensor * src0, ggml_tensor * src1, @@ -1047,8 +1081,7 @@ static webgpu_command ggml_webgpu_binary_op(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - size_t max_wg_size = ctx->max_wg_size_x; - uint32_t wg_x = (ggml_nelements(dst) + max_wg_size - 1) / max_wg_size; + uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE); return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x); } @@ -1084,7 +1117,7 @@ static webgpu_command ggml_webgpu_rms_norm(webgpu_context & ctx, ggml_tensor * s .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - return ggml_backend_webgpu_build(ctx, ctx->rms_norm_pipeline[inplace], params, entries, ggml_nrows(src)); + return ggml_backend_webgpu_build(ctx, ctx->rms_norm_pipelines[inplace], params, entries, ggml_nrows(src)); } static webgpu_command ggml_webgpu_rope(webgpu_context & ctx, @@ -1169,9 +1202,8 @@ static webgpu_command ggml_webgpu_rope(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - webgpu_pipeline pipeline = ctx->rope_pipeline[dst->type][has_freq_factor][inplace]; - size_t max_wg_size = ctx->max_wg_size_x; - uint32_t wg_x = (ggml_nelements(src0) / 2 + max_wg_size - 1) / max_wg_size; + webgpu_pipeline pipeline = ctx->rope_pipelines[dst->type][has_freq_factor][inplace]; + uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE); return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x); } @@ -1222,9 +1254,8 @@ static webgpu_command ggml_webgpu_glu(webgpu_context & ctx, ggml_tensor * src0, .offset = ggml_webgpu_tensor_align_offset(ctx, dst), .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); - webgpu_pipeline pipeline = ctx->glu_pipeline[ggml_get_glu_op(dst)][dst->type][split]; - size_t max_wg_size = ctx->max_wg_size_x; - uint32_t wg_x = (ggml_nelements(dst) + max_wg_size - 1) / max_wg_size; + webgpu_pipeline pipeline = ctx->glu_pipelines[ggml_get_glu_op(dst)][dst->type][split]; + uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE); return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x); } @@ -1261,9 +1292,8 @@ static webgpu_command ggml_webgpu_scale(webgpu_context & ctx, ggml_tensor * src, .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - size_t max_wg_size = ctx->max_wg_size_x; - uint32_t wg_x = (ggml_nelements(dst) + max_wg_size - 1) / max_wg_size; - return ggml_backend_webgpu_build(ctx, ctx->scale_pipeline[inplace], params, entries, wg_x); + uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE); + return ggml_backend_webgpu_build(ctx, ctx->scale_pipelines[inplace], params, entries, wg_x); } static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx, @@ -1335,7 +1365,7 @@ static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx, .size = ggml_webgpu_tensor_binding_size(ctx, dst) }); } - return ggml_backend_webgpu_build(ctx, ctx->soft_max_pipeline[mask_type][has_sink][inplace], params, entries, + return ggml_backend_webgpu_build(ctx, ctx->soft_max_pipelines[mask_type][has_sink][inplace], params, entries, ggml_nrows(dst)); } @@ -1370,22 +1400,22 @@ static std::optional ggml_webgpu_encode_node(webgpu_context ctx, case GGML_OP_ADD: { int inplace = ggml_webgpu_tensor_equal(src0, node); - return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->add_pipeline[node->type][inplace], inplace); + return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->add_pipelines[node->type][inplace], inplace); } case GGML_OP_SUB: { int inplace = ggml_webgpu_tensor_equal(src0, node); - return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->sub_pipeline[node->type][inplace], inplace); + return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->sub_pipelines[node->type][inplace], inplace); } case GGML_OP_MUL: { int inplace = ggml_webgpu_tensor_equal(src0, node); - return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->mul_pipeline[node->type][inplace], inplace); + return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->mul_pipelines[node->type][inplace], inplace); } case GGML_OP_DIV: { int inplace = ggml_webgpu_tensor_equal(src0, node); - return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->div_pipeline[node->type][inplace], inplace); + return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->div_pipelines[node->type][inplace], inplace); } case GGML_OP_RMS_NORM: return ggml_webgpu_rms_norm(ctx, src0, node); @@ -1397,6 +1427,8 @@ static std::optional ggml_webgpu_encode_node(webgpu_context ctx, return ggml_webgpu_scale(ctx, src0, node); case GGML_OP_SOFT_MAX: return ggml_webgpu_soft_max(ctx, src0, src1, src2, node); + case GGML_OP_UNARY: + return ggml_webgpu_unary_op(ctx, src0, node); default: return std::nullopt; } @@ -1419,9 +1451,9 @@ static ggml_status ggml_backend_webgpu_graph_compute(ggml_backend_t backend, str commands.push_back(*cmd); } // compute the batch size based on the number of inflight threads - uint inflight_threads = ctx->inflight_threads; - uint batch_size = std::min(std::max(1u, WEBGPU_NUM_PARAM_BUFS / std::max(inflight_threads, 1u)), - WEBGPU_COMMAND_SUBMIT_BATCH_SIZE); + uint32_t inflight_threads = ctx->inflight_threads; + uint32_t batch_size = std::min(std::max(1u, WEBGPU_NUM_PARAM_BUFS / std::max(inflight_threads, 1u)), + WEBGPU_COMMAND_SUBMIT_BATCH_SIZE); if (commands.size() >= batch_size) { futures.push_back(ggml_backend_webgpu_submit(ctx, commands)); // Process events and check for completed submissions @@ -1629,8 +1661,7 @@ static ggml_backend_buffer_t ggml_backend_webgpu_buffer_type_alloc_buffer(ggml_b ggml_backend_webgpu_device_context * ctx = static_cast(buft->device->context); wgpu::Buffer buf; - ggml_webgpu_create_buffer(ctx->webgpu_ctx->device, buf, - (size + WEBGPU_STORAGE_BUF_BINDING_MULT - 1) & ~(WEBGPU_STORAGE_BUF_BINDING_MULT - 1), + ggml_webgpu_create_buffer(ctx->webgpu_ctx->device, buf, ROUNDUP_POW2(size, WEBGPU_STORAGE_BUF_BINDING_MULT), wgpu::BufferUsage::Storage | wgpu::BufferUsage::CopySrc | wgpu::BufferUsage::CopyDst, buf_name.c_str()); @@ -1705,59 +1736,76 @@ static std::vector ggml_webgpu_wg_size_entry(uint32_t wg_si static void ggml_webgpu_init_memset_pipeline(webgpu_context & webgpu_ctx) { // we use the maximum workgroup size for the memset pipeline - size_t max_wg_size = webgpu_ctx->max_wg_size_x; - size_t max_threads = max_wg_size * webgpu_ctx->limits.maxComputeWorkgroupsPerDimension; + size_t max_threads = WEBGPU_MAX_WG_SIZE * webgpu_ctx->limits.maxComputeWorkgroupsPerDimension; // Size the bytes_per_thread so that the largest buffer size can be handled - webgpu_ctx->memset_bytes_per_thread = - (webgpu_ctx->limits.maxStorageBufferBindingSize + max_threads - 1) / max_threads; + webgpu_ctx->memset_bytes_per_thread = CEIL_DIV(webgpu_ctx->limits.maxStorageBufferBindingSize, max_threads); std::vector constants(2); - constants[0].key = "wg_size"; - constants[0].value = max_wg_size; - constants[1].key = "bytes_per_thread"; - constants[1].value = webgpu_ctx->memset_bytes_per_thread; - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->memset_pipeline, wgsl_memset, "memset", constants); + constants[0].key = "wg_size"; + constants[0].value = WEBGPU_MAX_WG_SIZE; + constants[1].key = "bytes_per_thread"; + constants[1].value = webgpu_ctx->memset_bytes_per_thread; + webgpu_ctx->memset_pipelines[0] = ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_memset, "memset", constants); } static void ggml_webgpu_init_mul_mat_pipeline(webgpu_context & webgpu_ctx) { - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q4_0][GGML_TYPE_F32], - wgsl_mul_mat_q4_0_f32, "mul_mat_q4_0_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q4_1][GGML_TYPE_F32], - wgsl_mul_mat_q4_1_f32, "mul_mat_q4_1_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q5_0][GGML_TYPE_F32], - wgsl_mul_mat_q5_0_f32, "mul_mat_q5_0_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q5_1][GGML_TYPE_F32], - wgsl_mul_mat_q5_1_f32, "mul_mat_q5_1_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q8_0][GGML_TYPE_F32], - wgsl_mul_mat_q8_0_f32, "mul_mat_q8_0_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q2_K][GGML_TYPE_F32], - wgsl_mul_mat_q2_k_f32, "mul_mat_q2_k_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q3_K][GGML_TYPE_F32], - wgsl_mul_mat_q3_k_f32, "mul_mat_q3_k_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q4_K][GGML_TYPE_F32], - wgsl_mul_mat_q4_k_f32, "mul_mat_q4_k_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q5_K][GGML_TYPE_F32], - wgsl_mul_mat_q5_k_f32, "mul_mat_q5_k_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q6_K][GGML_TYPE_F32], - wgsl_mul_mat_q6_k_f32, "mul_mat_q6_k_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ2_XXS][GGML_TYPE_F32], - wgsl_mul_mat_iq2_xxs_f32, "mul_mat_iq2_xxs_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ2_XS][GGML_TYPE_F32], - wgsl_mul_mat_iq2_xs_f32, "mul_mat_iq2_xs_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ2_S][GGML_TYPE_F32], - wgsl_mul_mat_iq2_s_f32, "mul_mat_iq2_s_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ3_XXS][GGML_TYPE_F32], - wgsl_mul_mat_iq3_xxs_f32, "mul_mat_iq3_xxs_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ3_S][GGML_TYPE_F32], - wgsl_mul_mat_iq3_s_f32, "mul_mat_iq3_s_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ1_S][GGML_TYPE_F32], - wgsl_mul_mat_iq1_s_f32, "mul_mat_iq1_s_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ1_M][GGML_TYPE_F32], - wgsl_mul_mat_iq1_m_f32, "mul_mat_iq1_m_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ4_NL][GGML_TYPE_F32], - wgsl_mul_mat_iq4_nl_f32, "mul_mat_iq4_nl_f32"); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ4_XS][GGML_TYPE_F32], - wgsl_mul_mat_iq4_xs_f32, "mul_mat_iq4_xs_f32"); + // Q4/Q5/Q8 classic quantizations + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q4_0_f32, "mul_mat_q4_0_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_1][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q4_1_f32, "mul_mat_q4_1_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q5_0][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q5_0_f32, "mul_mat_q5_0_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q5_1][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q5_1_f32, "mul_mat_q5_1_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q8_0][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q8_0_f32, "mul_mat_q8_0_f32"); + // K-quantizations + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q2_K][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q2_k_f32, "mul_mat_q2_k_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q3_K][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q3_k_f32, "mul_mat_q3_k_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_K][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q4_k_f32, "mul_mat_q4_k_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q5_K][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q5_k_f32, "mul_mat_q5_k_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q6_K][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q6_k_f32, "mul_mat_q6_k_f32"); + + // IQ quantizations (2-, 3-, 4-bit variants) + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ2_XXS][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq2_xxs_f32, "mul_mat_iq2_xxs_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ2_XS][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq2_xs_f32, "mul_mat_iq2_xs_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ2_S][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq2_s_f32, "mul_mat_iq2_s_f32"); + + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ3_XXS][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq3_xxs_f32, "mul_mat_iq3_xxs_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ3_S][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq3_s_f32, "mul_mat_iq3_s_f32"); + + // 1-bit and 4-bit IQ variants + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ1_S][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq1_s_f32, "mul_mat_iq1_s_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ1_M][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq1_m_f32, "mul_mat_iq1_m_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ4_NL][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq4_nl_f32, "mul_mat_iq4_nl_f32"); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ4_XS][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq4_xs_f32, "mul_mat_iq4_xs_f32"); + + std::string proc_mul_mat_f32_f32; + std::string proc_mul_mat_f32_f32_vec; + std::string proc_mul_mat_f16_f32; + std::string proc_mul_mat_f16_f32_vec; + std::string proc_mul_mat_f16_f16; + std::string proc_mul_mat_f16_f16_vec; + std::string proc_mul_mat_q4_0_f32; + std::string proc_mul_mat_q4_0_f32_vec; + + std::vector mul_mat_constants; +#ifndef __EMSCRIPTEN__ if (webgpu_ctx->supports_subgroup_matrix) { std::map sg_matrix_repls; sg_matrix_repls["WEBGPU_MAX_SUBGROUP_SIZE"] = std::to_string(webgpu_ctx->subgroup_size); @@ -1770,100 +1818,57 @@ static void ggml_webgpu_init_mul_mat_pipeline(webgpu_context & webgpu_ctx) { sg_matrix_repls["WEBGPU_SG_MAT_N_SIZE"] = std::to_string(webgpu_ctx->subgroup_matrix_config.N); sg_matrix_repls["WEBGPU_SG_MAT_K_SIZE"] = std::to_string(webgpu_ctx->subgroup_matrix_config.K); - std::string proc_mul_mat_subgroup_matrix_f32_f32 = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f32_f32, sg_matrix_repls); - std::string proc_mul_mat_subgroup_matrix_f32_f32_vec = + proc_mul_mat_f32_f32 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f32_f32, sg_matrix_repls); + proc_mul_mat_f32_f32_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f32_f32_vec, sg_matrix_repls); - std::string proc_mul_mat_subgroup_matrix_f16_f32 = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f16_f32, sg_matrix_repls); - std::string proc_mul_mat_subgroup_matrix_f16_f32_vec = + proc_mul_mat_f16_f32 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f16_f32, sg_matrix_repls); + proc_mul_mat_f16_f32_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f16_f32_vec, sg_matrix_repls); - std::string proc_mul_mat_subgroup_matrix_f16_f16 = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f16_f16, sg_matrix_repls); - std::string proc_mul_mat_subgroup_matrix_f16_f16_vec = + proc_mul_mat_f16_f16 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f16_f16, sg_matrix_repls); + proc_mul_mat_f16_f16_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_f16_f16_vec, sg_matrix_repls); - std::string proc_mul_mat_subgroup_matrix_q4_0_f32 = + proc_mul_mat_q4_0_f32 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_q4_0_f32, sg_matrix_repls); - std::string proc_mul_mat_subgroup_matrix_q4_0_f32_vec = + proc_mul_mat_q4_0_f32_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_subgroup_matrix_q4_0_f32_vec, sg_matrix_repls); - - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2( - webgpu_ctx->device, proc_mul_mat_subgroup_matrix_f32_f32.c_str(), "mul_mat_subgroup_matrix_f32_f32"); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_subgroup_matrix_f32_f32_vec.c_str(), - "mul_mat_subgroup_matrix_f32_f32_vec"); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2( - webgpu_ctx->device, proc_mul_mat_subgroup_matrix_f16_f32.c_str(), "mul_mat_subgroup_matrix_f16_f32"); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_subgroup_matrix_f16_f32_vec.c_str(), - "mul_mat_subgroup_matrix_f16_f32_vec"); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline2( - webgpu_ctx->device, proc_mul_mat_subgroup_matrix_f16_f16.c_str(), "mul_mat_subgroup_matrix_f16_f16"); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_subgroup_matrix_f16_f16_vec.c_str(), - "mul_mat_subgroup_matrix_f16_f16_vec"); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2( - webgpu_ctx->device, proc_mul_mat_subgroup_matrix_q4_0_f32.c_str(), "mul_mat_subgroup_matrix_q4_0_f32"); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_subgroup_matrix_q4_0_f32_vec.c_str(), - "mul_mat_subgroup_matrix_q4_0_f32_vec"); } else { - std::vector mul_mat_reg_tile_constants(3); - mul_mat_reg_tile_constants[0].key = "TILE_K"; - mul_mat_reg_tile_constants[0].value = WEBGPU_MUL_MAT_TILE_K; - mul_mat_reg_tile_constants[1].key = "WORKGROUP_SIZE_M"; - mul_mat_reg_tile_constants[1].value = WEBGPU_MUL_MAT_WG_SIZE_M; - mul_mat_reg_tile_constants[2].key = "WORKGROUP_SIZE_N"; - mul_mat_reg_tile_constants[2].value = WEBGPU_MUL_MAT_WG_SIZE_N; +#endif + mul_mat_constants.push_back({ .key = "TILE_K", .value = WEBGPU_MUL_MAT_TILE_K }); + mul_mat_constants.push_back({ .key = "WORKGROUP_SIZE_M", .value = WEBGPU_MUL_MAT_WG_SIZE_M }); + mul_mat_constants.push_back({ .key = "WORKGROUP_SIZE_N", .value = WEBGPU_MUL_MAT_WG_SIZE_N }); std::map reg_repls; reg_repls["WEBGPU_TILE_M"] = std::to_string(WEBGPU_MUL_MAT_TILE_M); reg_repls["WEBGPU_TILE_N"] = std::to_string(WEBGPU_MUL_MAT_TILE_N); - // Process each reg-tile shader with tile replacements. - // Keep the processed strings in-scope so .c_str() remains valid. - std::string proc_mul_mat_reg_tile_f32_f32 = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f32_f32, reg_repls); - std::string proc_mul_mat_reg_tile_f32_f32_vec = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f32_f32_vec, reg_repls); - std::string proc_mul_mat_reg_tile_f16_f32 = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f32, reg_repls); - std::string proc_mul_mat_reg_tile_f16_f32_vec = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f32_vec, reg_repls); - std::string proc_mul_mat_reg_tile_f16_f16 = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f16, reg_repls); - std::string proc_mul_mat_reg_tile_f16_f16_vec = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f16_vec, reg_repls); - std::string proc_mul_mat_reg_tile_q4_0_f32 = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_q4_0_f32, reg_repls); - std::string proc_mul_mat_reg_tile_q4_0_f32_vec = - ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_q4_0_f32_vec, reg_repls); - - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_f32_f32.c_str(), - "mul_mat_reg_tile_f32_f32", mul_mat_reg_tile_constants); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_f32_f32_vec.c_str(), - "mul_mat_reg_tile_f32_f32_vec", mul_mat_reg_tile_constants); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_f16_f32.c_str(), - "mul_mat_reg_tile_f16_f32", mul_mat_reg_tile_constants); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_f16_f32_vec.c_str(), - "mul_mat_reg_tile_f16_f32_vec", mul_mat_reg_tile_constants); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_f16_f16.c_str(), - "mul_mat_reg_tile_f16_f16", mul_mat_reg_tile_constants); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_f16_f16_vec.c_str(), - "mul_mat_reg_tile_f16_f16_vec", mul_mat_reg_tile_constants); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_q4_0_f32.c_str(), - "mul_mat_reg_tile_q4_0_f32", mul_mat_reg_tile_constants); - webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][1] = - ggml_webgpu_create_pipeline2(webgpu_ctx->device, proc_mul_mat_reg_tile_q4_0_f32_vec.c_str(), - "mul_mat_reg_tile_q4_0_f32_vec", mul_mat_reg_tile_constants); + proc_mul_mat_f32_f32 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f32_f32, reg_repls); + proc_mul_mat_f32_f32_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f32_f32_vec, reg_repls); + proc_mul_mat_f16_f32 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f32, reg_repls); + proc_mul_mat_f16_f32_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f32_vec, reg_repls); + proc_mul_mat_f16_f16 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f16, reg_repls); + proc_mul_mat_f16_f16_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_f16_f16_vec, reg_repls); + proc_mul_mat_q4_0_f32 = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_q4_0_f32, reg_repls); + proc_mul_mat_q4_0_f32_vec = ggml_webgpu_process_shader_repls(wgsl_mul_mat_reg_tile_q4_0_f32_vec, reg_repls); +#ifndef __EMSCRIPTEN__ } +#endif + + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_f32_f32.c_str(), "mul_mat_f32_f32", mul_mat_constants); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_f32_f32_vec.c_str(), "mul_mat_f32_f32_vec", mul_mat_constants); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_f16_f32.c_str(), "mul_mat_f16_f32", mul_mat_constants); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_f16_f32_vec.c_str(), "mul_mat_f16_f32_vec", mul_mat_constants); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_f16_f16.c_str(), "mul_mat_f16_f16", mul_mat_constants); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_f16_f16_vec.c_str(), "mul_mat_f16_f16_vec", mul_mat_constants); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_q4_0_f32.c_str(), "mul_mat_q4_0_f32", mul_mat_constants); + webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, proc_mul_mat_q4_0_f32_vec.c_str(), "mul_mat_q4_0_f32_vec", mul_mat_constants); std::vector mul_mat_vec_constants(3); mul_mat_vec_constants[0].key = "WORKGROUP_SIZE"; @@ -1873,257 +1878,444 @@ static void ggml_webgpu_init_mul_mat_pipeline(webgpu_context & webgpu_ctx) { mul_mat_vec_constants[2].key = "OUTPUTS_PER_WG"; mul_mat_vec_constants[2].value = WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG; - webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2( + webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline( webgpu_ctx->device, wgsl_mul_mat_vec_f32_f32, "mul_mat_vec_f32_f32", mul_mat_vec_constants); - webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline2( + webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( webgpu_ctx->device, wgsl_mul_mat_vec_f32_f32_vec, "mul_mat_vec_f32_f32_vec", mul_mat_vec_constants); - webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2( + webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline( webgpu_ctx->device, wgsl_mul_mat_vec_f16_f32, "mul_mat_vec_f16_f32", mul_mat_vec_constants); - webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline2( + webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( webgpu_ctx->device, wgsl_mul_mat_vec_f16_f32_vec, "mul_mat_vec_f16_f32_vec", mul_mat_vec_constants); - webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline2( + webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline( webgpu_ctx->device, wgsl_mul_mat_vec_f16_f16, "mul_mat_vec_f16_f16", mul_mat_vec_constants); - webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline2( + webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline( webgpu_ctx->device, wgsl_mul_mat_vec_f16_f16_vec, "mul_mat_vec_f16_f16_vec", mul_mat_vec_constants); - webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2( + webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline( webgpu_ctx->device, wgsl_mul_mat_vec_q4_0_f32, "mul_mat_vec_q4_0_f32", mul_mat_vec_constants); } static void ggml_webgpu_init_set_rows_pipeline(webgpu_context & webgpu_ctx) { - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->set_rows_pipeline[0][0], wgsl_set_rows_f16, - "set_rows_f16", ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x)); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->set_rows_pipeline[0][1], wgsl_set_rows_f16_vec, - "set_rows_f16_vec", ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x)); + webgpu_ctx->set_rows_pipelines[0][0] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_set_rows_f16, "set_rows_f16", ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE)); + webgpu_ctx->set_rows_pipelines[0][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_set_rows_f16_vec, "set_rows_f16_vec", ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE)); } static void ggml_webgpu_init_get_rows_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_F32], wgsl_get_rows_f32_vec, - "get_rows_f32_vec", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_f32_no_vec_pipeline, wgsl_get_rows_f32, - "get_rows_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_F16], wgsl_get_rows_f16, - "get_rows_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_I32], wgsl_get_rows_i32, - "get_rows_i32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q4_0], wgsl_get_rows_q4_0, - "get_rows_q4_0", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q4_1], wgsl_get_rows_q4_1, - "get_rows_q4_1", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q5_0], wgsl_get_rows_q5_0, - "get_rows_q5_0", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q5_1], wgsl_get_rows_q5_1, - "get_rows_q5_1", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q8_0], wgsl_get_rows_q8_0, - "get_rows_q8_0", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q2_K], wgsl_get_rows_q2_k, - "get_rows_q2_k", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q3_K], wgsl_get_rows_q3_k, - "get_rows_q3_k", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q4_K], wgsl_get_rows_q4_k, - "get_rows_q4_k", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q5_K], wgsl_get_rows_q5_k, - "get_rows_q5_k", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q6_K], wgsl_get_rows_q6_k, - "get_rows_q6_k", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ2_XXS], - wgsl_get_rows_iq2_xxs, "get_rows_iq2_xxs", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ2_XS], - wgsl_get_rows_iq2_xs, "get_rows_iq2_xs", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ2_S], wgsl_get_rows_iq2_s, - "get_rows_iq2_s", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ3_XXS], - wgsl_get_rows_iq3_xxs, "get_rows_iq3_xxs", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ3_S], wgsl_get_rows_iq3_s, - "get_rows_iq3_s", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ1_S], wgsl_get_rows_iq1_s, - "get_rows_iq1_s", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ1_M], wgsl_get_rows_iq1_m, - "get_rows_iq1_m", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ4_NL], - wgsl_get_rows_iq4_nl, "get_rows_iq4_nl", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ4_XS], - wgsl_get_rows_iq4_xs, "get_rows_iq4_xs", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->get_rows_pipelines[GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_f32, "get_rows_f32", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_f32_vec, "get_rows_f32_vec", constants); + + webgpu_ctx->get_rows_pipelines[GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_f16, "get_rows_f16", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_I32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_i32, "get_rows_i32", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q4_0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q4_0, "get_rows_q4_0", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q4_1][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q4_1, "get_rows_q4_1", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q5_0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q5_0, "get_rows_q5_0", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q5_1][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q5_1, "get_rows_q5_1", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q8_0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q8_0, "get_rows_q8_0", constants); + + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q2_K][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q2_k, "get_rows_q2_k", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q3_K][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q3_k, "get_rows_q3_k", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q4_K][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q4_k, "get_rows_q4_k", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q5_K][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q5_k, "get_rows_q5_k", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q6_K][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q6_k, "get_rows_q6_k", constants); + + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ2_XXS][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq2_xxs, "get_rows_iq2_xxs", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ2_XS][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq2_xs, "get_rows_iq2_xs", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ2_S][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq2_s, "get_rows_iq2_s", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ3_XXS][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq3_xxs, "get_rows_iq3_xxs", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ3_S][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq3_s, "get_rows_iq3_s", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ1_S][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq1_s, "get_rows_iq1_s", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ1_M][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq1_m, "get_rows_iq1_m", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ4_NL][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq4_nl, "get_rows_iq4_nl", constants); + webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ4_XS][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq4_xs, "get_rows_iq4_xs", constants); } static void ggml_webgpu_init_cpy_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F32][GGML_TYPE_F32], - wgsl_cpy_f32_f32, "cpy_f32_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F32][GGML_TYPE_F16], - wgsl_cpy_f32_f16, "cpy_f32_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F16][GGML_TYPE_F32], - wgsl_cpy_f16_f32, "cpy_f16_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F16][GGML_TYPE_F16], - wgsl_cpy_f16_f16, "cpy_f16_f16", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->cpy_pipelines[GGML_TYPE_F32][GGML_TYPE_F32] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f32_f32, "cpy_f32_f32", constants); + webgpu_ctx->cpy_pipelines[GGML_TYPE_F32][GGML_TYPE_F16] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f32_f16, "cpy_f32_f16", constants); + webgpu_ctx->cpy_pipelines[GGML_TYPE_F16][GGML_TYPE_F32] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f16_f32, "cpy_f16_f32", constants); + webgpu_ctx->cpy_pipelines[GGML_TYPE_F16][GGML_TYPE_F16] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f16_f16, "cpy_f16_f16", constants); } static void ggml_webgpu_init_add_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F32][0], wgsl_add_f32, "add_f32", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F16][0], wgsl_add_f16, "add_f16", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F32][1], wgsl_add_f32_inplace, - "add_f32_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F16][1], wgsl_add_f16_inplace, - "add_f16_inplace", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->add_pipelines[GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f32, "add_f32", constants); + webgpu_ctx->add_pipelines[GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f16, "add_f16", constants); + webgpu_ctx->add_pipelines[GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f32_inplace, "add_f32_inplace", constants); + webgpu_ctx->add_pipelines[GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f16_inplace, "add_f16_inplace", constants); } static void ggml_webgpu_init_sub_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F32][0], wgsl_sub_f32, "sub_f32", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F16][0], wgsl_sub_f16, "sub_f16", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F32][1], wgsl_sub_f32_inplace, - "sub_f32_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F16][1], wgsl_sub_f16_inplace, - "sub_f16_inplace", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->sub_pipelines[GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f32, "sub_f32", constants); + webgpu_ctx->sub_pipelines[GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f16, "sub_f16", constants); + webgpu_ctx->sub_pipelines[GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f32_inplace, "sub_f32_inplace", constants); + webgpu_ctx->sub_pipelines[GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f16_inplace, "sub_f16_inplace", constants); } static void ggml_webgpu_init_mul_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F32][0], wgsl_mul_f32, "mul_f32", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F16][0], wgsl_mul_f16, "mul_f16", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F32][1], wgsl_mul_f32_inplace, - "mul_f32_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F16][1], wgsl_mul_f16_inplace, - "mul_f16_inplace", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->mul_pipelines[GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f32, "mul_f32", constants); + webgpu_ctx->mul_pipelines[GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f16, "mul_f16", constants); + webgpu_ctx->mul_pipelines[GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f32_inplace, "mul_f32_inplace", constants); + webgpu_ctx->mul_pipelines[GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f16_inplace, "mul_f16_inplace", constants); } static void ggml_webgpu_init_div_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F32][0], wgsl_div_f32, "div_f32", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F16][0], wgsl_div_f16, "div_f16", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F32][1], wgsl_div_f32_inplace, - "div_f32_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F16][1], wgsl_div_f16_inplace, - "div_f16_inplace", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->div_pipelines[GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f32, "div_f32", constants); + webgpu_ctx->div_pipelines[GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f16, "div_f16", constants); + webgpu_ctx->div_pipelines[GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f32_inplace, "div_f32_inplace", constants); + webgpu_ctx->div_pipelines[GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f16_inplace, "div_f16_inplace", constants); } static void ggml_webgpu_init_rms_norm_pipeline(webgpu_context & webgpu_ctx) { std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_ROW_SPLIT_WG_SIZE); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rms_norm_pipeline[0], wgsl_rms_norm, "rms_norm", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rms_norm_pipeline[1], wgsl_rms_norm_inplace, - "rms_norm_inplace", constants); + + webgpu_ctx->rms_norm_pipelines[0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rms_norm, "rms_norm", constants); + webgpu_ctx->rms_norm_pipelines[1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rms_norm_inplace, "rms_norm_inplace", constants); } static void ggml_webgpu_init_rope_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][0][0], wgsl_rope_f32, - "rope_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][0][1], - wgsl_rope_f32_inplace, "rope_f32_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][1][0], wgsl_rope_f32_ff, - "rope_f32_ff", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][1][1], - wgsl_rope_f32_ff_inplace, "rope_f32_ff_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][0][0], wgsl_rope_f16, - "rope_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][0][1], - wgsl_rope_f16_inplace, "rope_f16_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][1][0], wgsl_rope_f16_ff, - "rope_f16_ff", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][1][1], - wgsl_rope_f16_ff_inplace, "rope_f16_ff_inplace", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->rope_pipelines[GGML_TYPE_F32][0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32, "rope_f32", constants); + webgpu_ctx->rope_pipelines[GGML_TYPE_F32][0][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32_inplace, "rope_f32_inplace", constants); + webgpu_ctx->rope_pipelines[GGML_TYPE_F32][1][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32_ff, "rope_f32_ff", constants); + webgpu_ctx->rope_pipelines[GGML_TYPE_F32][1][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32_ff_inplace, "rope_f32_ff_inplace", constants); + + webgpu_ctx->rope_pipelines[GGML_TYPE_F16][0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16, "rope_f16", constants); + webgpu_ctx->rope_pipelines[GGML_TYPE_F16][0][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16_inplace, "rope_f16_inplace", constants); + webgpu_ctx->rope_pipelines[GGML_TYPE_F16][1][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16_ff, "rope_f16_ff", constants); + webgpu_ctx->rope_pipelines[GGML_TYPE_F16][1][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16_ff_inplace, "rope_f16_ff_inplace", constants); } static void ggml_webgpu_init_glu_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - // reglu - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F32][0], - wgsl_reglu_f32, "reglu_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F16][0], - wgsl_reglu_f16, "reglu_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F32][1], - wgsl_reglu_f32_split, "reglu_f32_split", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F16][1], - wgsl_reglu_f16_split, "reglu_f16_split", constants); - // geglu - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][0], - wgsl_geglu_f32, "geglu_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][0], - wgsl_geglu_f16, "geglu_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][1], - wgsl_geglu_f32_split, "geglu_f32_split", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][1], - wgsl_geglu_f16_split, "geglu_f16_split", constants); - // swiglu - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][0], - wgsl_swiglu_f32, "swiglu_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][0], - wgsl_swiglu_f16, "swiglu_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][1], - wgsl_swiglu_f32_split, "swiglu_f32_split", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][1], - wgsl_swiglu_f16_split, "swiglu_f16_split", constants); - // swiglu_oai - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][0], - wgsl_swiglu_oai_f32, "swiglu_oai_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][1], - wgsl_swiglu_oai_f32_split, "swiglu_oai_f32_split", constants); - // geglu_erf - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][0], - wgsl_geglu_erf_f32, "geglu_erf_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][0], - wgsl_geglu_erf_f16, "geglu_erf_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][1], - wgsl_geglu_erf_f32_split, "geglu_erf_f32_split", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][1], - wgsl_geglu_erf_f16_split, "geglu_erf_f16_split", constants); - // geglu_quick - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][0], - wgsl_geglu_quick_f32, "geglu_quick_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][0], - wgsl_geglu_quick_f16, "geglu_quick_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][1], - wgsl_geglu_quick_f32_split, "geglu_quick_f32_split", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][1], - wgsl_geglu_quick_f16_split, "geglu_quick_f16_split", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + // REGLU + webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f32, "reglu_f32", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f16, "reglu_f16", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f32_split, "reglu_f32_split", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f16_split, "reglu_f16_split", constants); + + // GEGLU + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f32, "geglu_f32", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f16, "geglu_f16", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f32_split, "geglu_f32_split", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f16_split, "geglu_f16_split", constants); + + // SWIGLU + webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f32, "swiglu_f32", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f16, "swiglu_f16", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f32_split, "swiglu_f32_split", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f16_split, "swiglu_f16_split", constants); + + // SWIGLU_OAI + webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_oai_f32, "swiglu_oai_f32", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_oai_f32_split, "swiglu_oai_f32_split", constants); + + // GEGLU_ERF + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f32, "geglu_erf_f32", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f16, "geglu_erf_f16", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f32_split, "geglu_erf_f32_split", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f16_split, "geglu_erf_f16_split", constants); + + // GEGLU_QUICK + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f32, "geglu_quick_f32", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f16, "geglu_quick_f16", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f32_split, "geglu_quick_f32_split", constants); + webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f16_split, "geglu_quick_f16_split", constants); +} + +static void ggml_webgpu_init_unary_pipeline(webgpu_context & webgpu_ctx) { + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + // ABS + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_f32, "abs_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_f16, "abs_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_inplace_f32, "abs_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_inplace_f16, "abs_inplace_f16", constants); + + // SGN + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_f32, "sgn_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_f16, "sgn_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_inplace_f32, "sgn_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_inplace_f16, "sgn_inplace_f16", constants); + + // NEG + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_f32, "neg_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_f16, "neg_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_inplace_f32, "neg_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_inplace_f16, "neg_inplace_f16", constants); + + // STEP + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_f32, "step_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_f16, "step_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_inplace_f32, "step_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_inplace_f16, "step_inplace_f16", constants); + + // TANH + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_f32, "tanh_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_f16, "tanh_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_inplace_f32, "tanh_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_inplace_f16, "tanh_inplace_f16", constants); + + // ELU + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_f32, "elu_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_f16, "elu_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_inplace_f32, "elu_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_inplace_f16, "elu_inplace_f16", constants); + + // RELU + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_f32, "relu_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_f16, "relu_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_inplace_f32, "relu_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_inplace_f16, "relu_inplace_f16", constants); + + // SIGMOID + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_f32, "sigmoid_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_f16, "sigmoid_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_inplace_f32, "sigmoid_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_inplace_f16, "sigmoid_inplace_f16", constants); + + // GELU + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_f32, "gelu_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_f16, "gelu_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_inplace_f32, "gelu_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_inplace_f16, "gelu_inplace_f16", constants); + + // GELU_QUICK + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_quick_f32, "gelu_quick_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_quick_f16, "gelu_quick_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_gelu_quick_inplace_f32, "gelu_quick_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_gelu_quick_inplace_f16, "gelu_quick_inplace_f16", constants); + + // SILU + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_f32, "silu_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_f16, "silu_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_inplace_f32, "silu_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_inplace_f16, "silu_inplace_f16", constants); + + // HARDSWISH + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_f32, "hardswish_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_f16, "hardswish_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_inplace_f32, "hardswish_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_inplace_f16, "hardswish_inplace_f16", constants); + + // HARDSIGMOID + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardsigmoid_f32, "hardsigmoid_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardsigmoid_f16, "hardsigmoid_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_hardsigmoid_inplace_f32, "hardsigmoid_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_hardsigmoid_inplace_f16, "hardsigmoid_inplace_f16", constants); + + // EXP + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_f32, "exp_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_f16, "exp_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_inplace_f32, "exp_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_inplace_f16, "exp_inplace_f16", constants); + + // GELU_ERF + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_f32, "gelu_erf_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_f16, "gelu_erf_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_inplace_f32, "gelu_erf_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_inplace_f16, "gelu_erf_inplace_f16", constants); + + // XIELU + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F32][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_f32, "xielu_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F16][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_f16, "xielu_f16", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F32][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_inplace_f32, "xielu_inplace_f32", constants); + webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F16][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_inplace_f16, "xielu_inplace_f16", constants); } static void ggml_webgpu_init_scale_pipeline(webgpu_context & webgpu_ctx) { - std::vector constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->scale_pipeline[0], wgsl_scale_f32, "scale_f32", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->scale_pipeline[1], wgsl_scale_f32_inplace, - "scale_f32_inplace", constants); + std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE); + + webgpu_ctx->scale_pipelines[0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_scale_f32, "scale_f32", constants); + webgpu_ctx->scale_pipelines[1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_scale_f32_inplace, "scale_f32_inplace", constants); } static void ggml_webgpu_init_soft_max_pipeline(webgpu_context & webgpu_ctx) { std::vector constants = ggml_webgpu_wg_size_entry(WEBGPU_ROW_SPLIT_WG_SIZE); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][0][0], wgsl_soft_max_f32, - "soft_max_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][0][1], wgsl_soft_max_f32_inplace, - "soft_max_f32_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][1][0], wgsl_soft_max_f32_sink, - "soft_max_f32_sink", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][1][1], - wgsl_soft_max_f32_sink_inplace, "soft_max_f32_sink_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][0][0], wgsl_soft_max_f32_mask_f32, - "soft_max_f32_mask_f32", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][0][1], - wgsl_soft_max_f32_mask_f32_inplace, "soft_max_f32_mask_f32_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][0][0], wgsl_soft_max_f32_mask_f16, - "soft_max_f32_mask_f16", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][0][1], - wgsl_soft_max_f32_mask_f16_inplace, "soft_max_f32_mask_f16_inplace", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][1][0], - wgsl_soft_max_f32_mask_f32_sink, "soft_max_f32_mask_f32_sink", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][1][1], - wgsl_soft_max_f32_mask_f32_sink_inplace, "soft_max_f32_mask_f32_sink_inplace", - constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][1][0], - wgsl_soft_max_f32_mask_f16_sink, "soft_max_f32_mask_f16_sink", constants); - ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][1][1], - wgsl_soft_max_f32_mask_f16_sink_inplace, "soft_max_f32_mask_f16_sink_inplace", - constants); + + // f32 (no mask) + webgpu_ctx->soft_max_pipelines[2][0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32, "soft_max_f32", constants); + webgpu_ctx->soft_max_pipelines[2][0][1] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_inplace, "soft_max_f32_inplace", constants); + webgpu_ctx->soft_max_pipelines[2][1][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_sink, "soft_max_f32_sink", constants); + webgpu_ctx->soft_max_pipelines[2][1][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_soft_max_f32_sink_inplace, "soft_max_f32_sink_inplace", constants); + + // f32 mask (mask_type = 0) + webgpu_ctx->soft_max_pipelines[0][0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_mask_f32, "soft_max_f32_mask_f32", constants); + webgpu_ctx->soft_max_pipelines[0][0][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_soft_max_f32_mask_f32_inplace, "soft_max_f32_mask_f32_inplace", constants); + webgpu_ctx->soft_max_pipelines[0][1][0] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_soft_max_f32_mask_f32_sink, "soft_max_f32_mask_f32_sink", constants); + webgpu_ctx->soft_max_pipelines[0][1][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_soft_max_f32_mask_f32_sink_inplace, "soft_max_f32_mask_f32_sink_inplace", constants); + + // f16 mask (mask_type = 1) + webgpu_ctx->soft_max_pipelines[1][0][0] = + ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_mask_f16, "soft_max_f32_mask_f16", constants); + webgpu_ctx->soft_max_pipelines[1][0][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_soft_max_f32_mask_f16_inplace, "soft_max_f32_mask_f16_inplace", constants); + webgpu_ctx->soft_max_pipelines[1][1][0] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_soft_max_f32_mask_f16_sink, "soft_max_f32_mask_f16_sink", constants); + webgpu_ctx->soft_max_pipelines[1][1][1] = ggml_webgpu_create_pipeline( + webgpu_ctx->device, wgsl_soft_max_f32_mask_f16_sink_inplace, "soft_max_f32_mask_f16_sink_inplace", constants); } static ggml_backend_t ggml_backend_webgpu_device_init(ggml_backend_dev_t dev, const char * params) { @@ -2145,12 +2337,12 @@ static ggml_backend_t ggml_backend_webgpu_device_init(ggml_backend_dev_t dev, co /* .device = */ dev, /* .context = */ &backend_ctx, }; - return &backend; } static ggml_backend_buffer_type_t ggml_backend_webgpu_device_get_buffer_type(ggml_backend_dev_t dev) { // See GGML Backend Buffer Type Interface section + static struct ggml_backend_buffer_type ggml_backend_webgpu_buffer_type = { /* .iface = */ { /* .get_name = */ ggml_backend_webgpu_buffer_type_get_name, @@ -2315,6 +2507,36 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const case GGML_OP_SOFT_MAX: supports_op = op->type == GGML_TYPE_F32; break; + case GGML_OP_UNARY: + { + const ggml_unary_op UNARY_OP = ggml_get_unary_op(op); + + switch (UNARY_OP) { + case GGML_UNARY_OP_ABS: + case GGML_UNARY_OP_SGN: + case GGML_UNARY_OP_NEG: + case GGML_UNARY_OP_STEP: + case GGML_UNARY_OP_TANH: + case GGML_UNARY_OP_ELU: + case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_SIGMOID: + case GGML_UNARY_OP_GELU: + case GGML_UNARY_OP_GELU_QUICK: + case GGML_UNARY_OP_SILU: + case GGML_UNARY_OP_HARDSWISH: + case GGML_UNARY_OP_HARDSIGMOID: + case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_GELU_ERF: + case GGML_UNARY_OP_XIELU: + supports_op = supports_op = + (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && (src0->type == op->type); + break; + default: + break; + } + } + break; + default: break; } @@ -2384,13 +2606,17 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t webgpu_context ctx = reg_ctx->webgpu_ctx; + wgpu::RequestAdapterOptions options = {}; + +#ifndef __EMSCRIPTEN__ // TODO: track need for these toggles: https://issues.chromium.org/issues/42251215 const char * const adapterEnabledToggles[] = { "vulkan_enable_f16_on_nvidia", "use_vulkan_memory_model" }; wgpu::DawnTogglesDescriptor adapterTogglesDesc; adapterTogglesDesc.enabledToggles = adapterEnabledToggles; adapterTogglesDesc.enabledToggleCount = 2; - wgpu::RequestAdapterOptions options = {}; options.nextInChain = &adapterTogglesDesc; +#endif + ctx->instance.WaitAny(ctx->instance.RequestAdapter( &options, wgpu::CallbackMode::AllowSpontaneous, [&ctx](wgpu::RequestAdapterStatus status, wgpu::Adapter adapter, const char * message) { @@ -2404,13 +2630,14 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t GGML_ASSERT(ctx->adapter != nullptr); ctx->adapter.GetLimits(&ctx->limits); - ctx->max_wg_size_x = 288; // default value - wgpu::AdapterInfo info{}; + wgpu::AdapterInfo info{}; +#ifndef __EMSCRIPTEN__ wgpu::AdapterPropertiesSubgroupMatrixConfigs subgroup_matrix_configs{}; if (ctx->adapter.HasFeature(wgpu::FeatureName::ChromiumExperimentalSubgroupMatrix)) { info.nextInChain = &subgroup_matrix_configs; } +#endif ctx->adapter.GetInfo(&info); wgpu::SupportedFeatures features; @@ -2418,6 +2645,7 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t // we require f16 support GGML_ASSERT(ctx->adapter.HasFeature(wgpu::FeatureName::ShaderF16)); +#ifndef __EMSCRIPTEN__ // Only support square f16 matrices of size 8 or 16 for now bool valid_subgroup_matrix_config = false; if (ctx->adapter.HasFeature(wgpu::FeatureName::ChromiumExperimentalSubgroupMatrix)) { @@ -2433,36 +2661,27 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t } } + ctx->supports_subgroup_matrix = valid_subgroup_matrix_config; +#endif // For subgroup matrix code to be the most efficient, we would like the subgroup size to be consistent and accurate. // Unfortunately, that is not possible, so we use the maximum subgroup size reported by the adapter. - ctx->subgroup_size = info.subgroupMaxSize; - ctx->supports_subgroup_matrix = valid_subgroup_matrix_config; + ctx->subgroup_size = info.subgroupMaxSize; // Initialize device - std::vector required_features = { wgpu::FeatureName::ShaderF16, - wgpu::FeatureName::ImplicitDeviceSynchronization }; + std::vector required_features = { wgpu::FeatureName::ShaderF16 }; + +#ifndef __EMSCRIPTEN__ + required_features.push_back(wgpu::FeatureName::ImplicitDeviceSynchronization); if (ctx->supports_subgroup_matrix) { required_features.push_back(wgpu::FeatureName::Subgroups); required_features.push_back(wgpu::FeatureName::ChromiumExperimentalSubgroupMatrix); } +#endif #ifdef GGML_WEBGPU_GPU_PROFILE required_features.push_back(wgpu::FeatureName::TimestampQuery); #endif - // Enable Dawn-specific toggles to increase native performance - // TODO: Don't enable for WASM builds, they won't have an effect anyways - // TODO: Maybe WebGPU needs a "fast" mode where you can request compilers skip adding checks like these, - // only for native performance? - const char * const deviceEnabledToggles[] = { "skip_validation", "disable_robustness", "disable_workgroup_init", - "disable_polyfills_on_integer_div_and_mod" }; - const char * const deviceDisabledToggles[] = { "timestamp_quantization" }; - wgpu::DawnTogglesDescriptor deviceTogglesDesc; - deviceTogglesDesc.enabledToggles = deviceEnabledToggles; - deviceTogglesDesc.enabledToggleCount = 4; - deviceTogglesDesc.disabledToggles = deviceDisabledToggles; - deviceTogglesDesc.disabledToggleCount = 1; - wgpu::DeviceDescriptor dev_desc; dev_desc.requiredLimits = &ctx->limits; dev_desc.requiredFeatures = required_features.data(); @@ -2480,7 +2699,23 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t GGML_ABORT("ggml_webgpu: Device error! Reason: %d, Message: %s\n", static_cast(reason), std::string(message).c_str()); }); + +#ifndef __EMSCRIPTEN__ + // Enable Dawn-specific toggles to increase native performance + // TODO: Maybe WebGPU needs a "fast" mode where you can request compilers skip adding checks like these, + // only for native performance? + const char * const deviceEnabledToggles[] = { "skip_validation", "disable_robustness", "disable_workgroup_init", + "disable_polyfills_on_integer_div_and_mod" }; + const char * const deviceDisabledToggles[] = { "timestamp_quantization" }; + wgpu::DawnTogglesDescriptor deviceTogglesDesc; + deviceTogglesDesc.enabledToggles = deviceEnabledToggles; + deviceTogglesDesc.enabledToggleCount = 4; + deviceTogglesDesc.disabledToggles = deviceDisabledToggles; + deviceTogglesDesc.disabledToggleCount = 1; + dev_desc.nextInChain = &deviceTogglesDesc; +#endif + ctx->instance.WaitAny(ctx->adapter.RequestDevice( &dev_desc, wgpu::CallbackMode::AllowSpontaneous, [ctx](wgpu::RequestDeviceStatus status, wgpu::Device device, wgpu::StringView message) { @@ -2528,6 +2763,7 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t ggml_webgpu_init_glu_pipeline(ctx); ggml_webgpu_init_scale_pipeline(ctx); ggml_webgpu_init_soft_max_pipeline(ctx); + ggml_webgpu_init_unary_pipeline(ctx); #ifdef GGML_WEBGPU_DEBUG // Initialize debug buffers @@ -2578,18 +2814,27 @@ ggml_backend_reg_t ggml_backend_webgpu_reg() { ctx.name = GGML_WEBGPU_NAME; ctx.device_count = 1; - const char * const instanceEnabledToggles[] = { "allow_unsafe_apis" }; - - wgpu::DawnTogglesDescriptor instanceTogglesDesc; - instanceTogglesDesc.enabledToggles = instanceEnabledToggles; - instanceTogglesDesc.enabledToggleCount = 1; wgpu::InstanceDescriptor instance_descriptor{}; std::vector instance_features = { wgpu::InstanceFeatureName::TimedWaitAny }; instance_descriptor.requiredFeatures = instance_features.data(); instance_descriptor.requiredFeatureCount = instance_features.size(); - instance_descriptor.nextInChain = &instanceTogglesDesc; + +#ifndef __EMSCRIPTEN__ + const char * const instanceEnabledToggles[] = { "allow_unsafe_apis" }; + wgpu::DawnTogglesDescriptor instanceTogglesDesc; + instanceTogglesDesc.enabledToggles = instanceEnabledToggles; + instanceTogglesDesc.enabledToggleCount = 1; + instance_descriptor.nextInChain = &instanceTogglesDesc; +#endif webgpu_ctx->instance = wgpu::CreateInstance(&instance_descriptor); + +#ifdef __EMSCRIPTEN__ + if (webgpu_ctx->instance == nullptr) { + GGML_LOG_ERROR("ggml_webgpu: Failed to create WebGPU instance. Make sure either -sASYNCIFY or -sJSPI is set\n"); + return nullptr; + } +#endif GGML_ASSERT(webgpu_ctx->instance != nullptr); static ggml_backend_reg reg = { diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py b/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py index ed8068d416..d61df5bb9e 100755 --- a/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py +++ b/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py @@ -19,6 +19,15 @@ def parse_decls(decls_text): return decls +def replace_repl_placeholders(variant, template_map): + for repl, code in variant["REPLS"].items(): + for key, val in template_map.items(): + # Match "key" and avoid matching subsequences using by using \b + code = re.sub(rf'\b{re.escape(str(key))}\b', str(val), code) + variant["REPLS"][repl] = code + return variant + + def replace_placeholders(shader_text, replacements): for key, val in replacements.items(): # Match {{KEY}} literally, where KEY is escaped @@ -71,6 +80,10 @@ def generate_variants(fname, input_dir, output_dir, outfile): decls_map = parse_decls(extract_block(text, "DECLS")) except ValueError: decls_map = {} + try: + templates_map = ast.literal_eval(extract_block(text, "REPL_TEMPLATES")) + except ValueError: + templates_map = {} for fname in sorted(os.listdir(input_dir)): if fname.endswith(".tmpl"): @@ -90,9 +103,11 @@ def generate_variants(fname, input_dir, output_dir, outfile): if key not in decls_map: raise ValueError(f"DECLS key '{key}' not found.") decls_code += decls_map[key] + "\n\n" - final_shader = re.sub(r'\bDECLS\b', decls_code, shader_template) if "REPLS" in variant: + variant = replace_repl_placeholders(variant, templates_map) + final_shader = replace_placeholders(final_shader, variant["REPLS"]) + # second run to expand placeholders in repl_template final_shader = replace_placeholders(final_shader, variant["REPLS"]) final_shader = expand_includes(final_shader, input_dir) diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/unary_op.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/unary_op.wgsl new file mode 100644 index 0000000000..d474ab107b --- /dev/null +++ b/ggml/src/ggml-webgpu/wgsl-shaders/unary_op.wgsl @@ -0,0 +1,461 @@ +#define(REPL_TEMPLATES) + +{ + "XIELU_FUNC": "{{MUTATE}}[dst_i] = select(((exp(min(src[src_i], {{TYPE}}(params.eps))) - 1.0) - src[src_i]) * {{TYPE}}(params.alpha_n) + {{TYPE}}(params.beta) * src[src_i], {{TYPE}}(params.alpha_p) * src[src_i] * src[src_i] + {{TYPE}}(params.beta) * src[src_i], src[src_i] > 0.0);", + "ABS_FUNC": "{{MUTATE}}[dst_i] = abs(src[src_i]);", + "SGN_FUNC": "{{MUTATE}}[dst_i] = select({{TYPE}}(select(0.0, -1.0, src[src_i] < 0.0)), {{TYPE}}(1.0), src[src_i] > 0.0);", + "NEG_FUNC": "{{MUTATE}}[dst_i] = -src[src_i];", + "STEP_FUNC": "{{MUTATE}}[dst_i] = {{TYPE}}(select(0.0, 1.0, src[src_i] > 0.0));", + "TANH_FUNC": "{{MUTATE}}[dst_i] = tanh(clamp(src[src_i], -9.010913, 9.010913)); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458", + "RELU_FUNC": "{{MUTATE}}[dst_i] = select(0.0, src[src_i], src[src_i] > 0.0);", + "ELU_FUNC": "{{MUTATE}}[dst_i] = select(exp(src[src_i]) - 1.0, src[src_i], src[src_i] > 0.0);", + "HARDSIGMOID_FUNC": "{{MUTATE}}[dst_i] = min(1.0, max(0.0, (src[src_i] + 3.0) / 6.0));", + "SIGMOID_FUNC": "{{MUTATE}}[dst_i] = 1.0 / (1.0 + exp(-src[src_i]));", + "SILU_FUNC": "{{MUTATE}}[dst_i] = src[src_i] / (1.0 + exp(-src[src_i]));", + "EXP_FUNC": "{{MUTATE}}[dst_i] = exp(src[src_i]);", + "HARDSWISH_FUNC": "{{MUTATE}}[dst_i] = src[src_i] * min(1.0, max(0.0, (src[src_i] + 3.0) / 6.0));", + "GELU_FUNC": "{{MUTATE}}[dst_i] = 0.5 * src[src_i] * (1.0 + tanh(clamp(sqrt(2.0 / 3.14159265) * (src[src_i] + 0.044715 * pow(src[src_i], 3.0)), -9.010913, 9.010913))); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458", + "GELU_QUICK_FUNC": "{{MUTATE}}[dst_i] = src[src_i] * 0.5 * (1.0 + tanh(clamp(0.79788456 * (src[src_i] + 0.044715 * src[src_i] * src[src_i] * src[src_i]), -9.010913, 9.010913))); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458", + "GELU_ERF_FUNC": "{{MUTATE}}[dst_i] = 0.5 * src[src_i] * (1.0 + tanh(clamp(0.79788456 * (src[src_i] + 0.044715 * src[src_i] * src[src_i] * src[src_i]), -9.010913, 9.010913))); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458" +} + +#end(REPL_TEMPLATES) + +#define(VARIANTS) + +[ + { + "SHADER_NAME": "abs_f32", + "REPLS": { "TYPE": "f32", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "abs_f16", + "REPLS": { "TYPE": "f16", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "abs_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "abs_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "sgn_f32", + "REPLS": { "TYPE": "f32", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "sgn_f16", + "REPLS": { "TYPE": "f16", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "sgn_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "sgn_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "neg_f32", + "REPLS": { "TYPE": "f32", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "neg_f16", + "REPLS": { "TYPE": "f16", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "neg_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "neg_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "step_f32", + "REPLS": { "TYPE": "f32", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "step_f16", + "REPLS": { "TYPE": "f16", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "step_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "step_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "tanh_f32", + "REPLS": { "TYPE": "f32", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "tanh_f16", + "REPLS": { "TYPE": "f16", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "tanh_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "tanh_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "elu_f32", + "REPLS": { "TYPE": "f32", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "elu_f16", + "REPLS": { "TYPE": "f16", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "elu_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "elu_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "relu_f32", + "REPLS": { "TYPE": "f32", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "relu_f16", + "REPLS": { "TYPE": "f16", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "relu_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "relu_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "sigmoid_f32", + "REPLS": { "TYPE": "f32", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "sigmoid_f16", + "REPLS": { "TYPE": "f16", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "sigmoid_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "sigmoid_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "silu_f32", + "REPLS": { "TYPE": "f32", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "silu_f16", + "REPLS": { "TYPE": "f16", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "silu_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "silu_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "exp_f32", + "REPLS": { "TYPE": "f32", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "exp_f16", + "REPLS": { "TYPE": "f16", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "exp_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "exp_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "hardsigmoid_f32", + "REPLS": { "TYPE": "f32", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "hardsigmoid_f16", + "REPLS": { "TYPE": "f16", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "hardsigmoid_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "hardsigmoid_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "hardswish_f32", + "REPLS": { "TYPE": "f32", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "hardswish_f16", + "REPLS": { "TYPE": "f16", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "hardswish_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "hardswish_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "gelu_f32", + "REPLS": { "TYPE": "f32", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "gelu_f16", + "REPLS": { "TYPE": "f16", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "gelu_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "gelu_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "gelu_quick_f32", + "REPLS": { "TYPE": "f32", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "gelu_quick_f16", + "REPLS": { "TYPE": "f16", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "gelu_quick_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "gelu_quick_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + + { + "SHADER_NAME": "xielu_f32", + "REPLS": { "TYPE": "f32", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "xielu_f16", + "REPLS": { "TYPE": "f16", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "xielu_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "xielu_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "gelu_erf_f32", + "REPLS": { "TYPE": "f32", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "gelu_erf_f16", + "REPLS": { "TYPE": "f16", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" }, + "DECLS": ["NOT_INPLACE"] + }, + { + "SHADER_NAME": "gelu_erf_inplace_f32", + "REPLS": { "TYPE": "f32", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + }, + { + "SHADER_NAME": "gelu_erf_inplace_f16", + "REPLS": { "TYPE": "f16", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "src" }, + "DECLS": ["INPLACE"] + } +] + +#end(VARIANTS) + +#define(DECLS) + +#decl(INPLACE) + +@group(0) @binding(1) +var params: Params; + +#enddecl(INPLACE) + +#decl(NOT_INPLACE) + +@group(0) @binding(1) +var dst: array<{{TYPE}}>; + +@group(0) @binding(2) +var params: Params; + +#enddecl(NOT_INPLACE) + +#end(DECLS) + +#define(SHADER) + +enable f16; + +fn update(dst_i: u32, src_i: u32) { + {{FUNC}} +} + +@group(0) @binding(0) +var src: array<{{TYPE}}>; + +DECLS + +struct Params { + ne: u32, // total number of elements + offset_src: u32, // in elements + offset_dst: u32, // in elements + + // Strides (in elements) — may be permuted + stride_src0: u32, + stride_src1: u32, + stride_src2: u32, + stride_src3: u32, + + stride_dst0: u32, + stride_dst1: u32, + stride_dst2: u32, + stride_dst3: u32, + + // Logical shapes + src_ne0: u32, + src_ne1: u32, + src_ne2: u32, + + dst_ne0: u32, + dst_ne1: u32, + dst_ne2: u32, + + {{EXT_PARAMS}} +}; + +override wg_size: u32; +@compute @workgroup_size(wg_size) +fn main(@builtin(global_invocation_id) gid: vec3) { + if (gid.x >= params.ne) { + return; + } + + var i = gid.x; + let i3 = i / (params.src_ne2 * params.src_ne1 * params.src_ne0); + i = i % (params.src_ne2 * params.src_ne1 * params.src_ne0); + let i2 = i / (params.src_ne1 * params.src_ne0); + i = i % (params.src_ne1 * params.src_ne0); + let i1 = i / params.src_ne0; + let i0 = i % params.src_ne0; + + var j = gid.x; + let j3 = j / (params.dst_ne2 * params.dst_ne1 * params.dst_ne0); + j = j % (params.dst_ne2 * params.dst_ne1 * params.dst_ne0); + let j2 = j / (params.dst_ne1 * params.dst_ne0); + j = j % (params.dst_ne1 * params.dst_ne0); + let j1 = j / params.dst_ne0; + let j0 = j % params.dst_ne0; + + let src_idx = i0 * params.stride_src0 + i1 * params.stride_src1 + + i2 * params.stride_src2 + i3 * params.stride_src3; + + let dst_idx = j0 * params.stride_dst0 + j1 * params.stride_dst1 + + j2 * params.stride_dst2 + j3 * params.stride_dst3; + + + update(params.offset_dst + dst_idx, params.offset_src + src_idx); +} + +#end(SHADER) + diff --git a/ggml/src/ggml-zendnn/CMakeLists.txt b/ggml/src/ggml-zendnn/CMakeLists.txt new file mode 100644 index 0000000000..bdbfc74369 --- /dev/null +++ b/ggml/src/ggml-zendnn/CMakeLists.txt @@ -0,0 +1,92 @@ +ggml_add_backend_library(ggml-zendnn + ggml-zendnn.cpp) + +# Get ZenDNN path +if (NOT DEFINED ZENDNN_ROOT OR ZENDNN_ROOT STREQUAL "") + set(ZENDNN_ROOT "$ENV{ZENDNN_ROOT}") +endif() + +# Check if path is still empty or OFF +if (NOT ZENDNN_ROOT OR ZENDNN_ROOT STREQUAL "" OR ZENDNN_ROOT STREQUAL "OFF") + message(STATUS "ZENDNN_ROOT not set. Automatically downloading and building ZenDNN...") + message(STATUS "This will take several minutes on first build...") + + include(ExternalProject) + + set(ZENDNN_PREFIX ${CMAKE_BINARY_DIR}/_deps/zendnn-prefix) + set(ZENDNN_SOURCE_DIR ${ZENDNN_PREFIX}/src/zendnn) + set(ZENDNN_BUILD_DIR ${ZENDNN_PREFIX}/build) + set(ZENDNN_INSTALL_DIR ${ZENDNN_BUILD_DIR}/install) + + ExternalProject_Add( + zendnn + GIT_REPOSITORY https://github.com/amd/ZenDNN.git + GIT_TAG zendnnl + PREFIX ${ZENDNN_PREFIX} + SOURCE_DIR ${ZENDNN_SOURCE_DIR} + BINARY_DIR ${ZENDNN_BUILD_DIR} + CMAKE_ARGS + -DCMAKE_BUILD_TYPE=Release + -DCMAKE_INSTALL_PREFIX=${ZENDNN_INSTALL_DIR} + -DZENDNNL_BUILD_EXAMPLES=OFF + -DZENDNNL_BUILD_DOXYGEN=OFF + -DZENDNNL_BUILD_GTEST=OFF + -DZENDNNL_BUILD_BENCHDNN=OFF + # Enable ALL matmul algorithm backends + -DZENDNNL_DEPENDS_AOCLDLP=ON + -DZENDNNL_DEPENDS_ONEDNN=ON + -DZENDNNL_DEPENDS_LIBXSMM=ON + BUILD_COMMAND ${CMAKE_COMMAND} --build ${ZENDNN_BUILD_DIR} --target zendnnl + INSTALL_COMMAND ${CMAKE_COMMAND} --build ${ZENDNN_BUILD_DIR} --target install + BUILD_ALWAYS OFF + LOG_DOWNLOAD ON + LOG_CONFIGURE ON + LOG_BUILD ON + LOG_INSTALL ON + ) + + # Add dependency so ZenDNN builds before our library + add_dependencies(ggml-zendnn zendnn) + + # Set ZENDNN_ROOT to the installation directory + set(ZENDNN_ROOT ${ZENDNN_INSTALL_DIR}) + + message(STATUS "ZenDNN will be built to: ${ZENDNN_ROOT}") +else() + message(STATUS "Using custom ZenDNN installation at: ${ZENDNN_ROOT}") +endif() + +# ZenDNN headers + libs +target_include_directories(ggml-zendnn PRIVATE + ${ZENDNN_ROOT}/zendnnl/include + ${ZENDNN_ROOT}/deps/aocldlp/include + ${ZENDNN_ROOT}/deps/aoclutils/include + ${ZENDNN_ROOT}/deps/json/include + ${ZENDNN_ROOT}/deps/libxsmm/include + ${ZENDNN_ROOT}/deps/onednn/include +) + +target_link_directories(ggml-zendnn PRIVATE + ${ZENDNN_ROOT}/zendnnl/lib + ${ZENDNN_ROOT}/deps/aocldlp/lib + ${ZENDNN_ROOT}/deps/aoclutils/lib + ${ZENDNN_ROOT}/deps/libxsmm/lib + ${ZENDNN_ROOT}/deps/onednn/lib +) + +target_link_libraries(ggml-zendnn PRIVATE + zendnnl_archive # ZenDNN main + aocl-dlp # AOCL libraries + aoclutils + au_cpuid + dnnl # OneDNN + xsmm # libxsmm small matrix math + xsmmext + xsmmnoblas + m + pthread +) + +if (GGML_OPENMP) + target_link_libraries(ggml-zendnn PRIVATE OpenMP::OpenMP_CXX) +endif() diff --git a/ggml/src/ggml-zendnn/ggml-zendnn.cpp b/ggml/src/ggml-zendnn/ggml-zendnn.cpp new file mode 100644 index 0000000000..fd07f983da --- /dev/null +++ b/ggml/src/ggml-zendnn/ggml-zendnn.cpp @@ -0,0 +1,466 @@ +#include "ggml-zendnn.h" + +#include "ggml-backend-impl.h" +#include "ggml-impl.h" +#include "ggml-cpu.h" +#include "zendnnl.hpp" + +#include + + +struct ggml_backend_zendnn_context { + int n_threads = GGML_DEFAULT_N_THREADS; + std::unique_ptr work_data; + size_t work_size = 0; +}; + +template +zendnnl::common::data_type_t ggml_to_zendnn_type() { + if constexpr (std::is_same_v) { + return zendnnl::common::data_type_t::f32; + } else if constexpr (std::is_same_v) { + return zendnnl::common::data_type_t::bf16; + } else { + return zendnnl::common::data_type_t::none; + } +} + +/** + * ZenDNN matmul: computes C = B * A. + * + * - A: weights, shape (k, m), column-major (each column is a weight vector for one output). + * - B: input, shape (n, k), row-major (each row is an input sample). + * - C: output, shape (n, m), row-major. + * + * Dimensions: + * m = output features (columns of C, columns of A) + * n = batch size (rows of C, rows of B) + * k = inner dimension (columns of B, rows of A) + */ +template +static bool ggml_zendnn_matmul(ggml_backend_zendnn_context * ctx, int64_t m, int64_t n, int64_t k, + const TA * A, int64_t lda, const TB * B, int64_t ldb, TC * C, + int64_t ldc) { + + zendnnl::lowoha::lowoha_params params; + params.dtypes.src = ggml_to_zendnn_type(); + params.dtypes.wei = ggml_to_zendnn_type(); + params.dtypes.dst = ggml_to_zendnn_type(); + params.num_threads = ctx->n_threads; + + zendnnl::lowoha::status_t status = zendnnl::lowoha::matmul_direct( + 'r', false, true, // row-major, don't transpose B, transpose A (because it's column-major) + n, // M: rows of B and C + m, // N: cols of A^T and C + k, // K: cols of B, rows of A + 1.0f, // alpha + B, ldb, // src: B[n,k] + A, lda, // weight: A[k,m] column-major (transposed) + nullptr, // bias + 0.0f, // beta + C, ldc, // output C[n,m] + true, // is_weights_const + {}, // batch_params + params // params + ); + + if (status != zendnnl::lowoha::status_t::success) { + GGML_LOG_ERROR("%s, ZenDNN matmul failed: status=%d\n", __func__, static_cast(status)); + return false; + } + return true; +} + +static bool ggml_zendnn_sgemm(ggml_backend_zendnn_context * ctx, int64_t m, int64_t n, int64_t k, + const void * A, int64_t lda, const void * B, int64_t ldb, void * C, + int64_t ldc, int Atype, int Btype, int Ctype) { + + assert(m >= 0); + assert(n >= 0); + assert(k >= 0); + assert(lda >= k); + assert(ldb >= k); + assert(ldc >= m); + + // categorize types + switch (Atype) { + case GGML_TYPE_F32: + if (Btype != GGML_TYPE_F32 || Ctype != GGML_TYPE_F32) + return false; + return ggml_zendnn_matmul( + ctx, m, n, k, + (const float *)A, lda, + (const float *)B, ldb, + (float *)C, ldc); + case GGML_TYPE_BF16: + if (Btype != GGML_TYPE_BF16) + return false; + if (Ctype == GGML_TYPE_BF16) + return ggml_zendnn_matmul( + ctx, m, n, k, + (const ggml_bf16_t *)A, lda, + (const ggml_bf16_t *)B, ldb, + (ggml_bf16_t *)C, ldc); + if (Ctype == GGML_TYPE_F32) + return ggml_zendnn_matmul( + ctx, m, n, k, + (const ggml_bf16_t *)A, lda, + (const ggml_bf16_t *)B, ldb, + (float *)C, ldc); + return false; + default: + return false; // unsupported type + } +} + +static void ggml_zendnn_compute_forward_mul_mat( + ggml_backend_zendnn_context * ctx, + ggml_tensor * dst) { + + const ggml_tensor * src0 = dst->src[0]; // weights + const ggml_tensor * src1 = dst->src[1]; // inputs + + GGML_TENSOR_BINARY_OP_LOCALS + + ggml_type const vec_dot_type = ggml_get_type_traits_cpu(src0->type)->vec_dot_type; + ggml_from_float_t const from_float = ggml_get_type_traits_cpu(vec_dot_type)->from_float; + + GGML_ASSERT(ne0 == ne01); + GGML_ASSERT(ne1 == ne11); + GGML_ASSERT(ne2 == ne12); + GGML_ASSERT(ne3 == ne13); + + // we don't support permuted src0 or src1 + GGML_ASSERT(nb00 == ggml_type_size(src0->type)); + GGML_ASSERT(nb10 == ggml_type_size(src1->type)); + + // dst cannot be transposed or permuted + GGML_ASSERT(nb0 == sizeof(float)); + GGML_ASSERT(nb0 <= nb1); + GGML_ASSERT(nb1 <= nb2); + GGML_ASSERT(nb2 <= nb3); + + // broadcast factors + const int64_t r2 = ne12/ne02; + const int64_t r3 = ne13/ne03; + + void * work_data = ctx->work_data.get(); + if (src1->type != vec_dot_type) { + const size_t nbw1 = ggml_row_size(vec_dot_type, ne10); + const size_t nbw2 = nbw1 * ne11; + const size_t nbw3 = nbw2 * ne12; + const size_t desired_wsize = ne13 * nbw3; + if (ctx->work_size < desired_wsize) { + ctx->work_data.reset(new char[desired_wsize]); + ctx->work_size = desired_wsize; + } + work_data = ctx->work_data.get(); + + // #pragma omp parallel for num_threads(ctx->n_threads) + #pragma omp parallel for collapse(3) num_threads(ctx->n_threads) schedule(static) + for (int64_t i13 = 0; i13 < ne13; ++i13) { + for (int64_t i12 = 0; i12 < ne12; ++i12) { + for (int64_t i11 = 0; i11 < ne11; ++i11) { + const float * src1_f32 = (float *)((char *)src1->data + i11*nb11 + i12*nb12 + i13*nb13); + void * src1_conv = (char *)work_data + i11*nbw1 + i12*nbw2 + i13*nbw3; + from_float(src1_f32, src1_conv, ne10); + } + } + } + } + + for (int64_t i13 = 0; i13 < ne13; i13++) { + for (int64_t i12 = 0; i12 < ne12; i12++) { + const void* wdata = src1->type == vec_dot_type ? src1->data : work_data; + const size_t row_size = ggml_row_size(vec_dot_type, ne10); + if (!ggml_zendnn_sgemm(ctx, + ne01, // m + ne11, // n + ne10, // k + static_cast(src0->data) + (i12/r2)*nb02 + (i13/r3)*nb03, + ne00, // lda + static_cast(wdata) + (i12*ne11 + i13*ne12*ne11)*row_size, + ne10, // ldb + static_cast(dst->data) + i12*nb2 + i13*nb3, + ne01, // ldc + src0->type, + vec_dot_type, + dst->type)) + GGML_ABORT("%s: ZenDNN sgemm failed\n", __func__); + } + } +} + +// backend interface + +static const char * ggml_backend_zendnn_get_name(ggml_backend_t backend) { + return "ZenDNN"; + + GGML_UNUSED(backend); +} + +static void ggml_backend_zendnn_free(ggml_backend_t backend) { + ggml_backend_zendnn_context * ctx = (ggml_backend_zendnn_context *)backend->context; + delete ctx; + delete backend; +} + +static ggml_status ggml_backend_zendnn_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) { + ggml_backend_zendnn_context * ctx = (ggml_backend_zendnn_context *)backend->context; + + for (int i = 0; i < cgraph->n_nodes; i++) { + struct ggml_tensor * node = cgraph->nodes[i]; + + switch (node->op) { + case GGML_OP_MUL_MAT: + ggml_zendnn_compute_forward_mul_mat(ctx, node); + break; + case GGML_OP_NONE: + case GGML_OP_RESHAPE: + case GGML_OP_VIEW: + case GGML_OP_PERMUTE: + case GGML_OP_TRANSPOSE: + break; + + default: + GGML_ABORT("%s: unsupported op %s\n", __func__, ggml_op_desc(node)); + } + } + + return GGML_STATUS_SUCCESS; + + GGML_UNUSED(backend); +} + +static struct ggml_backend_i ggml_backend_zendnn_i = { + /* .get_name = */ ggml_backend_zendnn_get_name, + /* .free = */ ggml_backend_zendnn_free, + /* .set_tensor_async = */ NULL, + /* .get_tensor_async = */ NULL, + /* .cpy_tensor_async = */ NULL, + /* .synchronize = */ NULL, + /* .graph_plan_create = */ NULL, + /* .graph_plan_free = */ NULL, + /* .graph_plan_update = */ NULL, + /* .graph_plan_compute = */ NULL, + /* .graph_compute = */ ggml_backend_zendnn_graph_compute, + /* .event_record = */ NULL, + /* .event_wait = */ NULL, + /* .graph_optimize = */ NULL, +}; + +static ggml_guid_t ggml_backend_zendnn_guid(void) { + static const char * guid_str = "AMD-ZENDNN-ACCEL"; + return reinterpret_cast(const_cast(guid_str)); +} + +ggml_backend_t ggml_backend_zendnn_init(void) { + ggml_backend_zendnn_context * ctx = new ggml_backend_zendnn_context; + + ggml_backend_t backend = new ggml_backend { + /* .guid = */ ggml_backend_zendnn_guid(), + /* .iface = */ ggml_backend_zendnn_i, + /* .device = */ ggml_backend_reg_dev_get(ggml_backend_zendnn_reg(), 0), + /* .context = */ ctx, + }; + + return backend; +} + +bool ggml_backend_is_zendnn(ggml_backend_t backend) { + return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_zendnn_guid()); +} + +void ggml_backend_zendnn_set_n_threads(ggml_backend_t backend_zendnn, int n_threads) { + GGML_ASSERT(ggml_backend_is_zendnn(backend_zendnn)); + + ggml_backend_zendnn_context * ctx = (ggml_backend_zendnn_context *)backend_zendnn->context; + ctx->n_threads = n_threads; +} + +// device interface +static const char * ggml_backend_zendnn_device_get_name(ggml_backend_dev_t dev) { + return "ZenDNN"; + + GGML_UNUSED(dev); +} +/** + * ZenDNN is AMD's performance library providing optimized primitives and implementations + * for deep learning workloads on AMD CPUs. It targets improved performance for common + * neural network operations on AMD architectures. For more information, see: + * https://www.amd.com/en/developer/zendnn.html + */ +static const char * ggml_backend_zendnn_device_get_description(ggml_backend_dev_t dev) { + return "ZenDNN: AMD optimized primitives backend for GGML (optimized for AMD CPUs)"; + + GGML_UNUSED(dev); +} + +static void ggml_backend_zendnn_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) { + *free = 0; + *total = 0; + + GGML_UNUSED(dev); +} + +static enum ggml_backend_dev_type ggml_backend_zendnn_device_get_type(ggml_backend_dev_t dev) { + return GGML_BACKEND_DEVICE_TYPE_ACCEL; + + GGML_UNUSED(dev); +} + +static void ggml_backend_zendnn_device_get_props(ggml_backend_dev_t dev, struct ggml_backend_dev_props * props) { + props->name = ggml_backend_zendnn_device_get_name(dev); + props->description = ggml_backend_zendnn_device_get_description(dev); + props->type = ggml_backend_zendnn_device_get_type(dev); + ggml_backend_zendnn_device_get_memory(dev, &props->memory_free, &props->memory_total); + props->caps = { + /* .async = */ false, + /* .host_buffer = */ false, + /* .buffer_from_host_ptr = */ true, + /* .events = */ false + }; +} + +static ggml_backend_t ggml_backend_zendnn_device_init_backend(ggml_backend_dev_t dev, const char * params) { + ggml_backend_t backend = ggml_backend_zendnn_init(); + if (backend == NULL) { + GGML_LOG_ERROR("%s: error: failed to initialize ZenDNN backend\n", __func__); + return NULL; + } + + return backend; + + GGML_UNUSED(dev); + GGML_UNUSED(params); +} + +static ggml_backend_buffer_type_t ggml_backend_zendnn_device_get_buffer_type(ggml_backend_dev_t dev) { + return ggml_backend_cpu_buffer_type(); + + GGML_UNUSED(dev); +} + +static ggml_backend_buffer_t ggml_backend_zendnn_device_buffer_from_host_ptr(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size) { + return ggml_backend_cpu_buffer_from_ptr(ptr, size); + + GGML_UNUSED(dev); + GGML_UNUSED(max_tensor_size); +} + +static bool ggml_backend_zendnn_device_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) { + switch (op->op) { + case GGML_OP_NONE: + case GGML_OP_RESHAPE: + case GGML_OP_VIEW: + case GGML_OP_PERMUTE: + case GGML_OP_TRANSPOSE: + return true; + + case GGML_OP_MUL_MAT: + { + const ggml_tensor * weights = op->src[0]; + const ggml_tensor * inputs = op->src[1]; + + const int64_t ne10 = inputs->ne[0]; + const int64_t ne0 = op->ne[0]; + const int64_t ne1 = op->ne[1]; + + const int64_t min_batch = 1; + if (!ggml_is_contiguous(weights) || !ggml_is_contiguous(inputs) || + ne0 < min_batch || ne1 < min_batch || ne10 < min_batch) { + return false; + } + switch (weights->type) { + case GGML_TYPE_F32: + case GGML_TYPE_BF16: + return true; + default: + return false; + } + } break; + + default: + return false; + } + + GGML_UNUSED(dev); +} + +static bool ggml_backend_zendnn_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) { + return ggml_backend_buft_is_host(buft); + + GGML_UNUSED(dev); +} + +static const struct ggml_backend_device_i ggml_backend_zendnn_device_i = { + /* .get_name = */ ggml_backend_zendnn_device_get_name, + /* .get_description = */ ggml_backend_zendnn_device_get_description, + /* .get_memory = */ ggml_backend_zendnn_device_get_memory, + /* .get_type = */ ggml_backend_zendnn_device_get_type, + /* .get_props = */ ggml_backend_zendnn_device_get_props, + /* .init_backend = */ ggml_backend_zendnn_device_init_backend, + /* .get_buffer_type = */ ggml_backend_zendnn_device_get_buffer_type, + /* .get_host_buffer_type = */ NULL, + /* .buffer_from_host_ptr = */ ggml_backend_zendnn_device_buffer_from_host_ptr, + /* .supports_op = */ ggml_backend_zendnn_device_supports_op, + /* .supports_buft = */ ggml_backend_zendnn_device_supports_buft, + /* .offload_op = */ NULL, + /* .event_new = */ NULL, + /* .event_free = */ NULL, + /* .event_synchronize = */ NULL, +}; + +// backend reg interface +static const char * ggml_backend_zendnn_reg_get_name(ggml_backend_reg_t reg) { + return "ZenDNN"; + + GGML_UNUSED(reg); +} + +static size_t ggml_backend_zendnn_reg_get_device_count(ggml_backend_reg_t reg) { + return 1; + + GGML_UNUSED(reg); +} + +static ggml_backend_dev_t ggml_backend_zendnn_reg_get_device(ggml_backend_reg_t reg, size_t index) { + GGML_ASSERT(index == 0); + + static ggml_backend_device ggml_backend_zendnn_device = { + /* .iface = */ ggml_backend_zendnn_device_i, + /* .reg = */ reg, + /* .context = */ nullptr, + }; + + return &ggml_backend_zendnn_device; +} + +static void * ggml_backend_zendnn_get_proc_address(ggml_backend_reg_t reg, const char * name) { + if (std::strcmp(name, "ggml_backend_set_n_threads") == 0) { + return (void *) ggml_backend_zendnn_set_n_threads; + } + return NULL; + + GGML_UNUSED(reg); + GGML_UNUSED(name); +} + +static const struct ggml_backend_reg_i ggml_backend_zendnn_reg_i = { + /* .get_name = */ ggml_backend_zendnn_reg_get_name, + /* .get_device_count = */ ggml_backend_zendnn_reg_get_device_count, + /* .get_device = */ ggml_backend_zendnn_reg_get_device, + /* .get_proc_address = */ ggml_backend_zendnn_get_proc_address, +}; + +ggml_backend_reg_t ggml_backend_zendnn_reg(void) { + static struct ggml_backend_reg ggml_backend_zendnn_reg = { + /* .api_version = */ GGML_BACKEND_API_VERSION, + /* .iface = */ ggml_backend_zendnn_reg_i, + /* .context = */ NULL, + }; + + return &ggml_backend_zendnn_reg; +} + +GGML_BACKEND_DL_IMPL(ggml_backend_zendnn_reg) diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index b99345a2e9..eb3ae72eaa 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -124,6 +124,13 @@ static void ggml_print_backtrace_symbols(void) { int nptrs = backtrace(trace, sizeof(trace)/sizeof(trace[0])); backtrace_symbols_fd(trace, nptrs, STDERR_FILENO); } +#elif defined(__APPLE__) +#include +static void ggml_print_backtrace_symbols(void) { + void * trace[100]; + int nptrs = backtrace(trace, sizeof(trace)/sizeof(trace[0])); + backtrace_symbols_fd(trace, nptrs, STDERR_FILENO); +} #else static void ggml_print_backtrace_symbols(void) { // platform not supported @@ -135,6 +142,20 @@ void ggml_print_backtrace(void) { if (GGML_NO_BACKTRACE) { return; } +#if defined(__APPLE__) + // On macOS, fork+debugger attachment is problematic due to: + // 1. libdispatch "poisons" forked child processes + // 2. lldb has issues attaching to parent from forked child + // Use simple backtrace() instead to avoid Terminal.app crashes + const char * GGML_BACKTRACE_LLDB = getenv("GGML_BACKTRACE_LLDB"); + if (!GGML_BACKTRACE_LLDB) { + fprintf(stderr, "WARNING: Using native backtrace. Set GGML_BACKTRACE_LLDB for more info.\n"); + fprintf(stderr, "WARNING: GGML_BACKTRACE_LLDB may cause native MacOS Terminal.app to crash.\n"); + fprintf(stderr, "See: https://github.com/ggml-org/llama.cpp/pull/17869\n"); + ggml_print_backtrace_symbols(); + return; + } +#endif #if defined(__linux__) FILE * f = fopen("/proc/self/status", "r"); size_t size = 0; @@ -4891,6 +4912,8 @@ static struct ggml_tensor * ggml_interpolate_impl( int64_t ne3, uint32_t mode) { GGML_ASSERT((mode & 0xFF) < GGML_SCALE_MODE_COUNT); + // TODO: implement antialias for modes other than bilinear + GGML_ASSERT(!(mode & GGML_SCALE_FLAG_ANTIALIAS) || (mode & 0xFF) == GGML_SCALE_MODE_BILINEAR); struct ggml_tensor * result = ggml_new_tensor_4d(ctx, a->type, ne0, ne1, ne2, ne3); @@ -4945,6 +4968,18 @@ struct ggml_tensor * ggml_pad( return ggml_pad_ext(ctx, a, 0, p0, 0, p1, 0, p2, 0, p3); } +// ggml_pad_circular + +struct ggml_tensor * ggml_pad_circular( + struct ggml_context * ctx, + struct ggml_tensor * a, + int p0, + int p1, + int p2, + int p3) { + return ggml_pad_ext_circular(ctx, a, 0, p0, 0, p1, 0, p2, 0, p3); +} + struct ggml_tensor * ggml_pad_ext( struct ggml_context * ctx, struct ggml_tensor * a, @@ -4971,6 +5006,7 @@ struct ggml_tensor * ggml_pad_ext( ggml_set_op_params_i32(result, 5, rp2); ggml_set_op_params_i32(result, 6, lp3); ggml_set_op_params_i32(result, 7, rp3); + ggml_set_op_params_i32(result, 8, 0); // not circular by default result->op = GGML_OP_PAD; @@ -4979,6 +5015,25 @@ struct ggml_tensor * ggml_pad_ext( return result; } +// ggml_pad_ext_circular + +struct ggml_tensor * ggml_pad_ext_circular( + struct ggml_context * ctx, + struct ggml_tensor * a, + int lp0, + int rp0, + int lp1, + int rp1, + int lp2, + int rp2, + int lp3, + int rp3 + ) { + struct ggml_tensor * result = ggml_pad_ext(ctx, a, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3); + ggml_set_op_params_i32(result, 8, 1); // circular + return result; +} + // ggml_pad_reflect_1d struct ggml_tensor * ggml_pad_reflect_1d( @@ -5205,8 +5260,6 @@ struct ggml_tensor * ggml_flash_attn_ext( if (mask) { GGML_ASSERT(ggml_is_contiguous(mask)); - GGML_ASSERT(mask->ne[1] >= GGML_PAD(q->ne[1], GGML_KQ_MASK_PAD) && - "the Flash-Attention kernel requires the mask to be padded to GGML_KQ_MASK_PAD and at least n_queries big"); //GGML_ASSERT(ggml_can_repeat_rows(mask, qk)); GGML_ASSERT(q->ne[2] % mask->ne[2] == 0); @@ -7513,6 +7566,11 @@ size_t ggml_quantize_chunk( //////////////////////////////////////////////////////////////////////////////// +void ggml_log_get(ggml_log_callback * log_callback, void ** user_data) { + *log_callback = g_logger_state.log_callback; + *user_data = g_logger_state.log_callback_user_data; +} + void ggml_log_set(ggml_log_callback log_callback, void * user_data) { g_logger_state.log_callback = log_callback ? log_callback : ggml_log_callback_default; g_logger_state.log_callback_user_data = user_data; diff --git a/ggml/src/gguf.cpp b/ggml/src/gguf.cpp index 8cc4ef1cf4..b165d8bdc6 100644 --- a/ggml/src/gguf.cpp +++ b/ggml/src/gguf.cpp @@ -1169,7 +1169,7 @@ void gguf_set_tensor_data(struct gguf_context * ctx, const char * name, const vo struct gguf_writer_base { size_t written_bytes {0u}; - ~gguf_writer_base(void) {} + ~gguf_writer_base(void) = default; // we bet on devirtualization virtual void write(int8_t val) = 0; diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 266d19f9dd..8ef4a23a10 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -175,6 +175,7 @@ class Keys: VALUE_LENGTH_MLA = "{arch}.attention.value_length_mla" SHARED_KV_LAYERS = "{arch}.attention.shared_kv_layers" SLIDING_WINDOW_PATTERN = "{arch}.attention.sliding_window_pattern" + TEMPERATURE_SCALE = "{arch}.attention.temperature_scale" class Rope: DIMENSION_COUNT = "{arch}.rope.dimension_count" @@ -444,6 +445,7 @@ class MODEL_ARCH(IntEnum): MINIMAXM2 = auto() RND1 = auto() PANGU_EMBED = auto() + MISTRAL3 = auto() class VISION_PROJECTOR_TYPE(IntEnum): @@ -817,6 +819,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.COGVLM: "cogvlm", MODEL_ARCH.RND1: "rnd1", MODEL_ARCH.PANGU_EMBED: "pangu-embedded", + MODEL_ARCH.MISTRAL3: "mistral3", } VISION_PROJECTOR_TYPE_NAMES: dict[VISION_PROJECTOR_TYPE, str] = { @@ -3071,6 +3074,26 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_DOWN, MODEL_TENSOR.FFN_UP, ], + MODEL_ARCH.MISTRAL3: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ROPE_FREQS, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.ATTN_ROT_EMBD, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_NORM, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + ], # TODO } @@ -3297,6 +3320,7 @@ class VisionProjectorType: ULTRAVOX = "ultravox" INTERNVL = "internvl" QWEN2A = "qwen2a" # audio + GLMA = "glma" # audio QWEN25O = "qwen2.5o" # omni VOXTRAL = "voxtral" LFM2 = "lfm2" diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py index 57ca2035fe..9e6ff3ac77 100644 --- a/gguf-py/gguf/gguf_writer.py +++ b/gguf-py/gguf/gguf_writer.py @@ -371,10 +371,13 @@ class GGUFWriter: def add_tensor( self, name: str, tensor: np.ndarray[Any, Any], raw_shape: Sequence[int] | None = None, - raw_dtype: GGMLQuantizationType | None = None, + raw_dtype: GGMLQuantizationType | None = None, tensor_endianess: GGUFEndian | None = None ) -> None: - if (self.endianess == GGUFEndian.BIG and sys.byteorder != 'big') or \ - (self.endianess == GGUFEndian.LITTLE and sys.byteorder != 'little'): + # if tensor endianness is not passed, assume it's native to system + if tensor_endianess is None: + tensor_endianess = GGUFEndian.BIG if sys.byteorder == 'big' else GGUFEndian.LITTLE + + if tensor_endianess != self.endianess: # Don't byteswap inplace since lazy copies cannot handle it tensor = tensor.byteswap(inplace=False) if self.use_temp_file and self.temp_file is None: @@ -397,13 +400,16 @@ class GGUFWriter: if pad != 0: fp.write(bytes([0] * pad)) - def write_tensor_data(self, tensor: np.ndarray[Any, Any]) -> None: + def write_tensor_data(self, tensor: np.ndarray[Any, Any], tensor_endianess: GGUFEndian | None = None) -> None: if self.state is not WriterState.TI_DATA and self.state is not WriterState.WEIGHTS: raise ValueError(f'Expected output file to contain tensor info or weights, got {self.state}') assert self.fout is not None - if (self.endianess == GGUFEndian.BIG and sys.byteorder != 'big') or \ - (self.endianess == GGUFEndian.LITTLE and sys.byteorder != 'little'): + # if tensor endianness is not passed, assume it's native to system + if tensor_endianess is None: + tensor_endianess = GGUFEndian.BIG if sys.byteorder == 'big' else GGUFEndian.LITTLE + + if tensor_endianess != self.endianess: # Don't byteswap inplace since lazy copies cannot handle it tensor = tensor.byteswap(inplace=False) @@ -898,6 +904,9 @@ class GGUFWriter: def add_attn_temperature_length(self, value: int) -> None: self.add_uint32(Keys.Attention.TEMPERATURE_LENGTH.format(arch=self.arch), value) + def add_attn_temperature_scale(self, value: float) -> None: + self.add_float32(Keys.Attention.TEMPERATURE_SCALE.format(arch=self.arch), value) + def add_pooling_type(self, value: PoolingType) -> None: self.add_uint32(Keys.LLM.POOLING_TYPE.format(arch=self.arch), value.value) diff --git a/gguf-py/gguf/scripts/gguf_editor_gui.py b/gguf-py/gguf/scripts/gguf_editor_gui.py index 05f4db0f8c..293316afed 100755 --- a/gguf-py/gguf/scripts/gguf_editor_gui.py +++ b/gguf-py/gguf/scripts/gguf_editor_gui.py @@ -1552,7 +1552,7 @@ class GGUFEditorWindow(QMainWindow): # Add tensors (including data) for tensor in self.reader.tensors: - writer.add_tensor(tensor.name, tensor.data, raw_shape=tensor.data.shape, raw_dtype=tensor.tensor_type) + writer.add_tensor(tensor.name, tensor.data, raw_shape=tensor.data.shape, raw_dtype=tensor.tensor_type, tensor_endianess=self.reader.endianess) # Write header and metadata writer.open_output_file(Path(file_path)) diff --git a/gguf-py/gguf/scripts/gguf_new_metadata.py b/gguf-py/gguf/scripts/gguf_new_metadata.py index 2fa5800cf7..c67436bad4 100755 --- a/gguf-py/gguf/scripts/gguf_new_metadata.py +++ b/gguf-py/gguf/scripts/gguf_new_metadata.py @@ -94,7 +94,7 @@ def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new writer.write_ti_data_to_file() for tensor in reader.tensors: - writer.write_tensor_data(tensor.data) + writer.write_tensor_data(tensor.data, tensor_endianess=reader.endianess) bar.update(tensor.n_bytes) writer.close() diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py index a7b0973979..d9c87da194 100644 --- a/gguf-py/gguf/tensor_mapping.py +++ b/gguf-py/gguf/tensor_mapping.py @@ -376,6 +376,7 @@ class TensorNameMap: "model.layers.{bid}.block_sparse_moe.primary_router", # smallthinker "model.layers.{bid}.feed_forward.gate", # lfm2moe "model.layers.{bid}.mlp.router.gate", # afmoe + "layers.{bid}.gate", # mistral-large ), MODEL_TENSOR.FFN_GATE_INP_SHEXP: ( @@ -450,6 +451,7 @@ class TensorNameMap: "model.layers.{bid}.feed_forward.shared_expert.up_proj", # llama4 "model.layers.{bid}.feed_forward.down_proj", "model.layers.{bid}.mlp.shared_mlp.up_proj", # hunyuan + "layers.{bid}.shared_experts.w3", # mistral-large ), MODEL_TENSOR.FFN_UP_CHEXP: ( @@ -496,6 +498,7 @@ class TensorNameMap: "model.layers.{bid}.mlp.shared_experts.gate_proj", # deepseek deepseek2 "model.layers.{bid}.feed_forward.shared_expert.gate_proj", # llama4 "model.layers.{bid}.mlp.shared_mlp.gate_proj", # hunyuan + "layers.{bid}.shared_experts.w1", # mistral-large ), MODEL_TENSOR.FFN_GATE_CHEXP: ( @@ -557,6 +560,7 @@ class TensorNameMap: "model.layers.{bid}.feed_forward.shared_expert.down_proj", # llama4 "model.layers.{bid}.shared_mlp.output_linear", # granitemoe "model.layers.{bid}.mlp.shared_mlp.down_proj", # hunyuan + "layers.{bid}.shared_experts.w2", # mistral-large ), MODEL_TENSOR.FFN_DOWN_CHEXP: ( @@ -924,14 +928,17 @@ class TensorNameMap: MODEL_TENSOR.ATTN_Q_A: ( "model.layers.{bid}.self_attn.q_a_proj", # deepseek2 + "layers.{bid}.attention.wq_a", # mistral-large ), MODEL_TENSOR.ATTN_Q_B: ( "model.layers.{bid}.self_attn.q_b_proj", # deepseek2 + "layers.{bid}.attention.wq_b", # mistral-large ), MODEL_TENSOR.ATTN_KV_A_MQA: ( "model.layers.{bid}.self_attn.kv_a_proj_with_mqa", # deepseek2 + "layers.{bid}.attention.wkv_a_with_mqa", # mistral-large ), MODEL_TENSOR.ATTN_KV_B: ( @@ -940,18 +947,22 @@ class TensorNameMap: MODEL_TENSOR.ATTN_K_B: ( "model.layers.{bid}.self_attn.k_b_proj", # deepseek2 + "layers.{bid}.attention.k_b_proj", # mistral-large ), MODEL_TENSOR.ATTN_V_B: ( "model.layers.{bid}.self_attn.v_b_proj", # deepseek2 + "layers.{bid}.attention.v_b_proj", # mistral-large ), MODEL_TENSOR.ATTN_Q_A_NORM: ( "model.layers.{bid}.self_attn.q_a_layernorm", # deepseek2 + "layers.{bid}.attention.q_a_norm", # mistral-large ), MODEL_TENSOR.ATTN_KV_A_NORM: ( "model.layers.{bid}.self_attn.kv_a_layernorm", # deepseek2 + "layers.{bid}.attention.kv_a_norm", # mistral-large ), MODEL_TENSOR.ATTN_SUB_NORM: ( diff --git a/gguf-py/gguf/vocab.py b/gguf-py/gguf/vocab.py index 5c6817109b..028e5748e4 100644 --- a/gguf-py/gguf/vocab.py +++ b/gguf-py/gguf/vocab.py @@ -31,6 +31,14 @@ except ImportError: else: _mistral_common_installed = True +try: + from mistral_common.tokens.tokenizers.utils import ( # pyright: ignore[reportMissingImports] + get_one_valid_tokenizer_file, + ) +except ImportError: + # We still want the conversion to work with older mistral-common versions. + get_one_valid_tokenizer_file = None + import gguf @@ -673,24 +681,30 @@ class MistralVocab(Vocab): # Find the tokenizer files all_files = [f.as_posix() for f in base_path.glob("**/*") if f.is_file()] - valid_tokenizer_files = _filter_valid_tokenizer_files(all_files) - if len(valid_tokenizer_files) == 0: - raise ValueError(f"No tokenizer file found in the directory: {base_path}") - # If there are multiple tokenizer files, we use tekken.json if it exists, otherwise the versioned one. - if len(valid_tokenizer_files) > 1: - if "tekken.json" in valid_tokenizer_files: - tokenizer_file = "tekken.json" - else: - tokenizer_file = sorted(valid_tokenizer_files)[-1] - logger.warning( - f"Multiple tokenizer files found in {base_path}. Using {tokenizer_file}" - ) + if get_one_valid_tokenizer_file is not None: + tokenizer_file_path = get_one_valid_tokenizer_file(all_files) else: - tokenizer_file = valid_tokenizer_files[0] + valid_tokenizer_files = _filter_valid_tokenizer_files(all_files) + + if len(valid_tokenizer_files) == 0: + raise ValueError(f"No tokenizer file found in the directory: {base_path}") + # If there are multiple tokenizer files, we use tekken.json if it exists, otherwise the versioned one. + if len(valid_tokenizer_files) > 1: + if "tekken.json" in valid_tokenizer_files: + tokenizer_file = "tekken.json" + else: + tokenizer_file = sorted(valid_tokenizer_files)[-1] + logger.warning( + f"Multiple tokenizer files found in {base_path}. Using {tokenizer_file}" + ) + else: + tokenizer_file = valid_tokenizer_files[0] + + tokenizer_file_path = base_path / tokenizer_file self.tokenizer = MistralTokenizer.from_file( - base_path / tokenizer_file + tokenizer_file_path ).instruct_tokenizer.tokenizer self.tokenizer_type = ( MistralTokenizerType.tekken @@ -698,7 +712,7 @@ class MistralVocab(Vocab): else MistralTokenizerType.spm ) self.vocab_size = self.tokenizer.n_words - self.fname_tokenizer = base_path / tokenizer_file + self.fname_tokenizer = tokenizer_file_path self._name = ( "mistral-" + self.tokenizer_type.value + "-" + self.tokenizer.version ) diff --git a/grammars/README.md b/grammars/README.md index a63198b5ae..daac7f4d8d 100644 --- a/grammars/README.md +++ b/grammars/README.md @@ -1,6 +1,6 @@ # GBNF Guide -GBNF (GGML BNF) is a format for defining [formal grammars](https://en.wikipedia.org/wiki/Formal_grammar) to constrain model outputs in `llama.cpp`. For example, you can use it to force the model to generate valid JSON, or speak only in emojis. GBNF grammars are supported in various ways in `tools/main` and `tools/server`. +GBNF (GGML BNF) is a format for defining [formal grammars](https://en.wikipedia.org/wiki/Formal_grammar) to constrain model outputs in `llama.cpp`. For example, you can use it to force the model to generate valid JSON, or speak only in emojis. GBNF grammars are supported in various ways in `tools/cli`, `tools/completion` and `tools/server`. ## Background @@ -67,6 +67,30 @@ Parentheses `()` can be used to group sequences, which allows for embedding alte - `{m,n}` repeats the precedent symbol or sequence at between `m` and `n` times (included) - `{0,n}` repeats the precedent symbol or sequence at most `n` times (included) +## Tokens + +Tokens allow grammars to match specific tokenizer tokens rather than character sequences. This is useful for constraining outputs based on special tokens (like `` or ``). + +Tokens can be specified in two ways: + +1. **Token ID**: Use angle brackets with the token ID in square brackets: `<[token-id]>`. For example, `<[1000]>` matches the token with ID 1000. + +2. **Token string**: Use angle brackets with the token text directly: ``. For example, `` will match the token whose text is exactly ``. This only works if the string tokenizes to exactly one token in the vocabulary, otherwise the grammar will fail to parse. + +You can negate token matches using the `!` prefix: `!<[1000]>` or `!` matches any token *except* the specified one. + +``` +# Match a thinking block: ... +# Using token strings (requires these to be single tokens in the vocab) +root ::= thinking .* +thinking ::= !* + +# Equivalent grammar using explicit token IDs +# Assumes token 1000 = , token 1001 = +root ::= <[1000]> thinking <[1001]> .* +thinking ::= !<[1001]>* +``` + ## Comments and newlines Comments can be specified with `#`: @@ -111,7 +135,7 @@ While semantically correct, the syntax `x? x? x?.... x?` (with N repetitions) ma You can use GBNF grammars: - In [llama-server](../tools/server)'s completion endpoints, passed as the `grammar` body field -- In [llama-cli](../tools/main), passed as the `--grammar` & `--grammar-file` flags +- In [llama-cli](../tools/cli) and [llama-completion](../tools/completion), passed as the `--grammar` & `--grammar-file` flags - With [test-gbnf-validator](../tests/test-gbnf-validator.cpp), to test them against strings. ## JSON Schemas → GBNF @@ -121,7 +145,7 @@ You can use GBNF grammars: - In [llama-server](../tools/server): - For any completion endpoints, passed as the `json_schema` body field - For the `/chat/completions` endpoint, passed inside the `response_format` body field (e.g. `{"type", "json_object", "schema": {"items": {}}}` or `{ type: "json_schema", json_schema: {"schema": ...} }`) -- In [llama-cli](../tools/main), passed as the `--json` / `-j` flag +- In [llama-cli](../tools/cli) and [llama-completion](../tools/completion), passed as the `--json` / `-j` flag - To convert to a grammar ahead of time: - in CLI, with [examples/json_schema_to_grammar.py](../examples/json_schema_to_grammar.py) - in JavaScript with [json-schema-to-grammar.mjs](../tools/server/public_legacy/json-schema-to-grammar.mjs) (this is used by the [server](../tools/server)'s Web UI) diff --git a/include/llama.h b/include/llama.h index b52eaacfa7..f862930099 100644 --- a/include/llama.h +++ b/include/llama.h @@ -313,6 +313,7 @@ extern "C" { bool check_tensors; // validate model tensor data bool use_extra_bufts; // use extra buffer types (used for weight repacking) bool no_host; // bypass host buffer allowing extra buffers to be used + bool no_alloc; // only load metadata and simulate memory allocations }; // NOTE: changing the default values of parameters marked as [EXPERIMENTAL] may cause crashes or incorrect results in certain configurations @@ -466,10 +467,24 @@ extern "C" { // Frees all allocated memory LLAMA_API void llama_free(struct llama_context * ctx); + // fits mparams and cparams to free device memory (assumes system memory is unlimited) + // returns true if the parameters could be successfully modified to fit device memory + // this function is NOT thread safe because it modifies the global llama logger state + LLAMA_API bool llama_params_fit( + const char * path_model, + struct llama_model_params * mparams, + struct llama_context_params * cparams, + float * tensor_split, // writable buffer for tensor split, needs at least llama_max_devices elements + struct llama_model_tensor_buft_override * tensor_buft_overrides, // writable buffer for overrides, needs at least llama_max_tensor_buft_overrides elements + size_t margin, // margin of memory to leave per device in bytes + uint32_t n_ctx_min, // minimum context size to set when trying to reduce memory use + enum ggml_log_level log_level); // minimum log level to print during fitting, lower levels go to debug log + LLAMA_API int64_t llama_time_us(void); LLAMA_API size_t llama_max_devices(void); LLAMA_API size_t llama_max_parallel_sequences(void); + LLAMA_API size_t llama_max_tensor_buft_overrides(void); LLAMA_API bool llama_supports_mmap (void); LLAMA_API bool llama_supports_mlock (void); @@ -1354,7 +1369,9 @@ extern "C" { // Set callback for all future logging events. // If this is not called, or NULL is supplied, everything is output on stderr. - LLAMA_API void llama_log_set(ggml_log_callback log_callback, void * user_data); + // The logger state is global so these functions are NOT thread safe. + LLAMA_API void llama_log_get(ggml_log_callback * log_callback, void ** user_data); + LLAMA_API void llama_log_set(ggml_log_callback log_callback, void * user_data); // // Performance utils diff --git a/models/templates/Kimi-K2-Instruct.jinja b/models/templates/Kimi-K2-Instruct.jinja index a9439135ba..6204fb3960 100644 --- a/models/templates/Kimi-K2-Instruct.jinja +++ b/models/templates/Kimi-K2-Instruct.jinja @@ -14,7 +14,7 @@ {%- endmacro %} {%- set tool_response_queue = namespace(ids=[]) -%} -{%- set tool_call_counter = namespace(value=1) -%} +{%- set tool_call_counter = namespace(value=0) -%} {%- if tools -%} <|im_system|>tool_declare<|im_middle|>{{ tools | tojson }}<|im_end|> @@ -36,12 +36,8 @@ {%- if message['role'] == 'assistant' and message.get('tool_calls') -%} {{render_content(message)}}<|tool_calls_section_begin|> {%- for tool_call in message['tool_calls'] -%} - {%- if tool_call['id'] is defined -%} - {%- set formatted_id = tool_call['id'] -%} - {%- else -%} - {%- set formatted_id = 'functions.' + tool_call['function']['name'] + ':' + (tool_call_counter.value | string) -%} - {%- set tool_call_counter.value = tool_call_counter.value + 1 -%} - {%- endif -%} + {%- set formatted_id = 'functions.' + tool_call['function']['name'] + ':' + (tool_call_counter.value | string) -%} + {%- set tool_call_counter.value = tool_call_counter.value + 1 -%} {%- set _ = tool_response_queue.ids.append(formatted_id) -%} <|tool_call_begin|>{{ formatted_id }}<|tool_call_argument_begin|>{% if tool_call['function']['arguments'] is string %}{{ tool_call['function']['arguments'] }}{% else %}{{ tool_call['function']['arguments'] | tojson }}{% endif %}<|tool_call_end|> {%- endfor -%} diff --git a/models/templates/Kimi-K2-Thinking.jinja b/models/templates/Kimi-K2-Thinking.jinja index 4c2af6a783..5641429f53 100644 --- a/models/templates/Kimi-K2-Thinking.jinja +++ b/models/templates/Kimi-K2-Thinking.jinja @@ -25,17 +25,13 @@ {%- endmacro -%} {%- set tool_response_queue = namespace(ids=[]) -%} -{%- set tool_call_counter = namespace(value=1) -%} +{%- set tool_call_counter = namespace(value=0) -%} {%- macro render_toolcalls(message) -%} <|tool_calls_section_begin|> {%- for tool_call in message['tool_calls'] -%} - {%- if tool_call['id'] is defined -%} - {%- set formatted_id = tool_call['id'] -%} - {%- else -%} - {%- set formatted_id = 'functions.' + tool_call['function']['name'] + ':' + (tool_call_counter.value | string) -%} - {%- set tool_call_counter.value = tool_call_counter.value + 1 -%} - {%- endif -%} + {%- set formatted_id = 'functions.' + tool_call['function']['name'] + ':' + (tool_call_counter.value | string) -%} + {%- set tool_call_counter.value = tool_call_counter.value + 1 -%} {%- set _ = tool_response_queue.ids.append(formatted_id) -%} <|tool_call_begin|>{{ formatted_id }}<|tool_call_argument_begin|>{% if tool_call['function']['arguments'] is string %}{{ tool_call['function']['arguments'] }}{% else %}{{ tool_call['function']['arguments'] | tojson }}{% endif %}<|tool_call_end|> {%- endfor -%} diff --git a/models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja b/models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja new file mode 100644 index 0000000000..beb4d612c7 --- /dev/null +++ b/models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja @@ -0,0 +1,126 @@ +{#- Default system message if no system prompt is passed. #} +{%- set default_system_message = '# HOW YOU SHOULD THINK AND ANSWER\n\nFirst draft your thinking process (inner monologue) until you arrive at a response. Format your response using Markdown, and use LaTeX for any mathematical equations. Write both your thoughts and the response in the same language as the input.\n\nYour thinking process must follow the template below:[THINK]Your thoughts or/and draft, like working through an exercise on scratch paper. Be as casual and as long as you want until you are confident to generate the response to the user.[/THINK]Here, provide a self-contained response.' %} + +{#- Begin of sequence token. #} +{{- bos_token }} + +{#- Handle system prompt if it exists. #} +{#- System prompt supports text content or text and thinking chunks. #} +{%- if messages[0]['role'] == 'system' %} + {{- '[SYSTEM_PROMPT]' -}} + {%- if messages[0]['content'] is string %} + {{- messages[0]['content'] -}} + {%- else %} + {%- for block in messages[0]['content'] %} + {%- if block['type'] == 'text' %} + {{- block['text'] }} + {%- elif block['type'] == 'thinking' %} + {{- '[THINK]' + block['thinking'] + '[/THINK]' }} + {%- else %} + {{- raise_exception('Only text and thinking chunks are supported in system message contents.') }} + {%- endif %} + {%- endfor %} + {%- endif %} + {{- '[/SYSTEM_PROMPT]' -}} + {%- set loop_messages = messages[1:] %} +{%- else %} + {%- set loop_messages = messages %} + {%- if default_system_message != '' %} + {{- '[SYSTEM_PROMPT]' + default_system_message + '[/SYSTEM_PROMPT]' }} + {%- endif %} +{%- endif %} + + +{#- Tools definition #} +{%- set tools_definition = '' %} +{%- set has_tools = false %} +{%- if tools is defined and tools is not none and tools|length > 0 %} + {%- set has_tools = true %} + {%- set tools_definition = '[AVAILABLE_TOOLS]' + (tools| tojson) + '[/AVAILABLE_TOOLS]' %} + {{- tools_definition }} +{%- endif %} + +{#- Checks for alternating user/assistant messages. #} +{%- set ns = namespace(index=0) %} +{%- for message in loop_messages %} + {%- if message.role == 'user' or (message.role == 'assistant' and (message.tool_calls is not defined or message.tool_calls is none or message.tool_calls | length == 0)) %} + {%- if (message['role'] == 'user') != (ns.index % 2 == 0) %} + {{- raise_exception('After the optional system message, conversation roles must alternate user and assistant roles except for tool calls and results.') }} + {%- endif %} + {%- set ns.index = ns.index + 1 %} + {%- endif %} +{%- endfor %} + +{#- Handle conversation messages. #} +{%- for message in loop_messages %} + + {#- User messages supports text content or text and image chunks. #} + {%- if message['role'] == 'user' %} + {%- if message['content'] is string %} + {{- '[INST]' + message['content'] + '[/INST]' }} + {%- elif message['content'] | length > 0 %} + {{- '[INST]' }} + {%- if message['content'] | length == 2 %} + {%- set blocks = message['content'] | sort(attribute='type') %} + {%- else %} + {%- set blocks = message['content'] %} + {%- endif %} + {%- for block in blocks %} + {%- if block['type'] == 'text' %} + {{- block['text'] }} + {%- elif block['type'] in ['image', 'image_url'] %} + {{- '[IMG]' }} + {%- else %} + {{- raise_exception('Only text, image and image_url chunks are supported in user message content.') }} + {%- endif %} + {%- endfor %} + {{- '[/INST]' }} + {%- else %} + {{- raise_exception('User message must have a string or a list of chunks in content') }} + {%- endif %} + + {#- Assistant messages supports text content or text, image and thinking chunks. #} + {%- elif message['role'] == 'assistant' %} + {%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %} + {{- raise_exception('Assistant message must have a string or a list of chunks in content or a list of tool calls.') }} + {%- endif %} + + {%- if message['content'] is string and message['content'] != '' %} + {{- message['content'] }} + {%- elif message['content'] | length > 0 %} + {%- for block in message['content'] %} + {%- if block['type'] == 'text' %} + {{- block['text'] }} + {%- elif block['type'] == 'thinking' %} + {{- '[THINK]' + block['thinking'] + '[/THINK]' }} + {%- else %} + {{- raise_exception('Only text and thinking chunks are supported in assistant message contents.') }} + {%- endif %} + {%- endfor %} + {%- endif %} + + {%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 %} + {%- for tool in message['tool_calls'] %} + {{- '[TOOL_CALLS]' }} + {%- set name = tool['function']['name'] %} + {%- set arguments = tool['function']['arguments'] %} + {%- if arguments is not string %} + {%- set arguments = arguments|tojson|safe %} + {%- elif arguments == '' %} + {%- set arguments = '{}' %} + {%- endif %} + {{- name + '[ARGS]' + arguments }} + {%- endfor %} + {%- endif %} + + {{- eos_token }} + + {#- Tool messages only supports text content. #} + {%- elif message['role'] == 'tool' %} + {{- '[TOOL_RESULTS]' + message['content']|string + '[/TOOL_RESULTS]' }} + + {#- Raise exception for unsupported roles. #} + {%- else %} + {{- raise_exception('Only user, assistant and tool roles are supported, got ' + message['role'] + '.') }} + {%- endif %} +{%- endfor %} diff --git a/pyrightconfig.json b/pyrightconfig.json index 5320fe5864..a7bc007bdc 100644 --- a/pyrightconfig.json +++ b/pyrightconfig.json @@ -1,5 +1,5 @@ { - "extraPaths": ["gguf-py"], + "extraPaths": ["gguf-py", "examples/model-conversion/scripts"], "pythonVersion": "3.9", "pythonPlatform": "All", "reportUnusedImport": "warning", diff --git a/scripts/compare-logprobs.py b/scripts/compare-logprobs.py new file mode 100644 index 0000000000..63861dd9a4 --- /dev/null +++ b/scripts/compare-logprobs.py @@ -0,0 +1,281 @@ +import argparse +import requests +import json +from pathlib import Path +import logging + +logger = logging.getLogger("compare-logprobs") +logging.basicConfig(level=logging.INFO) + + +DESCRIPTION = """ +Compare logits between llama.cpp and another inference engine using OpenAI-compatible server endpoints. + +Unlike compare-logits.py, it allows dumping logits from a hosted API endpoint. Useful when it's not possible to run both models locally. + +Example usage: + Step 1: Dump logits from two different servers + python scripts/compare-logprobs.py dump logits_llama.log http://localhost:8080/v1/completions + python scripts/compare-logprobs.py dump logits_other.log http://other-engine:8000/v1/completions + + (optionally, you can add --api-key if the endpoint requires authentication) + + Step 2: Compare the dumped logits + python scripts/compare-logprobs.py compare logits_llama.log logits_other.log report.md +""" + + +def generate_input_prompt(length: int) -> list[str]: + CORPUS = """ + You are an advanced AI assistant capable of using tools to gather information, perform calculations, or execute tasks. Always think step by step before responding. If a user's query requires external data, computation, or actions beyond your internal knowledge, use the appropriate tools via function calls. + + ### Tool Call Format: + When you need to use a tool, output the call in this exact XML format. Include the opening and closing tags. Do not escape arguments; they will be parsed as plain text. + + You can make multiple calls in one go by placing them one after another. + """ + words = [w.strip() for w in CORPUS.strip().split(" ")] + words = [w for w in words if len(w) > 0] # filter out empty strings + while len(words) < length: + words += words + return words[:length] + + +def dump_logits( + endpoint: str, + output_path: Path, + input_words: list[str], + pattern: list[tuple[bool, int]], + api_key=None, +): + logger.info(f"Dumping logits to {output_path} from endpoint {endpoint}...") + words = input_words + curr_text = "" + n_total = sum(n for get, n in pattern if get) + n_done = 0 + i_cur = 0 + i_total = len(words) + with output_path.open("w") as f: + for get, n in pattern: + if not get: + # skip n words + for i in range(n): + curr_text += words.pop(0) + " " + i_cur += 1 + continue + # get n words + for i in range(n): + curr_text += words.pop(0) + " " + payload = { + "prompt": curr_text.strip(), + "temperature": 0.0, + "top_k": 1, + "max_tokens": 1, + "logprobs": 1, + "stream": False, + } + response = requests.post( + endpoint, + json=payload, + headers={"Authorization": f"Bearer {api_key}"} if api_key else {}, + ) + response.raise_for_status() + data = response.json() + data["__index"] = i_cur # add index for easier debugging later + data = json.dumps(data) + f.write(f"{data}\n") + n_done += 1 + i_cur += 1 + logger.info( + f"\n\n{data}\n\n[Step: {n_done}/{n_total} | Word: {i_cur}/{i_total}]" + ) + logger.info(f"Logits dumped to {output_path}") + + +def get_token_logprobs(data: dict): + logprobs = data["choices"][0]["logprobs"] + if "content" in logprobs: + # llama.cpp case + top = logprobs["content"][0]["top_logprobs"][0] + return top["token"], top["logprob"] + else: + # vllm case + tokens = logprobs["tokens"] + token_logprobs = logprobs["token_logprobs"] + return tokens[0], token_logprobs[0] + + +def clean_text(text: str) -> str: + return ( + "'" + + text.replace("\n", "\\n") + .replace("\t", "\\t") + .replace("\r", "\\r") + .replace("|", "\\|") + + "'" + ) + + +def compare_logits(input1: Path, input2: Path, output_path: Path): + with input1.open("r") as f1, input2.open("r") as f2, output_path.open("w") as fout: + lines1 = f1.readlines() + lines2 = f2.readlines() + + tab_header = [ + "idx", + input1.name, + "logprob_1", + input2.name, + "logprob_2", + "diff (abs)", + ] + tab_entries = [] + tab_max_widths = [len(h) for h in tab_header] + + assert len(lines1) == len( + lines2 + ), "Input files must have the same number of lines." + + fout.write("# Logits Comparison Report\n\n") + for i, (line1, line2) in enumerate(zip(lines1, lines2)): + if not line1.strip() or not line2.strip(): + continue # skip empty lines + + data1 = json.loads(line1) + data2 = json.loads(line2) + + idx1 = data1.get("__index", -1) + idx2 = data2.get("__index", -1) + if idx1 != idx2: + logger.warning( + f"Warning: Mismatched indices at line {i}: {idx1} vs {idx2}" + ) + + token1, logprob1 = get_token_logprobs(data1) + token2, logprob2 = get_token_logprobs(data2) + + token1 = clean_text(token1) + token2 = clean_text(token2) + abs_diff = abs(logprob1 - logprob2) + + tab_entries.append( + ( + str(idx1 + 1), + token1, + f"{logprob1:.4f}", + token2, + f"{logprob2:.4f}", + f"{(abs_diff):.4f}", + ) + ) + + for i in range(len(tab_entries)): + for j in range(len(tab_header)): + tab_max_widths[j] = max(tab_max_widths[j], len(tab_entries[i][j])) + + output = "" + for j in range(len(tab_header)): + output += f"| {tab_header[j]:<{tab_max_widths[j]}} " + output += "|\n" + for j in range(len(tab_header)): + output += f"|{'-' * (tab_max_widths[j] + 2)}" + output += "|\n" + for entry in tab_entries: + for j in range(len(tab_header)): + output += f"| {entry[j]:<{tab_max_widths[j]}} " + output += "|\n" + + logger.info("\n" + output) + fout.write(output) + logger.info(f"Report written to {output_path}") + + +def parse_pattern(pattern: str) -> list[tuple[bool, int]]: + parts = pattern.split(",") + result = [] + for i, part in enumerate(parts): + n = int(part) + if i % 2 == 0: + result.append((True, n)) # get n words + else: + result.append((False, n)) # skip n words + return result + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description=DESCRIPTION, formatter_class=argparse.RawTextHelpFormatter + ) + subparsers = parser.add_subparsers( + dest="verb", required=True, help="action to perform" + ) + + # dump subcommand + parser_dump = subparsers.add_parser("dump", help="dump logits from an endpoint") + parser_dump.add_argument( + "output", type=Path, help="output path for dumped logits (.log)" + ) + parser_dump.add_argument( + "endpoint", type=str, help="OAI-compat /completions endpoint" + ) + parser_dump.add_argument( + "--api-key", + type=str, + default=None, + help="API key for authentication (if required)", + ) + parser_dump.add_argument( + "--file", + type=Path, + default=None, + help="File containing prompt to use instead of the default", + ) + parser_dump.add_argument( + "--pattern", + type=str, + default="10,1000,10,4000,10", + help="Pattern n_get,n_skip,... where n_get is number of words to get and n_skip is number of words to skip (num of words, NOT num of tokens)", + ) + + # compare subcommand + parser_compare = subparsers.add_parser( + "compare", help="compare two dumped logits files" + ) + parser_compare.add_argument("input1", type=Path, help="first input file (.log)") + parser_compare.add_argument("input2", type=Path, help="second input file (.log)") + parser_compare.add_argument( + "output", type=Path, help="output path for comparison report (.md)" + ) + + try: + return parser.parse_args() + except Exception as e: + parser.print_help() + raise e + + +def main(): + args = parse_args() + + if args.verb == "dump": + pattern = parse_pattern(args.pattern) + input_length = sum(n for _, n in pattern) + input_words = generate_input_prompt(input_length) + if args.file is not None: + with args.file.open("r") as f: + input_words = f.read().strip().split(" ") + if input_length < sum(n for _, n in pattern): + raise ValueError( + f"Input file has only {input_length} words, but pattern requires at least {input_length} words." + ) + input_length = len(input_words) + logger.info(f"Using {input_length} words") + dump_logits(args.endpoint, args.output, input_words, pattern, args.api_key) + elif args.verb == "compare": + compare_logits(args.input1, args.input2, args.output) + else: + raise ValueError(f"Unknown verb: {args.verb}") + + +if __name__ == "__main__": + main() diff --git a/scripts/serve-static.js b/scripts/serve-static.js new file mode 100644 index 0000000000..8ddc04aad9 --- /dev/null +++ b/scripts/serve-static.js @@ -0,0 +1,110 @@ +const http = require('http'); +const fs = require('fs').promises; +const path = require('path'); + +// This file is used for testing wasm build from emscripten +// Example build command: +// emcmake cmake -B build-wasm -DGGML_WEBGPU=ON -DLLAMA_CURL=OFF +// cmake --build build-wasm --target test-backend-ops -j + +const PORT = 8080; +const STATIC_DIR = path.join(__dirname, '../build-wasm/bin'); +console.log(`Serving static files from: ${STATIC_DIR}`); + +const mimeTypes = { + '.html': 'text/html', + '.js': 'text/javascript', + '.css': 'text/css', + '.png': 'image/png', + '.jpg': 'image/jpeg', + '.gif': 'image/gif', + '.svg': 'image/svg+xml', + '.json': 'application/json', + '.woff': 'font/woff', + '.woff2': 'font/woff2', +}; + +async function generateDirListing(dirPath, reqUrl) { + const files = await fs.readdir(dirPath); + let html = ` + + + + Directory Listing + + + +

Directory: ${reqUrl}

+
    + `; + + if (reqUrl !== '/') { + html += `
  • ../ (Parent Directory)
  • `; + } + + for (const file of files) { + const filePath = path.join(dirPath, file); + const stats = await fs.stat(filePath); + const link = encodeURIComponent(file) + (stats.isDirectory() ? '/' : ''); + html += `
  • ${file}${stats.isDirectory() ? '/' : ''}
  • `; + } + + html += ` +
+ + + `; + return html; +} + +const server = http.createServer(async (req, res) => { + try { + // Set COOP and COEP headers + res.setHeader('Cross-Origin-Opener-Policy', 'same-origin'); + res.setHeader('Cross-Origin-Embedder-Policy', 'require-corp'); + res.setHeader('Cache-Control', 'no-store, no-cache, must-revalidate, proxy-revalidate'); + res.setHeader('Pragma', 'no-cache'); + res.setHeader('Expires', '0'); + + const filePath = path.join(STATIC_DIR, decodeURIComponent(req.url)); + const stats = await fs.stat(filePath); + + if (stats.isDirectory()) { + const indexPath = path.join(filePath, 'index.html'); + try { + const indexData = await fs.readFile(indexPath); + res.writeHeader(200, { 'Content-Type': 'text/html' }); + res.end(indexData); + } catch { + // No index.html, generate directory listing + const dirListing = await generateDirListing(filePath, req.url); + res.writeHeader(200, { 'Content-Type': 'text/html' }); + res.end(dirListing); + } + } else { + const ext = path.extname(filePath).toLowerCase(); + const contentType = mimeTypes[ext] || 'application/octet-stream'; + const data = await fs.readFile(filePath); + res.writeHeader(200, { 'Content-Type': contentType }); + res.end(data); + } + } catch (err) { + if (err.code === 'ENOENT') { + res.writeHeader(404, { 'Content-Type': 'text/plain' }); + res.end('404 Not Found'); + } else { + res.writeHeader(500, { 'Content-Type': 'text/plain' }); + res.end('500 Internal Server Error'); + } + } +}); + +server.listen(PORT, () => { + console.log(`Server running at http://localhost:${PORT}/`); +}); diff --git a/scripts/snapdragon/adb/run-cli.sh b/scripts/snapdragon/adb/run-cli.sh index ab8d6d49a2..cc5e47c2d6 100755 --- a/scripts/snapdragon/adb/run-cli.sh +++ b/scripts/snapdragon/adb/run-cli.sh @@ -46,7 +46,7 @@ adb $adbserial shell " \ LD_LIBRARY_PATH=$basedir/$branch/lib \ ADSP_LIBRARY_PATH=$basedir/$branch/lib \ $verbose $experimental $sched $opmask $profile $nhvx $ndev \ - ./$branch/bin/llama-cli --no-mmap -m $basedir/../gguf/$model \ + ./$branch/bin/llama-completion --no-mmap -m $basedir/../gguf/$model \ --poll 1000 -t 6 --cpu-mask 0xfc --cpu-strict 1 \ --ctx-size 8192 --batch-size 128 -ctk q8_0 -ctv q8_0 -fa on \ -ngl 99 --device $device $cli_opts $@ \ diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last index a879940eae..5823efac2d 100644 --- a/scripts/sync-ggml.last +++ b/scripts/sync-ggml.last @@ -1 +1 @@ -55bc9320a4aae82af18e23eefd5de319a755d7b9 +130bc125a88bb57664b88932c48c38a1cb316fac diff --git a/scripts/sync_vendor.py b/scripts/sync_vendor.py index 88f45862b6..637f4cdc18 100755 --- a/scripts/sync_vendor.py +++ b/scripts/sync_vendor.py @@ -17,6 +17,8 @@ vendor = { "https://github.com/mackron/miniaudio/raw/669ed3e844524fcd883231b13095baee9f6de304/miniaudio.h": "vendor/miniaudio/miniaudio.h", "https://raw.githubusercontent.com/yhirose/cpp-httplib/refs/tags/v0.28.0/httplib.h": "vendor/cpp-httplib/httplib.h", + + "https://raw.githubusercontent.com/sheredom/subprocess.h/b49c56e9fe214488493021017bf3954b91c7c1f5/subprocess.h": "vendor/sheredom/subprocess.h", } for url, filename in vendor.items(): diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt index 67c7807e09..4192af7c0c 100644 --- a/src/CMakeLists.txt +++ b/src/CMakeLists.txt @@ -67,7 +67,7 @@ add_library(llama models/gemma-embedding.cpp models/gemma.cpp models/gemma2-iswa.cpp - models/gemma3-iswa.cpp + models/gemma3.cpp models/gemma3n-iswa.cpp models/glm4-moe.cpp models/glm4.cpp @@ -132,12 +132,14 @@ add_library(llama models/t5-enc.cpp models/wavtokenizer-dec.cpp models/xverse.cpp + models/mistral3.cpp models/graph-context-mamba.cpp ) set_target_properties(llama PROPERTIES VERSION ${LLAMA_INSTALL_VERSION} SOVERSION 0 + MACHO_CURRENT_VERSION 0 # keep macOS linker from seeing oversized version number ) target_include_directories(llama PRIVATE .) diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index 8571a2e025..64ad1b7769 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -111,6 +111,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_COGVLM, "cogvlm" }, { LLM_ARCH_RND1, "rnd1" }, { LLM_ARCH_PANGU_EMBED, "pangu-embedded" }, + { LLM_ARCH_MISTRAL3, "mistral3" }, { LLM_ARCH_UNKNOWN, "(unknown)" }, }; @@ -204,6 +205,7 @@ static const std::map LLM_KV_NAMES = { { LLM_KV_ATTENTION_SCALE, "%s.attention.scale" }, { LLM_KV_ATTENTION_OUTPUT_SCALE, "%s.attention.output_scale" }, { LLM_KV_ATTENTION_TEMPERATURE_LENGTH, "%s.attention.temperature_length" }, + { LLM_KV_ATTENTION_TEMPERATURE_SCALE, "%s.attention.temperature_scale" }, { LLM_KV_ATTENTION_KEY_LENGTH_MLA, "%s.attention.key_length_mla" }, { LLM_KV_ATTENTION_VALUE_LENGTH_MLA, "%s.attention.value_length_mla" }, @@ -853,7 +855,7 @@ static const std::map> LLM_TENSOR_N { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" }, { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" }, { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, - { LLM_TENSOR_SSM_A, "blk.%d.ssm_a" }, + { LLM_TENSOR_SSM_A_NOSCAN, "blk.%d.ssm_a" }, { LLM_TENSOR_SSM_CONV1D, "blk.%d.ssm_conv1d" }, { LLM_TENSOR_SSM_DT, "blk.%d.ssm_dt" }, { LLM_TENSOR_SSM_BETA_ALPHA, "blk.%d.ssm_ba" }, @@ -2512,6 +2514,32 @@ static const std::map> LLM_TENSOR_N { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, }, }, + { + LLM_ARCH_MISTRAL3, + { + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_OUTPUT_NORM, "output_norm" }, + { LLM_TENSOR_OUTPUT, "output" }, + { LLM_TENSOR_ROPE_FREQS, "rope_freqs" }, + { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, + { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, + { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, + { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" }, + { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" }, + { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, + { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" }, + { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" }, + { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, + { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" }, + { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" }, + { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" }, + { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" }, + { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" }, + { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, + }, + }, { LLM_ARCH_UNKNOWN, { @@ -2611,6 +2639,7 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_FFN_ACT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_DIV}}, {LLM_TENSOR_SSM_CONV1D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}}, {LLM_TENSOR_SSM_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_SCAN}}, + {LLM_TENSOR_SSM_A_NOSCAN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, // a version of SSM_A used for MUL instead of SSM_SCAN {LLM_TENSOR_SSM_DT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_SSM_B_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_SSM_C_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, diff --git a/src/llama-arch.h b/src/llama-arch.h index 150646478a..e113180024 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -115,6 +115,7 @@ enum llm_arch { LLM_ARCH_COGVLM, LLM_ARCH_RND1, LLM_ARCH_PANGU_EMBED, + LLM_ARCH_MISTRAL3, LLM_ARCH_UNKNOWN, }; @@ -208,6 +209,7 @@ enum llm_kv { LLM_KV_ATTENTION_SCALE, LLM_KV_ATTENTION_OUTPUT_SCALE, LLM_KV_ATTENTION_TEMPERATURE_LENGTH, + LLM_KV_ATTENTION_TEMPERATURE_SCALE, LLM_KV_ATTENTION_KEY_LENGTH_MLA, LLM_KV_ATTENTION_VALUE_LENGTH_MLA, @@ -377,6 +379,7 @@ enum llm_tensor { LLM_TENSOR_SSM_DT, LLM_TENSOR_SSM_DT_NORM, LLM_TENSOR_SSM_A, + LLM_TENSOR_SSM_A_NOSCAN, // qwen3next special case with MUL instead of SSM_SCAN LLM_TENSOR_SSM_B_NORM, LLM_TENSOR_SSM_C_NORM, LLM_TENSOR_SSM_D, diff --git a/src/llama-batch.cpp b/src/llama-batch.cpp index 86a1a4ba18..386fab04ac 100644 --- a/src/llama-batch.cpp +++ b/src/llama-batch.cpp @@ -695,6 +695,8 @@ llama_ubatch llama_batch_allocr::ubatch_add(const std::vector & idxs, u udata->seq_idx .resize(LLAMA_MAX_SEQ, -1); udata->output .resize(n_tokens); + udata->seq_id_data.reserve(n_tokens); + seq_set_t seq_set_unq; for (size_t i = 0; i < idxs.size(); ++i) { @@ -716,11 +718,13 @@ llama_ubatch llama_batch_allocr::ubatch_add(const std::vector & idxs, u } udata->n_seq_id[i] = batch.n_seq_id[idxs[i]]; - udata->seq_id[i] = batch.seq_id[idxs[i]]; udata->output[i] = batch.logits[idxs[i]]; for (int s = 0; s < udata->n_seq_id[i]; ++s) { - seq_set_unq.set(udata->seq_id[i][s]); + const llama_seq_id seq_id = batch.seq_id[idxs[i]][s]; + + udata->seq_id_data.push_back(seq_id); + seq_set_unq.set(seq_id); } if (udata->output[i]) { @@ -728,6 +732,12 @@ llama_ubatch llama_batch_allocr::ubatch_add(const std::vector & idxs, u } } + llama_seq_id * seq_id_ptr = udata->seq_id_data.data(); + for (size_t i = 0; i < idxs.size(); ++i) { + udata->seq_id[i] = seq_id_ptr; + seq_id_ptr += udata->n_seq_id[i]; + } + for (uint32_t s = 0; s < n_seq_max; ++s) { if (seq_set_unq.test(s)) { udata->seq_idx[s] = udata->seq_id_unq.size(); diff --git a/src/llama-batch.h b/src/llama-batch.h index 209cf3699d..8e6fac0efa 100644 --- a/src/llama-batch.h +++ b/src/llama-batch.h @@ -56,13 +56,15 @@ struct llama_ubatch { std::vector embd; std::vector pos; std::vector n_seq_id; - std::vector seq_id; + std::vector seq_id; // these point into the seq_id_data below std::vector seq_id_unq; std::vector seq_idx; std::vector output; + + std::vector seq_id_data; }; - // the llama_ubatch pointers above point to this data if set. otherwise - points to non-owning data + // the llama_ubatch pointers above point to this data if set. otherwise - point to external non-owning data std::shared_ptr data; }; diff --git a/src/llama-context.cpp b/src/llama-context.cpp index e04f0fc4f9..8786d4ee3e 100644 --- a/src/llama-context.cpp +++ b/src/llama-context.cpp @@ -9,6 +9,7 @@ #include "llama-model.h" #include +#include #include #include #include @@ -72,6 +73,43 @@ llama_context::llama_context( cparams.yarn_ext_factor = rope_scaling_type == LLAMA_ROPE_SCALING_TYPE_YARN ? 1.0f : 0.0f; } + if (cparams.yarn_ext_factor != 0) { + static auto get_mscale = [](float scale, float mscale) { + return scale <= 1.0f ? 1.0f : (0.1f * mscale * logf(scale) + 1.0f); + }; + + const float factor = 1.0f / cparams.rope_freq_scale; + + // ref: https://github.com/huggingface/transformers/blob/6d00f6b0a5679c36510f203e4226e36f517c3032/src/transformers/modeling_rope_utils.py#L336-L348 + if (hparams.rope_yarn_log_mul != 0.0f) { + // note: here we assume `mscale == 1.0f` + // TODO: start reading the actual value of mscale and handle the case where it is not 1.0f + float mscale = 1.0f; + const float mscale_all_dims = hparams.rope_yarn_log_mul; + + // [TAG_DEEPSEEK2_YARN_LOG_MUL_FIX] + // special-case DEEPSEEK v2: + // https://huggingface.co/deepseek-ai/DeepSeek-V2-Lite-Chat/blob/main/config.json#L42-L43 + if (model.arch == LLM_ARCH_DEEPSEEK2 && mscale_all_dims != 1.0f) { + mscale = mscale_all_dims; + } + + cparams.yarn_attn_factor = get_mscale(factor, mscale) / get_mscale(factor, mscale_all_dims); + + LLAMA_LOG_WARN("%s: setting new yarn_attn_factor = %.4f (mscale == %.1f, mscale_all_dim = %.1f)\n", + __func__, cparams.yarn_attn_factor, mscale, mscale_all_dims); + } else { + cparams.yarn_attn_factor = get_mscale(factor, 1.0f); + } + + // when YARN is applied with yarn_ext_factor != 0.0f, we need to cancel this factor: + // https://github.com/ggml-org/llama.cpp/blob/a81a569577cc38b32558958b048228150be63eae/ggml/src/ggml-cpu/ops.cpp#L5541-L5544 + // + // ref: https://github.com/ggml-org/llama.cpp/discussions/7416 + // https://github.com/ggml-org/llama.cpp/pull/17945 + cparams.yarn_attn_factor *= 1.0f / (1.0f + 0.1f * logf(factor)); + } + cparams.yarn_attn_factor *= hparams.rope_attn_factor; if (cparams.pooling_type == LLAMA_POOLING_TYPE_UNSPECIFIED) { @@ -93,14 +131,6 @@ llama_context::llama_context( // with causal attention, the batch size is limited by the context size cparams.n_batch = cparams.causal_attn ? std::min(cparams.n_ctx, params.n_batch) : params.n_batch; - // the batch has to be at least GGML_KQ_MASK_PAD because we will be padding the KQ_mask - // this is required by GPU kernels in order to avoid out-of-bounds accesses (e.g. ggml_flash_attn_ext) - // ref: https://github.com/ggerganov/llama.cpp/pull/5021 - // TODO: this padding is not needed for the cache-less context so we should probably move it to llama_memory - if (cparams.n_batch < GGML_KQ_MASK_PAD) { - LLAMA_LOG_WARN("%s: n_batch is less than GGML_KQ_MASK_PAD - increasing to %d\n", __func__, GGML_KQ_MASK_PAD); - cparams.n_batch = GGML_KQ_MASK_PAD; - } cparams.n_ubatch = std::min(cparams.n_batch, params.n_ubatch == 0 ? params.n_batch : params.n_ubatch); cparams.op_offload = params.op_offload; @@ -228,6 +258,7 @@ llama_context::llama_context( backend_buft.clear(); backend_ptrs.clear(); + backend_buf_exp_size.clear(); for (auto & backend : backends) { auto * buft = ggml_backend_get_default_buffer_type(backend.get()); @@ -244,11 +275,15 @@ llama_context::llama_context( backend_buft.push_back(buft); backend_ptrs.push_back(backend.get()); + backend_buf_exp_size.push_back(0); } LLAMA_LOG_DEBUG("%s: backend_ptrs.size() = %zu\n", __func__, backend_ptrs.size()); - const size_t max_nodes = this->graph_max_nodes(); + const uint32_t n_seqs = cparams.n_seq_max; + const uint32_t n_tokens = std::min(cparams.n_ctx, cparams.n_ubatch); + + const size_t max_nodes = this->graph_max_nodes(n_tokens); LLAMA_LOG_DEBUG("%s: max_nodes = %zu\n", __func__, max_nodes); @@ -300,9 +335,6 @@ llama_context::llama_context( cross.v_embd.clear(); - const uint32_t n_seqs = cparams.n_seq_max; - const uint32_t n_tokens = std::min(cparams.n_ctx, cparams.n_ubatch); - // avoid reserving graphs with zero outputs - assume one output per sequence n_outputs = n_seqs; @@ -359,7 +391,8 @@ llama_context::llama_context( // reserve pp (prompt processing) graph first so that buffers are only allocated once { - auto * gf = graph_reserve(n_tokens, n_seqs, n_tokens, mctx.get()); + auto * gf = graph_reserve(n_tokens, n_seqs, n_tokens, mctx.get(), + model.hparams.no_alloc, model.hparams.no_alloc ? backend_buf_exp_size.data() : nullptr); if (!gf) { if (pipeline_parallel) { LLAMA_LOG_WARN("%s: compute buffer allocation failed, retrying without pipeline parallelism\n", __func__); @@ -377,7 +410,7 @@ llama_context::llama_context( // reserve with tg (token generation) graph to get the number of splits and nodes { - auto * gf = graph_reserve(n_seqs, n_seqs, n_seqs, mctx.get()); + auto * gf = graph_reserve(n_seqs, n_seqs, n_seqs, mctx.get(), model.hparams.no_alloc); if (!gf) { throw std::runtime_error("failed to allocate compute tg buffers"); } @@ -392,7 +425,7 @@ llama_context::llama_context( // // auto * gf = graph_reserve(n_tokens, 1, n_tokens, mctx.get()); // - auto * gf = graph_reserve(n_tokens, n_seqs, n_tokens, mctx.get()); + auto * gf = graph_reserve(n_tokens, n_seqs, n_tokens, mctx.get(), model.hparams.no_alloc); if (!gf) { throw std::runtime_error("failed to allocate compute pp buffers"); } @@ -401,11 +434,13 @@ llama_context::llama_context( for (size_t i = 0; i < backend_ptrs.size(); ++i) { ggml_backend_t backend = backend_ptrs[i]; ggml_backend_buffer_type_t buft = backend_buft[i]; - size_t size = ggml_backend_sched_get_buffer_size(sched.get(), backend); - if (size > 1) { + if (!model.hparams.no_alloc) { + backend_buf_exp_size[i] = ggml_backend_sched_get_buffer_size(sched.get(), backend); + } + if (backend_buf_exp_size[i] > 1) { LLAMA_LOG_INFO("%s: %10s compute buffer size = %8.2f MiB\n", __func__, ggml_backend_buft_name(buft), - size / 1024.0 / 1024.0); + backend_buf_exp_size[i] / 1024.0 / 1024.0); } } @@ -424,6 +459,23 @@ llama_context::llama_context( } llama_context::~llama_context() { + // FIXME this currently results in a use-after-free bug if the model is freed before the context + // if (!model.hparams.no_alloc) { + // for (size_t i = 0; i < backend_ptrs.size(); ++i) { + // ggml_backend_t backend = backend_ptrs[i]; + // ggml_backend_buffer_type_t buft = backend_buft[i]; + + // const size_t size_exp = backend_buf_exp_size[i]; + // const size_t size_act = ggml_backend_sched_get_buffer_size(sched.get(), backend); + // if (size_exp == size_act) { + // LLAMA_LOG_DEBUG("%s: %10s compute buffer size is %8.4f MiB, matches expectation of %8.4f MiB\n", + // __func__, ggml_backend_buft_name(buft), size_act / (1024.0*1024.0), size_exp / (1024.0*1024.0)); + // } else { + // LLAMA_LOG_WARN("%s: %10s compute buffer size of %8.4f MiB, does not match expectation of %8.4f MiB\n", + // __func__, ggml_backend_buft_name(buft), size_act / (1024.0*1024.0), size_exp / (1024.0*1024.0)); + // } + // } + // } ggml_opt_free(opt_ctx); } @@ -1326,6 +1378,7 @@ uint32_t llama_context::output_reserve(int32_t n_outputs) { // This doesn't happen often, but may be annoying in some cases (like the HellaSwag benchmark) LLAMA_LOG_INFO("%s: reallocating output buffer from size %.02f MiB to %.02f MiB\n", __func__, prev_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0); #endif + synchronize(); buf_output = nullptr; logits = nullptr; embd = nullptr; @@ -1386,9 +1439,9 @@ void llama_context::output_reorder() { // graph // -uint32_t llama_context::graph_max_nodes() const { +uint32_t llama_context::graph_max_nodes(uint32_t n_tokens) const { if (model.arch == LLM_ARCH_QWEN3NEXT) { - return std::max(8192u, 32u*model.n_tensors()); + return std::max(n_tokens * 40, 32u * model.n_tensors()); } return std::max(1024u, 8u*model.n_tensors()); } @@ -1397,7 +1450,8 @@ llm_graph_result * llama_context::get_gf_res_reserve() const { return static_cast(gf_res_reserve.get()); } -ggml_cgraph * llama_context::graph_reserve(uint32_t n_tokens, uint32_t n_seqs, uint32_t n_outputs, const llama_memory_context_i * mctx, bool split_only) { +ggml_cgraph * llama_context::graph_reserve( + uint32_t n_tokens, uint32_t n_seqs, uint32_t n_outputs, const llama_memory_context_i * mctx, bool split_only, size_t * sizes) { LLAMA_LOG_DEBUG("%s: reserving a graph for ubatch with n_tokens = %4u, n_seqs = %2u, n_outputs = %4u\n", __func__, n_tokens, n_seqs, n_outputs); GGML_ASSERT(n_outputs >= 1); @@ -1434,8 +1488,13 @@ ggml_cgraph * llama_context::graph_reserve(uint32_t n_tokens, uint32_t n_seqs, u // initialize scheduler with the specified graph if (split_only) { - ggml_backend_sched_split_graph(sched.get(), gf); + if (sizes) { + ggml_backend_sched_reserve_size(sched.get(), gf, sizes); + } else { + ggml_backend_sched_split_graph(sched.get(), gf); + } } else if (!ggml_backend_sched_reserve(sched.get(), gf)) { + GGML_ASSERT(!sizes); LLAMA_LOG_ERROR("%s: failed to allocate compute buffers\n", __func__); return nullptr; } @@ -2057,15 +2116,26 @@ void llama_context::perf_reset() { std::map llama_context::memory_breakdown() const { std::map ret; - for (const auto & buft_size : model.memory_breakdown()) { - ret[buft_size.first].model += buft_size.second; + for (const auto & [buft, size] : model.memory_breakdown()) { + ret[buft].model += size; } - for (const auto & buft_size : memory->memory_breakdown()) { - ret[buft_size.first].context += buft_size.second; + if (memory) { + for (const auto & [buft, size] : memory->memory_breakdown()) { + ret[buft].context += size; + } } - for (const auto & backend_ptr : backends) { - ggml_backend_t backend = backend_ptr.get(); - ret[ggml_backend_sched_get_buffer_type(sched.get(), backend)].compute += ggml_backend_sched_get_buffer_size(sched.get(), backend); + if (model.hparams.no_alloc) { + for (size_t i = 0; i < backends.size(); ++i) { + ggml_backend_t backend = backends[i].get(); + ggml_backend_buffer_type_t buft = ggml_backend_sched_get_buffer_type(sched.get(), backend); + ret[buft].compute += backend_buf_exp_size[i]; + } + } else { + for (const auto & backend_ptr : backends) { + ggml_backend_t backend = backend_ptr.get(); + ggml_backend_buffer_type_t buft = ggml_backend_sched_get_buffer_type(sched.get(), backend); + ret[buft].compute += ggml_backend_sched_get_buffer_size(sched.get(), backend); + } } return ret; } diff --git a/src/llama-context.h b/src/llama-context.h index 20cbd78955..c31101330e 100644 --- a/src/llama-context.h +++ b/src/llama-context.h @@ -26,6 +26,10 @@ struct llama_memory_breakdown_data { size_t model = 0; // memory allocated for the model size_t context = 0; // memory allocated for the context size_t compute = 0; // memory allocated for temporary compute buffers + + size_t total() const { + return model + context + compute; + } }; struct llama_context { @@ -197,7 +201,7 @@ private: // public: - uint32_t graph_max_nodes() const; + uint32_t graph_max_nodes(uint32_t n_tokens) const; // can reuse the llm_graph_result instance of the context (for example to update a memory module) llm_graph_result * get_gf_res_reserve() const; @@ -206,7 +210,8 @@ public: ggml_status graph_compute(ggml_cgraph * gf, bool batched); // reserve a graph with a dummy ubatch of the specified size - ggml_cgraph * graph_reserve(uint32_t n_tokens, uint32_t n_seqs, uint32_t n_outputs, const llama_memory_context_i * mctx, bool split_only = false); + ggml_cgraph * graph_reserve( + uint32_t n_tokens, uint32_t n_seqs, uint32_t n_outputs, const llama_memory_context_i * mctx, bool split_only = false, size_t * sizes = nullptr); private: llm_graph_params graph_params( @@ -281,9 +286,10 @@ private: std::vector> set_n_threads_fns; - // buffer types used for the compute buffer of each backend + // pointers and buffer types used for the compute buffer of each backend std::vector backend_ptrs; std::vector backend_buft; + std::vector backend_buf_exp_size; // expected buffer sizes llm_graph_result_ptr gf_res_prev; llm_graph_result_ptr gf_res_reserve; diff --git a/src/llama-grammar.cpp b/src/llama-grammar.cpp index b3c5eb5717..75d5d750c3 100644 --- a/src/llama-grammar.cpp +++ b/src/llama-grammar.cpp @@ -181,6 +181,52 @@ static std::pair parse_char(const char * src) { throw std::runtime_error("unexpected end of input"); } +static std::pair parse_token(const llama_vocab * vocab, const char * src) { + const char * pos = src; + if (*pos != '<') { + throw std::runtime_error(std::string("expecting '<' at ") + pos); + } + pos++; + + // Parse <[id]> + if (*pos == '[') { + pos++; + const char * int_end = parse_int(pos); + uint32_t token_id = std::stoul(std::string(pos, int_end - pos)); + pos = int_end; + if (*pos != ']') { + throw std::runtime_error(std::string("expecting ']' at ") + pos); + } + pos++; + if (*pos != '>') { + throw std::runtime_error(std::string("expecting '>' at ") + pos); + } + pos++; + return std::make_pair(token_id, pos); + } + + if (vocab == nullptr) { + throw std::runtime_error(std::string("no vocab to parse token at ") + src); + } + + // Parse and tokenize to obtain the token id + while (*pos != 0 && *pos != '>') { + pos++; + } + if (*pos != '>') { + throw std::runtime_error(std::string("expecting '>' at ") + pos); + } + pos++; + + llama_token tokens[2]; + int32_t n_tokens = vocab->tokenize(src, static_cast(pos - src), tokens, 2, false, true); + if (n_tokens != 1) { + // must tokenize to exactly 1 token + throw std::runtime_error("invalid token '" + std::string(src, pos - src) + "'"); + } + return std::make_pair(tokens[0], pos); +} + static void print_grammar_char(FILE * file, uint32_t c) { if (0x20 <= c && c <= 0x7f) { fprintf(file, "%c", static_cast(c)); @@ -212,6 +258,8 @@ static void print_rule_binary(FILE * file, const llama_grammar_rule & rule) { case LLAMA_GRETYPE_CHAR_RNG_UPPER: fprintf(file, "CHAR_RNG_UPPER"); break; case LLAMA_GRETYPE_CHAR_ALT: fprintf(file, "CHAR_ALT"); break; case LLAMA_GRETYPE_CHAR_ANY: fprintf(file, "CHAR_ANY"); break; + case LLAMA_GRETYPE_TOKEN: fprintf(file, "TOKEN"); break; + case LLAMA_GRETYPE_TOKEN_NOT: fprintf(file, "TOKEN_NOT"); break; } switch (elem.type) { case LLAMA_GRETYPE_END: @@ -228,6 +276,17 @@ static void print_rule_binary(FILE * file, const llama_grammar_rule & rule) { print_grammar_char(file, elem.value); fprintf(file, "\") "); break; + case LLAMA_GRETYPE_TOKEN: + fprintf(file, "<["); + fprintf(file, "%u", elem.value); + fprintf(file, "]> "); + break; + case LLAMA_GRETYPE_TOKEN_NOT: + fprintf(file, "!"); + fprintf(file, "<["); + fprintf(file, "%u", elem.value); + fprintf(file, "]> "); + break; } } fprintf(file, "\n"); @@ -284,6 +343,17 @@ static void print_rule( case LLAMA_GRETYPE_CHAR_ANY: fprintf(file, "."); break; + case LLAMA_GRETYPE_TOKEN: + fprintf(file, "<["); + fprintf(file, "%u", elem.value); + fprintf(file, "]> "); + break; + case LLAMA_GRETYPE_TOKEN_NOT: + fprintf(file, "!"); + fprintf(file, "<["); + fprintf(file, "%u", elem.value); + fprintf(file, "]> "); + break; } if (is_char_element(elem)) { switch (rule[i + 1].type) { @@ -444,6 +514,17 @@ const char * llama_grammar_parser::parse_sequence( } } pos = parse_space(pos + 1, is_nested); + } else if (*pos == '<' || *pos == '!') { // token + auto type = LLAMA_GRETYPE_TOKEN; + if (*pos == '!') { // token inverse + type = LLAMA_GRETYPE_TOKEN_NOT; + pos++; + } + auto token_pair = parse_token(vocab, pos); + const char * token_end = token_pair.second; + last_sym_start = rule.size(); + rule.push_back({type, token_pair.first}); + pos = parse_space(token_end, is_nested); } else if (is_word_char(*pos)) { // rule reference const char * name_end = parse_name(pos); uint32_t ref_rule_id = get_symbol_id(pos, name_end - pos); @@ -691,6 +772,21 @@ static bool llama_grammar_match_partial_char( return !is_positive_char; } +// returns true iff token matches the rule at pos (regular or inverse) +// asserts that pos is pointing to a token element +static bool llama_grammar_match_token( + const llama_grammar_element * pos, + const llama_token token) { + GGML_ASSERT(pos->type == LLAMA_GRETYPE_TOKEN || pos->type == LLAMA_GRETYPE_TOKEN_NOT); + if (pos->type == LLAMA_GRETYPE_TOKEN) { + return pos->value == static_cast(token); + } + if (pos->type == LLAMA_GRETYPE_TOKEN_NOT) { + return pos->value != static_cast(token); + } + return false; +} + // transforms a grammar pushdown stack into N possible stacks, all ending // at a character range (terminal element) static void llama_grammar_advance_stack( @@ -738,6 +834,8 @@ static void llama_grammar_advance_stack( case LLAMA_GRETYPE_CHAR: case LLAMA_GRETYPE_CHAR_NOT: case LLAMA_GRETYPE_CHAR_ANY: + case LLAMA_GRETYPE_TOKEN: + case LLAMA_GRETYPE_TOKEN_NOT: if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) { // only add the stack if it's not a duplicate of one we already have new_stacks.emplace_back(stack); @@ -831,26 +929,38 @@ llama_grammar_stacks & llama_grammar_get_stacks(struct llama_grammar * grammar) return grammar->stacks; } +static void llama_grammar_accept_chr( + struct llama_grammar & grammar, + const llama_grammar_stack & stack, + uint32_t chr, + llama_grammar_stacks & new_stacks) { + if (stack.empty()) { + return; + } + + const llama_grammar_element * pos = stack.back(); + + // ignore if this turns into a token + if (pos->type == LLAMA_GRETYPE_TOKEN || pos->type == LLAMA_GRETYPE_TOKEN_NOT) { + return; + } + + auto match = llama_grammar_match_char(pos, chr); + if (match.first) { + llama_grammar_stack new_stack(stack.begin(), stack.end() - 1); + if (!llama_grammar_is_end_of_sequence(match.second)) { + new_stack.push_back(match.second); + } + llama_grammar_advance_stack(grammar.rules, new_stack, new_stacks); + } +} + void llama_grammar_accept(struct llama_grammar * grammar, uint32_t chr) { llama_grammar_stacks stacks_new; stacks_new.reserve(grammar->stacks.size()); for (const auto & stack : grammar->stacks) { - if (stack.empty()) { - continue; - } - - auto match = llama_grammar_match_char(stack.back(), chr); - if (match.first) { - const llama_grammar_element * pos = match.second; - - // update top of stack to next element, if any - llama_grammar_stack new_stack(stack.begin(), stack.end() - 1); - if (!llama_grammar_is_end_of_sequence(pos)) { - new_stack.push_back(pos); - } - llama_grammar_advance_stack(grammar->rules, new_stack, stacks_new); - } + llama_grammar_accept_chr(*grammar, stack, chr, stacks_new); } grammar->stacks = std::move(stacks_new); @@ -875,6 +985,22 @@ llama_grammar_candidates llama_grammar_reject_candidates_for_stack( const llama_grammar_element * stack_pos = stack.back(); + // if the top of the stack is a token rule, then we only need to check the token id + if (stack_pos->type == LLAMA_GRETYPE_TOKEN || stack_pos->type == LLAMA_GRETYPE_TOKEN_NOT) { + for (const auto & tok : candidates) { + if (*tok.code_points == 0) { + // reached the end of a token consumed by char rules, reject iff it ended + // in a partial response + if (tok.partial_utf8.n_remain != 0) { + rejects.push_back(tok); + } + } else if (!llama_grammar_match_token(stack_pos, tok.id)) { + rejects.push_back(tok); + } + } + return rejects; + } + llama_grammar_candidates next_candidates; next_candidates.reserve(candidates.size()); @@ -887,7 +1013,7 @@ llama_grammar_candidates llama_grammar_reject_candidates_for_stack( rejects.push_back(tok); } } else if (llama_grammar_match_char(stack_pos, *tok.code_points).first) { - next_candidates.push_back({ tok.index, tok.code_points + 1, tok.partial_utf8 }); + next_candidates.push_back({ tok.index, tok.code_points + 1, tok.partial_utf8, tok.id }); } else { rejects.push_back(tok); } @@ -905,7 +1031,7 @@ llama_grammar_candidates llama_grammar_reject_candidates_for_stack( auto next_rejects = llama_grammar_reject_candidates(rules, next_stacks, next_candidates); for (const auto & tok : next_rejects) { - rejects.push_back({ tok.index, tok.code_points - 1, tok.partial_utf8 }); + rejects.push_back({ tok.index, tok.code_points - 1, tok.partial_utf8, tok.id }); } return rejects; @@ -972,12 +1098,13 @@ struct llama_grammar * llama_grammar_init_impl( vocab, std::move(vec_rules), std::move(stacks), - /* .partial_utf8 = */ {}, - /* .lazy =*/ false, - /* .awaiting_trigger = */ false, - /* .trigger_buffer = */ "", - /* .trigger_tokens = */ {}, - /* .trigger_patterns = */ {}, + /* .partial_utf8 = */ {}, + /* .lazy = */ false, + /* .awaiting_trigger = */ false, + /* .trigger_buffer = */ "", + /* .trigger_buffer_positions = */ {}, + /* .trigger_tokens = */ {}, + /* .trigger_patterns = */ {}, }; } @@ -990,7 +1117,7 @@ struct llama_grammar * llama_grammar_init_impl( size_t num_trigger_patterns, const llama_token * trigger_tokens, size_t num_trigger_tokens) { - llama_grammar_parser parser; + llama_grammar_parser parser(vocab); // if there is a grammar, parse it // rules will be empty (default) if there are parse errors @@ -1077,10 +1204,11 @@ struct llama_grammar * llama_grammar_init_impl( vocab, std::move(vec_rules), std::move(stacks), - /* .partial_utf8 = */ {}, - /* .lazy = */ lazy, - /* .awaiting_trigger = */ lazy, - /* .trigger_buffer = */ "", + /* .partial_utf8 = */ {}, + /* .lazy = */ lazy, + /* .awaiting_trigger = */ lazy, + /* .trigger_buffer = */ "", + /* .trigger_buffer_positions = */ {}, std::move(vec_trigger_tokens), std::move(vec_trigger_patterns), }; @@ -1103,6 +1231,7 @@ struct llama_grammar * llama_grammar_clone_impl(const struct llama_grammar & gra grammar.lazy, grammar.awaiting_trigger, grammar.trigger_buffer, + grammar.trigger_buffer_positions, grammar.trigger_tokens, grammar.trigger_patterns, }; @@ -1156,7 +1285,7 @@ void llama_grammar_apply_impl(const struct llama_grammar & grammar, llama_token_ cur_p->data[i].logit = -INFINITY; } else { candidates_decoded.push_back(decode_utf8(piece, grammar.partial_utf8)); - candidates_grammar.push_back({ i, candidates_decoded.back().first.data(), candidates_decoded.back().second }); + candidates_grammar.push_back({ i, candidates_decoded.back().first.data(), candidates_decoded.back().second, id }); } } @@ -1175,10 +1304,12 @@ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token if (std::find(grammar.trigger_tokens.begin(), grammar.trigger_tokens.end(), token) != grammar.trigger_tokens.end()) { grammar.awaiting_trigger = false; grammar.trigger_buffer.clear(); - llama_grammar_accept_str(grammar, piece); + llama_grammar_accept_token(grammar, token, piece); LLAMA_LOG_DEBUG("Grammar triggered on token %u (`%s`)", token, piece.c_str()); return; } else { + auto position = std::make_pair(grammar.trigger_buffer.size(), grammar.trigger_buffer.size() + piece.size()); + grammar.trigger_buffer_positions.push_back(std::make_pair(token, position)); grammar.trigger_buffer += piece; std::smatch match; @@ -1196,10 +1327,23 @@ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token if (start == std::string::npos) { start = match.position(0); } + + // replay tokens that overlap with [start, end) + for (const auto & [tok, tok_pos] : grammar.trigger_buffer_positions) { + auto [tok_start, tok_end] = tok_pos; + if (tok_end <= start) { + continue; + } + + size_t piece_start = (tok_start < start) ? start : tok_start; // allow for partial token pieces + size_t piece_len = tok_end - piece_start; + auto tok_piece = grammar.trigger_buffer.substr(piece_start, piece_len); + llama_grammar_accept_token(grammar, tok, tok_piece); + } + auto constrained_str = grammar.trigger_buffer.substr(start); - // std::string constrained_str(match[1].first, grammar.trigger_buffer.end()); grammar.trigger_buffer.clear(); - llama_grammar_accept_str(grammar, constrained_str); + grammar.trigger_buffer_positions.clear(); LLAMA_LOG_DEBUG("Grammar triggered on regex: '%s'\n", constrained_str.c_str()); return; } @@ -1218,7 +1362,7 @@ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token GGML_ABORT("fatal error"); } - llama_grammar_accept_str(grammar, piece); + llama_grammar_accept_token(grammar, token, piece); } void llama_grammar_accept_str(struct llama_grammar & grammar, const std::string & piece) { @@ -1235,3 +1379,59 @@ void llama_grammar_accept_str(struct llama_grammar & grammar, const std::string throw std::runtime_error("Unexpected empty grammar stack after accepting piece: " + piece); } } + +void llama_grammar_accept_token(struct llama_grammar & grammar, llama_token token, const std::string & piece) { + // Note terminating 0 in decoded string + const auto decoded = decode_utf8(piece, grammar.partial_utf8); + const auto & code_points = decoded.first; + + llama_grammar_stacks stacks_new; + stacks_new.reserve(grammar.stacks.size()); + + for (const auto & stack : grammar.stacks) { + if (stack.empty()) { + continue; + } + + const llama_grammar_element * pos = stack.back(); + + if (pos->type == LLAMA_GRETYPE_TOKEN || pos->type == LLAMA_GRETYPE_TOKEN_NOT) { + if (llama_grammar_match_token(pos, token)) { + llama_grammar_stack new_stack(stack.begin(), stack.end() - 1); + if (!llama_grammar_is_end_of_sequence(pos + 1)) { + new_stack.push_back(pos + 1); + } + llama_grammar_advance_stack(grammar.rules, new_stack, stacks_new); + } + } else { + llama_grammar_stacks current_stacks = {stack}; + + for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) { + llama_grammar_stacks next_stacks; + + for (const auto & cur_stack : current_stacks) { + llama_grammar_accept_chr(grammar, cur_stack, *it, next_stacks); + } + + current_stacks = std::move(next_stacks); + if (current_stacks.empty()) { + break; + } + } + + for (auto & surviving_stack : current_stacks) { + if (std::find(stacks_new.begin(), stacks_new.end(), surviving_stack) == stacks_new.end()) { + stacks_new.emplace_back(surviving_stack); + } + } + } + } + + grammar.stacks = std::move(stacks_new); + grammar.partial_utf8 = decoded.second; + + if (grammar.stacks.empty()) { + throw std::runtime_error("Unexpected empty grammar stack after accepting piece: " + piece + " (" + std::to_string(token) + ")"); + } +} + diff --git a/src/llama-grammar.h b/src/llama-grammar.h index f8c291de99..a4c978ac11 100644 --- a/src/llama-grammar.h +++ b/src/llama-grammar.h @@ -36,11 +36,17 @@ enum llama_gretype { // any character (.) LLAMA_GRETYPE_CHAR_ANY = 7, + + // terminal element: token (<[token-id]>) + LLAMA_GRETYPE_TOKEN = 8, + + // inverse token (!<[token-id]>) + LLAMA_GRETYPE_TOKEN_NOT = 9, }; typedef struct llama_grammar_element { enum llama_gretype type; - uint32_t value; // Unicode code point or rule ID + uint32_t value; // Unicode code point, rule ID, or token ID } llama_grammar_element; struct llama_partial_utf8 { @@ -52,6 +58,7 @@ struct llama_grammar_candidate { size_t index; const uint32_t * code_points; llama_partial_utf8 partial_utf8; + llama_token id; }; using llama_grammar_rule = std::vector< llama_grammar_element>; @@ -77,10 +84,13 @@ std::vector llama_grammar_reject_candidates_for_stack( const llama_grammar_candidates & candidates); struct llama_grammar_parser { + const llama_vocab * vocab; std::map symbol_ids; llama_grammar_rules rules; + llama_grammar_parser(const struct llama_vocab * vocab = nullptr) : vocab(vocab) {} + llama_grammar_stack c_rules() const; uint32_t get_symbol_id(const char * src, size_t len); @@ -112,6 +122,9 @@ struct llama_grammar_trigger_pattern { }; struct llama_grammar { + // maintain a list of llama_tokens and their positions in the trigger_buffer + using token_pos = std::pair>; + // note: allow null vocab for testing (not great) const llama_vocab * vocab; @@ -127,6 +140,7 @@ struct llama_grammar { bool lazy = false; bool awaiting_trigger = false; // Initialized to true for lazy grammars only std::string trigger_buffer; // Output buffered by lazy grammar. Will be cleared once trigger is found. + std::vector trigger_buffer_positions; // Tokens buffered by lazy grammar. Used to replay when a trigger is found. std::vector trigger_tokens; // Tokens that trigger a lazy grammar, or tokens to force printing of (even if special). std::vector trigger_patterns; // Regular expressions that trigger a lazy grammar. Must be a full match of the entire generated @@ -171,3 +185,8 @@ void llama_grammar_accept_impl( void llama_grammar_accept_str( struct llama_grammar & grammar, const std::string & piece); + +void llama_grammar_accept_token( + struct llama_grammar & grammar, + llama_token token, + const std::string & piece); diff --git a/src/llama-graph.cpp b/src/llama-graph.cpp index 1d012e09ab..8909bbfb95 100644 --- a/src/llama-graph.cpp +++ b/src/llama-graph.cpp @@ -71,11 +71,14 @@ void llm_graph_input_attn_temp::set_input(const llama_ubatch * ubatch) { if (ubatch->pos && attn_scale) { const int64_t n_tokens = ubatch->n_tokens; + GGML_ASSERT(f_attn_temp_scale != 0.0f); + GGML_ASSERT(n_attn_temp_floor_scale != 0); + std::vector attn_scale_data(n_tokens, 0.0f); for (int i = 0; i < n_tokens; ++i) { const float pos = ubatch->pos[i]; attn_scale_data[i] = std::log( - std::floor((pos + 1.0f) / n_attn_temp_floor_scale) + 1.0 + std::floor((pos + f_attn_temp_offset) / n_attn_temp_floor_scale) + 1.0 ) * f_attn_temp_scale + 1.0; } @@ -382,7 +385,7 @@ bool llm_graph_input_attn_kv::can_reuse(const llm_graph_params & params) { //res &= self_v_idxs->ne[0] == params.ubatch.n_tokens; // TODO: need to move this to the unified cache and check there res &= self_kq_mask->ne[0] == mctx->get_n_kv(); - res &= self_kq_mask->ne[1] == GGML_PAD(params.ubatch.n_tokens, GGML_KQ_MASK_PAD); + res &= self_kq_mask->ne[1] == params.ubatch.n_tokens; return res; } @@ -413,10 +416,10 @@ bool llm_graph_input_attn_kv_iswa::can_reuse(const llm_graph_params & params) { //res &= self_v_idxs_swa->ne[0] == params.ubatch.n_tokens; // TODO: need to move this to the unified cache and check there res &= self_kq_mask->ne[0] == mctx->get_base()->get_n_kv(); - res &= self_kq_mask->ne[1] == GGML_PAD(params.ubatch.n_tokens, GGML_KQ_MASK_PAD); + res &= self_kq_mask->ne[1] == params.ubatch.n_tokens; res &= self_kq_mask_swa->ne[0] == mctx->get_swa()->get_n_kv(); - res &= self_kq_mask_swa->ne[1] == GGML_PAD(params.ubatch.n_tokens, GGML_KQ_MASK_PAD); + res &= self_kq_mask_swa->ne[1] == params.ubatch.n_tokens; return res; } @@ -449,7 +452,7 @@ void llm_graph_input_attn_cross::set_input(const llama_ubatch * ubatch) { } } - for (int i = n_tokens; i < GGML_PAD(n_tokens, GGML_KQ_MASK_PAD); ++i) { + for (int i = n_tokens; i < n_tokens; ++i) { for (int j = 0; j < n_enc; ++j) { data[h*(n_enc*n_tokens) + i*n_enc + j] = -INFINITY; } @@ -810,9 +813,6 @@ ggml_tensor * llm_graph_context::build_ffn( GGML_ABORT("fatal error"); } - //expand here so that we can fuse ffn gate - ggml_build_forward_expand(gf, cur); - if (gate && type_gate == LLM_FFN_PAR) { cur = ggml_mul(ctx0, cur, tmp); cb(cur, "ffn_gate_par", il); @@ -973,7 +973,7 @@ ggml_tensor * llm_graph_context::build_moe_ffn( // mask out the other groups selection_probs = ggml_get_rows(ctx0, selection_groups, expert_groups); // [n_exp_per_group, n_group_used, n_tokens] - selection_probs = ggml_set_rows(ctx0, ggml_scale_bias(ctx0, selection_groups, 0.0f, -INFINITY), selection_probs, expert_groups); // [n_exp_per_group, n_expert_groups, n_tokens] + selection_probs = ggml_set_rows(ctx0, ggml_fill(ctx0, selection_groups, -INFINITY), selection_probs, expert_groups); // [n_exp_per_group, n_expert_groups, n_tokens] selection_probs = ggml_reshape_2d(ctx0, selection_probs, n_expert, n_tokens); // [n_expert, n_tokens] cb(selection_probs, "ffn_moe_probs_masked", il); } @@ -1093,9 +1093,6 @@ ggml_tensor * llm_graph_context::build_moe_ffn( GGML_ABORT("fatal error"); } - //expand here so that we can fuse ffn gate - ggml_build_forward_expand(gf, cur); - experts = build_lora_mm_id(down_exps, cur, selected_experts); // [n_embd, n_expert_used, n_tokens] cb(experts, "ffn_moe_down", il); @@ -1206,7 +1203,7 @@ ggml_tensor * llm_graph_context::build_inp_pos() const { } ggml_tensor * llm_graph_context::build_inp_attn_scale() const { - auto inp = std::make_unique(hparams.n_attn_temp_floor_scale, hparams.f_attn_temp_scale); + auto inp = std::make_unique(hparams.n_attn_temp_floor_scale, hparams.f_attn_temp_scale, hparams.f_attn_temp_offset); auto & cur = inp->attn_scale; @@ -1473,13 +1470,13 @@ llm_graph_input_attn_no_cache * llm_graph_context::build_attn_inp_no_cache() con auto inp = std::make_unique(hparams, cparams); // note: there is no KV cache, so the number of KV values is equal to the number of tokens in the batch - inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD), 1, 1); + inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, n_tokens, 1, 1); ggml_set_input(inp->self_kq_mask); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; if (hparams.swa_type != LLAMA_SWA_TYPE_NONE) { - inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD), 1, 1); + inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, n_tokens, 1, 1); ggml_set_input(inp->self_kq_mask_swa); inp->self_kq_mask_swa_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask_swa, GGML_TYPE_F16) : inp->self_kq_mask_swa; @@ -1561,7 +1558,7 @@ static std::unique_ptr build_attn_inp_kv_impl( inp->self_k_idxs = mctx_cur->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs = mctx_cur->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens/n_stream, GGML_KQ_MASK_PAD), 1, n_stream); + inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); ggml_set_input(inp->self_kq_mask); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; @@ -1704,7 +1701,7 @@ llm_graph_input_attn_cross * llm_graph_context::build_attn_inp_cross() const { const int32_t n_enc = !cross->v_embd.empty() ? cross->n_enc : hparams.n_ctx_train; - inp->cross_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_enc, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD), 1, 1); + inp->cross_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_enc, n_tokens, 1, 1); ggml_set_input(inp->cross_kq_mask); inp->cross_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->cross_kq_mask, GGML_TYPE_F16) : inp->cross_kq_mask; @@ -1770,7 +1767,7 @@ llm_graph_input_attn_kv_iswa * llm_graph_context::build_attn_inp_kv_iswa() const inp->self_k_idxs = mctx_cur->get_base()->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs = mctx_cur->get_base()->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens/n_stream, GGML_KQ_MASK_PAD), 1, n_stream); + inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); ggml_set_input(inp->self_kq_mask); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; @@ -1784,7 +1781,7 @@ llm_graph_input_attn_kv_iswa * llm_graph_context::build_attn_inp_kv_iswa() const inp->self_k_idxs_swa = mctx_cur->get_swa()->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs_swa = mctx_cur->get_swa()->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens/n_stream, GGML_KQ_MASK_PAD), 1, n_stream); + inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); ggml_set_input(inp->self_kq_mask_swa); inp->self_kq_mask_swa_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask_swa, GGML_TYPE_F16) : inp->self_kq_mask_swa; diff --git a/src/llama-graph.h b/src/llama-graph.h index d0c3934f67..e9d387bd7c 100644 --- a/src/llama-graph.h +++ b/src/llama-graph.h @@ -132,8 +132,8 @@ public: // temperature tuning, used by llama4 class llm_graph_input_attn_temp : public llm_graph_input_i { public: - llm_graph_input_attn_temp(uint32_t n_attn_temp_floor_scale, float f_attn_temp_scale) - : n_attn_temp_floor_scale(n_attn_temp_floor_scale), f_attn_temp_scale(f_attn_temp_scale) {} + llm_graph_input_attn_temp(uint32_t n_attn_temp_floor_scale, float f_attn_temp_scale, float f_attn_temp_offset) + : n_attn_temp_floor_scale(n_attn_temp_floor_scale), f_attn_temp_scale(f_attn_temp_scale), f_attn_temp_offset(f_attn_temp_offset) {} virtual ~llm_graph_input_attn_temp() = default; void set_input(const llama_ubatch * ubatch) override; @@ -142,6 +142,7 @@ public: const uint32_t n_attn_temp_floor_scale; const float f_attn_temp_scale; + const float f_attn_temp_offset; }; class llm_graph_input_pos_bucket : public llm_graph_input_i { diff --git a/src/llama-hparams.cpp b/src/llama-hparams.cpp index 8cdbaf69fc..96c9598c24 100644 --- a/src/llama-hparams.cpp +++ b/src/llama-hparams.cpp @@ -1,6 +1,7 @@ #include "llama-hparams.h" #include "ggml.h" + #include void llama_hparams::set_swa_pattern(uint32_t n_pattern, bool dense_first) { diff --git a/src/llama-hparams.h b/src/llama-hparams.h index c3a53be793..cecb476e91 100644 --- a/src/llama-hparams.h +++ b/src/llama-hparams.h @@ -34,6 +34,7 @@ struct llama_hparams_convnext { struct llama_hparams { bool vocab_only; + bool no_alloc; bool rope_finetuned; bool use_par_res; bool swin_norm; @@ -107,6 +108,7 @@ struct llama_hparams { float rope_freq_base_train_swa; float rope_freq_scale_train; float rope_freq_scale_train_swa; + uint32_t n_ctx_orig_yarn; float rope_yarn_log_mul = 0.0f; @@ -162,8 +164,9 @@ struct llama_hparams { // llama4 smallthinker uint32_t n_moe_layer_step = 0; uint32_t n_no_rope_layer_step = 4; - uint32_t n_attn_temp_floor_scale = 8192; - float f_attn_temp_scale = 0.1; + uint32_t n_attn_temp_floor_scale = 0; + float f_attn_temp_scale = 0.0f; + float f_attn_temp_offset = 0.0f; // offset position index // gemma3n altup uint32_t n_altup = 4; // altup_num_inputs @@ -270,4 +273,3 @@ struct llama_hparams { }; static_assert(std::is_trivially_copyable::value, "llama_hparams must be trivially copyable"); - diff --git a/src/llama-impl.cpp b/src/llama-impl.cpp index c7a1880aad..8e3e7b223a 100644 --- a/src/llama-impl.cpp +++ b/src/llama-impl.cpp @@ -25,6 +25,10 @@ time_meas::~time_meas() { } } +void llama_log_get(ggml_log_callback * log_callback, void ** user_data) { + ggml_log_get(log_callback, user_data); +} + void llama_log_set(ggml_log_callback log_callback, void * user_data) { ggml_log_set(log_callback, user_data); g_logger_state.log_callback = log_callback ? log_callback : llama_log_callback_default; diff --git a/src/llama-impl.h b/src/llama-impl.h index c5163e9225..c3391e79f5 100644 --- a/src/llama-impl.h +++ b/src/llama-impl.h @@ -37,7 +37,7 @@ void llama_log_callback_default(ggml_log_level level, const char * text, void * template struct no_init { T value; - no_init() { /* do nothing */ } + no_init() = default; }; struct time_meas { diff --git a/src/llama-kv-cache.cpp b/src/llama-kv-cache.cpp index e26385a1fe..3186242d60 100644 --- a/src/llama-kv-cache.cpp +++ b/src/llama-kv-cache.cpp @@ -175,7 +175,15 @@ llama_kv_cache::llama_kv_cache( // allocate tensors and initialize the buffers to avoid NaNs in the padding for (auto & [buft, ctx] : ctx_map) { - ggml_backend_buffer_t buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx.get(), buft); + ggml_backend_buffer_t buf; + if (model.hparams.no_alloc) { + buf = ggml_backend_buft_alloc_buffer(buft, /*size =*/ 0); // dummy buffer + for (ggml_tensor * t = ggml_get_first_tensor(ctx.get()); t != nullptr; t = ggml_get_next_tensor(ctx.get(), t)) { + t->buffer = buf; // set dummy buffer for KV cache so that the backend scheduler won't try to allocate it + } + } else { + buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx.get(), buft); // real buffer + } if (!buf) { throw std::runtime_error("failed to allocate buffer for kv cache"); } @@ -482,9 +490,18 @@ llama_pos llama_kv_cache::seq_pos_max(llama_seq_id seq_id) const { std::map llama_kv_cache::memory_breakdown() const { std::map ret; - for (const auto & [_, buf] : ctxs_bufs) { - ret[ggml_backend_buffer_get_type(buf.get())] += ggml_backend_buffer_get_size(buf.get()); + for (const auto & [ctx, buf] : ctxs_bufs) { + ggml_backend_buffer_type_t buft = ggml_backend_buffer_get_type(buf.get()); + + if (hparams.no_alloc) { + GGML_ASSERT(ggml_backend_buffer_get_base(buf.get()) == nullptr); + ret[buft] += ggml_backend_alloc_ctx_tensors_from_buft_size(ctx.get(), buft); + } else { + // GGML_ASSERT(ggml_backend_buffer_get_base(buf.get()) != nullptr); // multi_buffer does not have a defined base + ret[buft] += ggml_backend_buffer_get_size(buf.get()); + } } + return ret; } @@ -1232,8 +1249,7 @@ void llama_kv_cache::set_input_kq_mask(ggml_tensor * dst, const llama_ubatch * u GGML_ASSERT(n_tokens%n_stream == 0); // n_tps == n_tokens_per_stream - const int64_t n_tps = n_tokens/n_stream; - const int64_t n_tps_pad = GGML_PAD(n_tps, GGML_KQ_MASK_PAD); + const int64_t n_tps = n_tokens/n_stream; std::fill(data, data + ggml_nelements(dst), -INFINITY); @@ -1266,7 +1282,7 @@ void llama_kv_cache::set_input_kq_mask(ggml_tensor * dst, const llama_ubatch * u const llama_pos p1_x = is_2d ? ubatch->pos[i + ubatch->n_tokens*2] : 0; const llama_pos p1_y = is_2d ? ubatch->pos[i + ubatch->n_tokens] : 0; - const uint64_t idst = n_kv*(h*n_stream*n_tps_pad + s*n_tps_pad + ii); + const uint64_t idst = n_kv*(h*n_stream*n_tps + s*n_tps + ii); for (uint32_t j = 0; j < n_kv; ++j) { if (cells.is_empty(j)) { @@ -1370,9 +1386,10 @@ ggml_tensor * llama_kv_cache::build_rope_shift( float freq_scale) const { const auto & n_ctx_orig = cparams.n_ctx_orig_yarn; - const auto & yarn_ext_factor = cparams.yarn_ext_factor; - const auto & yarn_beta_fast = cparams.yarn_beta_fast; - const auto & yarn_beta_slow = cparams.yarn_beta_slow; + const auto & yarn_ext_factor = cparams.yarn_ext_factor; + const auto & yarn_beta_fast = cparams.yarn_beta_fast; + const auto & yarn_beta_slow = cparams.yarn_beta_slow; + const auto & yarn_attn_factor = cparams.yarn_attn_factor; const auto & n_rot = hparams.n_rot; const auto & rope_type = hparams.rope_type == LLAMA_ROPE_TYPE_MROPE || hparams.rope_type == LLAMA_ROPE_TYPE_IMROPE @@ -1383,12 +1400,6 @@ ggml_tensor * llama_kv_cache::build_rope_shift( ? LLAMA_ROPE_TYPE_NEOX : hparams.rope_type; - // See llm_build_deepseek2() for why attn_factor has to be scaled for YaRN RoPE to work correctly. - // See https://github.com/ggerganov/llama.cpp/discussions/7416 for detailed explanation. - const float yarn_attn_factor = model.arch == LLM_ARCH_DEEPSEEK2 - ? 1.0f / (1.0f + 0.1f * logf(1.0f / freq_scale)) - : cparams.yarn_attn_factor; - ggml_tensor * tmp; if (ggml_is_quantized(cur->type)) { @@ -1550,9 +1561,11 @@ void llama_kv_cache::state_read(llama_io_read_i & io, llama_seq_id seq_id, llama const uint32_t strm = seq_id == -1 ? s : seq_to_stream[seq_id]; + slot_info sinfo; + bool res = true; - res = res && state_read_meta(io, strm, cell_count, seq_id); - res = res && state_read_data(io, strm, cell_count); + res = res && state_read_meta(io, strm, cell_count, sinfo, seq_id); + res = res && state_read_data(io, strm, cell_count, sinfo); if (!res) { if (seq_id == -1) { @@ -1691,7 +1704,7 @@ void llama_kv_cache::state_write_data(llama_io_write_i & io, const cell_ranges_t } } -bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32_t cell_count, llama_seq_id dest_seq_id) { +bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32_t cell_count, slot_info & sinfo, llama_seq_id dest_seq_id) { auto & cells = v_cells[strm]; auto & head = v_heads[strm]; @@ -1728,7 +1741,7 @@ bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32 ubatch.seq_id[i] = &dest_seq_id; } - const auto sinfo = find_slot(ubatch, true); + sinfo = find_slot(ubatch, false); if (sinfo.empty()) { LLAMA_LOG_ERROR("%s: failed to find available cells in kv cache\n", __func__); return false; @@ -1738,20 +1751,16 @@ bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32 // see: https://github.com/ggml-org/llama.cpp/pull/16825#issuecomment-3460868350 apply_ubatch(sinfo, ubatch); - const auto head_cur = sinfo.head(); + LLAMA_LOG_DEBUG("%s: cell_count = %d, dest_seq_id = %d\n", __func__, cell_count, dest_seq_id); - // keep the head at the old position because we will read the KV data into it in state_read_data() - head = head_cur; - - LLAMA_LOG_DEBUG("%s: head_cur = %d, head = %d, cell_count = %d, dest_seq_id = %d\n", __func__, head_cur, head, cell_count, dest_seq_id); - - // DEBUG CHECK: head_cur should be our first cell, head_cur + cell_count - 1 should be our last cell (verify seq_id and pos values) - // Assume that this is one contiguous block of cells - GGML_ASSERT(head_cur + cell_count <= cells.size()); - GGML_ASSERT(cells.pos_get(head_cur) == ubatch.pos[0]); - GGML_ASSERT(cells.pos_get(head_cur + cell_count - 1) == ubatch.pos[cell_count - 1]); - GGML_ASSERT(cells.seq_has(head_cur, dest_seq_id)); - GGML_ASSERT(cells.seq_has(head_cur + cell_count - 1, dest_seq_id)); + // DEBUG CHECK: verify that all cells were allocated and have correct seq_id and pos values + GGML_ASSERT(sinfo.n_stream() == 1); + GGML_ASSERT(sinfo.idxs[0].size() == cell_count); + for (uint32_t i = 0; i < cell_count; ++i) { + const uint32_t idx = sinfo.idxs[0][i]; + GGML_ASSERT(cells.pos_get(idx) == ubatch.pos[i]); + GGML_ASSERT(cells.seq_has(idx, dest_seq_id)); + } } else { // whole KV cache restore @@ -1784,15 +1793,24 @@ bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32 } } + // Create contiguous slot_info for whole cache restore + sinfo.s0 = strm; + sinfo.s1 = strm; + sinfo.resize(1); + sinfo.strm[0] = strm; + sinfo.idxs[0].resize(cell_count); + for (uint32_t i = 0; i < cell_count; ++i) { + sinfo.idxs[0][i] = i; + } + head = 0; } return true; } -bool llama_kv_cache::state_read_data(llama_io_read_i & io, uint32_t strm, uint32_t cell_count) { +bool llama_kv_cache::state_read_data(llama_io_read_i & io, uint32_t strm, uint32_t cell_count, const slot_info & sinfo) { auto & cells = v_cells[strm]; - auto & head = v_heads[strm]; uint32_t v_trans; uint32_t n_layer; @@ -1842,8 +1860,17 @@ bool llama_kv_cache::state_read_data(llama_io_read_i & io, uint32_t strm, uint32 } if (cell_count) { - // Read and set the keys for the whole cell range - ggml_backend_tensor_set(k, io.read(cell_count * k_size_row), head * k_size_row, cell_count * k_size_row); + if (sinfo.is_contiguous()) { + // Fast path: contiguous cells, single memcpy + ggml_backend_tensor_set(k, io.read(cell_count * k_size_row), sinfo.head() * k_size_row, cell_count * k_size_row); + } else { + // Slow path: scatter to non-contiguous positions + const void * src = io.read(cell_count * k_size_row); + for (uint32_t i = 0; i < cell_count; ++i) { + const size_t dst_offset = sinfo.idxs[0][i] * k_size_row; + ggml_backend_tensor_set(k, (const char*)src + i * k_size_row, dst_offset, k_size_row); + } + } } } @@ -1874,8 +1901,17 @@ bool llama_kv_cache::state_read_data(llama_io_read_i & io, uint32_t strm, uint32 } if (cell_count) { - // Read and set the values for the whole cell range - ggml_backend_tensor_set(v, io.read(cell_count * v_size_row), head * v_size_row, cell_count * v_size_row); + if (sinfo.is_contiguous()) { + // Fast path: contiguous cells, single memcpy + ggml_backend_tensor_set(v, io.read(cell_count * v_size_row), sinfo.head() * v_size_row, cell_count * v_size_row); + } else { + // Slow path: scatter to non-contiguous positions + const void * src = io.read(cell_count * v_size_row); + for (uint32_t i = 0; i < cell_count; ++i) { + const size_t dst_offset = sinfo.idxs[0][i] * v_size_row; + ggml_backend_tensor_set(v, (const char*)src + i * v_size_row, dst_offset, v_size_row); + } + } } } } else { @@ -1914,10 +1950,22 @@ bool llama_kv_cache::state_read_data(llama_io_read_i & io, uint32_t strm, uint32 } if (cell_count) { - // For each row in the transposed matrix, read the values for the whole cell range - for (uint32_t j = 0; j < n_embd_v_gqa; ++j) { - const size_t dst_offset = (head + j * cells.size()) * v_size_el; - ggml_backend_tensor_set(v, io.read(cell_count * v_size_el), dst_offset, cell_count * v_size_el); + if (sinfo.is_contiguous()) { + // Fast path: contiguous cells + const uint32_t h = sinfo.head(); + for (uint32_t j = 0; j < n_embd_v_gqa; ++j) { + const size_t dst_offset = (h + j * cells.size()) * v_size_el; + ggml_backend_tensor_set(v, io.read(cell_count * v_size_el), dst_offset, cell_count * v_size_el); + } + } else { + // Slow path: scatter to non-contiguous positions + for (uint32_t j = 0; j < n_embd_v_gqa; ++j) { + const void * src = io.read(cell_count * v_size_el); + for (uint32_t i = 0; i < cell_count; ++i) { + const size_t dst_offset = (sinfo.idxs[0][i] + j * cells.size()) * v_size_el; + ggml_backend_tensor_set(v, (const char*)src + i * v_size_el, dst_offset, v_size_el); + } + } } } } diff --git a/src/llama-kv-cache.h b/src/llama-kv-cache.h index bf7821c07c..1868f11857 100644 --- a/src/llama-kv-cache.h +++ b/src/llama-kv-cache.h @@ -72,6 +72,23 @@ public: void clear() { idxs.clear(); } + + // check if indices are contiguous starting from head() + bool is_contiguous() const { + if (idxs.empty() || idxs[0].empty()) { + return true; + } + if (idxs.size() > 1) { + return false; + } + const uint32_t h = idxs[0][0]; + for (size_t i = 0; i < idxs[0].size(); ++i) { + if (idxs[0][i] != h + i) { + return false; + } + } + return true; + } }; using slot_info_vec_t = std::vector; @@ -264,8 +281,8 @@ private: void state_write_meta(llama_io_write_i & io, const cell_ranges_t & cr, llama_seq_id seq_id = -1) const; void state_write_data(llama_io_write_i & io, const cell_ranges_t & cr) const; - bool state_read_meta(llama_io_read_i & io, uint32_t strm, uint32_t cell_count, llama_seq_id dest_seq_id = -1); - bool state_read_data(llama_io_read_i & io, uint32_t strm, uint32_t cell_count); + bool state_read_meta(llama_io_read_i & io, uint32_t strm, uint32_t cell_count, slot_info & sinfo, llama_seq_id dest_seq_id = -1); + bool state_read_data(llama_io_read_i & io, uint32_t strm, uint32_t cell_count, const slot_info & sinfo); }; class llama_kv_cache_context : public llama_memory_context_i { diff --git a/src/llama-mmap.cpp b/src/llama-mmap.cpp index 47497cf953..0641c2d22f 100644 --- a/src/llama-mmap.cpp +++ b/src/llama-mmap.cpp @@ -485,7 +485,7 @@ struct llama_mlock::impl { if (suggest && getrlimit(RLIMIT_MEMLOCK, &lock_limit)) { suggest = false; } - if (suggest && (lock_limit.rlim_max > lock_limit.rlim_cur + size)) { + if (suggest && ((uint64_t)lock_limit.rlim_max > (uint64_t)lock_limit.rlim_cur + size)) { suggest = false; } #endif diff --git a/src/llama-model-loader.cpp b/src/llama-model-loader.cpp index aa3a65f87a..ca2ea2461d 100644 --- a/src/llama-model-loader.cpp +++ b/src/llama-model-loader.cpp @@ -473,6 +473,7 @@ llama_model_loader::llama_model_loader( std::vector & splits, bool use_mmap, bool check_tensors, + bool no_alloc, const llama_model_kv_override * param_overrides_p, const llama_model_tensor_buft_override * param_tensor_buft_overrides_p) { int trace = 0; @@ -716,6 +717,7 @@ llama_model_loader::llama_model_loader( this->use_mmap = use_mmap; this->check_tensors = check_tensors; + this->no_alloc = no_alloc; } std::string llama_model_loader::get_arch_name() const { diff --git a/src/llama-model-loader.h b/src/llama-model-loader.h index c9189f6cb4..0380c92fde 100644 --- a/src/llama-model-loader.h +++ b/src/llama-model-loader.h @@ -71,6 +71,7 @@ struct llama_model_loader { bool use_mmap = false; bool check_tensors; + bool no_alloc; llama_files files; llama_ftype ftype; @@ -97,6 +98,7 @@ struct llama_model_loader { std::vector & splits, // optional, only need if the split does not follow naming scheme bool use_mmap, bool check_tensors, + bool no_alloc, const llama_model_kv_override * param_overrides_p, const llama_model_tensor_buft_override * param_tensor_buft_overrides_p); diff --git a/src/llama-model.cpp b/src/llama-model.cpp index c2a545531a..e4d2138056 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -120,6 +120,7 @@ const char * llm_type_name(llm_type type) { case LLM_TYPE_16B_A1B: return "16B.A1B"; case LLM_TYPE_21B_A3B: return "21B.A3B"; case LLM_TYPE_30B_A3B: return "30B.A3B"; + case LLM_TYPE_80B_A3B: return "80B.A3B"; case LLM_TYPE_100B_A6B: return "100B.A6B"; case LLM_TYPE_106B_A12B: return "106B.A12B"; case LLM_TYPE_230B_A10B: return "230B.A10B"; @@ -423,8 +424,8 @@ static buft_list_t make_gpu_buft_list(ggml_backend_dev_t dev, llama_split_mode s } struct llama_model::impl { - impl() {} - ~impl() {} + impl() = default; + ~impl() = default; uint64_t n_elements = 0; @@ -461,7 +462,7 @@ llama_model::llama_model(const llama_model_params & params) : params(params), pi pimpl->has_tensor_overrides = params.tensor_buft_overrides && params.tensor_buft_overrides[0].pattern; } -llama_model::~llama_model() {} +llama_model::~llama_model() = default; void llama_model::load_stats(llama_model_loader & ml) { pimpl->n_elements = ml.n_elements; @@ -663,8 +664,11 @@ void llama_model::load_hparams(llama_model_loader & ml) { hparams.swa_type = LLAMA_SWA_TYPE_NONE; hparams.n_no_rope_layer_step = hparams.n_layer; // always use rope } else { - hparams.swa_type = LLAMA_SWA_TYPE_CHUNKED; - hparams.n_swa = 8192; + hparams.swa_type = LLAMA_SWA_TYPE_CHUNKED; + hparams.n_swa = 8192; + hparams.n_attn_temp_floor_scale = 8192; + hparams.f_attn_temp_scale = 0.1f; + hparams.f_attn_temp_offset = 1.0f; hparams.set_swa_pattern(4); // pattern: 3 chunked - 1 full } @@ -1262,18 +1266,25 @@ void llama_model::load_hparams(llama_model_loader & ml) { } break; case LLM_ARCH_GEMMA3: { - hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; - hparams.set_swa_pattern(6); + const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); + if (found_swa && hparams.n_swa > 0) { + hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; + hparams.set_swa_pattern(6); - hparams.rope_freq_base_train_swa = 10000.0f; - hparams.rope_freq_scale_train_swa = 1.0f; + hparams.rope_freq_base_train_swa = 10000.0f; + hparams.rope_freq_scale_train_swa = 1.0f; + } else { + hparams.swa_type = LLAMA_SWA_TYPE_NONE; + } - ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); + hparams.f_final_logit_softcapping = 0.0f; + ml.get_key(LLM_KV_FINAL_LOGIT_SOFTCAPPING, hparams.f_final_logit_softcapping, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer) { case 18: type = LLM_TYPE_270M; break; case 26: type = LLM_TYPE_1B; break; + case 32: type = LLM_TYPE_8B; break; // Rnj-1 case 34: type = LLM_TYPE_4B; break; case 48: type = LLM_TYPE_12B; break; case 62: type = LLM_TYPE_27B; break; @@ -1597,8 +1608,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); - switch (hparams.n_layer) { - case 28: type = LLM_TYPE_20B; break; + switch (hparams.n_ff_exp) { + case 1408: type = LLM_TYPE_16B; break; + case 1792: type = LLM_TYPE_20B; break; default: type = LLM_TYPE_UNKNOWN; } } break; @@ -1624,7 +1636,18 @@ void llama_model::load_hparams(llama_model_loader & ml) { // that have no expert_gating_func model parameter set hparams.expert_gating_func = LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX; } - ml.get_key(LLM_KV_ROPE_SCALING_YARN_LOG_MUL, hparams.rope_yarn_log_mul, false); + + if (ml.get_key(LLM_KV_ROPE_SCALING_YARN_LOG_MUL, hparams.rope_yarn_log_mul, 0.0f)) { + // [TAG_DEEPSEEK2_YARN_LOG_MUL_FIX] + // cancel the factor from the convert script + hparams.rope_yarn_log_mul /= 0.1f; + } + + // (optional) temperature tuning - used by mistral-large + ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_SCALE, hparams.f_attn_temp_scale, false); + ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_LENGTH, hparams.n_attn_temp_floor_scale, false); + + hparams.f_attn_temp_offset = 0.0f; switch (hparams.n_layer) { case 27: type = LLM_TYPE_16B; break; @@ -2243,7 +2266,33 @@ void llama_model::load_hparams(llama_model_loader & ml) { } switch (hparams.n_layer) { - case 80: type = LLM_TYPE_80B_A3B; break; + case 48: type = LLM_TYPE_80B_A3B; break; + default: type = LLM_TYPE_UNKNOWN; + } + } break; + case LLM_ARCH_MISTRAL3: + { + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_SCALE, hparams.f_attn_temp_scale, false); + + ml.get_key(LLM_KV_ROPE_SCALING_YARN_BETA_FAST, hparams.yarn_beta_fast, false); + ml.get_key(LLM_KV_ROPE_SCALING_YARN_BETA_SLOW, hparams.yarn_beta_slow, false); + ml.get_key(LLM_KV_ROPE_SCALING_YARN_LOG_MUL, hparams.rope_yarn_log_mul, 0.0f); + + hparams.f_attn_temp_offset = 0.0f; + + // TODO: maybe add n_attn_temp_floor_scale as a separate KV? + if (hparams.f_attn_temp_scale != 0.0f) { + hparams.n_attn_temp_floor_scale = hparams.n_ctx_orig_yarn; + if (hparams.n_attn_temp_floor_scale == 0) { + throw std::runtime_error("invalid n_ctx_orig_yarn for attention temperature scaling"); + } + } + + switch (hparams.n_layer) { + case 26: type = LLM_TYPE_3B; break; + case 34: type = LLM_TYPE_8B; break; + case 40: type = LLM_TYPE_14B; break; default: type = LLM_TYPE_UNKNOWN; } } break; @@ -2560,6 +2609,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { case LLM_ARCH_MINICPM: case LLM_ARCH_GRANITE: case LLM_ARCH_GRANITE_MOE: + case LLM_ARCH_MISTRAL3: { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -6487,7 +6537,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ssm_in = create_tensor(tn(LLM_TENSOR_SSM_IN, "weight", i), { n_embd, qkvz_dim }, 0); layer.ssm_conv1d = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "weight", i), { hparams.ssm_d_conv, conv_dim }, 0); layer.ssm_dt = create_tensor(tn(LLM_TENSOR_SSM_DT, "bias", i), { hparams.ssm_dt_rank }, 0); - layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A, i), { hparams.ssm_dt_rank }, 0); + layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A_NOSCAN, i), { hparams.ssm_dt_rank }, 0); layer.ssm_beta_alpha = create_tensor(tn(LLM_TENSOR_SSM_BETA_ALPHA, "weight", i), { n_embd, ba_dim }, 0); layer.ssm_norm = create_tensor(tn(LLM_TENSOR_SSM_NORM, "weight", i), { head_v_dim }, 0); layer.ssm_out = create_tensor(tn(LLM_TENSOR_SSM_OUT, "weight", i), { value_dim, n_embd }, 0); @@ -6556,9 +6606,11 @@ bool llama_model::load_tensors(llama_model_loader & ml) { std::vector bufs; if (ml.use_mmap && use_mmap_buffer && buffer_from_host_ptr_supported && is_default_buft) { + GGML_ASSERT(!ml.no_alloc); for (uint32_t idx = 0; idx < ml.files.size(); idx++) { // only the mmap region containing the tensors in the model is mapped to the backend buffer - // this is important for metal with apple silicon: if the entire model could be mapped to a metal buffer, then we could just use metal for all layers + // this is important for metal with apple silicon: if the entire model could be mapped to a metal buffer, + // then we could just use metal for all layers // this allows using partial offloading when the model size exceeds the metal buffer size, but not the RAM size void * addr = nullptr; size_t first, last; // NOLINT @@ -6574,9 +6626,16 @@ bool llama_model::load_tensors(llama_model_loader & ml) { bufs.emplace_back(buf); buf_map.emplace(idx, buf); } - } - else { - ggml_backend_buffer_t buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx, buft); + } else { + ggml_backend_buffer_t buf; + if (ml.no_alloc) { + buf = ggml_backend_buft_alloc_buffer(buft, /*size =*/ 0); // dummy buffer + for (ggml_tensor * t = ggml_get_first_tensor(ctx); t != nullptr; t = ggml_get_next_tensor(ctx, t)) { + t->buffer = buf; // set dummy buffer for weights so that the backend scheduler won't try to allocate them + } + } else { + buf = ggml_backend_alloc_ctx_tensors_from_buft(ctx, buft); // real buffer + } if (buf == nullptr) { throw std::runtime_error(format("unable to allocate %s buffer", ggml_backend_buft_name(buft))); } @@ -6631,6 +6690,10 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } } + if (ml.no_alloc) { + return true; + } + // load tensor data for (auto & [ctx, buf_map] : ctx_buf_maps) { if (!ml.load_all_data(ctx, buf_map, use_mlock ? &pimpl->mlock_mmaps : NULL, params.progress_callback, params.progress_callback_user_data)) { @@ -6673,9 +6736,18 @@ size_t llama_model::n_devices() const { std::map llama_model::memory_breakdown() const { std::map ret; - for (const auto & [_, bufs] : pimpl->ctxs_bufs) { - for (const auto & buf : bufs) { - ret[ggml_backend_buffer_get_type(buf.get())] += ggml_backend_buffer_get_size(buf.get()); + for (const auto & [ctx, bufs] : pimpl->ctxs_bufs) { + if (hparams.no_alloc) { + GGML_ASSERT(bufs.size() == 1); + ggml_backend_buffer_t buf = bufs[0].get(); + GGML_ASSERT(ggml_backend_buffer_get_base(buf) == nullptr); + ggml_backend_buffer_type_t buft = ggml_backend_buffer_get_type(buf); + ret[buft] += ggml_backend_alloc_ctx_tensors_from_buft_size(ctx.get(), buft); + } else { + for (const auto & buf : bufs) { + // GGML_ASSERT(ggml_backend_buffer_get_base(buf.get()) != nullptr); // multi_buffer does not have a defined base + ret[ggml_backend_buffer_get_type(buf.get())] += ggml_backend_buffer_get_size(buf.get()); + } } } return ret; @@ -6720,6 +6792,7 @@ void llama_model::print_info() const { // hparams LLAMA_LOG_INFO("%s: arch = %s\n", __func__, arch_name().c_str()); LLAMA_LOG_INFO("%s: vocab_only = %d\n", __func__, hparams.vocab_only); + LLAMA_LOG_INFO("%s: no_alloc = %d\n", __func__, hparams.no_alloc); if (!hparams.vocab_only) { LLAMA_LOG_INFO("%s: n_ctx_train = %u\n", __func__, hparams.n_ctx_train); @@ -6754,6 +6827,7 @@ void llama_model::print_info() const { LLAMA_LOG_INFO("%s: freq_base_train = %.1f\n", __func__, hparams.rope_freq_base_train); LLAMA_LOG_INFO("%s: freq_scale_train = %g\n", __func__, hparams.rope_freq_scale_train); LLAMA_LOG_INFO("%s: n_ctx_orig_yarn = %u\n", __func__, hparams.n_ctx_orig_yarn); + LLAMA_LOG_INFO("%s: rope_yarn_log_mul= %.4f\n", __func__, hparams.rope_yarn_log_mul); LLAMA_LOG_INFO("%s: rope_finetuned = %s\n", __func__, hparams.rope_finetuned ? "yes" : "unknown"); // MRoPE (Multi-axis Rotary Position Embedding) sections if (const auto & s = hparams.rope_sections; s[0] || s[1] || s[2] || s[3]) { @@ -6817,7 +6891,6 @@ void llama_model::print_info() const { LLAMA_LOG_INFO("%s: expert_weights_scale = %.1f\n", __func__, hparams.expert_weights_scale); LLAMA_LOG_INFO("%s: expert_weights_norm = %d\n", __func__, hparams.expert_weights_norm); LLAMA_LOG_INFO("%s: expert_gating_func = %s\n", __func__, llama_expert_gating_func_name((llama_expert_gating_func_type) hparams.expert_gating_func)); - LLAMA_LOG_INFO("%s: rope_yarn_log_mul = %.4f\n", __func__, hparams.rope_yarn_log_mul); } if (arch == LLM_ARCH_QWEN2MOE) { @@ -7261,7 +7334,11 @@ ggml_cgraph * llama_model::build_graph(const llm_graph_params & params) const { } break; case LLM_ARCH_GEMMA3: { - llm = std::make_unique(*this, params); + if (hparams.swa_type == LLAMA_SWA_TYPE_STANDARD) { + llm = std::make_unique>(*this, params); + } else { + llm = std::make_unique>(*this, params); + } } break; case LLM_ARCH_GEMMA3N: { @@ -7522,6 +7599,10 @@ ggml_cgraph * llama_model::build_graph(const llm_graph_params & params) const { { llm = std::make_unique(*this, params); } break; + case LLM_ARCH_MISTRAL3: + { + llm = std::make_unique(*this, params); + } break; default: GGML_ABORT("fatal error"); } @@ -7560,6 +7641,7 @@ llama_model_params llama_model_default_params() { /*.check_tensors =*/ false, /*.use_extra_bufts =*/ true, /*.no_host =*/ false, + /*.no_alloc =*/ false, }; return result; @@ -7690,6 +7772,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_ARCEE: case LLM_ARCH_ERNIE4_5: case LLM_ARCH_ERNIE4_5_MOE: + case LLM_ARCH_MISTRAL3: return LLAMA_ROPE_TYPE_NORM; // the pairs of head values are offset by n_rot/2 diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp index a73c4c448b..e2cca66e48 100644 --- a/src/llama-vocab.cpp +++ b/src/llama-vocab.cpp @@ -3253,8 +3253,7 @@ void llama_vocab::impl::print_info() const { llama_vocab::llama_vocab() : pimpl(new impl(*this)) { } -llama_vocab::~llama_vocab() { -} +llama_vocab::~llama_vocab() = default; void llama_vocab::load(llama_model_loader & ml, const LLM_KV & kv) { pimpl->load(ml, kv); diff --git a/src/llama.cpp b/src/llama.cpp index ab2e9868af..7ed34b80ae 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -1,6 +1,9 @@ +#include "llama.h" + #include "llama-impl.h" #include "llama-chat.h" +#include "llama-context.h" #include "llama-mmap.h" #include "llama-vocab.h" #include "llama-model-loader.h" @@ -11,11 +14,14 @@ #include "ggml-backend.h" #include +#include +#include #include #include #include #include #include +#include #if defined(_MSC_VER) #pragma warning(disable: 4244 4267) // possible loss of data @@ -37,6 +43,643 @@ const char * llama_flash_attn_type_name(enum llama_flash_attn_type flash_attn_ty GGML_ABORT("fatal error"); } +struct llama_device_memory_data { + int64_t total; + int64_t free; + llama_memory_breakdown_data mb; +}; + +static std::vector llama_get_device_memory_data( + const char * path_model, const llama_model_params * mparams, const llama_context_params * cparams, + std::vector & devs, uint32_t & hp_ngl, uint32_t & hp_n_ctx_train, uint32_t & hp_n_expert, + const ggml_log_level log_level) { + struct user_data_t { + struct { + ggml_log_callback callback; + void * user_data; + } original_logger; + ggml_log_level min_level; // prints below this log level go to debug log + }; + user_data_t ud; + llama_log_get(&ud.original_logger.callback, &ud.original_logger.user_data); + ud.min_level = log_level; + + llama_log_set([](ggml_log_level level, const char * text, void * user_data) { + const user_data_t * ud = (const user_data_t *) user_data; + const ggml_log_level level_eff = level >= ud->min_level ? level : GGML_LOG_LEVEL_DEBUG; + ud->original_logger.callback(level_eff, text, ud->original_logger.user_data); + }, &ud); + + llama_model_params mparams_copy = *mparams; + mparams_copy.no_alloc = true; + mparams_copy.use_mmap = false; + + llama_model * model = llama_model_load_from_file(path_model, mparams_copy); + if (model == nullptr) { + llama_log_set(ud.original_logger.callback, ud.original_logger.user_data); + throw std::runtime_error("failed to load model"); + } + + llama_context * ctx = llama_init_from_model(model, *cparams); + if (ctx == nullptr) { + llama_model_free(model); + llama_log_set(ud.original_logger.callback, ud.original_logger.user_data); + throw std::runtime_error("failed to create llama_context from model"); + } + + std::vector ret(model->devices.size()); + + std::map memory_breakdown = ctx->memory_breakdown(); + + for (const auto & [buft, mb] : memory_breakdown) { + if (ggml_backend_buft_is_host(buft)) { + continue; + } + + ggml_backend_dev_t dev = ggml_backend_buft_get_device(buft); + if (!dev) { + continue; + } + for (size_t i = 0; i < ret.size(); i++) { + if (model->devices[i] == dev) { + ret[i].mb.model += mb.model; + ret[i].mb.context += mb.context; + ret[i].mb.compute += mb.compute; + break; + } + } + } + for (size_t i = 0; i < ret.size(); i++) { + size_t free, total; + ggml_backend_dev_memory(model->devices[i], &free, &total); + ret[i].free = free; + ret[i].total = total; + } + + devs = model->devices; + hp_ngl = model->hparams.n_layer; + hp_n_ctx_train = model->hparams.n_ctx_train; + hp_n_expert = model->hparams.n_expert; + + llama_memory_breakdown_print(ctx); // goes to debug log + + llama_free(ctx); + llama_model_free(model); + llama_log_set(ud.original_logger.callback, ud.original_logger.user_data); + return ret; +} + +// enum to identify part of a layer for distributing its tensors: +enum layer_fraction_t { + LAYER_FRACTION_NONE = 0, // nothing + LAYER_FRACTION_ATTN = 1, // attention + LAYER_FRACTION_UP = 2, // attention + up + LAYER_FRACTION_GATE = 3, // attention + up + gate + LAYER_FRACTION_MOE = 4, // everything but sparse MoE weights +}; +// this enum is only used in llama_params_fit_impl but needs to be defined outside of it to fix a Windows compilation issue + +static void llama_params_fit_impl( + const char * path_model, struct llama_model_params * mparams, struct llama_context_params * cparams, + float * tensor_split, struct llama_model_tensor_buft_override * tensor_buft_overrides, + size_t margin_s, uint32_t n_ctx_min, enum ggml_log_level log_level) { + constexpr int64_t MiB = 1024*1024; + const int64_t margin = margin_s; // this function uses int64_t rather than size_t for memory sizes to more conveniently handle deficits + typedef std::vector dmds_t; + const llama_model_params default_mparams = llama_model_default_params(); + + std::vector devs; + uint32_t hp_ngl = 0; // hparams.n_gpu_layers + uint32_t hp_nct = 0; // hparams.n_ctx_train + uint32_t hp_nex = 0; // hparams.n_expert + + // step 1: get data for default parameters and check whether any changes are necessary in the first place + + LLAMA_LOG_DEBUG("%s: getting device memory data for initial parameters:\n", __func__); + const dmds_t dmds_full = llama_get_device_memory_data(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); + const size_t nd = devs.size(); // number of devices + if (nd == 0) { + LLAMA_LOG_INFO("%s: no devices with dedicated memory found\n", __func__); + return; + } + + std::vector dev_names; + { + dev_names.reserve(nd); + size_t max_length = 0; + for (ggml_backend_dev_t dev : devs) { + std::string name = ggml_backend_dev_name(dev); + name += " ("; + name += ggml_backend_dev_description(dev); + name += ")"; + dev_names.push_back(name); + max_length = std::max(max_length, name.length()); + } + for (std::string & dn : dev_names) { + dn.insert(dn.end(), max_length - dn.length(), ' '); + } + } + + int64_t sum_total = 0; + int64_t sum_projected_free = 0; + int64_t min_projected_free = INT64_MAX; + int64_t sum_projected_used = 0; + int64_t sum_projected_ctx = 0; + + if (nd > 1) { + LLAMA_LOG_INFO("%s: projected memory use with initial parameters [MiB]:\n", __func__); + } + for (size_t id = 0; id < nd; id++) { + const llama_device_memory_data & dmd = dmds_full[id]; + + const int64_t projected_used = dmd.mb.total(); + const int64_t projected_free = dmd.free - projected_used; + + sum_total += dmd.total; + sum_projected_used += projected_used; + sum_projected_free += projected_free; + min_projected_free = std::min(min_projected_free, projected_free); + sum_projected_ctx += dmd.mb.context; + + if (nd > 1) { + LLAMA_LOG_INFO("%s: - %s: %6" PRId64 " total, %6" PRId64 " used, %6" PRId64 " %s\n", + __func__, dev_names[id].c_str(), dmd.total/MiB, projected_used/MiB, std::abs(projected_free)/MiB, + projected_free >= 0 ? "surplus" : "deficit"); + } + } + assert(sum_total >= 0 && sum_projected_used >= 0 && sum_projected_ctx >= 0); + assert(sum_projected_used >= sum_projected_ctx); + LLAMA_LOG_INFO("%s: projected to use %" PRId64 " MiB of device memory vs. %" PRId64 " MiB of free device memory\n", + __func__, sum_projected_used/MiB, sum_total/MiB); + if (min_projected_free >= margin) { + if (nd == 1) { + LLAMA_LOG_INFO("%s: will leave %" PRId64 " >= %" PRId64 " MiB of free device memory, no changes needed\n", + __func__, min_projected_free/MiB, margin/MiB); + return; + } + LLAMA_LOG_INFO("%s: will leave at least %" PRId64 " >= %" PRId64 " MiB of free memory on all devices, no changes needed\n", + __func__, min_projected_free/MiB, margin/MiB); + return; + } + + // step 2: try reducing memory use by reducing the context size + + { + int64_t global_surplus = sum_projected_free - int64_t(nd)*margin; + if (global_surplus < 0) { + LLAMA_LOG_INFO(nd == 1 ? + "%s: cannot fulfill margin of %" PRId64 " MiB, need to reduce device memory by %" PRId64 " MiB\n" : + "%s: cannot fulfill margin of %" PRId64 " MiB on all devices, need to use %" PRId64 " MiB less in total\n", + __func__, margin/MiB, -global_surplus/MiB); + if (cparams->n_ctx == 0) { + if (hp_nct > n_ctx_min) { + const int64_t bytes_per_ctx = sum_projected_ctx / hp_nct; + const uint32_t ctx_reduction = std::min( + uint32_t((-global_surplus + bytes_per_ctx - 1) / bytes_per_ctx), hp_nct - n_ctx_min); + cparams->n_ctx = hp_nct - ctx_reduction; + const int64_t memory_reduction = ctx_reduction * bytes_per_ctx; + global_surplus += memory_reduction; + LLAMA_LOG_INFO("%s: context size reduced from %" PRIu32 " to %" PRIu32 " -> need %" PRId64 " MiB less memory in total\n", + __func__, hp_nct, cparams->n_ctx, memory_reduction/MiB); + } else { + LLAMA_LOG_INFO("%s: default model context size is %" PRIu32 " which is <= the min. context size of %" PRIu32 " -> no change\n", + __func__, hp_nct, n_ctx_min); + } + } else { + LLAMA_LOG_INFO("%s: context size set by user to %" PRIu32 " -> no change\n", __func__, cparams->n_ctx); + } + } + if (global_surplus >= 0) { + LLAMA_LOG_INFO("%s: entire model can be fit across devices by reducing context\n", __func__); + return; + } + } + + if (mparams->n_gpu_layers != default_mparams.n_gpu_layers) { + throw std::runtime_error("n_gpu_layers already set by user to " + std::to_string(mparams->n_gpu_layers) + ", abort"); + } + if (nd > 1) { + if (!tensor_split) { + throw std::runtime_error("did not provide a buffer to write the tensor_split to, abort"); + } + if (mparams->tensor_split) { + for (size_t id = 0; id < nd; id++) { + if (mparams->tensor_split[id] != 0.0f) { + throw std::runtime_error("model_params::tensor_split already set by user, abort"); + } + } + } + if (mparams->split_mode == LLAMA_SPLIT_MODE_ROW) { + throw std::runtime_error("changing weight allocation for LLAMA_SPLIT_MODE_ROW not implemented, abort"); + } + if (hp_ngl < 2*nd) { + throw std::runtime_error("model has only " + std::to_string(hp_ngl) + " layers but need at least " + + std::to_string(2*nd) + " to fit memory for " + std::to_string(nd) + " devices, abort"); + } + } + if (!tensor_buft_overrides) { + throw std::runtime_error("did not provide buffer to set tensor_buft_overrides, abort"); + } + if (mparams->tensor_buft_overrides && (mparams->tensor_buft_overrides->pattern || mparams->tensor_buft_overrides->buft)) { + throw std::runtime_error("model_params::tensor_buft_overrides already set by user, abort"); + } + + // step 3: iteratively fill the back to front with "dense" layers + // - for a dense model simply fill full layers, giving each device a contiguous slice of the model + // - for a MoE model, same as dense model but with all MoE tensors in system memory + + // utility function that returns a static C string matching the tensors for a specific layer index and layer fraction: + auto get_overflow_pattern = [&](const size_t il, const layer_fraction_t lf) -> const char * { + constexpr size_t n_strings = 1000; + if (il >= n_strings) { + throw std::runtime_error("at most " + std::to_string(n_strings) + " model layers are supported"); + } + switch (lf) { + case LAYER_FRACTION_ATTN: { + static std::array patterns; + if (patterns[il].empty()) { + patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(up|gate|down).*"; + } + return patterns[il].c_str(); + } + case LAYER_FRACTION_UP: { + static std::array patterns; + if (patterns[il].empty()) { + patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(gate|down).*"; + } + return patterns[il].c_str(); + } + case LAYER_FRACTION_GATE: { + static std::array patterns; + if (patterns[il].empty()) { + patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_down.*"; + } + return patterns[il].c_str(); + } + case LAYER_FRACTION_MOE: { + static std::array patterns; + if (patterns[il].empty()) { + patterns[il] = "blk\\." + std::to_string(il) + "\\.ffn_(up|down|gate)_(ch|)exps"; + } + return patterns[il].c_str(); + } + default: + GGML_ABORT("fatal error"); + } + }; + + struct ngl_t { + uint32_t n_layer = 0; // number of total layers + uint32_t n_part = 0; // number of partial layers, <= n_layer + + // for the first partial layer varying parts can overflow, all further layers use LAYER_FRACTION_MOE: + layer_fraction_t overflow_type = LAYER_FRACTION_MOE; + }; + + const size_t ntbo = llama_max_tensor_buft_overrides(); + + // utility function to set n_gpu_layers and tensor_split + auto set_ngl_tensor_split_tbo = [&]( + const std::vector & ngl_per_device, + const std::vector & overflow_bufts, + llama_model_params & mparams, + const bool add_nonrepeating) { + mparams.n_gpu_layers = 0; + for (size_t id = 0; id < nd; id++) { + mparams.n_gpu_layers += ngl_per_device[id].n_layer; + if (nd > 1) { + tensor_split[id] = ngl_per_device[id].n_layer; + } + } + assert(uint32_t(mparams.n_gpu_layers) <= hp_ngl); + uint32_t il0 = hp_ngl - mparams.n_gpu_layers; // start index for tensor buft overrides + + if (add_nonrepeating) { + mparams.n_gpu_layers += 1; + tensor_split[nd - 1] += 1; + } + mparams.tensor_split = tensor_split; + + size_t itbo = 0; + for (size_t id = 0; id < nd; id++) { + il0 += ngl_per_device[id].n_layer - ngl_per_device[id].n_part; + for (uint32_t il = il0; il < il0 + ngl_per_device[id].n_part; il++) { + if (itbo + 1 >= ntbo) { + tensor_buft_overrides[itbo].pattern = nullptr; + tensor_buft_overrides[itbo].buft = nullptr; + itbo++; + mparams.tensor_buft_overrides = tensor_buft_overrides; + throw std::runtime_error("llama_params_fit_n_tensor_buft_overrides() == " + + std::to_string(ntbo) + " is insufficient for model\n"); + } + tensor_buft_overrides[itbo].pattern = get_overflow_pattern(il, il == il0 ? ngl_per_device[id].overflow_type : LAYER_FRACTION_MOE); + tensor_buft_overrides[itbo].buft = overflow_bufts[id]; + itbo++; + } + il0 += ngl_per_device[id].n_part; + } + tensor_buft_overrides[itbo].pattern = nullptr; + tensor_buft_overrides[itbo].buft = nullptr; + itbo++; + mparams.tensor_buft_overrides = tensor_buft_overrides; + }; + + // utility function that returns the memory use per device for given numbers of layers per device + auto get_memory_for_layers = [&]( + const char * func_name, + const std::vector & ngl_per_device, + const std::vector & overflow_bufts, + const bool add_nonrepeating) -> std::vector { + llama_model_params mparams_copy = *mparams; + set_ngl_tensor_split_tbo(ngl_per_device, overflow_bufts, mparams_copy, add_nonrepeating); + + const dmds_t dmd_nl = llama_get_device_memory_data( + path_model, &mparams_copy, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); + + LLAMA_LOG_DEBUG("%s: memory for test allocation by device:\n", func_name); + for (size_t id = 0; id < nd; id++) { + const ngl_t & n = ngl_per_device[id]; + LLAMA_LOG_DEBUG( + "%s: id=%zu, n_layer=%2" PRIu32 ", n_part=%2" PRIu32 ", overflow_type=%d, mem=%6" PRId64 " MiB\n", + func_name, id, n.n_layer, n.n_part, int(n.overflow_type), dmd_nl[id].mb.total()/MiB); + } + + std::vector ret; + ret.reserve(nd); + for (const llama_device_memory_data & dmd : dmd_nl) { + ret.push_back(dmd.mb.total()); + } + return ret; + }; + + int64_t global_surplus_cpu_moe = 0; + if (hp_nex > 0) { + const static std::string pattern_moe_all = "blk\\.\\d+\\.ffn_(up|down|gate)_(ch|)exps"; // matches all MoE tensors + ggml_backend_buffer_type_t cpu_buft = ggml_backend_cpu_buffer_type(); + tensor_buft_overrides[0] = {pattern_moe_all.c_str(), cpu_buft}; + tensor_buft_overrides[1] = {nullptr, nullptr}; + mparams->tensor_buft_overrides = tensor_buft_overrides; + + LLAMA_LOG_DEBUG("%s: getting device memory data with all MoE tensors moved to system memory:\n", __func__); + const dmds_t dmds_cpu_moe = llama_get_device_memory_data( + path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); + + for (const llama_device_memory_data & dmd : dmds_cpu_moe) { + global_surplus_cpu_moe += dmd.free; + global_surplus_cpu_moe -= int64_t(dmd.mb.total()) + margin; + } + + if (global_surplus_cpu_moe > 0) { + LLAMA_LOG_INFO("%s: with only dense weights in device memory there is a total surplus of %" PRId64 " MiB\n", + __func__, global_surplus_cpu_moe/MiB); + } else { + LLAMA_LOG_INFO("%s: with only dense weights in device memory there is still a total deficit of %" PRId64 " MiB\n", + __func__, -global_surplus_cpu_moe/MiB); + } + + // reset + tensor_buft_overrides[0] = {nullptr, nullptr}; + mparams->tensor_buft_overrides = tensor_buft_overrides; + } + + std::vector targets; // maximum acceptable memory use per device + targets.reserve(nd); + for (size_t id = 0; id < nd; id++) { + targets.push_back(dmds_full[id].free - margin); + LLAMA_LOG_DEBUG("%s: id=%zu, target=%" PRId64 " MiB\n", __func__, id, targets[id]/MiB); + } + + // whether for the optimal memory use we expect to load at least some MoE tensors: + const bool partial_moe = hp_nex > 0 && global_surplus_cpu_moe > 0; + + std::vector overflow_bufts; // which bufts the partial layers of a device overflow to: + overflow_bufts.reserve(nd); + for (size_t id = 0; id < nd - 1; ++id) { + overflow_bufts.push_back(ggml_backend_dev_buffer_type(devs[id + 1])); + } + overflow_bufts.push_back(ggml_backend_cpu_buffer_type()); + + std::vector ngl_per_device(nd); + std::vector mem = get_memory_for_layers(__func__, ngl_per_device, overflow_bufts, partial_moe); + if (hp_nex > 0) { + for (size_t id = 0; id < nd; id++) { + ngl_per_device[id].overflow_type = LAYER_FRACTION_MOE; + } + } + + // optimize the number of layers per device using the method of false position: + // - ngl_per_device has 0 layers for each device, lower bound + // - try a "high" configuration where a device is given all unassigned layers + // - interpolate the memory use / layer between low and high linearly to get a guess where it meets our target + // - check memory use of our guess, replace either the low or high bound + // - once we only have a difference of a single layer, stop and return the lower bound that just barely still fits + if (hp_nex == 0) { + LLAMA_LOG_INFO("%s: filling dense layers back-to-front:\n", __func__); + } else { + LLAMA_LOG_INFO("%s: filling dense-only layers back-to-front:\n", __func__); + } + uint32_t n_unassigned = hp_ngl; + for (int id = nd - 1; id >= 0; id--) { + std::vector ngl_per_device_high = ngl_per_device; + ngl_per_device_high[id].n_layer = n_unassigned; + if (hp_nex > 0) { + ngl_per_device_high[id].n_part = ngl_per_device_high[id].n_layer; + } + if (ngl_per_device_high[id].n_layer > 0) { + std::vector mem_high = get_memory_for_layers(__func__, ngl_per_device_high, overflow_bufts, partial_moe); + if (mem_high[id] > targets[id]) { + uint32_t delta = ngl_per_device_high[id].n_layer - ngl_per_device[id].n_layer; + while (delta > 1) { + uint32_t step_size = int64_t(delta) * (targets[id] - mem[id]) / (mem_high[id] - mem[id]); + step_size = std::max(step_size, uint32_t(1)); + step_size = std::min(step_size, delta - 1); + + std::vector ngl_per_device_test = ngl_per_device; + ngl_per_device_test[id].n_layer += step_size; + if (hp_nex) { + ngl_per_device_test[id].n_part += step_size; + } + const std::vector mem_test = get_memory_for_layers(__func__, ngl_per_device_test, overflow_bufts, partial_moe); + + if (mem_test[id] <= targets[id]) { + ngl_per_device = ngl_per_device_test; + mem = mem_test; + n_unassigned -= ngl_per_device[id].n_layer; + LLAMA_LOG_DEBUG("%s: set ngl_per_device[%d].n_layer=%" PRIu32 "\n", __func__, id, ngl_per_device[id].n_layer); + } else { + ngl_per_device_high = ngl_per_device_test; + mem_high = mem_test; + LLAMA_LOG_DEBUG("%s: set ngl_per_device_high[%d].n_layer=%" PRIu32 "\n", __func__, id, ngl_per_device[id].n_layer); + } + delta = ngl_per_device_high[id].n_layer - ngl_per_device[id].n_layer; + } + } else { + ngl_per_device = ngl_per_device_high; + n_unassigned -= ngl_per_device[id].n_layer; + LLAMA_LOG_DEBUG("%s: set ngl_per_device[%d].n_layer=%" PRIu32 "\n", __func__, id, ngl_per_device[id].n_layer); + } + } + + const int64_t projected_margin = dmds_full[id].free - mem[id]; + LLAMA_LOG_INFO( + "%s: - %s: %2" PRIu32 " layers, %6" PRId64 " MiB used, %6" PRId64 " MiB free\n", + __func__, dev_names[id].c_str(), ngl_per_device[id].n_layer, mem[id]/MiB, projected_margin/MiB); + } + if (hp_nex == 0 || global_surplus_cpu_moe <= 0) { + set_ngl_tensor_split_tbo(ngl_per_device, overflow_bufts, *mparams, partial_moe); + return; + } + + // step 4: for a MoE model where all dense tensors fit, + // convert the dense-only layers in the back to full layers in the front until all devices are full + // essentially the same procedure as for the dense-only layers except front-to-back + // also, try fitting at least part of one more layer to reduce waste for "small" GPUs with e.g. 24 GiB VRAM + + size_t id_dense_start = nd; + for (int id = nd - 1; id >= 0; id--) { + if (ngl_per_device[id].n_layer > 0) { + id_dense_start = id; + continue; + } + break; + } + assert(id_dense_start < nd); + + LLAMA_LOG_INFO("%s: converting dense-only layers to full layers and filling them front-to-back with overflow to next device/system memory:\n", __func__); + for (size_t id = 0; id <= id_dense_start; id++) { + std::vector ngl_per_device_high = ngl_per_device; + for (size_t jd = id_dense_start; jd < nd; jd++) { + const uint32_t n_layer_move = ngl_per_device_high[jd].n_layer; + ngl_per_device_high[id].n_layer += n_layer_move; + ngl_per_device_high[jd].n_layer -= n_layer_move; + ngl_per_device_high[jd].n_part = 0; + } + size_t id_dense_start_high = nd - 1; + std::vector mem_high = get_memory_for_layers(__func__, ngl_per_device_high, overflow_bufts, partial_moe); + + if (mem_high[id] > targets[id]) { + assert(ngl_per_device_high[id].n_layer >= ngl_per_device_high[id].n_part); + assert(ngl_per_device[id].n_layer >= ngl_per_device[id].n_part); + assert((ngl_per_device_high[id].n_layer - ngl_per_device_high[id].n_part) + >= ngl_per_device[id].n_layer - ngl_per_device[id].n_part); + uint32_t delta = (ngl_per_device_high[id].n_layer - ngl_per_device_high[id].n_part) + - (ngl_per_device[id].n_layer - ngl_per_device[id].n_part); + while (delta > 1) { + uint32_t step_size = int64_t(delta) * (targets[id] - mem[id]) / (mem_high[id] - mem[id]); + step_size = std::max(step_size, uint32_t(1)); + step_size = std::min(step_size, delta - 1); + + std::vector ngl_per_device_test = ngl_per_device; + size_t id_dense_start_test = id_dense_start; + uint32_t n_converted_test = 0; + for (;id_dense_start_test < nd; id_dense_start_test++) { + const uint32_t n_convert_jd = std::min(step_size - n_converted_test, ngl_per_device_test[id_dense_start_test].n_part); + ngl_per_device_test[id_dense_start_test].n_layer -= n_convert_jd; + ngl_per_device_test[id_dense_start_test].n_part -= n_convert_jd; + ngl_per_device_test[id].n_layer += n_convert_jd; + n_converted_test += n_convert_jd; + + if (ngl_per_device_test[id_dense_start_test].n_layer > 0) { + break; + } + } + const std::vector mem_test = get_memory_for_layers(__func__, ngl_per_device_test, overflow_bufts, partial_moe); + + if (mem_test[id] <= targets[id]) { + ngl_per_device = ngl_per_device_test; + mem = mem_test; + id_dense_start = id_dense_start_test; + LLAMA_LOG_DEBUG("%s: set ngl_per_device[%zu].(n_layer, n_part)=(%" PRIu32 ", %" PRIu32 "), id_dense_start=%zu\n", + __func__, id, ngl_per_device[id].n_layer, ngl_per_device[id].n_part, id_dense_start); + } else { + ngl_per_device_high = ngl_per_device_test; + mem_high = mem_test; + id_dense_start_high = id_dense_start_test; + LLAMA_LOG_DEBUG("%s: set ngl_per_device_high[%zu].(n_layer, n_part)=(%" PRIu32 ", %" PRIu32 "), id_dense_start_high=%zu\n", + __func__, id, ngl_per_device_high[id].n_layer, ngl_per_device_high[id].n_part, id_dense_start_high); + } + delta = (ngl_per_device_high[id].n_layer - ngl_per_device_high[id].n_part) + - (ngl_per_device[id].n_layer - ngl_per_device[id].n_part); + } + } else { + ngl_per_device = ngl_per_device_high; + id_dense_start = id_dense_start_high; + LLAMA_LOG_DEBUG("%s: set ngl_per_device[%zu].(n_layer, n_part)=(%" PRIu32 ", %" PRIu32 "), id_dense_start=%zu\n", + __func__, id, ngl_per_device[id].n_layer, ngl_per_device[id].n_part, id_dense_start); + } + + // try to fit at least part of one more layer + if (ngl_per_device[id_dense_start].n_layer > 0) { + std::vector ngl_per_device_test = ngl_per_device; + size_t id_dense_start_test = id_dense_start; + ngl_per_device_test[id_dense_start_test].n_layer--; + ngl_per_device_test[id_dense_start_test].n_part--; + ngl_per_device_test[id].n_layer++; + ngl_per_device_test[id].n_part++; + if (ngl_per_device_test[id_dense_start_test].n_layer == 0) { + id_dense_start_test++; + } + ngl_per_device_test[id].overflow_type = LAYER_FRACTION_UP; + LLAMA_LOG_DEBUG("%s: trying to fit one extra layer with overflow_type=LAYER_FRACTION_UP\n", __func__); + std::vector mem_test = get_memory_for_layers(__func__, ngl_per_device_test, overflow_bufts, partial_moe); + if (mem_test[id] < targets[id]) { + ngl_per_device = ngl_per_device_test; + mem = mem_test; + id_dense_start = id_dense_start_test; + LLAMA_LOG_DEBUG("%s: set ngl_per_device[%zu].(n_layer, n_part, overflow_type)=(%" PRIu32 ", %" PRIu32 ", UP), id_dense_start=%zu\n", + __func__, id, ngl_per_device[id].n_layer, ngl_per_device[id].n_part, id_dense_start); + + ngl_per_device_test[id].overflow_type = LAYER_FRACTION_GATE; + LLAMA_LOG_DEBUG("%s: trying to fit one extra layer with overflow_type=LAYER_FRACTION_GATE\n", __func__); + mem_test = get_memory_for_layers(__func__, ngl_per_device_test, overflow_bufts, partial_moe); + if (mem_test[id] < targets[id]) { + ngl_per_device = ngl_per_device_test; + mem = mem_test; + id_dense_start = id_dense_start_test; + LLAMA_LOG_DEBUG("%s: set ngl_per_device[%zu].(n_layer, n_part, overflow_type)=(%" PRIu32 ", %" PRIu32 ", GATE), id_dense_start=%zu\n", + __func__, id, ngl_per_device[id].n_layer, ngl_per_device[id].n_part, id_dense_start); + } + } else { + ngl_per_device_test[id].overflow_type = LAYER_FRACTION_ATTN; + LLAMA_LOG_DEBUG("%s: trying to fit one extra layer with overflow_type=LAYER_FRACTION_ATTN\n", __func__); + mem_test = get_memory_for_layers(__func__, ngl_per_device_test, overflow_bufts, partial_moe); + if (mem_test[id] < targets[id]) { + ngl_per_device = ngl_per_device_test; + mem = mem_test; + id_dense_start = id_dense_start_test; + LLAMA_LOG_DEBUG("%s: set ngl_per_device[%zu].(n_layer, n_part, overflow_type)=(%" PRIu32 ", %" PRIu32 ", ATTN), id_dense_start=%zu\n", + __func__, id, ngl_per_device[id].n_layer, ngl_per_device[id].n_part, id_dense_start); + } + } + } + + const int64_t projected_margin = dmds_full[id].free - mem[id]; + LLAMA_LOG_INFO( + "%s: - %s: %2" PRIu32 " layers (%2" PRIu32 " overflowing), %6" PRId64 " MiB used, %6" PRId64 " MiB free\n", + __func__, dev_names[id].c_str(), ngl_per_device[id].n_layer, ngl_per_device[id].n_part, mem[id]/MiB, projected_margin/MiB); + } + + set_ngl_tensor_split_tbo(ngl_per_device, overflow_bufts, *mparams, partial_moe); +} + +bool llama_params_fit( + const char * path_model, struct llama_model_params * mparams, struct llama_context_params * cparams, + float * tensor_split, struct llama_model_tensor_buft_override * tensor_buft_overrides, + size_t margin_s, uint32_t n_ctx_min, enum ggml_log_level log_level) { + const int64_t t0_us = llama_time_us(); + bool ok = true; + try { + llama_params_fit_impl(path_model, mparams, cparams, tensor_split, tensor_buft_overrides, margin_s, n_ctx_min, log_level); + LLAMA_LOG_INFO("%s: successfully fit params to free device memory\n", __func__); + } catch (const std::runtime_error & e) { + LLAMA_LOG_WARN("%s: failed to fit params to free device memory: %s\n", __func__, e.what()); + ok = false; + } + const int64_t t1_us = llama_time_us(); + LLAMA_LOG_INFO("%s: fitting params to free memory took %.2f seconds\n", __func__, (t1_us - t0_us) * 1e-6); + return ok; +} + struct llama_sampler_chain_params llama_sampler_chain_default_params() { struct llama_sampler_chain_params result = { /*.no_perf =*/ true, @@ -49,6 +692,10 @@ size_t llama_max_devices(void) { return 16; } +size_t llama_max_tensor_buft_overrides() { + return 4096; +} + bool llama_supports_mmap(void) { return llama_mmap::SUPPORTED; } @@ -108,11 +755,12 @@ static int llama_model_load(const std::string & fname, std::vector model.t_start_us = tm.t_start_us; try { - llama_model_loader ml(fname, splits, params.use_mmap, params.check_tensors, params.kv_overrides, params.tensor_buft_overrides); + llama_model_loader ml(fname, splits, params.use_mmap, params.check_tensors, params.no_alloc, params.kv_overrides, params.tensor_buft_overrides); ml.print_info(); model.hparams.vocab_only = params.vocab_only; + model.hparams.no_alloc = params.no_alloc; try { model.load_arch(ml); diff --git a/src/models/deepseek2.cpp b/src/models/deepseek2.cpp index 0b41f7ba8e..49382874ba 100644 --- a/src/models/deepseek2.cpp +++ b/src/models/deepseek2.cpp @@ -1,7 +1,5 @@ #include "models.h" - - llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { // lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B @@ -20,9 +18,15 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_gr // We have to pre-scale kq_scale and attn_factor to make the YaRN RoPE work correctly. // See https://github.com/ggerganov/llama.cpp/discussions/7416 for detailed explanation. - const float mscale = attn_factor * (1.0f + hparams.rope_yarn_log_mul * logf(1.0f / freq_scale)); - const float kq_scale = 1.0f * mscale * mscale / sqrtf(float(n_embd_head_k)); - const float attn_factor = 1.0f / (1.0f + 0.1f * logf(1.0f / freq_scale)); + // And also: https://github.com/ggml-org/llama.cpp/pull/17945 [TAG_DEEPSEEK2_YARN_LOG_MUL_FIX] + + // first cancel the adjustment from llama_hparams::yarn_attn_factor_adjust to get the original attn_factor + GGML_ASSERT(ext_factor >= 0.0f); + const float attn_factor_org = attn_factor * (1.0f + 0.1f * logf(1.0f / freq_scale)); + + // use the original attn_factor to pre-scale the kq_scale + const float mscale = attn_factor_org * (1.0f + 0.1f * hparams.rope_yarn_log_mul * logf(1.0f / freq_scale)); + const float kq_scale = 1.0f * mscale * mscale / sqrtf(float(n_embd_head_k)); ggml_tensor * cur; ggml_tensor * inpL; @@ -30,6 +34,12 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_gr // {n_embd, n_tokens} inpL = build_inp_embd(model.tok_embd); + // (optional) temperature tuning - used by mistral-large + ggml_tensor * inp_attn_scale = nullptr; + if (hparams.f_attn_temp_scale != 0.0f) { + inp_attn_scale = build_inp_attn_scale(); + } + // inp_pos - contains the positions ggml_tensor * inp_pos = build_inp_pos(); @@ -128,6 +138,12 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_gr ggml_tensor * Vcur = kv_cmpr; cb(Vcur, "Vcur", il); + if (inp_attn_scale) { + // apply llama 4 temperature scaling + Qcur = ggml_mul(ctx0, Qcur, inp_attn_scale); + cb(Qcur, "Qcur_attn_temp_scaled", il); + } + // note: MLA with the absorption optimzation converts into MQA (ie: GQA with 1 group) cur = build_attn(inp_attn, model.layers[il].wo, NULL, @@ -160,6 +176,12 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_gr ggml_tensor * Kcur = ggml_concat(ctx0, ggml_repeat(ctx0, k_pe, q_pe), k_nope, 0); cb(Kcur, "Kcur", il); + if (inp_attn_scale) { + // apply llama 4 temperature scaling + Qcur = ggml_mul(ctx0, Qcur, inp_attn_scale); + cb(Qcur, "Qcur_attn_temp_scaled", il); + } + // note: MLA without the absorption optimization converts into MHA (ie: GQA with full n_head groups) cur = build_attn(inp_attn, model.layers[il].wo, NULL, diff --git a/src/models/gemma3-iswa.cpp b/src/models/gemma3.cpp similarity index 78% rename from src/models/gemma3-iswa.cpp rename to src/models/gemma3.cpp index 839ff6d3d9..ae60ef4790 100644 --- a/src/models/gemma3-iswa.cpp +++ b/src/models/gemma3.cpp @@ -1,6 +1,7 @@ #include "models.h" -llm_build_gemma3_iswa::llm_build_gemma3_iswa(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { +template +llm_build_gemma3::llm_build_gemma3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { const int64_t n_embd_head = hparams.n_embd_head_k; ggml_tensor * cur; @@ -17,13 +18,28 @@ llm_build_gemma3_iswa::llm_build_gemma3_iswa(const llama_model & model, const ll ggml_tensor * inp_pos = build_inp_pos(); // TODO: is causal == true correct? might need some changes - auto * inp_attn = build_attn_inp_kv_iswa(); + using inp_attn_type = std::conditional_t; + inp_attn_type * inp_attn = nullptr; + + if constexpr (iswa) { + inp_attn = build_attn_inp_kv_iswa(); + } else { + inp_attn = build_attn_inp_kv(); + } ggml_tensor * inp_out_ids = build_inp_out_ids(); for (int il = 0; il < n_layer; ++il) { - const float freq_base_l = model.get_rope_freq_base (cparams, il); - const float freq_scale_l = model.get_rope_freq_scale(cparams, il); + float freq_base_l = 0.0f; + float freq_scale_l = 0.0f; + + if constexpr (iswa) { + freq_base_l = model.get_rope_freq_base (cparams, il); + freq_scale_l = model.get_rope_freq_scale(cparams, il); + } else { + freq_base_l = freq_base; + freq_scale_l = freq_scale; + } // norm cur = build_norm(inpL, model.layers[il].attn_norm, NULL, LLM_NORM_RMS, il); @@ -102,7 +118,7 @@ llm_build_gemma3_iswa::llm_build_gemma3_iswa(const llama_model & model, const ll cur = build_norm(cur, model.layers[il].ffn_post_norm, NULL, LLM_NORM_RMS, -1); - cb(cur, "ffn_post_norm", -1); + cb(cur, "ffn_post_norm", il); cur = ggml_add(ctx0, cur, sa_out); @@ -124,8 +140,17 @@ llm_build_gemma3_iswa::llm_build_gemma3_iswa(const llama_model & model, const ll // lm_head cur = build_lora_mm(model.output, cur); + if (hparams.f_final_logit_softcapping) { + cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_final_logit_softcapping); + cur = ggml_tanh(ctx0, cur); + cur = ggml_scale(ctx0, cur, hparams.f_final_logit_softcapping); + } + cb(cur, "result_output", -1); res->t_logits = cur; ggml_build_forward_expand(gf, cur); } + +template struct llm_build_gemma3; +template struct llm_build_gemma3; diff --git a/src/models/mistral3.cpp b/src/models/mistral3.cpp new file mode 100644 index 0000000000..0b67223591 --- /dev/null +++ b/src/models/mistral3.cpp @@ -0,0 +1,160 @@ +#include "models.h" + +llm_build_mistral3::llm_build_mistral3(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { + const int64_t n_embd_head = hparams.n_embd_head_v; + + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_rot); + + ggml_tensor * cur; + ggml_tensor * inpL; + + inpL = build_inp_embd(model.tok_embd); + + // inp_pos - contains the positions + ggml_tensor * inp_pos = build_inp_pos(); + + // (optional) temperature tuning + ggml_tensor * inp_attn_scale = nullptr; + if (hparams.f_attn_temp_scale != 0.0f) { + inp_attn_scale = build_inp_attn_scale(); + } + + auto * inp_attn = build_attn_inp_kv(); + + const float kq_scale = hparams.f_attention_scale == 0.0f ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale; + + ggml_tensor * inp_out_ids = build_inp_out_ids(); + + for (int il = 0; il < n_layer; ++il) { + ggml_tensor * inpSA = inpL; + + // norm + cur = build_norm(inpL, + model.layers[il].attn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "attn_norm", il); + + // self-attention + { + // rope freq factors for llama3; may return nullptr for llama2 and other models + ggml_tensor * rope_factors = model.get_rope_factors(cparams, il); + + // compute Q and K and RoPE them + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + if (model.layers[il].bq) { + Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq); + cb(Qcur, "Qcur", il); + } + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + if (model.layers[il].bk) { + Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk); + cb(Kcur, "Kcur", il); + } + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + cb(Vcur, "Vcur", il); + if (model.layers[il].bv) { + Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); + cb(Vcur, "Vcur", il); + } + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens); + Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens); + + Qcur = ggml_rope_ext( + ctx0, Qcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + + Kcur = ggml_rope_ext( + ctx0, Kcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + if (inp_attn_scale) { + // apply llama 4 temperature scaling + Qcur = ggml_mul(ctx0, Qcur, inp_attn_scale); + cb(Qcur, "Qcur_attn_temp_scaled", il); + } + + cur = build_attn(inp_attn, + model.layers[il].wo, model.layers[il].bo, + Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + } + if (il == n_layer - 1 && inp_out_ids) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); + } + ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // feed-forward network (non-MoE) + if (model.layers[il].ffn_gate_inp == nullptr) { + + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + cur = build_ffn(cur, + model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL, + model.layers[il].ffn_gate, model.layers[il].ffn_gate_b, NULL, + model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(cur, "ffn_out", il); + } else { + // MoE branch + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + cur = build_moe_ffn(cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + nullptr, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + false, 0.0, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, + il); + cb(cur, "ffn_moe_out", il); + } + cur = ggml_add(ctx0, cur, ffn_inp); + cb(cur, "ffn_out", il); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; + } + cur = inpL; + + cur = build_norm(cur, + model.output_norm, NULL, + LLM_NORM_RMS, -1); + + cb(cur, "result_norm", -1); + res->t_embd = cur; + + // lm_head + cur = build_lora_mm(model.output, cur); + + cb(cur, "result_output", -1); + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); +} diff --git a/src/models/models.h b/src/models/models.h index 7ba225b478..6494f54501 100644 --- a/src/models/models.h +++ b/src/models/models.h @@ -179,8 +179,9 @@ struct llm_build_gemma2_iswa : public llm_graph_context { llm_build_gemma2_iswa(const llama_model & model, const llm_graph_params & params); }; -struct llm_build_gemma3_iswa : public llm_graph_context { - llm_build_gemma3_iswa(const llama_model & model, const llm_graph_params & params); +template +struct llm_build_gemma3 : public llm_graph_context { + llm_build_gemma3(const llama_model & model, const llm_graph_params & params); }; struct llm_build_gemma3n_iswa : public llm_graph_context { @@ -322,6 +323,10 @@ struct llm_build_minimax_m2 : public llm_graph_context { llm_build_minimax_m2(const llama_model & model, const llm_graph_params & params); }; +struct llm_build_mistral3 : public llm_graph_context { + llm_build_mistral3(const llama_model & model, const llm_graph_params & params); +}; + struct llm_build_mpt : public llm_graph_context { llm_build_mpt(const llama_model & model, const llm_graph_params & params); }; diff --git a/src/unicode.cpp b/src/unicode.cpp index 77ba4fc46b..bb44edfadd 100644 --- a/src/unicode.cpp +++ b/src/unicode.cpp @@ -499,7 +499,7 @@ static std::vector unicode_regex_split_custom_llama3(const std::string & // use std::wregex to split the text static std::vector unicode_regex_split_stl(const std::wstring & wtext, const std::wstring & regex_expr, const std::vector & offsets) { - std::wregex expr(regex_expr); + std::wregex expr(regex_expr, std::regex_constants::optimize | std::regex_constants::nosubs); std::vector bpe_offsets; // store the offset of each word bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size size_t start = 0; @@ -529,7 +529,7 @@ static std::vector unicode_regex_split_stl(const std::wstring & wtext, c // use std::regex to split the text static std::vector unicode_regex_split_stl(const std::string & text, const std::string & regex_expr, const std::vector & offsets) { - std::regex expr(regex_expr); + std::regex expr(regex_expr, std::regex_constants::optimize | std::regex_constants::nosubs); std::vector bpe_offsets; // store the offset of each word bpe_offsets.reserve(offsets.size()); // Reserve memory for the approximate size size_t start = 0; diff --git a/tests/.gitignore b/tests/.gitignore index cbc381606c..ba2b164fac 100644 --- a/tests/.gitignore +++ b/tests/.gitignore @@ -3,3 +3,4 @@ *.o ggml-common.h **/*.swp +!peg-parser diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt index 9361a113a1..c3d9f9c324 100644 --- a/tests/CMakeLists.txt +++ b/tests/CMakeLists.txt @@ -1,13 +1,15 @@ llama_add_compile_flags() function(llama_build source) + set(TEST_SOURCES ${source} ${ARGN}) + if (DEFINED LLAMA_TEST_NAME) set(TEST_TARGET ${LLAMA_TEST_NAME}) else() get_filename_component(TEST_TARGET ${source} NAME_WE) endif() - add_executable(${TEST_TARGET} ${source}) + add_executable(${TEST_TARGET} ${TEST_SOURCES}) target_link_libraries(${TEST_TARGET} PRIVATE common) install(TARGETS ${TEST_TARGET} RUNTIME) endfunction() @@ -83,6 +85,8 @@ function(llama_build_and_test source) set(multiValueArgs ARGS) cmake_parse_arguments(LLAMA_TEST "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN}) + set(TEST_SOURCES ${source} ${LLAMA_TEST_UNPARSED_ARGUMENTS} get-model.cpp) + if (NOT DEFINED LLAMA_TEST_LABEL) set(LLAMA_TEST_LABEL "main") endif() @@ -95,7 +99,7 @@ function(llama_build_and_test source) get_filename_component(TEST_TARGET ${source} NAME_WE) endif() - add_executable(${TEST_TARGET} ${source} get-model.cpp) + add_executable(${TEST_TARGET} ${TEST_SOURCES}) install(TARGETS ${TEST_TARGET} RUNTIME) target_link_libraries(${TEST_TARGET} PRIVATE common) @@ -180,9 +184,21 @@ if (NOT WIN32 OR NOT BUILD_SHARED_LIBS) endif() llama_build_and_test(test-chat-parser.cpp) +llama_build_and_test(test-chat-peg-parser.cpp peg-parser/simple-tokenize.cpp) llama_build_and_test(test-chat-template.cpp) llama_build_and_test(test-json-partial.cpp) llama_build_and_test(test-log.cpp) +llama_build_and_test( + test-peg-parser.cpp + peg-parser/simple-tokenize.cpp + peg-parser/test-basic.cpp + peg-parser/test-gbnf-generation.cpp + peg-parser/test-json-parser.cpp + peg-parser/test-json-serialization.cpp + peg-parser/test-unicode.cpp + peg-parser/testing.h + peg-parser/tests.h +) llama_build_and_test(test-regex-partial.cpp) if (NOT ${CMAKE_SYSTEM_PROCESSOR} MATCHES "s390x") @@ -206,6 +222,14 @@ llama_build_and_test(test-backend-ops.cpp) llama_build_and_test(test-model-load-cancel.cpp LABEL "model") llama_build_and_test(test-autorelease.cpp LABEL "model") +# Test for state restore with fragmented KV cache +# Requires a model, uses same args pattern as test-thread-safety +if (NOT ${CMAKE_SYSTEM_PROCESSOR} MATCHES "s390x") + llama_build_and_test(test-state-restore-fragmented.cpp LABEL "model" ARGS -hf ggml-org/models -hff tinyllamas/stories15M-q4_0.gguf) +else() + llama_build_and_test(test-state-restore-fragmented.cpp LABEL "model" ARGS -hf ggml-org/models -hff tinyllamas/stories15M-be.Q4_0.gguf) +endif() + if (NOT GGML_BACKEND_DL) # these tests use the backends directly and cannot be built with dynamic loading llama_build_and_test(test-barrier.cpp) diff --git a/tests/peg-parser/simple-tokenize.cpp b/tests/peg-parser/simple-tokenize.cpp new file mode 100644 index 0000000000..9abfa0448f --- /dev/null +++ b/tests/peg-parser/simple-tokenize.cpp @@ -0,0 +1,37 @@ +#include "simple-tokenize.h" + +std::vector simple_tokenize(const std::string & input) { + std::vector result; + std::string current; + + for (size_t i = 0; i < input.size(); i++) { + switch (input[i]) { + case ' ': + case '\n': + case '\t': + case '{': + case '}': + case ',': + case '[': + case '"': + case ']': + case '.': + case '<': + case '>': + case '=': + case '/': + if (!current.empty()) { + result.push_back(current); + current.clear(); + } + default:; + } + current += input[i]; + } + + if (!current.empty()) { + result.push_back(current); + } + + return result; +} diff --git a/tests/peg-parser/simple-tokenize.h b/tests/peg-parser/simple-tokenize.h new file mode 100644 index 0000000000..1772432c5a --- /dev/null +++ b/tests/peg-parser/simple-tokenize.h @@ -0,0 +1,6 @@ +#pragma once + +#include +#include + +std::vector simple_tokenize(const std::string &); diff --git a/tests/peg-parser/test-basic.cpp b/tests/peg-parser/test-basic.cpp new file mode 100644 index 0000000000..1bda6f2e69 --- /dev/null +++ b/tests/peg-parser/test-basic.cpp @@ -0,0 +1,454 @@ +#include "tests.h" + +void test_basic(testing & t) { + t.test("chars", [](testing & t) { + // Test common escape sequences - newline + t.test("escape_sequence_newline", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[\\n\\t\\\\]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("\n"); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escape_sequence_newline", true, result.success()); + }); + + // Test common escape sequences - tab + t.test("escape_sequence_tab", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[\\n\\t\\\\]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("\t"); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escape_sequence_tab", true, result.success()); + }); + + // Test common escape sequences - backslash + t.test("escape_sequence_backslash", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[\\n\\t\\\\]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("\\"); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escape_sequence_backslash", true, result.success()); + }); + + // Test common escape sequences - space (should ()) + t.test("escape_sequence_space_fail", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[\\n\\t\\\\]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context(" "); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escape_sequence_space_fail", true, result.fail()); + }); + + // Test escaped dash - 'a' should succeed + t.test("escaped_dash_a", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[a\\-z]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("a"); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escaped_dash_a", true, result.success()); + }); + + // Test escaped dash - '-' should succeed (literal dash) + t.test("escaped_dash_literal", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[a\\-z]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("-"); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escaped_dash_literal", true, result.success()); + }); + + // Test escaped dash - 'z' should succeed + t.test("escaped_dash_z", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[a\\-z]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("z"); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escaped_dash_z", true, result.success()); + }); + + // Test escaped dash - 'b' should NOT match (since \- is literal dash, not range) + t.test("escaped_dash_b_fail", [](testing &t) { + auto common_chat_combinator_parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("[a\\-z]"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("b"); + result = common_chat_combinator_parser.parse(ctx); + t.assert_equal("escaped_dash_b_fail", true, result.fail()); + }); + }); + + + t.test("optional", [](testing & t) { + // Full match with optional part present + t.test("optional_present", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello") + p.optional(p.literal(" world")); + }); + + auto ctx = common_peg_parse_context("hello world"); + auto result = parser.parse(ctx); + t.assert_equal("optional_present", true, result.success()); + t.assert_equal("optional_present_end", 11u, result.end); + }); + + // Full match with optional part absent + t.test("optional_absent", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello") + p.optional(p.literal(" world")); + }); + + auto ctx = common_peg_parse_context("hello", false); + auto result = parser.parse(ctx); + t.assert_equal("optional_absent", true, result.success()); + t.assert_equal("optional_absent_end", 5u, result.end); + }); + + // Partial match - waiting for more input to determine if optional matches + t.test("partial_match_need_more", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello") + p.optional(p.literal(" world")); + }); + + auto ctx = common_peg_parse_context("hello ", true); + auto result = parser.parse(ctx); + t.assert_equal("partial_match_need_more", true, result.need_more_input()); + }); + }); + + t.test("partial parsing", [](testing & t) { + // Literals - Basic Success + t.test("literal_success", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("hello"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("hello"); + result = parser.parse(ctx); + t.assert_equal("literal_success", true, result.success()); + }); + + // Char Classes - Basic Lowercase Success + t.test("char_class_lowercase_success", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("a-z"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("a"); + result = parser.parse(ctx); + t.assert_equal("char_class_lowercase_success", true, result.success()); + }); + + // Char Classes - Uppercase Fail + t.test("char_class_uppercase_fail", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("a-z"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("A"); + result = parser.parse(ctx); + t.assert_equal("char_class_uppercase_fail", true, result.fail()); + }); + + // Char Classes with Dash - Lowercase Success + t.test("char_class_with_dash_lowercase", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("a-z-"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("f"); + result = parser.parse(ctx); + t.assert_equal("char_class_with_dash_lowercase", true, result.success()); + }); + + // Char Classes with Dash - Literal Dash Success + t.test("char_class_with_dash_literal_dash", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("a-z-"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("-"); + result = parser.parse(ctx); + t.assert_equal("char_class_with_dash_literal_dash", true, result.success()); + }); + + // Char Classes with Dash - Uppercase Fail + t.test("char_class_with_dash_uppercase_fail", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.chars("a-z-"); }); + + common_peg_parse_context ctx; + common_peg_parse_result result; + + ctx = common_peg_parse_context("A"); + result = parser.parse(ctx); + t.assert_equal("char_class_with_dash_uppercase_fail", true, result.fail()); + }); + + // Sequences - Partial Match 1 + t.test("sequence_partial_match_1", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("") + p.literal(""); }); + + auto ctx = common_peg_parse_context("") + p.literal("
"); }); + + auto ctx = common_peg_parse_context("") + p.literal(""); }); + + auto ctx = common_peg_parse_context("I am common_chat_combinator_parser", true); + auto result = parser.parse(ctx); + t.assert_equal("sequence_no_match", true, result.fail()); + }); + + // Choices - Partial Match 1 + t.test("choices_partial_match_1", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("option1") | p.literal("option2"); }); + + auto ctx = common_peg_parse_context("opt", true); + auto result = parser.parse(ctx); + t.assert_equal("choices_partial_match_1", true, result.need_more_input()); + }); + + // Choices - Partial Match 2 + t.test("choices_partial_match_2", [&](testing & t) { + auto parser = + build_peg_parser([](common_peg_parser_builder & p) { return p.literal("choice_a") | p.literal("choice_b"); }); + + auto ctx = common_peg_parse_context("choice", true); + auto result = parser.parse(ctx); + t.assert_equal("choices_partial_match_2", true, result.need_more_input()); + }); + + // Choices - Full Match 1 + t.test("choices_full_match_1", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("first") | p.literal("second"); }); + + auto ctx = common_peg_parse_context("first", false); + auto result = parser.parse(ctx); + t.assert_equal("choices_full_match_1", true, result.success()); + }); + + // Choices - Full Match 2 + t.test("choices_full_match_2", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("alpha") | p.literal("beta"); }); + + auto ctx = common_peg_parse_context("beta", false); + auto result = parser.parse(ctx); + t.assert_equal("choices_full_match_2", true, result.success()); + }); + + // Choices - No Match + t.test("choices_no_match", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.literal("good") | p.literal("better"); }); + + auto ctx = common_peg_parse_context("best", false); + auto result = parser.parse(ctx); + t.assert_equal("choices_no_match", true, result.fail()); + }); + + // Zero or More - Partial Match 1 + t.test("zero_or_more_partial_match_1", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.zero_or_more(p.literal("ab")); }); + + auto ctx = common_peg_parse_context("a", true); + auto result = parser.parse(ctx); + t.assert_equal("zero_or_more_partial_match_1", true, result.need_more_input()); + }); + + // Zero or More - Partial Match 2 + t.test("zero_or_more_partial_match_2", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.zero_or_more(p.literal("xy")); }); + + auto ctx = common_peg_parse_context("xyx", true); + auto result = parser.parse(ctx); + t.assert_equal("zero_or_more_partial_match_2", true, result.need_more_input()); + }); + + // Zero or More - Full Match + t.test("zero_or_more_full_match", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.zero_or_more(p.literal("test")); }); + + auto ctx = common_peg_parse_context("test", false); + auto result = parser.parse(ctx); + t.assert_equal("zero_or_more_full_match", true, result.success()); + }); + + // One or More - Partial Match 1 + t.test("one_or_more_partial_match_1", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("repeat")); }); + + auto ctx = common_peg_parse_context("rep", true); + auto result = parser.parse(ctx); + t.assert_equal("one_or_more_partial_match_1", true, result.need_more_input()); + }); + + // One or More - Partial Match 2 + t.test("one_or_more_partial_match_2", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("ab")); }); + + auto ctx = common_peg_parse_context("aba", true); + auto result = parser.parse(ctx); + t.assert_equal("one_or_more_partial_match_2", true, result.need_more_input()); + }); + + // One or More - Full Match + t.test("one_or_more_full_match", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("single")); }); + + auto ctx = common_peg_parse_context("single", false); + auto result = parser.parse(ctx); + t.assert_equal("one_or_more_full_match", true, result.success()); + }); + + // One or More - No Match + t.test("one_or_more_no_match", [&](testing & t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.one_or_more(p.literal("()")); }); + + auto ctx = common_peg_parse_context("success", false); + auto result = parser.parse(ctx); + t.assert_equal("one_or_more_no_match", true, result.fail()); + }); + }); + + + t.test("recursive rules", [](testing &t) { + // Test simple number + t.test("simple_number", [](testing &t) { + auto value_parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("number", p.chars("0-9")); + p.rule("list", p.literal("[") + p.ref("value") + p.literal("]")); + return p.rule("value", p.ref("number") | p.ref("list")); + }); + + common_peg_parse_context ctx("1", false); + auto result = value_parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + }); + + // Test simple list + t.test("simple_list", [](testing &t) { + auto value_parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("number", p.chars("0-9")); + p.rule("list", p.literal("[") + p.ref("value") + p.literal("]")); + return p.rule("value", p.ref("number") | p.ref("list")); + }); + + common_peg_parse_context ctx("[1]", false); + auto result = value_parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + }); + + // Test nested list + t.test("nested_list", [](testing &t) { + auto value_parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("number", p.chars("0-9")); + p.rule("list", p.literal("[") + p.ref("value") + p.literal("]")); + return p.rule("value", p.ref("number") | p.ref("list")); + }); + + common_peg_parse_context ctx("[[2]]", false); + auto result = value_parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + }); + + // Test deeply nested list + t.test("deeply_nested_list", [](testing &t) { + auto value_parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("number", p.chars("0-9")); + p.rule("list", p.literal("[") + p.ref("value") + p.literal("]")); + return p.rule("value", p.ref("number") | p.ref("list")); + }); + + common_peg_parse_context ctx("[[[3]]]", false); + auto result = value_parser.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + }); + + // Test need_more_input match + t.test("need_more_input_match", [](testing &t) { + auto value_parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("number", p.chars("0-9")); + p.rule("list", p.literal("[") + p.ref("value") + p.literal("]")); + return p.rule("value", p.ref("number") | p.ref("list")); + }); + + common_peg_parse_context ctx("[[", true); + auto result = value_parser.parse(ctx); + + t.assert_equal("result_is_need_more_input", true, result.need_more_input()); + }); + + // Test no match + t.test("no_match", [](testing &t) { + auto value_parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("number", p.chars("0-9")); + p.rule("list", p.literal("[") + p.ref("value") + p.literal("]")); + return p.rule("value", p.ref("number") | p.ref("list")); + }); + + common_peg_parse_context ctx("[a]", false); + auto result = value_parser.parse(ctx); + + t.assert_equal("result_is_fail", true, result.fail()); + }); + }); +} diff --git a/tests/peg-parser/test-gbnf-generation.cpp b/tests/peg-parser/test-gbnf-generation.cpp new file mode 100644 index 0000000000..68857a5e88 --- /dev/null +++ b/tests/peg-parser/test-gbnf-generation.cpp @@ -0,0 +1,250 @@ +#include "tests.h" + +#include "json-schema-to-grammar.h" + +#include + +static std::string trim_leading_space(const std::string & s) { + static const std::regex leading_ws_re = std::regex(R"((^|\n)\s+)"); + return std::regex_replace(s, leading_ws_re, "$1"); +} + +static void assert_gbnf_equal(testing & t, const std::string & expected, const std::string & actual) { + t.assert_equal("gbnf are equal", trim_leading_space(expected), trim_leading_space(actual)); +} + +void test_gbnf_generation(testing &t) { + t.test("literal grammar generation", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello"); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "hello" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("char class grammar", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.chars("[a-z]", 1, 1); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= [a-z] + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("sequence grammar", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello") + p.literal(" ") + p.literal("world"); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "hello" " " "world" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("choice grammar", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("cat") | p.literal("dog"); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "cat" | "dog" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("one_or_more grammar", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.one_or_more(p.literal("a")); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "a"+ + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("zero_or_more grammar", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.zero_or_more(p.literal("a")); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "a"* + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("optional grammar", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello") + p.optional(p.literal(" world")); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "hello" " world"? + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("until grammar", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.until("
"); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= ([^<] | "<" [^/] | "])* + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("complex expressions with parentheses", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.one_or_more(p.literal("a") | p.literal("b")); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= ("a" | "b")+ + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("rule references", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + auto digit = p.rule("digit", p.chars("[0-9]", 1, 1)); + return p.one_or_more(digit); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + digit ::= [0-9] + root ::= digit+ + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("escaping in literals", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello\nworld\n!"); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "hello\nworld\n!" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("operator<< (whitespace insertion)", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.literal("hello") << p.literal("world"); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= "hello" space "world" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("emit only reachable rules", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + p.rule("orphan", p.literal("orphan")); + return p.literal("hello") + p.rule("child", p.literal(" world")); + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + child ::= " world" + root ::= "hello" child + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + }); + + t.test("emit only trigger rules (and references)", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + auto rule1 = p.rule("rule-1", p.literal("a") + p.ref("rule-2")); + p.rule("rule-2", p.literal("b") + p.ref("rule-3"), true); + p.rule("rule-3", p.literal("c") + p.ref("rule-4")); + p.rule("rule-4", p.literal("d"), true); + return rule1; + }); + + auto gbnf = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder); + }); + + assert_gbnf_equal(t, R"""( + root ::= rule-1 + rule-1 ::= "a" rule-2 + rule-2 ::= "b" rule-3 + rule-3 ::= "c" rule-4 + rule-4 ::= "d" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf); + + auto gbnf_lazy = build_grammar([&](const common_grammar_builder & builder) { + parser.build_grammar(builder, true); + }); + + assert_gbnf_equal(t, R"""( + root ::= rule-2 | rule-4 + rule-2 ::= "b" rule-3 + rule-3 ::= "c" rule-4 + rule-4 ::= "d" + space ::= | " " | "\n"{1,2} [ \t]{0,20} + )""", gbnf_lazy); + }); +} diff --git a/tests/peg-parser/test-json-parser.cpp b/tests/peg-parser/test-json-parser.cpp new file mode 100644 index 0000000000..48351cd66f --- /dev/null +++ b/tests/peg-parser/test-json-parser.cpp @@ -0,0 +1,109 @@ +#include "tests.h" + +void test_json_parser(testing &t) { + // Test parsing a simple JSON object + t.test("simple JSON object parsing", [](testing &t) { + auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); + + std::string input = R"({"name": "test", "value": 42, "flag": true})"; + common_peg_parse_context ctx(input); + + auto result = json.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test parsing a JSON array with mixed types + t.test("JSON array with mixed types", [](testing &t) { + auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); + + std::string input = R"([1, "hello", true, null, 3.14])"; + common_peg_parse_context ctx(input); + + auto result = json.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test parsing nested JSON with objects and arrays + t.test("nested JSON with objects and arrays", [](testing &t) { + auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); + + std::string input = + R"({"users": [{"id": 1, "name": "Alice"}, {"id": 2, "name": "Bob"}], "count": 2, "metadata": {"version": "1.0", "tags": ["admin", "user"]}})"; + common_peg_parse_context ctx(input); + + auto result = json.parse(ctx); + + t.assert_equal("result_is_success", true, result.success()); + t.assert_equal("result_end", input.size(), result.end); + }); + + // Test need_more_input() parsing - incomplete object + t.test("need_more_input() parsing - incomplete object", [](testing &t) { + auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); + + std::string input = R"({"name": "test", "value": )"; + common_peg_parse_context ctx(input, true); + + auto result = json.parse(ctx); + + t.assert_equal("result_is_need_more_input", true, result.need_more_input()); + }); + + // Test need_more_input() parsing - incomplete array + t.test("need_more_input() parsing - incomplete array", [](testing &t) { + auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); + + std::string input = R"([1, 2, 3, )"; + common_peg_parse_context ctx(input, true); + + auto result = json.parse(ctx); + + t.assert_equal("result_is_need_more_input", true, result.need_more_input()); + }); + + // Test need_more_input() parsing - incomplete nested structure + t.test("need_more_input() parsing - incomplete nested structure", [](testing &t) { + auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); }); + + std::string input = R"({"data": {"nested": )"; + common_peg_parse_context ctx(input, true); + + auto result = json.parse(ctx); + + t.assert_equal("result_is_need_more_input", true, result.need_more_input()); + }); + + t.test("object member", [](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder & p) { + return p.json_member("name", "\"" + p.chars("[a-z]") + "\""); + }); + + t.test("success", [&](testing &t) { + std::string input = R"("name": "bob")"; + common_peg_parse_context ctx(input, false); + + auto result = parser.parse(ctx); + t.assert_true("success", result.success()); + }); + + t.test("partial", [&](testing &t) { + std::string input = R"("name": "bo)"; + common_peg_parse_context ctx(input, true); + + auto result = parser.parse(ctx); + t.assert_true("need more input", result.need_more_input()); + }); + + t.test("failed", [&](testing &t) { + std::string input = R"([])"; + common_peg_parse_context ctx(input, false); + + auto result = parser.parse(ctx); + t.assert_true("fail", result.fail()); + }); + }); +} diff --git a/tests/peg-parser/test-json-serialization.cpp b/tests/peg-parser/test-json-serialization.cpp new file mode 100644 index 0000000000..a85801060c --- /dev/null +++ b/tests/peg-parser/test-json-serialization.cpp @@ -0,0 +1,28 @@ +#include "tests.h" + +void test_json_serialization(testing &t) { + auto original = build_peg_parser([](common_peg_parser_builder & p) { + return "" + p.json() + ""; + }); + + auto json_serialized = original.to_json().dump(); + + t.test("compare before/after", [&](testing &t) { + auto deserialized = common_peg_arena::from_json(nlohmann::json::parse(json_serialized)); + + // Test complex JSON + std::string input = R"({"name": "test", "values": [1, 2, 3], "nested": {"a": true}})"; + common_peg_parse_context ctx1(input); + common_peg_parse_context ctx2(input); + + auto result1 = original.parse(ctx1); + auto result2 = deserialized.parse(ctx2); + + t.assert_equal("both_succeed", result1.success(), result2.success()); + t.assert_equal("same_end_pos", result1.end, result2.end); + }); + + t.bench("deserialize", [&]() { + auto deserialized = common_peg_arena::from_json(nlohmann::json::parse(json_serialized)); + }, 100); +} diff --git a/tests/peg-parser/test-unicode.cpp b/tests/peg-parser/test-unicode.cpp new file mode 100644 index 0000000000..19d9b9e41c --- /dev/null +++ b/tests/peg-parser/test-unicode.cpp @@ -0,0 +1,449 @@ +#include "tests.h" + +#include "peg-parser.h" + +#include +#include +#include +#include + +static void assert_result_equal(testing & t, common_peg_parse_result_type expected, common_peg_parse_result_type actual) { + t.assert_equal(common_peg_parse_result_type_name(expected), common_peg_parse_result_type_name(actual)); +} + +static std::string hex_dump(const std::string& str) { + std::ostringstream oss; + for (unsigned char c : str) { + if (std::isprint(c)) { + oss << c; + } else { + oss << "\\x" << std::hex << std::setw(2) << std::setfill('0') << static_cast(c); + } + } + return oss.str(); +} + +void test_unicode(testing &t) { + struct test_case { + std::string input; + std::string expected_text; + common_peg_parse_result_type expected_result; + }; + + t.test("any", [](testing &t) { + std::vector test_cases { + // Valid UTF-8 sequences + {"Hello", "Hello", COMMON_PEG_PARSE_RESULT_SUCCESS}, + {std::string("Caf\xC3\xA9"), std::string("Caf\xC3\xA9"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + {std::string("\xE4\xBD\xA0\xE5\xA5\xBD"), std::string("\xE4\xBD\xA0\xE5\xA5\xBD"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + {std::string("\xF0\x9F\x9A\x80"), std::string("\xF0\x9F\x9A\x80"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // Incomplete UTF-8 sequences (partial bytes at end) + {std::string("Caf\xC3"), "Caf", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + {std::string("\xE4\xBD"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + {std::string("\xF0\x9F\x9A"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + + // Invalid/malformed UTF-8 sequences + {std::string("\xFF\xFE"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + {std::string("Hello\x80World"), "Hello", COMMON_PEG_PARSE_RESULT_FAIL}, + {std::string("\xC3\x28"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + }; + + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.sequence({p.one_or_more(p.any()), p.end()}); + }); + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + common_peg_parse_context ctx(tc.input, true); + auto result = parser.parse(ctx); + + // Assert result type matches + assert_result_equal(t, tc.expected_result, result.type); + + // Assert matched text if success or need_more_input + if (result.success() || result.need_more_input()) { + std::string matched = tc.input.substr(result.start, result.end - result.start); + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + + t.test("char classes", [](testing &t) { + t.test("unicode range U+4E00-U+9FFF (CJK)", [](testing &t) { + std::vector test_cases { + // Within range - CJK Unified Ideographs + {std::string("\xE4\xB8\x80"), std::string("\xE4\xB8\x80"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+4E00 + {std::string("\xE4\xBD\xA0"), std::string("\xE4\xBD\xA0"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+4F60 + {std::string("\xE5\xA5\xBD"), std::string("\xE5\xA5\xBD"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+597D + {std::string("\xE9\xBF\xBF"), std::string("\xE9\xBF\xBF"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+9FFF + + // Outside range - should fail + {"a", "", COMMON_PEG_PARSE_RESULT_FAIL}, // ASCII + {std::string("\xE4\xB7\xBF"), "", COMMON_PEG_PARSE_RESULT_FAIL}, // U+4DFF (before range) + {std::string("\xEA\x80\x80"), "", COMMON_PEG_PARSE_RESULT_FAIL}, // U+A000 (after range) + + // Incomplete sequences in range + {std::string("\xE4\xB8"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, // Incomplete U+4E00 + {std::string("\xE5\xA5"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, // Incomplete U+597D + }; + + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.sequence({p.chars(R"([\u4E00-\u9FFF])"), p.end()}); + }); + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + common_peg_parse_context ctx(tc.input, true); + auto result = parser.parse(ctx); + + // Assert result type matches + assert_result_equal(t, tc.expected_result, result.type); + + // Assert matched text if success or need_more_input + if (result.success() || result.need_more_input()) { + std::string matched = tc.input.substr(result.start, result.end - result.start); + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + + t.test("unicode range U+1F600-U+1F64F (emoticons)", [](testing &t) { + std::vector test_cases { + // Within range - Emoticons (all 4-byte UTF-8) + {std::string("\xF0\x9F\x98\x80"), std::string("\xF0\x9F\x98\x80"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+1F600 + {std::string("\xF0\x9F\x98\x81"), std::string("\xF0\x9F\x98\x81"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+1F601 + {std::string("\xF0\x9F\x99\x8F"), std::string("\xF0\x9F\x99\x8F"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+1F64F + + // Outside range + {std::string("\xF0\x9F\x97\xBF"), "", COMMON_PEG_PARSE_RESULT_FAIL}, // U+1F5FF (before range) + {std::string("\xF0\x9F\x99\x90"), "", COMMON_PEG_PARSE_RESULT_FAIL}, // U+1F650 (after range) + {std::string("\xF0\x9F\x9A\x80"), "", COMMON_PEG_PARSE_RESULT_FAIL}, // U+1F680 (outside range) + + // Incomplete sequences + {std::string("\xF0\x9F\x98"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, // Incomplete emoji + {std::string("\xF0\x9F"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, // Very incomplete + }; + + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.sequence({p.chars(R"([\U0001F600-\U0001F64F])"), p.end()}); + }); + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + common_peg_parse_context ctx(tc.input, true); + auto result = parser.parse(ctx); + + // Assert result type matches + assert_result_equal(t, tc.expected_result, result.type); + + // Assert matched text if success or need_more_input + if (result.success() || result.need_more_input()) { + std::string matched = tc.input.substr(result.start, result.end - result.start); + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + + t.test("mixed unicode ranges", [](testing &t) { + std::vector test_cases { + // Match CJK + {std::string("\xE4\xB8\x80"), std::string("\xE4\xB8\x80"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+4E00 + {std::string("\xE4\xBD\xA0"), std::string("\xE4\xBD\xA0"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+4F60 + + // Match emoticons + {std::string("\xF0\x9F\x98\x80"), std::string("\xF0\x9F\x98\x80"), COMMON_PEG_PARSE_RESULT_SUCCESS}, // U+1F600 + + // Match ASCII digits + {"5", "5", COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // Don't match outside any range + {"a", "", COMMON_PEG_PARSE_RESULT_FAIL}, + {std::string("\xF0\x9F\x9A\x80"), "", COMMON_PEG_PARSE_RESULT_FAIL}, // U+1F680 + + // Incomplete + {std::string("\xE4\xB8"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + {std::string("\xF0\x9F\x98"), "", COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + }; + + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.sequence({p.chars(R"([\u4E00-\u9FFF\U0001F600-\U0001F64F0-9])"), p.end()}); + }); + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + common_peg_parse_context ctx(tc.input, true); + auto result = parser.parse(ctx); + + // Assert result type matches + assert_result_equal(t, tc.expected_result, result.type); + + // Assert matched text if success or need_more_input + if (result.success() || result.need_more_input()) { + std::string matched = tc.input.substr(result.start, result.end - result.start); + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + }); + + t.test("until parser", [](testing &t) { + t.test("ASCII delimiter with Unicode content", [](testing &t) { + std::vector test_cases { + // CJK characters before delimiter + {std::string("\xE4\xBD\xA0\xE5\xA5\xBD"), std::string("\xE4\xBD\xA0\xE5\xA5\xBD"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // Emoji before delimiter + {std::string("\xF0\x9F\x98\x80"), std::string("\xF0\x9F\x98\x80"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // Mixed content + {std::string("Hello \xE4\xB8\x96\xE7\x95\x8C!"), std::string("Hello \xE4\xB8\x96\xE7\x95\x8C!"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + }; + + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.until(""); + }); + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + common_peg_parse_context ctx(tc.input, false); + auto result = parser.parse(ctx); + + assert_result_equal(t, tc.expected_result, result.type); + + if (result.success()) { + std::string matched = tc.input.substr(result.start, result.end - result.start); + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + + t.test("incomplete UTF-8 at end", [](testing &t) { + std::vector test_cases { + // Incomplete emoji at end, no delimiter + {std::string("content\xF0\x9F\x98"), std::string("content"), COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + + // Incomplete CJK at end, no delimiter + {std::string("hello\xE4\xB8"), std::string("hello"), COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + + // Complete content, no delimiter (should consume all valid UTF-8) + {std::string("\xE4\xBD\xA0\xE5\xA5\xBD"), std::string("\xE4\xBD\xA0\xE5\xA5\xBD"), COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + }; + + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.until(""); + }); + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + common_peg_parse_context ctx(tc.input, true); + auto result = parser.parse(ctx); + + assert_result_equal(t, tc.expected_result, result.type); + + if (result.success() || result.need_more_input()) { + std::string matched = tc.input.substr(result.start, result.end - result.start); + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + + t.test("malformed UTF-8", [](testing &t) { + std::vector test_cases { + // Invalid UTF-8 bytes + {std::string("Hello\xFF\xFE"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + + // Continuation byte without lead byte + {std::string("Hello\x80World"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + + // Invalid continuation byte + {std::string("\xC3\x28"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + }; + + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.until(""); + }); + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + common_peg_parse_context ctx(tc.input, false); + auto result = parser.parse(ctx); + + assert_result_equal(t, tc.expected_result, result.type); + }); + } + }); + }); + + t.test("json_string parser", [](testing &t) { + t.test("valid UTF-8 characters", [](testing &t) { + std::vector test_cases { + // ASCII only + {"Hello World\"", "Hello World", COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // 2-byte UTF-8 (accented characters) + {std::string("Caf\xC3\xA9\""), std::string("Caf\xC3\xA9"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // 3-byte UTF-8 (CJK) + {std::string("\xE4\xBD\xA0\xE5\xA5\xBD\""), std::string("\xE4\xBD\xA0\xE5\xA5\xBD"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // 4-byte UTF-8 (emoji) + {std::string("\xF0\x9F\x98\x80\""), std::string("\xF0\x9F\x98\x80"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // Mixed content + {std::string("Hello \xE4\xB8\x96\xE7\x95\x8C!\""), std::string("Hello \xE4\xB8\x96\xE7\x95\x8C!"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + }; + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.sequence({p.json_string_content(), p.literal("\"")}); + }); + + common_peg_parse_context ctx(tc.input, false); + auto result = parser.parse(ctx); + + assert_result_equal(t, tc.expected_result, result.type); + + if (result.success()) { + std::string matched = tc.input.substr(result.start, result.end - result.start - 1); // -1 to exclude closing quote + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + + t.test("incomplete UTF-8", [](testing &t) { + std::vector test_cases { + // Incomplete 2-byte sequence + {std::string("Caf\xC3"), std::string("Caf"), COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + + // Incomplete 3-byte sequence + {std::string("Hello\xE4\xB8"), std::string("Hello"), COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + + // Incomplete 4-byte sequence + {std::string("Text\xF0\x9F\x98"), std::string("Text"), COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + + // Incomplete at very start + {std::string("\xE4\xBD"), std::string(""), COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT}, + }; + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.json_string_content(); + }); + + common_peg_parse_context ctx(tc.input, true); + auto result = parser.parse(ctx); + + assert_result_equal(t, tc.expected_result, result.type); + + if (result.need_more_input()) { + std::string matched = tc.input.substr(result.start, result.end - result.start); + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + + t.test("malformed UTF-8", [](testing &t) { + std::vector test_cases { + // Invalid UTF-8 bytes + {std::string("Hello\xFF\xFE"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + + // Continuation byte without lead byte + {std::string("Hello\x80World"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + + // Invalid continuation byte + {std::string("\xC3\x28"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + + // Overlong encoding (security issue) + {std::string("\xC0\x80"), "", COMMON_PEG_PARSE_RESULT_FAIL}, + }; + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.json_string_content(); + }); + + common_peg_parse_context ctx(tc.input, false); + auto result = parser.parse(ctx); + + assert_result_equal(t, tc.expected_result, result.type); + }); + } + }); + + t.test("escape sequences with UTF-8", [](testing &t) { + std::vector test_cases { + // Unicode escape sequence + {"Hello\\u0041\"", "Hello\\u0041", COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // Mix of UTF-8 and escape sequences + {std::string("\xE4\xBD\xA0\\n\xE5\xA5\xBD\""), std::string("\xE4\xBD\xA0\\n\xE5\xA5\xBD"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + + // Escaped quote in UTF-8 string + {std::string("\xE4\xBD\xA0\\\"\xE5\xA5\xBD\""), std::string("\xE4\xBD\xA0\\\"\xE5\xA5\xBD"), COMMON_PEG_PARSE_RESULT_SUCCESS}, + }; + + for (size_t i = 0; i < test_cases.size(); i++) { + const auto & tc = test_cases[i]; + std::string test_name = "case " + std::to_string(i) + ": " + hex_dump(tc.input); + + t.test(test_name, [&](testing &t) { + auto parser = build_peg_parser([](common_peg_parser_builder& p) { + return p.sequence({p.json_string_content(), p.literal("\"")}); + }); + + common_peg_parse_context ctx(tc.input, false); + auto result = parser.parse(ctx); + + assert_result_equal(t, tc.expected_result, result.type); + + if (result.success()) { + std::string matched = tc.input.substr(result.start, result.end - result.start - 1); // -1 to exclude closing quote + t.assert_equal(tc.expected_text, matched); + } + }); + } + }); + }); +} diff --git a/tests/peg-parser/testing.h b/tests/peg-parser/testing.h new file mode 100644 index 0000000000..45ac4ca784 --- /dev/null +++ b/tests/peg-parser/testing.h @@ -0,0 +1,243 @@ +#pragma once + +#include "common.h" + +#include +#include +#include +#include +#include +#include + +struct testing { + std::ostream &out; + std::vector stack; + std::regex filter; + bool filter_tests = false; + bool throw_exception = false; + bool verbose = false; + int tests = 0; + int assertions = 0; + int failures = 0; + int unnamed = 0; + int exceptions = 0; + + static constexpr std::size_t status_column = 80; + + explicit testing(std::ostream &os = std::cout) : out(os) {} + + std::string indent() const { + if (stack.empty()) { + return ""; + } + return std::string((stack.size() - 1) * 2, ' '); + } + + std::string full_name() const { + return string_join(stack, "."); + } + + void log(const std::string & msg) { + if (verbose) { + out << indent() << " " << msg << "\n"; + } + } + + void set_filter(const std::string & re) { + filter = std::regex(re); + filter_tests = true; + } + + bool should_run() const { + if (filter_tests) { + if (!std::regex_match(full_name(), filter)) { + return false; + } + } + return true; + } + + template + void run_with_exceptions(F &&f, const char *ctx) { + try { + f(); + } catch (const std::exception &e) { + ++failures; + ++exceptions; + out << indent() << "UNHANDLED EXCEPTION (" << ctx << "): " << e.what() << "\n"; + if (throw_exception) { + throw; + } + } catch (...) { + ++failures; + ++exceptions; + out << indent() << "UNHANDLED EXCEPTION (" << ctx << "): unknown\n"; + if (throw_exception) { + throw; + } + } + } + + void print_result(const std::string &label, int new_failures, int new_assertions, const std::string &extra = "") const { + std::string line = indent() + label; + + std::string details; + if (new_assertions > 0) { + if (new_failures == 0) { + details = std::to_string(new_assertions) + " assertion(s)"; + } else { + details = std::to_string(new_failures) + " of " + + std::to_string(new_assertions) + " assertion(s) failed"; + } + } + if (!extra.empty()) { + if (!details.empty()) { + details += ", "; + } + details += extra; + } + + if (!details.empty()) { + line += " (" + details + ")"; + } + + std::string status = (new_failures == 0) ? "[PASS]" : "[FAIL]"; + + if (line.size() + 1 < status_column) { + line.append(status_column - line.size(), ' '); + } else { + line.push_back(' '); + } + + out << line << status << "\n"; + } + + template + void test(const std::string &name, F f) { + stack.push_back(name); + if (!should_run()) { + stack.pop_back(); + return; + } + + ++tests; + out << indent() << name << "\n"; + + int before_failures = failures; + int before_assertions = assertions; + + run_with_exceptions([&] { f(*this); }, "test"); + + int new_failures = failures - before_failures; + int new_assertions = assertions - before_assertions; + + print_result(name, new_failures, new_assertions); + + stack.pop_back(); + } + + template + void test(F f) { + test("test #" + std::to_string(++unnamed), f); + } + + template + void bench(const std::string &name, F f, int iterations = 100) { + stack.push_back(name); + if (!should_run()) { + stack.pop_back(); + return; + } + + ++tests; + out << indent() << "[bench] " << name << "\n"; + + int before_failures = failures; + int before_assertions = assertions; + + using clock = std::chrono::high_resolution_clock; + + std::chrono::microseconds duration(0); + + run_with_exceptions([&] { + for (auto i = 0; i < iterations; i++) { + auto start = clock::now(); + f(); + duration += std::chrono::duration_cast(clock::now() - start); + } + }, "bench"); + + auto avg_elapsed = duration.count() / iterations; + auto avg_elapsed_s = std::chrono::duration_cast>(duration).count() / iterations; + auto rate = (avg_elapsed_s > 0.0) ? (1.0 / avg_elapsed_s) : 0.0; + + int new_failures = failures - before_failures; + int new_assertions = assertions - before_assertions; + + std::string extra = + "n=" + std::to_string(iterations) + + " avg=" + std::to_string(avg_elapsed) + "us" + + " rate=" + std::to_string(int(rate)) + "/s"; + + print_result("[bench] " + name, new_failures, new_assertions, extra); + + stack.pop_back(); + } + + template + void bench(F f, int iterations = 100) { + bench("bench #" + std::to_string(++unnamed), f, iterations); + } + + // Assertions + bool assert_true(bool cond) { + return assert_true("", cond); + } + + bool assert_true(const std::string &msg, bool cond) { + ++assertions; + if (!cond) { + ++failures; + out << indent() << "ASSERT TRUE FAILED"; + if (!msg.empty()) { + out << " : " << msg; + } + out << "\n"; + return false; + } + return true; + } + + template + bool assert_equal(const A &expected, const B &actual) { + return assert_equal("", expected, actual); + } + + template + bool assert_equal(const std::string &msg, const A &expected, const B &actual) { + ++assertions; + if (!(actual == expected)) { + ++failures; + out << indent() << "ASSERT EQUAL FAILED"; + if (!msg.empty()) { + out << " : " << msg; + } + out << "\n"; + + out << indent() << " expected: " << expected << "\n"; + out << indent() << " actual : " << actual << "\n"; + return false; + } + return true; + } + + // Print summary and return an exit code + int summary() const { + out << "\n"; + out << "tests : " << tests << "\n"; + out << "assertions : " << assertions << "\n"; + out << "failures : " << failures << "\n"; + out << "exceptions : " << exceptions << "\n"; + return failures == 0 ? 0 : 1; + } +}; diff --git a/tests/peg-parser/tests.h b/tests/peg-parser/tests.h new file mode 100644 index 0000000000..25727682c8 --- /dev/null +++ b/tests/peg-parser/tests.h @@ -0,0 +1,24 @@ +#pragma once + +// Common includes for all test files +#include +#include +#include + +#include "testing.h" +#include "peg-parser.h" +#include "chat-peg-parser.h" +#include "simple-tokenize.h" + +struct bench_tool_call { + std::string id; + std::string name; + nlohmann::ordered_json args; +}; + +// Test function declarations +void test_basic(testing &t); +void test_json_parser(testing &t); +void test_gbnf_generation(testing &t); +void test_unicode(testing &t); +void test_json_serialization(testing &t); diff --git a/tests/test-arg-parser.cpp b/tests/test-arg-parser.cpp index a60ca12fe5..468d325e22 100644 --- a/tests/test-arg-parser.cpp +++ b/tests/test-arg-parser.cpp @@ -20,20 +20,20 @@ int main(void) { std::unordered_set seen_env_vars; for (const auto & opt : ctx_arg.options) { // check for args duplications - for (const auto & arg : opt.args) { + for (const auto & arg : opt.get_args()) { if (seen_args.find(arg) == seen_args.end()) { seen_args.insert(arg); } else { - fprintf(stderr, "test-arg-parser: found different handlers for the same argument: %s", arg); + fprintf(stderr, "test-arg-parser: found different handlers for the same argument: %s", arg.c_str()); exit(1); } } // check for env var duplications - if (opt.env) { - if (seen_env_vars.find(opt.env) == seen_env_vars.end()) { - seen_env_vars.insert(opt.env); + for (const auto & env : opt.get_env()) { + if (seen_env_vars.find(env) == seen_env_vars.end()) { + seen_env_vars.insert(env); } else { - fprintf(stderr, "test-arg-parser: found different handlers for the same env var: %s", opt.env); + fprintf(stderr, "test-arg-parser: found different handlers for the same env var: %s", env.c_str()); exit(1); } } @@ -72,6 +72,10 @@ int main(void) { argv = {"binary_name", "--draft", "123"}; assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_EMBEDDING)); + // negated arg + argv = {"binary_name", "--no-mmap"}; + assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON)); + printf("test-arg-parser: test valid usage\n\n"); @@ -115,6 +119,14 @@ int main(void) { assert(params.model.path == "blah.gguf"); assert(params.cpuparams.n_threads == 1010); + printf("test-arg-parser: test negated environment variables\n\n"); + + setenv("LLAMA_ARG_MMAP", "0", true); + setenv("LLAMA_ARG_NO_PERF", "1", true); // legacy format + argv = {"binary_name"}; + assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON)); + assert(params.use_mmap == false); + assert(params.no_perf == true); printf("test-arg-parser: test environment variables being overwritten\n\n"); diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 60bab47b9f..416218b5b8 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -41,12 +41,18 @@ #include #include +#ifdef __EMSCRIPTEN__ +# define N_THREADS 1 +#else +# define N_THREADS std::thread::hardware_concurrency() +#endif + static void init_tensor_uniform(ggml_tensor * tensor, float min = -1.0f, float max = 1.0f) { size_t nels = ggml_nelements(tensor); std::vector data(nels); { // parallel initialization - static const size_t n_threads = std::thread::hardware_concurrency(); + static const size_t n_threads = N_THREADS; // static RNG initialization (revisit if n_threads stops being constant) static std::vector generators = []() { std::random_device rd; @@ -65,15 +71,19 @@ static void init_tensor_uniform(ggml_tensor * tensor, float min = -1.0f, float m } }; - std::vector> tasks; - tasks.reserve(n_threads); - for (size_t i = 0; i < n_threads; i++) { - size_t start = i*nels/n_threads; - size_t end = (i+1)*nels/n_threads; - tasks.push_back(std::async(std::launch::async, init_thread, i, start, end)); - } - for (auto & t : tasks) { - t.get(); + if (n_threads == 1) { + init_thread(0, 0, nels); + } else { + std::vector> tasks; + tasks.reserve(n_threads); + for (size_t i = 0; i < n_threads; i++) { + size_t start = i*nels/n_threads; + size_t end = (i+1)*nels/n_threads; + tasks.push_back(std::async(std::launch::async, init_thread, i, start, end)); + } + for (auto & t : tasks) { + t.get(); + } } } @@ -105,17 +115,23 @@ static void init_tensor_uniform(ggml_tensor * tensor, float min = -1.0f, float m }; const size_t min_blocks_per_thread = 1; - const size_t n_threads = std::min(std::thread::hardware_concurrency()/2, - std::max(1, n_blocks / min_blocks_per_thread)); - std::vector> tasks; - tasks.reserve(n_threads); - for (size_t i = 0; i < n_threads; i++) { - size_t start = i*n_blocks/n_threads; - size_t end = (i+1)*n_blocks/n_threads; - tasks.push_back(std::async(std::launch::async, quantize_thread, start, end)); - } - for (auto & t : tasks) { - t.get(); + const size_t n_quant_threads = std::min(std::max(N_THREADS/2, 1), + std::max(1, n_blocks / min_blocks_per_thread)); + + if (n_quant_threads == 1) { + // single-threaded quantization: do all blocks in the current thread + quantize_thread(0, n_blocks); + } else { + std::vector> tasks; + tasks.reserve(n_quant_threads); + for (size_t i = 0; i < n_quant_threads; i++) { + size_t start = i*n_blocks/n_quant_threads; + size_t end = (i+1)*n_blocks/n_quant_threads; + tasks.push_back(std::async(std::launch::async, quantize_thread, start, end)); + } + for (auto & t : tasks) { + t.get(); + } } } ggml_backend_tensor_set(tensor, dataq.data(), 0, dataq.size()); @@ -270,10 +286,11 @@ static double nmse(const float * a, const float * b, size_t n) { return mse_a_b / mse_a_0; } -// difference between 2 integer sets (Jaccard distance, 0 - no difference, 1 - no overlap) -static double jdst(const int32_t * a, const int32_t * b, size_t n) { - std::unordered_map set_a; - std::unordered_map set_b; +// difference between 2 sets (Jaccard distance, 0 - no difference, 1 - no overlap) +template +static double jdst(const T * a, const T * b, size_t n) { + std::unordered_map set_a; + std::unordered_map set_b; for (size_t i = 0; i < n; ++i) { set_a[a[i]]++; @@ -1446,14 +1463,14 @@ struct test_case { const uint64_t target_flops_cpu = 8ULL * GFLOP; const uint64_t target_flops_gpu = 100ULL * GFLOP; uint64_t target_flops = is_cpu ? target_flops_cpu : target_flops_gpu; - n_runs = std::min(ggml_graph_size(gf) - ggml_graph_n_nodes(gf), target_flops / op_flops(out)) + 1; + n_runs = (int)std::min(ggml_graph_size(gf) - ggml_graph_n_nodes(gf), target_flops / op_flops(out)) + 1; } else { // based on memory size const size_t GB = 1ULL << 30; const size_t target_size_cpu = 8 * GB; const size_t target_size_gpu = 32 * GB; size_t target_size = is_cpu ? target_size_cpu : target_size_gpu; - n_runs = std::min(ggml_graph_size(gf) - ggml_graph_n_nodes(gf), target_size / op_size(out)) + 1; + n_runs = (int)std::min(ggml_graph_size(gf) - ggml_graph_n_nodes(gf), target_size / op_size(out)) + 1; } // duplicate the op @@ -4985,42 +5002,94 @@ struct test_top_k : public test_case { const ggml_type type; const std::array ne; const int k; + const bool ties; + ggml_tensor * input {}; std::string vars() override { - return VARS_TO_STR3(type, ne, k); + return VARS_TO_STR4(type, ne, k, ties); } test_top_k(ggml_type type = GGML_TYPE_F32, std::array ne = {16, 10, 10, 10}, - int k = 4) - : type(type), ne(ne), k(k) {} + int k = 4, bool ties = false) + : type(type), ne(ne), k(k), ties(ties) {} double max_err() override { return 0.0; } + // When there are ties, only validate the final result. + // The logic in err can't handle the sentinel tensors. + bool run_whole_graph() override { return ties; } + double err(const float * a, const float * b, size_t n) override { - std::vector ia(n); - std::vector ib(n); + // When there are no ties, we expect the exact same set of indices, + // but possibly in a different order. When there are ties, the indices + // can be different but the input values they correspond to should be + // the same. The logic for ties could work for non-ties, but only for + // the output tensor, not for the sentinel tensors. + if (ties) { + std::vector src(ggml_nelements(input)); - double diff = 0.0f; + ggml_backend_tensor_get(input, src.data(), 0, ggml_nelements(input) * ggml_type_size(type)); - for (size_t i = 0; i < n; i++) { - ia[i] = (int32_t) a[i]; - ib[i] = (int32_t) b[i]; + double diff = 0.0f; - // penalize the result if the data is not integer valued - diff += std::fabs(a[i] - ia[i]); - diff += std::fabs(b[i] - ib[i]); + GGML_ASSERT(n == (size_t)(ggml_nrows(input) * k)); + int64_t cols = input->ne[0]; + std::vector ia(k); + std::vector ib(k); + std::vector asrc(k); + std::vector bsrc(k); + for (int64_t r = 0; r < ggml_nrows(input); r++) { + // Convert indices for the row back to integer + for (int64_t c = 0; c < k; c++) { + ia[c] = (int32_t)a[r * k + c]; + ib[c] = (int32_t)b[r * k + c]; + } + // The src values for each row should match. + for (int64_t c = 0; c < k; c++) { + asrc[c] = src[r * cols + ia[c]]; + bsrc[c] = src[r * cols + ib[c]]; + } + diff += jdst(asrc.data(), bsrc.data(), k); + // There should be no duplicate indices + std::sort(ia.begin(), ia.end()); + std::sort(ib.begin(), ib.end()); + if (std::adjacent_find(ia.begin(), ia.end()) != ia.end()) { + diff += 1; + } + if (std::adjacent_find(ib.begin(), ib.end()) != ib.end()) { + diff += 1; + } + } + return diff; + } else { + std::vector ia(n); + std::vector ib(n); + + double diff = 0.0f; + + for (size_t i = 0; i < n; i++) { + ia[i] = (int32_t) a[i]; + ib[i] = (int32_t) b[i]; + + // penalize the result if the data is not integer valued + diff += std::fabs(a[i] - ia[i]); + diff += std::fabs(b[i] - ib[i]); + } + + return diff + jdst(ia.data(), ib.data(), n); } - - return diff + jdst(ia.data(), ib.data(), n); } ggml_tensor * build_graph(ggml_context * ctx) override { ggml_tensor * a = ggml_new_tensor(ctx, type, 4, ne.data()); ggml_set_name(a, "a"); + // Save 'a' for err() + input = a; + ggml_tensor * out = ggml_top_k(ctx, a, k); ggml_set_name(out, "out"); @@ -5031,11 +5100,16 @@ struct test_top_k : public test_case { std::random_device rd; std::default_random_engine rng(rd()); for (ggml_tensor * t = ggml_get_first_tensor(ctx); t != NULL; t = ggml_get_next_tensor(ctx, t)) { - // initialize with unique values to avoid ties + int tie_denom = std::max(1, std::min(10, k / 2)); for (int64_t r = 0; r < ggml_nrows(t); r++) { std::vector data(t->ne[0]); for (int i = 0; i < t->ne[0]; i++) { - data[i] = i; + if (ties) { + // integer division to introduce duplicates + data[i] = i / tie_denom; + } else { + data[i] = i; + } } std::shuffle(data.begin(), data.end(), rng); ggml_backend_tensor_set(t, data.data(), r * t->nb[1], t->ne[0] * sizeof(float)); @@ -5530,21 +5604,24 @@ struct test_pad : public test_case { const std::array ne_a; const int pad_0; const int pad_1; + const bool circular; std::string vars() override { - return VARS_TO_STR4(type, ne_a, pad_0, pad_1); + return VARS_TO_STR5(type, ne_a, pad_0, pad_1, circular); } test_pad(ggml_type type = GGML_TYPE_F32, std::array ne_a = {512, 512, 1, 1}, - int pad_0 = 1, int pad_1 = 1) - : type(type), ne_a(ne_a), pad_0(pad_0), pad_1(pad_1) {} + int pad_0 = 1, int pad_1 = 1, bool circular = false) + : type(type), ne_a(ne_a), pad_0(pad_0), pad_1(pad_1), circular(circular) {} ggml_tensor * build_graph(ggml_context * ctx) override { ggml_tensor * a = ggml_new_tensor(ctx, type, 4, ne_a.data()); ggml_set_name(a, "a"); - ggml_tensor * out = ggml_pad(ctx, a, pad_0, pad_1, 0, 0); + ggml_tensor * out = circular + ? ggml_pad_circular(ctx, a, pad_0, pad_1, 0, 0) + : ggml_pad(ctx, a, pad_0, pad_1, 0, 0); ggml_set_name(out, "out"); return out; @@ -5564,17 +5641,19 @@ struct test_pad_ext : public test_case { const int lp3; const int rp3; const bool v; + const bool circular; std::string vars() override { - return VARS_TO_STR11(type, ne_a, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3, v); + return VARS_TO_STR12(type, ne_a, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3, v, circular); } test_pad_ext(ggml_type type = GGML_TYPE_F32, std::array ne_a = {512, 512, 3, 1}, int lp0 = 1, int rp0 = 1, int lp1 = 1, int rp1 = 1, int lp2 = 1, int rp2 = 1, int lp3 = 1, int rp3 = 1, - bool v = false) - : type(type), ne_a(ne_a), lp0(lp0), rp0(rp0), lp1(lp1), rp1(rp1), lp2(lp2), rp2(rp2), lp3(lp3), rp3(rp3), v(v) {} + bool v = false, bool circular = false) + : type(type), ne_a(ne_a), lp0(lp0), rp0(rp0), lp1(lp1), rp1(rp1), lp2(lp2), rp2(rp2), lp3(lp3), rp3(rp3), + v(v), circular(circular) {} ggml_tensor * build_graph(ggml_context * ctx) override { ggml_tensor * a = ggml_new_tensor(ctx, type, 4, ne_a.data()); @@ -5585,7 +5664,9 @@ struct test_pad_ext : public test_case { ggml_set_name(a, "view of a"); } - ggml_tensor * out = ggml_pad_ext(ctx, a, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3); + ggml_tensor * out = circular + ? ggml_pad_ext_circular(ctx, a, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3) + : ggml_pad_ext(ctx, a, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3); ggml_set_name(out, "out"); return out; @@ -5794,7 +5875,7 @@ struct test_flash_attn_ext : public test_case { ggml_tensor * m = nullptr; if (mask) { - m = ggml_new_tensor_4d(ctx, GGML_TYPE_F16, kv, GGML_PAD(nb, GGML_KQ_MASK_PAD), 1, nr23[1]); + m = ggml_new_tensor_4d(ctx, GGML_TYPE_F16, kv, nb, 1, nr23[1]); ggml_set_name(m, "m"); } @@ -6130,6 +6211,15 @@ struct test_solve_tri : public test_case { std::string vars() override { return VARS_TO_STR3(type, ne_lhs, ne_rhs); } + uint64_t op_flops(ggml_tensor * t) override { + GGML_UNUSED(t); + int64_t n = ne_lhs[0]; + int64_t k = ne_rhs[0]; + int64_t batch = ne_lhs[2] * ne_lhs[3]; + // n * (n + 1) / 2 non-zero elements of lhs, 2 flops each, for each col of rhs + return n * (n + 1) * k * batch; + } + test_solve_tri(ggml_type type = GGML_TYPE_F32, std::array ne_lhs = { 10, 10, 4, 3 }, std::array ne_rhs = { 3, 10, 4, 3 } @@ -6163,6 +6253,31 @@ struct test_solve_tri : public test_case { } }; +// GGML_OP_DIAG +struct test_diag : public test_case { + const ggml_type type; + const std::array ne; + + std::string vars() override { return VARS_TO_STR2(type, ne); } + + test_diag(ggml_type type = GGML_TYPE_F32, + std::array ne = { 10, 1, 4, 3 }) + : type(type), ne(ne) {} + + ggml_tensor * build_graph(ggml_context * ctx) override { + GGML_ASSERT(ne[1] == 1); + ggml_tensor * a = ggml_new_tensor_4d(ctx, type, ne[0], ne[1], ne[2], ne[3]); + ggml_set_param(a); + ggml_set_name(a, "a"); + + ggml_tensor * out = ggml_diag(ctx, a); + ggml_set_name(out, "out"); + + return out; + } +}; + + enum llm_norm_type { LLM_NORM, LLM_NORM_RMS, @@ -6966,6 +7081,7 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_conv_transpose_2d({3, 2, 3, 1}, {2, 2, 1, 3}, 1)); test_cases.emplace_back(new test_conv_transpose_2d({10, 10, 9, 1}, {3, 3, 1, 9}, 2)); + test_cases.emplace_back(new test_conv_transpose_2d({129, 63, 35, 1}, {3, 3, 48, 35}, 1)); test_cases.emplace_back(new test_count_equal(GGML_TYPE_F32, {4, 500, 1, 1})); test_cases.emplace_back(new test_count_equal(GGML_TYPE_F32, {4, 5000, 1, 1})); @@ -7536,6 +7652,9 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_soft_max(GGML_TYPE_F32, {32, 2, 32, 1}, true, true, GGML_TYPE_F32, {1, 1}, 0.1f, 8.0f)); test_cases.emplace_back(new test_soft_max(GGML_TYPE_F32, {32, 2, 32, 1}, true, true, GGML_TYPE_F16, {1, 1}, 0.1f, 8.0f)); + test_cases.emplace_back(new test_soft_max(GGML_TYPE_F32, {200001, 2, 3, 1}, true, true, GGML_TYPE_F32, {1, 1}, 0.1f, 8.0f)); + test_cases.emplace_back(new test_soft_max(GGML_TYPE_F32, {200001, 2, 3, 1}, true, true, GGML_TYPE_F16, {1, 1}, 0.1f, 8.0f)); + for (float max_bias : {0.0f, 8.0f}) { for (float scale : {1.0f, 0.1f}) { for (int64_t ne0 : {16, 1024}) { @@ -7640,6 +7759,7 @@ static std::vector> make_test_cases_eval() { if (k <= 1<> make_test_cases_eval() { // test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {i, 2, 1, 3}, rand() % i + 1)); //} - for (ggml_scale_mode mode : {GGML_SCALE_MODE_NEAREST, GGML_SCALE_MODE_BILINEAR, GGML_SCALE_MODE_BICUBIC}) { + for (ggml_scale_mode mode : {GGML_SCALE_MODE_NEAREST, GGML_SCALE_MODE_BILINEAR, GGML_SCALE_MODE_BICUBIC, ggml_scale_mode(GGML_SCALE_MODE_BILINEAR | GGML_SCALE_FLAG_ANTIALIAS)}) { test_cases.emplace_back(new test_upscale(GGML_TYPE_F32, {512, 512, 3, 2}, 2, mode)); test_cases.emplace_back(new test_upscale(GGML_TYPE_F32, {512, 512, 3, 2}, 2, mode, true)); test_cases.emplace_back(new test_interpolate(GGML_TYPE_F32, {2, 5, 7, 11}, {5, 7, 11, 13}, mode)); @@ -7697,6 +7817,7 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_group_norm_mul_add(GGML_TYPE_F32, {9, 9, 1280, 1})); test_cases.emplace_back(new test_acc()); test_cases.emplace_back(new test_pad()); + test_cases.emplace_back(new test_pad(GGML_TYPE_F32, {33, 17, 2, 1}, 4, 3, true)); // circular test_cases.emplace_back(new test_pad_ext()); test_cases.emplace_back(new test_pad_reflect_1d()); test_cases.emplace_back(new test_pad_reflect_1d(GGML_TYPE_F32, {3000, 384, 4, 1})); @@ -7709,6 +7830,7 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 10, 5, 4, 3 })); test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 127, 5, 4, 3 })); test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 128, 5, 4, 3 })); + test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 128, 128, 4, 4 })); test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 255, 5, 4, 3 })); test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 256, 5, 4, 3 })); test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 511, 5, 4, 3 })); @@ -7732,17 +7854,40 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_fill(-152.0f, GGML_TYPE_F32, { 800, 600, 4, 4 })); test_cases.emplace_back(new test_fill(3.5f, GGML_TYPE_F32, { 2048, 512, 2, 2 })); + test_cases.emplace_back(new test_diag()); + test_cases.emplace_back(new test_diag(GGML_TYPE_F32, { 79, 1, 19, 13 })); + test_cases.emplace_back(new test_diag(GGML_TYPE_F32, { 256, 1, 8, 16 })); + test_cases.emplace_back(new test_solve_tri()); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 11, 11, 1, 1 }, { 5, 11, 1, 1 })); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 17, 17, 2, 4 }, { 9, 17, 2, 4 })); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 30, 30, 7, 1 }, { 8, 30, 7, 1 })); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 42, 42, 5, 2 }, { 10, 42, 5, 2 })); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 64, 64, 2, 2 }, { 10, 64, 2, 2 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 64, 64, 2, 2 }, { 64, 64, 2, 2 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 79, 79, 5, 3 }, { 417, 79, 5, 3 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 4, 2 }, { 32, 128, 4, 2 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 80, 80, 2, 8 }, { 80, 80, 2, 8 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 80, 80, 2, 8 }, { 79, 80, 2, 8 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 80, 80, 2, 8 }, { 81, 80, 2, 8 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 80, 80, 8, 8 }, { 80, 80, 8, 8 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 80, 80, 8, 8 }, { 79, 80, 8, 8 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 80, 80, 8, 8 }, { 81, 80, 8, 8 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 84, 84, 4, 4 }, { 32, 84, 4, 4 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 95, 95, 8, 8 }, { 40, 95, 8, 8 })); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 100, 100, 4, 4 }, { 41, 100, 4, 4 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 4, 4 }, { 31, 128, 4, 4 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 4, 4 }, { 32, 128, 4, 4 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 3, 4 }, { 32, 128, 3, 4 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 4, 1 }, { 32, 128, 4, 1 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 64, 64, 4, 4 }, { 200, 64, 4, 4 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 64, 64, 4, 4 }, { 384, 64, 4, 4 })); for (bool v : {false, true}) { - test_cases.emplace_back(new test_pad_ext(GGML_TYPE_F32, {512, 512, 1, 1}, 0, 1, 0, 1, 0, 0, 0, 0, v)); - test_cases.emplace_back(new test_pad_ext(GGML_TYPE_F32, {11, 22, 33, 44}, 1, 2, 3, 4, 5, 6, 7, 8, v)); + for (bool circular : {false, true}) { + test_cases.emplace_back(new test_pad_ext(GGML_TYPE_F32, {512, 512, 1, 1}, 0, 1, 0, 1, 0, 0, 0, 0, v, circular)); + test_cases.emplace_back(new test_pad_ext(GGML_TYPE_F32, {11, 22, 33, 44}, 1, 2, 3, 4, 5, 6, 7, 8, v, circular)); + } } for (int hsk : { 40, 64, 72, 80, 96, 128, 192, 256, 576 }) { @@ -7829,8 +7974,12 @@ static std::vector> make_test_cases_eval() { for (bool with_norm : {false, true}) { test_cases.emplace_back(new test_topk_moe({8, 22, 1, 1}, 4, with_norm)); + test_cases.emplace_back(new test_topk_moe({31, 22, 1, 1}, 8, with_norm)); test_cases.emplace_back(new test_topk_moe({32, 22, 1, 1}, 8, with_norm)); + test_cases.emplace_back(new test_topk_moe({40, 22, 1, 1}, 8, with_norm)); + test_cases.emplace_back(new test_topk_moe({71, 22, 1, 1}, 8, with_norm)); test_cases.emplace_back(new test_topk_moe({128, 1, 1, 1}, 128, with_norm)); + test_cases.emplace_back(new test_topk_moe({129, 1, 1, 1}, 128, with_norm)); } test_cases.emplace_back(new test_topk_moe({ 8, 22, 1, 1 }, 4, /*with_norm*/ false, /*delayed_softmax*/ true)); @@ -7880,6 +8029,8 @@ static std::vector> make_test_cases_perf() { { 58, 3, 64, 32, 8 }, // A deep layer of a ConvNet, several images in the batch { 16, 3, 512, 128, 8 }, + // High resolution output (large NPQ) + {1536, 3, 64, 32, 1 }, }; for (auto kernel_type : {GGML_TYPE_F32, GGML_TYPE_F16}) { @@ -7935,8 +8086,20 @@ static std::vector> make_test_cases_perf() { test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 16416, 1, 128, {8, 1}, {4, 1}, {0, 2, 1, 3})); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 128, 1, 16416, {8, 1}, {4, 1}, {0, 1, 2, 3}, 2*16416)); - test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 64, 64, 4, 2 }, { 6, 64, 4, 2 })); - test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 4, 1 }, { 8, 128, 4, 1 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 64, 64, 4, 4 }, { 32, 64, 4, 4 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 4, 2 }, { 32, 128, 4, 2 })); + // qwen3next with CHUNK_SIZE 64 + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 64, 64, 8, 32 }, { 64, 64, 8, 32 })); + // qwen3next with CHUNK_SIZE 128 + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 128, 128, 4, 32 }, { 128, 128, 4, 32 })); + test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 256, 256, 4, 2 }, { 128, 256, 4, 2 })); + + test_cases.emplace_back(new test_tri(GGML_TRI_TYPE_LOWER, GGML_TYPE_F32, { 256, 256, 4, 4 })); + test_cases.emplace_back(new test_tri(GGML_TRI_TYPE_UPPER_DIAG, GGML_TYPE_F32, { 1024, 1024, 8, 4 })); + + test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 128, 128, 4, 4 })); + test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 2048, 16, 5, 4 })); + test_cases.emplace_back(new test_cumsum(GGML_TYPE_F32, { 20000, 10, 4, 1 })); for (int bs : {1, 2, 3, 4, 5, 8, 512}) { for (ggml_type type_a : all_types) { @@ -8043,7 +8206,9 @@ static std::vector> make_test_cases_perf() { } test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {65000, 16, 1, 1})); - for (auto k : {1, 10, 40}) { + + test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {2, 1, 1, 1}, 1)); + for (auto k : {1, 10, 40, 400}) { for (auto nrows : {1, 16}) { for (auto cols : {k, 1000, 65000, 200000}) { test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {cols, nrows, 1, 1}, k)); @@ -8051,6 +8216,13 @@ static std::vector> make_test_cases_perf() { } } + // Examples from granite-4.0-h-1b/ggml-model-Q8_0.gguf + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {515, 3328, 1, 1}, {4, 3328, 1, 1})); // prefill + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {4, 3328, 1, 1}, {4, 3328, 1, 1})); // generate + test_cases.emplace_back(new test_ssm_scan(GGML_TYPE_F32, 128, 64, 48, 1, 512, 1)); // prefill + test_cases.emplace_back(new test_ssm_scan(GGML_TYPE_F32, 128, 64, 48, 1, 1, 1)); // generate + + return test_cases; } @@ -8361,7 +8533,7 @@ int main(int argc, char ** argv) { auto ggml_backend_set_n_threads_fn = (ggml_backend_set_n_threads_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_n_threads"); if (ggml_backend_set_n_threads_fn) { // TODO: better value for n_threads - ggml_backend_set_n_threads_fn(backend, std::thread::hardware_concurrency()); + ggml_backend_set_n_threads_fn(backend, N_THREADS); } size_t free, total; // NOLINT diff --git a/tests/test-barrier.cpp b/tests/test-barrier.cpp index 04c27761dc..61f73adfd2 100644 --- a/tests/test-barrier.cpp +++ b/tests/test-barrier.cpp @@ -11,19 +11,7 @@ #define MAX_NARGS 2 -int main(int argc, char *argv[]) { - - int n_threads = std::max(1, std::min(4, (int) std::thread::hardware_concurrency())); - int n_rounds = 100; - - if (argc > 1) { - n_threads = std::atoi(argv[1]); - } - - if (argc > 2) { - n_rounds = std::atoi(argv[2]); - } - +static void test_barrier(int n_threads, int n_rounds) { struct ggml_init_params params = { /* .mem_size = */ 1024*1024*1024, /* .mem_buffer = */ NULL, @@ -56,7 +44,7 @@ int main(int argc, char *argv[]) { exit(1); } - // Create compute plan + // The test runs with constant number of threads struct ggml_cplan cplan = ggml_graph_plan(gf, n_threads, threadpool); std::vector work_data(cplan.work_size); @@ -89,6 +77,160 @@ int main(int argc, char *argv[]) { ggml_threadpool_free(threadpool); ggml_free(ctx); +} + +static void test_active(int n_threads, int n_rounds) { + struct ggml_init_params params = { + /* .mem_size = */ 1024*1024*1024, + /* .mem_buffer = */ NULL, + /* .no_alloc = */ false, + }; + + struct ggml_context * ctx = ggml_init(params); + + // Create graph + struct ggml_cgraph * gf = ggml_new_graph(ctx); + + // Small graph with, parallel ops with barriers + struct ggml_tensor * out = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 64); + for (int i = 0; i < 2; i++) { + struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 64, 128); + out = ggml_mul_mat(ctx, a, out); + + struct ggml_tensor * d = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 128, 64); + out = ggml_mul_mat(ctx, d, out); + } + + ggml_build_forward_expand(gf, out); + int n_nodes = ggml_graph_n_nodes(gf); + + // Create threadpool + struct ggml_threadpool_params tpp = ggml_threadpool_params_default(n_threads); + struct ggml_threadpool* threadpool = ggml_threadpool_new(&tpp); + if (!threadpool) { + fprintf(stderr, "threadpool create failed : n_threads %d\n", n_threads); + exit(1); + } + + std::cerr << "graph-compute with" + << "\n n_threads: " << n_threads + << "\n n_nodes: " << n_nodes + << "\n n_rounds: " << n_rounds + << "\n"; + // ggml_graph_print(gf); + + // In this test we keep changing the number of threads every 4th iteration + // to test for race conditions in that path + + for (int i=0; i < n_rounds; i++) { + struct ggml_cplan cplan = ggml_graph_plan(gf, (i % 4) == 0 ? 1 : n_threads, threadpool); + + std::vector work_data(cplan.work_size); + cplan.work_data = work_data.data(); + + ggml_graph_compute(gf, &cplan); + } + + ggml_threadpool_free(threadpool); + ggml_free(ctx); +} + +static void test_multi_graph(int n_threads, int n_rounds) { + struct ggml_init_params params = { + /* .mem_size = */ 1024*1024*1024, + /* .mem_buffer = */ NULL, + /* .no_alloc = */ false, + }; + + struct ggml_context * ctx = ggml_init(params); + + // Create graphs + struct ggml_cgraph * gf0 = ggml_new_graph(ctx); + { + // Small graph with parallel ops with barriers + struct ggml_tensor * out = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 64); + for (int i = 0; i < 2; i++) { + struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 64, 128); + out = ggml_mul_mat(ctx, a, out); + + struct ggml_tensor * d = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 128, 64); + out = ggml_mul_mat(ctx, d, out); + } + + ggml_build_forward_expand(gf0, out); + } + + struct ggml_cgraph * gf1 = ggml_new_graph(ctx); + { + // Small graph with parallel ops with barriers + // Use larger tensors to make sure work_data size is larger than gf0 + struct ggml_tensor * out = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 256); + for (int i = 0; i < 4; i++) { + struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 256, 128); + out = ggml_mul_mat(ctx, a, out); + + struct ggml_tensor * d = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 128, 256); + out = ggml_mul_mat(ctx, d, out); + } + + ggml_build_forward_expand(gf1, out); + } + + + // Create threadpool + struct ggml_threadpool_params tpp = ggml_threadpool_params_default(n_threads); + struct ggml_threadpool* threadpool = ggml_threadpool_new(&tpp); + if (!threadpool) { + fprintf(stderr, "threadpool create failed : n_threads %d\n", n_threads); + exit(1); + } + + std::cerr << "graph-compute with" + << "\n gf0 n_nodes: " << ggml_graph_n_nodes(gf0) + << "\n gf1 n_nodes: " << ggml_graph_n_nodes(gf1) + << "\n n_threads: " << n_threads + << "\n n_rounds: " << n_rounds + << "\n"; + + // In this test we keep changing the number of threads every 4th iteration + // and we compute two graphs back to back to test graph frequent graph switching + + for (int i=0; i < n_rounds; i++) { + struct ggml_cplan cplan0 = ggml_graph_plan(gf0, (i % 4) == 0 ? 1 : n_threads, threadpool); + std::vector work_data0(cplan0.work_size); + cplan0.work_data = work_data0.data(); + + struct ggml_cplan cplan1 = ggml_graph_plan(gf1, (i % 4) == 0 ? 1 : n_threads, threadpool); + std::vector work_data1(cplan1.work_size); + cplan1.work_data = work_data1.data(); + + ggml_graph_compute(gf0, &cplan0); + ggml_graph_compute(gf1, &cplan1); + } + + ggml_threadpool_free(threadpool); + ggml_free(ctx); +} + + +int main(int argc, char *argv[]) { + + int n_threads = std::max(1, std::min(4, (int) std::thread::hardware_concurrency())); + int n_rounds = 100; + + if (argc > 1) { + n_threads = std::atoi(argv[1]); + } + + if (argc > 2) { + n_rounds = std::atoi(argv[2]); + } + + test_barrier(n_threads, n_rounds); + + test_active(n_threads, n_rounds * 100); + + test_multi_graph(n_threads, n_rounds * 10); return 0; } diff --git a/tests/test-chat-peg-parser.cpp b/tests/test-chat-peg-parser.cpp new file mode 100644 index 0000000000..fbbb9c82ef --- /dev/null +++ b/tests/test-chat-peg-parser.cpp @@ -0,0 +1,768 @@ +#include +#include +#include + +#include "chat-parser.h" +#include "chat-peg-parser.h" +#include "chat.h" +#include "common.h" +#include "json-schema-to-grammar.h" +#include "peg-parser.h" +#include "peg-parser/testing.h" +#include "peg-parser/simple-tokenize.h" +#include "nlohmann/json.hpp" + +using json = nlohmann::ordered_json; + +static json create_tools(); +static void test_example_native(testing & t); +static void test_example_qwen3_coder(testing & t); +static void test_command7_parser_compare(testing & t); + +int main(int argc, char *argv[]) { + testing t(std::cout); + if (argc >= 2) { + t.set_filter(argv[1]); + } + + const char * verbose = getenv("LLAMA_TEST_VERBOSE"); + if (verbose) { + t.verbose = std::string(verbose) == "1"; + } + + t.test("native", test_example_native); + t.test("qwen3 coder", test_example_qwen3_coder); + t.test("comparison", test_command7_parser_compare); + + return t.summary(); +} + +static json create_tools() { + json tools = json::array(); + + json tool_weather = { + {"type", "function"}, + {"function", { + {"name", "get_current_weather"}, + {"description", "Get the current weather in a given location"}, + {"parameters", { + {"type", "object"}, + {"properties", { + {"location", { + {"type", "string"}, + {"description", "The city and state, e.g. San Francisco, CA"} + }}, + {"unit", { + {"type", "string"}, + {"enum", {"celsius", "fahrenheit"}}, + {"description", "The temperature unit to use. Infer this from the users location."} + }} + }}, + {"required", {"location", "unit"}}, + }}, + }} + }; + tools.push_back(tool_weather); + + json tool_forecast = { + {"type", "function"}, + {"function", { + {"name", "get_forecast"}, + {"description", "Get the weather forecast for a given location"}, + {"parameters", { + {"type", "object"}, + {"properties", { + {"location", { + {"type", "string"}, + {"description", "The city and state, e.g. San Francisco, CA"} + }}, + {"unit", { + {"type", "string"}, + {"enum", {"celsius", "fahrenheit"}}, + {"description", "The temperature unit to use. Infer this from the users location."} + }}, + {"days", { + {"type", "integer"}, + {"description", "Number of days to forecast (1-10)"}, + {"minimum", 1}, + {"maximum", 10} + }} + }}, + {"required", {"location", "unit"}}, + }}, + }} + }; + tools.push_back(tool_forecast); + + json tool_search = { + {"type", "function"}, + {"function", { + {"name", "search_knowledge_base"}, + {"description", "Search the internal technical documentation knowledge base."}, + {"parameters", { + {"type", "object"}, + {"properties", { + {"query", { + {"type", "string"}, + {"description", "The search query string."} + }}, + {"max_results", { + {"type", "integer"}, + {"description", "The maximum number of results to return."}, + {"default", 5} + }}, + {"category", { + {"type", "string"}, + {"enum", {"api", "troubleshooting", "billing", "general"}}, + {"description", "Filter search by specific category."} + }} + }}, + {"required", {"query", "category"}}, + {"additionalProperties", false} + }}, + {"strict", true} + }} + }; + tools.push_back(tool_search); + + return tools; +} + +struct tool_argument { + std::string name; + std::string type; + bool is_required; + json schema; +}; + +struct tool_definition { + std::string name; + std::vector arguments; + json schema; +}; + +// Test fictitious model output that emits arguments as JSON. +static void test_example_native(testing & t) { + struct test_case { + // Parameters + std::string name; + json tools; + common_chat_tool_choice tool_choice; + common_reasoning_format reasoning_format; + json json_schema; + bool parallel_tool_calls; + bool thinking_forced_open; + std::string input; + + // Expect + std::string expect_reasoning; + std::string expect_content; + std::vector expect_tool_calls; + }; + + auto build_parser = [](const test_case & tc) { + return build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { + auto reasoning_in_content = (tc.reasoning_format == COMMON_REASONING_FORMAT_NONE); + auto reasoning = p.eps(); + if (tc.thinking_forced_open) { + // If thinking is forced open, expect a closing tag + reasoning = p.reasoning(p.until("")) + "" + p.space(); + } else { + // Otherwise, optionally accept thinking wrapped in tags + reasoning = p.optional("" + p.reasoning(p.until("")) + "" + p.space()); + } + + // tool calling parser + if (tc.tools.is_array() && !tc.tools.empty()) { + auto tools = p.choice(); + for (const auto & tool : tc.tools) { + const auto & function = tool.at("function"); + std::string name = function.at("name"); + const auto & schema = function.at("parameters"); + + auto tool_name = p.json_member("name", "\"" + p.tool_name(p.literal(name)) + "\""); + auto tool_args = p.json_member("arguments", p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema))); + + tools |= p.rule("tool-" + name, p.tool_open(p.literal("{")) << tool_name << "," << tool_args << "}"); + }; + + auto parallel_calls = p.eps(); + if (tc.parallel_tool_calls) { + parallel_calls = p.zero_or_more("," << tools); + } + + auto tool_call = p.trigger_rule("tool-call", + p.sequence({ + p.literal("["), + tools, + parallel_calls, + p.literal("]") + }) + ); + + return p.sequence({ + (reasoning_in_content ? p.eps() : reasoning), + p.content(p.until("")), + p.optional(p.space() + tool_call), + p.space(), + p.end() + }); + } + + // response_format parser + if (tc.json_schema.is_object() && !tc.json_schema.empty()) { + return p.sequence({ + (reasoning_in_content ? p.eps() : reasoning), + p.content(p.schema(p.json(), "response-output", tc.json_schema)), + p.space(), + p.end() + }); + } + + // Content-only parser + return p.sequence({ + (reasoning_in_content ? p.eps() : reasoning), + p.content(p.rest()), + p.end() + }); + }); + }; + + std::vector test_cases = std::vector{ + { + /* .name = */ "content with thinking_forced_open = false", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .thinking_forced_open = */ false, + /* .input = */ ( + "The user said hello, I must say hello back\nHello" + ), + /* .expect_reasoning = */ "The user said hello, I must say hello back", + /* .expect_content = */ "Hello", + /* .expect_tool_calls = */ {}, + }, + { + /* .name = */ "content with thinking_forced_open = false and no reasoning", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .thinking_forced_open = */ false, + /* .input = */ ( + "Hello" + ), + /* .expect_reasoning = */ "", + /* .expect_content = */ "Hello", + /* .expect_tool_calls = */ {}, + }, + { + /* .name = */ "content with thinking_forced_open = false and reasoning_format = none", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .thinking_forced_open = */ true, + /* .input = */ ( + "The user said hello, I must say hello back\nHello" + ), + /* .expect_reasoning = */ "", + /* .expect_content = */ "The user said hello, I must say hello back\nHello", + /* .expect_tool_calls = */ {}, + }, + { + /* .name = */ "content with thinking_forced_open = true", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .thinking_forced_open = */ true, + /* .input = */ ( + "The user said hello, I must say hello back\nHello" + ), + /* .expect_reasoning = */ "The user said hello, I must say hello back", + /* .expect_content = */ "Hello", + /* .expect_tool_calls = */ {}, + }, + { + /* .name = */ "content with thinking_forced_open = true and reasoning_format = none", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .thinking_forced_open = */ true, + /* .input = */ ( + "The user said hello, I must say hello back\nHello" + ), + /* .expect_reasoning = */ "", + /* .expect_content = */ "The user said hello, I must say hello back\nHello", + /* .expect_tool_calls = */ {}, + }, + { + /* .name = */ "tools with tool_choice = auto and no parallel_tool_calls", + /* .tools = */ create_tools(), + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_AUTO, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ false, + /* .thinking_forced_open = */ true, + /* .input = */ ( + "I must get the weather in New York\n" + "[" + R"({"name": "get_current_weather", "arguments": {"location": "New York City, NY", "unit": "fahrenheit"}})" + "]" + ), + /* .expect_reasoning = */ "I must get the weather in New York", + /* .expect_content = */ "", + /* .expect_tool_calls = */ {{ + /* .name = */ "get_current_weather", + /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit"})", + /* .id = */ "", + }}, + }, + { + /* .name = */ "tools with tool_choice = auto and parallel_tool_calls", + /* .tools = */ create_tools(), + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_AUTO, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ {}, + /* .parallel_tool_calls = */ true, + /* .thinking_forced_open = */ true, + /* .input = */ ( + "I must get the weather in New York and San Francisco and a 3 day forecast of each.\nLet me search that for you." + "[" + R"({"name": "get_current_weather", "arguments": {"location": "New York City, NY", "unit": "fahrenheit"}})" + ", " + R"({"name": "get_current_weather", "arguments": {"location": "San Francisco, CA", "unit": "fahrenheit"}})" + ", " + R"({"name": "get_forecast", "arguments": {"location": "New York City, NY", "unit": "fahrenheit", "days": 3}})" + ", " + R"({"name": "get_forecast", "arguments": {"location": "San Francisco, CA", "unit": "fahrenheit", "days": 3}})" + "]" + ), + /* .expect_reasoning = */ "I must get the weather in New York and San Francisco and a 3 day forecast of each.", + /* .expect_content = */ "Let me search that for you.", + /* .expect_tool_calls = */ {{ + /* .name = */ "get_current_weather", + /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit"})", + /* .id = */ "", + }, { + /* .name = */ "get_current_weather", + /* .arguments = */ R"({"location": "San Francisco, CA", "unit": "fahrenheit"})", + /* .id = */ "", + }, { + /* .name = */ "get_forecast", + /* .arguments = */ R"({"location": "New York City, NY", "unit": "fahrenheit", "days": 3})", + /* .id = */ "", + }, { + /* .name = */ "get_forecast", + /* .arguments = */ R"({"location": "San Francisco, CA", "unit": "fahrenheit", "days": 3})", + /* .id = */ "", + }}, + }, + { + /* .name = */ "response_format with thinking_forced_open = true", + /* .tools = */ {}, + /* .tool_choice = */ COMMON_CHAT_TOOL_CHOICE_NONE, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .json_schema = */ { + {"type", "object"}, + {"properties", { + {"invoice_number", {{"type", "string"}}}, + {"amount", {{"type", "number"}}}, + {"due_date", {{"type", "string"}}} + }}, + {"required", {"invoice_number", "amount", "due_date"}} + }, + /* .parallel_tool_calls = */ false, + /* .thinking_forced_open = */ true, + /* .input = */ ( + "I must produce the invoice in the requested format\n" + R"({"invoice_number": "INV-2025-001", "amount": 1250.50, "due_date": "2025-12-31"})" + ), + /* .expect_reasoning = */ "I must produce the invoice in the requested format", + /* .expect_content = */ R"({"invoice_number": "INV-2025-001", "amount": 1250.50, "due_date": "2025-12-31"})", + /* .expect_tool_calls = */ {}, + }, + }; + + for (const auto & tc : test_cases) { + t.test(tc.name, [&](testing & t) { + auto parser = build_parser(tc); + auto lazy = !tc.tools.empty() && tc.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED; + auto grammar = build_grammar([&](const common_grammar_builder & builder) { + for (auto const & def : tc.tools) { + auto function = def.at("function"); + auto parameters = function.at("parameters"); + builder.resolve_refs(parameters); + }; + parser.build_grammar(builder, lazy); + }); + + t.log("Grammar:"); + for (auto const & line : string_split(grammar, "\n")) { + t.log(line); + } + + common_peg_parse_context ctx(tc.input, false); + auto result = parser.parse(ctx); + + t.assert_true("success", result.success()); + + common_chat_msg msg; + auto mapper = common_chat_peg_native_mapper(msg); + mapper.from_ast(ctx.ast, result); + + t.assert_equal("content equal", tc.expect_content, msg.content); + t.assert_equal("reasoning equal", tc.expect_reasoning, msg.reasoning_content); + t.assert_equal("number of tool calls", tc.expect_tool_calls.size(), msg.tool_calls.size()); + for (auto i = 0u; i < std::min(tc.expect_tool_calls.size(), msg.tool_calls.size()); i++) { + t.assert_equal("tool name", tc.expect_tool_calls[i].name, msg.tool_calls[i].name); + t.assert_equal("tool args", tc.expect_tool_calls[i].arguments, msg.tool_calls[i].arguments); + } + }); + } +} + +static void test_example_qwen3_coder(testing & t) { + auto tools = create_tools(); + auto parser = build_chat_peg_constructed_parser([&](common_chat_peg_constructed_builder & p) { + auto content = p.rule("content", p.content(p.until(""))); + + std::vector tool_parsers; + for (auto const & def : tools) { + auto function = def.at("function"); + std::string name = function.at("name"); + auto parameters = function.at("parameters"); + auto properties = parameters.at("properties"); + + std::set required_properties; + if (function.contains("required")) { + function.at("required").get_to(required_properties); + } + + std::vector arg_parsers; + for (const auto & [param_name, param_schema] : properties.items()) { + bool is_required = required_properties.find(param_name) != required_properties.end(); + auto type = param_schema.value("type", "object"); + + auto arg = p.tool_arg(p.sequence({ + p.tool_arg_open(""), + (type == "string" ? + p.tool_arg_string_value( + p.schema( + p.until_one_of({ + "\n\n" + }), + "tool-" + name + "-arg-" + param_name + "-schema", + param_schema, + true + ) + ) : p.tool_arg_json_value( + p.schema( + p.json(), + "tool-" + name + "-arg-" + param_name + "-schema", + param_schema + ) + ) + ), + p.tool_arg_close( + "\n" + + p.peek(p.literal("")) + ) + })); + + arg_parsers.push_back(is_required ? + p.rule("tool-" + name + "-arg-" + param_name, arg) : + p.optional(p.rule("tool-" + name + "-arg-" + param_name, arg))); + } + + tool_parsers.push_back(p.rule("tool-" + name, + p.tool_open("") + << p.sequence(arg_parsers) + << p.tool_close(p.literal("")) + )); + }; + + auto tool_call = p.trigger_rule("tool-call", + "" + << p.choice(tool_parsers) + << "" + ); + + return content + p.zero_or_more(p.space() + tool_call) + p.end(); + }); + + auto grammar = build_grammar([&](const common_grammar_builder & builder) { + for (auto const & def : tools) { + auto function = def.at("function"); + auto parameters = function.at("parameters"); + builder.resolve_refs(parameters); + }; + parser.build_grammar(builder); + }); + + t.log("Grammar:"); + for (auto const & line : string_split(grammar, "\n")) { + t.log(line); + } + + t.test("incremental parsing", [&](testing &t) { + std::string input = + "Let me search the knowledge base for cat pictures." + "\n" + "\n" + "cat pictures\n" + "general\n" + "\n" + ""; + + std::vector tokens = simple_tokenize(input); + + common_chat_msg prev; + for (auto it = tokens.begin(); it != tokens.end(); it++) { + std::string in = std::accumulate(tokens.begin(), it + 1, std::string()); + + common_peg_parse_context ctx(in, it + 1 < tokens.end()); + + auto result = parser.parse(ctx); + if (!t.assert_equal("not fail", false, result.fail())) { + t.log(in.substr(0, result.end) + "[failed->]" + in.substr(result.end)); + } + + common_chat_msg msg; + auto mapper = common_chat_peg_constructed_mapper(msg); + mapper.from_ast(ctx.ast, result); + + //t.log("Input: " + input); + t.log("==========================================="); + t.log("Iteration " + std::to_string(in.size())); + t.log("Reasoning: " + msg.reasoning_content); + t.log("Content : " + msg.content); + for (const auto & tc : msg.tool_calls) { + t.log("Tool name: " + tc.name); + t.log("Tool args: " + tc.arguments); + } + + try { + // This shouldn't emit any runtime errors + auto diffs = common_chat_msg_diff::compute_diffs(prev, msg); + } catch(const std::exception & e) { + t.log(in.substr(0, result.end) + "[failed->]" + in.substr(result.end)); + t.assert_true(std::string("failed with ") + e.what(), false); + } + + prev = msg; + } + }); +} + +void test_command7_parser_compare(testing & t) { + auto parser = build_chat_peg_native_parser([](common_chat_peg_native_builder & p) { + auto thinking = p.reasoning_block( + "<|START_THINKING|>" << p.reasoning(p.until("<|END_THINKING|>")) << "<|END_THINKING|>"); + + auto response = "<|START_RESPONSE|>" << p.content(p.until("<|END_RESPONSE|>")) << "<|END_RESPONSE|>"; + + auto tool_call_id = p.atomic("\"tool_call_id\"" << (":" << ("\"" + p.tool_id(p.json_string_content()) + "\""))); + auto tool_call_name = p.atomic("\"tool_name\"" << (":" << ("\"" + p.tool_name(p.json_string_content()) + "\""))); + auto tool_call_args = "\"parameters\"" << (":" << p.tool_args(p.json())); + + auto tool_call_fields = p.rule("tool-call-fields", tool_call_id | tool_call_name | tool_call_args); + auto tool_call = p.rule("tool-call", p.tool( + p.tool_open(p.literal("{")) + << tool_call_fields + << p.zero_or_more( p.literal(",") << tool_call_fields) + << p.tool_close(p.literal("}")) + )); + + auto tool_calls = p.rule("tool-calls", + "<|START_ACTION|>" + << ("[" << tool_call << p.zero_or_more(p.literal(",") << tool_call) << "]") + << "<|END_ACTION|>"); + + return p.optional(thinking) << (tool_calls | response) + p.end(); + }); + + auto test_current = [&](const common_peg_arena & p, const std::string & input, bool is_partial, bool print_results) { + common_peg_parse_context ctx(input, is_partial); + auto result = p.parse(ctx); + + common_chat_msg msg; + auto mapper = common_chat_peg_native_mapper(msg); + mapper.from_ast(ctx.ast, result); + + if (print_results) { + std::cout << "== Parsed (new) ==\n"; + std::cout << "=== Reasoning ===\n"; + std::cout << msg.reasoning_content << "\n"; + std::cout << "\n\n=== Content ===\n"; + std::cout << msg.content << "\n"; + std::cout << "\n\n=== Tool Calls ===\n"; + for (const auto & tc : msg.tool_calls) { + std::cout << "id: " << tc.id << "\n"; + std::cout << "name: " << tc.name << "\n"; + std::cout << "args: " << tc.arguments << "\n"; + } + } + }; + + auto test_legacy = [&](const std::string & input, bool need_more_input, bool print_results) { + // Original common_chat_combinator_parser taken from chat.cpp + common_chat_msg_parser builder( + input, + /* .is_partial = */ need_more_input, + { + /* .format = */ COMMON_CHAT_FORMAT_GENERIC, + /* .reasoning_format = */ COMMON_REASONING_FORMAT_AUTO, + /* .reasoning_in_content = */ false, + /* .thinking_forced_open = */ false, + } + ); + + builder.try_parse_reasoning("<|START_THINKING|>", "<|END_THINKING|>"); + + static const common_regex start_action_regex("<\\|START_ACTION\\|>"); + static const common_regex end_action_regex("<\\|END_ACTION\\|>"); + static const common_regex start_response_regex("<\\|START_RESPONSE\\|>"); + static const common_regex end_response_regex("<\\|END_RESPONSE\\|>"); + + if (auto res = builder.try_find_regex(start_action_regex)) { + // If we didn't extract thoughts, prelude includes them. + auto tool_calls = builder.consume_json_with_dumped_args({ { "parameters" } }); + for (const auto & tool_call : tool_calls.value) { + std::string name = tool_call.contains("tool_name") ? tool_call.at("tool_name") : ""; + std::string id = tool_call.contains("tool_call_id") ? tool_call.at("tool_call_id") : ""; + std::string arguments = tool_call.contains("parameters") ? tool_call.at("parameters") : ""; + if (!builder.add_tool_call(name, id, arguments) || tool_calls.is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + } + if (tool_calls.is_partial) { + throw common_chat_msg_partial_exception("incomplete tool call"); + } + builder.consume_regex(end_action_regex); + } else if (auto res = builder.try_find_regex(start_response_regex)) { + if (!builder.try_find_regex(end_response_regex)) { + builder.add_content(builder.consume_rest()); + throw common_chat_msg_partial_exception(end_response_regex.str()); + } + } else { + builder.add_content(builder.consume_rest()); + } + + if (print_results) { + std::cout << "== Parsed (legacy) ==\n"; + std::cout << "=== Reasoning ===\n"; + std::cout << builder.result().reasoning_content << "\n"; + std::cout << "\n\n=== Content ===\n"; + std::cout << builder.result().content << "\n"; + std::cout << "\n\n=== Tool Calls ===\n"; + for (const auto & tc : builder.result().tool_calls) { + std::cout << "id: " << tc.id << "\n"; + std::cout << "name: " << tc.name << "\n"; + std::cout << "args: " << tc.arguments << "\n"; + } + } + }; + + std::string reasoning = "To plan an effective trip to Japan that includes both historical sites and modern attractions within a " + "budget of $4000 for a two-week stay, we need to:\n\n" + "1. Identify key historical sites and modern attractions in Japan.\n" + "2. Find affordable accommodation options that provide a balance between comfort and cost.\n" + "3. Determine the best modes of transportation for getting around Japan.\n" + "4. Create a day-by-day itinerary that ensures the user gets to see a variety of attractions without " + "overspending.\n" + "5. Provide a detailed cost breakdown that includes accommodation, transportation, meals, and entry fees " + "to attractions."; + + std::vector> tool_calls = {{ + "call_0", + "plan_trip", + nlohmann::json::parse(R"({ + "destination": "Japan", + "duration": 14, + "budget": 4000, + "interests": ["historical sites", "modern attractions"], + "accommodation_preferences": "affordable", + "transportation_preferences": "efficient", + "meal_preferences": "local cuisine" + })") + }}; + + std::vector tokens; + + // Build tokens + if (!reasoning.empty()) { + auto tokenized = simple_tokenize(reasoning); + tokens.emplace_back("<|START_THINKING|>"); + tokens.insert(tokens.end(), tokenized.begin(), tokenized.end()); + tokens.emplace_back("<|END_THINKING|>"); + } + + if (!tool_calls.empty()) { + tokens.emplace_back("<|START_ACTION|>"); + + auto json = nlohmann::json::array(); + for (const auto & tc : tool_calls) { + auto tc_json = nlohmann::json::object(); + tc_json["tool_call_id"] = std::get<0>(tc); + tc_json["tool_name"] = std::get<1>(tc); + tc_json["parameters"] = std::get<2>(tc); + json.push_back(tc_json); + } + + auto tokenized = simple_tokenize(json.dump(-1, ' ', true)); + tokens.insert(tokens.end(), tokenized.begin(), tokenized.end()); + + tokens.emplace_back("<|END_ACTION|>"); + } + + std::string input = std::accumulate(tokens.begin(), tokens.end(), std::string()); + + // Run tests + t.test("legacy_parse", [&](testing & /* t */) { + test_legacy(input, false, false); + }); + + t.test("current_parse", [&](testing & /* t */) { + test_current(parser, input, false, false); + }); + + // Run benchmarks + t.bench("legacy_parse_benchmark complete", [&]() { + test_legacy(input, false, false); + }); + + t.bench("legacy_parse_benchmark incremental", [&]() { + std::string in; + for (auto i = 0u; i < tokens.size(); i++) { + in += tokens[i]; + + try { + test_legacy(in, i + 1 < tokens.size(), false); + } catch (common_chat_msg_partial_exception & /* e */) { + // Do nothing, this is expected + } + } + }, 20); + + t.bench("current_parse_benchmark complete", [&]() { + test_current(parser, input, false, false); + }, 100); + + t.bench("current_parse_benchmark incremental", [&]() { + std::string in; + for (auto i = 0u; i < tokens.size(); i++) { + in += tokens[i]; + test_current(parser, in, i + 1 < tokens.size(), false); + } + }, 20); +} diff --git a/tests/test-chat.cpp b/tests/test-chat.cpp index 62dd1583fa..007929f517 100644 --- a/tests/test-chat.cpp +++ b/tests/test-chat.cpp @@ -428,10 +428,38 @@ static void test_templates(const struct common_chat_templates * tmpls, const std */ template static void test_parser_with_streaming(const common_chat_msg & expected, const std::string & raw_message, T parse_msg) { + constexpr auto utf8_truncate_safe_len = [](const std::string_view s) -> size_t { + auto len = s.size(); + if (len == 0) return 0; + auto i = len; + for (size_t back = 0; back < 4 && i > 0; ++back) { + --i; + unsigned char c = s[i]; + if ((c & 0x80) == 0) { + return len; + } else if ((c & 0xC0) == 0xC0) { + size_t expected_len = 0; + if ((c & 0xE0) == 0xC0) expected_len = 2; + else if ((c & 0xF0) == 0xE0) expected_len = 3; + else if ((c & 0xF8) == 0xF0) expected_len = 4; + else return i; + if (len - i >= expected_len) { + return len; + } else { + return i; + } + } + } + return len - std::min(len, size_t(3)); + }; + constexpr auto utf8_truncate_safe_view = [utf8_truncate_safe_len](const std::string_view s) { + return s.substr(0, utf8_truncate_safe_len(s)); + }; + auto merged = simple_assist_msg(""); auto last_msg = parse_msg(""); for (size_t i = 1; i <= raw_message.size(); ++i) { - auto curr_msg = parse_msg(raw_message.substr(0, i)); + auto curr_msg = parse_msg(std::string(utf8_truncate_safe_view(std::string_view(raw_message).substr(0, i)))); if (curr_msg == simple_assist_msg("")) continue; LOG_INF("Streaming msg: %s\n", common_chat_msgs_to_json_oaicompat({curr_msg}).dump().c_str()); for (auto diff: common_chat_msg_diff::compute_diffs(last_msg, curr_msg)) { @@ -511,6 +539,71 @@ const common_chat_msg message_assist_call_python_lines = simple_assist const common_chat_msg message_assist_call_python_lines_unclosed = simple_assist_msg("", "", "python", "{\"code\":\"# This is a program:\\nprint('hey')"); const common_chat_msg message_assist_call_code_interpreter = simple_assist_msg("", "", "code_interpreter", "{\"code\":\"print('hey')\"}"); +// Use for PEG parser implementations +struct peg_test_case { + common_chat_templates_inputs params; + std::string input; + common_chat_msg expect; +}; + +struct make_peg_parser { + common_chat_params params_; + common_peg_arena arena_; + + make_peg_parser(common_chat_templates * tmpls, const common_chat_templates_inputs & inputs) { + params_ = common_chat_templates_apply(tmpls, inputs); + arena_.load(params_.parser); + } + + common_chat_msg parse(const std::string & msg, bool is_partial) { + return common_chat_peg_parse(arena_, msg, is_partial, /* syntax = */ {params_.format}); + } +}; + +static void test_peg_parser(common_chat_templates * tmpls, const std::function & init) { + peg_test_case tc; + init(tc); + if (tc.params.messages.empty()) { + tc.params.messages = {message_user}; + } + if (tc.expect.role.empty()) { + tc.expect.role = "assistant"; + } + + auto parser = make_peg_parser(tmpls, tc.params); + + common_chat_msg msg_accum; + common_chat_msg msg_prev; + msg_accum.role = msg_prev.role = "assistant"; + + for (size_t i = 1; i <= tc.input.size(); ++i) { + auto is_partial = i < tc.input.size(); + common_chat_msg msg_current = parser.parse(tc.input.substr(0, i), is_partial); + + for (const auto & diff : common_chat_msg_diff::compute_diffs(msg_prev, msg_current)) { + if (!diff.reasoning_content_delta.empty()) { + msg_accum.reasoning_content += diff.reasoning_content_delta; + } + if (!diff.content_delta.empty()) { + msg_accum.content += diff.content_delta; + } + if (diff.tool_call_index != std::string::npos) { + if (!diff.tool_call_delta.name.empty()) { + msg_accum.tool_calls.push_back({diff.tool_call_delta.name, "", ""}); + } + if (!diff.tool_call_delta.arguments.empty()) { + msg_accum.tool_calls.back().arguments += diff.tool_call_delta.arguments; + } + } + } + assert_msg_equals(msg_current, msg_accum, true); + msg_prev = msg_current; + } + + assert_msg_equals(tc.expect, parser.parse(tc.input, false), true); + assert_msg_equals(tc.expect, msg_accum, true); +} + static void test_msgs_oaicompat_json_conversion() { printf("[%s]\n", __func__); std::vector msgs{ @@ -2659,14 +2752,14 @@ Hey there!<|im_end|> // Test parsing tool calls assert_msg_equals(message_assist_call, common_chat_parse( - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", /* is_partial= */ false, {COMMON_CHAT_FORMAT_KIMI_K2})); // Test parsing tool calls with thinking assert_msg_equals(message_assist_call_thoughts, common_chat_parse( - "I'm\nthinking<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", + "I'm\nthinking<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", /* is_partial= */ false, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, @@ -2676,7 +2769,7 @@ Hey there!<|im_end|> // Test tool calls with extra content assert_msg_equals(message_assist_call_content, common_chat_parse( - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>Hello, world!\nWhat's up?", + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>Hello, world!\nWhat's up?", /* is_partial= */ false, {COMMON_CHAT_FORMAT_KIMI_K2} )); @@ -2684,7 +2777,7 @@ Hey there!<|im_end|> // Test tool calls with extra content AND thinking assert_msg_equals(message_assist_call_thoughts_content, common_chat_parse( - "I'm\nthinking<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>Hello, world!\nWhat's up?", + "I'm\nthinking<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>Hello, world!\nWhat's up?", /* is_partial= */ false, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, @@ -2693,47 +2786,152 @@ Hey there!<|im_end|> // Test streaming test_parser_with_streaming(message_assist_call_thoughts_content, - "I'm\nthinking\nHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", + "I'm\nthinking\nHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK }); }); test_parser_with_streaming(message_assist_call_thoughts_unparsed, - "I'm\nthinking\n\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", + "I'm\nthinking\n\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE }); }); test_parser_with_streaming(message_assist_call_thoughts_content, - "I'm\nthinking\n\n\nHello, world!\nWhat's up?\n\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>\n", + "I'm\nthinking\n\n\nHello, world!\nWhat's up?\n\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>\n", [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK }); }); test_parser_with_streaming(message_assist_call_withopt, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:1<|tool_call_argument_begin|>{\"arg1\": 1, \"arg2\": 2}<|tool_call_end|><|tool_calls_section_end|>", + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:0<|tool_call_argument_begin|>{\"arg1\": 1, \"arg2\": 2}<|tool_call_end|><|tool_calls_section_end|>", [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, /* .reasoning_format = */ COMMON_REASONING_FORMAT_NONE }); }); test_parser_with_streaming(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": \"123456\"}"), - "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": \"123456\"}<|tool_call_end|><|tool_calls_section_end|>", + "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": \"123456\"}<|tool_call_end|><|tool_calls_section_end|>", [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK }); }); test_parser_with_streaming(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": [1, 2, \"345\", 6]}"), - "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": [1, 2, \"345\", 6]}<|tool_call_end|><|tool_calls_section_end|>", + "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": [1, 2, \"345\", 6]}<|tool_call_end|><|tool_calls_section_end|>", [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK }); }); test_parser_with_streaming(simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": {\"12\": 34, \"5\": [67, 8], \"9\": \"10\"}}"), - "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": {\"12\": 34, \"5\": [67, 8], \"9\": \"10\"}}<|tool_call_end|><|tool_calls_section_end|>", + "I'm\nthinkingHello, world!\nWhat's up?\n<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": {\"12\": 34, \"5\": [67, 8], \"9\": \"10\"}}<|tool_call_end|><|tool_calls_section_end|>", [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { /* .format = */ COMMON_CHAT_FORMAT_KIMI_K2, /* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK }); }); + test_parser_with_streaming( + simple_assist_msg("", "", "complex_function", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}"), + "<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function:0<|tool_call_argument_begin|>" + "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" + "<|tool_call_end|><|tool_calls_section_end|>", + [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); + test_parser_with_streaming( + simple_assist_msg("", "", "web_search", "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}"), + "<|tool_calls_section_begin|><|tool_call_begin|>functions.web_search:0<|tool_call_argument_begin|>" + "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}" + "<|tool_call_end|><|tool_calls_section_end|>", + [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); + test_parser_with_streaming( + simple_assist_msg("", "", "read_file", "{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}"), + "<|tool_calls_section_begin|><|tool_call_begin|>functions.read_file:0<|tool_call_argument_begin|>" + "{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}" + "<|tool_call_end|><|tool_calls_section_end|>", + [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); + test_parser_with_streaming( + simple_assist_msg( + "Let me start by examining the relevant files to understand the current implementation.", "", + "read_file", + "{\"files\": [{\"path\": \"src/app/Partners.tsx\", \"line_ranges\": [\"1-100\"]}]}"), + "Let me start by examining the relevant files to understand the current implementation." + "<|tool_calls_section_begin|><|tool_call_begin|>functions.read_file:0<|tool_call_argument_begin|>" + "{\"files\":[{\"path\":\"src/app/Partners.tsx\",\"line_ranges\":[\"1-100\"]}]}" + "<|tool_call_end|><|tool_calls_section_end|>", + [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, {COMMON_CHAT_FORMAT_KIMI_K2}); }); + auto multi_tool_msg = simple_assist_msg("Let me call multiple tools.", "I'm thinking."); + multi_tool_msg.tool_calls.push_back({ "read_file", "{\"files\": [{\"path\": \"src/app/Partners.tsx\", \"line_ranges\": [\"1-100\"]}]}", "" }); + multi_tool_msg.tool_calls.push_back({ "web_search", "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}", "" }); + multi_tool_msg.tool_calls.push_back({ "complex_function", "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}", "" }); + multi_tool_msg.tool_calls.push_back({ "emoji_function", "{\"message\":\"Hello! 👋 🌟 🚀 Testing emojis: 😀😃😄😁 and symbols: ∑∏∆∇\"}", "" }); + test_parser_with_streaming(multi_tool_msg, + "I'm thinking.Let me call multiple tools." + "<|tool_calls_section_begin|>" + "<|tool_call_begin|>functions.read_file:0<|tool_call_argument_begin|>" + "{\"files\":[{\"path\":\"src/app/Partners.tsx\",\"line_ranges\":[\"1-100\"]}]}" + "<|tool_call_end|>" + "<|tool_call_begin|>functions.web_search:1<|tool_call_argument_begin|>" + "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}" + "<|tool_call_end|>" + "<|tool_call_begin|>functions.complex_function:2<|tool_call_argument_begin|>" + "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" + "<|tool_call_end|>" + "<|tool_call_begin|>functions.emoji_function:3<|tool_call_argument_begin|>" + "{\"message\":\"Hello! 👋 🌟 🚀 Testing emojis: 😀😃😄😁 and symbols: ∑∏∆∇\"}" + "<|tool_call_end|>" + "<|tool_calls_section_end|>", + [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { + COMMON_CHAT_FORMAT_KIMI_K2, + COMMON_REASONING_FORMAT_DEEPSEEK + }); }); + test_parser_with_streaming( + simple_assist_msg("", "I'm thinking", "complex_function_in_think", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}"), + "I'm thinking<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function_in_think:0<|tool_call_argument_begin|>" + "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" + "<|tool_call_end|><|tool_calls_section_end|>", + [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { + COMMON_CHAT_FORMAT_KIMI_K2, + COMMON_REASONING_FORMAT_DEEPSEEK + }); }); + test_parser_with_streaming( + simple_assist_msg("Hello", "I'm thinkingI'm still thinking", "complex_function_in_think", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}"), + "I'm thinking<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function_in_think:0<|tool_call_argument_begin|>" + "{\"name\": \"John Doe\", \"age\": 30, \"active\": true, \"score\": 95.5}" + "<|tool_call_end|><|tool_calls_section_end|>I'm still thinkingHello", + [&](const std::string &msg) { return common_chat_parse(msg, /* is_partial= */ true, { + COMMON_CHAT_FORMAT_KIMI_K2, + COMMON_REASONING_FORMAT_DEEPSEEK + }); }); + + // Test template rendering + common_chat_templates_inputs conversation_with_tools = inputs_tools; + conversation_with_tools.messages.push_back(simple_assist_msg("Let's do it", "Think first", "complex_function", "{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}")); + conversation_with_tools.messages.push_back({ + "tool", + "Tool response 1", + /* .content_parts = */ {}, + /* .tool_calls = */ {}, + /* .reasoning_content = */ "", + /* .tool_name = */ "complex_function", + /* .tool_call_id = */ "", + }); + conversation_with_tools.messages.push_back(simple_assist_msg("Continue", "Think next", "web_search", "{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}")); + conversation_with_tools.messages.push_back({ + "tool", + "Tool response 2", + /* .content_parts = */ {}, + /* .tool_calls = */ {}, + /* .reasoning_content = */ "", + /* .tool_name = */ "web_search", + /* .tool_call_id = */ "", + }); + conversation_with_tools.messages.push_back(simple_assist_msg("CC", "Think last", "read_file", "{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}")); + conversation_with_tools.messages.push_back({ + "tool", + "Tool response 3", + /* .content_parts = */ {}, + /* .tool_calls = */ {}, + /* .reasoning_content = */ "", + /* .tool_name = */ "read_file", + /* .tool_call_id = */ "", + }); + assert_equals(common_chat_templates_apply(tmpls.get(), conversation_with_tools).prompt, std::string("<|im_system|>tool_declare<|im_middle|>[{\"type\": \"function\", \"function\": {\"name\": \"special_function\", \"description\": \"I'm special\", \"parameters\": {\"type\": \"object\", \"properties\": {\"arg1\": {\"type\": \"integer\", \"description\": \"The arg.\"}}, \"required\": [\"arg1\"]}}}]<|im_end|><|im_system|>system<|im_middle|>You are Kimi, an AI assistant created by Moonshot AI.<|im_end|><|im_user|>user<|im_middle|>Hey there!<|im_end|><|im_assistant|>assistant<|im_middle|>Think firstLet's do it<|tool_calls_section_begin|><|tool_call_begin|>functions.complex_function:0<|tool_call_argument_begin|>{\"name\":\"John Doe\",\"age\":30,\"active\":true,\"score\":95.5}<|tool_call_end|><|tool_calls_section_end|><|im_end|><|im_system|>complex_function<|im_middle|>## Return of functions.complex_function:0\nTool response 1<|im_end|><|im_assistant|>assistant<|im_middle|>Think nextContinue<|tool_calls_section_begin|><|tool_call_begin|>functions.web_search:1<|tool_call_argument_begin|>{\"query\":\"\\\"From Zero\\\" Linkin Park album tracklist complete songs\",\"limit\":3,\"type\":\"text\"}<|tool_call_end|><|tool_calls_section_end|><|im_end|><|im_system|>web_search<|im_middle|>## Return of functions.web_search:1\nTool response 2<|im_end|><|im_assistant|>assistant<|im_middle|>Think lastCC<|tool_calls_section_begin|><|tool_call_begin|>functions.read_file:2<|tool_call_argument_begin|>{\"args\": [{\"path\": \"src/providers/ThemeProvider.tsx\"}, {\"path\": \"src/components/Header.tsx\"}, {\"path\": \"src/components/ThemeToggle.tsx\"}, {\"path\": \"src/app/globals.css\"}, {\"path\": \"src/app/layout.tsx\"}]}<|tool_call_end|><|tool_calls_section_end|><|im_end|><|im_system|>read_file<|im_middle|>## Return of functions.read_file:2\nTool response 3<|im_end|><|im_assistant|>assistant<|im_middle|>")); // Test template generation for regular content test_templates(tmpls.get(), end_tokens, message_assist, tools, @@ -2742,7 +2940,7 @@ Hey there!<|im_end|> // Test template generation for tool calls test_templates(tmpls.get(), end_tokens, message_assist_call, tools, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", /* expect_grammar_triggered= */ true, /* test_grammar_if_triggered= */ true, /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, @@ -2751,14 +2949,14 @@ Hey there!<|im_end|> // Test template generation for tools with optional parameters test_templates(tmpls.get(), end_tokens, message_assist_call_noopt, tools, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:1<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:0<|tool_call_argument_begin|>{\"arg1\": 1}<|tool_call_end|><|tool_calls_section_end|>", /* expect_grammar_triggered= */ true, /* test_grammar_if_triggered= */ true, /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, /* ignore_whitespace_differences= */ true ); test_templates(tmpls.get(), end_tokens, message_assist_call_withopt, tools, - "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:1<|tool_call_argument_begin|>{\"arg1\": 1, \"arg2\": 2}<|tool_call_end|><|tool_calls_section_end|>", + "<|tool_calls_section_begin|><|tool_call_begin|>functions.special_function_with_opt:0<|tool_call_argument_begin|>{\"arg1\": 1, \"arg2\": 2}<|tool_call_end|><|tool_calls_section_end|>", /* expect_grammar_triggered= */ true, /* test_grammar_if_triggered= */ true, /* common_reasoning_format= */ COMMON_REASONING_FORMAT_DEEPSEEK, @@ -3301,7 +3499,95 @@ Hey there!<|im_end|> auto grammar = build_grammar(params.grammar); GGML_ASSERT(grammar && "Failed to build Qwen3-Coder grammar with union types"); } +} +static void test_template_output_peg_parsers() { + printf("[%s]\n", __func__); + + // JSON schemas + const char * invoice_schema = R"({ + "type": "object", + "properties": { + "amount": {"type": "number"}, + "date": {"type": "string"} + } + })"; + + { + // Ministral-3-14B-Reasoning-2512 + auto tmpls = read_templates("models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja"); + + // Test basic message + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "Hello, world!\nWhat's up?"; + t.expect = message_assist; + }); + + // Test basic message and reasoning with reasoning_format = none + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; + t.expect.content = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; + }); + + // Test basic message and reasoning with reasoning_format = auto + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + + t.expect = message_assist_thoughts; + }); + + // Test tool call + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.tools = {special_function_tool}; + + t.expect = message_assist_call; + }); + + // Test tool call with reasoning + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I'm\nthinking[/THINK]" + R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.tools = {special_function_tool}; + + t.expect = message_assist_call_thoughts; + }); + + // Test parallel tool calls + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = R"([TOOL_CALLS]special_function[ARGS]{"arg1": 1})" + R"([TOOL_CALLS]special_function_with_opt[ARGS]{"arg1": 1, "arg2": 2})"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.parallel_tool_calls = true; + t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; + + t.expect.tool_calls = {{ + /* .name = */ "special_function", + /* .arguments = */ R"({"arg1": 1})", + /* .id = */ {}, + }, { + /* .name = */ "special_function_with_opt", + /* .arguments = */ R"({"arg1": 1, "arg2": 2})", + /* .id = */ {}, + }}; + }); + + // Test response format + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I need to output the invoice details in JSON[/THINK]" + "```json\n" + R"({"amount": 123.45, "date": "2025-12-03"})" + "\n```"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.json_schema = invoice_schema; + + t.expect.reasoning_content = "I need to output the invoice details in JSON"; + t.expect.content =R"({"amount": 123.45, "date": "2025-12-03"})"; + }); + } } static void test_msg_diffs_compute() { @@ -3427,6 +3713,7 @@ int main(int argc, char ** argv) { test_msgs_oaicompat_json_conversion(); test_tools_oaicompat_json_conversion(); test_template_output_parsers(); + test_template_output_peg_parsers(); std::cout << "\n[chat] All tests passed!" << '\n'; } return 0; diff --git a/tests/test-grammar-integration.cpp b/tests/test-grammar-integration.cpp index 82fae671ed..7aa7e58a5c 100644 --- a/tests/test-grammar-integration.cpp +++ b/tests/test-grammar-integration.cpp @@ -32,13 +32,66 @@ static bool test_build_grammar_fails(const std::string & grammar_str) { return grammar_fails; } +struct token_and_piece { + llama_token token; + std::string piece; +}; + +// token() encodes a 32-bit ID as 5 bytes: a 0xff marker followed by the ID in big-endian order. +static std::string token(llama_token id) { + return std::string{ + static_cast(0xff), + static_cast((id >> 24) & 0xff), + static_cast((id >> 16) & 0xff), + static_cast((id >> 8) & 0xff), + static_cast(id & 0xff) + }; +} + +// parse_tokens() parses the token encodes above and UTF-8 text. +static std::vector parse_tokens(const std::string & input) { + std::vector result; + result.reserve(input.size()); + size_t offset = 0; + while (offset < input.size()) { + try { + if (static_cast(input[offset]) == 0xff) { + if (offset + 5 > input.size()) { + throw std::runtime_error("not enough bytes for token id"); + } + uint32_t val = + (static_cast(input[offset + 1]) << 24) | + (static_cast(input[offset + 2]) << 16) | + (static_cast(input[offset + 3]) << 8) | + (static_cast(input[offset + 4])); + auto piece = "<[" + std::to_string(val) + "]>"; + result.push_back({static_cast(val), piece}); + offset += 5; + } else { + uint32_t cpt = unicode_cpt_from_utf8(input, offset); + result.push_back({0, unicode_cpt_to_utf8(cpt)}); + } + } catch (const std::invalid_argument & /*ex*/) { + // Silently ignore invalid UTF-8 input to avoid leaking the exception beyond llama_tokenize + ++offset; + result.push_back({0, unicode_cpt_to_utf8(0xFFFD)}); // replacement character + } + } + return result; +} + static bool match_string(const std::string & input, llama_grammar * grammar) { - const auto cpts = unicode_cpts_from_utf8(input); + const auto parsed = parse_tokens(input); auto & stacks_cur = llama_grammar_get_stacks(grammar); - for (const auto & cpt : cpts) { - llama_grammar_accept(grammar, cpt); + for (const auto & in : parsed) { + try { + llama_grammar_accept_token(*grammar, in.token, in.piece); + } catch (const std::runtime_error & /*e*/) { + // normally this shouldn't get hit because of llama_grammar_apply + return false; + } if (stacks_cur.empty()) { // no stacks means that the grammar failed to match at this point @@ -426,6 +479,30 @@ static void test_simple_grammar() { "12a45", } ); + + // Test case for a simple grammar with tokens + test_grammar( + "simple grammar with tokens", + R"""( + root ::= <[10]> content <[11]> + content ::= (!<[11]>)*)""", + // Passing strings + { + token(10) + "hello world" + token(11), + token(10) + "text with " + token(12) + " other tokens " + token(13) + " mixed in" + token(11), + token(10) + token(11), + token(10) + token(12) + token(13) + token(14) + token(15) + token(11), + token(10) + "a" + token(11), + }, + // Failing strings + { + token(10) + "missing end token", + token(10), + "missing start token" + token(11), + token(10) + token(11) + token(11), // double end token + token(11) + "wrong order" + token(10), + } + ); } static void test_complex_grammar() { @@ -487,6 +564,34 @@ static void test_complex_grammar() { "123+456*789-123/456+789*123-456/789+123*456-789/123+456*789-123/456+789*123-456/", } ); + + // Test case for a more complex grammar with tokens + test_grammar( + "complex grammar with tokens", + R"""( + root ::= reasoning+ content tool-call* + reasoning ::= <[10]> (!<[11]>)* <[11]> + content ::= <[20]> (!<[21]>)* <[21]> + tool-call ::= <[12]> name <[13]> args <[14]> + name ::= (!<[13]>)+ + args ::= (!<[14]>)*)""", + // Passing strings + { + token(10) + "I am thinking" + token(11) + token(20) + "hello world!" + token(21) + token(12) + "search" + token(13) + "query=test" + token(14), + token(10) + "reasoning 1" + token(11) + token(10) + "reasoning 2" + token(11) + token(20) + token(21) + token(12) + "tool" + token(13) + token(14), + token(10) + token(11) + token(20) + "content" + token(21), + token(10) + "think" + token(12) + " nested" + token(11) + token(20) + token(10) + "more content" + token(21) + token(12) + "fn" + token(13) + "x=1,y=2" + token(14) + token(12) + "fn2" + token(13) + token(14), + token(10) + "reasoning" + token(11) + token(10) + "more" + token(11) + token(10) + "even more" + token(11) + token(20) + "text" + token(21) + token(12) + "a" + token(13) + "b" + token(14) + token(12) + "c" + token(13) + "d" + token(14), + }, + // Failing strings + { + token(20) + "content only" + token(21), + token(10) + "no closing reasoning", + token(10) + token(11) + token(20) + "no closing content", + token(10) + token(11) + token(20) + token(21) + token(12) + "incomplete tool", + token(10) + token(11) + token(11) + token(20) + token(21), + } + ); } static void test_special_chars() { diff --git a/tests/test-grammar-parser.cpp b/tests/test-grammar-parser.cpp index 67821a2d5c..03ae78ff73 100644 --- a/tests/test-grammar-parser.cpp +++ b/tests/test-grammar-parser.cpp @@ -515,5 +515,19 @@ int main() {LLAMA_GRETYPE_END, 0}, }); + // <[1000]> = "" + // <[1001]> = "" + verify_parsing(R"""( + root ::= <[1000]> !<[1001]> <[1001]> + )""", { + {"root", 0} + }, { + // root (index 0) + {LLAMA_GRETYPE_TOKEN, 1000}, + {LLAMA_GRETYPE_TOKEN_NOT, 1001}, + {LLAMA_GRETYPE_TOKEN, 1001}, + {LLAMA_GRETYPE_END, 0}, + }); + return 0; } diff --git a/tests/test-json-schema-to-grammar.cpp b/tests/test-json-schema-to-grammar.cpp index 8a55bc54ae..6a4bd8fb4d 100755 --- a/tests/test-json-schema-to-grammar.cpp +++ b/tests/test-json-schema-to-grammar.cpp @@ -1339,6 +1339,32 @@ static void test_all(const std::string & lang, std::function>> expected_reject = { diff --git a/tests/test-lora-conversion-inference.sh b/tests/test-lora-conversion-inference.sh index 0255494b82..e7d6776933 100755 --- a/tests/test-lora-conversion-inference.sh +++ b/tests/test-lora-conversion-inference.sh @@ -79,19 +79,19 @@ run_conversion_and_inference_lora() { # Run inference echo -e "\n\n---------------------------\n\n" - echo "Running llama-cli without lora for $model_name with hidden_size $hidden_size..." - OUTPUT_BASE=$(./llama-cli -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ + echo "Running llama-completion without lora for $model_name with hidden_size $hidden_size..." + OUTPUT_BASE=$(./llama-completion -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ -p "$EXPECTED_BASE_FIRST_WORD" -n 50 --seed 42 --temp 0) echo -e "\n\n---------------------------\n\n" - echo "Running llama-cli with hot lora for $model_name with hidden_size $hidden_size..." - OUTPUT_LORA_HOT=$(./llama-cli -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ + echo "Running llama-completion with hot lora for $model_name with hidden_size $hidden_size..." + OUTPUT_LORA_HOT=$(./llama-completion -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ --lora $MODELS_REPO/$model_name/hidden_size=$hidden_size/lora/Lora-F32-LoRA.gguf \ -p "$EXPECTED_LORA_FIRST_WORD" -n 50 --seed 42 --temp 0) echo -e "\n\n---------------------------\n\n" - echo "Running llama-cli with merged lora for $model_name with hidden_size $hidden_size..." - OUTPUT_LORA_MERGED=$(./llama-cli -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32-lora-merged.gguf \ + echo "Running llama-completion with merged lora for $model_name with hidden_size $hidden_size..." + OUTPUT_LORA_MERGED=$(./llama-completion -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32-lora-merged.gguf \ -p "$EXPECTED_LORA_FIRST_WORD" -n 50 --seed 42 --temp 0) # Remove any initial white space diff --git a/tests/test-peg-parser.cpp b/tests/test-peg-parser.cpp new file mode 100644 index 0000000000..220745d029 --- /dev/null +++ b/tests/test-peg-parser.cpp @@ -0,0 +1,25 @@ +#include +#include +#include + +#include "peg-parser/tests.h" + +int main(int argc, char *argv[]) { + testing t(std::cout); + if (argc >= 2) { + t.set_filter(argv[1]); + } + + const char * verbose = getenv("LLAMA_TEST_VERBOSE"); + if (verbose) { + t.verbose = std::string(verbose) == "1"; + } + + t.test("basic", test_basic); + t.test("unicode", test_unicode); + t.test("json", test_json_parser); + t.test("gbnf", test_gbnf_generation); + t.test("serialization", test_json_serialization); + + return t.summary(); +} diff --git a/tests/test-quantize-stats.cpp b/tests/test-quantize-stats.cpp index a284a1f0c5..de587d456d 100644 --- a/tests/test-quantize-stats.cpp +++ b/tests/test-quantize-stats.cpp @@ -23,7 +23,7 @@ #endif struct quantize_stats_params { - std::string model = DEFAULT_MODEL_PATH; + std::string model = "models/7B/ggml-model-f16.gguf"; bool verbose = false; bool per_layer_stats = false; bool print_histogram = false; diff --git a/tests/test-state-restore-fragmented.cpp b/tests/test-state-restore-fragmented.cpp new file mode 100644 index 0000000000..481b39d04c --- /dev/null +++ b/tests/test-state-restore-fragmented.cpp @@ -0,0 +1,122 @@ +// Test for state restore with fragmented KV cache +// This tests the fix for: https://github.com/ggml-org/llama.cpp/issues/17527 +// The issue was that state restore required contiguous KV cache slots, +// which fails when the cache is fragmented. +// +// The fix changes find_slot(ubatch, true) to find_slot(ubatch, false) +// in state_read_meta(), allowing non-contiguous slot allocation. + +#include "arg.h" +#include "common.h" +#include "llama.h" + +#include +#include +#include + +int main(int argc, char ** argv) { + common_params params; + + params.sampling.seed = 1234; + params.kv_unified = true; + params.n_parallel = 3; + params.n_ctx = 256; + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { + return 1; + } + + common_init(); + + // init + common_init_result_ptr llama_init = common_init_from_params(params); + + llama_model * model = llama_init->model(); + llama_context * ctx = llama_init->context(); + + if (model == nullptr || ctx == nullptr) { + fprintf(stderr, "%s : failed to init\n", __func__); + return 1; + } + + GGML_UNUSED(model); + + // tokenize prompt + std::vector tokens(70, 1); + + // interleave the 3 sequences: + // 01201230123... + llama_batch batch = llama_batch_init(params.n_parallel*tokens.size(), 0, 1); + for (size_t i = 0; i < tokens.size(); i++) { + for (int s = 0; s < params.n_parallel; ++s) { + common_batch_add(batch, tokens[i], i, {s}, false); + } + } + batch.logits[batch.n_tokens - 1] = true; + + if (llama_decode(ctx, batch)) { + fprintf(stderr, "%s : failed to decode seq 0\n", __func__); + return 1; + } + + fprintf(stderr, "%s : processed prompt on seq 0, 1, 2 (%zu tokens each)\n", __func__, tokens.size()); + + // Save state of seq 1 + std::vector seq_state(llama_state_seq_get_size(ctx, 1)); + const size_t ncopy = llama_state_seq_get_data(ctx, seq_state.data(), seq_state.size(), 1); + if (ncopy != seq_state.size()) { + fprintf(stderr, "%s : failed to save seq 1 state\n", __func__); + return 1; + } + fprintf(stderr, "%s : saved seq 1 state, %zu bytes\n", __func__, ncopy); + + // clear seq 1 to create a "hole" in the KV cache (fragmentation) + // 0.20.20.20.2.... + llama_memory_t mem = llama_get_memory(ctx); + llama_memory_seq_rm(mem, 1, -1, -1); + fprintf(stderr, "%s : cleared seq 1 to create fragmentation\n", __func__); + + // Now the cache has holes where seq 1 was + // This creates fragmentation - there's no contiguous block large enough + // for the seq 1 state if we only look for contiguous slots + + // Restore seq 1 state into seq 1 (should work with non-contiguous allocation) + // We use seq 1 since it's a valid sequence ID (0 to n_parallel-1) + // Before the fix, this would fail with "failed to find available cells in kv cache" + const size_t nset = llama_state_seq_set_data(ctx, seq_state.data(), seq_state.size(), 1); + if (nset != seq_state.size()) { + fprintf(stderr, "%s : FAILED to restore seq state into fragmented cache (got %zu, expected %zu)\n", + __func__, nset, seq_state.size()); + fprintf(stderr, "%s : This is the bug - state restore fails with fragmented KV cache\n", __func__); + llama_batch_free(batch); + return 1; + } + fprintf(stderr, "%s : restored state into seq 1, %zu bytes\n", __func__, nset); + + // Verify we can decode with the restored state + // Generate one token to verify the restored state is usable + auto sparams = llama_sampler_chain_default_params(); + llama_sampler * smpl = llama_sampler_chain_init(sparams); + llama_sampler_chain_add(smpl, llama_sampler_init_dist(params.sampling.seed)); + + auto next_token = llama_sampler_sample(smpl, ctx, -1); + auto next_token_str = common_token_to_piece(ctx, next_token); + + common_batch_clear(batch); + common_batch_add(batch, next_token, (int)tokens.size(), {1}, true); + + if (llama_decode(ctx, batch)) { + fprintf(stderr, "%s : failed to decode with restored state\n", __func__); + llama_sampler_free(smpl); + llama_batch_free(batch); + return 1; + } + + fprintf(stderr, "%s : successfully decoded with restored state, generated: '%s'\n", __func__, next_token_str.c_str()); + fprintf(stderr, "%s : SUCCESS - state restore works with fragmented KV cache\n", __func__); + + llama_sampler_free(smpl); + llama_batch_free(batch); + + return 0; +} diff --git a/tools/CMakeLists.txt b/tools/CMakeLists.txt index d64956b843..8df3f41003 100644 --- a/tools/CMakeLists.txt +++ b/tools/CMakeLists.txt @@ -18,7 +18,8 @@ else() add_subdirectory(gguf-split) add_subdirectory(imatrix) add_subdirectory(llama-bench) - add_subdirectory(main) + add_subdirectory(cli) + add_subdirectory(completion) add_subdirectory(perplexity) add_subdirectory(quantize) if (LLAMA_BUILD_SERVER) @@ -36,4 +37,5 @@ else() add_subdirectory(cvector-generator) add_subdirectory(export-lora) endif() + add_subdirectory(fit-params) endif() diff --git a/tools/cli/CMakeLists.txt b/tools/cli/CMakeLists.txt new file mode 100644 index 0000000000..b08fff4c28 --- /dev/null +++ b/tools/cli/CMakeLists.txt @@ -0,0 +1,10 @@ +set(TARGET llama-cli) +add_executable(${TARGET} cli.cpp) +target_link_libraries(${TARGET} PRIVATE server-context PUBLIC common ${CMAKE_THREAD_LIBS_INIT}) +target_compile_features(${TARGET} PRIVATE cxx_std_17) + +include_directories(../server) + +if(LLAMA_TOOLS_INSTALL) + install(TARGETS ${TARGET} RUNTIME) +endif() diff --git a/tools/cli/README.md b/tools/cli/README.md new file mode 100644 index 0000000000..1333ed77b7 --- /dev/null +++ b/tools/cli/README.md @@ -0,0 +1 @@ +TODO diff --git a/tools/cli/cli.cpp b/tools/cli/cli.cpp new file mode 100644 index 0000000000..8a8639207b --- /dev/null +++ b/tools/cli/cli.cpp @@ -0,0 +1,395 @@ +#include "common.h" +#include "arg.h" +#include "console.h" +// #include "log.h" + +#include "server-context.h" +#include "server-task.h" + +#include +#include +#include +#include + +#if defined(_WIN32) +#define WIN32_LEAN_AND_MEAN +#ifndef NOMINMAX +# define NOMINMAX +#endif +#include +#endif + +const char * LLAMA_ASCII_LOGO = R"( +▄▄ ▄▄ +██ ██ +██ ██ ▀▀█▄ ███▄███▄ ▀▀█▄ ▄████ ████▄ ████▄ +██ ██ ▄█▀██ ██ ██ ██ ▄█▀██ ██ ██ ██ ██ ██ +██ ██ ▀█▄██ ██ ██ ██ ▀█▄██ ██ ▀████ ████▀ ████▀ + ██ ██ + ▀▀ ▀▀ +)"; + +static std::atomic g_is_interrupted = false; +static bool should_stop() { + return g_is_interrupted.load(); +} + +#if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) || defined (_WIN32) +static void signal_handler(int) { + if (g_is_interrupted.load()) { + // second Ctrl+C - exit immediately + // make sure to clear colors before exiting (not using LOG or console.cpp here to avoid deadlock) + fprintf(stdout, "\033[0m\n"); + fflush(stdout); + std::exit(130); + } + g_is_interrupted.store(true); +} +#endif + +struct cli_context { + server_context ctx_server; + json messages = json::array(); + std::vector input_files; + task_params defaults; + + // thread for showing "loading" animation + std::atomic loading_show; + + cli_context(const common_params & params) { + defaults.sampling = params.sampling; + defaults.speculative = params.speculative; + defaults.n_keep = params.n_keep; + defaults.n_predict = params.n_predict; + defaults.antiprompt = params.antiprompt; + + defaults.stream = true; // make sure we always use streaming mode + defaults.timings_per_token = true; // in order to get timings even when we cancel mid-way + // defaults.return_progress = true; // TODO: show progress + defaults.oaicompat_chat_syntax.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; + } + + std::string generate_completion(result_timings & out_timings) { + server_response_reader rd = ctx_server.get_response_reader(); + { + // TODO: reduce some copies here in the future + server_task task = server_task(SERVER_TASK_TYPE_COMPLETION); + task.id = rd.get_new_id(); + task.index = 0; + task.params = defaults; // copy + task.cli_input = messages; // copy + task.cli_files = input_files; // copy + rd.post_task({std::move(task)}); + } + + // wait for first result + console::spinner::start(); + server_task_result_ptr result = rd.next(should_stop); + + console::spinner::stop(); + std::string curr_content; + bool is_thinking = false; + + while (result) { + if (should_stop()) { + break; + } + if (result->is_error()) { + json err_data = result->to_json(); + if (err_data.contains("message")) { + console::error("Error: %s\n", err_data["message"].get().c_str()); + } else { + console::error("Error: %s\n", err_data.dump().c_str()); + } + return curr_content; + } + auto res_partial = dynamic_cast(result.get()); + if (res_partial) { + out_timings = std::move(res_partial->timings); + for (const auto & diff : res_partial->oaicompat_msg_diffs) { + if (!diff.content_delta.empty()) { + if (is_thinking) { + console::log("\n[End thinking]\n\n"); + console::set_display(DISPLAY_TYPE_RESET); + is_thinking = false; + } + curr_content += diff.content_delta; + console::log("%s", diff.content_delta.c_str()); + console::flush(); + } + if (!diff.reasoning_content_delta.empty()) { + console::set_display(DISPLAY_TYPE_REASONING); + if (!is_thinking) { + console::log("[Start thinking]\n"); + } + is_thinking = true; + console::log("%s", diff.reasoning_content_delta.c_str()); + console::flush(); + } + } + } + auto res_final = dynamic_cast(result.get()); + if (res_final) { + out_timings = std::move(res_final->timings); + break; + } + result = rd.next(should_stop); + } + g_is_interrupted.store(false); + // server_response_reader automatically cancels pending tasks upon destruction + return curr_content; + } + + // TODO: support remote files in the future (http, https, etc) + std::string load_input_file(const std::string & fname, bool is_media) { + std::ifstream file(fname, std::ios::binary); + if (!file) { + return ""; + } + if (is_media) { + raw_buffer buf; + buf.assign((std::istreambuf_iterator(file)), std::istreambuf_iterator()); + input_files.push_back(std::move(buf)); + return mtmd_default_marker(); + } else { + std::string content((std::istreambuf_iterator(file)), std::istreambuf_iterator()); + return content; + } + } +}; + +int main(int argc, char ** argv) { + common_params params; + + params.verbosity = LOG_LEVEL_ERROR; // by default, less verbose logs + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_CLI)) { + return 1; + } + + // TODO: maybe support it later? + if (params.conversation_mode == COMMON_CONVERSATION_MODE_DISABLED) { + console::error("--no-conversation is not supported by llama-cli\n"); + console::error("please use llama-completion instead\n"); + } + + common_init(); + + // struct that contains llama context and inference + cli_context ctx_cli(params); + + llama_backend_init(); + llama_numa_init(params.numa); + + // TODO: avoid using atexit() here by making `console` a singleton + console::init(params.simple_io, params.use_color); + atexit([]() { console::cleanup(); }); + + console::set_display(DISPLAY_TYPE_RESET); + +#if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) + struct sigaction sigint_action; + sigint_action.sa_handler = signal_handler; + sigemptyset (&sigint_action.sa_mask); + sigint_action.sa_flags = 0; + sigaction(SIGINT, &sigint_action, NULL); + sigaction(SIGTERM, &sigint_action, NULL); +#elif defined (_WIN32) + auto console_ctrl_handler = +[](DWORD ctrl_type) -> BOOL { + return (ctrl_type == CTRL_C_EVENT) ? (signal_handler(SIGINT), true) : false; + }; + SetConsoleCtrlHandler(reinterpret_cast(console_ctrl_handler), true); +#endif + + console::log("\nLoading model... "); // followed by loading animation + console::spinner::start(); + if (!ctx_cli.ctx_server.load_model(params)) { + console::spinner::stop(); + console::error("\nFailed to load the model\n"); + return 1; + } + + ctx_cli.ctx_server.init(); + + console::spinner::stop(); + console::log("\n"); + + std::thread inference_thread([&ctx_cli]() { + ctx_cli.ctx_server.start_loop(); + }); + + auto inf = ctx_cli.ctx_server.get_info(); + std::string modalities = "text"; + if (inf.has_inp_image) { + modalities += ", vision"; + } + if (inf.has_inp_audio) { + modalities += ", audio"; + } + + if (!params.system_prompt.empty()) { + ctx_cli.messages.push_back({ + {"role", "system"}, + {"content", params.system_prompt} + }); + } + + console::log("\n"); + console::log("%s\n", LLAMA_ASCII_LOGO); + console::log("build : %s\n", inf.build_info.c_str()); + console::log("model : %s\n", inf.model_name.c_str()); + console::log("modalities : %s\n", modalities.c_str()); + if (!params.system_prompt.empty()) { + console::log("using custom system prompt\n"); + } + console::log("\n"); + console::log("available commands:\n"); + console::log(" /exit or Ctrl+C stop or exit\n"); + console::log(" /regen regenerate the last response\n"); + console::log(" /clear clear the chat history\n"); + console::log(" /read add a text file\n"); + if (inf.has_inp_image) { + console::log(" /image add an image file\n"); + } + if (inf.has_inp_audio) { + console::log(" /audio add an audio file\n"); + } + console::log("\n"); + + // interactive loop + std::string cur_msg; + while (true) { + std::string buffer; + console::set_display(DISPLAY_TYPE_USER_INPUT); + if (params.prompt.empty()) { + console::log("\n> "); + std::string line; + bool another_line = true; + do { + another_line = console::readline(line, params.multiline_input); + buffer += line; + } while (another_line); + } else { + // process input prompt from args + for (auto & fname : params.image) { + std::string marker = ctx_cli.load_input_file(fname, true); + if (marker.empty()) { + console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); + break; + } + console::log("Loaded media from '%s'\n", fname.c_str()); + cur_msg += marker; + } + buffer = params.prompt; + if (buffer.size() > 500) { + console::log("\n> %s ... (truncated)\n", buffer.substr(0, 500).c_str()); + } else { + console::log("\n> %s\n", buffer.c_str()); + } + params.prompt.clear(); // only use it once + } + console::set_display(DISPLAY_TYPE_RESET); + console::log("\n"); + + if (should_stop()) { + g_is_interrupted.store(false); + break; + } + + // remove trailing newline + if (!buffer.empty() &&buffer.back() == '\n') { + buffer.pop_back(); + } + + // skip empty messages + if (buffer.empty()) { + continue; + } + + bool add_user_msg = true; + + // process commands + if (string_starts_with(buffer, "/exit")) { + break; + } else if (string_starts_with(buffer, "/regen")) { + if (ctx_cli.messages.size() >= 2) { + size_t last_idx = ctx_cli.messages.size() - 1; + ctx_cli.messages.erase(last_idx); + add_user_msg = false; + } else { + console::error("No message to regenerate.\n"); + continue; + } + } else if (string_starts_with(buffer, "/clear")) { + ctx_cli.messages.clear(); + ctx_cli.input_files.clear(); + console::log("Chat history cleared.\n"); + continue; + } else if ( + (string_starts_with(buffer, "/image ") && inf.has_inp_image) || + (string_starts_with(buffer, "/audio ") && inf.has_inp_audio)) { + // just in case (bad copy-paste for example), we strip all trailing/leading spaces + std::string fname = string_strip(buffer.substr(7)); + std::string marker = ctx_cli.load_input_file(fname, true); + if (marker.empty()) { + console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); + continue; + } + cur_msg += marker; + console::log("Loaded media from '%s'\n", fname.c_str()); + continue; + } else if (string_starts_with(buffer, "/read ")) { + std::string fname = string_strip(buffer.substr(6)); + std::string marker = ctx_cli.load_input_file(fname, false); + if (marker.empty()) { + console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); + continue; + } + cur_msg += marker; + console::log("Loaded text from '%s'\n", fname.c_str()); + continue; + } else { + // not a command + cur_msg += buffer; + } + + // generate response + if (add_user_msg) { + ctx_cli.messages.push_back({ + {"role", "user"}, + {"content", cur_msg} + }); + cur_msg.clear(); + } + result_timings timings; + std::string assistant_content = ctx_cli.generate_completion(timings); + ctx_cli.messages.push_back({ + {"role", "assistant"}, + {"content", assistant_content} + }); + console::log("\n"); + + if (params.show_timings) { + console::set_display(DISPLAY_TYPE_INFO); + console::log("\n"); + console::log("[ Prompt: %.1f t/s | Generation: %.1f t/s ]\n", timings.prompt_per_second, timings.predicted_per_second); + console::set_display(DISPLAY_TYPE_RESET); + } + + if (params.single_turn) { + break; + } + } + + console::set_display(DISPLAY_TYPE_RESET); + + console::log("\nExiting...\n"); + ctx_cli.ctx_server.terminate(); + inference_thread.join(); + + // bump the log level to display timings + common_log_set_verbosity_thold(LOG_LEVEL_INFO); + llama_memory_breakdown_print(ctx_cli.ctx_server.get_llama_context()); + + return 0; +} diff --git a/tools/main/CMakeLists.txt b/tools/completion/CMakeLists.txt similarity index 74% rename from tools/main/CMakeLists.txt rename to tools/completion/CMakeLists.txt index 8f8e9d444c..126ae6ab3d 100644 --- a/tools/main/CMakeLists.txt +++ b/tools/completion/CMakeLists.txt @@ -1,5 +1,5 @@ -set(TARGET llama-cli) -add_executable(${TARGET} main.cpp) +set(TARGET llama-completion) +add_executable(${TARGET} completion.cpp) target_link_libraries(${TARGET} PRIVATE common llama ${CMAKE_THREAD_LIBS_INIT}) target_compile_features(${TARGET} PRIVATE cxx_std_17) diff --git a/tools/main/README.md b/tools/completion/README.md similarity index 95% rename from tools/main/README.md rename to tools/completion/README.md index 54e582de07..57ef394213 100644 --- a/tools/main/README.md +++ b/tools/completion/README.md @@ -1,4 +1,4 @@ -# llama.cpp/tools/main +# llama.cpp/tools/completion This example program allows you to use various LLaMA language models easily and efficiently. It is specifically designed to work with the [llama.cpp](https://github.com/ggml-org/llama.cpp) project, which provides a plain C/C++ implementation with optional 4-bit quantization support for faster, lower memory inference, and is optimized for desktop CPUs. This program can be used to perform various inference tasks with LLaMA models, including generating text based on user-provided prompts and chat-like interactions with reverse prompts. @@ -27,64 +27,64 @@ Once downloaded, place your model in the models folder in llama.cpp. ##### Input prompt (One-and-done) ```bash -./llama-cli -m models/gemma-1.1-7b-it.Q4_K_M.gguf -no-cnv --prompt "Once upon a time" +./llama-completion -m models/gemma-1.1-7b-it.Q4_K_M.gguf -no-cnv --prompt "Once upon a time" ``` ##### Conversation mode (Allow for continuous interaction with the model) ```bash -./llama-cli -m models/gemma-1.1-7b-it.Q4_K_M.gguf --chat-template gemma +./llama-completion -m models/gemma-1.1-7b-it.Q4_K_M.gguf --chat-template gemma ``` ##### Conversation mode using built-in jinja chat template ```bash -./llama-cli -m models/gemma-1.1-7b-it.Q4_K_M.gguf --jinja +./llama-completion -m models/gemma-1.1-7b-it.Q4_K_M.gguf --jinja ``` ##### One-and-done query using jinja with custom system prompt and a starting prompt ```bash -./llama-cli -m models/gemma-1.1-7b-it.Q4_K_M.gguf --jinja --single-turn -sys "You are a helpful assistant" -p "Hello" +./llama-completion -m models/gemma-1.1-7b-it.Q4_K_M.gguf --jinja --single-turn -sys "You are a helpful assistant" -p "Hello" ``` ##### Infinite text from a starting prompt (you can use `Ctrl-C` to stop it): ```bash -./llama-cli -m models/gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 +./llama-completion -m models/gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 ``` ### Windows: ##### Input prompt (One-and-done) ```powershell -./llama-cli.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf -no-cnv --prompt "Once upon a time" +./llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf -no-cnv --prompt "Once upon a time" ``` ##### Conversation mode (Allow for continuous interaction with the model) ```powershell -./llama-cli.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --chat-template gemma +./llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --chat-template gemma ``` ##### Conversation mode using built-in jinja chat template ```powershell -./llama-cli.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --jinja +./llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --jinja ``` ##### One-and-done query using jinja with custom system prompt and a starting prompt ```powershell -./llama-cli.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --jinja --single-turn -sys "You are a helpful assistant" -p "Hello" +./llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --jinja --single-turn -sys "You are a helpful assistant" -p "Hello" ``` #### Infinite text from a starting prompt (you can use `Ctrl-C` to stop it): ```powershell -llama-cli.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 +llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 ``` ## Common Options -In this section, we cover the most commonly used options for running the `llama-cli` program with the LLaMA models: +In this section, we cover the most commonly used options for running the `llama-completion` program with the LLaMA models: - `-m FNAME, --model FNAME`: Specify the path to the LLaMA model file (e.g., `models/gemma-1.1-7b-it.Q4_K_M.gguf`; inferred from `--model-url` if set). - `-mu MODEL_URL --model-url MODEL_URL`: Specify a remote http url to download the file (e.g [https://huggingface.co/ggml-org/gemma-1.1-7b-it-Q4_K_M-GGUF/resolve/main/gemma-1.1-7b-it.Q4_K_M.gguf?download=true](https://huggingface.co/ggml-org/gemma-1.1-7b-it-Q4_K_M-GGUF/resolve/main/gemma-1.1-7b-it.Q4_K_M.gguf?download=true)). @@ -97,7 +97,7 @@ In this section, we cover the most commonly used options for running the `llama- ## Input Prompts -The `llama-cli` program provides several ways to interact with the LLaMA models using input prompts: +The `llama-completion` program provides several ways to interact with the LLaMA models using input prompts: - `--prompt PROMPT`: Provide a prompt directly as a command-line option. - `--file FNAME`: Provide a file containing a prompt or multiple prompts. @@ -107,7 +107,7 @@ The `llama-cli` program provides several ways to interact with the LLaMA models ## Interaction -The `llama-cli` program offers a seamless way to interact with LLaMA models, allowing users to engage in real-time conversations or provide instructions for specific tasks. The interactive mode can be triggered using various options, including `--interactive` and `--interactive-first`. +The `llama-completion` program offers a seamless way to interact with LLaMA models, allowing users to engage in real-time conversations or provide instructions for specific tasks. The interactive mode can be triggered using various options, including `--interactive` and `--interactive-first`. In interactive mode, users can participate in text generation by injecting their input during the process. Users can press `Ctrl+C` at any time to interject and type their input, followed by pressing `Return` to submit it to the LLaMA model. To submit additional lines without finalizing input, users can end the current line with a backslash (`\`) and continue typing. @@ -136,7 +136,7 @@ To overcome this limitation, you can use the `--in-prefix` flag to add a space o The `--in-prefix` flag is used to add a prefix to your input, primarily, this is used to insert a space after the reverse prompt. Here's an example of how to use the `--in-prefix` flag in conjunction with the `--reverse-prompt` flag: ```sh -./llama-cli -r "User:" --in-prefix " " +./llama-completion -r "User:" --in-prefix " " ``` ### In-Suffix @@ -144,7 +144,7 @@ The `--in-prefix` flag is used to add a prefix to your input, primarily, this is The `--in-suffix` flag is used to add a suffix after your input. This is useful for adding an "Assistant:" prompt after the user's input. It's added after the new-line character (`\n`) that's automatically added to the end of the user's input. Here's an example of how to use the `--in-suffix` flag in conjunction with the `--reverse-prompt` flag: ```sh -./llama-cli -r "User:" --in-prefix " " --in-suffix "Assistant:" +./llama-completion -r "User:" --in-prefix " " --in-suffix "Assistant:" ``` When --in-prefix or --in-suffix options are enabled the chat template ( --chat-template ) is disabled diff --git a/tools/main/main.cpp b/tools/completion/completion.cpp similarity index 97% rename from tools/main/main.cpp rename to tools/completion/completion.cpp index 78b42267b5..85480f3369 100644 --- a/tools/main/main.cpp +++ b/tools/completion/completion.cpp @@ -86,7 +86,11 @@ static void sigint_handler(int signo) { int main(int argc, char ** argv) { common_params params; g_params = ¶ms; - if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_MAIN, print_usage)) { + + // disable jinja by default + params.use_jinja = false; + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMPLETION, print_usage)) { return 1; } @@ -137,13 +141,15 @@ int main(int argc, char ** argv) { // load the model and apply lora adapter, if any LOG_INF("%s: load the model and apply lora adapter, if any\n", __func__); - common_init_result llama_init = common_init_from_params(params); - model = llama_init.model.get(); - ctx = llama_init.context.get(); + auto llama_init = common_init_from_params(params); - if (model == NULL) { - LOG_ERR("%s: error: unable to load model\n", __func__); + ctx = llama_init->context(); + model = llama_init->model(); + smpl = llama_init->sampler(0); + + if (ctx == NULL) { + LOG_ERR("%s: error: unable to create context\n", __func__); return 1; } @@ -470,12 +476,6 @@ int main(int argc, char ** argv) { } } - smpl = common_sampler_init(model, sparams); - if (!smpl) { - LOG_ERR("%s: failed to initialize sampling subsystem\n", __func__); - return 1; - } - LOG_INF("sampler seed: %u\n", common_sampler_get_seed(smpl)); LOG_INF("sampler params: \n%s\n", sparams.print().c_str()); LOG_INF("sampler chain: %s\n", common_sampler_print(smpl).c_str()); @@ -537,7 +537,7 @@ int main(int argc, char ** argv) { std::ostringstream assistant_ss; // for storing current assistant message, used in conversation mode // the first thing we will do is to output the prompt, so set color accordingly - console::set_display(console::prompt); + console::set_display(DISPLAY_TYPE_PROMPT); display = params.display_prompt; std::vector embd; @@ -582,9 +582,9 @@ int main(int argc, char ** argv) { const int skipped_tokens = (int) embd.size() - max_embd_size; embd.resize(max_embd_size); - console::set_display(console::error); + console::set_display(DISPLAY_TYPE_ERROR); LOG_WRN("<>", skipped_tokens, skipped_tokens != 1 ? "s" : ""); - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); } if (ga_n == 1) { @@ -766,7 +766,7 @@ int main(int argc, char ** argv) { // reset color to default if there is no pending user input if (input_echo && (int) embd_inp.size() == n_consumed) { - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); display = true; } @@ -862,7 +862,7 @@ int main(int argc, char ** argv) { } // color user input only - console::set_display(console::user_input); + console::set_display(DISPLAY_TYPE_USER_INPUT); display = params.display_prompt; std::string line; @@ -873,7 +873,7 @@ int main(int argc, char ** argv) { } while (another_line); // done taking input, reset color - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); display = true; if (buffer.empty()) { // Ctrl+D on empty line exits @@ -989,8 +989,6 @@ int main(int argc, char ** argv) { LOG("\n\n"); common_perf_print(ctx, smpl); - common_sampler_free(smpl); - llama_backend_free(); ggml_threadpool_free_fn(threadpool); diff --git a/tools/cvector-generator/cvector-generator.cpp b/tools/cvector-generator/cvector-generator.cpp index d2d97e05ce..3ba7c52950 100644 --- a/tools/cvector-generator/cvector-generator.cpp +++ b/tools/cvector-generator/cvector-generator.cpp @@ -419,10 +419,10 @@ int main(int argc, char ** argv) { llama_numa_init(params.numa); // load the model to get hparams - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); // int n_ctx = llama_n_ctx(ctx); int n_layers = llama_model_n_layer(model); diff --git a/tools/fit-params/CMakeLists.txt b/tools/fit-params/CMakeLists.txt new file mode 100644 index 0000000000..34c3373f83 --- /dev/null +++ b/tools/fit-params/CMakeLists.txt @@ -0,0 +1,8 @@ +set(TARGET llama-fit-params) +add_executable(${TARGET} fit-params.cpp) +target_link_libraries(${TARGET} PRIVATE common llama ${CMAKE_THREAD_LIBS_INIT}) +target_compile_features(${TARGET} PRIVATE cxx_std_17) + +if(LLAMA_TOOLS_INSTALL) + install(TARGETS ${TARGET} RUNTIME) +endif() diff --git a/tools/fit-params/README.md b/tools/fit-params/README.md new file mode 100644 index 0000000000..8f0c958a2f --- /dev/null +++ b/tools/fit-params/README.md @@ -0,0 +1,55 @@ +# fit-params + +llama.cpp binaries can automatically fit the projected memory use of a model to the free device memory available at runtime, +this is controlled using the CLI arguments starting with `-fit`/`--fit`. +Internally the code is calling `llama_params_fit` to adjust the `llama_model_params` and `llama_context_params` structs. +`llama-fit-params` is a simple utility that prints the CLI arguments corresponding to these adjustments to stdout. +Example usage: + +``` bash +# First, run llama-fit-params and store the results in a file: +> ./build/bin/llama-fit-params --model /opt/models/qwen_3-30b3a-f16.gguf | tee args.txt +ggml_cuda_init: GGML_CUDA_FORCE_MMQ: no +ggml_cuda_init: GGML_CUDA_FORCE_CUBLAS: no +ggml_cuda_init: found 1 CUDA devices: + Device 0: NVIDIA GeForce RTX 4090, compute capability 8.9, VMM: yes +build: 6895 (4341dc8bc) with cc (GCC) 15.2.1 20250813 for x86_64-pc-linux-gnu +llama_params_fit_impl: projected to use 61807 MiB of device memory vs. 24077 MiB of free device memory +llama_params_fit_impl: cannot fulfill margin of 1024 MiB, need to reduce device memory by 42444 MiB +llama_params_fit_impl: context size reduced from 40960 to 4096 -> need 3456 MiB less memory in total +llama_params_fit_impl: with only dense weights in device memory there is a total surplus of 16164 MiB +llama_params_fit_impl: distributing layers across devices with overflow to next device/system memory: +llama_params_fit_impl: - CUDA0 (NVIDIA GeForce RTX 4090): 48 layers (34 overflowing), 19187 MiB used, 1199 MiB free +llama_params_fit: successfully fit params to free device memory +llama_params_fit: fitting params to free memory took 1.15 seconds +Printing fitted CLI arguments to stdout... +-c 4096 -ngl 48 -ot blk\.14\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.15\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.16\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.17\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.18\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.19\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.20\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.21\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.22\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.23\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.24\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.25\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.26\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.27\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.28\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.29\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.30\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.31\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.32\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.33\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.34\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.35\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.36\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.37\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.38\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.39\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.40\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.41\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.42\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.43\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.44\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.45\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.46\.ffn_(up|down|gate)_(ch|)exps=CPU,blk\.47\.ffn_(up|down|gate)_(ch|)exps=CPU + +# Next, use those results for a llama.cpp binary: +> cat args.txt | xargs ./build/bin/llama-server --model /opt/models/qwen_3-30b3a-f16.gguf +ggml_cuda_init: GGML_CUDA_FORCE_MMQ: no +ggml_cuda_init: GGML_CUDA_FORCE_CUBLAS: no +ggml_cuda_init: found 1 CUDA devices: + Device 0: NVIDIA GeForce RTX 4090, compute capability 8.9, VMM: yes +build: 6895 (4341dc8bc) with cc (GCC) 15.2.1 20250813 for x86_64-pc-linux-gnu +system info: n_threads = 16, n_threads_batch = 16, total_threads = 32 + +system_info: n_threads = 16 (n_threads_batch = 16) / 32 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX_VNNI = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | + +main: binding port with default address family +main: HTTP server is listening, hostname: 127.0.0.1, port: 8080, http threads: 31 +main: loading model +srv load_model: loading model '/opt/models/qwen_3-30b3a-f16.gguf' +llama_params_fit_impl: projected to use 19187 MiB of device memory vs. 24077 MiB of free device memory +llama_params_fit_impl: will leave 1199 >= 1024 MiB of free device memory, no changes needed +llama_params_fit: successfully fit params to free device memory +llama_params_fit: fitting params to free memory took 0.28 seconds +[...] +main: server is listening on http://127.0.0.1:8080 - starting the main loop +srv update_slots: all slots are idle +^Csrv operator(): operator(): cleaning up before exit... + +llama_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +llama_memory_breakdown_print: | - CUDA0 (RTX 4090) | 24077 = 945 + (19187 = 17904 + 384 + 898) + 3945 | +llama_memory_breakdown_print: | - Host | 58271 = 58259 + 0 + 12 | +``` diff --git a/tools/fit-params/fit-params.cpp b/tools/fit-params/fit-params.cpp new file mode 100644 index 0000000000..fbf7a2eb37 --- /dev/null +++ b/tools/fit-params/fit-params.cpp @@ -0,0 +1,62 @@ +#include "llama.h" + +#include "arg.h" +#include "common.h" +#include "log.h" + +#include + +#if defined(_MSC_VER) +#pragma warning(disable: 4244 4267) // possible loss of data +#endif + +int main(int argc, char ** argv) { + common_params params; + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMMON)) { + return 1; + } + + common_init(); + llama_backend_init(); + llama_numa_init(params.numa); + auto mparams = common_model_params_to_llama(params); + auto cparams = common_context_params_to_llama(params); + llama_params_fit(params.model.path.c_str(), &mparams, &cparams, + params.tensor_split, params.tensor_buft_overrides.data(), params.fit_params_target, params.fit_params_min_ctx, + params.verbosity >= 4 ? GGML_LOG_LEVEL_DEBUG : GGML_LOG_LEVEL_ERROR); + + LOG_INF("Printing fitted CLI arguments to stdout...\n"); + std::cout << "-c " << cparams.n_ctx; + std::cout << " -ngl " << mparams.n_gpu_layers; + + size_t nd = llama_max_devices(); + while (nd > 1 && mparams.tensor_split[nd - 1] == 0.0f) { + nd--; + } + if (nd > 1) { + for (size_t id = 0; id < nd; id++) { + if (id == 0) { + std::cout << " -ts "; + } + if (id > 0) { + std::cout << ","; + } + std::cout << mparams.tensor_split[id]; + } + } + + const size_t ntbo = llama_max_tensor_buft_overrides(); + for (size_t itbo = 0; itbo < ntbo && mparams.tensor_buft_overrides[itbo].pattern != nullptr; itbo++) { + if (itbo == 0) { + std::cout << " -ot "; + } + if (itbo > 0) { + std::cout << ","; + } + std::cout << mparams.tensor_buft_overrides[itbo].pattern << "=" << ggml_backend_buft_name(mparams.tensor_buft_overrides[itbo].buft); + } + std::cout << "\n"; + + return 0; +} diff --git a/tools/gguf-split/tests.sh b/tools/gguf-split/tests.sh index e8677018f5..c8dd0b0079 100755 --- a/tools/gguf-split/tests.sh +++ b/tools/gguf-split/tests.sh @@ -19,7 +19,7 @@ fi set -x SPLIT=$1/llama-gguf-split -MAIN=$1/llama-cli +MAIN=$1/llama-completion WORK_PATH=$TMP_DIR/gguf-split ROOT_DIR=$(realpath $(dirname $0)/../../) diff --git a/tools/imatrix/imatrix.cpp b/tools/imatrix/imatrix.cpp index f28a036dee..669de55ddb 100644 --- a/tools/imatrix/imatrix.cpp +++ b/tools/imatrix/imatrix.cpp @@ -1265,10 +1265,10 @@ int main(int argc, char ** argv) { params.warmup = false; // init - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); if (model == nullptr || ctx == nullptr) { LOG_ERR("%s : failed to init\n", __func__); diff --git a/tools/llama-bench/README.md b/tools/llama-bench/README.md index 87d9c0a219..c837bb6d26 100644 --- a/tools/llama-bench/README.md +++ b/tools/llama-bench/README.md @@ -80,7 +80,7 @@ Each test is repeated the number of times given by `-r`, and the results are ave Using the `-d ` option, each test can be run at a specified context depth, prefilling the KV cache with `` tokens. -For a description of the other options, see the [main example](../main/README.md). +For a description of the other options, see the [completion example](../completion/README.md). > [!NOTE] > The measurements with `llama-bench` do not include the times for tokenization and for sampling. diff --git a/tools/llama-bench/llama-bench.cpp b/tools/llama-bench/llama-bench.cpp index 852a512451..0be6ed6948 100644 --- a/tools/llama-bench/llama-bench.cpp +++ b/tools/llama-bench/llama-bench.cpp @@ -1737,7 +1737,8 @@ struct markdown_printer : public printer { fields.emplace_back("params"); fields.emplace_back("backend"); bool is_cpu_backend = test::get_backend().find("CPU") != std::string::npos || - test::get_backend().find("BLAS") != std::string::npos; + test::get_backend().find("BLAS") != std::string::npos || + test::get_backend().find("ZenDNN") != std::string::npos; if (!is_cpu_backend) { fields.emplace_back("n_gpu_layers"); } diff --git a/tools/mtmd/CMakeLists.txt b/tools/mtmd/CMakeLists.txt index f640ae2a6e..3ee42036fd 100644 --- a/tools/mtmd/CMakeLists.txt +++ b/tools/mtmd/CMakeLists.txt @@ -6,16 +6,31 @@ add_library(mtmd mtmd.cpp mtmd-audio.cpp mtmd.h + mtmd-helper.cpp + mtmd-helper.h clip.cpp clip.h clip-impl.h - mtmd-helper.cpp - mtmd-helper.h + clip-model.h + clip-graph.h + models/models.h + models/cogvlm.cpp + models/internvl.cpp + models/kimivl.cpp + models/llama4.cpp + models/llava.cpp + models/minicpmv.cpp + models/pixtral.cpp + models/qwen2vl.cpp + models/qwen3vl.cpp + models/siglip.cpp + models/whisper-enc.cpp ) set_target_properties(mtmd PROPERTIES VERSION ${LLAMA_INSTALL_VERSION} SOVERSION 0 + MACHO_CURRENT_VERSION 0 # keep macOS linker from seeing oversized version number ) target_link_libraries (mtmd PUBLIC ggml llama) @@ -52,6 +67,15 @@ if (TARGET BUILD_INFO) add_dependencies(mtmd-helper BUILD_INFO) endif() +# if mtmd is linked against common, we throw an error +if (TARGET mtmd) + get_target_property(libs mtmd LINK_LIBRARIES) + if (libs AND "common" IN_LIST libs) + message(FATAL_ERROR "mtmd is designed to be a public library.\n" + "It must not link against common") + endif() +endif() + add_executable(llama-llava-cli deprecation-warning.cpp) add_executable(llama-gemma3-cli deprecation-warning.cpp) add_executable(llama-minicpmv-cli deprecation-warning.cpp) diff --git a/tools/mtmd/clip-graph.h b/tools/mtmd/clip-graph.h new file mode 100644 index 0000000000..17f90e8aa8 --- /dev/null +++ b/tools/mtmd/clip-graph.h @@ -0,0 +1,119 @@ +#pragma once + +#include "ggml.h" +#include "ggml-cpp.h" +#include "clip.h" +#include "clip-impl.h" +#include "clip-model.h" + +#include +#include + +struct clip_graph { + const clip_model & model; + const clip_hparams & hparams; + projector_type proj_type; + + // we only support single image per batch + const clip_image_f32 & img; + + const int patch_size; + const int n_patches_x; + const int n_patches_y; + const int n_patches; + const int n_embd; + const int n_head; + const int d_head; + const int n_layer; + const int n_mmproj_embd; + const float eps; + const float kq_scale; + const clip_flash_attn_type flash_attn_type; + + // for debugging + const bool debug_graph; + std::vector & debug_print_tensors; + + ggml_context_ptr ctx0_ptr; + ggml_context * ctx0; + ggml_cgraph * gf; + + clip_graph(clip_ctx * ctx, const clip_image_f32 & img); + + virtual ~clip_graph() = default; + virtual ggml_cgraph * build() = 0; + + // + // utility functions + // + void cb(ggml_tensor * cur0, const char * name, int il) const; + + // siglip2 naflex + ggml_tensor * resize_position_embeddings(); + + // build vision transformer (ViT) cgraph + // this function should cover most of the models + // if your model has specific features, you should probably duplicate this function + ggml_tensor * build_vit( + ggml_tensor * inp, + int64_t n_pos, + norm_type norm_t, + ffn_op_type ffn_t, + ggml_tensor * learned_pos_embd, + std::function add_pos); + + // build the input after conv2d (inp_raw --> patches) + // returns tensor with shape [n_embd, n_patches] + ggml_tensor * build_inp(); + + ggml_tensor * build_inp_raw(int channels = 3); + + ggml_tensor * build_norm( + ggml_tensor * cur, + ggml_tensor * mw, + ggml_tensor * mb, + norm_type type, + float norm_eps, + int il) const; + + ggml_tensor * build_ffn( + ggml_tensor * cur, + ggml_tensor * up, + ggml_tensor * up_b, + ggml_tensor * gate, + ggml_tensor * gate_b, + ggml_tensor * down, + ggml_tensor * down_b, + ffn_op_type type_op, + int il) const; + + ggml_tensor * build_attn( + ggml_tensor * wo, + ggml_tensor * wo_b, + ggml_tensor * q_cur, + ggml_tensor * k_cur, + ggml_tensor * v_cur, + ggml_tensor * kq_mask, + float kq_scale, + int il) const; + + // implementation of the 2D RoPE without adding a new op in ggml + // this is not efficient (use double the memory), but works on all backends + // TODO: there was a more efficient which relies on ggml_view and ggml_rope_ext_inplace, but the rope inplace does not work well with non-contiguous tensors ; we should fix that and revert back to the original implementation in https://github.com/ggml-org/llama.cpp/pull/13065 + ggml_tensor * build_rope_2d( + ggml_context * ctx0, + ggml_tensor * cur, + ggml_tensor * pos_a, // first half + ggml_tensor * pos_b, // second half + const float freq_base, + const bool interleave_freq + ); + + // aka pixel_shuffle / pixel_unshuffle / patch_merger (Kimi-VL) + // support dynamic resolution + ggml_tensor * build_patch_merge_permute(ggml_tensor * cur, int scale_factor); + + // Generic function to stack frames for audio processing + // Abstracts out the StackAudioFrames logic used by ultravox + ggml_tensor * build_stack(ggml_tensor * cur, int32_t stack_factor, int32_t n_embed); +}; diff --git a/tools/mtmd/clip-impl.h b/tools/mtmd/clip-impl.h index cd47865bf4..9ef0d301e4 100644 --- a/tools/mtmd/clip-impl.h +++ b/tools/mtmd/clip-impl.h @@ -1,3 +1,5 @@ +#pragma once + #include "ggml.h" #include "gguf.h" #include "clip.h" @@ -13,6 +15,8 @@ // Internal header for clip.cpp +#define MTMD_INTERNAL_HEADER + #define KEY_FTYPE "general.file_type" #define KEY_NAME "general.name" #define KEY_DESCRIPTION "general.description" @@ -132,6 +136,10 @@ // align x to upper multiple of n #define CLIP_ALIGN(x, n) ((((x) + (n) - 1) / (n)) * (n)) +// forward declaration +// TODO: improve this later +struct clip_ctx; + enum projector_type { PROJECTOR_TYPE_MLP, PROJECTOR_TYPE_MLP_NORM, @@ -149,6 +157,7 @@ enum projector_type { PROJECTOR_TYPE_INTERNVL, PROJECTOR_TYPE_LLAMA4, PROJECTOR_TYPE_QWEN2A, + PROJECTOR_TYPE_GLMA, PROJECTOR_TYPE_QWEN25O, // will be replaced by QWEN2A or QWEN25VL depending on clip_ctx PROJECTOR_TYPE_VOXTRAL, PROJECTOR_TYPE_LFM2, @@ -175,6 +184,7 @@ static std::map PROJECTOR_TYPE_NAMES = { { PROJECTOR_TYPE_INTERNVL, "internvl"}, { PROJECTOR_TYPE_LLAMA4, "llama4"}, { PROJECTOR_TYPE_QWEN2A, "qwen2a"}, + { PROJECTOR_TYPE_GLMA, "glma"}, { PROJECTOR_TYPE_QWEN25O, "qwen2.5o"}, { PROJECTOR_TYPE_VOXTRAL, "voxtral"}, { PROJECTOR_TYPE_LFM2, "lfm2"}, diff --git a/tools/mtmd/clip-model.h b/tools/mtmd/clip-model.h new file mode 100644 index 0000000000..2f7dbb458e --- /dev/null +++ b/tools/mtmd/clip-model.h @@ -0,0 +1,289 @@ +#pragma once + +#include "ggml.h" +#include "clip.h" +#include "clip-impl.h" + +#include +#include +#include +#include + +enum ffn_op_type { + FFN_GELU, + FFN_GELU_ERF, + FFN_SILU, + FFN_GELU_QUICK, +}; + +enum norm_type { + NORM_TYPE_NORMAL, + NORM_TYPE_RMS, +}; + +enum patch_merge_type { + PATCH_MERGE_FLAT, + PATCH_MERGE_SPATIAL_UNPAD, +}; + +struct clip_hparams { + int32_t image_size = 0; + int32_t patch_size = 0; + int32_t n_embd = 0; + int32_t n_ff = 0; + int32_t projection_dim = 0; + int32_t n_head = 0; + int32_t n_layer = 0; + // idefics3 + int32_t image_longest_edge = 0; + int32_t image_min_pixels = -1; + int32_t image_max_pixels = -1; + int32_t n_merge = 0; // number of patch merges **per-side** + + float image_mean[3]; + float image_std[3]; + + // for models using dynamic image size, we need to have a smaller image size to warmup + // otherwise, user will get OOM everytime they load the model + int32_t warmup_image_size = 0; + int32_t warmup_audio_size = 3000; + + ffn_op_type ffn_op = FFN_GELU; + + patch_merge_type mm_patch_merge_type = PATCH_MERGE_FLAT; + + float eps = 1e-6; + float rope_theta = 0.0; + + std::vector image_res_candidates; // for llava-uhd style models + int32_t image_crop_resolution; + std::unordered_set vision_feature_layer; + int32_t attn_window_size = 0; + int32_t n_wa_pattern = 0; + + // audio + int32_t n_mel_bins = 0; // whisper preprocessor + int32_t proj_stack_factor = 0; // ultravox + + // audio-to-mel preprocessor params + int32_t audio_chunk_len = -1; // in seconds + int32_t audio_sample_rate = -1; + int32_t audio_n_fft = -1; + int32_t audio_window_len = -1; + int32_t audio_hop_len = -1; + + // legacy + bool has_llava_projector = false; + int minicpmv_version = 0; + int32_t minicpmv_query_num = 0; // MiniCPM-V query number + + // custom value provided by user, can be undefined if not set + int32_t custom_image_min_tokens = -1; + int32_t custom_image_max_tokens = -1; + + void set_limit_image_tokens(int n_tokens_min, int n_tokens_max) { + const int cur_merge = n_merge == 0 ? 1 : n_merge; + const int patch_area = patch_size * patch_size * cur_merge * cur_merge; + image_min_pixels = (custom_image_min_tokens > 0 ? custom_image_min_tokens : n_tokens_min) * patch_area; + image_max_pixels = (custom_image_max_tokens > 0 ? custom_image_max_tokens : n_tokens_max) * patch_area; + warmup_image_size = static_cast(std::sqrt(image_max_pixels)); + } + + void set_warmup_n_tokens(int n_tokens) { + int n_tok_per_side = static_cast(std::sqrt(n_tokens)); + GGML_ASSERT(n_tok_per_side * n_tok_per_side == n_tokens && "n_tokens must be n*n"); + const int cur_merge = n_merge == 0 ? 1 : n_merge; + warmup_image_size = n_tok_per_side * patch_size * cur_merge; + // TODO: support warmup size for custom token numbers + } +}; + +struct clip_layer { + // attention + ggml_tensor * k_w = nullptr; + ggml_tensor * k_b = nullptr; + ggml_tensor * q_w = nullptr; + ggml_tensor * q_b = nullptr; + ggml_tensor * v_w = nullptr; + ggml_tensor * v_b = nullptr; + ggml_tensor * qkv_w = nullptr; + ggml_tensor * qkv_b = nullptr; + + ggml_tensor * o_w = nullptr; + ggml_tensor * o_b = nullptr; + + ggml_tensor * k_norm = nullptr; + ggml_tensor * q_norm = nullptr; + + // layernorm 1 + ggml_tensor * ln_1_w = nullptr; + ggml_tensor * ln_1_b = nullptr; + + ggml_tensor * ff_up_w = nullptr; + ggml_tensor * ff_up_b = nullptr; + ggml_tensor * ff_gate_w = nullptr; + ggml_tensor * ff_gate_b = nullptr; + ggml_tensor * ff_down_w = nullptr; + ggml_tensor * ff_down_b = nullptr; + + // layernorm 2 + ggml_tensor * ln_2_w = nullptr; + ggml_tensor * ln_2_b = nullptr; + + // layer scale (no bias) + ggml_tensor * ls_1_w = nullptr; + ggml_tensor * ls_2_w = nullptr; + + // qwen3vl deepstack merger + ggml_tensor * deepstack_norm_w = nullptr; + ggml_tensor * deepstack_norm_b = nullptr; + ggml_tensor * deepstack_fc1_w = nullptr; + ggml_tensor * deepstack_fc1_b = nullptr; + ggml_tensor * deepstack_fc2_w = nullptr; + ggml_tensor * deepstack_fc2_b = nullptr; + + bool has_deepstack() const { + return deepstack_fc1_w != nullptr; + } +}; + +struct clip_model { + clip_modality modality = CLIP_MODALITY_VISION; + projector_type proj_type = PROJECTOR_TYPE_MLP; + clip_hparams hparams; + + // embeddings + ggml_tensor * class_embedding = nullptr; + ggml_tensor * patch_embeddings_0 = nullptr; + ggml_tensor * patch_embeddings_1 = nullptr; // second Conv2D kernel when we decouple Conv3D along temproal dimension (Qwen2VL) + ggml_tensor * patch_bias = nullptr; + ggml_tensor * position_embeddings = nullptr; + + ggml_tensor * pre_ln_w = nullptr; + ggml_tensor * pre_ln_b = nullptr; + + std::vector layers; + + int32_t n_deepstack_layers = 0; // used by Qwen3-VL, calculated from clip_layer + + ggml_tensor * post_ln_w; + ggml_tensor * post_ln_b; + + ggml_tensor * projection; // TODO: rename it to fc (fully connected layer) + ggml_tensor * mm_fc_w; + ggml_tensor * mm_fc_b; + + // LLaVA projection + ggml_tensor * mm_input_norm_w = nullptr; + ggml_tensor * mm_input_norm_b = nullptr; + ggml_tensor * mm_0_w = nullptr; + ggml_tensor * mm_0_b = nullptr; + ggml_tensor * mm_2_w = nullptr; + ggml_tensor * mm_2_b = nullptr; + + ggml_tensor * image_newline = nullptr; + + // Yi type models with mlp+normalization projection + ggml_tensor * mm_1_w = nullptr; // Yi type models have 0, 1, 3, 4 + ggml_tensor * mm_1_b = nullptr; + ggml_tensor * mm_3_w = nullptr; + ggml_tensor * mm_3_b = nullptr; + ggml_tensor * mm_4_w = nullptr; + ggml_tensor * mm_4_b = nullptr; + + // GLMV-Edge projection + ggml_tensor * mm_model_adapter_conv_w = nullptr; + ggml_tensor * mm_model_adapter_conv_b = nullptr; + + // MobileVLM projection + ggml_tensor * mm_model_mlp_1_w = nullptr; + ggml_tensor * mm_model_mlp_1_b = nullptr; + ggml_tensor * mm_model_mlp_3_w = nullptr; + ggml_tensor * mm_model_mlp_3_b = nullptr; + ggml_tensor * mm_model_block_1_block_0_0_w = nullptr; + ggml_tensor * mm_model_block_1_block_0_1_w = nullptr; + ggml_tensor * mm_model_block_1_block_0_1_b = nullptr; + ggml_tensor * mm_model_block_1_block_1_fc1_w = nullptr; + ggml_tensor * mm_model_block_1_block_1_fc1_b = nullptr; + ggml_tensor * mm_model_block_1_block_1_fc2_w = nullptr; + ggml_tensor * mm_model_block_1_block_1_fc2_b = nullptr; + ggml_tensor * mm_model_block_1_block_2_0_w = nullptr; + ggml_tensor * mm_model_block_1_block_2_1_w = nullptr; + ggml_tensor * mm_model_block_1_block_2_1_b = nullptr; + ggml_tensor * mm_model_block_2_block_0_0_w = nullptr; + ggml_tensor * mm_model_block_2_block_0_1_w = nullptr; + ggml_tensor * mm_model_block_2_block_0_1_b = nullptr; + ggml_tensor * mm_model_block_2_block_1_fc1_w = nullptr; + ggml_tensor * mm_model_block_2_block_1_fc1_b = nullptr; + ggml_tensor * mm_model_block_2_block_1_fc2_w = nullptr; + ggml_tensor * mm_model_block_2_block_1_fc2_b = nullptr; + ggml_tensor * mm_model_block_2_block_2_0_w = nullptr; + ggml_tensor * mm_model_block_2_block_2_1_w = nullptr; + ggml_tensor * mm_model_block_2_block_2_1_b = nullptr; + + // MobileVLM_V2 projection + ggml_tensor * mm_model_mlp_0_w = nullptr; + ggml_tensor * mm_model_mlp_0_b = nullptr; + ggml_tensor * mm_model_mlp_2_w = nullptr; + ggml_tensor * mm_model_mlp_2_b = nullptr; + ggml_tensor * mm_model_peg_0_w = nullptr; + ggml_tensor * mm_model_peg_0_b = nullptr; + + // MINICPMV projection + ggml_tensor * mm_model_pos_embed_k = nullptr; + ggml_tensor * mm_model_query = nullptr; + ggml_tensor * mm_model_proj = nullptr; + ggml_tensor * mm_model_kv_proj = nullptr; + ggml_tensor * mm_model_attn_q_w = nullptr; + ggml_tensor * mm_model_attn_q_b = nullptr; + ggml_tensor * mm_model_attn_k_w = nullptr; + ggml_tensor * mm_model_attn_k_b = nullptr; + ggml_tensor * mm_model_attn_v_w = nullptr; + ggml_tensor * mm_model_attn_v_b = nullptr; + ggml_tensor * mm_model_attn_o_w = nullptr; + ggml_tensor * mm_model_attn_o_b = nullptr; + ggml_tensor * mm_model_ln_q_w = nullptr; + ggml_tensor * mm_model_ln_q_b = nullptr; + ggml_tensor * mm_model_ln_kv_w = nullptr; + ggml_tensor * mm_model_ln_kv_b = nullptr; + ggml_tensor * mm_model_ln_post_w = nullptr; + ggml_tensor * mm_model_ln_post_b = nullptr; + + // gemma3 + ggml_tensor * mm_input_proj_w = nullptr; + ggml_tensor * mm_soft_emb_norm_w = nullptr; + + // pixtral + ggml_tensor * token_embd_img_break = nullptr; + ggml_tensor * mm_patch_merger_w = nullptr; + + // ultravox / whisper encoder + ggml_tensor * conv1d_1_w = nullptr; + ggml_tensor * conv1d_1_b = nullptr; + ggml_tensor * conv1d_2_w = nullptr; + ggml_tensor * conv1d_2_b = nullptr; + ggml_tensor * mm_norm_pre_w = nullptr; + ggml_tensor * mm_norm_pre_b = nullptr; + ggml_tensor * mm_norm_mid_w = nullptr; + + // cogvlm + ggml_tensor * mm_post_fc_norm_w = nullptr; + ggml_tensor * mm_post_fc_norm_b = nullptr; + ggml_tensor * mm_h_to_4h_w = nullptr; + ggml_tensor * mm_gate_w = nullptr; + ggml_tensor * mm_4h_to_h_w = nullptr; + ggml_tensor * mm_boi = nullptr; + ggml_tensor * mm_eoi = nullptr; + + bool audio_has_avgpool() const { + return proj_type == PROJECTOR_TYPE_QWEN2A + || proj_type == PROJECTOR_TYPE_VOXTRAL; + } + + bool audio_has_stack_frames() const { + return proj_type == PROJECTOR_TYPE_ULTRAVOX + || proj_type == PROJECTOR_TYPE_VOXTRAL; + } +}; + +const clip_hparams * clip_get_hparams(const struct clip_ctx * ctx); diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp index 52ea542dec..fee49e465c 100644 --- a/tools/mtmd/clip.cpp +++ b/tools/mtmd/clip.cpp @@ -1,9 +1,9 @@ -// NOTE: This is modified from clip.cpp only for LLaVA, -// so there might be still unnecessary artifacts hanging around -// I'll gradually clean and extend it -// Note: Even when using identical normalized image inputs (see normalize_image_u8_to_f32()) we have a significant difference in resulting embeddings compared to pytorch #include "clip.h" #include "clip-impl.h" +#include "clip-model.h" +#include "clip-graph.h" +#include "models/models.h" + #include "ggml.h" #include "ggml-cpp.h" #include "ggml-alloc.h" @@ -26,18 +26,6 @@ struct clip_logger_state g_logger_state = {clip_log_callback_default, NULL}; -enum ffn_op_type { - FFN_GELU, - FFN_GELU_ERF, - FFN_SILU, - FFN_GELU_QUICK, -}; - -enum norm_type { - NORM_TYPE_NORMAL, - NORM_TYPE_RMS, -}; - //#define CLIP_DEBUG_FUNCTIONS #ifdef CLIP_DEBUG_FUNCTIONS @@ -149,267 +137,6 @@ static void clip_image_convert_f32_to_u8(const clip_image_f32& src, clip_image_u #endif -// -// clip layers -// - -enum patch_merge_type { - PATCH_MERGE_FLAT, - PATCH_MERGE_SPATIAL_UNPAD, -}; - -struct clip_hparams { - int32_t image_size = 0; - int32_t patch_size = 0; - int32_t n_embd = 0; - int32_t n_ff = 0; - int32_t projection_dim = 0; - int32_t n_head = 0; - int32_t n_layer = 0; - // idefics3 - int32_t image_longest_edge = 0; - int32_t image_min_pixels = -1; - int32_t image_max_pixels = -1; - int32_t n_merge = 0; // number of patch merges **per-side** - - float image_mean[3]; - float image_std[3]; - - // for models using dynamic image size, we need to have a smaller image size to warmup - // otherwise, user will get OOM everytime they load the model - int32_t warmup_image_size = 0; - int32_t warmup_audio_size = 3000; - - ffn_op_type ffn_op = FFN_GELU; - - patch_merge_type mm_patch_merge_type = PATCH_MERGE_FLAT; - - float eps = 1e-6; - float rope_theta = 0.0; - - std::vector image_res_candidates; // for llava-uhd style models - int32_t image_crop_resolution; - std::unordered_set vision_feature_layer; - int32_t attn_window_size = 0; - int32_t n_wa_pattern = 0; - - // audio - int32_t n_mel_bins = 0; // whisper preprocessor - int32_t proj_stack_factor = 0; // ultravox - - // legacy - bool has_llava_projector = false; - int minicpmv_version = 0; - int32_t minicpmv_query_num = 0; // MiniCPM-V query number - - // custom value provided by user, can be undefined if not set - int32_t custom_image_min_tokens = -1; - int32_t custom_image_max_tokens = -1; - - void set_limit_image_tokens(int n_tokens_min, int n_tokens_max) { - const int cur_merge = n_merge == 0 ? 1 : n_merge; - const int patch_area = patch_size * patch_size * cur_merge * cur_merge; - image_min_pixels = (custom_image_min_tokens > 0 ? custom_image_min_tokens : n_tokens_min) * patch_area; - image_max_pixels = (custom_image_max_tokens > 0 ? custom_image_max_tokens : n_tokens_max) * patch_area; - warmup_image_size = static_cast(std::sqrt(image_max_pixels)); - } - - void set_warmup_n_tokens(int n_tokens) { - int n_tok_per_side = static_cast(std::sqrt(n_tokens)); - GGML_ASSERT(n_tok_per_side * n_tok_per_side == n_tokens && "n_tokens must be n*n"); - const int cur_merge = n_merge == 0 ? 1 : n_merge; - warmup_image_size = n_tok_per_side * patch_size * cur_merge; - // TODO: support warmup size for custom token numbers - } -}; - -struct clip_layer { - // attention - ggml_tensor * k_w = nullptr; - ggml_tensor * k_b = nullptr; - ggml_tensor * q_w = nullptr; - ggml_tensor * q_b = nullptr; - ggml_tensor * v_w = nullptr; - ggml_tensor * v_b = nullptr; - ggml_tensor * qkv_w = nullptr; - ggml_tensor * qkv_b = nullptr; - - ggml_tensor * o_w = nullptr; - ggml_tensor * o_b = nullptr; - - ggml_tensor * k_norm = nullptr; - ggml_tensor * q_norm = nullptr; - - // layernorm 1 - ggml_tensor * ln_1_w = nullptr; - ggml_tensor * ln_1_b = nullptr; - - ggml_tensor * ff_up_w = nullptr; - ggml_tensor * ff_up_b = nullptr; - ggml_tensor * ff_gate_w = nullptr; - ggml_tensor * ff_gate_b = nullptr; - ggml_tensor * ff_down_w = nullptr; - ggml_tensor * ff_down_b = nullptr; - - // layernorm 2 - ggml_tensor * ln_2_w = nullptr; - ggml_tensor * ln_2_b = nullptr; - - // layer scale (no bias) - ggml_tensor * ls_1_w = nullptr; - ggml_tensor * ls_2_w = nullptr; - - // qwen3vl deepstack merger - ggml_tensor * deepstack_norm_w = nullptr; - ggml_tensor * deepstack_norm_b = nullptr; - ggml_tensor * deepstack_fc1_w = nullptr; - ggml_tensor * deepstack_fc1_b = nullptr; - ggml_tensor * deepstack_fc2_w = nullptr; - ggml_tensor * deepstack_fc2_b = nullptr; - - bool has_deepstack() const { - return deepstack_fc1_w != nullptr; - } -}; - -struct clip_model { - clip_modality modality = CLIP_MODALITY_VISION; - projector_type proj_type = PROJECTOR_TYPE_MLP; - clip_hparams hparams; - - // embeddings - ggml_tensor * class_embedding = nullptr; - ggml_tensor * patch_embeddings_0 = nullptr; - ggml_tensor * patch_embeddings_1 = nullptr; // second Conv2D kernel when we decouple Conv3D along temproal dimension (Qwen2VL) - ggml_tensor * patch_bias = nullptr; - ggml_tensor * position_embeddings = nullptr; - - ggml_tensor * pre_ln_w = nullptr; - ggml_tensor * pre_ln_b = nullptr; - - std::vector layers; - - int32_t n_deepstack_layers = 0; // used by Qwen3-VL, calculated from clip_layer - - ggml_tensor * post_ln_w; - ggml_tensor * post_ln_b; - - ggml_tensor * projection; // TODO: rename it to fc (fully connected layer) - ggml_tensor * mm_fc_w; - ggml_tensor * mm_fc_b; - - // LLaVA projection - ggml_tensor * mm_input_norm_w = nullptr; - ggml_tensor * mm_input_norm_b = nullptr; - ggml_tensor * mm_0_w = nullptr; - ggml_tensor * mm_0_b = nullptr; - ggml_tensor * mm_2_w = nullptr; - ggml_tensor * mm_2_b = nullptr; - - ggml_tensor * image_newline = nullptr; - - // Yi type models with mlp+normalization projection - ggml_tensor * mm_1_w = nullptr; // Yi type models have 0, 1, 3, 4 - ggml_tensor * mm_1_b = nullptr; - ggml_tensor * mm_3_w = nullptr; - ggml_tensor * mm_3_b = nullptr; - ggml_tensor * mm_4_w = nullptr; - ggml_tensor * mm_4_b = nullptr; - - // GLMV-Edge projection - ggml_tensor * mm_model_adapter_conv_w = nullptr; - ggml_tensor * mm_model_adapter_conv_b = nullptr; - - // MobileVLM projection - ggml_tensor * mm_model_mlp_1_w = nullptr; - ggml_tensor * mm_model_mlp_1_b = nullptr; - ggml_tensor * mm_model_mlp_3_w = nullptr; - ggml_tensor * mm_model_mlp_3_b = nullptr; - ggml_tensor * mm_model_block_1_block_0_0_w = nullptr; - ggml_tensor * mm_model_block_1_block_0_1_w = nullptr; - ggml_tensor * mm_model_block_1_block_0_1_b = nullptr; - ggml_tensor * mm_model_block_1_block_1_fc1_w = nullptr; - ggml_tensor * mm_model_block_1_block_1_fc1_b = nullptr; - ggml_tensor * mm_model_block_1_block_1_fc2_w = nullptr; - ggml_tensor * mm_model_block_1_block_1_fc2_b = nullptr; - ggml_tensor * mm_model_block_1_block_2_0_w = nullptr; - ggml_tensor * mm_model_block_1_block_2_1_w = nullptr; - ggml_tensor * mm_model_block_1_block_2_1_b = nullptr; - ggml_tensor * mm_model_block_2_block_0_0_w = nullptr; - ggml_tensor * mm_model_block_2_block_0_1_w = nullptr; - ggml_tensor * mm_model_block_2_block_0_1_b = nullptr; - ggml_tensor * mm_model_block_2_block_1_fc1_w = nullptr; - ggml_tensor * mm_model_block_2_block_1_fc1_b = nullptr; - ggml_tensor * mm_model_block_2_block_1_fc2_w = nullptr; - ggml_tensor * mm_model_block_2_block_1_fc2_b = nullptr; - ggml_tensor * mm_model_block_2_block_2_0_w = nullptr; - ggml_tensor * mm_model_block_2_block_2_1_w = nullptr; - ggml_tensor * mm_model_block_2_block_2_1_b = nullptr; - - // MobileVLM_V2 projection - ggml_tensor * mm_model_mlp_0_w = nullptr; - ggml_tensor * mm_model_mlp_0_b = nullptr; - ggml_tensor * mm_model_mlp_2_w = nullptr; - ggml_tensor * mm_model_mlp_2_b = nullptr; - ggml_tensor * mm_model_peg_0_w = nullptr; - ggml_tensor * mm_model_peg_0_b = nullptr; - - // MINICPMV projection - ggml_tensor * mm_model_pos_embed_k = nullptr; - ggml_tensor * mm_model_query = nullptr; - ggml_tensor * mm_model_proj = nullptr; - ggml_tensor * mm_model_kv_proj = nullptr; - ggml_tensor * mm_model_attn_q_w = nullptr; - ggml_tensor * mm_model_attn_q_b = nullptr; - ggml_tensor * mm_model_attn_k_w = nullptr; - ggml_tensor * mm_model_attn_k_b = nullptr; - ggml_tensor * mm_model_attn_v_w = nullptr; - ggml_tensor * mm_model_attn_v_b = nullptr; - ggml_tensor * mm_model_attn_o_w = nullptr; - ggml_tensor * mm_model_attn_o_b = nullptr; - ggml_tensor * mm_model_ln_q_w = nullptr; - ggml_tensor * mm_model_ln_q_b = nullptr; - ggml_tensor * mm_model_ln_kv_w = nullptr; - ggml_tensor * mm_model_ln_kv_b = nullptr; - ggml_tensor * mm_model_ln_post_w = nullptr; - ggml_tensor * mm_model_ln_post_b = nullptr; - - // gemma3 - ggml_tensor * mm_input_proj_w = nullptr; - ggml_tensor * mm_soft_emb_norm_w = nullptr; - - // pixtral - ggml_tensor * token_embd_img_break = nullptr; - ggml_tensor * mm_patch_merger_w = nullptr; - - // ultravox / whisper encoder - ggml_tensor * conv1d_1_w = nullptr; - ggml_tensor * conv1d_1_b = nullptr; - ggml_tensor * conv1d_2_w = nullptr; - ggml_tensor * conv1d_2_b = nullptr; - ggml_tensor * mm_norm_pre_w = nullptr; - ggml_tensor * mm_norm_mid_w = nullptr; - - // cogvlm - ggml_tensor * mm_post_fc_norm_w = nullptr; - ggml_tensor * mm_post_fc_norm_b = nullptr; - ggml_tensor * mm_h_to_4h_w = nullptr; - ggml_tensor * mm_gate_w = nullptr; - ggml_tensor * mm_4h_to_h_w = nullptr; - ggml_tensor * mm_boi = nullptr; - ggml_tensor * mm_eoi = nullptr; - - bool audio_has_avgpool() const { - return proj_type == PROJECTOR_TYPE_QWEN2A - || proj_type == PROJECTOR_TYPE_VOXTRAL; - } - - bool audio_has_stack_frames() const { - return proj_type == PROJECTOR_TYPE_ULTRAVOX - || proj_type == PROJECTOR_TYPE_VOXTRAL; - } -}; - struct clip_ctx { clip_model model; @@ -428,6 +155,7 @@ struct clip_ctx { int max_nodes = 8192; ggml_backend_sched_ptr sched; clip_flash_attn_type flash_attn_type = CLIP_FLASH_ATTN_TYPE_AUTO; + bool is_allocated = false; // for debugging bool debug_graph = false; @@ -491,1591 +219,150 @@ struct clip_ctx { } }; -struct clip_graph { - clip_ctx * ctx; - const clip_model & model; - const clip_hparams & hparams; +// +// clip_graph +// - // we only support single image per batch - const clip_image_f32 & img; +clip_graph::clip_graph(clip_ctx * ctx, const clip_image_f32 & img) : + model(ctx->model), + hparams(model.hparams), + proj_type(ctx->proj_type()), + img(img), + patch_size(hparams.patch_size), + n_patches_x(img.nx / patch_size), + n_patches_y(img.ny / patch_size), + n_patches(n_patches_x * n_patches_y), + n_embd(hparams.n_embd), + n_head(hparams.n_head), + d_head(n_embd / n_head), + n_layer(hparams.n_layer), + n_mmproj_embd(clip_n_mmproj_embd(ctx)), + eps(hparams.eps), + kq_scale(1.0f / sqrtf((float)d_head)), + flash_attn_type(ctx->flash_attn_type), + debug_graph(ctx->debug_graph), + debug_print_tensors(ctx->debug_print_tensors) { + struct ggml_init_params params = { + /*.mem_size =*/ ctx->buf_compute_meta.size(), + /*.mem_buffer =*/ ctx->buf_compute_meta.data(), + /*.no_alloc =*/ true, + }; + ctx0_ptr.reset(ggml_init(params)); + ctx0 = ctx0_ptr.get(); + gf = ggml_new_graph_custom(ctx0, ctx->max_nodes, false); +} - const int patch_size; - const int n_patches_x; - const int n_patches_y; - const int n_patches; - const int n_embd; - const int n_head; - const int d_head; - const int n_layer; - const float eps; - const float kq_scale; - - ggml_context_ptr ctx0_ptr; - ggml_context * ctx0; - ggml_cgraph * gf; - - clip_graph(clip_ctx * ctx, const clip_image_f32 & img) : - ctx(ctx), - model(ctx->model), - hparams(model.hparams), - img(img), - patch_size(hparams.patch_size), - n_patches_x(img.nx / patch_size), - n_patches_y(img.ny / patch_size), - n_patches(n_patches_x * n_patches_y), - n_embd(hparams.n_embd), - n_head(hparams.n_head), - d_head(n_embd / n_head), - n_layer(hparams.n_layer), - eps(hparams.eps), - kq_scale(1.0f / sqrtf((float)d_head)) { - struct ggml_init_params params = { - /*.mem_size =*/ ctx->buf_compute_meta.size(), - /*.mem_buffer =*/ ctx->buf_compute_meta.data(), - /*.no_alloc =*/ true, - }; - ctx0_ptr.reset(ggml_init(params)); - ctx0 = ctx0_ptr.get(); - gf = ggml_new_graph_custom(ctx0, ctx->max_nodes, false); - } - - ggml_cgraph * build_siglip() { - ggml_tensor * inp = build_inp(); - - ggml_tensor * learned_pos_embd = model.position_embeddings; - if (ctx->proj_type() == PROJECTOR_TYPE_LFM2) { - learned_pos_embd = resize_position_embeddings(); - } - - ggml_tensor * cur = build_vit( - inp, n_patches, - NORM_TYPE_NORMAL, - hparams.ffn_op, - learned_pos_embd, - nullptr); - - if (ctx->proj_type() == PROJECTOR_TYPE_GEMMA3) { - const int batch_size = 1; - GGML_ASSERT(n_patches_x == n_patches_y); - const int patches_per_image = n_patches_x; - const int kernel_size = hparams.n_merge; - - cur = ggml_transpose(ctx0, cur); - cur = ggml_cont_4d(ctx0, cur, patches_per_image, patches_per_image, n_embd, batch_size); - - // doing a pool2d to reduce the number of output tokens - cur = ggml_pool_2d(ctx0, cur, GGML_OP_POOL_AVG, kernel_size, kernel_size, kernel_size, kernel_size, 0, 0); - cur = ggml_reshape_3d(ctx0, cur, cur->ne[0] * cur->ne[0], n_embd, batch_size); - cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur)); - - // apply norm before projection - cur = ggml_rms_norm(ctx0, cur, eps); - cur = ggml_mul(ctx0, cur, model.mm_soft_emb_norm_w); - - // apply projection - cur = ggml_mul_mat(ctx0, - ggml_cont(ctx0, ggml_transpose(ctx0, model.mm_input_proj_w)), - cur); - - } else if (ctx->proj_type() == PROJECTOR_TYPE_IDEFICS3) { - // pixel_shuffle - // https://github.com/huggingface/transformers/blob/0a950e0bbe1ed58d5401a6b547af19f15f0c195e/src/transformers/models/idefics3/modeling_idefics3.py#L578 - const int scale_factor = model.hparams.n_merge; - cur = build_patch_merge_permute(cur, scale_factor); - cur = ggml_mul_mat(ctx0, model.projection, cur); - - } else if (ctx->proj_type() == PROJECTOR_TYPE_LFM2) { - // pixel unshuffle block - const int scale_factor = model.hparams.n_merge; - cur = build_patch_merge_permute(cur, scale_factor); - - // projection - cur = ggml_norm(ctx0, cur, 1e-5); // default nn.LayerNorm - cur = ggml_mul(ctx0, cur, model.mm_input_norm_w); - cur = ggml_add(ctx0, cur, model.mm_input_norm_b); - - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_add(ctx0, cur, model.mm_1_b); - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - cur = ggml_add(ctx0, cur, model.mm_2_b); - - } else if (ctx->proj_type() == PROJECTOR_TYPE_JANUS_PRO) { - cur = build_ffn(cur, - model.mm_0_w, model.mm_0_b, - nullptr, nullptr, - model.mm_1_w, model.mm_1_b, - hparams.ffn_op, - -1); - - } else { - GGML_ABORT("SigLIP: Unsupported projector type"); - } - - // build the graph +void clip_graph::cb(ggml_tensor * cur0, const char * name, int il) const { + if (debug_graph) { + ggml_tensor * cur = ggml_cpy(ctx0, cur0, ggml_dup_tensor(ctx0, cur0)); + std::string cur_name = il >= 0 ? std::string(name) + "_" + std::to_string(il) : name; + ggml_set_name(cur, cur_name.c_str()); + ggml_set_output(cur); ggml_build_forward_expand(gf, cur); - - return gf; + debug_print_tensors.push_back(cur); } +} - ggml_cgraph * build_pixtral() { - const int n_merge = hparams.n_merge; +// siglip2 naflex +ggml_tensor * clip_graph::resize_position_embeddings() { + ggml_tensor * pos_embd = model.position_embeddings; + const int height = img.ny / patch_size; + const int width = img.nx / patch_size; + const uint32_t mode = GGML_SCALE_MODE_BILINEAR | GGML_SCALE_FLAG_ANTIALIAS; + const int n_per_side = (int)std::sqrt(pos_embd->ne[1]); - // 2D input positions - ggml_tensor * pos_h = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); - ggml_set_name(pos_h, "pos_h"); - ggml_set_input(pos_h); - - ggml_tensor * pos_w = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); - ggml_set_name(pos_w, "pos_w"); - ggml_set_input(pos_w); - - auto add_pos = [&](ggml_tensor * cur, const clip_layer &) { - return build_rope_2d(ctx0, cur, pos_h, pos_w, hparams.rope_theta, true); - }; - - ggml_tensor * inp = build_inp(); - ggml_tensor * cur = build_vit( - inp, n_patches, - NORM_TYPE_RMS, - hparams.ffn_op, - nullptr, // no learned pos embd - add_pos); - - // mistral small 3.1 patch merger - // ref: https://github.com/huggingface/transformers/blob/7a3e208892c06a5e278144eaf38c8599a42f53e7/src/transformers/models/mistral3/modeling_mistral3.py#L67 - if (model.mm_patch_merger_w) { - GGML_ASSERT(hparams.n_merge > 0); - - cur = ggml_mul(ctx0, ggml_rms_norm(ctx0, cur, eps), model.mm_input_norm_w); - - // reshape image tokens to 2D grid - cur = ggml_reshape_3d(ctx0, cur, n_embd, n_patches_x, n_patches_y); - cur = ggml_permute(ctx0, cur, 2, 0, 1, 3); // [x, y, n_embd] - cur = ggml_cont(ctx0, cur); - - // torch.nn.functional.unfold is just an im2col under the hood - // we just need a dummy kernel to make it work - ggml_tensor * kernel = ggml_view_3d(ctx0, cur, n_merge, n_merge, cur->ne[2], 0, 0, 0); - cur = ggml_im2col(ctx0, kernel, cur, n_merge, n_merge, 0, 0, 1, 1, true, inp->type); - - // project to n_embd - cur = ggml_reshape_2d(ctx0, cur, cur->ne[0], cur->ne[1] * cur->ne[2]); - cur = ggml_mul_mat(ctx0, model.mm_patch_merger_w, cur); - } - - // LlavaMultiModalProjector (always using GELU activation) - { - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - if (model.mm_1_b) { - cur = ggml_add(ctx0, cur, model.mm_1_b); - } - - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - if (model.mm_2_b) { - cur = ggml_add(ctx0, cur, model.mm_2_b); - } - } - - // arrangement of the [IMG_BREAK] token - if (model.token_embd_img_break) { - // not efficient, but works - // the trick is to view the embeddings as a 3D tensor with shape [n_embd, n_patches_per_row, n_rows] - // and then concatenate the [IMG_BREAK] token to the end of each row, aka n_patches_per_row dimension - // after the concatenation, we have a tensor with shape [n_embd, n_patches_per_row + 1, n_rows] - - const int p_y = n_merge > 0 ? n_patches_y / n_merge : n_patches_y; - const int p_x = n_merge > 0 ? n_patches_x / n_merge : n_patches_x; - const int p_total = p_x * p_y; - const int n_embd_text = cur->ne[0]; - const int n_tokens_output = p_total + p_y - 1; // one [IMG_BREAK] per row, except the last row - - ggml_tensor * tmp = ggml_reshape_3d(ctx0, cur, n_embd_text, p_x, p_y); - ggml_tensor * tok = ggml_new_tensor_3d(ctx0, tmp->type, n_embd_text, 1, p_y); - tok = ggml_scale(ctx0, tok, 0.0); // clear the tensor - tok = ggml_add(ctx0, tok, model.token_embd_img_break); - tmp = ggml_concat(ctx0, tmp, tok, 1); - cur = ggml_view_2d(ctx0, tmp, - n_embd_text, n_tokens_output, - ggml_row_size(tmp->type, n_embd_text), 0); - } - - // build the graph - ggml_build_forward_expand(gf, cur); - - return gf; - } - - // Qwen2VL and Qwen2.5VL use M-RoPE - ggml_cgraph * build_qwen2vl() { - GGML_ASSERT(model.patch_bias == nullptr); - GGML_ASSERT(model.class_embedding == nullptr); - - const int batch_size = 1; - const bool use_window_attn = hparams.n_wa_pattern > 0; - const int n_wa_pattern = hparams.n_wa_pattern; - const int n_pos = n_patches; - const int num_position_ids = n_pos * 4; // m-rope requires 4 dim per position - - norm_type norm_t = ctx->proj_type() == PROJECTOR_TYPE_QWEN25VL - ? NORM_TYPE_RMS // qwen 2.5 vl - : NORM_TYPE_NORMAL; // qwen 2 vl - - int mrope_sections[4] = {d_head/4, d_head/4, d_head/4, d_head/4}; - - ggml_tensor * inp_raw = build_inp_raw(); - ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1); - - GGML_ASSERT(img.nx % (patch_size * 2) == 0); - GGML_ASSERT(img.ny % (patch_size * 2) == 0); - - // second conv dimension - { - auto inp_1 = ggml_conv_2d(ctx0, model.patch_embeddings_1, inp_raw, patch_size, patch_size, 0, 0, 1, 1); - inp = ggml_add(ctx0, inp, inp_1); - - inp = ggml_permute(ctx0, inp, 1, 2, 0, 3); // [w, h, c, b] -> [c, w, h, b] - inp = ggml_cont_4d( - ctx0, inp, - n_embd * 2, n_patches_x / 2, n_patches_y, batch_size); - inp = ggml_reshape_4d( - ctx0, inp, - n_embd * 2, n_patches_x / 2, 2, batch_size * (n_patches_y / 2)); - inp = ggml_permute(ctx0, inp, 0, 2, 1, 3); - inp = ggml_cont_3d( - ctx0, inp, - n_embd, n_patches_x * n_patches_y, batch_size); - } - - ggml_tensor * inpL = inp; - ggml_tensor * window_mask = nullptr; - ggml_tensor * window_idx = nullptr; - ggml_tensor * inv_window_idx = nullptr; - - ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, num_position_ids); - ggml_set_name(positions, "positions"); - ggml_set_input(positions); - - // pre-layernorm - if (model.pre_ln_w) { - inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1); - } - - if (use_window_attn) { - // handle window attention inputs - inv_window_idx = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos / 4); - ggml_set_name(inv_window_idx, "inv_window_idx"); - ggml_set_input(inv_window_idx); - // mask for window attention - window_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_pos, n_pos); - ggml_set_name(window_mask, "window_mask"); - ggml_set_input(window_mask); - - // if flash attn is used, we need to pad the mask and cast to f16 - if (ctx->flash_attn_type == CLIP_FLASH_ATTN_TYPE_ENABLED) { - int n_pad = GGML_PAD(window_mask->ne[1], GGML_KQ_MASK_PAD) - window_mask->ne[1]; - if (n_pad > 0) { - window_mask = ggml_pad(ctx0, window_mask, 0, n_pad, 0, 0); - } - window_mask = ggml_cast(ctx0, window_mask, GGML_TYPE_F16); - } - - // inpL shape: [n_embd, n_patches_x * n_patches_y, batch_size] - GGML_ASSERT(batch_size == 1); - inpL = ggml_reshape_2d(ctx0, inpL, n_embd * 4, n_patches_x * n_patches_y * batch_size / 4); - inpL = ggml_get_rows(ctx0, inpL, inv_window_idx); - inpL = ggml_reshape_3d(ctx0, inpL, n_embd, n_patches_x * n_patches_y, batch_size); - } - - // loop over layers - for (int il = 0; il < n_layer; il++) { - auto & layer = model.layers[il]; - const bool full_attn = use_window_attn ? (il + 1) % n_wa_pattern == 0 : true; - - ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states - - // layernorm1 - cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il); - cb(cur, "ln1", il); - - // self-attention - { - ggml_tensor * Qcur = ggml_add(ctx0, - ggml_mul_mat(ctx0, layer.q_w, cur), layer.q_b); - ggml_tensor * Kcur = ggml_add(ctx0, - ggml_mul_mat(ctx0, layer.k_w, cur), layer.k_b); - ggml_tensor * Vcur = ggml_add(ctx0, - ggml_mul_mat(ctx0, layer.v_w, cur), layer.v_b); - - Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_patches); - Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_patches); - Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_patches); - - cb(Qcur, "Qcur", il); - cb(Kcur, "Kcur", il); - cb(Vcur, "Vcur", il); - - // apply M-RoPE - Qcur = ggml_rope_multi( - ctx0, Qcur, positions, nullptr, - d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); - Kcur = ggml_rope_multi( - ctx0, Kcur, positions, nullptr, - d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); - - cb(Qcur, "Qcur_rope", il); - cb(Kcur, "Kcur_rope", il); - - ggml_tensor * attn_mask = full_attn ? nullptr : window_mask; - - cur = build_attn(layer.o_w, layer.o_b, - Qcur, Kcur, Vcur, attn_mask, kq_scale, il); - cb(cur, "attn_out", il); - } - - // re-add the layer input, e.g., residual - cur = ggml_add(ctx0, cur, inpL); - - inpL = cur; // inpL = residual, cur = hidden_states - - cb(cur, "ffn_inp", il); - - // layernorm2 - cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il); - cb(cur, "ffn_inp_normed", il); - - // ffn - cur = build_ffn(cur, - layer.ff_up_w, layer.ff_up_b, - layer.ff_gate_w, layer.ff_gate_b, - layer.ff_down_w, layer.ff_down_b, - hparams.ffn_op, il); - - cb(cur, "ffn_out", il); - - // residual 2 - cur = ggml_add(ctx0, inpL, cur); - cb(cur, "layer_out", il); - - inpL = cur; - } - - // post-layernorm - if (model.post_ln_w) { - inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, n_layer); - } - - // multimodal projection - ggml_tensor * embeddings = inpL; - embeddings = ggml_reshape_3d(ctx0, embeddings, n_embd * 4, n_pos / 4, batch_size); - - embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_0_b); - - // GELU activation - embeddings = ggml_gelu(ctx0, embeddings); - - // Second linear layer - embeddings = ggml_mul_mat(ctx0, model.mm_1_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_1_b); - - if (use_window_attn) { - window_idx = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos / 4); - ggml_set_name(window_idx, "window_idx"); - ggml_set_input(window_idx); - - // embeddings shape: [n_embd, n_patches_x * n_patches_y, batch_size] - GGML_ASSERT(batch_size == 1); - embeddings = ggml_reshape_2d(ctx0, embeddings, hparams.projection_dim, n_patches_x * n_patches_y / 4); - embeddings = ggml_get_rows(ctx0, embeddings, window_idx); - embeddings = ggml_reshape_3d(ctx0, embeddings, hparams.projection_dim, n_patches_x * n_patches_y / 4, batch_size); - } - - // build the graph - ggml_build_forward_expand(gf, embeddings); - - return gf; - } - - // Qwen3VL - ggml_cgraph * build_qwen3vl() { - GGML_ASSERT(model.patch_bias != nullptr); - GGML_ASSERT(model.position_embeddings != nullptr); - GGML_ASSERT(model.class_embedding == nullptr); - - const int batch_size = 1; - const int n_pos = n_patches; - const int num_position_ids = n_pos * 4; // m-rope requires 4 dim per position - - norm_type norm_t = NORM_TYPE_NORMAL; - - int mrope_sections[4] = {d_head/4, d_head/4, d_head/4, d_head/4}; - - ggml_tensor * inp_raw = build_inp_raw(); - ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1); - - GGML_ASSERT(img.nx % (patch_size * 2) == 0); - GGML_ASSERT(img.ny % (patch_size * 2) == 0); - - // second conv dimension - { - auto inp_1 = ggml_conv_2d(ctx0, model.patch_embeddings_1, inp_raw, patch_size, patch_size, 0, 0, 1, 1); - inp = ggml_add(ctx0, inp, inp_1); - - inp = ggml_permute(ctx0, inp, 1, 2, 0, 3); // [w, h, c, b] -> [c, w, h, b] - inp = ggml_cont_4d( - ctx0, inp, - n_embd * 2, n_patches_x / 2, n_patches_y, batch_size); - inp = ggml_reshape_4d( - ctx0, inp, - n_embd * 2, n_patches_x / 2, 2, batch_size * (n_patches_y / 2)); - inp = ggml_permute(ctx0, inp, 0, 2, 1, 3); - inp = ggml_cont_3d( - ctx0, inp, - n_embd, n_patches_x * n_patches_y, batch_size); - } - - // add patch bias - if (model.patch_bias != nullptr) { - inp = ggml_add(ctx0, inp, model.patch_bias); - cb(inp, "patch_bias", -1); - } - - // calculate absolute position embedding and apply - ggml_tensor * learned_pos_embd = resize_position_embeddings(); - learned_pos_embd = ggml_cont_4d( - ctx0, learned_pos_embd, - n_embd * 2, n_patches_x / 2, n_patches_y, batch_size); - learned_pos_embd = ggml_reshape_4d( - ctx0, learned_pos_embd, - n_embd * 2, n_patches_x / 2, 2, batch_size * (n_patches_y / 2)); - learned_pos_embd = ggml_permute(ctx0, learned_pos_embd, 0, 2, 1, 3); - learned_pos_embd = ggml_cont_3d( - ctx0, learned_pos_embd, - n_embd, n_patches_x * n_patches_y, batch_size); - inp = ggml_add(ctx0, inp, learned_pos_embd); - cb(inp, "inp_pos_emb", -1); - - ggml_tensor * inpL = inp; - - ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, num_position_ids); - ggml_set_name(positions, "positions"); - ggml_set_input(positions); - - // pre-layernorm - if (model.pre_ln_w) { - inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1); - } - - // deepstack features (stack along the feature dimension), [n_embd * len(deepstack_layers), n_patches_x * n_patches_y, batch_size] - ggml_tensor * deepstack_features = nullptr; - const int merge_factor = hparams.n_merge > 0 ? hparams.n_merge * hparams.n_merge : 4; // default 2x2=4 for qwen3vl - - // loop over layers - for (int il = 0; il < n_layer; il++) { - auto & layer = model.layers[il]; - - ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states - - // layernorm1 - cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il); - cb(cur, "ln1", il); - - // self-attention - { - cur = ggml_mul_mat(ctx0, layer.qkv_w, cur); - cur = ggml_add(ctx0, cur, layer.qkv_b); - - ggml_tensor * Qcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), - cur->nb[1], 0); - ggml_tensor * Kcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), - cur->nb[1], n_embd * sizeof(float)); - ggml_tensor * Vcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), - cur->nb[1], 2 * n_embd * sizeof(float)); - - cb(Qcur, "Qcur", il); - cb(Kcur, "Kcur", il); - cb(Vcur, "Vcur", il); - - // apply M-RoPE - Qcur = ggml_rope_multi( - ctx0, Qcur, positions, nullptr, - d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); - Kcur = ggml_rope_multi( - ctx0, Kcur, positions, nullptr, - d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); - - cb(Qcur, "Qcur_rope", il); - cb(Kcur, "Kcur_rope", il); - - cur = build_attn(layer.o_w, layer.o_b, - Qcur, Kcur, Vcur, nullptr, kq_scale, il); - cb(cur, "attn_out", il); - } - - // re-add the layer input, e.g., residual - cur = ggml_add(ctx0, cur, inpL); - - inpL = cur; // inpL = residual, cur = hidden_states - - cb(cur, "ffn_inp", il); - - // layernorm2 - cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il); - cb(cur, "ffn_inp_normed", il); - - // ffn - cur = build_ffn(cur, - layer.ff_up_w, layer.ff_up_b, - layer.ff_gate_w, layer.ff_gate_b, - layer.ff_down_w, layer.ff_down_b, - hparams.ffn_op, il); - - cb(cur, "ffn_out", il); - - // residual 2 - cur = ggml_add(ctx0, inpL, cur); - cb(cur, "layer_out", il); - - if (layer.has_deepstack()) { - ggml_tensor * feat = ggml_reshape_3d(ctx0, cur, n_embd * merge_factor, n_pos / merge_factor, batch_size); - feat = build_norm(feat, layer.deepstack_norm_w, layer.deepstack_norm_b, norm_t, eps, il); - feat = build_ffn(feat, - layer.deepstack_fc1_w, layer.deepstack_fc1_b, - nullptr, nullptr, - layer.deepstack_fc2_w, layer.deepstack_fc2_b, - ffn_op_type::FFN_GELU, il); - - if(!deepstack_features) { - deepstack_features = feat; - } else { - // concat along the feature dimension - deepstack_features = ggml_concat(ctx0, deepstack_features, feat, 0); - } - } - - inpL = cur; - } - - // post-layernorm - if (model.post_ln_w) { - inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, n_layer); - } - - // multimodal projection - ggml_tensor * embeddings = inpL; - embeddings = ggml_reshape_3d(ctx0, embeddings, n_embd * 4, n_pos / 4, batch_size); - - embeddings = build_ffn(embeddings, - model.mm_0_w, model.mm_0_b, - nullptr, nullptr, - model.mm_1_w, model.mm_1_b, - ffn_op_type::FFN_GELU, -1); - - embeddings = ggml_concat(ctx0, embeddings, deepstack_features, 0); // concat along the feature dimension - - // build the graph - ggml_build_forward_expand(gf, embeddings); - - return gf; - } - - ggml_cgraph * build_minicpmv() { - GGML_ASSERT(model.class_embedding == nullptr); - const int n_pos = n_patches; - const int n_embd_proj = clip_n_mmproj_embd(ctx); - - // position embeddings for the projector (not for ViT) - // see: https://huggingface.co/openbmb/MiniCPM-o-2_6/blob/main/resampler.py#L70 - // base frequency omega - ggml_tensor * omega = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_embd_proj / 4); - ggml_set_name(omega, "omega"); - ggml_set_input(omega); - - // 2D input positions (using float for sinusoidal embeddings) - ggml_tensor * pos_h = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, 1, n_pos); - ggml_set_name(pos_h, "pos_h"); - ggml_set_input(pos_h); - ggml_tensor * pos_w = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, 1, n_pos); - ggml_set_name(pos_w, "pos_w"); - ggml_set_input(pos_w); - - // for selecting learned pos embd, used by ViT - struct ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); - ggml_set_name(positions, "positions"); - ggml_set_input(positions); - - ggml_tensor * learned_pos_embd = ggml_get_rows(ctx0, model.position_embeddings, positions); - - ggml_tensor * inp = build_inp(); - ggml_tensor * embeddings = build_vit( - inp, n_pos, - NORM_TYPE_NORMAL, - hparams.ffn_op, - learned_pos_embd, - nullptr); - - // resampler projector (it is just another transformer) - - ggml_tensor * q = model.mm_model_query; - ggml_tensor * v = ggml_mul_mat(ctx0, model.mm_model_kv_proj, embeddings); - - // norm - q = build_norm(q, model.mm_model_ln_q_w, model.mm_model_ln_q_b, NORM_TYPE_NORMAL, eps, -1); - v = build_norm(v, model.mm_model_ln_kv_w, model.mm_model_ln_kv_b, NORM_TYPE_NORMAL, eps, -1); - - // calculate sinusoidal pos embd - ggml_tensor * pos_embed = nullptr; - { - // outer product - ggml_tensor * omega_b = ggml_repeat_4d(ctx0, omega, omega->ne[0], n_pos, 1, 1); // n_pos rows - ggml_tensor * theta_x = ggml_mul(ctx0, omega_b, pos_w); - ggml_tensor * theta_y = ggml_mul(ctx0, omega_b, pos_h); - // sin and cos - ggml_tensor * pos_embd_x = ggml_concat( - ctx0, - ggml_sin(ctx0, theta_x), - ggml_cos(ctx0, theta_x), - 0 // concat on first dim - ); - ggml_tensor * pos_embd_y = ggml_concat( - ctx0, - ggml_sin(ctx0, theta_y), - ggml_cos(ctx0, theta_y), - 0 // concat on first dim - ); - pos_embed = ggml_concat(ctx0, pos_embd_x, pos_embd_y, 0); - } - - // k = v + pos_embed - ggml_tensor * k = ggml_add(ctx0, v, pos_embed); - - // attention - { - const int d_head = 128; - int n_head = n_embd_proj/d_head; - // Use actual config value if available, otherwise fall back to hardcoded values - int num_query = ctx->model.hparams.minicpmv_query_num; - ggml_tensor * Q = ggml_add(ctx0, - ggml_mul_mat(ctx0, model.mm_model_attn_q_w, q), - model.mm_model_attn_q_b); - ggml_tensor * K = ggml_add(ctx0, - ggml_mul_mat(ctx0, model.mm_model_attn_k_w, k), - model.mm_model_attn_k_b); - ggml_tensor * V = ggml_add(ctx0, - ggml_mul_mat(ctx0, model.mm_model_attn_v_w, v), - model.mm_model_attn_v_b); - - Q = ggml_reshape_3d(ctx0, Q, d_head, n_head, num_query); - K = ggml_reshape_3d(ctx0, K, d_head, n_head, n_pos); - V = ggml_reshape_3d(ctx0, V, d_head, n_head, n_pos); - - cb(Q, "resampler_Q", -1); - cb(K, "resampler_K", -1); - cb(V, "resampler_V", -1); - - float resampler_kq_scale = 1.0f/ sqrtf(float(d_head)); - embeddings = build_attn( - model.mm_model_attn_o_w, - model.mm_model_attn_o_b, - Q, K, V, nullptr, resampler_kq_scale, -1); - cb(embeddings, "resampler_attn_out", -1); - } - // layernorm - embeddings = build_norm(embeddings, model.mm_model_ln_post_w, model.mm_model_ln_post_b, NORM_TYPE_NORMAL, eps, -1); - - // projection - embeddings = ggml_mul_mat(ctx0, model.mm_model_proj, embeddings); - - // build the graph - ggml_build_forward_expand(gf, embeddings); - - return gf; - } - - ggml_cgraph * build_internvl() { - GGML_ASSERT(model.class_embedding != nullptr); - GGML_ASSERT(model.position_embeddings != nullptr); - - const int n_pos = n_patches + 1; - ggml_tensor * inp = build_inp(); - - // add CLS token - inp = ggml_concat(ctx0, inp, model.class_embedding, 1); - - // The larger models use a different ViT, which uses RMS norm instead of layer norm - // ref: https://github.com/ggml-org/llama.cpp/pull/13443#issuecomment-2869786188 - norm_type norm_t = (hparams.n_embd == 3200 && hparams.n_layer == 45) - ? NORM_TYPE_RMS // 6B ViT (Used by InternVL 2.5/3 - 26B, 38B, 78B) - : NORM_TYPE_NORMAL; // 300M ViT (Used by all smaller InternVL models) - - ggml_tensor * cur = build_vit( - inp, n_pos, - norm_t, - hparams.ffn_op, - model.position_embeddings, - nullptr); - - // remove CLS token - cur = ggml_view_2d(ctx0, cur, - n_embd, n_patches, - ggml_row_size(cur->type, n_embd), 0); - - // pixel shuffle - { - const int scale_factor = model.hparams.n_merge; - const int bsz = 1; // batch size, always 1 for now since we don't support batching - const int height = n_patches_y; - const int width = n_patches_x; - GGML_ASSERT(scale_factor > 0); - cur = ggml_reshape_4d(ctx0, cur, n_embd * scale_factor, height / scale_factor, width, bsz); - cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); - cur = ggml_cont_4d(ctx0, cur, - n_embd * scale_factor * scale_factor, - height / scale_factor, - width / scale_factor, - bsz); - cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); - // flatten to 2D - cur = ggml_cont_2d(ctx0, cur, - n_embd * scale_factor * scale_factor, - cur->ne[1] * cur->ne[2]); - } - - // projector (always using GELU activation) - { - // projector LayerNorm uses pytorch's default eps = 1e-5 - // ref: https://huggingface.co/OpenGVLab/InternVL3-8B-Instruct/blob/a34d3e4e129a5856abfd6aa6de79776484caa14e/modeling_internvl_chat.py#L79 - cur = build_norm(cur, model.mm_0_w, model.mm_0_b, NORM_TYPE_NORMAL, 1e-5, -1); - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_add(ctx0, cur, model.mm_1_b); - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_3_w, cur); - cur = ggml_add(ctx0, cur, model.mm_3_b); - } - - // build the graph - ggml_build_forward_expand(gf, cur); - - return gf; - } - - ggml_cgraph * build_llama4() { - GGML_ASSERT(model.class_embedding != nullptr); - GGML_ASSERT(model.position_embeddings != nullptr); - - const int n_pos = n_patches + 1; // +1 for [CLS] - - // 2D input positions - ggml_tensor * pos_h = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); - ggml_set_name(pos_h, "pos_h"); - ggml_set_input(pos_h); - - ggml_tensor * pos_w = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); - ggml_set_name(pos_w, "pos_w"); - ggml_set_input(pos_w); - - ggml_tensor * inp = build_inp_raw(); - - // Llama4UnfoldConvolution - { - ggml_tensor * kernel = ggml_reshape_4d(ctx0, model.patch_embeddings_0, - patch_size, patch_size, 3, n_embd); - inp = ggml_im2col(ctx0, kernel, inp, patch_size, patch_size, 0, 0, 1, 1, true, inp->type); - inp = ggml_mul_mat(ctx0, model.patch_embeddings_0, inp); - inp = ggml_reshape_2d(ctx0, inp, n_embd, n_patches); - cb(inp, "patch_conv", -1); - } - - // add CLS token - inp = ggml_concat(ctx0, inp, model.class_embedding, 1); - - // build ViT with 2D position embeddings - auto add_pos = [&](ggml_tensor * cur, const clip_layer &) { - // first half is X axis and second half is Y axis - // ref: https://github.com/huggingface/transformers/blob/40a493c7ed4f19f08eadb0639cf26d49bfa5e180/src/transformers/models/llama4/modeling_llama4.py#L1312 - // ref: https://github.com/Blaizzy/mlx-vlm/blob/a57156aa87b33cca6e5ee6cfc14dd4ef8f611be6/mlx_vlm/models/llama4/vision.py#L441 - return build_rope_2d(ctx0, cur, pos_w, pos_h, hparams.rope_theta, false); - }; - ggml_tensor * cur = build_vit( - inp, n_pos, - NORM_TYPE_NORMAL, - hparams.ffn_op, - model.position_embeddings, - add_pos); - - // remove CLS token - cur = ggml_view_2d(ctx0, cur, - n_embd, n_patches, - ggml_row_size(cur->type, n_embd), 0); - - // pixel shuffle - // based on Llama4VisionPixelShuffleMLP - // https://github.com/huggingface/transformers/blob/2932f318a20d9e54cc7aea052e040164d85de7d6/src/transformers/models/llama4/modeling_llama4.py#L1151 - { - const int scale_factor = model.hparams.n_merge; - const int bsz = 1; // batch size, always 1 for now since we don't support batching - GGML_ASSERT(scale_factor > 0); - GGML_ASSERT(n_patches_x == n_patches_y); // llama4 only supports square images - cur = ggml_reshape_4d(ctx0, cur, - n_embd * scale_factor, - n_patches_x / scale_factor, - n_patches_y, - bsz); - cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); - cur = ggml_cont_4d(ctx0, cur, - n_embd * scale_factor * scale_factor, - n_patches_x / scale_factor, - n_patches_y / scale_factor, - bsz); - //cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); - // flatten to 2D - cur = ggml_cont_2d(ctx0, cur, - n_embd * scale_factor * scale_factor, - n_patches / scale_factor / scale_factor); - cb(cur, "pixel_shuffle", -1); - } - - // based on Llama4VisionMLP2 (always uses GELU activation, no bias) - { - cur = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w, cur); - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, cur); - cur = ggml_gelu(ctx0, cur); - cb(cur, "adapter_mlp", -1); - } - - // Llama4MultiModalProjector - cur = ggml_mul_mat(ctx0, model.mm_model_proj, cur); - cb(cur, "projected", -1); - - // build the graph - ggml_build_forward_expand(gf, cur); - - return gf; - } - - ggml_cgraph * build_kimivl() { - // 2D input positions - ggml_tensor * pos_h = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); - ggml_set_name(pos_h, "pos_h"); - ggml_set_input(pos_h); - - ggml_tensor * pos_w = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); - ggml_set_name(pos_w, "pos_w"); - ggml_set_input(pos_w); - - ggml_tensor * learned_pos_embd = resize_position_embeddings(); - - // build ViT with 2D position embeddings - auto add_pos = [&](ggml_tensor * cur, const clip_layer &) { - // first half is X axis and second half is Y axis - return build_rope_2d(ctx0, cur, pos_w, pos_h, hparams.rope_theta, false); - }; - - ggml_tensor * inp = build_inp(); - ggml_tensor * cur = build_vit( - inp, n_patches, - NORM_TYPE_NORMAL, - hparams.ffn_op, - learned_pos_embd, - add_pos); - - cb(cur, "vit_out", -1); - - { - // patch_merger - const int scale_factor = model.hparams.n_merge; - cur = build_patch_merge_permute(cur, scale_factor); - - // projection norm - int proj_inp_dim = cur->ne[0]; - cur = ggml_view_2d(ctx0, cur, - n_embd, cur->ne[1] * scale_factor * scale_factor, - ggml_row_size(cur->type, n_embd), 0); - cur = ggml_norm(ctx0, cur, 1e-5); // default nn.LayerNorm - cur = ggml_mul(ctx0, cur, model.mm_input_norm_w); - cur = ggml_add(ctx0, cur, model.mm_input_norm_b); - cur = ggml_view_2d(ctx0, cur, - proj_inp_dim, cur->ne[1] / scale_factor / scale_factor, - ggml_row_size(cur->type, proj_inp_dim), 0); - cb(cur, "proj_inp_normed", -1); - - // projection mlp - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_add(ctx0, cur, model.mm_1_b); - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - cur = ggml_add(ctx0, cur, model.mm_2_b); - cb(cur, "proj_out", -1); - } - - // build the graph - ggml_build_forward_expand(gf, cur); - - return gf; - } - - // this graph is used by llava, granite and glm - // due to having embedding_stack (used by granite), we cannot reuse build_vit - ggml_cgraph * build_llava() { - const int batch_size = 1; - const int n_pos = n_patches + (model.class_embedding ? 1 : 0); - - GGML_ASSERT(n_patches_x == n_patches_y && "only square images supported"); - - // Calculate the deepest feature layer based on hparams and projector type - int max_feature_layer = n_layer; - { - // Get the index of the second to last layer; this is the default for models that have a llava projector - int il_last = hparams.n_layer - 1; - int deepest_feature_layer = -1; - - if (ctx->proj_type() == PROJECTOR_TYPE_MINICPMV || ctx->proj_type() == PROJECTOR_TYPE_GLM_EDGE) { - il_last += 1; - } - - // If we set explicit vision feature layers, only go up to the deepest one - // NOTE: only used by granite-vision models for now - for (const auto & feature_layer : hparams.vision_feature_layer) { - if (feature_layer > deepest_feature_layer) { - deepest_feature_layer = feature_layer; - } - } - max_feature_layer = deepest_feature_layer < 0 ? il_last : deepest_feature_layer; - } - - ggml_tensor * inp = build_inp(); - - // concat class_embeddings and patch_embeddings - if (model.class_embedding) { - inp = ggml_concat(ctx0, inp, model.class_embedding, 1); - } - - ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); - ggml_set_name(positions, "positions"); - ggml_set_input(positions); - - inp = ggml_add(ctx0, inp, ggml_get_rows(ctx0, model.position_embeddings, positions)); - - ggml_tensor * inpL = inp; - - // pre-layernorm - if (model.pre_ln_w) { - inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, NORM_TYPE_NORMAL, eps, -1); - cb(inpL, "pre_ln", -1); - } - - std::vector embedding_stack; - const auto & vision_feature_layer = hparams.vision_feature_layer; - - // loop over layers - for (int il = 0; il < max_feature_layer; il++) { - auto & layer = model.layers[il]; - ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states - - // If this is an embedding feature layer, save the output. - // NOTE: 0 index here refers to the input to the encoder. - if (vision_feature_layer.find(il) != vision_feature_layer.end()) { - embedding_stack.push_back(cur); - } - - // layernorm1 - cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, NORM_TYPE_NORMAL, eps, il); - cb(cur, "layer_inp_normed", il); - - // self-attention - { - ggml_tensor * Qcur = ggml_mul_mat(ctx0, layer.q_w, cur); - if (layer.q_b) { - Qcur = ggml_add(ctx0, Qcur, layer.q_b); - } - - ggml_tensor * Kcur = ggml_mul_mat(ctx0, layer.k_w, cur); - if (layer.k_b) { - Kcur = ggml_add(ctx0, Kcur, layer.k_b); - } - - ggml_tensor * Vcur = ggml_mul_mat(ctx0, layer.v_w, cur); - if (layer.v_b) { - Vcur = ggml_add(ctx0, Vcur, layer.v_b); - } - - Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos); - Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos); - Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos); - - cb(Qcur, "Qcur", il); - cb(Kcur, "Kcur", il); - cb(Vcur, "Vcur", il); - - cur = build_attn(layer.o_w, layer.o_b, - Qcur, Kcur, Vcur, nullptr, kq_scale, il); - cb(cur, "attn_out", il); - } - - // re-add the layer input, e.g., residual - cur = ggml_add(ctx0, cur, inpL); - - inpL = cur; // inpL = residual, cur = hidden_states - - cb(cur, "ffn_inp", il); - - // layernorm2 - cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, NORM_TYPE_NORMAL, eps, il); - cb(cur, "ffn_inp_normed", il); - - // ffn - cur = build_ffn(cur, - layer.ff_up_w, layer.ff_up_b, - layer.ff_gate_w, layer.ff_gate_b, - layer.ff_down_w, layer.ff_down_b, - hparams.ffn_op, il); - - cb(cur, "ffn_out", il); - - // residual 2 - cur = ggml_add(ctx0, inpL, cur); - cb(cur, "layer_out", il); - - inpL = cur; - } - - // post-layernorm - if (model.post_ln_w) { - inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, NORM_TYPE_NORMAL, eps, -1); - } - - ggml_tensor * embeddings = inpL; - - // process vision feature layers (used by granite) - { - // final layer is a vision feature layer - if (vision_feature_layer.find(max_feature_layer) != vision_feature_layer.end()) { - embedding_stack.push_back(inpL); - } - - // If feature layers are explicitly set, stack them (if we have multiple) - if (!embedding_stack.empty()) { - embeddings = embedding_stack[0]; - for (size_t i = 1; i < embedding_stack.size(); i++) { - embeddings = ggml_concat(ctx0, embeddings, embedding_stack[i], 0); - } - } - } - - // llava projector (also used by granite) - if (ctx->model.hparams.has_llava_projector) { - embeddings = ggml_reshape_2d(ctx0, embeddings, embeddings->ne[0], embeddings->ne[1]); - - ggml_tensor * patches = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); - ggml_set_name(patches, "patches"); - ggml_set_input(patches); - - // shape [1, 576, 1024] - // ne is whcn, ne = [1024, 576, 1, 1] - embeddings = ggml_get_rows(ctx0, embeddings, patches); - - // print_tensor_info(embeddings, "embeddings"); - - // llava projector - if (ctx->proj_type() == PROJECTOR_TYPE_MLP) { - embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_0_b); - - embeddings = ggml_gelu(ctx0, embeddings); - if (model.mm_2_w) { - embeddings = ggml_mul_mat(ctx0, model.mm_2_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_2_b); - } - } - else if (ctx->proj_type() == PROJECTOR_TYPE_MLP_NORM) { - embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_0_b); - // ggml_tensor_printf(embeddings, "mm_0_w",0,true,false); - // First LayerNorm - embeddings = ggml_norm(ctx0, embeddings, eps); - embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_1_w), - model.mm_1_b); - - // GELU activation - embeddings = ggml_gelu(ctx0, embeddings); - - // Second linear layer - embeddings = ggml_mul_mat(ctx0, model.mm_3_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_3_b); - - // Second LayerNorm - embeddings = ggml_norm(ctx0, embeddings, eps); - embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_4_w), - model.mm_4_b); - } - else if (ctx->proj_type() == PROJECTOR_TYPE_LDP) { - // MobileVLM projector - int n_patch = 24; - ggml_tensor * mlp_1 = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w, embeddings); - mlp_1 = ggml_add(ctx0, mlp_1, model.mm_model_mlp_1_b); - mlp_1 = ggml_gelu(ctx0, mlp_1); - ggml_tensor * mlp_3 = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, mlp_1); - mlp_3 = ggml_add(ctx0, mlp_3, model.mm_model_mlp_3_b); - // mlp_3 shape = [1, 576, 2048], ne = [2048, 576, 1, 1] - - // block 1 - ggml_tensor * block_1 = nullptr; - { - // transpose from [1, 576, 2048] --> [1, 2048, 576] --> [1, 2048, 24, 24] - mlp_3 = ggml_permute(ctx0, mlp_3, 1, 0, 2, 3); - mlp_3 = ggml_cont_4d(ctx0, mlp_3, n_patch, n_patch, mlp_3->ne[1], mlp_3->ne[2]); - // stride = 1, padding = 1, bias is nullptr - block_1 = ggml_conv_2d_dw(ctx0, model.mm_model_block_1_block_0_0_w, mlp_3, 1, 1, 1, 1, 1, 1); - - // layer norm - // // block_1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1] - block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 2, 0, 3)); - // block_1 shape = [1, 24, 24, 2048], ne = [2048, 24, 24, 1] - block_1 = ggml_norm(ctx0, block_1, eps); - block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_1_block_0_1_w), model.mm_model_block_1_block_0_1_b); - block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3)); - - // block_1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1] - // hardswish - ggml_tensor * block_1_hw = ggml_hardswish(ctx0, block_1); - - block_1 = ggml_pool_2d(ctx0, block_1_hw, GGML_OP_POOL_AVG, block_1_hw->ne[0], block_1_hw->ne[1], block_1_hw->ne[0], block_1_hw->ne[1], 0, 0); - // block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1] - // pointwise conv - block_1 = ggml_reshape_2d(ctx0, block_1, block_1->ne[0]*block_1->ne[1]*block_1->ne[2], block_1->ne[3]); - block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_1_fc1_w, block_1); - block_1 = ggml_add(ctx0, block_1, model.mm_model_block_1_block_1_fc1_b); - block_1 = ggml_relu(ctx0, block_1); - block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_1_fc2_w, block_1); - block_1 = ggml_add(ctx0, block_1, model.mm_model_block_1_block_1_fc2_b); - block_1 = ggml_hardsigmoid(ctx0, block_1); - // block_1_hw shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1], block_1 shape = [1, 2048], ne = [2048, 1, 1, 1] - block_1 = ggml_reshape_4d(ctx0, block_1, 1, 1, block_1->ne[0], block_1->ne[1]); - block_1 = ggml_mul(ctx0, block_1_hw, block_1); - - int w = block_1->ne[0], h = block_1->ne[1]; - block_1 = ggml_reshape_3d(ctx0, block_1, w*h, block_1->ne[2], block_1->ne[3]); - block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 0, 2, 3)); - - // block_1 shape = [1, 24*24, 2048], ne = [24*24, 2048, 1] - block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_2_0_w, block_1); - block_1 = ggml_reshape_4d(ctx0, block_1, block_1->ne[0], w, h, block_1->ne[3]); - - // block_1 shape = [1, 24, 24, 2048], ne = [2048, 24, 24, 1] - block_1 = ggml_norm(ctx0, block_1, eps); - block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_1_block_2_1_w), model.mm_model_block_1_block_2_1_b); - block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3)); - // block1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1] - // residual - block_1 = ggml_add(ctx0, mlp_3, block_1); - } - - // block_2 - { - // stride = 2 - block_1 = ggml_conv_2d_dw(ctx0, model.mm_model_block_2_block_0_0_w, block_1, 2, 2, 1, 1, 1, 1); - - // block_1 shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1] - // layer norm - block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 2, 0, 3)); - // block_1 shape = [1, 12, 12, 2048], ne = [2048, 12, 12, 1] - block_1 = ggml_norm(ctx0, block_1, eps); - block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_2_block_0_1_w), model.mm_model_block_2_block_0_1_b); - block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3)); - // block_1 shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1] - // hardswish - ggml_tensor * block_1_hw = ggml_hardswish(ctx0, block_1); - - // not sure the parameters is right for globalAvgPooling - block_1 = ggml_pool_2d(ctx0, block_1_hw, GGML_OP_POOL_AVG, block_1_hw->ne[0], block_1_hw->ne[1], block_1_hw->ne[0], block_1_hw->ne[1], 0, 0); - // block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1] - // pointwise conv - block_1 = ggml_reshape_2d(ctx0, block_1, block_1->ne[0]*block_1->ne[1]*block_1->ne[2], block_1->ne[3]); - block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_1_fc1_w, block_1); - block_1 = ggml_add(ctx0, block_1, model.mm_model_block_2_block_1_fc1_b); - block_1 = ggml_relu(ctx0, block_1); - block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_1_fc2_w, block_1); - block_1 = ggml_add(ctx0, block_1, model.mm_model_block_2_block_1_fc2_b); - block_1 = ggml_hardsigmoid(ctx0, block_1); - - // block_1_hw shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1], block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1] - block_1 = ggml_reshape_4d(ctx0, block_1, 1, 1, block_1->ne[0], block_1->ne[1]); - block_1 = ggml_mul(ctx0, block_1_hw, block_1); - - int w = block_1->ne[0], h = block_1->ne[1]; - block_1 = ggml_reshape_3d(ctx0, block_1, w*h, block_1->ne[2], block_1->ne[3]); - block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 0, 2, 3)); - // block_1 shape = [1, 24*24, 2048], ne = [24*24, 2048, 1] - block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_2_0_w, block_1); - block_1 = ggml_reshape_4d(ctx0, block_1, block_1->ne[0], w, h, block_1->ne[3]); - - - // block_1 shape = [1, 12, 12, 2048], ne = [2048, 12, 12, 1] - block_1 = ggml_norm(ctx0, block_1, eps); - block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_2_block_2_1_w), model.mm_model_block_2_block_2_1_b); - block_1 = ggml_reshape_3d(ctx0, block_1, block_1->ne[0], block_1->ne[1] * block_1->ne[2], block_1->ne[3]); - // block_1 shape = [1, 144, 2048], ne = [2048, 144, 1] - } - embeddings = block_1; - } - else if (ctx->proj_type() == PROJECTOR_TYPE_LDPV2) - { - int n_patch = 24; - ggml_tensor * mlp_0 = ggml_mul_mat(ctx0, model.mm_model_mlp_0_w, embeddings); - mlp_0 = ggml_add(ctx0, mlp_0, model.mm_model_mlp_0_b); - mlp_0 = ggml_gelu(ctx0, mlp_0); - ggml_tensor * mlp_2 = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, mlp_0); - mlp_2 = ggml_add(ctx0, mlp_2, model.mm_model_mlp_2_b); - // mlp_2 ne = [2048, 576, 1, 1] - // // AVG Pool Layer 2*2, strides = 2 - mlp_2 = ggml_permute(ctx0, mlp_2, 1, 0, 2, 3); - // mlp_2 ne = [576, 2048, 1, 1] - mlp_2 = ggml_cont_4d(ctx0, mlp_2, n_patch, n_patch, mlp_2->ne[1], mlp_2->ne[2]); - // mlp_2 ne [24, 24, 2048, 1] - mlp_2 = ggml_pool_2d(ctx0, mlp_2, GGML_OP_POOL_AVG, 2, 2, 2, 2, 0, 0); - // weight ne = [3, 3, 2048, 1] - ggml_tensor * peg_0 = ggml_conv_2d_dw(ctx0, model.mm_model_peg_0_w, mlp_2, 1, 1, 1, 1, 1, 1); - peg_0 = ggml_cont(ctx0, ggml_permute(ctx0, peg_0, 1, 2, 0, 3)); - peg_0 = ggml_add(ctx0, peg_0, model.mm_model_peg_0_b); - mlp_2 = ggml_cont(ctx0, ggml_permute(ctx0, mlp_2, 1, 2, 0, 3)); - peg_0 = ggml_add(ctx0, peg_0, mlp_2); - peg_0 = ggml_reshape_3d(ctx0, peg_0, peg_0->ne[0], peg_0->ne[1] * peg_0->ne[2], peg_0->ne[3]); - embeddings = peg_0; - } - else { - GGML_ABORT("fatal error"); - } - } - - // glm projector - else if (ctx->proj_type() == PROJECTOR_TYPE_GLM_EDGE) { - size_t gridsz = (size_t)sqrt(embeddings->ne[1]); - embeddings = ggml_permute(ctx0,embeddings,1,0,2,3); - embeddings = ggml_cont_3d(ctx0, embeddings, gridsz, gridsz, embeddings->ne[1]); - embeddings = ggml_conv_2d(ctx0, model.mm_model_adapter_conv_w, embeddings, 2, 2, 0, 0, 1, 1); - embeddings = ggml_reshape_3d(ctx0, embeddings,embeddings->ne[0]*embeddings->ne[1] , embeddings->ne[2], batch_size); - embeddings = ggml_cont(ctx0, ggml_permute(ctx0,embeddings, 1, 0, 2, 3)); - embeddings = ggml_add(ctx0, embeddings, model.mm_model_adapter_conv_b); - // GLU - { - embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_0_w, embeddings); - embeddings = ggml_norm(ctx0, embeddings, eps); - embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_model_ln_q_w), model.mm_model_ln_q_b); - embeddings = ggml_gelu_inplace(ctx0, embeddings); - ggml_tensor * x = embeddings; - embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, embeddings); - x = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w,x); - embeddings = ggml_swiglu_split(ctx0, embeddings, x); - embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, embeddings); - } - // arrangement of BOI/EOI token embeddings - // note: these embeddings are not present in text model, hence we cannot process them as text tokens - // see: https://huggingface.co/THUDM/glm-edge-v-2b/blob/main/siglip.py#L53 - { - embeddings = ggml_concat(ctx0, model.mm_boi, embeddings, 1); // BOI - embeddings = ggml_concat(ctx0, embeddings, model.mm_eoi, 1); // EOI - } - } - - else { - GGML_ABORT("llava: unknown projector type"); - } - - // build the graph - ggml_build_forward_expand(gf, embeddings); - - return gf; - } - // whisper encoder with custom projector - ggml_cgraph * build_whisper_enc() { - const int n_frames = img.nx; - const int n_pos = n_frames / 2; - GGML_ASSERT(model.position_embeddings->ne[1] >= n_pos); - - ggml_tensor * inp = build_inp_raw(1); - - // conv1d block - { - // convolution + gelu - ggml_tensor * cur = ggml_conv_1d_ph(ctx0, model.conv1d_1_w, inp, 1, 1); - cur = ggml_add(ctx0, cur, model.conv1d_1_b); - - cur = ggml_gelu_erf(ctx0, cur); - - cur = ggml_conv_1d_ph(ctx0, model.conv1d_2_w, cur, 2, 1); - cur = ggml_add(ctx0, cur, model.conv1d_2_b); - - cur = ggml_gelu_erf(ctx0, cur); - // transpose - inp = ggml_cont(ctx0, ggml_transpose(ctx0, cur)); - cb(inp, "after_conv1d", -1); - } - - // sanity check (only check one layer, but it should be the same for all) - GGML_ASSERT(model.layers[0].ln_1_w && model.layers[0].ln_1_b); - GGML_ASSERT(model.layers[0].ln_2_w && model.layers[0].ln_2_b); - GGML_ASSERT(model.layers[0].q_b); - GGML_ASSERT(model.layers[0].v_b); - GGML_ASSERT(!model.layers[0].k_b); // no bias for k - GGML_ASSERT(model.post_ln_w && model.post_ln_b); - - ggml_tensor * pos_embd_selected = ggml_view_2d( - ctx0, model.position_embeddings, - model.position_embeddings->ne[0], n_pos, - model.position_embeddings->nb[1], 0 - ); - ggml_tensor * cur = build_vit( - inp, n_pos, - NORM_TYPE_NORMAL, - hparams.ffn_op, - pos_embd_selected, - nullptr); - - cb(cur, "after_transformer", -1); - - if (model.audio_has_stack_frames()) { - // StackAudioFrames - // https://huggingface.co/fixie-ai/ultravox-v0_5-llama-3_2-1b/blob/main/ultravox_model.py - int64_t stride = n_embd * hparams.proj_stack_factor; - int64_t padded_len = GGML_PAD(ggml_nelements(cur), stride); - int64_t pad = padded_len - ggml_nelements(cur); - if (pad > 0) { - cur = ggml_view_1d(ctx0, cur, ggml_nelements(cur), 0); - cur = ggml_pad(ctx0, cur, pad, 0, 0, 0); - } - cur = ggml_view_2d(ctx0, cur, stride, padded_len / stride, - ggml_row_size(cur->type, stride), 0); - cb(cur, "after_stacked", -1); - } - - if (ctx->proj_type() == PROJECTOR_TYPE_ULTRAVOX) { - // UltravoxProjector - // pre-norm - cur = ggml_rms_norm(ctx0, cur, 1e-6); - cur = ggml_mul(ctx0, cur, model.mm_norm_pre_w); - - // ffn in - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - - // swiglu - // see SwiGLU in ultravox_model.py, the second half passed through is silu, not the first half - cur = ggml_swiglu_swapped(ctx0, cur); - - // mid-norm - cur = ggml_rms_norm(ctx0, cur, 1e-6); - cur = ggml_mul(ctx0, cur, model.mm_norm_mid_w); - - // ffn out - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - - } else if (ctx->proj_type() == PROJECTOR_TYPE_QWEN2A) { - // projector - cur = ggml_mul_mat(ctx0, model.mm_fc_w, cur); - cur = ggml_add(ctx0, cur, model.mm_fc_b); - - } else if (ctx->proj_type() == PROJECTOR_TYPE_VOXTRAL) { - // projector - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_gelu_erf(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - - } else { - GGML_ABORT("%s: unknown projector type", __func__); - } - - cb(cur, "projected", -1); - - ggml_build_forward_expand(gf, cur); - - return gf; - } - - // cogvlm vision encoder - ggml_cgraph * build_cogvlm() { - GGML_ASSERT(model.class_embedding != nullptr); - GGML_ASSERT(model.position_embeddings != nullptr); - - const int n_pos = n_patches + 1; // +1 for [CLS] - - // build input and concatenate class embedding - ggml_tensor * inp = build_inp(); - inp = ggml_concat(ctx0, inp, model.class_embedding, 1); - - inp = ggml_add(ctx0, inp, model.position_embeddings); - cb(inp, "inp_pos", -1); - - ggml_tensor * inpL = inp; - - for (int il = 0; il < n_layer; il++) { - auto & layer = model.layers[il]; - ggml_tensor * cur = inpL; - - cur = ggml_mul_mat(ctx0, layer.qkv_w, cur); - - cur = ggml_add(ctx0, cur, layer.qkv_b); - - ggml_tensor * Qcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), - cur->nb[1], 0); - ggml_tensor * Kcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), - cur->nb[1], n_embd * sizeof(float)); - ggml_tensor * Vcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), - cur->nb[1], 2 * n_embd * sizeof(float)); - - cb(Qcur, "Qcur", il); - cb(Kcur, "Kcur", il); - cb(Vcur, "Vcur", il); - - cur = build_attn(layer.o_w, layer.o_b, - Qcur, Kcur, Vcur, nullptr, kq_scale, il); - cb(cur, "attn_out", il); - - cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, NORM_TYPE_NORMAL, eps, il); - cb(cur, "attn_post_norm", il); - - cur = ggml_add(ctx0, cur, inpL); - inpL = cur; - - cur = build_ffn(cur, - layer.ff_up_w, layer.ff_up_b, - layer.ff_gate_w, layer.ff_gate_b, - layer.ff_down_w, layer.ff_down_b, - hparams.ffn_op, il); - - cb(cur, "ffn_out", il); - - cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, NORM_TYPE_NORMAL, eps, il); - cb(cur, "ffn_post_norm", il); - - cur = ggml_add(ctx0, cur, inpL); - cb(cur, "layer_out", il); - inpL = cur; - - } - - // remove CLS token (like build_llama4 does) - ggml_tensor * cur = ggml_view_2d(ctx0, inpL, - n_embd, n_patches, - ggml_row_size(inpL->type, n_embd), 0); - - // Multiply with mm_model_proj - cur = ggml_mul_mat(ctx0, model.mm_model_proj, cur); - - // Apply layernorm, weight, bias - cur = build_norm(cur, model.mm_post_fc_norm_w, model.mm_post_fc_norm_b, NORM_TYPE_NORMAL, 1e-5, -1); - - // Apply GELU - cur = ggml_gelu_inplace(ctx0, cur); - - // Branch 1: multiply with mm_h_to_4h_w - ggml_tensor * h_to_4h = ggml_mul_mat(ctx0, model.mm_h_to_4h_w, cur); - - // Branch 2: multiply with mm_gate_w - ggml_tensor * gate = ggml_mul_mat(ctx0, model.mm_gate_w, cur); - - // Apply silu - gate = ggml_swiglu_split(ctx0, gate, h_to_4h); - - // Apply mm_4h_to_h_w - cur = ggml_mul_mat(ctx0, model.mm_4h_to_h_w, gate); - - // Concatenate with boi and eoi - cur = ggml_concat(ctx0, model.mm_boi, cur, 1); - cur = ggml_concat(ctx0, cur, model.mm_eoi, 1); - - // build the graph - ggml_build_forward_expand(gf, cur); - - return gf; - } - -private: - // - // utility functions - // - - void cb(ggml_tensor * cur0, const char * name, int il) const { - if (ctx->debug_graph) { - ggml_tensor * cur = ggml_cpy(ctx0, cur0, ggml_dup_tensor(ctx0, cur0)); - std::string cur_name = il >= 0 ? std::string(name) + "_" + std::to_string(il) : name; - ggml_set_name(cur, cur_name.c_str()); - ggml_set_output(cur); - ggml_build_forward_expand(gf, cur); - ctx->debug_print_tensors.push_back(cur); - } - } - - // siglip2 naflex - ggml_tensor * resize_position_embeddings() { - ggml_tensor * pos_embd = model.position_embeddings; - const int height = img.ny / patch_size; - const int width = img.nx / patch_size; - const uint32_t mode = GGML_SCALE_MODE_BILINEAR; - const int n_per_side = (int)std::sqrt(pos_embd->ne[1]); - - GGML_ASSERT(pos_embd); - - if (height == n_per_side && width == n_per_side) { - return pos_embd; - } - - pos_embd = ggml_reshape_3d(ctx0, pos_embd, n_embd, n_per_side, n_per_side); // -> (n_embd, n_per_side, n_per_side) - pos_embd = ggml_permute(ctx0, pos_embd, 2, 0, 1, 3); // -> (n_per_side, n_per_side, n_embd) - pos_embd = ggml_interpolate(ctx0, pos_embd, width, height, n_embd, 1, mode); // -> (width, height, n_embd) - pos_embd = ggml_permute(ctx0, pos_embd, 1, 2, 0, 3); // -> (n_embd, width, height) - pos_embd = ggml_cont_2d(ctx0, pos_embd, n_embd, width * height); // -> (n_embd, width * height) + GGML_ASSERT(pos_embd); + if (height == n_per_side && width == n_per_side) { return pos_embd; } - // build vision transformer (ViT) cgraph - // this function should cover most of the models - // if your model has specific features, you should probably duplicate this function - ggml_tensor * build_vit( - ggml_tensor * inp, - int64_t n_pos, - norm_type norm_t, - ffn_op_type ffn_t, - ggml_tensor * learned_pos_embd, - std::function add_pos - ) { - if (learned_pos_embd) { - inp = ggml_add(ctx0, inp, learned_pos_embd); - cb(inp, "pos_embed", -1); - } + pos_embd = ggml_reshape_3d(ctx0, pos_embd, n_embd, n_per_side, n_per_side); // -> (n_embd, n_per_side, n_per_side) + pos_embd = ggml_permute(ctx0, pos_embd, 2, 0, 1, 3); // -> (n_per_side, n_per_side, n_embd) + pos_embd = ggml_interpolate(ctx0, pos_embd, width, height, n_embd, 1, mode); // -> (width, height, n_embd) + pos_embd = ggml_permute(ctx0, pos_embd, 1, 2, 0, 3); // -> (n_embd, width, height) + pos_embd = ggml_cont_2d(ctx0, pos_embd, n_embd, width * height); // -> (n_embd, width * height) - ggml_tensor * inpL = inp; + return pos_embd; +} - // pre-layernorm - if (model.pre_ln_w) { - inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1); - cb(inpL, "pre_ln", -1); - } +// build vision transformer (ViT) cgraph +// this function should cover most of the models +// if your model has specific features, you should probably duplicate this function +ggml_tensor * clip_graph::build_vit( + ggml_tensor * inp, + int64_t n_pos, + norm_type norm_t, + ffn_op_type ffn_t, + ggml_tensor * learned_pos_embd, + std::function add_pos + ) { + if (learned_pos_embd) { + inp = ggml_add(ctx0, inp, learned_pos_embd); + cb(inp, "pos_embed", -1); + } - // loop over layers - for (int il = 0; il < n_layer; il++) { - auto & layer = model.layers[il]; - ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states + ggml_tensor * inpL = inp; - // layernorm1 - cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il); - cb(cur, "layer_inp_normed", il); + // pre-layernorm + if (model.pre_ln_w) { + inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1); + cb(inpL, "pre_ln", -1); + } - // self-attention - { - ggml_tensor * Qcur = ggml_mul_mat(ctx0, layer.q_w, cur); + // loop over layers + for (int il = 0; il < n_layer; il++) { + auto & layer = model.layers[il]; + ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states + + // layernorm1 + cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il); + cb(cur, "layer_inp_normed", il); + + // self-attention + { + ggml_tensor * Qcur = nullptr; + ggml_tensor * Kcur = nullptr; + ggml_tensor * Vcur = nullptr; + if (layer.qkv_w != nullptr) { + // fused qkv + cur = ggml_mul_mat(ctx0, layer.qkv_w, cur); + if (layer.qkv_b != nullptr) { + cur = ggml_add(ctx0, cur, layer.qkv_b); + } + + Qcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ 0); + + Kcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ ggml_row_size(cur->type, n_embd)); + + Vcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ ggml_row_size(cur->type, 2 * n_embd)); + + // TODO: q/k norm requires row size == n_embd, while here it's d_head + // we can add support in the future if needed + GGML_ASSERT(layer.q_norm == nullptr && layer.k_norm == nullptr); + + } else { + // separate q, k, v + Qcur = ggml_mul_mat(ctx0, layer.q_w, cur); if (layer.q_b) { Qcur = ggml_add(ctx0, Qcur, layer.q_b); } - ggml_tensor * Kcur = ggml_mul_mat(ctx0, layer.k_w, cur); + Kcur = ggml_mul_mat(ctx0, layer.k_w, cur); if (layer.k_b) { Kcur = ggml_add(ctx0, Kcur, layer.k_b); } - ggml_tensor * Vcur = ggml_mul_mat(ctx0, layer.v_w, cur); + Vcur = ggml_mul_mat(ctx0, layer.v_w, cur); if (layer.v_b) { Vcur = ggml_add(ctx0, Vcur, layer.v_b); } @@ -2093,445 +380,479 @@ private: Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos); Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos); Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos); - - cb(Qcur, "Qcur", il); - cb(Kcur, "Kcur", il); - cb(Vcur, "Vcur", il); - - if (add_pos) { - Qcur = add_pos(Qcur, layer); - Kcur = add_pos(Kcur, layer); - cb(Qcur, "Qcur_pos", il); - cb(Kcur, "Kcur_pos", il); - } - - cur = build_attn(layer.o_w, layer.o_b, - Qcur, Kcur, Vcur, nullptr, kq_scale, il); - cb(cur, "attn_out", il); } - if (layer.ls_1_w) { - cur = ggml_mul(ctx0, cur, layer.ls_1_w); - cb(cur, "attn_out_scaled", il); + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + if (add_pos) { + Qcur = add_pos(Qcur, layer); + Kcur = add_pos(Kcur, layer); + cb(Qcur, "Qcur_pos", il); + cb(Kcur, "Kcur_pos", il); } - // re-add the layer input, e.g., residual - cur = ggml_add(ctx0, cur, inpL); - - inpL = cur; // inpL = residual, cur = hidden_states - - cb(cur, "ffn_inp", il); - - // layernorm2 - cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il); - cb(cur, "ffn_inp_normed", il); - - // ffn - cur = build_ffn(cur, - layer.ff_up_w, layer.ff_up_b, - layer.ff_gate_w, layer.ff_gate_b, - layer.ff_down_w, layer.ff_down_b, - ffn_t, il); - - cb(cur, "ffn_out", il); - - if (layer.ls_2_w) { - cur = ggml_mul(ctx0, cur, layer.ls_2_w); - cb(cur, "ffn_out_scaled", il); - } - - // residual 2 - cur = ggml_add(ctx0, inpL, cur); - cb(cur, "layer_out", il); - - inpL = cur; + cur = build_attn(layer.o_w, layer.o_b, + Qcur, Kcur, Vcur, nullptr, kq_scale, il); + cb(cur, "attn_out", il); } - if (ctx->model.audio_has_avgpool()) { - ggml_tensor * cur = inpL; - cur = ggml_transpose(ctx0, cur); - cur = ggml_cont(ctx0, cur); - cur = ggml_pool_1d(ctx0, cur, GGML_OP_POOL_AVG, 2, 2, 0); - cur = ggml_transpose(ctx0, cur); - cur = ggml_cont(ctx0, cur); - inpL = cur; + if (layer.ls_1_w) { + cur = ggml_mul(ctx0, cur, layer.ls_1_w); + cb(cur, "attn_out_scaled", il); } - // post-layernorm - if (model.post_ln_w) { - inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, -1); + // re-add the layer input, e.g., residual + cur = ggml_add(ctx0, cur, inpL); + + inpL = cur; // inpL = residual, cur = hidden_states + + cb(cur, "ffn_inp", il); + + // layernorm2 + cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il); + cb(cur, "ffn_inp_normed", il); + + // ffn + cur = build_ffn(cur, + layer.ff_up_w, layer.ff_up_b, + layer.ff_gate_w, layer.ff_gate_b, + layer.ff_down_w, layer.ff_down_b, + ffn_t, il); + + cb(cur, "ffn_out", il); + + if (layer.ls_2_w) { + cur = ggml_mul(ctx0, cur, layer.ls_2_w); + cb(cur, "ffn_out_scaled", il); } - return inpL; + + // residual 2 + cur = ggml_add(ctx0, inpL, cur); + cb(cur, "layer_out", il); + + inpL = cur; } - // build the input after conv2d (inp_raw --> patches) - // returns tensor with shape [n_embd, n_patches] - ggml_tensor * build_inp() { - ggml_tensor * inp_raw = build_inp_raw(); - ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1); - inp = ggml_reshape_2d(ctx0, inp, n_patches, n_embd); - inp = ggml_cont(ctx0, ggml_transpose(ctx0, inp)); - if (model.patch_bias) { - inp = ggml_add(ctx0, inp, model.patch_bias); - cb(inp, "patch_bias", -1); - } - return inp; + if (model.audio_has_avgpool()) { + ggml_tensor * cur = inpL; + cur = ggml_transpose(ctx0, cur); + cur = ggml_cont(ctx0, cur); + cur = ggml_pool_1d(ctx0, cur, GGML_OP_POOL_AVG, 2, 2, 0); + cur = ggml_transpose(ctx0, cur); + cur = ggml_cont(ctx0, cur); + inpL = cur; } - ggml_tensor * build_inp_raw(int channels = 3) { - ggml_tensor * inp_raw = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, img.nx, img.ny, channels); - ggml_set_name(inp_raw, "inp_raw"); - ggml_set_input(inp_raw); - return inp_raw; + // post-layernorm + if (model.post_ln_w) { + inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, -1); } + return inpL; +} - ggml_tensor * build_norm( - ggml_tensor * cur, - ggml_tensor * mw, - ggml_tensor * mb, - norm_type type, - float norm_eps, - int il) const { - - cur = type == NORM_TYPE_RMS - ? ggml_rms_norm(ctx0, cur, norm_eps) - : ggml_norm(ctx0, cur, norm_eps); - - if (mw || mb) { - cb(cur, "norm", il); - } - - if (mw) { - cur = ggml_mul(ctx0, cur, mw); - if (mb) { - cb(cur, "norm_w", il); - } - } - - if (mb) { - cur = ggml_add(ctx0, cur, mb); - } - - return cur; +// build the input after conv2d (inp_raw --> patches) +// returns tensor with shape [n_embd, n_patches] +ggml_tensor * clip_graph::build_inp() { + ggml_tensor * inp_raw = build_inp_raw(); + ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1); + inp = ggml_reshape_2d(ctx0, inp, n_patches, n_embd); + inp = ggml_cont(ctx0, ggml_transpose(ctx0, inp)); + if (model.patch_bias) { + inp = ggml_add(ctx0, inp, model.patch_bias); + cb(inp, "patch_bias", -1); } + return inp; +} - ggml_tensor * build_ffn( - ggml_tensor * cur, - ggml_tensor * up, - ggml_tensor * up_b, - ggml_tensor * gate, - ggml_tensor * gate_b, - ggml_tensor * down, - ggml_tensor * down_b, - ffn_op_type type_op, - int il) const { +ggml_tensor * clip_graph::build_inp_raw(int channels) { + ggml_tensor * inp_raw = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, img.nx, img.ny, channels); + ggml_set_name(inp_raw, "inp_raw"); + ggml_set_input(inp_raw); + return inp_raw; +} - ggml_tensor * tmp = up ? ggml_mul_mat(ctx0, up, cur) : cur; - cb(tmp, "ffn_up", il); - - if (up_b) { - tmp = ggml_add(ctx0, tmp, up_b); - cb(tmp, "ffn_up_b", il); - } - - if (gate) { - cur = ggml_mul_mat(ctx0, gate, cur); - cb(cur, "ffn_gate", il); - - if (gate_b) { - cur = ggml_add(ctx0, cur, gate_b); - cb(cur, "ffn_gate_b", il); - } - } else { - cur = tmp; - } - - // we only support parallel ffn for now - switch (type_op) { - case FFN_SILU: - if (gate) { - cur = ggml_swiglu_split(ctx0, cur, tmp); - cb(cur, "ffn_swiglu", il); - } else { - cur = ggml_silu(ctx0, cur); - cb(cur, "ffn_silu", il); - } break; - case FFN_GELU: - if (gate) { - cur = ggml_geglu_split(ctx0, cur, tmp); - cb(cur, "ffn_geglu", il); - } else { - cur = ggml_gelu(ctx0, cur); - cb(cur, "ffn_gelu", il); - } break; - case FFN_GELU_ERF: - if (gate) { - cur = ggml_geglu_erf_split(ctx0, cur, tmp); - cb(cur, "ffn_geglu_erf", il); - } else { - cur = ggml_gelu_erf(ctx0, cur); - cb(cur, "ffn_gelu_erf", il); - } break; - case FFN_GELU_QUICK: - if (gate) { - cur = ggml_geglu_quick_split(ctx0, cur, tmp); - cb(cur, "ffn_geglu_quick", il); - } else { - cur = ggml_gelu_quick(ctx0, cur); - cb(cur, "ffn_gelu_quick", il); - } break; - } - - if (down) { - cur = ggml_mul_mat(ctx0, down, cur); - } - - if (down_b) { - cb(cur, "ffn_down", il); - } - - if (down_b) { - cur = ggml_add(ctx0, cur, down_b); - } - - return cur; - } - - ggml_tensor * build_attn( - ggml_tensor * wo, - ggml_tensor * wo_b, - ggml_tensor * q_cur, - ggml_tensor * k_cur, - ggml_tensor * v_cur, - ggml_tensor * kq_mask, - float kq_scale, - int il) const { - // these nodes are added to the graph together so that they are not reordered - // by doing so, the number of splits in the graph is reduced - ggml_build_forward_expand(gf, q_cur); - ggml_build_forward_expand(gf, k_cur); - ggml_build_forward_expand(gf, v_cur); - - ggml_tensor * q = ggml_permute(ctx0, q_cur, 0, 2, 1, 3); - //cb(q, "q", il); - - ggml_tensor * k = ggml_permute(ctx0, k_cur, 0, 2, 1, 3); - //cb(k, "k", il); - - ggml_tensor * cur; - - if (ctx->flash_attn_type == CLIP_FLASH_ATTN_TYPE_ENABLED) { - ggml_tensor * v = ggml_permute(ctx0, v_cur, 0, 2, 1, 3); - - k = ggml_cast(ctx0, k, GGML_TYPE_F16); - v = ggml_cast(ctx0, v, GGML_TYPE_F16); - - cur = ggml_flash_attn_ext(ctx0, q, k, v, kq_mask, kq_scale, 0.0f, 0.0f); - ggml_flash_attn_ext_set_prec(cur, GGML_PREC_F32); - - cur = ggml_reshape_2d(ctx0, cur, cur->ne[0]*cur->ne[1], cur->ne[2]*cur->ne[3]); - - } else { - ggml_tensor * v = ggml_permute(ctx0, v_cur, 1, 2, 0, 3); - v = ggml_cont(ctx0, v); - - const auto n_tokens = q->ne[1]; - const auto n_head = q->ne[2]; - - ggml_tensor * kq = ggml_mul_mat(ctx0, k, q); - // F32 may not needed for vision encoders? - // ggml_mul_mat_set_prec(kq, GGML_PREC_F32); - - kq = ggml_soft_max_ext(ctx0, kq, kq_mask, kq_scale, 0.0f); - - ggml_tensor * kqv = ggml_mul_mat(ctx0, v, kq); - cur = ggml_permute(ctx0, kqv, 0, 2, 1, 3); - cur = ggml_cont_2d(ctx0, cur, cur->ne[0]*n_head, n_tokens); - } - - cb(cur, "kqv_out", il); - - if (wo) { - cur = ggml_mul_mat(ctx0, wo, cur); - } - - if (wo_b) { - cur = ggml_add(ctx0, cur, wo_b); - } - - return cur; - } - - // implementation of the 2D RoPE without adding a new op in ggml - // this is not efficient (use double the memory), but works on all backends - // TODO: there was a more efficient which relies on ggml_view and ggml_rope_ext_inplace, but the rope inplace does not work well with non-contiguous tensors ; we should fix that and revert back to the original implementation in https://github.com/ggml-org/llama.cpp/pull/13065 - static ggml_tensor * build_rope_2d( - ggml_context * ctx0, +ggml_tensor * clip_graph::build_norm( ggml_tensor * cur, - ggml_tensor * pos_a, // first half - ggml_tensor * pos_b, // second half - const float freq_base, - const bool interleave_freq - ) { - const int64_t n_dim = cur->ne[0]; - const int64_t n_head = cur->ne[1]; - const int64_t n_pos = cur->ne[2]; + ggml_tensor * mw, + ggml_tensor * mb, + norm_type type, + float norm_eps, + int il) const { - // for example, if we have cur tensor of shape (n_dim=8, n_head, n_pos) - // we will have a list of 4 inv_freq: 1e-0, 1e-1, 1e-2, 1e-3 - // first half of cur will use 1e-0, 1e-2 (even) - // second half of cur will use 1e-1, 1e-3 (odd) - // the trick here is to rotate just half of n_dim, so inv_freq will automatically be even - // ^ don't ask me why, it's math! -2(2i) / n_dim == -2i / (n_dim/2) - // then for the second half, we use freq_scale to shift the inv_freq - // ^ why? replace (2i) with (2i+1) in the above equation - const float freq_scale_odd = interleave_freq - ? std::pow(freq_base, (float)-2/n_dim) - : 1.0; + cur = type == NORM_TYPE_RMS + ? ggml_rms_norm(ctx0, cur, norm_eps) + : ggml_norm(ctx0, cur, norm_eps); - // first half - ggml_tensor * first; - { - first = ggml_view_3d(ctx0, cur, - n_dim/2, n_head, n_pos, - ggml_row_size(cur->type, n_dim), - ggml_row_size(cur->type, n_dim*n_head), - 0); - first = ggml_rope_ext( - ctx0, - first, - pos_a, // positions - nullptr, // freq factors - n_dim/2, // n_dims - 0, 0, freq_base, - 1.0f, 0.0f, 1.0f, 0.0f, 0.0f - ); + if (mw || mb) { + cb(cur, "norm", il); + } + + if (mw) { + cur = ggml_mul(ctx0, cur, mw); + if (mb) { + cb(cur, "norm_w", il); } + } - // second half - ggml_tensor * second; - { - second = ggml_view_3d(ctx0, cur, - n_dim/2, n_head, n_pos, - ggml_row_size(cur->type, n_dim), - ggml_row_size(cur->type, n_dim*n_head), - n_dim/2 * ggml_element_size(cur)); - second = ggml_rope_ext( - ctx0, - second, - pos_b, // positions - nullptr, // freq factors - n_dim/2, // n_dims - 0, 0, freq_base, - freq_scale_odd, - 0.0f, 1.0f, 0.0f, 0.0f - ); + if (mb) { + cur = ggml_add(ctx0, cur, mb); + } + + return cur; +} + +ggml_tensor * clip_graph::build_ffn( + ggml_tensor * cur, + ggml_tensor * up, + ggml_tensor * up_b, + ggml_tensor * gate, + ggml_tensor * gate_b, + ggml_tensor * down, + ggml_tensor * down_b, + ffn_op_type type_op, + int il) const { + + ggml_tensor * tmp = up ? ggml_mul_mat(ctx0, up, cur) : cur; + cb(tmp, "ffn_up", il); + + if (up_b) { + tmp = ggml_add(ctx0, tmp, up_b); + cb(tmp, "ffn_up_b", il); + } + + if (gate) { + cur = ggml_mul_mat(ctx0, gate, cur); + cb(cur, "ffn_gate", il); + + if (gate_b) { + cur = ggml_add(ctx0, cur, gate_b); + cb(cur, "ffn_gate_b", il); } + } else { + cur = tmp; + } - cur = ggml_concat(ctx0, first, second, 0); + // we only support parallel ffn for now + switch (type_op) { + case FFN_SILU: + if (gate) { + cur = ggml_swiglu_split(ctx0, cur, tmp); + cb(cur, "ffn_swiglu", il); + } else { + cur = ggml_silu(ctx0, cur); + cb(cur, "ffn_silu", il); + } break; + case FFN_GELU: + if (gate) { + cur = ggml_geglu_split(ctx0, cur, tmp); + cb(cur, "ffn_geglu", il); + } else { + cur = ggml_gelu(ctx0, cur); + cb(cur, "ffn_gelu", il); + } break; + case FFN_GELU_ERF: + if (gate) { + cur = ggml_geglu_erf_split(ctx0, cur, tmp); + cb(cur, "ffn_geglu_erf", il); + } else { + cur = ggml_gelu_erf(ctx0, cur); + cb(cur, "ffn_gelu_erf", il); + } break; + case FFN_GELU_QUICK: + if (gate) { + cur = ggml_geglu_quick_split(ctx0, cur, tmp); + cb(cur, "ffn_geglu_quick", il); + } else { + cur = ggml_gelu_quick(ctx0, cur); + cb(cur, "ffn_gelu_quick", il); + } break; + } + + if (down) { + cur = ggml_mul_mat(ctx0, down, cur); + } + + if (down_b) { + cb(cur, "ffn_down", il); + } + + if (down_b) { + cur = ggml_add(ctx0, cur, down_b); + } + + return cur; +} + +ggml_tensor * clip_graph::build_attn( + ggml_tensor * wo, + ggml_tensor * wo_b, + ggml_tensor * q_cur, + ggml_tensor * k_cur, + ggml_tensor * v_cur, + ggml_tensor * kq_mask, + float kq_scale, + int il) const { + // these nodes are added to the graph together so that they are not reordered + // by doing so, the number of splits in the graph is reduced + ggml_build_forward_expand(gf, q_cur); + ggml_build_forward_expand(gf, k_cur); + ggml_build_forward_expand(gf, v_cur); + + ggml_tensor * q = ggml_permute(ctx0, q_cur, 0, 2, 1, 3); + //cb(q, "q", il); + + ggml_tensor * k = ggml_permute(ctx0, k_cur, 0, 2, 1, 3); + //cb(k, "k", il); + + ggml_tensor * cur; + + if (flash_attn_type == CLIP_FLASH_ATTN_TYPE_ENABLED) { + ggml_tensor * v = ggml_permute(ctx0, v_cur, 0, 2, 1, 3); + + k = ggml_cast(ctx0, k, GGML_TYPE_F16); + v = ggml_cast(ctx0, v, GGML_TYPE_F16); + + cur = ggml_flash_attn_ext(ctx0, q, k, v, kq_mask, kq_scale, 0.0f, 0.0f); + ggml_flash_attn_ext_set_prec(cur, GGML_PREC_F32); + + cur = ggml_reshape_2d(ctx0, cur, cur->ne[0]*cur->ne[1], cur->ne[2]*cur->ne[3]); + + } else { + ggml_tensor * v = ggml_permute(ctx0, v_cur, 1, 2, 0, 3); + v = ggml_cont(ctx0, v); + + const auto n_tokens = q->ne[1]; + const auto n_head = q->ne[2]; + + ggml_tensor * kq = ggml_mul_mat(ctx0, k, q); + // F32 may not needed for vision encoders? + // ggml_mul_mat_set_prec(kq, GGML_PREC_F32); + + kq = ggml_soft_max_ext(ctx0, kq, kq_mask, kq_scale, 0.0f); + + ggml_tensor * kqv = ggml_mul_mat(ctx0, v, kq); + cur = ggml_permute(ctx0, kqv, 0, 2, 1, 3); + cur = ggml_cont_2d(ctx0, cur, cur->ne[0]*n_head, n_tokens); + } + + cb(cur, "kqv_out", il); + + if (wo) { + cur = ggml_mul_mat(ctx0, wo, cur); + } + + if (wo_b) { + cur = ggml_add(ctx0, cur, wo_b); + } + + return cur; +} + +// implementation of the 2D RoPE without adding a new op in ggml +// this is not efficient (use double the memory), but works on all backends +// TODO: there was a more efficient which relies on ggml_view and ggml_rope_ext_inplace, but the rope inplace does not work well with non-contiguous tensors ; we should fix that and revert back to the original implementation in https://github.com/ggml-org/llama.cpp/pull/13065 +ggml_tensor * clip_graph::build_rope_2d( + ggml_context * ctx0, + ggml_tensor * cur, + ggml_tensor * pos_a, // first half + ggml_tensor * pos_b, // second half + const float freq_base, + const bool interleave_freq +) { + const int64_t n_dim = cur->ne[0]; + const int64_t n_head = cur->ne[1]; + const int64_t n_pos = cur->ne[2]; + + // for example, if we have cur tensor of shape (n_dim=8, n_head, n_pos) + // we will have a list of 4 inv_freq: 1e-0, 1e-1, 1e-2, 1e-3 + // first half of cur will use 1e-0, 1e-2 (even) + // second half of cur will use 1e-1, 1e-3 (odd) + // the trick here is to rotate just half of n_dim, so inv_freq will automatically be even + // ^ don't ask me why, it's math! -2(2i) / n_dim == -2i / (n_dim/2) + // then for the second half, we use freq_scale to shift the inv_freq + // ^ why? replace (2i) with (2i+1) in the above equation + const float freq_scale_odd = interleave_freq + ? std::pow(freq_base, (float)-2/n_dim) + : 1.0; + + // first half + ggml_tensor * first; + { + first = ggml_view_3d(ctx0, cur, + n_dim/2, n_head, n_pos, + ggml_row_size(cur->type, n_dim), + ggml_row_size(cur->type, n_dim*n_head), + 0); + first = ggml_rope_ext( + ctx0, + first, + pos_a, // positions + nullptr, // freq factors + n_dim/2, // n_dims + 0, 0, freq_base, + 1.0f, 0.0f, 1.0f, 0.0f, 0.0f + ); + } + + // second half + ggml_tensor * second; + { + second = ggml_view_3d(ctx0, cur, + n_dim/2, n_head, n_pos, + ggml_row_size(cur->type, n_dim), + ggml_row_size(cur->type, n_dim*n_head), + n_dim/2 * ggml_element_size(cur)); + second = ggml_rope_ext( + ctx0, + second, + pos_b, // positions + nullptr, // freq factors + n_dim/2, // n_dims + 0, 0, freq_base, + freq_scale_odd, + 0.0f, 1.0f, 0.0f, 0.0f + ); + } + + cur = ggml_concat(ctx0, first, second, 0); + return cur; +} + +// Generic function to stack frames for audio processing +// Abstracts out the StackAudioFrames logic used by ultravox +ggml_tensor * clip_graph::build_stack(ggml_tensor * cur, int32_t stack_factor, int32_t n_embed) { + if (stack_factor <= 1) { return cur; } - // aka pixel_shuffle / pixel_unshuffle / patch_merger (Kimi-VL) - // support dynamic resolution - ggml_tensor * build_patch_merge_permute(ggml_tensor * cur, int scale_factor) { - GGML_ASSERT(scale_factor > 1); + int64_t total_elements = ggml_nelements(cur); + int64_t stride = n_embed * stack_factor; - const int n_embd = cur->ne[0]; - int width = img.nx / patch_size; - int height = img.ny / patch_size; + // Calculate padded length + int64_t padded_len = GGML_PAD(total_elements, stride); + int64_t pad = padded_len - total_elements; - // pad width and height to factor - const int64_t pad_width = CLIP_ALIGN(width, scale_factor) - width; - const int64_t pad_height = CLIP_ALIGN(height, scale_factor) - height; - cur = ggml_reshape_3d(ctx0, cur, n_embd, width, height); - if (pad_width || pad_height) { - cur = ggml_pad(ctx0, cur, 0, pad_width, pad_height, 0); - width += pad_width; - height += pad_height; - } - - // unshuffle h - cur = ggml_reshape_3d(ctx0, cur, n_embd * scale_factor, width / scale_factor, height); - cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); - - // unshuffle w - cur = ggml_cont_3d(ctx0, cur, n_embd * scale_factor * scale_factor, height / scale_factor, width / scale_factor); - cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); - - cur = ggml_cont_2d(ctx0, cur, cur->ne[0], cur->ne[1] * cur->ne[2]); - cb(cur, "pixel_shuffle", -1); - - return cur; + if (pad > 0) { + // Pad the tensor to make it divisible by stride + cur = ggml_view_1d(ctx0, cur, total_elements, 0); + cur = ggml_pad(ctx0, cur, pad, 0, 0, 0); } -}; + // Reshape to [stride, padded_len / stride] + cur = ggml_view_2d(ctx0, cur, stride, padded_len / stride, + ggml_row_size(cur->type, stride), 0); + return cur; +} + +// aka pixel_shuffle / pixel_unshuffle / patch_merger (Kimi-VL) +// support dynamic resolution +ggml_tensor * clip_graph::build_patch_merge_permute(ggml_tensor * cur, int scale_factor) { + GGML_ASSERT(scale_factor > 1); + + const int n_embd = cur->ne[0]; + int width = img.nx / patch_size; + int height = img.ny / patch_size; + + // pad width and height to factor + const int64_t pad_width = CLIP_ALIGN(width, scale_factor) - width; + const int64_t pad_height = CLIP_ALIGN(height, scale_factor) - height; + cur = ggml_reshape_3d(ctx0, cur, n_embd, width, height); + if (pad_width || pad_height) { + cur = ggml_pad(ctx0, cur, 0, pad_width, pad_height, 0); + width += pad_width; + height += pad_height; + } + + // unshuffle h + cur = ggml_reshape_3d(ctx0, cur, n_embd * scale_factor, width / scale_factor, height); + cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); + + // unshuffle w + cur = ggml_cont_3d(ctx0, cur, n_embd * scale_factor * scale_factor, height / scale_factor, width / scale_factor); + cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); + + cur = ggml_cont_2d(ctx0, cur, cur->ne[0], cur->ne[1] * cur->ne[2]); + cb(cur, "pixel_shuffle", -1); + + return cur; +} static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32_batch & imgs) { GGML_ASSERT(imgs.entries.size() == 1 && "n_batch > 1 is not supported"); - clip_graph graph(ctx, *imgs.entries[0]); - ggml_cgraph * res; + const clip_image_f32 & img = *imgs.entries[0]; + std::unique_ptr builder; switch (ctx->proj_type()) { case PROJECTOR_TYPE_GEMMA3: case PROJECTOR_TYPE_IDEFICS3: case PROJECTOR_TYPE_LFM2: + case PROJECTOR_TYPE_JANUS_PRO: { - res = graph.build_siglip(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_PIXTRAL: case PROJECTOR_TYPE_LIGHTONOCR: { - res = graph.build_pixtral(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_QWEN2VL: case PROJECTOR_TYPE_QWEN25VL: { - res = graph.build_qwen2vl(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_QWEN3VL: { - res = graph.build_qwen3vl(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_MINICPMV: { - res = graph.build_minicpmv(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_INTERNVL: { - res = graph.build_internvl(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_LLAMA4: { - res = graph.build_llama4(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_VOXTRAL: case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_GLMA: { - res = graph.build_whisper_enc(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_KIMIVL: { - res = graph.build_kimivl(); - } break; - case PROJECTOR_TYPE_JANUS_PRO: - { - res = graph.build_siglip(); + builder = std::make_unique(ctx, img); } break; case PROJECTOR_TYPE_COGVLM: { - res = graph.build_cogvlm(); + builder = std::make_unique(ctx, img); + } break; + case PROJECTOR_TYPE_MLP: + case PROJECTOR_TYPE_MLP_NORM: + case PROJECTOR_TYPE_LDP: + case PROJECTOR_TYPE_LDPV2: + case PROJECTOR_TYPE_GLM_EDGE: + { + builder = std::make_unique(ctx, img); } break; default: - { - res = graph.build_llava(); - } break; + GGML_ABORT("missing cgraph builder"); } - return res; + + return builder->build(); } +// +// clip_model_loader +// + struct clip_model_loader { ggml_context_ptr ctx_meta; gguf_context_ptr ctx_gguf; @@ -2787,7 +1108,8 @@ struct clip_model_loader { { get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false); // ref: https://huggingface.co/LiquidAI/LFM2-VL-3B/blob/main/preprocessor_config.json - hparams.set_limit_image_tokens(64, 256); + // config above specifies number of tokens after downsampling, while here it is before, relax lowerbound to 64 + hparams.set_limit_image_tokens(64, 1024); } break; case PROJECTOR_TYPE_PIXTRAL: case PROJECTOR_TYPE_LIGHTONOCR: @@ -2841,16 +1163,22 @@ struct clip_model_loader { } break; case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_GLMA: case PROJECTOR_TYPE_VOXTRAL: { bool require_stack = model.proj_type == PROJECTOR_TYPE_ULTRAVOX || - model.proj_type == PROJECTOR_TYPE_VOXTRAL; + model.proj_type == PROJECTOR_TYPE_VOXTRAL || + model.proj_type == PROJECTOR_TYPE_GLMA; get_u32(KEY_A_PROJ_STACK_FACTOR, hparams.proj_stack_factor, require_stack); - if (hparams.n_mel_bins != 128) { - throw std::runtime_error(string_format("%s: only 128 mel bins are supported for ultravox\n", __func__)); - } hparams.ffn_op = FFN_GELU_ERF; log_ffn_op = "gelu_erf"; // temporary solution for logging + + // audio preprocessing params + hparams.audio_chunk_len = 30; // in seconds + hparams.audio_sample_rate = 16000; + hparams.audio_n_fft = 400; + hparams.audio_window_len = 400; + hparams.audio_hop_len = 160; } break; default: break; @@ -2888,6 +1216,11 @@ struct clip_model_loader { LOG_INF("\n--- audio hparams ---\n"); LOG_INF("%s: n_mel_bins: %d\n", __func__, hparams.n_mel_bins); LOG_INF("%s: proj_stack_factor: %d\n", __func__, hparams.proj_stack_factor); + LOG_INF("%s: audio_chunk_len: %d\n", __func__, hparams.audio_chunk_len); + LOG_INF("%s: audio_sample_rate: %d\n", __func__, hparams.audio_sample_rate); + LOG_INF("%s: audio_n_fft: %d\n", __func__, hparams.audio_n_fft); + LOG_INF("%s: audio_window_len: %d\n", __func__, hparams.audio_window_len); + LOG_INF("%s: audio_hop_len: %d\n", __func__, hparams.audio_hop_len); } LOG_INF("\n"); LOG_INF("%s: model size: %.2f MiB\n", __func__, model_size / 1024.0 / 1024.0); @@ -3215,6 +1548,21 @@ struct clip_model_loader { model.mm_3_w = get_tensor(string_format(TN_MVLM_PROJ_MLP, 3, "weight")); model.mm_3_b = get_tensor(string_format(TN_MVLM_PROJ_MLP, 3, "bias")); } break; + case PROJECTOR_TYPE_GLMA: + { + model.conv1d_1_w = get_tensor(string_format(TN_CONV1D, 1, "weight")); + model.conv1d_1_b = get_tensor(string_format(TN_CONV1D, 1, "bias")); + model.conv1d_2_w = get_tensor(string_format(TN_CONV1D, 2, "weight")); + model.conv1d_2_b = get_tensor(string_format(TN_CONV1D, 2, "bias")); + model.mm_1_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 1, "weight")); + model.mm_1_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 1, "bias")); + model.mm_2_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 2, "weight")); + model.mm_2_b = get_tensor(string_format(TN_MM_AUDIO_MLP, 2, "bias")); + model.mm_norm_pre_w = get_tensor(string_format(TN_MM_NORM_PRE, "weight")); + model.mm_norm_pre_b = get_tensor(string_format(TN_MM_NORM_PRE, "bias")); + model.mm_boi = get_tensor(string_format(TN_TOK_BOI, "weight")); + model.mm_eoi = get_tensor(string_format(TN_TOK_EOI, "weight")); + } break; case PROJECTOR_TYPE_LLAMA4: { model.mm_model_proj = get_tensor(TN_MM_PROJECTOR); @@ -3296,12 +1644,30 @@ struct clip_model_loader { }; static void warmup(clip_ctx & ctx_clip) { + // create a fake batch + const auto & hparams = ctx_clip.model.hparams; + clip_image_f32_batch batch; + clip_image_f32_ptr img(clip_image_f32_init()); + if (ctx_clip.model.modality == CLIP_MODALITY_VISION) { + img->nx = hparams.warmup_image_size; + img->ny = hparams.warmup_image_size; + LOG_INF("%s: warmup with image size = %d x %d\n", __func__, img->nx, img->ny); + } else { + img->nx = hparams.warmup_audio_size; + img->ny = hparams.n_mel_bins; + LOG_INF("%s: warmup with audio size = %d\n", __func__, img->nx); + } + batch.entries.push_back(std::move(img)); + warmup(ctx_clip, batch); + } + + static void warmup(clip_ctx & ctx_clip, const clip_image_f32_batch & batch) { support_info_graph info; if (ctx_clip.flash_attn_type == CLIP_FLASH_ATTN_TYPE_AUTO) { // try to enable flash attention to see if it's supported ctx_clip.flash_attn_type = CLIP_FLASH_ATTN_TYPE_ENABLED; - info = alloc_compute_meta(ctx_clip); + info = alloc_compute_meta(ctx_clip, batch); if (!info.fattn && info.fattn_op) { auto op = info.fattn_op; LOG_WRN("%s: *****************************************************************\n", __func__); @@ -3320,15 +1686,17 @@ struct clip_model_loader { LOG_WRN("%s: please report this on github as an issue\n", __func__); LOG_WRN("%s: *****************************************************************\n", __func__); ctx_clip.flash_attn_type = CLIP_FLASH_ATTN_TYPE_DISABLED; - alloc_compute_meta(ctx_clip); + alloc_compute_meta(ctx_clip, batch); } } else { - info = alloc_compute_meta(ctx_clip); + info = alloc_compute_meta(ctx_clip, batch); if (!info.fattn && ctx_clip.flash_attn_type == CLIP_FLASH_ATTN_TYPE_ENABLED) { LOG_WRN("%s: flash attention is not supported by the current backend; falling back to CPU (performance will be degraded)\n", __func__); } } + ctx_clip.is_allocated = true; // mark buffers as allocated + LOG_INF("%s: flash attention is %s\n", __func__, (ctx_clip.flash_attn_type == CLIP_FLASH_ATTN_TYPE_ENABLED) ? "enabled" : "disabled"); @@ -3360,24 +1728,9 @@ struct clip_model_loader { } } - static support_info_graph alloc_compute_meta(clip_ctx & ctx_clip) { - const auto & hparams = ctx_clip.model.hparams; + static support_info_graph alloc_compute_meta(clip_ctx & ctx_clip, const clip_image_f32_batch & batch) { ctx_clip.buf_compute_meta.resize(ctx_clip.max_nodes * ggml_tensor_overhead() + ggml_graph_overhead()); - // create a fake batch - clip_image_f32_batch batch; - clip_image_f32_ptr img(clip_image_f32_init()); - if (ctx_clip.model.modality == CLIP_MODALITY_VISION) { - img->nx = hparams.warmup_image_size; - img->ny = hparams.warmup_image_size; - LOG_INF("%s: warmup with image size = %d x %d\n", __func__, img->nx, img->ny); - } else { - img->nx = hparams.warmup_audio_size; - img->ny = hparams.n_mel_bins; - LOG_INF("%s: warmup with audio size = %d\n", __func__, img->nx); - } - batch.entries.push_back(std::move(img)); - ggml_cgraph * gf = clip_image_build_graph(&ctx_clip, batch); ggml_backend_sched_reserve(ctx_clip.sched.get(), gf); @@ -3517,14 +1870,18 @@ struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_vision = new clip_ctx(ctx_params); loader.load_hparams(ctx_vision->model, CLIP_MODALITY_VISION); loader.load_tensors(*ctx_vision); - loader.warmup(*ctx_vision); + if (ctx_params.warmup) { + loader.warmup(*ctx_vision); + } } if (loader.has_audio) { ctx_audio = new clip_ctx(ctx_params); loader.load_hparams(ctx_audio->model, CLIP_MODALITY_AUDIO); loader.load_tensors(*ctx_audio); - loader.warmup(*ctx_audio); + if (ctx_params.warmup) { + loader.warmup(*ctx_audio); + } } } catch (const std::exception & e) { @@ -3737,12 +2094,13 @@ struct img_tool { const int width = inp_size.width; const int height = inp_size.height; + auto round_by_factor = [f = align_size](float x) { return static_cast(std::round(x / static_cast(f))) * f; }; auto ceil_by_factor = [f = align_size](float x) { return static_cast(std::ceil(x / static_cast(f))) * f; }; auto floor_by_factor = [f = align_size](float x) { return static_cast(std::floor(x / static_cast(f))) * f; }; // always align up first - int h_bar = std::max(align_size, ceil_by_factor(height)); - int w_bar = std::max(align_size, ceil_by_factor(width)); + int h_bar = std::max(align_size, round_by_factor(height)); + int w_bar = std::max(align_size, round_by_factor(width)); if (h_bar * w_bar > max_pixels) { const auto beta = std::sqrt(static_cast(height * width) / max_pixels); @@ -3925,7 +2283,14 @@ struct llava_uhd { clip_image_size refined_size; // size of image right before slicing (must be multiple of slice size) clip_image_size grid_size; // grid_size.width * grid_size.height = number of slices std::vector slices; + + img_tool::resize_algo interpolation_overview = img_tool::RESIZE_ALGO_BILINEAR; + bool padding_overview = false; // if true, refine image will be padded to the grid size (e.g. llava-1.6) + std::array pad_color_overview = {0, 0, 0}; + + img_tool::resize_algo interpolation_refined = img_tool::RESIZE_ALGO_BICUBIC; bool padding_refined = false; // if true, refine image will be padded to the grid size (e.g. llava-1.6) + std::array pad_color_refined = {0, 0, 0}; }; static slice_instructions get_slice_instructions(struct clip_ctx * ctx, const clip_image_size & original_size) { @@ -3952,10 +2317,11 @@ struct llava_uhd { auto refine_size = llava_uhd::select_best_resolution( original_size, ctx->model.hparams.image_res_candidates); - res.overview_size = clip_image_size{slice_size, slice_size}; - res.refined_size = refine_size; - res.grid_size = clip_image_size{0, 0}; - res.padding_refined = true; + res.overview_size = clip_image_size{slice_size, slice_size}; + res.refined_size = refine_size; + res.grid_size = clip_image_size{0, 0}; + res.padding_refined = true; + res.interpolation_refined = img_tool::RESIZE_ALGO_BILINEAR; // preserve old behavior when padding LOG_DBG("%s: using pinpoints for slicing\n", __func__); LOG_DBG("%s: original size: %d x %d, overview size: %d x %d, refined size: %d x %d\n", @@ -4034,12 +2400,13 @@ struct llava_uhd { static std::vector slice_image(const clip_image_u8 * img, const slice_instructions & inst) { std::vector output; - img_tool::resize_algo interpolation = img_tool::RESIZE_ALGO_BILINEAR; // TODO: make it configurable // resize to overview size clip_image_u8_ptr resized_img(clip_image_u8_init()); - img_tool::resize(*img, *resized_img, inst.overview_size, interpolation); + img_tool::resize(*img, *resized_img, inst.overview_size, inst.interpolation_overview, + inst.padding_overview, inst.pad_color_overview); output.push_back(std::move(resized_img)); + if (inst.slices.empty()) { // no slices, just return the resized image return output; @@ -4047,13 +2414,8 @@ struct llava_uhd { // resize to refined size clip_image_u8_ptr refined_img(clip_image_u8_init()); - if (inst.padding_refined) { - img_tool::resize(*img, *refined_img, inst.refined_size, interpolation); - } else { - // only algo bicubic preserves the ratio; old models rely on this behavior - // TODO: do we need to support other algos here? - img_tool::resize(*img, *refined_img, inst.refined_size, img_tool::RESIZE_ALGO_BICUBIC, false); - } + img_tool::resize(*img, *refined_img, inst.refined_size, inst.interpolation_refined, + inst.padding_refined, inst.pad_color_refined); // create slices for (const auto & slice : inst.slices) { @@ -4357,7 +2719,8 @@ bool clip_image_preprocess(struct clip_ctx * ctx, const clip_image_u8 * img, str const std::array pad_color = {122, 116, 104}; clip_image_u8 resized_img; - img_tool::resize(*img, resized_img, target_size, img_tool::RESIZE_ALGO_BILINEAR, true, pad_color); + const bool pad = (ctx->proj_type() != PROJECTOR_TYPE_LFM2); + img_tool::resize(*img, resized_img, target_size, img_tool::RESIZE_ALGO_BILINEAR, pad, pad_color); clip_image_f32_ptr res(clip_image_f32_init()); normalize_image_u8_to_f32(resized_img, *res, params.image_mean, params.image_std); res_imgs->entries.push_back(std::move(res)); @@ -4585,6 +2948,16 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im n_patches /= 2; } } break; + case PROJECTOR_TYPE_GLMA: + { + n_patches = img->nx; + // whisper downscales input token by half after conv1d + n_patches /= 2; + // reshape by merge_factor + n_patches /= ctx->model.hparams.proj_stack_factor; + // for BOI and EOI token embeddings + n_patches += 2; + } break; case PROJECTOR_TYPE_COGVLM: { n_patches += 2; // for BOI and EOI token embeddings @@ -4615,6 +2988,11 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima return false; // only support batch size of 1 } + // if buffers are not allocated, we need to do a warmup run to allocate them + if (!ctx->is_allocated) { + clip_model_loader::warmup(*ctx, *imgs_c_ptr); + } + // build the inference graph ctx->debug_print_tensors.clear(); ggml_backend_sched_reset(ctx->sched.get()); @@ -4915,6 +3293,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima case PROJECTOR_TYPE_IDEFICS3: case PROJECTOR_TYPE_INTERNVL: case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_GLMA: case PROJECTOR_TYPE_ULTRAVOX: case PROJECTOR_TYPE_LFM2: case PROJECTOR_TYPE_VOXTRAL: @@ -5025,6 +3404,8 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) { return ctx->model.mm_model_proj->ne[1]; case PROJECTOR_TYPE_QWEN2A: return ctx->model.mm_fc_w->ne[1]; + case PROJECTOR_TYPE_GLMA: + return ctx->model.mm_2_w->ne[1]; case PROJECTOR_TYPE_LFM2: case PROJECTOR_TYPE_KIMIVL: return ctx->model.mm_2_w->ne[1]; @@ -5071,6 +3452,7 @@ bool clip_has_audio_encoder(const struct clip_ctx * ctx) { bool clip_has_whisper_encoder(const struct clip_ctx * ctx) { return ctx->proj_type() == PROJECTOR_TYPE_ULTRAVOX || ctx->proj_type() == PROJECTOR_TYPE_QWEN2A + || ctx->proj_type() == PROJECTOR_TYPE_GLMA || ctx->proj_type() == PROJECTOR_TYPE_VOXTRAL; } @@ -5105,3 +3487,7 @@ void clip_image_f32_batch_add_mel(struct clip_image_f32_batch * batch, int n_mel batch->entries.push_back(clip_image_f32_ptr(audio)); batch->is_audio = true; } + +const clip_hparams * clip_get_hparams(const struct clip_ctx * ctx) { + return &ctx->model.hparams; +} diff --git a/tools/mtmd/clip.h b/tools/mtmd/clip.h index c1442afe6b..5aae27a700 100644 --- a/tools/mtmd/clip.h +++ b/tools/mtmd/clip.h @@ -7,6 +7,8 @@ // !!! Internal header, to be used by mtmd only !!! +#define MTMD_INTERNAL_HEADER + struct clip_ctx; struct clip_image_size { @@ -34,6 +36,7 @@ struct clip_context_params { enum clip_flash_attn_type flash_attn_type; int image_min_tokens; int image_max_tokens; + bool warmup; }; struct clip_init_result { diff --git a/tools/mtmd/models/cogvlm.cpp b/tools/mtmd/models/cogvlm.cpp new file mode 100644 index 0000000000..d5b739c687 --- /dev/null +++ b/tools/mtmd/models/cogvlm.cpp @@ -0,0 +1,98 @@ +#include "models.h" + +ggml_cgraph * clip_graph_cogvlm::build() { + GGML_ASSERT(model.class_embedding != nullptr); + GGML_ASSERT(model.position_embeddings != nullptr); + + const int n_pos = n_patches + 1; // +1 for [CLS] + + // build input and concatenate class embedding + ggml_tensor * inp = build_inp(); + inp = ggml_concat(ctx0, inp, model.class_embedding, 1); + + inp = ggml_add(ctx0, inp, model.position_embeddings); + cb(inp, "inp_pos", -1); + + ggml_tensor * inpL = inp; + + for (int il = 0; il < n_layer; il++) { + auto & layer = model.layers[il]; + ggml_tensor * cur = inpL; + + cur = ggml_mul_mat(ctx0, layer.qkv_w, cur); + + cur = ggml_add(ctx0, cur, layer.qkv_b); + + ggml_tensor * Qcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), + cur->nb[1], 0); + ggml_tensor * Kcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), + cur->nb[1], n_embd * sizeof(float)); + ggml_tensor * Vcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, d_head*sizeof(float), + cur->nb[1], 2 * n_embd * sizeof(float)); + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + cur = build_attn(layer.o_w, layer.o_b, + Qcur, Kcur, Vcur, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + + cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, NORM_TYPE_NORMAL, eps, il); + cb(cur, "attn_post_norm", il); + + cur = ggml_add(ctx0, cur, inpL); + inpL = cur; + + cur = build_ffn(cur, + layer.ff_up_w, layer.ff_up_b, + layer.ff_gate_w, layer.ff_gate_b, + layer.ff_down_w, layer.ff_down_b, + hparams.ffn_op, il); + + cb(cur, "ffn_out", il); + + cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, NORM_TYPE_NORMAL, eps, il); + cb(cur, "ffn_post_norm", il); + + cur = ggml_add(ctx0, cur, inpL); + cb(cur, "layer_out", il); + inpL = cur; + + } + + // remove CLS token (like build_llama4 does) + ggml_tensor * cur = ggml_view_2d(ctx0, inpL, + n_embd, n_patches, + ggml_row_size(inpL->type, n_embd), 0); + + // Multiply with mm_model_proj + cur = ggml_mul_mat(ctx0, model.mm_model_proj, cur); + + // Apply layernorm, weight, bias + cur = build_norm(cur, model.mm_post_fc_norm_w, model.mm_post_fc_norm_b, NORM_TYPE_NORMAL, 1e-5, -1); + + // Apply GELU + cur = ggml_gelu_inplace(ctx0, cur); + + // Branch 1: multiply with mm_h_to_4h_w + ggml_tensor * h_to_4h = ggml_mul_mat(ctx0, model.mm_h_to_4h_w, cur); + + // Branch 2: multiply with mm_gate_w + ggml_tensor * gate = ggml_mul_mat(ctx0, model.mm_gate_w, cur); + + // Apply silu + gate = ggml_swiglu_split(ctx0, gate, h_to_4h); + + // Apply mm_4h_to_h_w + cur = ggml_mul_mat(ctx0, model.mm_4h_to_h_w, gate); + + // Concatenate with boi and eoi + cur = ggml_concat(ctx0, model.mm_boi, cur, 1); + cur = ggml_concat(ctx0, cur, model.mm_eoi, 1); + + // build the graph + ggml_build_forward_expand(gf, cur); + + return gf; +} diff --git a/tools/mtmd/models/internvl.cpp b/tools/mtmd/models/internvl.cpp new file mode 100644 index 0000000000..9aded3b97c --- /dev/null +++ b/tools/mtmd/models/internvl.cpp @@ -0,0 +1,69 @@ +#include "models.h" + +ggml_cgraph * clip_graph_internvl::build() { + GGML_ASSERT(model.class_embedding != nullptr); + GGML_ASSERT(model.position_embeddings != nullptr); + + const int n_pos = n_patches + 1; + ggml_tensor * inp = build_inp(); + + // add CLS token + inp = ggml_concat(ctx0, inp, model.class_embedding, 1); + + // The larger models use a different ViT, which uses RMS norm instead of layer norm + // ref: https://github.com/ggml-org/llama.cpp/pull/13443#issuecomment-2869786188 + norm_type norm_t = (hparams.n_embd == 3200 && hparams.n_layer == 45) + ? NORM_TYPE_RMS // 6B ViT (Used by InternVL 2.5/3 - 26B, 38B, 78B) + : NORM_TYPE_NORMAL; // 300M ViT (Used by all smaller InternVL models) + + ggml_tensor * cur = build_vit( + inp, n_pos, + norm_t, + hparams.ffn_op, + model.position_embeddings, + nullptr); + + // remove CLS token + cur = ggml_view_2d(ctx0, cur, + n_embd, n_patches, + ggml_row_size(cur->type, n_embd), 0); + + // pixel shuffle + { + const int scale_factor = model.hparams.n_merge; + const int bsz = 1; // batch size, always 1 for now since we don't support batching + const int height = n_patches_y; + const int width = n_patches_x; + GGML_ASSERT(scale_factor > 0); + cur = ggml_reshape_4d(ctx0, cur, n_embd * scale_factor, height / scale_factor, width, bsz); + cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); + cur = ggml_cont_4d(ctx0, cur, + n_embd * scale_factor * scale_factor, + height / scale_factor, + width / scale_factor, + bsz); + cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); + // flatten to 2D + cur = ggml_cont_2d(ctx0, cur, + n_embd * scale_factor * scale_factor, + cur->ne[1] * cur->ne[2]); + } + + // projector (always using GELU activation) + { + // projector LayerNorm uses pytorch's default eps = 1e-5 + // ref: https://huggingface.co/OpenGVLab/InternVL3-8B-Instruct/blob/a34d3e4e129a5856abfd6aa6de79776484caa14e/modeling_internvl_chat.py#L79 + cur = build_norm(cur, model.mm_0_w, model.mm_0_b, NORM_TYPE_NORMAL, 1e-5, -1); + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_3_w, model.mm_3_b, + FFN_GELU, + -1); + } + + // build the graph + ggml_build_forward_expand(gf, cur); + + return gf; +} diff --git a/tools/mtmd/models/kimivl.cpp b/tools/mtmd/models/kimivl.cpp new file mode 100644 index 0000000000..0a06f5090e --- /dev/null +++ b/tools/mtmd/models/kimivl.cpp @@ -0,0 +1,63 @@ +#include "models.h" + +ggml_cgraph * clip_graph_kimivl::build() { + // 2D input positions + ggml_tensor * pos_h = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); + ggml_set_name(pos_h, "pos_h"); + ggml_set_input(pos_h); + + ggml_tensor * pos_w = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); + ggml_set_name(pos_w, "pos_w"); + ggml_set_input(pos_w); + + ggml_tensor * learned_pos_embd = resize_position_embeddings(); + + // build ViT with 2D position embeddings + auto add_pos = [&](ggml_tensor * cur, const clip_layer &) { + // first half is X axis and second half is Y axis + return build_rope_2d(ctx0, cur, pos_w, pos_h, hparams.rope_theta, false); + }; + + ggml_tensor * inp = build_inp(); + ggml_tensor * cur = build_vit( + inp, n_patches, + NORM_TYPE_NORMAL, + hparams.ffn_op, + learned_pos_embd, + add_pos); + + cb(cur, "vit_out", -1); + + { + // patch_merger + const int scale_factor = model.hparams.n_merge; + cur = build_patch_merge_permute(cur, scale_factor); + + // projection norm + int proj_inp_dim = cur->ne[0]; + cur = ggml_view_2d(ctx0, cur, + n_embd, cur->ne[1] * scale_factor * scale_factor, + ggml_row_size(cur->type, n_embd), 0); + cur = ggml_norm(ctx0, cur, 1e-5); // default nn.LayerNorm + cur = ggml_mul(ctx0, cur, model.mm_input_norm_w); + cur = ggml_add(ctx0, cur, model.mm_input_norm_b); + cur = ggml_view_2d(ctx0, cur, + proj_inp_dim, cur->ne[1] / scale_factor / scale_factor, + ggml_row_size(cur->type, proj_inp_dim), 0); + cb(cur, "proj_inp_normed", -1); + + // projection mlp + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU, + -1); + cb(cur, "proj_out", -1); + } + + // build the graph + ggml_build_forward_expand(gf, cur); + + return gf; +} diff --git a/tools/mtmd/models/llama4.cpp b/tools/mtmd/models/llama4.cpp new file mode 100644 index 0000000000..30d1df5bcd --- /dev/null +++ b/tools/mtmd/models/llama4.cpp @@ -0,0 +1,96 @@ +#include "models.h" + +ggml_cgraph * clip_graph_llama4::build() { + GGML_ASSERT(model.class_embedding != nullptr); + GGML_ASSERT(model.position_embeddings != nullptr); + + const int n_pos = n_patches + 1; // +1 for [CLS] + + // 2D input positions + ggml_tensor * pos_h = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); + ggml_set_name(pos_h, "pos_h"); + ggml_set_input(pos_h); + + ggml_tensor * pos_w = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); + ggml_set_name(pos_w, "pos_w"); + ggml_set_input(pos_w); + + ggml_tensor * inp = build_inp_raw(); + + // Llama4UnfoldConvolution + { + ggml_tensor * kernel = ggml_reshape_4d(ctx0, model.patch_embeddings_0, + patch_size, patch_size, 3, n_embd); + inp = ggml_im2col(ctx0, kernel, inp, patch_size, patch_size, 0, 0, 1, 1, true, inp->type); + inp = ggml_mul_mat(ctx0, model.patch_embeddings_0, inp); + inp = ggml_reshape_2d(ctx0, inp, n_embd, n_patches); + cb(inp, "patch_conv", -1); + } + + // add CLS token + inp = ggml_concat(ctx0, inp, model.class_embedding, 1); + + // build ViT with 2D position embeddings + auto add_pos = [&](ggml_tensor * cur, const clip_layer &) { + // first half is X axis and second half is Y axis + // ref: https://github.com/huggingface/transformers/blob/40a493c7ed4f19f08eadb0639cf26d49bfa5e180/src/transformers/models/llama4/modeling_llama4.py#L1312 + // ref: https://github.com/Blaizzy/mlx-vlm/blob/a57156aa87b33cca6e5ee6cfc14dd4ef8f611be6/mlx_vlm/models/llama4/vision.py#L441 + return build_rope_2d(ctx0, cur, pos_w, pos_h, hparams.rope_theta, false); + }; + ggml_tensor * cur = build_vit( + inp, n_pos, + NORM_TYPE_NORMAL, + hparams.ffn_op, + model.position_embeddings, + add_pos); + + // remove CLS token + cur = ggml_view_2d(ctx0, cur, + n_embd, n_patches, + ggml_row_size(cur->type, n_embd), 0); + + // pixel shuffle + // based on Llama4VisionPixelShuffleMLP + // https://github.com/huggingface/transformers/blob/2932f318a20d9e54cc7aea052e040164d85de7d6/src/transformers/models/llama4/modeling_llama4.py#L1151 + { + const int scale_factor = model.hparams.n_merge; + const int bsz = 1; // batch size, always 1 for now since we don't support batching + GGML_ASSERT(scale_factor > 0); + GGML_ASSERT(n_patches_x == n_patches_y); // llama4 only supports square images + cur = ggml_reshape_4d(ctx0, cur, + n_embd * scale_factor, + n_patches_x / scale_factor, + n_patches_y, + bsz); + cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); + cur = ggml_cont_4d(ctx0, cur, + n_embd * scale_factor * scale_factor, + n_patches_x / scale_factor, + n_patches_y / scale_factor, + bsz); + //cur = ggml_permute(ctx0, cur, 0, 2, 1, 3); + // flatten to 2D + cur = ggml_cont_2d(ctx0, cur, + n_embd * scale_factor * scale_factor, + n_patches / scale_factor / scale_factor); + cb(cur, "pixel_shuffle", -1); + } + + // based on Llama4VisionMLP2 (always uses GELU activation, no bias) + { + cur = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w, cur); + cur = ggml_gelu(ctx0, cur); + cur = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, cur); + cur = ggml_gelu(ctx0, cur); + cb(cur, "adapter_mlp", -1); + } + + // Llama4MultiModalProjector + cur = ggml_mul_mat(ctx0, model.mm_model_proj, cur); + cb(cur, "projected", -1); + + // build the graph + ggml_build_forward_expand(gf, cur); + + return gf; +} diff --git a/tools/mtmd/models/llava.cpp b/tools/mtmd/models/llava.cpp new file mode 100644 index 0000000000..0bfb5f05f6 --- /dev/null +++ b/tools/mtmd/models/llava.cpp @@ -0,0 +1,374 @@ +#include "models.h" + +// this graph is used by llava, granite and glm +// due to having embedding_stack (used by granite), we cannot reuse build_vit +ggml_cgraph * clip_graph_llava::build() { + const int batch_size = 1; + const int n_pos = n_patches + (model.class_embedding ? 1 : 0); + + GGML_ASSERT(n_patches_x == n_patches_y && "only square images supported"); + + // Calculate the deepest feature layer based on hparams and projector type + int max_feature_layer = n_layer; + { + // Get the index of the second to last layer; this is the default for models that have a llava projector + int il_last = hparams.n_layer - 1; + int deepest_feature_layer = -1; + + if (proj_type == PROJECTOR_TYPE_MINICPMV || proj_type == PROJECTOR_TYPE_GLM_EDGE) { + il_last += 1; + } + + // If we set explicit vision feature layers, only go up to the deepest one + // NOTE: only used by granite-vision models for now + for (const auto & feature_layer : hparams.vision_feature_layer) { + if (feature_layer > deepest_feature_layer) { + deepest_feature_layer = feature_layer; + } + } + max_feature_layer = deepest_feature_layer < 0 ? il_last : deepest_feature_layer; + } + + ggml_tensor * inp = build_inp(); + + // concat class_embeddings and patch_embeddings + if (model.class_embedding) { + inp = ggml_concat(ctx0, inp, model.class_embedding, 1); + } + + ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); + ggml_set_name(positions, "positions"); + ggml_set_input(positions); + + inp = ggml_add(ctx0, inp, ggml_get_rows(ctx0, model.position_embeddings, positions)); + + ggml_tensor * inpL = inp; + + // pre-layernorm + if (model.pre_ln_w) { + inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, NORM_TYPE_NORMAL, eps, -1); + cb(inpL, "pre_ln", -1); + } + + std::vector embedding_stack; + const auto & vision_feature_layer = hparams.vision_feature_layer; + + // loop over layers + for (int il = 0; il < max_feature_layer; il++) { + auto & layer = model.layers[il]; + ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states + + // If this is an embedding feature layer, save the output. + // NOTE: 0 index here refers to the input to the encoder. + if (vision_feature_layer.find(il) != vision_feature_layer.end()) { + embedding_stack.push_back(cur); + } + + // layernorm1 + cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, NORM_TYPE_NORMAL, eps, il); + cb(cur, "layer_inp_normed", il); + + // self-attention + { + ggml_tensor * Qcur = ggml_mul_mat(ctx0, layer.q_w, cur); + if (layer.q_b) { + Qcur = ggml_add(ctx0, Qcur, layer.q_b); + } + + ggml_tensor * Kcur = ggml_mul_mat(ctx0, layer.k_w, cur); + if (layer.k_b) { + Kcur = ggml_add(ctx0, Kcur, layer.k_b); + } + + ggml_tensor * Vcur = ggml_mul_mat(ctx0, layer.v_w, cur); + if (layer.v_b) { + Vcur = ggml_add(ctx0, Vcur, layer.v_b); + } + + Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos); + Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos); + Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos); + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + cur = build_attn(layer.o_w, layer.o_b, + Qcur, Kcur, Vcur, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + } + + // re-add the layer input, e.g., residual + cur = ggml_add(ctx0, cur, inpL); + + inpL = cur; // inpL = residual, cur = hidden_states + + cb(cur, "ffn_inp", il); + + // layernorm2 + cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, NORM_TYPE_NORMAL, eps, il); + cb(cur, "ffn_inp_normed", il); + + // ffn + cur = build_ffn(cur, + layer.ff_up_w, layer.ff_up_b, + layer.ff_gate_w, layer.ff_gate_b, + layer.ff_down_w, layer.ff_down_b, + hparams.ffn_op, il); + + cb(cur, "ffn_out", il); + + // residual 2 + cur = ggml_add(ctx0, inpL, cur); + cb(cur, "layer_out", il); + + inpL = cur; + } + + // post-layernorm + if (model.post_ln_w) { + inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, NORM_TYPE_NORMAL, eps, -1); + } + + ggml_tensor * embeddings = inpL; + + // process vision feature layers (used by granite) + { + // final layer is a vision feature layer + if (vision_feature_layer.find(max_feature_layer) != vision_feature_layer.end()) { + embedding_stack.push_back(inpL); + } + + // If feature layers are explicitly set, stack them (if we have multiple) + if (!embedding_stack.empty()) { + embeddings = embedding_stack[0]; + for (size_t i = 1; i < embedding_stack.size(); i++) { + embeddings = ggml_concat(ctx0, embeddings, embedding_stack[i], 0); + } + } + } + + // llava projector (also used by granite) + if (hparams.has_llava_projector) { + embeddings = ggml_reshape_2d(ctx0, embeddings, embeddings->ne[0], embeddings->ne[1]); + + ggml_tensor * patches = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); + ggml_set_name(patches, "patches"); + ggml_set_input(patches); + + // shape [1, 576, 1024] + // ne is whcn, ne = [1024, 576, 1, 1] + embeddings = ggml_get_rows(ctx0, embeddings, patches); + + // print_tensor_info(embeddings, "embeddings"); + + // llava projector + if (proj_type == PROJECTOR_TYPE_MLP) { + embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings); + embeddings = ggml_add(ctx0, embeddings, model.mm_0_b); + + embeddings = ggml_gelu(ctx0, embeddings); + if (model.mm_2_w) { + embeddings = ggml_mul_mat(ctx0, model.mm_2_w, embeddings); + embeddings = ggml_add(ctx0, embeddings, model.mm_2_b); + } + } + else if (proj_type == PROJECTOR_TYPE_MLP_NORM) { + embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings); + embeddings = ggml_add(ctx0, embeddings, model.mm_0_b); + // ggml_tensor_printf(embeddings, "mm_0_w",0,true,false); + // First LayerNorm + embeddings = ggml_norm(ctx0, embeddings, eps); + embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_1_w), + model.mm_1_b); + + // GELU activation + embeddings = ggml_gelu(ctx0, embeddings); + + // Second linear layer + embeddings = ggml_mul_mat(ctx0, model.mm_3_w, embeddings); + embeddings = ggml_add(ctx0, embeddings, model.mm_3_b); + + // Second LayerNorm + embeddings = ggml_norm(ctx0, embeddings, eps); + embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_4_w), + model.mm_4_b); + } + else if (proj_type == PROJECTOR_TYPE_LDP) { + // MobileVLM projector + int n_patch = 24; + ggml_tensor * mlp_1 = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w, embeddings); + mlp_1 = ggml_add(ctx0, mlp_1, model.mm_model_mlp_1_b); + mlp_1 = ggml_gelu(ctx0, mlp_1); + ggml_tensor * mlp_3 = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, mlp_1); + mlp_3 = ggml_add(ctx0, mlp_3, model.mm_model_mlp_3_b); + // mlp_3 shape = [1, 576, 2048], ne = [2048, 576, 1, 1] + + // block 1 + ggml_tensor * block_1 = nullptr; + { + // transpose from [1, 576, 2048] --> [1, 2048, 576] --> [1, 2048, 24, 24] + mlp_3 = ggml_permute(ctx0, mlp_3, 1, 0, 2, 3); + mlp_3 = ggml_cont_4d(ctx0, mlp_3, n_patch, n_patch, mlp_3->ne[1], mlp_3->ne[2]); + // stride = 1, padding = 1, bias is nullptr + block_1 = ggml_conv_2d_dw(ctx0, model.mm_model_block_1_block_0_0_w, mlp_3, 1, 1, 1, 1, 1, 1); + + // layer norm + // // block_1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1] + block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 2, 0, 3)); + // block_1 shape = [1, 24, 24, 2048], ne = [2048, 24, 24, 1] + block_1 = ggml_norm(ctx0, block_1, eps); + block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_1_block_0_1_w), model.mm_model_block_1_block_0_1_b); + block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3)); + + // block_1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1] + // hardswish + ggml_tensor * block_1_hw = ggml_hardswish(ctx0, block_1); + + block_1 = ggml_pool_2d(ctx0, block_1_hw, GGML_OP_POOL_AVG, block_1_hw->ne[0], block_1_hw->ne[1], block_1_hw->ne[0], block_1_hw->ne[1], 0, 0); + // block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1] + // pointwise conv + block_1 = ggml_reshape_2d(ctx0, block_1, block_1->ne[0]*block_1->ne[1]*block_1->ne[2], block_1->ne[3]); + block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_1_fc1_w, block_1); + block_1 = ggml_add(ctx0, block_1, model.mm_model_block_1_block_1_fc1_b); + block_1 = ggml_relu(ctx0, block_1); + block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_1_fc2_w, block_1); + block_1 = ggml_add(ctx0, block_1, model.mm_model_block_1_block_1_fc2_b); + block_1 = ggml_hardsigmoid(ctx0, block_1); + // block_1_hw shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1], block_1 shape = [1, 2048], ne = [2048, 1, 1, 1] + block_1 = ggml_reshape_4d(ctx0, block_1, 1, 1, block_1->ne[0], block_1->ne[1]); + block_1 = ggml_mul(ctx0, block_1_hw, block_1); + + int w = block_1->ne[0], h = block_1->ne[1]; + block_1 = ggml_reshape_3d(ctx0, block_1, w*h, block_1->ne[2], block_1->ne[3]); + block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 0, 2, 3)); + + // block_1 shape = [1, 24*24, 2048], ne = [24*24, 2048, 1] + block_1 = ggml_mul_mat(ctx0, model.mm_model_block_1_block_2_0_w, block_1); + block_1 = ggml_reshape_4d(ctx0, block_1, block_1->ne[0], w, h, block_1->ne[3]); + + // block_1 shape = [1, 24, 24, 2048], ne = [2048, 24, 24, 1] + block_1 = ggml_norm(ctx0, block_1, eps); + block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_1_block_2_1_w), model.mm_model_block_1_block_2_1_b); + block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3)); + // block1 shape = [1, 2048, 24, 24], ne = [24, 24, 2048, 1] + // residual + block_1 = ggml_add(ctx0, mlp_3, block_1); + } + + // block_2 + { + // stride = 2 + block_1 = ggml_conv_2d_dw(ctx0, model.mm_model_block_2_block_0_0_w, block_1, 2, 2, 1, 1, 1, 1); + + // block_1 shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1] + // layer norm + block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 2, 0, 3)); + // block_1 shape = [1, 12, 12, 2048], ne = [2048, 12, 12, 1] + block_1 = ggml_norm(ctx0, block_1, eps); + block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_2_block_0_1_w), model.mm_model_block_2_block_0_1_b); + block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 2, 0, 1, 3)); + // block_1 shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1] + // hardswish + ggml_tensor * block_1_hw = ggml_hardswish(ctx0, block_1); + + // not sure the parameters is right for globalAvgPooling + block_1 = ggml_pool_2d(ctx0, block_1_hw, GGML_OP_POOL_AVG, block_1_hw->ne[0], block_1_hw->ne[1], block_1_hw->ne[0], block_1_hw->ne[1], 0, 0); + // block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1] + // pointwise conv + block_1 = ggml_reshape_2d(ctx0, block_1, block_1->ne[0]*block_1->ne[1]*block_1->ne[2], block_1->ne[3]); + block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_1_fc1_w, block_1); + block_1 = ggml_add(ctx0, block_1, model.mm_model_block_2_block_1_fc1_b); + block_1 = ggml_relu(ctx0, block_1); + block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_1_fc2_w, block_1); + block_1 = ggml_add(ctx0, block_1, model.mm_model_block_2_block_1_fc2_b); + block_1 = ggml_hardsigmoid(ctx0, block_1); + + // block_1_hw shape = [1, 2048, 12, 12], ne = [12, 12, 2048, 1], block_1 shape = [1, 2048, 1, 1], ne = [1, 1, 2048, 1] + block_1 = ggml_reshape_4d(ctx0, block_1, 1, 1, block_1->ne[0], block_1->ne[1]); + block_1 = ggml_mul(ctx0, block_1_hw, block_1); + + int w = block_1->ne[0], h = block_1->ne[1]; + block_1 = ggml_reshape_3d(ctx0, block_1, w*h, block_1->ne[2], block_1->ne[3]); + block_1 = ggml_cont(ctx0, ggml_permute(ctx0, block_1, 1, 0, 2, 3)); + // block_1 shape = [1, 24*24, 2048], ne = [24*24, 2048, 1] + block_1 = ggml_mul_mat(ctx0, model.mm_model_block_2_block_2_0_w, block_1); + block_1 = ggml_reshape_4d(ctx0, block_1, block_1->ne[0], w, h, block_1->ne[3]); + + + // block_1 shape = [1, 12, 12, 2048], ne = [2048, 12, 12, 1] + block_1 = ggml_norm(ctx0, block_1, eps); + block_1 = ggml_add(ctx0, ggml_mul(ctx0, block_1, model.mm_model_block_2_block_2_1_w), model.mm_model_block_2_block_2_1_b); + block_1 = ggml_reshape_3d(ctx0, block_1, block_1->ne[0], block_1->ne[1] * block_1->ne[2], block_1->ne[3]); + // block_1 shape = [1, 144, 2048], ne = [2048, 144, 1] + } + embeddings = block_1; + } + else if (proj_type == PROJECTOR_TYPE_LDPV2) + { + int n_patch = 24; + ggml_tensor * mlp_0 = ggml_mul_mat(ctx0, model.mm_model_mlp_0_w, embeddings); + mlp_0 = ggml_add(ctx0, mlp_0, model.mm_model_mlp_0_b); + mlp_0 = ggml_gelu(ctx0, mlp_0); + ggml_tensor * mlp_2 = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, mlp_0); + mlp_2 = ggml_add(ctx0, mlp_2, model.mm_model_mlp_2_b); + // mlp_2 ne = [2048, 576, 1, 1] + // // AVG Pool Layer 2*2, strides = 2 + mlp_2 = ggml_permute(ctx0, mlp_2, 1, 0, 2, 3); + // mlp_2 ne = [576, 2048, 1, 1] + mlp_2 = ggml_cont_4d(ctx0, mlp_2, n_patch, n_patch, mlp_2->ne[1], mlp_2->ne[2]); + // mlp_2 ne [24, 24, 2048, 1] + mlp_2 = ggml_pool_2d(ctx0, mlp_2, GGML_OP_POOL_AVG, 2, 2, 2, 2, 0, 0); + // weight ne = [3, 3, 2048, 1] + ggml_tensor * peg_0 = ggml_conv_2d_dw(ctx0, model.mm_model_peg_0_w, mlp_2, 1, 1, 1, 1, 1, 1); + peg_0 = ggml_cont(ctx0, ggml_permute(ctx0, peg_0, 1, 2, 0, 3)); + peg_0 = ggml_add(ctx0, peg_0, model.mm_model_peg_0_b); + mlp_2 = ggml_cont(ctx0, ggml_permute(ctx0, mlp_2, 1, 2, 0, 3)); + peg_0 = ggml_add(ctx0, peg_0, mlp_2); + peg_0 = ggml_reshape_3d(ctx0, peg_0, peg_0->ne[0], peg_0->ne[1] * peg_0->ne[2], peg_0->ne[3]); + embeddings = peg_0; + } + else { + GGML_ABORT("fatal error"); + } + } + + // glm projector + else if (proj_type == PROJECTOR_TYPE_GLM_EDGE) { + size_t gridsz = (size_t)sqrt(embeddings->ne[1]); + embeddings = ggml_permute(ctx0,embeddings,1,0,2,3); + embeddings = ggml_cont_3d(ctx0, embeddings, gridsz, gridsz, embeddings->ne[1]); + embeddings = ggml_conv_2d(ctx0, model.mm_model_adapter_conv_w, embeddings, 2, 2, 0, 0, 1, 1); + embeddings = ggml_reshape_3d(ctx0, embeddings,embeddings->ne[0]*embeddings->ne[1] , embeddings->ne[2], batch_size); + embeddings = ggml_cont(ctx0, ggml_permute(ctx0,embeddings, 1, 0, 2, 3)); + embeddings = ggml_add(ctx0, embeddings, model.mm_model_adapter_conv_b); + // GLU + { + embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_0_w, embeddings); + embeddings = ggml_norm(ctx0, embeddings, eps); + embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_model_ln_q_w), model.mm_model_ln_q_b); + embeddings = ggml_gelu_inplace(ctx0, embeddings); + ggml_tensor * x = embeddings; + embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, embeddings); + x = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w,x); + embeddings = ggml_swiglu_split(ctx0, embeddings, x); + embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, embeddings); + } + // arrangement of BOI/EOI token embeddings + // note: these embeddings are not present in text model, hence we cannot process them as text tokens + // see: https://huggingface.co/THUDM/glm-edge-v-2b/blob/main/siglip.py#L53 + { + embeddings = ggml_concat(ctx0, model.mm_boi, embeddings, 1); // BOI + embeddings = ggml_concat(ctx0, embeddings, model.mm_eoi, 1); // EOI + } + } + + else { + GGML_ABORT("llava: unknown projector type"); + } + + // build the graph + ggml_build_forward_expand(gf, embeddings); + + return gf; +} diff --git a/tools/mtmd/models/minicpmv.cpp b/tools/mtmd/models/minicpmv.cpp new file mode 100644 index 0000000000..3594ea29fa --- /dev/null +++ b/tools/mtmd/models/minicpmv.cpp @@ -0,0 +1,114 @@ +#include "models.h" + +ggml_cgraph * clip_graph_minicpmv::build() { + GGML_ASSERT(model.class_embedding == nullptr); + const int n_pos = n_patches; + const int n_embd_proj = n_mmproj_embd; + + // position embeddings for the projector (not for ViT) + // see: https://huggingface.co/openbmb/MiniCPM-o-2_6/blob/main/resampler.py#L70 + // base frequency omega + ggml_tensor * omega = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_embd_proj / 4); + ggml_set_name(omega, "omega"); + ggml_set_input(omega); + + // 2D input positions (using float for sinusoidal embeddings) + ggml_tensor * pos_h = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, 1, n_pos); + ggml_set_name(pos_h, "pos_h"); + ggml_set_input(pos_h); + ggml_tensor * pos_w = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, 1, n_pos); + ggml_set_name(pos_w, "pos_w"); + ggml_set_input(pos_w); + + // for selecting learned pos embd, used by ViT + struct ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos); + ggml_set_name(positions, "positions"); + ggml_set_input(positions); + + ggml_tensor * learned_pos_embd = ggml_get_rows(ctx0, model.position_embeddings, positions); + + ggml_tensor * inp = build_inp(); + ggml_tensor * embeddings = build_vit( + inp, n_pos, + NORM_TYPE_NORMAL, + hparams.ffn_op, + learned_pos_embd, + nullptr); + + // resampler projector (it is just another transformer) + + ggml_tensor * q = model.mm_model_query; + ggml_tensor * v = ggml_mul_mat(ctx0, model.mm_model_kv_proj, embeddings); + + // norm + q = build_norm(q, model.mm_model_ln_q_w, model.mm_model_ln_q_b, NORM_TYPE_NORMAL, eps, -1); + v = build_norm(v, model.mm_model_ln_kv_w, model.mm_model_ln_kv_b, NORM_TYPE_NORMAL, eps, -1); + + // calculate sinusoidal pos embd + ggml_tensor * pos_embed = nullptr; + { + // outer product + ggml_tensor * omega_b = ggml_repeat_4d(ctx0, omega, omega->ne[0], n_pos, 1, 1); // n_pos rows + ggml_tensor * theta_x = ggml_mul(ctx0, omega_b, pos_w); + ggml_tensor * theta_y = ggml_mul(ctx0, omega_b, pos_h); + // sin and cos + ggml_tensor * pos_embd_x = ggml_concat( + ctx0, + ggml_sin(ctx0, theta_x), + ggml_cos(ctx0, theta_x), + 0 // concat on first dim + ); + ggml_tensor * pos_embd_y = ggml_concat( + ctx0, + ggml_sin(ctx0, theta_y), + ggml_cos(ctx0, theta_y), + 0 // concat on first dim + ); + pos_embed = ggml_concat(ctx0, pos_embd_x, pos_embd_y, 0); + } + + // k = v + pos_embed + ggml_tensor * k = ggml_add(ctx0, v, pos_embed); + + // attention + { + const int d_head = 128; + int n_head = n_embd_proj/d_head; + // Use actual config value if available, otherwise fall back to hardcoded values + int num_query = hparams.minicpmv_query_num; + ggml_tensor * Q = ggml_add(ctx0, + ggml_mul_mat(ctx0, model.mm_model_attn_q_w, q), + model.mm_model_attn_q_b); + ggml_tensor * K = ggml_add(ctx0, + ggml_mul_mat(ctx0, model.mm_model_attn_k_w, k), + model.mm_model_attn_k_b); + ggml_tensor * V = ggml_add(ctx0, + ggml_mul_mat(ctx0, model.mm_model_attn_v_w, v), + model.mm_model_attn_v_b); + + Q = ggml_reshape_3d(ctx0, Q, d_head, n_head, num_query); + K = ggml_reshape_3d(ctx0, K, d_head, n_head, n_pos); + V = ggml_reshape_3d(ctx0, V, d_head, n_head, n_pos); + + cb(Q, "resampler_Q", -1); + cb(K, "resampler_K", -1); + cb(V, "resampler_V", -1); + + float resampler_kq_scale = 1.0f/ sqrtf(float(d_head)); + embeddings = build_attn( + model.mm_model_attn_o_w, + model.mm_model_attn_o_b, + Q, K, V, nullptr, resampler_kq_scale, -1); + cb(embeddings, "resampler_attn_out", -1); + } + // layernorm + embeddings = build_norm(embeddings, model.mm_model_ln_post_w, model.mm_model_ln_post_b, NORM_TYPE_NORMAL, eps, -1); + + // projection + embeddings = ggml_mul_mat(ctx0, model.mm_model_proj, embeddings); + + // build the graph + ggml_build_forward_expand(gf, embeddings); + + return gf; +} diff --git a/tools/mtmd/models/models.h b/tools/mtmd/models/models.h new file mode 100644 index 0000000000..4b35da259c --- /dev/null +++ b/tools/mtmd/models/models.h @@ -0,0 +1,58 @@ +#pragma once + +#include "../clip-graph.h" + +struct clip_graph_siglip : clip_graph { + clip_graph_siglip(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_pixtral : clip_graph { + clip_graph_pixtral(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_qwen2vl : clip_graph { + clip_graph_qwen2vl(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_qwen3vl : clip_graph { + clip_graph_qwen3vl(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_minicpmv : clip_graph { + clip_graph_minicpmv(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_internvl : clip_graph { + clip_graph_internvl(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_llama4 : clip_graph { + clip_graph_llama4(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_kimivl : clip_graph { + clip_graph_kimivl(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_cogvlm : clip_graph { + clip_graph_cogvlm(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_llava : clip_graph { + clip_graph_llava(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; + +struct clip_graph_whisper_enc : clip_graph { + clip_graph_whisper_enc(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} + ggml_cgraph * build() override; +}; diff --git a/tools/mtmd/models/pixtral.cpp b/tools/mtmd/models/pixtral.cpp new file mode 100644 index 0000000000..a849210b53 --- /dev/null +++ b/tools/mtmd/models/pixtral.cpp @@ -0,0 +1,86 @@ +#include "models.h" + +ggml_cgraph * clip_graph_pixtral::build() { + const int n_merge = hparams.n_merge; + + // 2D input positions + ggml_tensor * pos_h = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); + ggml_set_name(pos_h, "pos_h"); + ggml_set_input(pos_h); + + ggml_tensor * pos_w = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_patches); + ggml_set_name(pos_w, "pos_w"); + ggml_set_input(pos_w); + + auto add_pos = [&](ggml_tensor * cur, const clip_layer &) { + return build_rope_2d(ctx0, cur, pos_h, pos_w, hparams.rope_theta, true); + }; + + ggml_tensor * inp = build_inp(); + ggml_tensor * cur = build_vit( + inp, n_patches, + NORM_TYPE_RMS, + hparams.ffn_op, + nullptr, // no learned pos embd + add_pos); + + // mistral small 3.1 patch merger + // ref: https://github.com/huggingface/transformers/blob/7a3e208892c06a5e278144eaf38c8599a42f53e7/src/transformers/models/mistral3/modeling_mistral3.py#L67 + if (model.mm_patch_merger_w) { + GGML_ASSERT(hparams.n_merge > 0); + + cur = ggml_mul(ctx0, ggml_rms_norm(ctx0, cur, eps), model.mm_input_norm_w); + + // reshape image tokens to 2D grid + cur = ggml_reshape_3d(ctx0, cur, n_embd, n_patches_x, n_patches_y); + cur = ggml_permute(ctx0, cur, 2, 0, 1, 3); // [x, y, n_embd] + cur = ggml_cont(ctx0, cur); + + // torch.nn.functional.unfold is just an im2col under the hood + // we just need a dummy kernel to make it work + ggml_tensor * kernel = ggml_view_3d(ctx0, cur, n_merge, n_merge, cur->ne[2], 0, 0, 0); + cur = ggml_im2col(ctx0, kernel, cur, n_merge, n_merge, 0, 0, 1, 1, true, inp->type); + + // project to n_embd + cur = ggml_reshape_2d(ctx0, cur, cur->ne[0], cur->ne[1] * cur->ne[2]); + cur = ggml_mul_mat(ctx0, model.mm_patch_merger_w, cur); + } + + // LlavaMultiModalProjector (always using GELU activation) + { + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU, + -1); + } + + // arrangement of the [IMG_BREAK] token + if (model.token_embd_img_break) { + // not efficient, but works + // the trick is to view the embeddings as a 3D tensor with shape [n_embd, n_patches_per_row, n_rows] + // and then concatenate the [IMG_BREAK] token to the end of each row, aka n_patches_per_row dimension + // after the concatenation, we have a tensor with shape [n_embd, n_patches_per_row + 1, n_rows] + + const int p_y = n_merge > 0 ? n_patches_y / n_merge : n_patches_y; + const int p_x = n_merge > 0 ? n_patches_x / n_merge : n_patches_x; + const int p_total = p_x * p_y; + const int n_embd_text = cur->ne[0]; + const int n_tokens_output = p_total + p_y - 1; // one [IMG_BREAK] per row, except the last row + + ggml_tensor * tmp = ggml_reshape_3d(ctx0, cur, n_embd_text, p_x, p_y); + ggml_tensor * tok = ggml_new_tensor_3d(ctx0, tmp->type, n_embd_text, 1, p_y); + tok = ggml_scale(ctx0, tok, 0.0); // clear the tensor + tok = ggml_add(ctx0, tok, model.token_embd_img_break); + tmp = ggml_concat(ctx0, tmp, tok, 1); + cur = ggml_view_2d(ctx0, tmp, + n_embd_text, n_tokens_output, + ggml_row_size(tmp->type, n_embd_text), 0); + } + + // build the graph + ggml_build_forward_expand(gf, cur); + + return gf; +} diff --git a/tools/mtmd/models/qwen2vl.cpp b/tools/mtmd/models/qwen2vl.cpp new file mode 100644 index 0000000000..85f158bb1c --- /dev/null +++ b/tools/mtmd/models/qwen2vl.cpp @@ -0,0 +1,183 @@ +#include "models.h" + +ggml_cgraph * clip_graph_qwen2vl::build() { + GGML_ASSERT(model.patch_bias == nullptr); + GGML_ASSERT(model.class_embedding == nullptr); + + const int batch_size = 1; + const bool use_window_attn = hparams.n_wa_pattern > 0; + const int n_wa_pattern = hparams.n_wa_pattern; + const int n_pos = n_patches; + const int num_position_ids = n_pos * 4; // m-rope requires 4 dim per position + + norm_type norm_t = proj_type == PROJECTOR_TYPE_QWEN25VL + ? NORM_TYPE_RMS // qwen 2.5 vl + : NORM_TYPE_NORMAL; // qwen 2 vl + + int mrope_sections[4] = {d_head/4, d_head/4, d_head/4, d_head/4}; + + ggml_tensor * inp_raw = build_inp_raw(); + ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1); + + GGML_ASSERT(img.nx % (patch_size * 2) == 0); + GGML_ASSERT(img.ny % (patch_size * 2) == 0); + + // second conv dimension + { + auto inp_1 = ggml_conv_2d(ctx0, model.patch_embeddings_1, inp_raw, patch_size, patch_size, 0, 0, 1, 1); + inp = ggml_add(ctx0, inp, inp_1); + + inp = ggml_permute(ctx0, inp, 1, 2, 0, 3); // [w, h, c, b] -> [c, w, h, b] + inp = ggml_cont_4d( + ctx0, inp, + n_embd * 2, n_patches_x / 2, n_patches_y, batch_size); + inp = ggml_reshape_4d( + ctx0, inp, + n_embd * 2, n_patches_x / 2, 2, batch_size * (n_patches_y / 2)); + inp = ggml_permute(ctx0, inp, 0, 2, 1, 3); + inp = ggml_cont_3d( + ctx0, inp, + n_embd, n_patches_x * n_patches_y, batch_size); + } + + ggml_tensor * inpL = inp; + ggml_tensor * window_mask = nullptr; + ggml_tensor * window_idx = nullptr; + ggml_tensor * inv_window_idx = nullptr; + + ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, num_position_ids); + ggml_set_name(positions, "positions"); + ggml_set_input(positions); + + // pre-layernorm + if (model.pre_ln_w) { + inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1); + } + + if (use_window_attn) { + // handle window attention inputs + inv_window_idx = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos / 4); + ggml_set_name(inv_window_idx, "inv_window_idx"); + ggml_set_input(inv_window_idx); + // mask for window attention + window_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_pos, n_pos); + ggml_set_name(window_mask, "window_mask"); + ggml_set_input(window_mask); + + // if flash attn is used, we need to pad the mask and cast to f16 + if (flash_attn_type == CLIP_FLASH_ATTN_TYPE_ENABLED) { + window_mask = ggml_cast(ctx0, window_mask, GGML_TYPE_F16); + } + + // inpL shape: [n_embd, n_patches_x * n_patches_y, batch_size] + GGML_ASSERT(batch_size == 1); + inpL = ggml_reshape_2d(ctx0, inpL, n_embd * 4, n_patches_x * n_patches_y * batch_size / 4); + inpL = ggml_get_rows(ctx0, inpL, inv_window_idx); + inpL = ggml_reshape_3d(ctx0, inpL, n_embd, n_patches_x * n_patches_y, batch_size); + } + + // loop over layers + for (int il = 0; il < n_layer; il++) { + const auto & layer = model.layers[il]; + const bool full_attn = use_window_attn ? (il + 1) % n_wa_pattern == 0 : true; + + ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states + + // layernorm1 + cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il); + cb(cur, "ln1", il); + + // self-attention + { + ggml_tensor * Qcur = ggml_add(ctx0, + ggml_mul_mat(ctx0, layer.q_w, cur), layer.q_b); + ggml_tensor * Kcur = ggml_add(ctx0, + ggml_mul_mat(ctx0, layer.k_w, cur), layer.k_b); + ggml_tensor * Vcur = ggml_add(ctx0, + ggml_mul_mat(ctx0, layer.v_w, cur), layer.v_b); + + Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_patches); + Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_patches); + Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_patches); + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + // apply M-RoPE + Qcur = ggml_rope_multi( + ctx0, Qcur, positions, nullptr, + d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); + Kcur = ggml_rope_multi( + ctx0, Kcur, positions, nullptr, + d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); + + cb(Qcur, "Qcur_rope", il); + cb(Kcur, "Kcur_rope", il); + + ggml_tensor * attn_mask = full_attn ? nullptr : window_mask; + + cur = build_attn(layer.o_w, layer.o_b, + Qcur, Kcur, Vcur, attn_mask, kq_scale, il); + cb(cur, "attn_out", il); + } + + // re-add the layer input, e.g., residual + cur = ggml_add(ctx0, cur, inpL); + + inpL = cur; // inpL = residual, cur = hidden_states + + cb(cur, "ffn_inp", il); + + // layernorm2 + cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il); + cb(cur, "ffn_inp_normed", il); + + // ffn + cur = build_ffn(cur, + layer.ff_up_w, layer.ff_up_b, + layer.ff_gate_w, layer.ff_gate_b, + layer.ff_down_w, layer.ff_down_b, + hparams.ffn_op, il); + + cb(cur, "ffn_out", il); + + // residual 2 + cur = ggml_add(ctx0, inpL, cur); + cb(cur, "layer_out", il); + + inpL = cur; + } + + // post-layernorm + if (model.post_ln_w) { + inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, n_layer); + } + + // multimodal projection + ggml_tensor * embeddings = inpL; + embeddings = ggml_reshape_3d(ctx0, embeddings, n_embd * 4, n_pos / 4, batch_size); + embeddings = build_ffn(embeddings, + model.mm_0_w, model.mm_0_b, + nullptr, nullptr, + model.mm_1_w, model.mm_1_b, + FFN_GELU, + -1); + + if (use_window_attn) { + window_idx = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos / 4); + ggml_set_name(window_idx, "window_idx"); + ggml_set_input(window_idx); + + // embeddings shape: [n_embd, n_patches_x * n_patches_y, batch_size] + GGML_ASSERT(batch_size == 1); + embeddings = ggml_reshape_2d(ctx0, embeddings, hparams.projection_dim, n_patches_x * n_patches_y / 4); + embeddings = ggml_get_rows(ctx0, embeddings, window_idx); + embeddings = ggml_reshape_3d(ctx0, embeddings, hparams.projection_dim, n_patches_x * n_patches_y / 4, batch_size); + } + + // build the graph + ggml_build_forward_expand(gf, embeddings); + + return gf; +} diff --git a/tools/mtmd/models/qwen3vl.cpp b/tools/mtmd/models/qwen3vl.cpp new file mode 100644 index 0000000000..35a42cb84d --- /dev/null +++ b/tools/mtmd/models/qwen3vl.cpp @@ -0,0 +1,191 @@ +#include "models.h" + +ggml_cgraph * clip_graph_qwen3vl::build() { + GGML_ASSERT(model.patch_bias != nullptr); + GGML_ASSERT(model.position_embeddings != nullptr); + GGML_ASSERT(model.class_embedding == nullptr); + + const int batch_size = 1; + const int n_pos = n_patches; + const int num_position_ids = n_pos * 4; // m-rope requires 4 dim per position + + norm_type norm_t = NORM_TYPE_NORMAL; + + int mrope_sections[4] = {d_head/4, d_head/4, d_head/4, d_head/4}; + + ggml_tensor * inp_raw = build_inp_raw(); + ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1); + + GGML_ASSERT(img.nx % (patch_size * 2) == 0); + GGML_ASSERT(img.ny % (patch_size * 2) == 0); + + // second conv dimension + { + auto inp_1 = ggml_conv_2d(ctx0, model.patch_embeddings_1, inp_raw, patch_size, patch_size, 0, 0, 1, 1); + inp = ggml_add(ctx0, inp, inp_1); + + inp = ggml_permute(ctx0, inp, 1, 2, 0, 3); // [w, h, c, b] -> [c, w, h, b] + inp = ggml_cont_4d( + ctx0, inp, + n_embd * 2, n_patches_x / 2, n_patches_y, batch_size); + inp = ggml_reshape_4d( + ctx0, inp, + n_embd * 2, n_patches_x / 2, 2, batch_size * (n_patches_y / 2)); + inp = ggml_permute(ctx0, inp, 0, 2, 1, 3); + inp = ggml_cont_3d( + ctx0, inp, + n_embd, n_patches_x * n_patches_y, batch_size); + } + + // add patch bias + if (model.patch_bias != nullptr) { + inp = ggml_add(ctx0, inp, model.patch_bias); + cb(inp, "patch_bias", -1); + } + + // calculate absolute position embedding and apply + ggml_tensor * learned_pos_embd = resize_position_embeddings(); + learned_pos_embd = ggml_cont_4d( + ctx0, learned_pos_embd, + n_embd * 2, n_patches_x / 2, n_patches_y, batch_size); + learned_pos_embd = ggml_reshape_4d( + ctx0, learned_pos_embd, + n_embd * 2, n_patches_x / 2, 2, batch_size * (n_patches_y / 2)); + learned_pos_embd = ggml_permute(ctx0, learned_pos_embd, 0, 2, 1, 3); + learned_pos_embd = ggml_cont_3d( + ctx0, learned_pos_embd, + n_embd, n_patches_x * n_patches_y, batch_size); + inp = ggml_add(ctx0, inp, learned_pos_embd); + cb(inp, "inp_pos_emb", -1); + + ggml_tensor * inpL = inp; + + ggml_tensor * positions = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, num_position_ids); + ggml_set_name(positions, "positions"); + ggml_set_input(positions); + + // pre-layernorm + if (model.pre_ln_w) { + inpL = build_norm(inpL, model.pre_ln_w, model.pre_ln_b, norm_t, eps, -1); + } + + // deepstack features (stack along the feature dimension), [n_embd * len(deepstack_layers), n_patches_x * n_patches_y, batch_size] + ggml_tensor * deepstack_features = nullptr; + const int merge_factor = hparams.n_merge > 0 ? hparams.n_merge * hparams.n_merge : 4; // default 2x2=4 for qwen3vl + + // loop over layers + for (int il = 0; il < n_layer; il++) { + auto & layer = model.layers[il]; + + ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states + + // layernorm1 + cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, norm_t, eps, il); + cb(cur, "ln1", il); + + // self-attention + { + cur = ggml_mul_mat(ctx0, layer.qkv_w, cur); + cur = ggml_add(ctx0, cur, layer.qkv_b); + + ggml_tensor * Qcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ 0); + + ggml_tensor * Kcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ ggml_row_size(cur->type, n_embd)); + + ggml_tensor * Vcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ ggml_row_size(cur->type, 2 * n_embd)); + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + // apply M-RoPE + Qcur = ggml_rope_multi( + ctx0, Qcur, positions, nullptr, + d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); + Kcur = ggml_rope_multi( + ctx0, Kcur, positions, nullptr, + d_head/2, mrope_sections, GGML_ROPE_TYPE_VISION, 32768, 10000, 1, 0, 1, 32, 1); + + cb(Qcur, "Qcur_rope", il); + cb(Kcur, "Kcur_rope", il); + + cur = build_attn(layer.o_w, layer.o_b, + Qcur, Kcur, Vcur, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + } + + // re-add the layer input, e.g., residual + cur = ggml_add(ctx0, cur, inpL); + + inpL = cur; // inpL = residual, cur = hidden_states + + cb(cur, "ffn_inp", il); + + // layernorm2 + cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, norm_t, eps, il); + cb(cur, "ffn_inp_normed", il); + + // ffn + cur = build_ffn(cur, + layer.ff_up_w, layer.ff_up_b, + layer.ff_gate_w, layer.ff_gate_b, + layer.ff_down_w, layer.ff_down_b, + hparams.ffn_op, il); + + cb(cur, "ffn_out", il); + + // residual 2 + cur = ggml_add(ctx0, inpL, cur); + cb(cur, "layer_out", il); + + if (layer.has_deepstack()) { + ggml_tensor * feat = ggml_reshape_3d(ctx0, cur, n_embd * merge_factor, n_pos / merge_factor, batch_size); + feat = build_norm(feat, layer.deepstack_norm_w, layer.deepstack_norm_b, norm_t, eps, il); + feat = build_ffn(feat, + layer.deepstack_fc1_w, layer.deepstack_fc1_b, + nullptr, nullptr, + layer.deepstack_fc2_w, layer.deepstack_fc2_b, + ffn_op_type::FFN_GELU, il); + + if(!deepstack_features) { + deepstack_features = feat; + } else { + // concat along the feature dimension + deepstack_features = ggml_concat(ctx0, deepstack_features, feat, 0); + } + } + + inpL = cur; + } + + // post-layernorm + if (model.post_ln_w) { + inpL = build_norm(inpL, model.post_ln_w, model.post_ln_b, norm_t, eps, n_layer); + } + + // multimodal projection + ggml_tensor * embeddings = inpL; + embeddings = ggml_reshape_3d(ctx0, embeddings, n_embd * 4, n_pos / 4, batch_size); + + embeddings = build_ffn(embeddings, + model.mm_0_w, model.mm_0_b, + nullptr, nullptr, + model.mm_1_w, model.mm_1_b, + ffn_op_type::FFN_GELU, -1); + + embeddings = ggml_concat(ctx0, embeddings, deepstack_features, 0); // concat along the feature dimension + + // build the graph + ggml_build_forward_expand(gf, embeddings); + + return gf; +} diff --git a/tools/mtmd/models/siglip.cpp b/tools/mtmd/models/siglip.cpp new file mode 100644 index 0000000000..ef094cfd0e --- /dev/null +++ b/tools/mtmd/models/siglip.cpp @@ -0,0 +1,81 @@ +#include "models.h" + +ggml_cgraph * clip_graph_siglip::build() { + ggml_tensor * inp = build_inp(); + + ggml_tensor * learned_pos_embd = model.position_embeddings; + if (proj_type == PROJECTOR_TYPE_LFM2) { + learned_pos_embd = resize_position_embeddings(); + } + + ggml_tensor * cur = build_vit( + inp, n_patches, + NORM_TYPE_NORMAL, + hparams.ffn_op, + learned_pos_embd, + nullptr); + + if (proj_type == PROJECTOR_TYPE_GEMMA3) { + const int batch_size = 1; + GGML_ASSERT(n_patches_x == n_patches_y); + const int patches_per_image = n_patches_x; + const int kernel_size = hparams.n_merge; + + cur = ggml_transpose(ctx0, cur); + cur = ggml_cont_4d(ctx0, cur, patches_per_image, patches_per_image, n_embd, batch_size); + + // doing a pool2d to reduce the number of output tokens + cur = ggml_pool_2d(ctx0, cur, GGML_OP_POOL_AVG, kernel_size, kernel_size, kernel_size, kernel_size, 0, 0); + cur = ggml_reshape_3d(ctx0, cur, cur->ne[0] * cur->ne[0], n_embd, batch_size); + cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur)); + + // apply norm before projection + cur = ggml_rms_norm(ctx0, cur, eps); + cur = ggml_mul(ctx0, cur, model.mm_soft_emb_norm_w); + + // apply projection + cur = ggml_mul_mat(ctx0, + ggml_cont(ctx0, ggml_transpose(ctx0, model.mm_input_proj_w)), + cur); + + } else if (proj_type == PROJECTOR_TYPE_IDEFICS3) { + // pixel_shuffle + // https://github.com/huggingface/transformers/blob/0a950e0bbe1ed58d5401a6b547af19f15f0c195e/src/transformers/models/idefics3/modeling_idefics3.py#L578 + const int scale_factor = model.hparams.n_merge; + cur = build_patch_merge_permute(cur, scale_factor); + cur = ggml_mul_mat(ctx0, model.projection, cur); + + } else if (proj_type == PROJECTOR_TYPE_LFM2) { + // pixel unshuffle block + const int scale_factor = model.hparams.n_merge; + cur = build_patch_merge_permute(cur, scale_factor); + + // projection + cur = ggml_norm(ctx0, cur, 1e-5); // default nn.LayerNorm + cur = ggml_mul(ctx0, cur, model.mm_input_norm_w); + cur = ggml_add(ctx0, cur, model.mm_input_norm_b); + + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU, + -1); + + } else if (proj_type == PROJECTOR_TYPE_JANUS_PRO) { + cur = build_ffn(cur, + model.mm_0_w, model.mm_0_b, + nullptr, nullptr, + model.mm_1_w, model.mm_1_b, + hparams.ffn_op, + -1); + + } else { + GGML_ABORT("SigLIP: Unsupported projector type"); + } + + // build the graph + ggml_build_forward_expand(gf, cur); + + return gf; +} diff --git a/tools/mtmd/models/whisper-enc.cpp b/tools/mtmd/models/whisper-enc.cpp new file mode 100644 index 0000000000..2870d854ab --- /dev/null +++ b/tools/mtmd/models/whisper-enc.cpp @@ -0,0 +1,106 @@ +#include "models.h" + +ggml_cgraph * clip_graph_whisper_enc::build() { + const int n_frames = img.nx; + const int n_pos = n_frames / 2; + GGML_ASSERT(model.position_embeddings->ne[1] >= n_pos); + + ggml_tensor * inp = build_inp_raw(1); + + // conv1d block + { + // convolution + gelu + ggml_tensor * cur = ggml_conv_1d_ph(ctx0, model.conv1d_1_w, inp, 1, 1); + cur = ggml_add(ctx0, cur, model.conv1d_1_b); + + cur = ggml_gelu_erf(ctx0, cur); + + cur = ggml_conv_1d_ph(ctx0, model.conv1d_2_w, cur, 2, 1); + cur = ggml_add(ctx0, cur, model.conv1d_2_b); + + cur = ggml_gelu_erf(ctx0, cur); + // transpose + inp = ggml_cont(ctx0, ggml_transpose(ctx0, cur)); + cb(inp, "after_conv1d", -1); + } + + // sanity check (only check one layer, but it should be the same for all) + GGML_ASSERT(model.layers[0].ln_1_w && model.layers[0].ln_1_b); + GGML_ASSERT(model.layers[0].ln_2_w && model.layers[0].ln_2_b); + GGML_ASSERT(model.layers[0].q_b); + GGML_ASSERT(model.layers[0].v_b); + GGML_ASSERT(!model.layers[0].k_b); // no bias for k + + ggml_tensor * pos_embd_selected = ggml_view_2d( + ctx0, model.position_embeddings, + model.position_embeddings->ne[0], n_pos, + model.position_embeddings->nb[1], 0 + ); + ggml_tensor * cur = build_vit( + inp, n_pos, + NORM_TYPE_NORMAL, + hparams.ffn_op, + pos_embd_selected, + nullptr); + + cb(cur, "after_transformer", -1); + + if (model.audio_has_stack_frames()) { + // StackAudioFrames + // https://huggingface.co/fixie-ai/ultravox-v0_5-llama-3_2-1b/blob/main/ultravox_model.py + cur = build_stack(cur, hparams.proj_stack_factor, n_embd); + cb(cur, "after_stacked", -1); + } + + if (proj_type == PROJECTOR_TYPE_ULTRAVOX) { + // UltravoxProjector + // pre-norm + cur = ggml_rms_norm(ctx0, cur, 1e-6); + cur = ggml_mul(ctx0, cur, model.mm_norm_pre_w); + + // ffn in + cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); + + // swiglu + // see SwiGLU in ultravox_model.py, the second half passed through is silu, not the first half + cur = ggml_swiglu_swapped(ctx0, cur); + + // mid-norm + cur = ggml_rms_norm(ctx0, cur, 1e-6); + cur = ggml_mul(ctx0, cur, model.mm_norm_mid_w); + + // ffn out + cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); + + } else if (proj_type == PROJECTOR_TYPE_QWEN2A) { + // projector + cur = ggml_mul_mat(ctx0, model.mm_fc_w, cur); + cur = ggml_add(ctx0, cur, model.mm_fc_b); + + } else if (proj_type == PROJECTOR_TYPE_VOXTRAL) { + // projector + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU_ERF, + -1); + + } else if (proj_type == PROJECTOR_TYPE_GLMA) { + cur = ggml_norm(ctx0, cur, hparams.eps); + cur = ggml_mul(ctx0, cur, model.mm_norm_pre_w); + cur = ggml_add(ctx0, cur, model.mm_norm_pre_b); + cur = build_stack(cur, hparams.proj_stack_factor, n_embd); + cur = build_ffn(cur, model.mm_1_w, model.mm_1_b, nullptr, nullptr, model.mm_2_w, model.mm_2_b, hparams.ffn_op, 0); + cur = ggml_concat(ctx0, model.mm_boi, cur, 1); + cur = ggml_concat(ctx0, cur, model.mm_eoi, 1); + } else { + GGML_ABORT("%s: unknown projector type", __func__); + } + + cb(cur, "projected", -1); + + ggml_build_forward_expand(gf, cur); + + return gf; +} diff --git a/tools/mtmd/mtmd-audio.cpp b/tools/mtmd/mtmd-audio.cpp index 4d053895cd..f68829a61a 100644 --- a/tools/mtmd/mtmd-audio.cpp +++ b/tools/mtmd/mtmd-audio.cpp @@ -11,63 +11,149 @@ // most of the code here is copied from whisper.cpp -// align x to upper multiple of n -#define _ALIGN(x, n) ((((x) + (n) - 1) / (n)) * (n)) +constexpr bool DEBUG = false; -namespace whisper_preprocessor { +struct mtmd_audio_mel_filters { + int32_t n_mel; + int32_t n_fft; -#define SIN_COS_N_COUNT WHISPER_N_FFT -namespace { -struct whisper_global_cache { - // In FFT, we frequently use sine and cosine operations with the same values. - // We can use precalculated values to speed up the process. - float sin_vals[SIN_COS_N_COUNT]; - float cos_vals[SIN_COS_N_COUNT]; + std::vector data; +}; - // Hann window (Use cosf to eliminate difference) - // ref: https://pytorch.org/docs/stable/generated/torch.hann_window.html - // ref: https://github.com/openai/whisper/blob/main/whisper/audio.py#L147 - float hann_window[WHISPER_N_FFT]; +// note: this global cache is shared among all preprocessors +// if we want to use multiple preprocessors at the same time, +// we will need to enclose it in the preprocessor class in the future +static struct mtmd_audio_global_cache { + // precomputed sin/cos table for FFT + std::vector sin_vals; + std::vector cos_vals; - whisper_global_cache() { - fill_sin_cos_table(); - fill_hann_window(sizeof(hann_window)/sizeof(hann_window[0]), true, hann_window); - } + // hann window + std::vector hann_window; - void fill_sin_cos_table() { - for (int i = 0; i < SIN_COS_N_COUNT; i++) { - double theta = (2 * M_PI * i) / SIN_COS_N_COUNT; + // mel filter bank + mtmd_audio_mel_filters filters; + + void fill_sin_cos_table(int n) { + sin_vals.resize(n); + cos_vals.resize(n); + for (int i = 0; i < n; i++) { + double theta = (2 * M_PI * i) / n; sin_vals[i] = sinf(theta); cos_vals[i] = cosf(theta); } } - void fill_hann_window(int length, bool periodic, float * output) { + void fill_hann_window(int length, bool periodic) { + hann_window.resize(length); int offset = -1; if (periodic) { offset = 0; } for (int i = 0; i < length; i++) { - output[i] = 0.5 * (1.0 - cosf((2.0 * M_PI * i) / (length + offset))); + hann_window[i] = 0.5 * (1.0 - cosf((2.0 * M_PI * i) / (length + offset))); } } -} global_cache; -} + + // Build mel filterbank matrix [n_mel × n_fft_bins] at runtime. + // n_fft_bins must be (N_fft / 2 + 1). Example: if N_fft=512 -> n_fft_bins=257. + void fill_mel_filterbank_matrix( + int n_mel, + int n_fft, + int sample_rate, // e.g. 16000 + float fmin = 0.0f, // e.g. 0.0 + float fmax = -1.0f, // e.g. sr/2; pass -1 for auto + bool slaney_area_norm = true, + float scale = 1.0f // optional extra scaling; use 1.0f/1000.0f to mimic your code + ) { + GGML_ASSERT(n_mel > 0 && n_fft > 1); + if (fmax <= 0.0f) { + fmax = 0.5f * sample_rate; + } + + // Slaney scale (matches librosa default) + const double min_log_hz = 1000.0; + const double lin_slope = 3 / 200.; + const double min_log_mel = min_log_hz * lin_slope; + const double log_step = log(6.4) / 27.0; + auto hz_to_mel = [min_log_hz, lin_slope, log_step, min_log_mel](const double f_hz) -> double { + return (f_hz < min_log_hz) ? f_hz * lin_slope : min_log_mel + log(f_hz / min_log_hz) / log_step; + }; + auto mel_to_hz = [min_log_hz, lin_slope, log_step, min_log_mel](const double m) -> double { + return (m < min_log_mel) ? m / lin_slope : min_log_hz * exp((m - min_log_mel) * log_step); + }; + + // infer N_fft from n_fft_bins + const double bin_hz_step = double(sample_rate) / double(n_fft); + + // mel grid: n_mel + 2 edges + const double m_lo = hz_to_mel(fmin); + const double m_hi = hz_to_mel(fmax); + std::vector mel_pts(n_mel + 2); + for (int i = 0; i < n_mel + 2; ++i) { + mel_pts[i] = m_lo + (m_hi - m_lo) * (double(i) / (n_mel + 1)); + } + + // convert to Hz + std::vector hz_pts(n_mel + 2); + for (int i = 0; i < n_mel + 2; ++i) { + hz_pts[i] = mel_to_hz(mel_pts[i]); + } + + const int n_fft_bins = n_fft / 2 + 1; + + // filterbank + std::vector out(n_mel * n_fft_bins, 0); + for (int m = 0; m < n_mel; ++m) { + const double f_left = hz_pts[m]; + const double f_center = hz_pts[m + 1]; + const double f_right = hz_pts[m + 2]; + + const double denom_l = std::max(1e-30, f_center - f_left); + const double denom_r = std::max(1e-30, f_right - f_center); + const double enorm = slaney_area_norm ? (2.0 / std::max(1e-30, f_right - f_left)) : 1.0; + + for (int k = 0; k < n_fft_bins; ++k) { + const double f = k * bin_hz_step; + double w = 0.0; + if (f >= f_left && f <= f_center) { + w = (f - f_left) / denom_l; + } else if (f > f_center && f <= f_right) { + w = (f_right - f) / denom_r; + } + out[size_t(m) * size_t(n_fft_bins) + size_t(k)] = float(w * enorm * scale); + } + } + + filters.n_mel = n_mel; + filters.n_fft = n_fft; + filters.data = std::move(out); + + if (DEBUG) { // debug + for (size_t i = 0; i < filters.data.size(); ++i) { + if (filters.data[i] != 0.0f) { + printf("filters[%zu] = %f\n", i, filters.data[i] * 1000.0f); + } + } + } + } +} g_cache; // naive Discrete Fourier Transform // input is real-valued // output is complex-valued -static void dft(const float* in, int N, float* out) { - const int sin_cos_step = SIN_COS_N_COUNT / N; +static void dft(const float * in, int N, float * out) { + const int n_sin_cos_vals = g_cache.sin_vals.size(); + const int sin_cos_step = n_sin_cos_vals / N; for (int k = 0; k < N; k++) { float re = 0; float im = 0; for (int n = 0; n < N; n++) { - int idx = (k * n * sin_cos_step) % (SIN_COS_N_COUNT); // t = 2*M_PI*k*n/N - re += in[n]*global_cache.cos_vals[idx]; // cos(t) - im -= in[n]*global_cache.sin_vals[idx]; // sin(t) + int idx = (k * n * sin_cos_step) % (n_sin_cos_vals); // t = 2*M_PI*k*n/N + re += in[n] * g_cache.cos_vals[idx]; // cos(t) + im -= in[n] * g_cache.sin_vals[idx]; // sin(t) } out[k*2 + 0] = re; @@ -79,7 +165,8 @@ static void dft(const float* in, int N, float* out) { // poor man's implementation - use something better // input is real-valued // output is complex-valued -static void fft(float* in, int N, float* out) { +static void fft(float * in, int N, float * out) { + const int n_sin_cos_vals = g_cache.sin_vals.size(); if (N == 1) { out[0] = in[0]; out[1] = 0; @@ -106,11 +193,11 @@ static void fft(float* in, int N, float* out) { float* odd_fft = even_fft + N; fft(odd, half_N, odd_fft); - const int sin_cos_step = SIN_COS_N_COUNT / N; + const int sin_cos_step = n_sin_cos_vals / N; for (int k = 0; k < half_N; k++) { int idx = k * sin_cos_step; // t = 2*M_PI*k/N - float re = global_cache.cos_vals[idx]; // cos(t) - float im = -global_cache.sin_vals[idx]; // sin(t) + float re = g_cache.cos_vals[idx]; // cos(t) + float im = -g_cache.sin_vals[idx]; // sin(t) float re_odd = odd_fft[2*k + 0]; float im_odd = odd_fft[2*k + 1]; @@ -123,20 +210,34 @@ static void fft(float* in, int N, float* out) { } } +struct filter_params { + int32_t n_mel; + int32_t n_fft_bins; + int32_t hann_window_size; + int32_t hop_length; + int32_t sample_rate; + bool center_padding = false; + float preemph = 0.f; + bool use_natural_log = false; + bool norm_per_feature = false; +}; + static void log_mel_spectrogram_worker_thread(int ith, const float * hann, const std::vector & samples, int n_samples, int frame_size, int frame_step, int n_threads, - const whisper_filters & filters, whisper_mel & mel) { + const filter_params & params, mtmd_audio_mel & out) { std::vector fft_in(frame_size * 2, 0.0); std::vector fft_out(frame_size * 2 * 2 * 2); - int n_fft = filters.n_fft; + int n_fft_bins = params.n_fft_bins; int i = ith; - // make sure n_fft == 1 + (WHISPER_N_FFT / 2), bin_0 to bin_nyquist - WHISPER_ASSERT(n_fft == 1 + (frame_size / 2)); + const auto & filters = g_cache.filters; + // make sure n_fft == 1 + (WHISPER_N_FFT / 2), bin_0 to bin_nyquist + GGML_ASSERT(n_fft_bins == 1 + (frame_size / 2)); + GGML_ASSERT(g_cache.sin_vals.size() == g_cache.cos_vals.size()); // calculate FFT only when fft_in are not all zero - for (; i < std::min(n_samples / frame_step + 1, mel.n_len); i += n_threads) { + for (; i < std::min(n_samples / frame_step + 1, out.n_len); i += n_threads) { const int offset = i * frame_step; // apply Hann window (~10% faster) @@ -154,36 +255,39 @@ static void log_mel_spectrogram_worker_thread(int ith, const float * hann, const // Calculate modulus^2 of complex numbers // Use pow(fft_out[2 * j + 0], 2) + pow(fft_out[2 * j + 1], 2) causes inference quality problem? Interesting. - for (int j = 0; j < n_fft; j++) { + for (int j = 0; j < n_fft_bins; j++) { fft_out[j] = (fft_out[2 * j + 0] * fft_out[2 * j + 0] + fft_out[2 * j + 1] * fft_out[2 * j + 1]); } // mel spectrogram - for (int j = 0; j < mel.n_mel; j++) { + for (int j = 0; j < out.n_mel; j++) { double sum = 0.0; // unroll loop (suggested by GH user @lunixbochs) int k = 0; - for (k = 0; k < n_fft - 3; k += 4) { + for (k = 0; k < n_fft_bins - 3; k += 4) { + size_t idx = size_t(j) * size_t(n_fft_bins) + size_t(k); sum += - fft_out[k + 0] * filters.data[j * n_fft + k + 0] + - fft_out[k + 1] * filters.data[j * n_fft + k + 1] + - fft_out[k + 2] * filters.data[j * n_fft + k + 2] + - fft_out[k + 3] * filters.data[j * n_fft + k + 3]; + fft_out[k + 0] * filters.data[idx + 0] + + fft_out[k + 1] * filters.data[idx + 1] + + fft_out[k + 2] * filters.data[idx + 2] + + fft_out[k + 3] * filters.data[idx + 3]; } // handle n_fft remainder - for (; k < n_fft; k++) { - sum += fft_out[k] * filters.data[j * n_fft + k]; + for (; k < n_fft_bins; k++) { + sum += fft_out[k] * filters.data[j * n_fft_bins + k]; } - sum = log10(std::max(sum, 1e-10)); - mel.data[j * mel.n_len + i] = sum; + sum = params.use_natural_log + ? log(sum + 5.960464477539063e-08) + : log10(std::max(sum, 1e-10)); + out.data[j * out.n_len + i] = sum; } } // Otherwise fft_out are all zero - double sum = log10(1e-10); - for (; i < mel.n_len; i += n_threads) { - for (int j = 0; j < mel.n_mel; j++) { - mel.data[j * mel.n_len + i] = sum; + double sum = params.use_natural_log ? log(1e-10) : log10(1e-10); + for (; i < out.n_len; i += n_threads) { + for (int j = 0; j < out.n_mel; j++) { + out.data[j * out.n_len + i] = sum; } } } @@ -191,115 +295,212 @@ static void log_mel_spectrogram_worker_thread(int ith, const float * hann, const // ref: https://github.com/openai/whisper/blob/main/whisper/audio.py#L110-L157 static bool log_mel_spectrogram( const float * samples, - const int n_samples, - const int /*sample_rate*/, - const int frame_size, - const int frame_step, - const int n_mel, - const int n_threads, - const whisper_filters & filters, - const bool debug, - whisper_mel & mel) { + const int n_samples_in, + const int n_threads, + const filter_params & params, + mtmd_audio_mel & out) { //const int64_t t_start_us = ggml_time_us(); + out.n_len_org = n_samples_in; + int n_samples = n_samples_in; + // Hann window - WHISPER_ASSERT(frame_size == WHISPER_N_FFT && "Unsupported frame_size"); - const float * hann = global_cache.hann_window; + const float * hann = g_cache.hann_window.data(); + const int frame_size = (params.n_fft_bins - 1) * 2; + const int frame_step = params.hop_length; - // Calculate the length of padding - int64_t stage_1_pad = WHISPER_SAMPLE_RATE * 30; - int64_t stage_2_pad = frame_size / 2; - - // Initialize a vector and copy data from C array to it. + // Padding std::vector samples_padded; - samples_padded.resize(n_samples + stage_1_pad + stage_2_pad * 2); - std::copy(samples, samples + n_samples, samples_padded.begin() + stage_2_pad); + if (params.center_padding) { + const auto pad_amount = frame_size / 2; + samples_padded = std::vector(n_samples + 2 * pad_amount, 0); + std::copy(samples, samples + n_samples, samples_padded.data() + pad_amount); + samples = samples_padded.data(); + n_samples = samples_padded.size(); + } else { + // existing padding logic + int64_t stage_1_pad = params.sample_rate * 30; + int64_t stage_2_pad = frame_size / 2; + samples_padded.resize(n_samples + stage_1_pad + stage_2_pad * 2); + std::copy(samples, samples + n_samples, samples_padded.begin() + stage_2_pad); + // pad 30 seconds of zeros at the end of audio (480,000 samples) + reflective pad 200 samples at the end of audio + std::fill(samples_padded.begin() + n_samples + stage_2_pad, samples_padded.begin() + n_samples + stage_1_pad + 2 * stage_2_pad, 0); + // reflective pad 200 samples at the beginning of audio + if (n_samples < stage_2_pad + 1) { + // TODO: Handle short audio differently or return error + return false; + } + std::reverse_copy(samples + 1, samples + 1 + stage_2_pad, samples_padded.begin()); + } - // pad 30 seconds of zeros at the end of audio (480,000 samples) + reflective pad 200 samples at the end of audio - std::fill(samples_padded.begin() + n_samples + stage_2_pad, samples_padded.begin() + n_samples + stage_1_pad + 2 * stage_2_pad, 0); + // preemphasis + if (params.preemph) { + const int pad_amount = frame_size / 2; + const float preemph = 0.97f; + float prev = samples_padded[pad_amount]; + for (int i = pad_amount + 1; i + pad_amount < n_samples; ++i) { + float cur = samples_padded[i]; + samples_padded[i] = cur - preemph * prev; + prev = cur; + } + } - // reflective pad 200 samples at the beginning of audio - std::reverse_copy(samples + 1, samples + 1 + stage_2_pad, samples_padded.begin()); + // pad hann window if it's smaller than frame_size + // TODO: probably unnecessary here? (or better doing it in g_cache?) + std::vector hann_window_padded; + if (params.hann_window_size < frame_size) { + hann_window_padded.resize(frame_size); + const int padding = (frame_size - params.hann_window_size) / 2; + std::copy(hann, hann + params.hann_window_size, &hann_window_padded[padding]); + hann = hann_window_padded.data(); + } - mel.n_mel = n_mel; - // https://github.com/pytorch/pytorch/blob/main/aten/src/ATen/native/SpectralOps.cpp#L936 - // Calculate number of frames + remove the last frame - mel.n_len = (samples_padded.size() - frame_size) / frame_step; - // Calculate semi-padded sample length to ensure compatibility - mel.n_len_org = 1 + (n_samples + stage_2_pad - frame_size) / frame_step; - mel.data.resize(mel.n_mel * mel.n_len); + + out.n_mel = params.n_mel; + out.n_len = (n_samples - frame_size) / frame_step + 1; + // TODO: handle these checks better + if (out.n_mel > 0 && (unsigned long)out.n_len > SIZE_MAX / out.n_mel) { + LOG_ERR("%s: size overflow\n", __func__); + return false; + } + if (n_samples < frame_size) { + LOG_ERR("%s: not enough samples after padding\n", __func__); + return false; + } + out.data.resize(out.n_mel * out.n_len); { std::vector workers(n_threads - 1); for (int iw = 0; iw < n_threads - 1; ++iw) { workers[iw] = std::thread( log_mel_spectrogram_worker_thread, iw + 1, hann, std::cref(samples_padded), - n_samples + stage_2_pad, frame_size, frame_step, n_threads, - std::cref(filters), std::ref(mel)); + n_samples, frame_size, frame_step, n_threads, + std::cref(params), std::ref(out)); } // main thread - log_mel_spectrogram_worker_thread(0, hann, samples_padded, n_samples + stage_2_pad, frame_size, frame_step, n_threads, filters, mel); - + log_mel_spectrogram_worker_thread(0, hann, samples_padded, n_samples, frame_size, frame_step, n_threads, params, out); for (int iw = 0; iw < n_threads - 1; ++iw) { workers[iw].join(); } } - // clamping and normalization - double mmax = -1e20; - for (int i = 0; i < mel.n_mel*mel.n_len; i++) { - if (mel.data[i] > mmax) { - mmax = mel.data[i]; + const int effective_n_len = n_samples_in / frame_step; + if (params.norm_per_feature) { + for (int i = 0; i < out.n_mel; i++) { + double mean = 0; + for (int j = 0; j < effective_n_len; ++j) { + mean += out.data[i * out.n_len + j]; + } + mean /= effective_n_len; + + double var = 0.0; + for (int j = 0; j < effective_n_len; ++j) { + const double value = out.data[i * out.n_len + j] - mean; + var += value * value; + } + var /= effective_n_len - 1; // unbiased + const double mstd = std::sqrt(var + 1e-5); + + for (int j = 0; j < effective_n_len; ++j) { + auto &value = out.data[i * out.n_len + j]; + value = (value - mean) / mstd; + } + + // pad the rest with zeros + for (int j = effective_n_len; j < out.n_len; ++j) { + out.data[i * out.n_len + j] = 0.0; + } } - } - - mmax -= 8.0; - - for (int i = 0; i < mel.n_mel*mel.n_len; i++) { - if (mel.data[i] < mmax) { - mel.data[i] = mmax; + } else { + // clamping and normalization + double mmax = -1e20; + for (int i = 0; i < out.n_mel*out.n_len; i++) { + if (out.data[i] > mmax) { + mmax = out.data[i]; + } } - mel.data[i] = (mel.data[i] + 4.0)/4.0; + mmax -= 8.0; + + for (int i = 0; i < out.n_mel*out.n_len; i++) { + if (out.data[i] < mmax) { + out.data[i] = mmax; + } + out.data[i] = (out.data[i] + 4.0)/4.0; + } } // Dump log_mel_spectrogram - if (debug) { + if (DEBUG) { std::ofstream outFile("log_mel_spectrogram.json"); outFile << "["; - for (uint64_t i = 0; i < mel.data.size() - 1; i++) { - outFile << mel.data[i] << ", "; + for (uint64_t i = 0; i < out.data.size() - 1; i++) { + outFile << out.data[i] << ", "; } - outFile << mel.data[mel.data.size() - 1] << "]"; + outFile << out.data[out.data.size() - 1] << "]"; outFile.close(); } return true; } -bool preprocess_audio( +// +// mtmd_audio_preprocessor_whisper +// + +void mtmd_audio_preprocessor_whisper::initialize() { + g_cache.fill_sin_cos_table(hparams.audio_n_fft); + g_cache.fill_hann_window(hparams.audio_window_len, true); + g_cache.fill_mel_filterbank_matrix( + hparams.n_mel_bins, + hparams.audio_n_fft, + hparams.audio_sample_rate); +} + +bool mtmd_audio_preprocessor_whisper::preprocess( const float * samples, size_t n_samples, - const whisper_filters & filters, - std::vector & output) { - + std::vector & output) { if (n_samples == 0) { // empty audio return false; } - whisper_mel out_full; + std::vector smpl; + // if input is too short, pad with zeros + // this is to avoid potential issues with stage1/2 padding in log_mel_spectrogram + // TODO: maybe handle this better + size_t min_samples = (size_t)hparams.audio_sample_rate * (hparams.audio_chunk_len + 1); // +1 second margin + if (n_samples < min_samples) { + smpl.resize(min_samples, 0.0f); + std::memcpy(smpl.data(), samples, n_samples * sizeof(float)); + samples = smpl.data(); + n_samples = smpl.size(); + } + + filter_params params; + params.n_mel = hparams.n_mel_bins; + params.n_fft_bins = 1 + (hparams.audio_n_fft / 2); + params.hann_window_size = hparams.audio_window_len; + params.hop_length = hparams.audio_hop_len; + params.sample_rate = hparams.audio_sample_rate; + params.center_padding = false; + params.preemph = 0.0f; // disabled + params.use_natural_log = false; + params.norm_per_feature = false; + + // make sure the global cache is initialized + GGML_ASSERT(!g_cache.sin_vals.empty()); + GGML_ASSERT(!g_cache.cos_vals.empty()); + GGML_ASSERT(!g_cache.filters.data.empty()); + + mtmd_audio_mel out_full; bool ok = log_mel_spectrogram( samples, n_samples, - COMMON_SAMPLE_RATE, - WHISPER_N_FFT, - WHISPER_HOP_LENGTH, - filters.n_mel, 4, // n_threads - filters, - false, // debug + params, out_full); if (!ok) { return false; @@ -307,7 +508,9 @@ bool preprocess_audio( // because the cgraph in clip.cpp only accepts 3000 frames each, we need to split the mel // we always expect the mel to have 3000 silent frames at the end - // printf("n_len %d\n", out_full.n_len); + if (DEBUG) { + printf("output: n_mel = %d, n_len = %d\n", out_full.n_mel, out_full.n_len); + } const size_t frames_per_chunk = 3000; GGML_ASSERT((size_t)out_full.n_len > frames_per_chunk); for (size_t off = 0; off < (size_t)out_full.n_len; off += frames_per_chunk) { @@ -316,7 +519,7 @@ bool preprocess_audio( break; // last uncomplete chunk will always be a padded chunk, safe to ignore } - whisper_mel out_chunk; + mtmd_audio_mel out_chunk; out_chunk.n_len = n_len; out_chunk.n_mel = out_full.n_mel; out_chunk.n_len_org = out_full.n_mel; // unused @@ -332,438 +535,3 @@ bool preprocess_audio( return true; } - -} // namespace whisper_preprocessor - - -// precalculated mel filter banks -// values are multiplied by 1000.0 to save space, and will be divided by 1000.0 in the end of the function -// -// generated from python code: -// -// from numpy import load -// data = load('mel_filters.npz') -// lst = data.files -// for item in lst: -// print(item) -// print(data[item].shape) -// n_mel = data[item].shape[0] -// n_fft = data[item].shape[1] -// for i, row in enumerate(data[item]): -// for j, val in enumerate(row): -// val = val * 1000.0 -// if val != 0: -// print(f"data[{i*n_fft + j}] = {val:.6f};") - -namespace whisper_precalc_filters { - -whisper_preprocessor::whisper_filters get_128_bins() { - whisper_preprocessor::whisper_filters filters; - filters.n_mel = 128; - filters.n_fft = 201; - std::vector data(filters.n_mel * filters.n_fft, 0.0f); - - data[1] = 12.37398665; - data[202] = 30.39256483; - data[404] = 24.74797331; - data[605] = 18.01857911; - data[807] = 37.12195903; - data[1008] = 5.64459199; - data[1009] = 6.72939420; - data[1210] = 36.03715822; - data[1412] = 19.10337992; - data[1613] = 23.66316877; - data[1815] = 31.47736564; - data[2016] = 11.28918398; - data[2017] = 1.08480197; - data[2218] = 41.68175161; - data[2420] = 13.45878839; - data[2621] = 29.30776216; - data[2823] = 25.83277412; - data[3024] = 16.93377644; - data[3226] = 38.20675984; - data[3427] = 4.55979025; - data[3428] = 7.81419594; - data[3629] = 34.95235741; - data[3831] = 20.18818259; - data[4032] = 22.57836796; - data[4234] = 32.56217018; - data[4435] = 10.20438317; - data[4436] = 2.16960395; - data[4637] = 40.59694707; - data[4839] = 14.54358920; - data[5040] = 28.22295949; - data[5242] = 26.91757679; - data[5443] = 15.84897563; - data[5645] = 39.29156065; - data[5846] = 3.47498828; - data[5847] = 8.89899861; - data[6048] = 33.86755288; - data[6250] = 21.27298526; - data[6451] = 21.49356715; - data[6653] = 33.64697099; - data[6854] = 9.11958050; - data[6855] = 3.25440569; - data[7056] = 39.51214626; - data[7258] = 15.62839188; - data[7459] = 27.13815868; - data[7661] = 28.00237760; - data[7862] = 14.76417296; - data[8064] = 40.37636518; - data[8265] = 2.38068704; - data[8266] = 10.20263787; - data[8467] = 31.61146119; - data[8669] = 24.54700135; - data[8870] = 15.32919332; - data[8871] = 1.66583748; - data[9072] = 36.72905266; - data[9274] = 20.09709924; - data[9475] = 16.93102531; - data[9476] = 2.90265540; - data[9677] = 32.84499049; - data[9879] = 23.52004871; - data[10080] = 11.03894413; - data[10081] = 10.72582975; - data[10282] = 22.71829173; - data[10484] = 32.27872774; - data[10685] = 0.11626833; - data[10686] = 22.85348251; - data[10887] = 8.56344029; - data[10888] = 14.97978810; - data[11089] = 15.51398356; - data[11090] = 8.51490628; - data[11291] = 21.10680379; - data[11292] = 3.32652032; - data[11493] = 25.47064796; - data[11695] = 27.35907957; - data[11896] = 0.65853616; - data[11897] = 23.83812517; - data[12098] = 3.44359246; - data[12099] = 21.22455277; - data[12300] = 5.35842171; - data[12301] = 19.42555793; - data[12502] = 6.49324711; - data[12503] = 18.35542172; - data[12704] = 6.93138083; - data[12705] = 17.93504693; - data[12906] = 6.74968259; - data[12907] = 18.09151843; - data[13108] = 6.01899112; - data[13109] = 18.75767298; - data[13310] = 4.80452832; - data[13311] = 19.87172849; - data[13512] = 3.16627859; - data[13513] = 21.37690969; - data[13514] = 1.25317345; - data[13714] = 1.15934468; - data[13715] = 20.80361731; - data[13716] = 4.04486805; - data[13917] = 17.55363122; - data[13918] = 7.08320038; - data[14119] = 14.07538634; - data[14120] = 10.32655034; - data[14321] = 10.40921453; - data[14322] = 13.73696327; - data[14523] = 6.59187697; - data[14524] = 17.27988198; - data[14525] = 1.46804214; - data[14725] = 2.65681883; - data[14726] = 18.09193194; - data[14727] = 5.85655728; - data[14928] = 13.34277913; - data[14929] = 10.28267574; - data[15130] = 8.56800377; - data[15131] = 14.72230814; - data[15132] = 1.04039861; - data[15332] = 3.79085587; - data[15333] = 17.14678481; - data[15334] = 6.11609267; - data[15535] = 11.75929047; - data[15536] = 11.13393717; - data[15737] = 6.43857848; - data[15738] = 16.07806236; - data[15739] = 4.23917221; - data[15939] = 1.19989377; - data[15940] = 12.75671553; - data[15941] = 9.65298992; - data[16142] = 7.06935255; - data[16143] = 14.94054683; - data[16144] = 4.19024844; - data[16344] = 1.51483389; - data[16345] = 12.00899947; - data[16346] = 9.84823331; - data[16547] = 6.10224018; - data[16548] = 15.33857174; - data[16549] = 5.57676842; - data[16749] = 0.36827257; - data[16750] = 9.89749376; - data[16751] = 11.35340426; - data[16752] = 2.05122307; - data[16952] = 3.89297144; - data[16953] = 12.97352277; - data[16954] = 8.06631614; - data[17155] = 6.74493238; - data[17156] = 13.85874674; - data[17157] = 5.41190524; - data[17357] = 0.74220158; - data[17358] = 8.98779090; - data[17359] = 11.37871388; - data[17360] = 3.32958088; - data[17560] = 2.82313535; - data[17561] = 10.68049297; - data[17562] = 9.43340641; - data[17563] = 1.76325557; - data[17763] = 4.39018616; - data[17764] = 11.87758986; - data[17765] = 7.97005836; - data[17766] = 0.66104700; - data[17966] = 5.49466675; - data[17967] = 12.62953598; - data[17968] = 6.93987962; - data[18169] = 6.18401915; - data[18170] = 12.93473132; - data[18171] = 6.29778765; - data[18371] = 0.02325210; - data[18372] = 6.50206627; - data[18373] = 12.32661773; - data[18374] = 6.00216538; - data[18574] = 0.31548753; - data[18575] = 6.48925547; - data[18576] = 12.04130240; - data[18577] = 6.01462880; - data[18777] = 0.29979556; - data[18778] = 6.18288014; - data[18779] = 12.04272825; - data[18780] = 6.29981188; - data[18781] = 0.55689598; - data[18980] = 0.01120471; - data[18981] = 5.61729167; - data[18982] = 11.22337859; - data[18983] = 6.82516303; - data[18984] = 1.35264499; - data[19184] = 4.82410006; - data[19185] = 10.16623247; - data[19186] = 7.56075513; - data[19187] = 2.34590308; - data[19387] = 3.83235747; - data[19388] = 8.92296247; - data[19389] = 8.47910438; - data[19390] = 3.50978645; - data[19590] = 2.66873185; - data[19591] = 7.51965167; - data[19592] = 9.55500547; - data[19593] = 4.81966138; - data[19594] = 0.08431751; - data[19793] = 1.35767367; - data[19794] = 5.98019501; - data[19795] = 10.60271543; - data[19796] = 6.25298498; - data[19797] = 1.74059917; - data[19997] = 4.32644226; - data[19998] = 8.73131864; - data[19999] = 7.78916525; - data[20000] = 3.48923868; - data[20200] = 2.57835095; - data[20201] = 6.77582854; - data[20202] = 9.40941647; - data[20203] = 5.31194592; - data[20204] = 1.21447595; - data[20403] = 0.75411191; - data[20404] = 4.75395704; - data[20405] = 8.75380263; - data[20406] = 7.19209015; - data[20407] = 3.28754401; - data[20607] = 2.68179690; - data[20608] = 6.49331464; - data[20609] = 9.11457930; - data[20610] = 5.39387390; - data[20611] = 1.67316827; - data[20810] = 0.57394296; - data[20811] = 4.20600036; - data[20812] = 7.83805829; - data[20813] = 7.52023002; - data[20814] = 3.97470826; - data[20815] = 0.42918732; - data[21014] = 1.90464477; - data[21015] = 5.36569161; - data[21016] = 8.82673822; - data[21017] = 6.27609482; - data[21018] = 2.89750961; - data[21218] = 2.89885257; - data[21219] = 6.19694078; - data[21220] = 8.56699049; - data[21221] = 5.34748193; - data[21222] = 2.12797290; - data[21421] = 0.44750227; - data[21422] = 3.59030394; - data[21423] = 6.73310598; - data[21424] = 7.77023612; - data[21425] = 4.70231380; - data[21426] = 1.63439126; - data[21625] = 1.01536023; - data[21626] = 4.01018746; - data[21627] = 7.00501446; - data[21628] = 7.23442994; - data[21629] = 4.31095669; - data[21630] = 1.38748321; - data[21829] = 1.33348850; - data[21830] = 4.18730825; - data[21831] = 7.04112789; - data[21832] = 6.93188375; - data[21833] = 4.14605811; - data[21834] = 1.36023236; - data[22033] = 1.42879714; - data[22034] = 4.14824858; - data[22035] = 6.86769979; - data[22036] = 6.83705276; - data[22037] = 4.18239459; - data[22038] = 1.52773573; - data[22237] = 1.32610439; - data[22238] = 3.91751388; - data[22239] = 6.50892360; - data[22240] = 6.92639686; - data[22241] = 4.39672917; - data[22242] = 1.86706171; - data[22441] = 1.04827771; - data[22442] = 3.51767405; - data[22443] = 5.98707050; - data[22444] = 7.17824046; - data[22445] = 4.76767914; - data[22446] = 2.35711760; - data[22645] = 0.61636406; - data[22646] = 2.96949223; - data[22647] = 5.32262027; - data[22648] = 7.57265091; - data[22649] = 5.27558755; - data[22650] = 2.97852419; - data[22651] = 0.68146095; - data[22849] = 0.04971400; - data[22850] = 2.29204819; - data[22851] = 4.53438237; - data[22852] = 6.77671656; - data[22853] = 5.90240723; - data[22854] = 3.71349836; - data[22855] = 1.52458926; - data[23054] = 1.50285335; - data[23055] = 3.63961048; - data[23056] = 5.77636715; - data[23057] = 6.63159089; - data[23058] = 4.54574358; - data[23059] = 2.45989650; - data[23060] = 0.37404924; - data[23258] = 0.61795861; - data[23259] = 2.65410915; - data[23260] = 4.69025923; - data[23261] = 6.72641024; - data[23262] = 5.46034705; - data[23263] = 3.47270933; - data[23264] = 1.48507138; - data[23463] = 1.59233576; - data[23464] = 3.53261665; - data[23465] = 5.47289755; - data[23466] = 6.44368259; - data[23467] = 4.54962999; - data[23468] = 2.65557761; - data[23469] = 0.76152512; - data[23667] = 0.46749352; - data[23668] = 2.31641904; - data[23669] = 4.16534441; - data[23670] = 6.01426978; - data[23671] = 5.67844696; - data[23672] = 3.87357362; - data[23673] = 2.06870004; - data[23674] = 0.26382666; - data[23872] = 1.05349103; - data[23873] = 2.81536230; - data[23874] = 4.57723346; - data[23875] = 6.33910485; - data[23876] = 5.12815686; - data[23877] = 3.40826320; - data[23878] = 1.68837002; - data[24077] = 1.43350090; - data[24078] = 3.11241671; - data[24079] = 4.79133241; - data[24080] = 6.40943693; - data[24081] = 4.77052201; - data[24082] = 3.13160778; - data[24083] = 1.49269309; - data[24281] = 0.02932359; - data[24282] = 1.62918994; - data[24283] = 3.22905602; - data[24284] = 4.82892245; - data[24285] = 6.14671456; - data[24286] = 4.58496623; - data[24287] = 3.02321767; - data[24288] = 1.46146910; - data[24486] = 0.13601698; - data[24487] = 1.66055572; - data[24488] = 3.18509457; - data[24489] = 4.70963307; - data[24490] = 6.04072399; - data[24491] = 4.55250870; - data[24492] = 3.06429295; - data[24493] = 1.57607743; - data[24494] = 0.08786193; - data[24691] = 0.09328097; - data[24692] = 1.54603878; - data[24693] = 2.99879676; - data[24694] = 4.45155473; - data[24695] = 5.90431225; - data[24696] = 4.65566106; - data[24697] = 3.23751615; - data[24698] = 1.81937125; - data[24699] = 0.40122634; - data[24897] = 1.30262633; - data[24898] = 2.68698297; - data[24899] = 4.07133950; - data[24900] = 5.45569602; - data[24901] = 4.87832492; - data[24902] = 3.52695142; - data[24903] = 2.17557792; - data[24904] = 0.82420459; - data[25102] = 0.94595028; - data[25103] = 2.26512621; - data[25104] = 3.58430226; - data[25105] = 4.90347855; - data[25106] = 5.20569785; - data[25107] = 3.91795207; - data[25108] = 2.63020652; - data[25109] = 1.34246063; - data[25110] = 0.05471494; - data[25307] = 0.49037894; - data[25308] = 1.74744334; - data[25309] = 3.00450763; - data[25310] = 4.26157191; - data[25311] = 5.51863620; - data[25312] = 4.39707236; - data[25313] = 3.16995848; - data[25314] = 1.94284460; - data[25315] = 0.71573065; - data[25513] = 1.14698056; - data[25514] = 2.34485767; - data[25515] = 3.54273478; - data[25516] = 4.74061165; - data[25517] = 4.95198462; - data[25518] = 3.78264743; - data[25519] = 2.61331047; - data[25520] = 1.44397374; - data[25521] = 0.27463681; - data[25718] = 0.47569509; - data[25719] = 1.61717169; - data[25720] = 2.75864848; - data[25721] = 3.90012516; - data[25722] = 5.04160160; - data[25723] = 4.45712078; - data[25724] = 3.34284059; - data[25725] = 2.22856039; - data[25726] = 1.11428020; - - for (auto & val : data) { - val /= 1000.0f; - } - - filters.data = std::move(data); - return filters; -} - -} // namespace whisper_precalc_filters diff --git a/tools/mtmd/mtmd-audio.h b/tools/mtmd/mtmd-audio.h index b7b940affb..1b454337cb 100644 --- a/tools/mtmd/mtmd-audio.h +++ b/tools/mtmd/mtmd-audio.h @@ -1,23 +1,15 @@ #pragma once #include "ggml.h" +#include "clip-model.h" #include #include #include -#define WHISPER_ASSERT GGML_ASSERT +#define MTMD_INTERNAL_HEADER -#define WHISPER_SAMPLE_RATE 16000 -#define WHISPER_N_FFT 400 -#define WHISPER_HOP_LENGTH 160 -#define WHISPER_CHUNK_SIZE 30 - -#define COMMON_SAMPLE_RATE 16000 - -namespace whisper_preprocessor { - -struct whisper_mel { +struct mtmd_audio_mel { int n_len; int n_len_org; int n_mel; @@ -25,23 +17,18 @@ struct whisper_mel { std::vector data; }; -struct whisper_filters { - int32_t n_mel; - int32_t n_fft; +struct mtmd_audio_preprocessor { + const clip_hparams & hparams; - std::vector data; + mtmd_audio_preprocessor(const clip_ctx * ctx): hparams(*clip_get_hparams(ctx)) {} + + virtual ~mtmd_audio_preprocessor() = default; + virtual void initialize() = 0; // NOT thread-safe + virtual bool preprocess(const float * samples, size_t n_samples, std::vector & output) = 0; }; -bool preprocess_audio( - const float * samples, - size_t n_samples, - const whisper_filters & filters, - std::vector & output); - -} // namespace whisper_preprocessor - -namespace whisper_precalc_filters { - -whisper_preprocessor::whisper_filters get_128_bins(); - -} // namespace whisper_precalc_filters +struct mtmd_audio_preprocessor_whisper : mtmd_audio_preprocessor { + mtmd_audio_preprocessor_whisper(const clip_ctx * ctx) : mtmd_audio_preprocessor(ctx) {} + void initialize() override; + bool preprocess(const float * samples, size_t n_samples, std::vector & output) override; +}; diff --git a/tools/mtmd/mtmd-cli.cpp b/tools/mtmd/mtmd-cli.cpp index 6679de309b..332d2049e5 100644 --- a/tools/mtmd/mtmd-cli.cpp +++ b/tools/mtmd/mtmd-cli.cpp @@ -65,7 +65,7 @@ static void sigint_handler(int signo) { struct mtmd_cli_context { mtmd::context_ptr ctx_vision; - common_init_result llama_init; + common_init_result_ptr llama_init; llama_model * model; llama_context * lctx; @@ -89,8 +89,8 @@ struct mtmd_cli_context { llama_pos n_past = 0; mtmd_cli_context(common_params & params) : llama_init(common_init_from_params(params)) { - model = llama_init.model.get(); - lctx = llama_init.context.get(); + model = llama_init->model(); + lctx = llama_init->context(); vocab = llama_model_get_vocab(model); smpl = common_sampler_init(model, params.sampling); n_threads = params.cpuparams.n_threads; @@ -136,6 +136,7 @@ struct mtmd_cli_context { mparams.print_timings = true; mparams.n_threads = params.cpuparams.n_threads; mparams.flash_attn_type = params.flash_attn_type; + mparams.warmup = params.warmup; mparams.image_min_tokens = params.image_min_tokens; mparams.image_max_tokens = params.image_max_tokens; ctx_vision.reset(mtmd_init_from_file(clip_path, model, mparams)); @@ -269,6 +270,7 @@ int main(int argc, char ** argv) { ggml_time_init(); common_params params; + params.use_jinja = false; // disable jinja by default params.sampling.temp = 0.2; // lower temp by default for better quality if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_MTMD, show_additional_info)) { @@ -309,11 +311,16 @@ int main(int argc, char ** argv) { if (g_is_interrupted) return 130; + LOG_WRN("WARN: This is an experimental CLI for testing multimodal capability.\n"); + LOG_WRN(" For normal use cases, please use the standard llama-cli\n"); + if (is_single_turn) { g_is_generating = true; if (params.prompt.find(mtmd_default_marker()) == std::string::npos) { for (size_t i = 0; i < params.image.size(); i++) { - params.prompt += mtmd_default_marker(); + // most models require the marker before each image + // ref: https://github.com/ggml-org/llama.cpp/pull/17616 + params.prompt = mtmd_default_marker() + params.prompt; } } common_chat_msg msg; @@ -348,11 +355,11 @@ int main(int argc, char ** argv) { while (!g_is_interrupted) { g_is_generating = false; LOG("\n> "); - console::set_display(console::user_input); + console::set_display(DISPLAY_TYPE_USER_INPUT); std::string line; console::readline(line, false); if (g_is_interrupted) break; - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); line = string_strip(line); if (line.empty()) { continue; diff --git a/tools/mtmd/mtmd-helper.cpp b/tools/mtmd/mtmd-helper.cpp index f0891bba30..902a4b456d 100644 --- a/tools/mtmd/mtmd-helper.cpp +++ b/tools/mtmd/mtmd-helper.cpp @@ -32,6 +32,10 @@ #define STB_IMAGE_IMPLEMENTATION #include "stb/stb_image.h" +#ifdef MTMD_INTERNAL_HEADER +#error "mtmd-helper is a public library outside of mtmd. it must not include internal headers" +#endif + // // internal logging functions // diff --git a/tools/mtmd/mtmd.cpp b/tools/mtmd/mtmd.cpp index dfad9cd795..c63f299cd9 100644 --- a/tools/mtmd/mtmd.cpp +++ b/tools/mtmd/mtmd.cpp @@ -108,6 +108,7 @@ mtmd_context_params mtmd_context_params_default() { /* image_marker */ MTMD_DEFAULT_IMAGE_MARKER, /* media_marker */ mtmd_default_marker(), /* flash_attn_type */ LLAMA_FLASH_ATTN_TYPE_AUTO, + /* warmup */ true, /* image_min_tokens */ -1, /* image_max_tokens */ -1, }; @@ -150,8 +151,7 @@ struct mtmd_context { // string template for slice image delimiters with row/col (idefics3) std::string sli_img_start_tmpl; - // for whisper, we pre-calculate the mel filter bank - whisper_preprocessor::whisper_filters w_filters; + std::unique_ptr audio_preproc; // TODO @ngxson : add timings @@ -177,6 +177,7 @@ struct mtmd_context { /* flash_attn_type */ CLIP_FLASH_ATTN_TYPE_AUTO, /* image_min_tokens */ ctx_params.image_min_tokens, /* image_max_tokens */ ctx_params.image_max_tokens, + /* warmup */ ctx_params.warmup, }; auto res = clip_init(mmproj_fname, ctx_clip_params); @@ -304,6 +305,10 @@ struct mtmd_context { img_beg = "<|im_start|>"; img_end = "<|im_end|>"; + } else if (proj == PROJECTOR_TYPE_LFM2) { + img_beg = "<|image_start|>"; + img_end = "<|image_end|>"; + } } @@ -311,14 +316,25 @@ struct mtmd_context { GGML_ASSERT(ctx_a != nullptr); projector_type proj = clip_get_projector_type(ctx_a); - if (clip_has_whisper_encoder(ctx_a)) { - // TODO @ngxson : check if model n_mel is 128 or 80 - w_filters = whisper_precalc_filters::get_128_bins(); - } - LOG_WRN("%s: audio input is in experimental stage and may have reduced quality:\n" " https://github.com/ggml-org/llama.cpp/discussions/13759\n", __func__); + // set preprocessor + switch (proj) { + case PROJECTOR_TYPE_QWEN2A: + case PROJECTOR_TYPE_QWEN25O: + case PROJECTOR_TYPE_ULTRAVOX: + case PROJECTOR_TYPE_VOXTRAL: + audio_preproc = std::make_unique(ctx_a); + break; + default: + GGML_ABORT("unsupported audio projector type"); + } + + // initialize audio preprocessor + audio_preproc->initialize(); + + // set special tokens if (proj == PROJECTOR_TYPE_QWEN2A) { // <|audio_bos|> ... (embeddings) ... <|audio_eos|> aud_beg = "<|audio_bos|>"; @@ -647,11 +663,10 @@ struct mtmd_tokenizer { } // preprocess audio - GGML_ASSERT(ctx->w_filters.n_mel); // make sure we have filter preloaded - std::vector mel_spec_chunks; + std::vector mel_spec_chunks; const float * samples = (const float *)bitmap->data.data(); size_t n_samples = bitmap->data.size() / sizeof(float); - bool ok = whisper_preprocessor::preprocess_audio(samples, n_samples, ctx->w_filters, mel_spec_chunks); + bool ok = ctx->audio_preproc->preprocess(samples, n_samples, mel_spec_chunks); if (!ok) { LOG_ERR("Unable to preprocess audio\n"); return 2; @@ -857,8 +872,7 @@ int mtmd_get_audio_bitrate(mtmd_context * ctx) { if (!ctx->ctx_a) { return -1; } - // for now, we assume that all audio models have the same bitrate - return 16000; // 16kHz + return clip_get_hparams(ctx->ctx_a)->audio_sample_rate; } // diff --git a/tools/mtmd/mtmd.h b/tools/mtmd/mtmd.h index 015119be89..9f7e861e92 100644 --- a/tools/mtmd/mtmd.h +++ b/tools/mtmd/mtmd.h @@ -22,6 +22,11 @@ * Issues related to API usage may receive lower priority support. * * For the usage, see an example in mtmd-cli.cpp + * + * For contributors: + * - Make sure the C API is aligned with the libllama C API (as in llama.h) + * - Do not include model name (e.g., qwen, gemma) in the API, use generic terms instead + * - Keep the API minimal, do not expose internal details unless necessary */ #ifdef LLAMA_SHARED @@ -82,6 +87,7 @@ struct mtmd_context_params { const char * image_marker; // deprecated, use media_marker instead const char * media_marker; enum llama_flash_attn_type flash_attn_type; + bool warmup; // whether to run a warmup encode pass after initialization // limit number of image tokens, only for vision models with dynamic resolution int image_min_tokens; // minimum number of tokens for image input (default: read from metadata) diff --git a/tools/mtmd/tests.sh b/tools/mtmd/tests.sh index 472f7d821c..82b486ec93 100755 --- a/tools/mtmd/tests.sh +++ b/tools/mtmd/tests.sh @@ -32,23 +32,32 @@ fi arr_prefix=() arr_hf=() -arr_tmpl=() # chat template +arr_extra_args=() arr_file=() add_test_vision() { local hf=$1 - local tmpl=${2:-""} # default to empty string if not provided + shift + local extra_args="" + if [ $# -gt 0 ]; then + extra_args=$(printf " %q" "$@") + fi arr_prefix+=("[vision]") arr_hf+=("$hf") - arr_tmpl+=("$tmpl") + arr_extra_args+=("$extra_args") arr_file+=("test-1.jpeg") } add_test_audio() { local hf=$1 + shift + local extra_args="" + if [ $# -gt 0 ]; then + extra_args=$(printf " %q" "$@") + fi arr_prefix+=("[audio] ") arr_hf+=("$hf") - arr_tmpl+=("") # no need for chat tmpl + arr_extra_args+=("$extra_args") arr_file+=("test-2.mp3") } @@ -56,9 +65,9 @@ add_test_vision "ggml-org/SmolVLM-500M-Instruct-GGUF:Q8_0" add_test_vision "ggml-org/SmolVLM2-2.2B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/SmolVLM2-500M-Video-Instruct-GGUF:Q8_0" add_test_vision "ggml-org/gemma-3-4b-it-GGUF:Q4_K_M" -add_test_vision "THUDM/glm-edge-v-5b-gguf:Q4_K_M" -add_test_vision "second-state/Llava-v1.5-7B-GGUF:Q2_K" "vicuna" -add_test_vision "cjpais/llava-1.6-mistral-7b-gguf:Q3_K_M" "vicuna" +add_test_vision "THUDM/glm-edge-v-5b-gguf:Q4_K_M" -p "name of the newspaper?<__media__>" +add_test_vision "second-state/Llava-v1.5-7B-GGUF:Q2_K" --chat-template vicuna +add_test_vision "cjpais/llava-1.6-mistral-7b-gguf:Q3_K_M" --chat-template vicuna add_test_vision "ibm-research/granite-vision-3.2-2b-GGUF:Q4_K_M" add_test_vision "second-state/MiniCPM-Llama3-V-2_5-GGUF:Q2_K" # model from openbmb is corrupted add_test_vision "openbmb/MiniCPM-V-2_6-gguf:Q2_K" @@ -79,7 +88,7 @@ add_test_audio "ggml-org/Voxtral-Mini-3B-2507-GGUF:Q4_K_M" # to test the big models, run: ./tests.sh big if [ "$RUN_BIG_TESTS" = true ]; then add_test_vision "ggml-org/pixtral-12b-GGUF:Q4_K_M" - add_test_vision "ggml-org/Mistral-Small-3.1-24B-Instruct-2503-GGUF" "mistral-v7" + add_test_vision "ggml-org/Mistral-Small-3.1-24B-Instruct-2503-GGUF" --chat-template mistral-v7 add_test_vision "ggml-org/Qwen2-VL-2B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/Qwen2-VL-7B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/Qwen2.5-VL-3B-Instruct-GGUF:Q4_K_M" @@ -89,7 +98,7 @@ if [ "$RUN_BIG_TESTS" = true ]; then add_test_vision "ggml-org/InternVL3-14B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/Qwen2.5-Omni-7B-GGUF:Q4_K_M" # add_test_vision "ggml-org/Qwen2.5-VL-32B-Instruct-GGUF:Q4_K_M" # does not work on my mac M3 Ultra - add_test_vision "ggml-org/Kimi-VL-A3B-Thinking-2506-GGUF:Q4_K_M" + # add_test_vision "ggml-org/Kimi-VL-A3B-Thinking-2506-GGUF:Q4_K_M" # not always working add_test_audio "ggml-org/ultravox-v0_5-llama-3_1-8b-GGUF:Q4_K_M" add_test_audio "ggml-org/Qwen2.5-Omni-7B-GGUF:Q4_K_M" @@ -122,21 +131,25 @@ for i in "${!arr_hf[@]}"; do bin="llama-mtmd-cli" prefix="${arr_prefix[$i]}" hf="${arr_hf[$i]}" - tmpl="${arr_tmpl[$i]}" + extra_args="${arr_extra_args[$i]}" inp_file="${arr_file[$i]}" echo "Running test with binary: $bin and HF model: $hf" echo "" echo "" - output=$(\ - "$PROJ_ROOT/build/bin/$bin" \ - -hf "$hf" \ - --image $SCRIPT_DIR/$inp_file \ - -p "what is the publisher name of the newspaper?" \ + cmd="$(printf %q "$PROJ_ROOT/build/bin/$bin") \ + -hf $(printf %q "$hf") \ + --image $(printf %q "$SCRIPT_DIR/$inp_file") \ --temp 0 -n 128 \ - ${tmpl:+--chat-template "$tmpl"} \ - 2>&1 | tee /dev/tty) + ${extra_args}" + + # if extra_args does not contain -p, we add a default prompt + if ! [[ "$extra_args" =~ "-p" ]]; then + cmd+=" -p \"what is the publisher name of the newspaper?\"" + fi + + output=$(eval "$cmd" 2>&1 | tee /dev/tty) echo "$output" > $SCRIPT_DIR/output/$bin-$(echo "$hf" | tr '/' '-').log @@ -144,9 +157,9 @@ for i in "${!arr_hf[@]}"; do if echo "$output" | grep -iq "new york" \ || (echo "$output" | grep -iq "men" && echo "$output" | grep -iq "walk") then - result="$prefix \033[32mOK\033[0m: $bin $hf" + result="$prefix \033[32mOK\033[0m: $hf" else - result="$prefix \033[31mFAIL\033[0m: $bin $hf" + result="$prefix \033[31mFAIL\033[0m: $hf" fi echo -e "$result" arr_res+=("$result") diff --git a/tools/perplexity/perplexity.cpp b/tools/perplexity/perplexity.cpp index caf080e8d1..1ead9c871e 100644 --- a/tools/perplexity/perplexity.cpp +++ b/tools/perplexity/perplexity.cpp @@ -2024,10 +2024,10 @@ int main(int argc, char ** argv) { llama_numa_init(params.numa); // load the model and apply lora adapter, if any - common_init_result llama_init = common_init_from_params(params); + auto llama_init = common_init_from_params(params); - llama_model * model = llama_init.model.get(); - llama_context * ctx = llama_init.context.get(); + auto * model = llama_init->model(); + auto * ctx = llama_init->context(); if (model == NULL) { LOG_ERR("%s: unable to load model\n", __func__); diff --git a/tools/quantize/tests.sh b/tools/quantize/tests.sh index acc54fd9b1..2cae588e9e 100644 --- a/tools/quantize/tests.sh +++ b/tools/quantize/tests.sh @@ -20,7 +20,7 @@ set -x SPLIT=$1/llama-gguf-split QUANTIZE=$1/llama-quantize -MAIN=$1/llama-cli +MAIN=$1/llama-completion WORK_PATH=$TMP_DIR/quantize ROOT_DIR=$(realpath $(dirname $0)/../../) diff --git a/tools/server/CMakeLists.txt b/tools/server/CMakeLists.txt index 7fbca32016..ae1a497be6 100644 --- a/tools/server/CMakeLists.txt +++ b/tools/server/CMakeLists.txt @@ -1,12 +1,33 @@ -set(TARGET llama-server) - include_directories(${CMAKE_CURRENT_SOURCE_DIR} ${CMAKE_CURRENT_BINARY_DIR}) -if (MINGW) - # fix: https://github.com/ggml-org/llama.cpp/actions/runs/9651004652/job/26617901362?pr=8006 - add_compile_definitions(_WIN32_WINNT=${GGML_WIN_VER}) +# server-context containing the core server logic, used by llama-server and CLI + +set(TARGET server-context) + +add_library(${TARGET} STATIC + server-task.cpp + server-task.h + server-queue.cpp + server-queue.h + server-common.cpp + server-common.h + server-context.cpp + server-context.h +) + +if (BUILD_SHARED_LIBS) + set_target_properties(${TARGET} PROPERTIES POSITION_INDEPENDENT_CODE ON) endif() +target_include_directories(${TARGET} PRIVATE ../mtmd) +target_include_directories(${TARGET} PRIVATE ${CMAKE_SOURCE_DIR}) +target_link_libraries(${TARGET} PUBLIC common mtmd ${CMAKE_THREAD_LIBS_INIT}) + + +# llama-server executable + +set(TARGET llama-server) + if (NOT LLAMA_HTTPLIB) message(FATAL_ERROR "LLAMA_HTTPLIB is OFF, cannot build llama-server. Hint: to skip building server, set -DLLAMA_BUILD_SERVER=OFF") endif() @@ -15,12 +36,16 @@ set(TARGET_SRCS server.cpp server-http.cpp server-http.h + server-models.cpp + server-models.h server-task.cpp server-task.h server-queue.cpp server-queue.h server-common.cpp server-common.h + server-context.cpp + server-context.h ) set(PUBLIC_ASSETS index.html.gz @@ -44,7 +69,7 @@ install(TARGETS ${TARGET} RUNTIME) target_include_directories(${TARGET} PRIVATE ../mtmd) target_include_directories(${TARGET} PRIVATE ${CMAKE_SOURCE_DIR}) -target_link_libraries(${TARGET} PRIVATE common mtmd cpp-httplib ${CMAKE_THREAD_LIBS_INIT}) +target_link_libraries(${TARGET} PRIVATE server-context PUBLIC common cpp-httplib ${CMAKE_THREAD_LIBS_INIT}) if (WIN32) TARGET_LINK_LIBRARIES(${TARGET} PRIVATE ws2_32) diff --git a/tools/server/README-dev.md b/tools/server/README-dev.md new file mode 100644 index 0000000000..fbcd6bc1f9 --- /dev/null +++ b/tools/server/README-dev.md @@ -0,0 +1,177 @@ +# llama-server Development Documentation + +This document provides an in-depth technical overview of `llama-server`, intended for maintainers and contributors. + +If you are an end user consuming `llama-server` as a product, please refer to the main [README](./README.md) instead. + +## Backend + +### Overview + +The server supports two primary operating modes: + +- **Inference mode**: The default mode for performing inference with a single loaded GGUF model. +- **Router mode**: Enables management of multiple inference server instances behind a single API endpoint. Requests are automatically routed to the appropriate backend instance based on the requested model. + +The core architecture consists of the following components: + +- `server_context`: Holds the primary inference state, including the main `llama_context` and all active slots. +- `server_slot`: An abstraction over a single “sequence” in llama.cpp, responsible for managing individual parallel inference requests. +- `server_routes`: Middleware layer between `server_context` and the HTTP interface; handles JSON parsing/formatting and request routing logic. +- `server_http_context`: Implements the HTTP server using `cpp-httplib`. +- `server_queue`: Thread-safe queue used by HTTP workers to submit new tasks to `server_context`. +- `server_response`: Thread-safe queue used by `server_context` to return results to HTTP workers. +- `server_response_reader`: Higher-level wrapper around the two queues above for cleaner code. +- `server_task`: Unit of work pushed into `server_queue`. +- `server_task_result`: Unit of result pushed into `server_response`. +- `server_tokens`: Unified representation of token sequences (supports both text and multimodal tokens); used by `server_task` and `server_slot`. +- `server_prompt_checkpoint`: For recurrent (e.g., RWKV) and SWA models, stores snapshots of KV cache state. Enables reuse when subsequent requests share the same prompt prefix, saving redundant computation. +- `server_models`: Standalone component for managing multiple backend instances (used in router mode). It is completely independent of `server_context`. + +```mermaid +graph TD + API_User <--> server_http_context + server_http_context <-- router mode --> server_models + server_http_context <-- inference mode --> server_routes + server_routes -- server_task --> server_queue + subgraph server_context + server_queue --> server_slot + server_slot -- server_task_result --> server_response + server_slot[multiple server_slot] + end + server_response --> server_routes +``` + +### Batching + +The server context maintains a single batch shared across all slots. When `update_slots()` is invoked, the system iterates through all active slots to populate this batch. For each slot, either a generated token from the previous decoding step or available prompt tokens are added to the batch. + +Batching constraints apply: slots can only be batched together if they share compatible configurations. For instance, slots using a specific LoRA adapter can be batched with each other, but not with slots using a different LoRA adapter or no adapter at all. + +Once the batch reaches capacity or all slots have been processed, `llama_decode` is called to execute the inference. This operation represents the primary computational bottleneck in `update_slots()`. + +Following decoding, the system either retrieves embeddings or samples the next token using `common_sampler_sample`. If a slot has remaining prompt tokens to process, it yields until the next `update_slots()` iteration. + +### Thread Management + +`server_context` runs on a dedicated single thread. Because it is single-threaded, heavy post-processing (especially after token generation) should be avoided, as it directly impacts multi-sequence throughput. + +Each incoming HTTP request is handled by its own thread managed by the HTTP library. The following operations are performed in HTTP worker threads: + +- JSON request parsing +- Chat template application +- Tokenization +- Conversion of `server_task_result` into final JSON response +- Error formatting into JSON +- Tracking of partial/incremental responses (e.g., streaming tool calls or reasoning steps) + +**Best practices to follow:** + +- All JSON formatting and chat template logic must stay in the HTTP layer. +- Avoid passing raw JSON between the HTTP layer and `server_slot`. Instead, parse everything into native C++ types as early as possible. + +### Example trace of a request + +Here is an example trace of an API request for text completion: + +- A request arrives at the HTTP layer. +- The request is routed to the corresponding handler inside `server_routes`. In this case, `handle_completions_impl` is invoked. +- The handler parses the input request, constructs a new `server_task`, and passes it to `server_res_generator`. +- `server_res_generator` creates a new `task_result_state` for each task: + - `task_result_state` stays in the HTTP layer, responsible for keeping track of the current state of the response (e.g., parsing tool calls or thinking messages). + - `server_task` is moved into `server_queue` inside `server_context`. +- `server_context` launches the task by moving it into an available slot (see `launch_slot_with_task()`). +- `update_slot()` processes the task as described in the "Batching" section above. +- Results may be sent using `send_partial_response` or `send_final_response`, which creates a new `server_task_result` and pushes it to the response queue. +- At the same time, `server_res_generator` listens to the response queue and retrieves this response. +- As the response is stateless, `server_res_generator` calls `response->update()` to update the response with the current state. +- `server_res_generator` then calls `response->to_json()` and passes the response to the HTTP layer. + +### Testing + +`llama-server` includes an automated test suite based on `pytest`. + +The framework automatically starts a `llama-server` instance, sends requests, and validates responses. + +For detailed instructions, see the [test documentation](./tests/README.md). + +### Notable Related PRs + +- Initial server implementation: https://github.com/ggml-org/llama.cpp/pull/1443 +- Parallel decoding support: https://github.com/ggml-org/llama.cpp/pull/3228 +- Refactor introducing `server_queue` and `server_response`: https://github.com/ggml-org/llama.cpp/pull/5065 +- Reranking endpoint: https://github.com/ggml-org/llama.cpp/pull/9510 +- Multimodal model support (`libmtmd`): https://github.com/ggml-org/llama.cpp/pull/12898 +- Unified KV cache handling: https://github.com/ggml-org/llama.cpp/pull/16736 +- Separation of HTTP logic into dedicated files: https://github.com/ggml-org/llama.cpp/pull/17216 +- Large-scale code base split into smaller files: https://github.com/ggml-org/llama.cpp/pull/17362 +- Introduction of router mode: https://github.com/ggml-org/llama.cpp/pull/17470 +- Speculative decoding: https://github.com/ggml-org/llama.cpp/pull/17808 and rework in https://github.com/ggml-org/llama.cpp/pull/17808 + + + + +## Web UI + +The project includes a web-based user interface for interacting with `llama-server`. It supports both single-model (`MODEL` mode) and multi-model (`ROUTER` mode) operation. + +The SvelteKit-based Web UI is introduced in this PR: https://github.com/ggml-org/llama.cpp/pull/14839 + +### Features + +- **Chat interface** with streaming responses +- **Multi-model support** (ROUTER mode) - switch between models, auto-load on selection +- **Modality validation** - ensures selected model supports conversation's attachments (images, audio) +- **Conversation management** - branching, regeneration, editing with history preservation +- **Attachment support** - images, audio, PDFs (with vision/text fallback) +- **Configurable parameters** - temperature, top_p, etc. synced with server defaults +- **Dark/light theme** + +### Tech Stack + +- **SvelteKit** - frontend framework with Svelte 5 runes for reactive state +- **TailwindCSS** + **shadcn-svelte** - styling and UI components +- **Vite** - build tooling +- **IndexedDB** (Dexie) - local storage for conversations +- **LocalStorage** - user settings persistence + +### Architecture + +The WebUI follows a layered architecture: + +``` +Routes → Components → Hooks → Stores → Services → Storage/API +``` + +- **Stores** - reactive state management (`chatStore`, `conversationsStore`, `modelsStore`, `serverStore`, `settingsStore`) +- **Services** - stateless API/database communication (`ChatService`, `ModelsService`, `PropsService`, `DatabaseService`) +- **Hooks** - reusable logic (`useModelChangeValidation`, `useProcessingState`) + +For detailed architecture diagrams, see [`tools/server/webui/docs/`](webui/docs/): + +- `high-level-architecture.mmd` - full architecture with all modules +- `high-level-architecture-simplified.mmd` - simplified overview +- `data-flow-simplified-model-mode.mmd` - data flow for single-model mode +- `data-flow-simplified-router-mode.mmd` - data flow for multi-model mode +- `flows/*.mmd` - detailed per-domain flows (chat, conversations, models, etc.) + +### Development + +```sh +# make sure you have Node.js installed +cd tools/server/webui +npm i + +# run dev server (with hot reload) +npm run dev + +# run tests +npm run test + +# build production bundle +npm run build +``` + +After `public/index.html.gz` has been generated, rebuild `llama-server` as described in the [build](#build) section to include the updated UI. + +**Note:** The Vite dev server automatically proxies API requests to `http://localhost:8080`. Make sure `llama-server` is running on that port during development. diff --git a/tools/server/README.md b/tools/server/README.md index f42bc7921c..073bcd2ccd 100644 --- a/tools/server/README.md +++ b/tools/server/README.md @@ -2,7 +2,7 @@ Fast, lightweight, pure C/C++ HTTP server based on [httplib](https://github.com/yhirose/cpp-httplib), [nlohmann::json](https://github.com/nlohmann/json) and **llama.cpp**. -Set of LLM REST APIs and a simple web front end to interact with llama.cpp. +Set of LLM REST APIs and a web UI to interact with llama.cpp. **Features:** * LLM inference of F16 and quantized models on GPU and CPU @@ -19,7 +19,7 @@ Set of LLM REST APIs and a simple web front end to interact with llama.cpp. * Speculative decoding * Easy-to-use web UI -The project is under active development, and we are [looking for feedback and contributors](https://github.com/ggml-org/llama.cpp/issues/4216). +For the ful list of features, please refer to [server's changelog](https://github.com/ggml-org/llama.cpp/issues/9291) ## Usage @@ -52,11 +52,10 @@ The project is under active development, and we are [looking for feedback and co | `-ub, --ubatch-size N` | physical maximum batch size (default: 512)
(env: LLAMA_ARG_UBATCH) | | `--keep N` | number of tokens to keep from the initial prompt (default: 0, -1 = all) | | `--swa-full` | use full-size SWA cache (default: false)
[(more info)](https://github.com/ggml-org/llama.cpp/pull/13194#issuecomment-2868343055)
(env: LLAMA_ARG_SWA_FULL) | -| `--kv-unified, -kvu` | use single unified KV buffer for the KV cache of all sequences (default: false)
[(more info)](https://github.com/ggml-org/llama.cpp/pull/14363)
(env: LLAMA_ARG_KV_SPLIT) | +| `--kv-unified, -kvu` | use single unified KV buffer for the KV cache of all sequences (default: false)
[(more info)](https://github.com/ggml-org/llama.cpp/pull/14363)
(env: LLAMA_ARG_KV_UNIFIED) | | `-fa, --flash-attn [on\|off\|auto]` | set Flash Attention use ('on', 'off', or 'auto', default: 'auto')
(env: LLAMA_ARG_FLASH_ATTN) | -| `--no-perf` | disable internal libllama performance timings (default: false)
(env: LLAMA_ARG_NO_PERF) | -| `-e, --escape` | process escapes sequences (\n, \r, \t, \', \", \\) (default: true) | -| `--no-escape` | do not process escape sequences | +| `--perf, --no-perf` | whether to enable internal libllama performance timings (default: false)
(env: LLAMA_ARG_PERF) | +| `-e, --escape, --no-escape` | whether to process escapes sequences (\n, \r, \t, \', \", \\) (default: true) | | `--rope-scaling {none,linear,yarn}` | RoPE frequency scaling method, defaults to linear unless specified by the model
(env: LLAMA_ARG_ROPE_SCALING_TYPE) | | `--rope-scale N` | RoPE context scaling factor, expands context by a factor of N
(env: LLAMA_ARG_ROPE_SCALE) | | `--rope-freq-base N` | RoPE base frequency, used by NTK-aware scaling (default: loaded from model)
(env: LLAMA_ARG_ROPE_FREQ_BASE) | @@ -66,15 +65,15 @@ The project is under active development, and we are [looking for feedback and co | `--yarn-attn-factor N` | YaRN: scale sqrt(t) or attention magnitude (default: -1.0)
(env: LLAMA_ARG_YARN_ATTN_FACTOR) | | `--yarn-beta-slow N` | YaRN: high correction dim or alpha (default: -1.0)
(env: LLAMA_ARG_YARN_BETA_SLOW) | | `--yarn-beta-fast N` | YaRN: low correction dim or beta (default: -1.0)
(env: LLAMA_ARG_YARN_BETA_FAST) | -| `-nkvo, --no-kv-offload` | disable KV offload
(env: LLAMA_ARG_NO_KV_OFFLOAD) | -| `-nr, --no-repack` | disable weight repacking
(env: LLAMA_ARG_NO_REPACK) | -| `--no-host` | bypass host buffer allowing extra buffers to be used
(env: LLAMA_ARG_NO_HOST) | +| `-kvo, --kv-offload, -nkvo, --no-kv-offload` | whether to enable KV cache offloading (default: enabled)
(env: LLAMA_ARG_KV_OFFLOAD) | +| `--repack, -nr, --no-repack` | whether to enable weight repacking (default: enabled)
(env: LLAMA_ARG_REPACK) | +| `--no-host` | bypass host buffer allowing extra buffers to be used
(env: LLAMA_ARG_HOST) | | `-ctk, --cache-type-k TYPE` | KV cache data type for K
allowed values: f32, f16, bf16, q8_0, q4_0, q4_1, iq4_nl, q5_0, q5_1
(default: f16)
(env: LLAMA_ARG_CACHE_TYPE_K) | | `-ctv, --cache-type-v TYPE` | KV cache data type for V
allowed values: f32, f16, bf16, q8_0, q4_0, q4_1, iq4_nl, q5_0, q5_1
(default: f16)
(env: LLAMA_ARG_CACHE_TYPE_V) | | `-dt, --defrag-thold N` | KV cache defragmentation threshold (DEPRECATED)
(env: LLAMA_ARG_DEFRAG_THOLD) | | `-np, --parallel N` | number of parallel sequences to decode (default: 1)
(env: LLAMA_ARG_N_PARALLEL) | | `--mlock` | force system to keep model in RAM rather than swapping or compressing
(env: LLAMA_ARG_MLOCK) | -| `--no-mmap` | do not memory-map model (slower load but may reduce pageouts if not using mlock)
(env: LLAMA_ARG_NO_MMAP) | +| `--mmap, --no-mmap` | whether to memory-map model (if disabled, slower load but may reduce pageouts if not using mlock) (default: enabled)
(env: LLAMA_ARG_MMAP) | | `--numa TYPE` | attempt optimizations that help on some NUMA systems
- distribute: spread execution evenly over all nodes
- isolate: only spawn threads on CPUs on the node that execution started on
- numactl: use the CPU map provided by numactl
if run without this previously, it is recommended to drop the system page cache before using this
see https://github.com/ggml-org/llama.cpp/issues/1437
(env: LLAMA_ARG_NUMA) | | `-dev, --device ` | comma-separated list of devices to use for offloading (none = don't offload)
use --list-devices to see a list of available devices
(env: LLAMA_ARG_DEVICE) | | `--list-devices` | print list of available devices and exit | @@ -87,13 +86,13 @@ The project is under active development, and we are [looking for feedback and co | `-mg, --main-gpu INDEX` | the GPU to use for the model (with split-mode = none), or for intermediate results and KV (with split-mode = row) (default: 0)
(env: LLAMA_ARG_MAIN_GPU) | | `--check-tensors` | check model tensor data for invalid values (default: false) | | `--override-kv KEY=TYPE:VALUE` | advanced option to override model metadata by key. may be specified multiple times.
types: int, float, bool, str. example: --override-kv tokenizer.ggml.add_bos_token=bool:false | -| `--no-op-offload` | disable offloading host tensor operations to device (default: false) | +| `--op-offload, --no-op-offload` | whether to offload host tensor operations to device (default: true) | | `--lora FNAME` | path to LoRA adapter (can be repeated to use multiple adapters) | | `--lora-scaled FNAME SCALE` | path to LoRA adapter with user defined scaling (can be repeated to use multiple adapters) | | `--control-vector FNAME` | add a control vector
note: this argument can be repeated to add multiple control vectors | | `--control-vector-scaled FNAME SCALE` | add a control vector with user defined scaling SCALE
note: this argument can be repeated to add multiple scaled control vectors | | `--control-vector-layer-range START END` | layer range to apply the control vector(s) to, start and end inclusive | -| `-m, --model FNAME` | model path (default: `models/$filename` with filename from `--hf-file` or `--model-url` if set, otherwise models/7B/ggml-model-f16.gguf)
(env: LLAMA_ARG_MODEL) | +| `-m, --model FNAME` | model path to load
(env: LLAMA_ARG_MODEL) | | `-mu, --model-url MODEL_URL` | model download url (default: unused)
(env: LLAMA_ARG_MODEL_URL) | | `-dr, --docker-repo [/][:quant]` | Docker Hub model repository. repo is optional, default to ai/. quant is optional, default to :latest.
example: gemma3
(default: unused)
(env: LLAMA_ARG_DOCKER_REPO) | | `-hf, -hfr, --hf-repo /[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.
mmproj is also downloaded automatically if available. to disable, add --no-mmproj
example: unsloth/phi-4-GGUF:q4_k_m
(default: unused)
(env: LLAMA_ARG_HF_REPO) | @@ -103,11 +102,11 @@ The project is under active development, and we are [looking for feedback and co | `-hffv, --hf-file-v FILE` | Hugging Face model file for the vocoder model (default: unused)
(env: LLAMA_ARG_HF_FILE_V) | | `-hft, --hf-token TOKEN` | Hugging Face access token (default: value from HF_TOKEN environment variable)
(env: HF_TOKEN) | | `--log-disable` | Log disable | -| `--log-file FNAME` | Log to file | +| `--log-file FNAME` | Log to file
(env: LLAMA_LOG_FILE) | | `--log-colors [on\|off\|auto]` | Set colored logging ('on', 'off', or 'auto', default: 'auto')
'auto' enables colors when output is to a terminal
(env: LLAMA_LOG_COLORS) | | `-v, --verbose, --log-verbose` | Set verbosity level to infinity (i.e. log all messages, useful for debugging) | | `--offline` | Offline mode: forces use of cache, prevents network access
(env: LLAMA_OFFLINE) | -| `-lv, --verbosity, --log-verbosity N` | Set the verbosity threshold. Messages with a higher verbosity will be ignored.
(env: LLAMA_LOG_VERBOSITY) | +| `-lv, --verbosity, --log-verbosity N` | Set the verbosity threshold. Messages with a higher verbosity will be ignored. Values:
- 0: generic output
- 1: error
- 2: warning
- 3: info
- 4: debug
(default: 3)

(env: LLAMA_LOG_VERBOSITY) | | `--log-prefix` | Enable prefix in log messages
(env: LLAMA_LOG_PREFIX) | | `--log-timestamps` | Enable timestamps in log messages
(env: LLAMA_LOG_TIMESTAMPS) | | `-ctkd, --cache-type-k-draft TYPE` | KV cache data type for K for the draft model
allowed values: f32, f16, bf16, q8_0, q4_0, q4_1, iq4_nl, q5_0, q5_1
(default: f16)
(env: LLAMA_ARG_CACHE_TYPE_K_DRAFT) | @@ -157,19 +156,18 @@ The project is under active development, and we are [looking for feedback and co | -------- | ----------- | | `--ctx-checkpoints, --swa-checkpoints N` | max number of context checkpoints to create per slot (default: 8)
[(more info)](https://github.com/ggml-org/llama.cpp/pull/15293)
(env: LLAMA_ARG_CTX_CHECKPOINTS) | | `--cache-ram, -cram N` | set the maximum cache size in MiB (default: 8192, -1 - no limit, 0 - disable)
[(more info)](https://github.com/ggml-org/llama.cpp/pull/16391)
(env: LLAMA_ARG_CACHE_RAM) | -| `--no-context-shift` | disables context shift on infinite text generation (default: enabled)
(env: LLAMA_ARG_NO_CONTEXT_SHIFT) | -| `--context-shift` | enables context shift on infinite text generation (default: disabled)
(env: LLAMA_ARG_CONTEXT_SHIFT) | +| `--context-shift, --no-context-shift` | whether to use context shift on infinite text generation (default: disabled)
(env: LLAMA_ARG_CONTEXT_SHIFT) | | `-r, --reverse-prompt PROMPT` | halt generation at PROMPT, return control in interactive mode
| | `-sp, --special` | special tokens output enabled (default: false) | -| `--no-warmup` | skip warming up the model with an empty run | +| `--warmup, --no-warmup` | whether to perform warmup with an empty run (default: enabled) | | `--spm-infill` | use Suffix/Prefix/Middle pattern for infill (instead of Prefix/Suffix/Middle) as some models prefer this. (default: disabled) | | `--pooling {none,mean,cls,last,rank}` | pooling type for embeddings, use model default if unspecified
(env: LLAMA_ARG_POOLING) | -| `-cb, --cont-batching` | enable continuous batching (a.k.a dynamic batching) (default: enabled)
(env: LLAMA_ARG_CONT_BATCHING) | -| `-nocb, --no-cont-batching` | disable continuous batching
(env: LLAMA_ARG_NO_CONT_BATCHING) | -| `--mmproj FILE` | path to a multimodal projector file. see tools/mtmd/README.md
note: if -hf is used, this argument can be omitted
(env: LLAMA_ARG_MMPROJ) | -| `--mmproj-url URL` | URL to a multimodal projector file. see tools/mtmd/README.md
(env: LLAMA_ARG_MMPROJ_URL) | -| `--no-mmproj` | explicitly disable multimodal projector, useful when using -hf
(env: LLAMA_ARG_NO_MMPROJ) | -| `--no-mmproj-offload` | do not offload multimodal projector to GPU
(env: LLAMA_ARG_NO_MMPROJ_OFFLOAD) | +| `-cb, --cont-batching, -nocb, --no-cont-batching` | whether to enable continuous batching (a.k.a dynamic batching) (default: enabled)
(env: LLAMA_ARG_CONT_BATCHING) | +| `-cb, --cont-batching, -nocb, --no-cont-batching` | whether to enable continuous batching (a.k.a dynamic batching) (default: enabled)
(env: LLAMA_ARG_CONT_BATCHING) | +| `-mm, --mmproj FILE` | path to a multimodal projector file. see tools/mtmd/README.md
note: if -hf is used, this argument can be omitted
(env: LLAMA_ARG_MMPROJ) | +| `-mmu, --mmproj-url URL` | URL to a multimodal projector file. see tools/mtmd/README.md
(env: LLAMA_ARG_MMPROJ_URL) | +| `--mmproj-auto, --no-mmproj, --no-mmproj-auto` | whether to use multimodal projector file (if available), useful when using -hf (default: enabled)
(env: LLAMA_ARG_MMPROJ_AUTO) | +| `--mmproj-offload, --no-mmproj-offload` | whether to enable GPU offloading for multimodal projector (default: enabled)
(env: LLAMA_ARG_MMPROJ_OFFLOAD) | | `--image-min-tokens N` | minimum number of tokens each image can take, only used by vision models with dynamic resolution (default: read from model)
(env: LLAMA_ARG_IMAGE_MIN_TOKENS) | | `--image-max-tokens N` | maximum number of tokens each image can take, only used by vision models with dynamic resolution (default: read from model)
(env: LLAMA_ARG_IMAGE_MAX_TOKENS) | | `--override-tensor-draft, -otd =,...` | override tensor buffer type for draft model | @@ -180,7 +178,7 @@ The project is under active development, and we are [looking for feedback and co | `--port PORT` | port to listen (default: 8080)
(env: LLAMA_ARG_PORT) | | `--path PATH` | path to serve static files from (default: )
(env: LLAMA_ARG_STATIC_PATH) | | `--api-prefix PREFIX` | prefix path the server serves from, without the trailing slash (default: )
(env: LLAMA_ARG_API_PREFIX) | -| `--no-webui` | Disable the Web UI (default: enabled)
(env: LLAMA_ARG_NO_WEBUI) | +| `--webui, --no-webui` | whether to enable the Web UI (default: enabled)
(env: LLAMA_ARG_WEBUI) | | `--embedding, --embeddings` | restrict to only support embedding use case; use only with dedicated embedding models (default: disabled)
(env: LLAMA_ARG_EMBEDDINGS) | | `--reranking, --rerank` | enable reranking endpoint on server (default: disabled)
(env: LLAMA_ARG_RERANKING) | | `--api-key KEY` | API key to use for authentication (default: none)
(env: LLAMA_API_KEY) | @@ -193,16 +191,19 @@ The project is under active development, and we are [looking for feedback and co | `--cache-reuse N` | min chunk size to attempt reusing from the cache via KV shifting (default: 0)
[(card)](https://ggml.ai/f0.png)
(env: LLAMA_ARG_CACHE_REUSE) | | `--metrics` | enable prometheus compatible metrics endpoint (default: disabled)
(env: LLAMA_ARG_ENDPOINT_METRICS) | | `--props` | enable changing global properties via POST /props (default: disabled)
(env: LLAMA_ARG_ENDPOINT_PROPS) | -| `--slots` | enable slots monitoring endpoint (default: enabled)
(env: LLAMA_ARG_ENDPOINT_SLOTS) | -| `--no-slots` | disables slots monitoring endpoint
(env: LLAMA_ARG_NO_ENDPOINT_SLOTS) | +| `--slots, --no-slots` | expose slots monitoring endpoint (default: enabled)
(env: LLAMA_ARG_ENDPOINT_SLOTS) | | `--slot-save-path PATH` | path to save slot kv cache (default: disabled) | -| `--jinja` | use jinja template for chat (default: enabled)

(env: LLAMA_ARG_JINJA) | -| `--no-jinja` | disable jinja template for chat (default: enabled)

(env: LLAMA_ARG_NO_JINJA) | +| `--media-path PATH` | directory for loading local media files; files can be accessed via file:// URLs using relative paths (default: disabled) | +| `--models-dir PATH` | directory containing models for the router server (default: disabled)
(env: LLAMA_ARG_MODELS_DIR) | +| `--models-preset PATH` | path to INI file containing model presets for the router server (default: disabled)
(env: LLAMA_ARG_MODELS_PRESET) | +| `--models-max N` | for router server, maximum number of models to load simultaneously (default: 4, 0 = unlimited)
(env: LLAMA_ARG_MODELS_MAX) | +| `--models-autoload, --no-models-autoload` | for router server, whether to automatically load models (default: enabled)
(env: LLAMA_ARG_MODELS_AUTOLOAD) | +| `--jinja, --no-jinja` | whether to use jinja template engine for chat (default: enabled)
(env: LLAMA_ARG_JINJA) | | `--reasoning-format FORMAT` | controls whether thought tags are allowed and/or extracted from the response, and in which format they're returned; one of:
- none: leaves thoughts unparsed in `message.content`
- deepseek: puts thoughts in `message.reasoning_content`
- deepseek-legacy: keeps `` tags in `message.content` while also populating `message.reasoning_content`
(default: auto)
(env: LLAMA_ARG_THINK) | | `--reasoning-budget N` | controls the amount of thinking allowed; currently only one of: -1 for unrestricted thinking budget, or 0 to disable thinking (default: -1)
(env: LLAMA_ARG_THINK_BUDGET) | | `--chat-template JINJA_TEMPLATE` | set custom jinja chat template (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek2, deepseek3, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE) | | `--chat-template-file JINJA_TEMPLATE_FILE` | set custom jinja chat template file (default: template taken from model's metadata)
if suffix/prefix are specified, template will be disabled
only commonly used templates are accepted (unless --jinja is set before this flag):
list of built-in templates:
bailing, bailing-think, bailing2, chatglm3, chatglm4, chatml, command-r, deepseek, deepseek2, deepseek3, exaone3, exaone4, falcon3, gemma, gigachat, glmedge, gpt-oss, granite, grok-2, hunyuan-dense, hunyuan-moe, kimi-k2, llama2, llama2-sys, llama2-sys-bos, llama2-sys-strip, llama3, llama4, megrez, minicpm, mistral-v1, mistral-v3, mistral-v3-tekken, mistral-v7, mistral-v7-tekken, monarch, openchat, orion, pangu-embedded, phi3, phi4, rwkv-world, seed_oss, smolvlm, vicuna, vicuna-orca, yandex, zephyr
(env: LLAMA_ARG_CHAT_TEMPLATE_FILE) | -| `--no-prefill-assistant` | whether to prefill the assistant's response if the last message is an assistant message (default: prefill enabled)
when this flag is set, if the last message is an assistant message then it will be treated as a full message and not prefilled

(env: LLAMA_ARG_NO_PREFILL_ASSISTANT) | +| `--prefill-assistant, --no-prefill-assistant` | whether to prefill the assistant's response if the last message is an assistant message (default: prefill enabled)
when this flag is set, if the last message is an assistant message then it will be treated as a full message and not prefilled

(env: LLAMA_ARG_PREFILL_ASSISTANT) | | `-sps, --slot-prompt-similarity SIMILARITY` | how much the prompt of a request must match the prompt of a slot in order to use that slot (default: 0.10, 0.0 = disabled)
| | `--lora-init-without-apply` | load LoRA adapters without applying them (apply later via POST /lora-adapters) (default: disabled) | | `-td, --threads-draft N` | number of threads to use during generation (default: same as --threads) | @@ -232,6 +233,11 @@ The project is under active development, and we are [looking for feedback and co Note: If both command line argument and environment variable are both set for the same param, the argument will take precedence over env var. +For boolean options like `--mmap` or `--kv-offload`, the environment variable is handled as shown in this example: +- `LLAMA_ARG_MMAP=true` means enabled, other accepted values are: `1`, `on`, `enabled` +- `LLAMA_ARG_MMAP=false` means disabled, other accepted values are: `0`, `off`, `disabled` +- If `LLAMA_ARG_NO_MMAP` is present (no matter the value), it means disabling mmap + Example usage of docker compose with environment variables: ```yml @@ -285,41 +291,6 @@ For more details, please refer to [multimodal documentation](../../docs/multimod cmake --build build --config Release -t llama-server ``` -## Web UI - -The project includes a web-based user interface that enables interaction with the model through the `/v1/chat/completions` endpoint. - -The web UI is developed using: -- `react` framework for frontend development -- `tailwindcss` and `daisyui` for styling -- `vite` for build tooling - -A pre-built version is available as a single HTML file under `/public` directory. - -To build or to run the dev server (with hot reload): - -```sh -# make sure you have nodejs installed -cd tools/server/webui -npm i - -# to run the dev server -npm run dev - -# to build the public/index.html.gz -npm run build -``` -After `public/index.html.gz` has been generated we need to generate the c++ -headers (like build/tools/server/index.html.gz.hpp) that will be included -by server.cpp. This is done by building `llama-server` as described in the -[build](#build) section above. - -NOTE: if you are using the vite dev server, you can change the API base URL to llama.cpp. To do that, run this code snippet in browser's console: - -```js -localStorage.setItem('base', 'http://localhost:8080') -``` - ## Quick Start To get started right away, run the following command, making sure to use the correct path for the model you have: @@ -348,7 +319,7 @@ docker run -p 8080:8080 -v /path/to/models:/models ghcr.io/ggml-org/llama.cpp:se docker run -p 8080:8080 -v /path/to/models:/models --gpus all ghcr.io/ggml-org/llama.cpp:server-cuda -m models/7B/ggml-model.gguf -c 512 --host 0.0.0.0 --port 8080 --n-gpu-layers 99 ``` -## Testing with CURL +## Using with CURL Using [curl](https://curl.se/). On Windows, `curl.exe` should be available in the base OS. @@ -359,46 +330,6 @@ curl --request POST \ --data '{"prompt": "Building a website can be done in 10 simple steps:","n_predict": 128}' ``` -## Advanced testing - -We implemented a [server test framework](./tests/README.md) using human-readable scenario. - -*Before submitting an issue, please try to reproduce it with this format.* - -## Node JS Test - -You need to have [Node.js](https://nodejs.org/en) installed. - -```bash -mkdir llama-client -cd llama-client -``` - -Create an index.js file and put this inside: - -```javascript -const prompt = "Building a website can be done in 10 simple steps:" - -async function test() { - let response = await fetch("http://127.0.0.1:8080/completion", { - method: "POST", - body: JSON.stringify({ - prompt, - n_predict: 64, - }) - }) - console.log((await response.json()).content) -} - -test() -``` - -And run it: - -```bash -node index.js -``` - ## API Endpoints ### GET `/health`: Returns health check result @@ -461,6 +392,10 @@ Note for `multimodal_data` in JSON object prompts. This should be an array of st `n_keep`: Specify the number of tokens from the prompt to retain when the context size is exceeded and tokens need to be discarded. The number excludes the BOS token. By default, this value is set to `0`, meaning no tokens are kept. Use `-1` to retain all tokens from the prompt. +`n_cmpl`: Number of completions to generate from the current prompt. If input has multiple prompts, the output will have N prompts times `n_cmpl` entries. + +`n_cache_reuse`: Min chunk size to attempt reusing from the cache via KV shifting. For more info, see `--cache-reuse` arg. Default: `0`, which is disabled. + `stream`: Allows receiving each predicted token in real-time instead of waiting for the completion to finish (uses a different response format). To enable this, set to `true`. `stop`: Specify a JSON array of stopping strings. @@ -1424,6 +1359,250 @@ curl http://localhost:8080/v1/messages/count_tokens \ {"input_tokens": 10} ``` +## Using multiple models + +`llama-server` can be launched in a **router mode** that exposes an API for dynamically loading and unloading models. The main process (the "router") automatically forwards each request to the appropriate model instance. + +To start in router mode, launch `llama-server` **without specifying any model**: + +```sh +llama-server +``` + +### Model sources + +There are 3 possible sources for model files: +1. Cached models (controlled by the `LLAMA_CACHE` environment variable) +2. Custom model directory (set via the `--models-dir` argument) +3. Custom preset (set via the `--models-preset` argument) + +By default, the router looks for models in the cache. You can add Hugging Face models to the cache with: + +```sh +llama-server -hf /: +``` + +*The server must be restarted after adding a new model.* + +Alternatively, you can point the router to a local directory containing your GGUF files using `--models-dir`. Example command: + +```sh +llama-server --models-dir ./models_directory +``` + +If the model contains multiple GGUF (for multimodal or multi-shard), files should be put into a subdirectory. The directory structure should look like this: + +```sh +models_directory + │ + │ # single file + ├─ llama-3.2-1b-Q4_K_M.gguf + ├─ Qwen3-8B-Q4_K_M.gguf + │ + │ # multimodal + ├─ gemma-3-4b-it-Q8_0 + │ ├─ gemma-3-4b-it-Q8_0.gguf + │ └─ mmproj-F16.gguf # file name must start with "mmproj" + │ + │ # multi-shard + ├─ Kimi-K2-Thinking-UD-IQ1_S + │ ├─ Kimi-K2-Thinking-UD-IQ1_S-00001-of-00006.gguf + │ ├─ Kimi-K2-Thinking-UD-IQ1_S-00002-of-00006.gguf + │ ├─ ... + │ └─ Kimi-K2-Thinking-UD-IQ1_S-00006-of-00006.gguf +``` + +You may also specify default arguments that will be passed to every model instance: + +```sh +llama-server -ctx 8192 -n 1024 -np 2 +``` + +Note: model instances inherit both command line arguments and environment variables from the router server. + +Alternatively, you can also add GGUF based preset (see next section) + +### Model presets + +Model presets allow advanced users to define custom configurations using an `.ini` file: + +```sh +llama-server --models-preset ./my-models.ini +``` + +Each section in the file defines a new preset. Keys within a section correspond to command-line arguments (without leading dashes). For example, the argument `--n-gpu-layer 123` is written as `n-gpu-layer = 123`. + +Short argument forms (e.g., `c`, `ngl`) and environment variable names (e.g., `LLAMA_ARG_N_GPU_LAYERS`) are also supported as keys. + +Example: + +```ini +version = 1 + +; If the key corresponds to an existing model on the server, +; this will be used as the default config for that model +[ggml-org/MY-MODEL-GGUF:Q8_0] +; string value +chat-template = chatml +; numeric value +n-gpu-layer = 123 +; flag value (for certain flags, you need to use the "no-" prefix for negation) +jinja = true +; shorthand argument (for example, context size) +c = 4096 +; environment variable name +LLAMA_ARG_CACHE_RAM = 0 +; file paths are relative to server's CWD +model-draft = ./my-models/draft.gguf +; but it's RECOMMENDED to use absolute path +model-draft = /Users/abc/my-models/draft.gguf + +; If the key does NOT correspond to an existing model, +; you need to specify at least the model path +[custom_model] +model = /Users/abc/my-awesome-model-Q4_K_M.gguf +``` + +Note: some arguments are controlled by router (e.g., host, port, API key, HF repo, model alias). They will be removed or overwritten upload loading. + +### Routing requests + +Requests are routed according to the requested model name. + +For **POST** endpoints (`/v1/chat/completions`, `/v1/completions`, `/infill`, etc.) The router uses the `"model"` field in the JSON body: + +```json +{ + "model": "ggml-org/gemma-3-4b-it-GGUF:Q4_K_M", + "messages": [ + { + "role": "user", + "content": "hello" + } + ] +} +``` + +For **GET** endpoints (`/props`, `/metrics`, etc.) The router uses the `model` query parameter (URL-encoded): + +``` +GET /props?model=ggml-org%2Fgemma-3-4b-it-GGUF%3AQ4_K_M +``` + +By default, the model will be loaded automatically if it's not loaded. To disable this, add `--no-models-autoload` when starting the server. Additionally, you can include `?autoload=true|false` in the query param to control this behavior per-request. + +### GET `/models`: List available models + +Listing all models in cache. The model metadata will also include a field to indicate the status of the model: + +```json +{ + "data": [{ + "id": "ggml-org/gemma-3-4b-it-GGUF:Q4_K_M", + "in_cache": true, + "path": "/Users/REDACTED/Library/Caches/llama.cpp/ggml-org_gemma-3-4b-it-GGUF_gemma-3-4b-it-Q4_K_M.gguf", + "status": { + "value": "loaded", + "args": ["llama-server", "-ctx", "4096"] + }, + ... + }] +} +``` + +Note: For a local GGUF (stored offline in a custom directory), the model object will have `"in_cache": false`. + +The `status` object can be: + +```json +"status": { + "value": "unloaded" +} +``` + +```json +"status": { + "value": "loading", + "args": ["llama-server", "-ctx", "4096"] +} +``` + +```json +"status": { + "value": "unloaded", + "args": ["llama-server", "-ctx", "4096"], + "failed": true, + "exit_code": 1 +} +``` + +```json +"status": { + "value": "loaded", + "args": ["llama-server", "-ctx", "4096"] +} +``` + +### POST `/models/load`: Load a model + +Load a model + +Payload: +- `model`: name of the model to be loaded. +- `extra_args`: (optional) an array of additional arguments to be passed to the model instance. Note: you must start the server with `--models-allow-extra-args` to enable this feature. + +```json +{ + "model": "ggml-org/gemma-3-4b-it-GGUF:Q4_K_M", + "extra_args": ["-n", "128", "--top-k", "4"] +} +``` + +Response: + +```json +{ + "success": true +} +``` + + +### POST `/models/unload`: Unload a model + +Unload a model + +Payload: + +```json +{ + "model": "ggml-org/gemma-3-4b-it-GGUF:Q4_K_M", +} +``` + +Response: + +```json +{ + "success": true +} +``` + +## API errors + +`llama-server` returns errors in the same format as OAI: https://github.com/openai/openai-openapi + +Example of an error: + +```json +{ + "error": { + "code": 401, + "message": "Invalid API Key", + "type": "authentication_error" + } +} +``` + ## More examples ### Interactive mode @@ -1443,26 +1622,6 @@ Run with bash: bash chat.sh ``` -### OAI-like API - -The HTTP `llama-server` supports an OAI-like API: https://github.com/openai/openai-openapi - -### API errors - -`llama-server` returns errors in the same format as OAI: https://github.com/openai/openai-openapi - -Example of an error: - -```json -{ - "error": { - "code": 401, - "message": "Invalid API Key", - "type": "authentication_error" - } -} -``` - Apart from error types supported by OAI, we also have custom types that are specific to functionalities of llama.cpp: **When /metrics or /slots endpoint is disabled** diff --git a/tools/server/public/index.html.gz b/tools/server/public/index.html.gz index ae25b6ddf7..036feff1c3 100644 Binary files a/tools/server/public/index.html.gz and b/tools/server/public/index.html.gz differ diff --git a/tools/server/public_legacy/json-schema-to-grammar.mjs b/tools/server/public_legacy/json-schema-to-grammar.mjs index 1d9dc5105e..38576c45fa 100644 --- a/tools/server/public_legacy/json-schema-to-grammar.mjs +++ b/tools/server/public_legacy/json-schema-to-grammar.mjs @@ -257,9 +257,9 @@ const STRING_FORMAT_RULES = { const RESERVED_NAMES = {'root': true, ...PRIMITIVE_RULES, ...STRING_FORMAT_RULES}; const INVALID_RULE_CHARS_RE = /[^\dA-Za-z-]+/g; -const GRAMMAR_LITERAL_ESCAPE_RE = /[\n\r"]/g; +const GRAMMAR_LITERAL_ESCAPE_RE = /[\n\r"\\]/g; const GRAMMAR_RANGE_LITERAL_ESCAPE_RE = /[\n\r"\]\-\\]/g; -const GRAMMAR_LITERAL_ESCAPES = { '\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]' }; +const GRAMMAR_LITERAL_ESCAPES = { '\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]', '\\': '\\\\' }; const NON_LITERAL_SET = new Set('|.()[]{}*+?'); const ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = new Set('^$.[]()|{}*+?'); diff --git a/tools/server/server-common.cpp b/tools/server/server-common.cpp index 0bbc4e858f..ab6b3aa7ce 100644 --- a/tools/server/server-common.cpp +++ b/tools/server/server-common.cpp @@ -11,6 +11,7 @@ #include #include +#include json format_error_response(const std::string & message, const enum error_type type) { std::string type_str; @@ -493,6 +494,18 @@ int32_t server_tokens::process_chunk( return 0; } +server_tokens server_tokens::clone() const { + server_tokens res; + res.has_mtmd = has_mtmd; + res.tokens = tokens; + for (auto it = map_idx_to_media.begin(); it != map_idx_to_media.end(); ++it) { + size_t idx = it->first; + const mtmd::input_chunk_ptr & chunk = it->second; + res.map_idx_to_media[idx] = mtmd::input_chunk_ptr(mtmd_input_chunk_copy(chunk.get())); + } + return res; +} + // // tokenizer and input processing utils // @@ -744,12 +757,6 @@ json oaicompat_completion_params_parse(const json & body) { llama_params["stop"] = json_value(body, "stop", json::array()); } - // Handle "n" field - int n_choices = json_value(body, "n", 1); - if (n_choices != 1) { - throw std::runtime_error("Only one completion choice is allowed"); - } - // Handle "echo" field if (json_value(body, "echo", false)) { throw std::runtime_error("Only no echo is supported"); @@ -774,6 +781,65 @@ json oaicompat_completion_params_parse(const json & body) { return llama_params; } +// media_path always end with '/', see arg.cpp +static void handle_media( + std::vector & out_files, + json & media_obj, + const std::string & media_path) { + std::string url = json_value(media_obj, "url", std::string()); + if (string_starts_with(url, "http")) { + // download remote image + // TODO @ngxson : maybe make these params configurable + common_remote_params params; + params.headers.push_back("User-Agent: llama.cpp/" + build_info); + params.max_size = 1024 * 1024 * 10; // 10MB + params.timeout = 10; // seconds + SRV_INF("downloading image from '%s'\n", url.c_str()); + auto res = common_remote_get_content(url, params); + if (200 <= res.first && res.first < 300) { + SRV_INF("downloaded %zu bytes\n", res.second.size()); + raw_buffer data; + data.insert(data.end(), res.second.begin(), res.second.end()); + out_files.push_back(data); + } else { + throw std::runtime_error("Failed to download image"); + } + + } else if (string_starts_with(url, "file://")) { + if (media_path.empty()) { + throw std::invalid_argument("file:// URLs are not allowed unless --media-path is specified"); + } + // load local image file + std::string file_path = url.substr(7); // remove "file://" + raw_buffer data; + if (!fs_validate_filename(file_path, true)) { + throw std::invalid_argument("file path is not allowed: " + file_path); + } + SRV_INF("loading image from local file '%s'\n", (media_path + file_path).c_str()); + std::ifstream file(media_path + file_path, std::ios::binary); + if (!file) { + throw std::invalid_argument("file does not exist or cannot be opened: " + file_path); + } + data.assign((std::istreambuf_iterator(file)), std::istreambuf_iterator()); + out_files.push_back(data); + + } else { + // try to decode base64 image + std::vector parts = string_split(url, /*separator*/ ','); + if (parts.size() != 2) { + throw std::runtime_error("Invalid url value"); + } else if (!string_starts_with(parts[0], "data:image/")) { + throw std::runtime_error("Invalid url format: " + parts[0]); + } else if (!string_ends_with(parts[0], "base64")) { + throw std::runtime_error("url must be base64 encoded"); + } else { + auto base64_data = parts[1]; + auto decoded_data = base64_decode(base64_data); + out_files.push_back(decoded_data); + } + } +} + // used by /chat/completions endpoint json oaicompat_chat_params_parse( json & body, /* openai api json semantics */ @@ -819,26 +885,26 @@ json oaicompat_chat_params_parse( auto schema_wrapper = json_value(response_format, "json_schema", json::object()); json_schema = json_value(schema_wrapper, "schema", json::object()); } else if (!response_type.empty() && response_type != "text") { - throw std::runtime_error("response_format type must be one of \"text\" or \"json_object\", but got: " + response_type); + throw std::invalid_argument("response_format type must be one of \"text\" or \"json_object\", but got: " + response_type); } } // get input files if (!body.contains("messages")) { - throw std::runtime_error("'messages' is required"); + throw std::invalid_argument("'messages' is required"); } json & messages = body.at("messages"); if (!messages.is_array()) { - throw std::runtime_error("Expected 'messages' to be an array"); + throw std::invalid_argument("Expected 'messages' to be an array"); } for (auto & msg : messages) { std::string role = json_value(msg, "role", std::string()); if (role != "assistant" && !msg.contains("content")) { - throw std::runtime_error("All non-assistant messages must contain 'content'"); + throw std::invalid_argument("All non-assistant messages must contain 'content'"); } if (role == "assistant") { if (!msg.contains("content") && !msg.contains("tool_calls")) { - throw std::runtime_error("Assistant message must contain either 'content' or 'tool_calls'!"); + throw std::invalid_argument("Assistant message must contain either 'content' or 'tool_calls'!"); } if (!msg.contains("content")) { continue; // avoid errors with no content @@ -850,7 +916,7 @@ json oaicompat_chat_params_parse( } if (!content.is_array()) { - throw std::runtime_error("Expected 'content' to be a string or an array"); + throw std::invalid_argument("Expected 'content' to be a string or an array"); } for (auto & p : content) { @@ -860,41 +926,8 @@ json oaicompat_chat_params_parse( throw std::runtime_error("image input is not supported - hint: if this is unexpected, you may need to provide the mmproj"); } - json image_url = json_value(p, "image_url", json::object()); - std::string url = json_value(image_url, "url", std::string()); - if (string_starts_with(url, "http")) { - // download remote image - // TODO @ngxson : maybe make these params configurable - common_remote_params params; - params.headers.push_back("User-Agent: llama.cpp/" + build_info); - params.max_size = 1024 * 1024 * 10; // 10MB - params.timeout = 10; // seconds - SRV_INF("downloading image from '%s'\n", url.c_str()); - auto res = common_remote_get_content(url, params); - if (200 <= res.first && res.first < 300) { - SRV_INF("downloaded %ld bytes\n", res.second.size()); - raw_buffer data; - data.insert(data.end(), res.second.begin(), res.second.end()); - out_files.push_back(data); - } else { - throw std::runtime_error("Failed to download image"); - } - - } else { - // try to decode base64 image - std::vector parts = string_split(url, /*separator*/ ','); - if (parts.size() != 2) { - throw std::runtime_error("Invalid image_url.url value"); - } else if (!string_starts_with(parts[0], "data:image/")) { - throw std::runtime_error("Invalid image_url.url format: " + parts[0]); - } else if (!string_ends_with(parts[0], "base64")) { - throw std::runtime_error("image_url.url must be base64 encoded"); - } else { - auto base64_data = parts[1]; - auto decoded_data = base64_decode(base64_data); - out_files.push_back(decoded_data); - } - } + json image_url = json_value(p, "image_url", json::object()); + handle_media(out_files, image_url, opt.media_path); // replace this chunk with a marker p["type"] = "text"; @@ -911,18 +944,20 @@ json oaicompat_chat_params_parse( std::string format = json_value(input_audio, "format", std::string()); // while we also support flac, we don't allow it here so we matches the OAI spec if (format != "wav" && format != "mp3") { - throw std::runtime_error("input_audio.format must be either 'wav' or 'mp3'"); + throw std::invalid_argument("input_audio.format must be either 'wav' or 'mp3'"); } auto decoded_data = base64_decode(data); // expected to be base64 encoded out_files.push_back(decoded_data); + // TODO: add audio_url support by reusing handle_media() + // replace this chunk with a marker p["type"] = "text"; p["text"] = mtmd_default_marker(); p.erase("input_audio"); } else if (type != "text") { - throw std::runtime_error("unsupported content[].type"); + throw std::invalid_argument("unsupported content[].type"); } } } @@ -937,10 +972,13 @@ json oaicompat_chat_params_parse( inputs.parallel_tool_calls = json_value(body, "parallel_tool_calls", false); inputs.add_generation_prompt = json_value(body, "add_generation_prompt", true); inputs.reasoning_format = opt.reasoning_format; + if (body.contains("reasoning_format")) { + inputs.reasoning_format = common_reasoning_format_from_name(body.at("reasoning_format").get()); + } inputs.enable_thinking = opt.enable_thinking; if (!inputs.tools.empty() && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { if (body.contains("grammar")) { - throw std::runtime_error("Cannot use custom grammar constraints with tools."); + throw std::invalid_argument("Cannot use custom grammar constraints with tools."); } llama_params["parse_tool_calls"] = true; } @@ -959,7 +997,7 @@ json oaicompat_chat_params_parse( } else if (enable_thinking_kwarg == "false") { inputs.enable_thinking = false; } else if (!enable_thinking_kwarg.empty() && enable_thinking_kwarg[0] == '"') { - throw std::runtime_error("invalid type for \"enable_thinking\" (expected boolean, got string)"); + throw std::invalid_argument("invalid type for \"enable_thinking\" (expected boolean, got string)"); } // if the assistant message appears at the end of list, we do not add end-of-turn token @@ -972,14 +1010,14 @@ json oaicompat_chat_params_parse( /* sanity check, max one assistant message at the end of the list */ if (!inputs.messages.empty() && inputs.messages.back().role == "assistant"){ - throw std::runtime_error("Cannot have 2 or more assistant messages at the end of the list."); + throw std::invalid_argument("Cannot have 2 or more assistant messages at the end of the list."); } /* TODO: test this properly */ inputs.reasoning_format = COMMON_REASONING_FORMAT_NONE; if ( inputs.enable_thinking ) { - throw std::runtime_error("Assistant response prefill is incompatible with enable_thinking."); + throw std::invalid_argument("Assistant response prefill is incompatible with enable_thinking."); } inputs.add_generation_prompt = true; @@ -1016,22 +1054,19 @@ json oaicompat_chat_params_parse( for (const auto & stop : chat_params.additional_stops) { llama_params["stop"].push_back(stop); } - - // Handle "n" field - int n_choices = json_value(body, "n", 1); - if (n_choices != 1) { - throw std::runtime_error("Only one completion choice is allowed"); + if (!chat_params.parser.empty()) { + llama_params["chat_parser"] = chat_params.parser; } // Handle "logprobs" field // TODO: The response format of this option is not yet OAI-compatible, but seems like no one really using it; We may need to fix it in the future if (json_value(body, "logprobs", false)) { if (has_tools && stream) { - throw std::runtime_error("logprobs is not supported with tools + stream"); + throw std::invalid_argument("logprobs is not supported with tools + stream"); } llama_params["n_probs"] = json_value(body, "top_logprobs", 20); } else if (body.contains("top_logprobs") && !body.at("top_logprobs").is_null()) { - throw std::runtime_error("top_logprobs requires logprobs to be set to true"); + throw std::invalid_argument("top_logprobs requires logprobs to be set to true"); } // Copy remaining properties to llama_params @@ -1263,7 +1298,11 @@ json convert_anthropic_to_oai(const json & body) { return oai_body; } -json format_embeddings_response_oaicompat(const json & request, const json & embeddings, bool use_base64) { +json format_embeddings_response_oaicompat( + const json & request, + const std::string & model_name, + const json & embeddings, + bool use_base64) { json data = json::array(); int32_t n_tokens = 0; int i = 0; @@ -1293,7 +1332,7 @@ json format_embeddings_response_oaicompat(const json & request, const json & emb } json res = json { - {"model", json_value(request, "model", std::string(DEFAULT_OAICOMPAT_MODEL))}, + {"model", json_value(request, "model", model_name)}, {"object", "list"}, {"usage", json { {"prompt_tokens", n_tokens}, @@ -1307,6 +1346,7 @@ json format_embeddings_response_oaicompat(const json & request, const json & emb json format_response_rerank( const json & request, + const std::string & model_name, const json & ranks, bool is_tei_format, std::vector & texts, @@ -1338,7 +1378,7 @@ json format_response_rerank( if (is_tei_format) return results; json res = json{ - {"model", json_value(request, "model", std::string(DEFAULT_OAICOMPAT_MODEL))}, + {"model", json_value(request, "model", model_name)}, {"object", "list"}, {"usage", json{ {"prompt_tokens", n_tokens}, diff --git a/tools/server/server-common.h b/tools/server/server-common.h index ab8aabbad0..0629bb5edd 100644 --- a/tools/server/server-common.h +++ b/tools/server/server-common.h @@ -13,18 +13,18 @@ #include #include -#define DEFAULT_OAICOMPAT_MODEL "gpt-3.5-turbo" - const static std::string build_info("b" + std::to_string(LLAMA_BUILD_NUMBER) + "-" + LLAMA_COMMIT); using json = nlohmann::ordered_json; #define SLT_INF(slot, fmt, ...) LOG_INF("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) +#define SLT_CNT(slot, fmt, ...) LOG_CNT("" fmt, __VA_ARGS__) #define SLT_WRN(slot, fmt, ...) LOG_WRN("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) #define SLT_ERR(slot, fmt, ...) LOG_ERR("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) #define SLT_DBG(slot, fmt, ...) LOG_DBG("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) #define SRV_INF(fmt, ...) LOG_INF("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define SRV_CNT(fmt, ...) LOG_CNT("" fmt, __VA_ARGS__) #define SRV_WRN(fmt, ...) LOG_WRN("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) #define SRV_ERR(fmt, ...) LOG_ERR("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) #define SRV_DBG(fmt, ...) LOG_DBG("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) @@ -217,6 +217,8 @@ public: llama_pos pos, int32_t seq_id, size_t & n_tokens_out) const; + + server_tokens clone() const; }; @@ -286,6 +288,7 @@ struct oaicompat_parser_options { bool allow_image; bool allow_audio; bool enable_thinking = true; + std::string media_path; }; // used by /chat/completions endpoint @@ -298,11 +301,16 @@ json oaicompat_chat_params_parse( json convert_anthropic_to_oai(const json & body); // TODO: move it to server-task.cpp -json format_embeddings_response_oaicompat(const json & request, const json & embeddings, bool use_base64 = false); +json format_embeddings_response_oaicompat( + const json & request, + const std::string & model_name, + const json & embeddings, + bool use_base64 = false); // TODO: move it to server-task.cpp json format_response_rerank( const json & request, + const std::string & model_name, const json & ranks, bool is_tei_format, std::vector & texts, diff --git a/tools/server/server-context.cpp b/tools/server/server-context.cpp new file mode 100644 index 0000000000..90898b5ec4 --- /dev/null +++ b/tools/server/server-context.cpp @@ -0,0 +1,3789 @@ +#include "server-context.h" +#include "server-common.h" +#include "server-http.h" +#include "server-task.h" +#include "server-queue.h" + +#include "arg.h" +#include "common.h" +#include "llama.h" +#include "log.h" +#include "sampling.h" +#include "speculative.h" +#include "mtmd.h" +#include "mtmd-helper.h" + +#include +#include +#include +#include +#include + +// fix problem with std::min and std::max +#if defined(_WIN32) +#define WIN32_LEAN_AND_MEAN +#ifndef NOMINMAX +# define NOMINMAX +#endif +#include +#endif + +using json = nlohmann::ordered_json; + +constexpr int HTTP_POLLING_SECONDS = 1; + +// state diagram: https://github.com/ggml-org/llama.cpp/pull/9283 +enum slot_state { + SLOT_STATE_IDLE, + SLOT_STATE_WAIT_OTHER, // after assigning a task, but waiting for parent slot to process prompt + SLOT_STATE_STARTED, // after assigning a task and about to process prompt + SLOT_STATE_PROCESSING_PROMPT, + SLOT_STATE_DONE_PROMPT, + SLOT_STATE_GENERATING, +}; + +enum server_state { + SERVER_STATE_LOADING_MODEL, // Server is starting up, model not fully loaded yet + SERVER_STATE_READY, // Server is ready and model is loaded +}; + +static bool server_task_type_need_embd(server_task_type task_type) { + switch (task_type) { + case SERVER_TASK_TYPE_EMBEDDING: + case SERVER_TASK_TYPE_RERANK: + return true; + default: + return false; + } +} + +static bool server_task_type_need_logits(server_task_type task_type) { + switch (task_type) { + case SERVER_TASK_TYPE_COMPLETION: + case SERVER_TASK_TYPE_INFILL: + return true; + default: + return false; + } +} + +struct server_slot { + int id; + + llama_batch batch_spec = {}; + + // TODO: change to unique_ptrs for consistency: + llama_context * ctx = nullptr; + llama_context * ctx_dft = nullptr; + + // multimodal + mtmd_context * mctx = nullptr; + + common_speculative * spec = nullptr; + + std::unique_ptr task; + std::unique_ptr task_prev; // used for debugging + + // used to determine the slot that has been used the longest + int64_t t_last_used = -1; + + // generation props + int32_t n_ctx = 0; // context size per slot + int32_t n_keep = 0; + int32_t n_decoded = 0; + int32_t n_remaining = -1; + int32_t i_batch = -1; + + int32_t n_prompt_tokens_cache = 0; + int32_t n_prompt_tokens_processed = 0; + + size_t last_nl_pos = 0; + + std::string generated_text; + llama_tokens generated_tokens; + + // idx of draft tokens in the main batch + // non-empty if we went to evaluate draft tokens + // ref: https://github.com/ggml-org/llama.cpp/pull/17808 + std::vector i_batch_dft; + + std::vector generated_token_probs; + + bool has_next_token = true; + bool has_new_line = false; + bool truncated = false; + + stop_type stop; + + std::string stopping_word; + + // state + slot_state state = SLOT_STATE_IDLE; + + server_prompt prompt; + + void prompt_save(server_prompt_cache & prompt_cache) const { + GGML_ASSERT(prompt.data.size() == 0); + + const size_t cur_size = llama_state_seq_get_size_ext(ctx, id, 0); + + SRV_WRN(" - saving prompt with length %d, total state size = %.3f MiB\n", + (int) prompt.tokens.size(), cur_size / (1024.0 * 1024.0)); + + auto * cur = prompt_cache.alloc(prompt, cur_size); + if (cur == nullptr) { + return; + } + + llama_state_seq_get_data_ext(ctx, cur->data.data(), cur_size, id, 0); + } + + bool prompt_load(server_prompt_cache & prompt_cache, const server_tokens & tokens) { + bool res = prompt_cache.load(prompt, tokens, ctx, id); + if (!res) { + SLT_WRN(*this, "%s", "failed to load prompt from cache\n"); + } + + return res; + } + + std::vector lora; + int32_t alora_invocation_start = -1; + + // sampling + json json_schema; + + common_sampler_ptr smpl; + + llama_token sampled; // in speculative mode, this is the last accepted token + llama_tokens drafted; + + // stats + size_t n_sent_text = 0; // number of sent text character + + int64_t t_start_process_prompt; + int64_t t_start_generation; + + double t_prompt_processing; // ms + double t_token_generation; // ms + + std::function callback_on_release; + + // Speculative decoding stats + int32_t n_draft_total = 0; // Total draft tokens generated + int32_t n_draft_accepted = 0; // Draft tokens actually accepted + + void reset() { + SLT_DBG(*this, "%s", "\n"); + + n_prompt_tokens_cache = 0; + + last_nl_pos = 0; + generated_text = ""; + has_new_line = false; + truncated = false; + stop = STOP_TYPE_NONE; + stopping_word = ""; + n_sent_text = 0; + + drafted.clear(); + i_batch_dft.clear(); + generated_tokens.clear(); + generated_token_probs.clear(); + json_schema = json(); + + // clear speculative decoding stats + n_draft_total = 0; + n_draft_accepted = 0; + + task.reset(); + task_prev.reset(); + + // clear alora start + alora_invocation_start = -1; + } + + bool need_embd() const { + GGML_ASSERT(task); + + return server_task_type_need_embd(task->type); + } + + bool need_logits() const { + GGML_ASSERT(task); + + return server_task_type_need_logits(task->type); + } + + // if the context does not have a memory module then all embeddings have to be computed within a single ubatch + // also we cannot split if the pooling would require any past tokens + bool can_split() const { + return + !need_embd() || + (llama_get_memory(ctx) && llama_pooling_type(ctx) == LLAMA_POOLING_TYPE_LAST); + } + + bool can_batch_with(server_slot & other_slot) const { + GGML_ASSERT(task); + + return task->type == other_slot.task->type && are_lora_equal(lora, other_slot.lora); + } + + bool has_budget(const common_params & global_params) { + GGML_ASSERT(task); + + if (task->params.n_predict == -1 && global_params.n_predict == -1) { + return true; // limitless + } + + n_remaining = -1; + + if (task->params.n_predict != -1) { + n_remaining = task->params.n_predict - n_decoded; + } else if (global_params.n_predict != -1) { + n_remaining = global_params.n_predict - n_decoded; + } + + return n_remaining > 0; // no budget + } + + bool is_processing() const { + return state != SLOT_STATE_IDLE; + } + + bool can_speculate() const { + return ctx_dft; + } + + void add_token(const completion_token_output & token) { + if (!is_processing()) { + SLT_WRN(*this, "%s", "slot is not processing\n"); + return; + } + generated_token_probs.push_back(token); + } + + int get_n_draft_max() const { + if (!can_speculate()) { + return 0; + } + + // determine the max draft that fits the current slot state + int n_draft_max = task->params.speculative.n_max; + + // note: slot.prompt is not yet expanded with the `id` token sampled above + // also, need to leave space for 1 extra token to allow context shifts + n_draft_max = std::min(n_draft_max, n_ctx - prompt.n_tokens() - 2); + + if (n_remaining > 0) { + n_draft_max = std::min(n_draft_max, n_remaining - 1); + } + + SLT_DBG(*this, "max possible draft: %d\n", n_draft_max); + + if (n_draft_max < task->params.speculative.n_min) { + SLT_DBG(*this, "the max possible draft is too small: %d < %d - skipping speculative decoding\n", n_draft_max, task->params.speculative.n_min); + n_draft_max = 0; + } + return n_draft_max; + } + + // note: a slot can also be either a parent or a child + bool is_parent() const { + return is_processing() && task->n_children > 0; + } + + bool is_child() const { + return is_processing() && task->id_parent >= 0; + } + + void release() { + if (is_processing()) { + GGML_ASSERT(task); + + SLT_INF(*this, "stop processing: n_tokens = %d, truncated = %d\n", prompt.n_tokens(), truncated); + + t_last_used = ggml_time_us(); + t_token_generation = (ggml_time_us() - t_start_generation) / 1e3; + state = SLOT_STATE_IDLE; + + task_prev = std::move(task); + task.reset(); + + callback_on_release(id); + } + } + + result_timings get_timings() const { + result_timings timings; + timings.cache_n = n_prompt_tokens_cache; + + timings.prompt_n = n_prompt_tokens_processed; + timings.prompt_ms = t_prompt_processing; + timings.prompt_per_token_ms = t_prompt_processing / n_prompt_tokens_processed; + timings.prompt_per_second = 1e3 / t_prompt_processing * n_prompt_tokens_processed; + + timings.predicted_n = n_decoded; + timings.predicted_ms = t_token_generation; + timings.predicted_per_token_ms = t_token_generation / n_decoded; + timings.predicted_per_second = 1e3 / t_token_generation * n_decoded; + + // Add speculative metrics + if (n_draft_total > 0) { + timings.draft_n = n_draft_total; + timings.draft_n_accepted = n_draft_accepted; + } + + return timings; + } + + size_t find_stopping_strings(const std::string & text, const size_t last_token_size, bool is_full_stop) { + GGML_ASSERT(task); + + size_t stop_pos = std::string::npos; + + for (const std::string & word : task->params.antiprompt) { + size_t pos; + + if (is_full_stop) { + const size_t tmp = word.size() + last_token_size; + const size_t from_pos = text.size() > tmp ? text.size() - tmp : 0; + + pos = text.find(word, from_pos); + } else { + // otherwise, partial stop + pos = string_find_partial_stop(text, word); + } + + if (pos != std::string::npos && (stop_pos == std::string::npos || pos < stop_pos)) { + if (is_full_stop) { + stop = STOP_TYPE_WORD; + stopping_word = word; + has_next_token = false; + } + stop_pos = pos; + } + } + + return stop_pos; + } + + void print_timings() const { + const double t_prompt = t_prompt_processing / n_prompt_tokens_processed; + const double n_prompt_second = 1e3 / t_prompt_processing * n_prompt_tokens_processed; + + const double t_gen = t_token_generation / n_decoded; + const double n_gen_second = 1e3 / t_token_generation * n_decoded; + + SLT_INF(*this, + "\n" + "prompt eval time = %10.2f ms / %5d tokens (%8.2f ms per token, %8.2f tokens per second)\n" + " eval time = %10.2f ms / %5d tokens (%8.2f ms per token, %8.2f tokens per second)\n" + " total time = %10.2f ms / %5d tokens\n", + t_prompt_processing, n_prompt_tokens_processed, t_prompt, n_prompt_second, + t_token_generation, n_decoded, t_gen, n_gen_second, + t_prompt_processing + t_token_generation, n_prompt_tokens_processed + n_decoded); + + if (n_draft_total > 0) { + const float draft_ratio = (float) n_draft_accepted / n_draft_total; + SLT_CNT(*this, + "draft acceptance rate = %0.5f (%5d accepted / %5d generated)\n", + draft_ratio, n_draft_accepted, n_draft_total + ); + } + } + + json to_json(bool only_metrics = false) const { + json res; + + res = { + {"id", id}, + {"n_ctx", n_ctx}, + {"speculative", can_speculate()}, + {"is_processing", is_processing()}, + }; + + const auto & ptask = task ? task : task_prev; + + if (ptask) { + res["id_task"] = ptask->id; + res["params"] = ptask->params.to_json(only_metrics); + res["next_token"] = { + { + {"has_next_token", has_next_token}, + {"has_new_line", has_new_line}, + {"n_remain", n_remaining}, + {"n_decoded", n_decoded}, + } + }; + + if (!only_metrics) { + res["prompt"] = ptask->tokens.detokenize(ctx, true); + res["generated"] = generated_text; + } + } + + return res; + } + + void copy_state_to(server_slot & other) const { + llama_memory_seq_rm(llama_get_memory(ctx), other.id, 0, -1); + llama_memory_seq_cp(llama_get_memory(ctx), id, other.id, 0, -1); + other.n_decoded = n_decoded; + other.n_remaining = n_remaining; + other.i_batch = i_batch; + other.n_prompt_tokens_cache = n_prompt_tokens_cache; + other.n_prompt_tokens_processed = n_prompt_tokens_processed; + other.prompt = prompt.clone(); + } +}; + + + +// +// server_metrics +// + +struct server_metrics { + int64_t t_start = 0; + + uint64_t n_prompt_tokens_processed_total = 0; + uint64_t t_prompt_processing_total = 0; + uint64_t n_tokens_predicted_total = 0; + uint64_t t_tokens_generation_total = 0; + + uint64_t n_tokens_max = 0; + + uint64_t n_prompt_tokens_processed = 0; + uint64_t t_prompt_processing = 0; + + uint64_t n_tokens_predicted = 0; + uint64_t t_tokens_generation = 0; + + uint64_t n_decode_total = 0; + uint64_t n_busy_slots_total = 0; + + void init() { + t_start = ggml_time_us(); + } + + void on_prompt_eval(const server_slot & slot) { + n_prompt_tokens_processed_total += slot.n_prompt_tokens_processed; + n_prompt_tokens_processed += slot.n_prompt_tokens_processed; + t_prompt_processing += slot.t_prompt_processing; + t_prompt_processing_total += slot.t_prompt_processing; + + n_tokens_max = std::max(n_tokens_max, (uint64_t) slot.prompt.n_tokens()); + } + + void on_prediction(const server_slot & slot) { + n_tokens_predicted_total += slot.n_decoded; + n_tokens_predicted += slot.n_decoded; + t_tokens_generation += slot.t_token_generation; + t_tokens_generation_total += slot.t_token_generation; + } + + void on_decoded(const std::vector & slots) { + n_decode_total++; + for (const auto & slot : slots) { + if (slot.is_processing()) { + n_busy_slots_total++; + } + n_tokens_max = std::max(n_tokens_max, (uint64_t) slot.prompt.n_tokens()); + } + } + + void reset_bucket() { + n_prompt_tokens_processed = 0; + t_prompt_processing = 0; + n_tokens_predicted = 0; + t_tokens_generation = 0; + } +}; + + +// +// server_context_impl (private implementation) +// + +struct server_context_impl { + common_params params_base; + + // note: keep these alive - they determine the lifetime of the model, context, etc. + common_init_result_ptr llama_init; + common_init_result_ptr llama_init_dft; + + llama_model * model = nullptr; + llama_context * ctx = nullptr; + + // multimodal + mtmd_context * mctx = nullptr; + + const llama_vocab * vocab = nullptr; + bool vocab_dft_compatible = true; + + llama_model * model_dft = nullptr; + + llama_context_params cparams_dft; + + llama_batch batch {}; + + bool add_bos_token = true; + + int32_t n_ctx; // total context for all clients / slots + + // slots / clients + std::vector slots; + + int slots_debug = 0; + + server_queue queue_tasks; + server_response queue_results; + + std::unique_ptr prompt_cache; + + server_metrics metrics; + + // Necessary similarity of prompt for slot selection + float slot_prompt_similarity = 0.0f; + + std::string model_name; // name of the loaded model, to be used by API + + common_chat_templates_ptr chat_templates; + oaicompat_parser_options oai_parser_opt; + + ~server_context_impl() { + mtmd_free(mctx); + + // Clear any sampling context + for (server_slot & slot : slots) { + llama_free(slot.ctx_dft); + slot.ctx_dft = nullptr; + + common_speculative_free(slot.spec); + slot.spec = nullptr; + + llama_batch_free(slot.batch_spec); + } + + llama_batch_free(batch); + } + + // load the model and initialize llama_context + bool load_model(const common_params & params) { + SRV_INF("loading model '%s'\n", params.model.path.c_str()); + + params_base = params; + + llama_init = common_init_from_params(params_base); + + model = llama_init->model(); + ctx = llama_init->context(); + + if (model == nullptr) { + SRV_ERR("failed to load model, '%s'\n", params_base.model.path.c_str()); + return false; + } + + vocab = llama_model_get_vocab(model); + + n_ctx = llama_n_ctx(ctx); + + add_bos_token = llama_vocab_get_add_bos(vocab); + + if (params_base.has_speculative()) { + SRV_INF("loading draft model '%s'\n", params_base.speculative.model.path.c_str()); + + auto params_dft = params_base; + + params_dft.devices = params_base.speculative.devices; + params_dft.model = params_base.speculative.model; + params_dft.n_ctx = params_base.speculative.n_ctx == 0 ? llama_n_ctx_seq(ctx) : params_base.speculative.n_ctx; + params_dft.n_gpu_layers = params_base.speculative.n_gpu_layers; + params_dft.n_parallel = 1; + params_dft.cache_type_k = params_base.speculative.cache_type_k; + params_dft.cache_type_v = params_base.speculative.cache_type_v; + + params_dft.cpuparams.n_threads = params_base.speculative.cpuparams.n_threads; + params_dft.cpuparams_batch.n_threads = params_base.speculative.cpuparams_batch.n_threads; + params_dft.tensor_buft_overrides = params_base.speculative.tensor_buft_overrides; + + llama_init_dft = common_init_from_params(params_dft); + + model_dft = llama_init_dft->model(); + + if (model_dft == nullptr) { + SRV_ERR("failed to load draft model, '%s'\n", params_base.speculative.model.path.c_str()); + return false; + } + + vocab_dft_compatible = common_speculative_are_compatible(ctx, llama_init_dft->context()); + if (!vocab_dft_compatible) { + SRV_INF("the draft model '%s' is not compatible with the target model '%s'. tokens will be translated between the draft and target models.\n", params_base.speculative.model.path.c_str(), params_base.model.path.c_str()); + } + + const int n_ctx_dft = llama_n_ctx(llama_init_dft->context()); + + cparams_dft = common_context_params_to_llama(params_dft); + cparams_dft.n_batch = n_ctx_dft; + + // the context is not needed - we will create one for each slot + llama_init_dft->free_context(); + } + + chat_templates = common_chat_templates_init(model, params_base.chat_template); + try { + common_chat_format_example(chat_templates.get(), params.use_jinja, params.default_template_kwargs); + } catch (const std::exception & e) { + SRV_WRN("%s: Chat template parsing error: %s\n", __func__, e.what()); + SRV_WRN("%s: The chat template that comes with this model is not yet supported, falling back to chatml. This may cause the model to output suboptimal responses\n", __func__); + chat_templates = common_chat_templates_init(model, "chatml"); + } + + std::string & mmproj_path = params_base.mmproj.path; + if (!mmproj_path.empty()) { + mtmd_helper_log_set(common_log_default_callback, nullptr); + + mtmd_context_params mparams = mtmd_context_params_default(); + mparams.use_gpu = params_base.mmproj_use_gpu; + mparams.print_timings = false; + mparams.n_threads = params_base.cpuparams.n_threads; + mparams.flash_attn_type = params_base.flash_attn_type; + mparams.warmup = params_base.warmup; + mparams.image_min_tokens = params_base.image_min_tokens; + mparams.image_max_tokens = params_base.image_max_tokens; + mctx = mtmd_init_from_file(mmproj_path.c_str(), model, mparams); + if (mctx == nullptr) { + SRV_ERR("failed to load multimodal model, '%s'\n", mmproj_path.c_str()); + return false; + } + SRV_INF("loaded multimodal model, '%s'\n", mmproj_path.c_str()); + + if (params_base.ctx_shift) { + params_base.ctx_shift = false; + SRV_WRN("%s\n", "ctx_shift is not supported by multimodal, it will be disabled"); + } + + if (params_base.n_cache_reuse) { + params_base.n_cache_reuse = 0; + SRV_WRN("%s\n", "cache_reuse is not supported by multimodal, it will be disabled"); + } + + if (params_base.has_speculative()) { + SRV_ERR("%s\n", "err: speculative decode is not supported by multimodal"); + return false; + } + } + + if (!llama_memory_can_shift(llama_get_memory(ctx))) { + if (params_base.ctx_shift) { + params_base.ctx_shift = false; + SRV_WRN("%s\n", "ctx_shift is not supported by this context, it will be disabled"); + } + + if (params_base.n_cache_reuse) { + params_base.n_cache_reuse = 0; + SRV_WRN("%s\n", "cache_reuse is not supported by this context, it will be disabled"); + } + } + + return true; + } + + // initialize slots and server-related data + void init() { + // wiring up server queues + queue_tasks.on_new_task([this](server_task && task) { + process_single_task(std::move(task)); + }); + queue_tasks.on_update_slots([this]() { + update_slots(); + }); + + // Necessary similarity of prompt for slot selection + slot_prompt_similarity = params_base.slot_prompt_similarity; + + // setup slots + SRV_INF("initializing slots, n_slots = %d\n", params_base.n_parallel); + + const int n_ctx_train = llama_model_n_ctx_train(model); + + int n_ctx_slot = llama_n_ctx_seq(ctx); + if (n_ctx_slot > n_ctx_train) { + SRV_WRN("the slot context (%d) exceeds the training context of the model (%d) - capping\n", n_ctx_slot, n_ctx_train); + n_ctx_slot = n_ctx_train; + } + + for (int i = 0; i < params_base.n_parallel; i++) { + server_slot slot; + + slot.id = i; + slot.ctx = ctx; + slot.n_ctx = n_ctx_slot; + slot.mctx = mctx; + slot.prompt.tokens.has_mtmd = mctx != nullptr; + + if (model_dft) { + slot.batch_spec = llama_batch_init(params_base.speculative.n_max + 1, 0, 1); + + // TODO: rework speculative decoding [TAG_SERVER_SPEC_REWORK] + slot.ctx_dft = llama_init_from_model(model_dft, cparams_dft); + if (slot.ctx_dft == nullptr) { + SRV_ERR("%s", "failed to create draft context\n"); + return; + } + + slot.spec = common_speculative_init(slot.ctx, slot.ctx_dft); + if (slot.spec == nullptr) { + SRV_ERR("%s", "failed to create speculator\n"); + return; + } + for (auto & pair : params_base.speculative.replacements) { + common_speculative_add_replacement_tgt_dft(slot.spec, pair.first.c_str(), pair.second.c_str()); + } + } + + SLT_INF(slot, "new slot, n_ctx = %d\n", slot.n_ctx); + + slot.callback_on_release = [this](int) { + queue_tasks.pop_deferred_task(); + }; + + slot.reset(); + + slots.push_back(std::move(slot)); + } + + { + const char * LLAMA_SERVER_SLOTS_DEBUG = getenv("LLAMA_SERVER_SLOTS_DEBUG"); + slots_debug = LLAMA_SERVER_SLOTS_DEBUG ? atoi(LLAMA_SERVER_SLOTS_DEBUG) : 0; + + if (slots_debug) { + SRV_WRN("slots debug = %d\n", slots_debug); + } + } + + // the update_slots() logic will always submit a maximum of n_batch or n_parallel tokens + // note that n_batch can be > n_ctx (e.g. for non-causal attention models such as BERT where the KV cache is not used) + { + const int32_t n_batch = llama_n_batch(ctx); + batch = llama_batch_init(std::max(n_batch, params_base.n_parallel), 0, 1); + } + + metrics.init(); + + if (params_base.cache_ram_mib != 0) { + if (params_base.cache_ram_mib < 0) { + SRV_WRN("prompt cache is enabled, size limit: %s\n", "no limit"); + } else { + SRV_WRN("prompt cache is enabled, size limit: %d MiB\n", params_base.cache_ram_mib); + } + SRV_WRN("%s", "use `--cache-ram 0` to disable the prompt cache\n"); + + prompt_cache = std::make_unique(params_base.cache_ram_mib, n_ctx); + } else { + SRV_WRN("%s", "prompt cache is disabled - use `--cache-ram N` to enable it\n"); + } + SRV_WRN("%s", "for more info see https://github.com/ggml-org/llama.cpp/pull/16391\n"); + + if (!params_base.model_alias.empty()) { + // user explicitly specified model name + model_name = params_base.model_alias; + } else if (!params_base.model.name.empty()) { + // use model name in registry format (for models in cache) + model_name = params_base.model.name; + } else { + // fallback: derive model name from file name + auto model_path = std::filesystem::path(params_base.model.path); + model_name = model_path.filename().string(); + } + + // thinking is enabled if: + // 1. It's not explicitly disabled (reasoning_budget == 0) + // 2. The chat template supports it + const bool enable_thinking = params_base.use_jinja && params_base.reasoning_budget != 0 && common_chat_templates_support_enable_thinking(chat_templates.get()); + SRV_INF("thinking = %d\n", enable_thinking); + + oai_parser_opt = { + /* use_jinja */ params_base.use_jinja, + /* prefill_assistant */ params_base.prefill_assistant, + /* reasoning_format */ params_base.reasoning_format, + /* chat_template_kwargs */ params_base.default_template_kwargs, + /* common_chat_templates */ chat_templates.get(), + /* allow_image */ mctx ? mtmd_support_vision(mctx) : false, + /* allow_audio */ mctx ? mtmd_support_audio (mctx) : false, + /* enable_thinking */ enable_thinking, + /* media_path */ params_base.media_path, + }; + + // print sample chat example to make it clear which template is used + LOG_INF("%s: chat template, chat_template: %s, example_format: '%s'\n", __func__, + common_chat_templates_source(chat_templates.get()), + common_chat_format_example(chat_templates.get(), params_base.use_jinja, params_base.default_template_kwargs).c_str()); + } + + server_slot * get_slot_by_id(int id) { + for (server_slot & slot : slots) { + if (slot.id == id) { + return &slot; + } + } + + return nullptr; + } + + server_slot * get_available_slot(const server_task & task) { + server_slot * ret = nullptr; + + bool update_cache = false; + + // find the slot that has at least n% prompt similarity + if (ret == nullptr && slot_prompt_similarity != 0.0f) { + float sim_best = 0; + + for (server_slot & slot : slots) { + // skip the slot if it is not available + if (slot.is_processing()) { + continue; + } + + const auto & tokens = slot.prompt.tokens; + + // skip the slot if it does not contains cached tokens + if (tokens.empty()) { + continue; + } + + // fraction of the Longest Common Prefix length with respect to the input prompt length + const float sim_cur = float(tokens.get_common_prefix(task.tokens)) / task.tokens.size(); + + // select the current slot if the criteria match + if (sim_cur > sim_best && sim_cur > slot_prompt_similarity) { + sim_best = sim_cur; + + ret = &slot; + } + } + + if (ret != nullptr) { + const float f_keep = (sim_best*task.tokens.size()) / ret->prompt.tokens.size(); + + SLT_INF(*ret, "selected slot by LCP similarity, sim_best = %.3f (> %.3f thold), f_keep = %.3f\n", + sim_best, slot_prompt_similarity, f_keep); + + // if we are about to lose a large portion of the existing context - save it in the prompt cache + if (f_keep < 0.5f) { + update_cache = true; + } + } + } + + // find the slot that has been least recently used + if (ret == nullptr) { + int64_t t_last = -1; + + for (server_slot & slot : slots) { + // skip the slot if it is not available + if (slot.is_processing()) { + continue; + } + + // select the current slot if the criteria match + if (!ret || slot.t_last_used <= t_last) { + t_last = slot.t_last_used; + ret = &slot; + } + } + + if (ret != nullptr) { + SLT_INF(*ret, "selected slot by LRU, t_last = %" PRId64 "\n", t_last); + + update_cache = true; + } + } + + if (ret) { + const auto & tokens = ret->prompt.tokens; + + update_cache = update_cache && prompt_cache; + + // cache prompts only for completion tasks + update_cache = update_cache && task.type == SERVER_TASK_TYPE_COMPLETION; + + // don't update the cache if the slot's context is empty + update_cache = update_cache && tokens.size() > 0; + + // TODO: mtmd does not support prompt cache + update_cache = update_cache && (ret->mctx == nullptr); + + if (update_cache) { + SRV_WRN("%s", "updating prompt cache\n"); + + const int64_t t_start = ggml_time_us(); + + ret->prompt_save(*prompt_cache); + + if (!ret->prompt_load(*prompt_cache, task.tokens)) { + clear_slot(*ret); + } + + prompt_cache->update(); + + SRV_WRN("prompt cache update took %.2f ms\n", (ggml_time_us() - t_start) / 1000.0); + } + } + + return ret; + } + + void clear_slot(server_slot & slot) const { + GGML_ASSERT(!slot.is_processing()); + + SLT_WRN(slot, "clearing slot with %zu tokens\n", slot.prompt.tokens.size()); + + llama_memory_seq_rm(llama_get_memory(ctx), slot.id, -1, -1); + slot.prompt.tokens.clear(); + } + + // return true if at least one slot has been cleared + // TODO: improve logic + // - smarter decision which slot to clear (LRU or longest prompt?) + // - move slot to level 2 cache instead of removing? + // - instead of purging, try to store and resume later? + bool try_clear_idle_slots() { + bool res = false; + + if (!params_base.kv_unified) { + return res; + } + + for (auto & slot : slots) { + if (slot.is_processing()) { + continue; + } + + if (slot.prompt.n_tokens() > 0) { + SRV_WRN("purging slot %d with %zu tokens\n", slot.id, slot.prompt.tokens.size()); + + clear_slot(slot); + + res = true; + + // clear slots one by one + break; + } + } + + return res; + } + + bool launch_slot_with_task(server_slot & slot, server_task && task) { + slot.reset(); + + if (!are_lora_equal(task.params.lora, slot.lora)) { + // if lora has changed, check to see if the cache should be cleared + if (lora_should_clear_cache(slot.lora, task.params.lora)) { + SLT_INF(slot, "clearing cache for lora change. %zu loras -> %zu loras\n", slot.lora.size(), task.params.lora.size()); + slot.prompt.tokens.clear(); + } else { + SLT_INF(slot, "keeping cache for alora. %zu target loras\n", task.params.lora.size()); + } + slot.lora = task.params.lora; + } + + // if using alora, make sure it's only a single one requested and active + size_t alora_invocation_start = task.tokens.size(); + if (lora_all_alora(slot.lora)) { + const auto & enabled_ids = lora_get_enabled_ids(slot.lora); + // TODO: This will error out if a user requests two aloras, but only + // provides the activation string for one. We could, instead search + // for all requested alora activation strings and then either keep + // only the last one, or reject if multiple are found. + if (enabled_ids.size() != 1) { + send_error(task, "Cannot run multiple aLoRAs in a single request", ERROR_TYPE_INVALID_REQUEST); + return false; + } + const auto & lora = slot.lora[enabled_ids[0]].ptr; + + // get the pointer and count for the invocation tokens + const uint64_t n_invocation_tokens = llama_adapter_get_alora_n_invocation_tokens(lora); + const llama_token * invocation_tokens = llama_adapter_get_alora_invocation_tokens (lora); + + // scan backwards through the prompt tokens to find the last + // occurrence of the invocation sequence + int match_idx = static_cast(n_invocation_tokens) - 1; + for (int i = task.tokens.size() - 1; i >= 0; --i) { + // the token in this position matches the next token to find in + // the invocation sequence + if (task.tokens[i] == invocation_tokens[match_idx]) { + // if it's a full match, we've found the start + if (match_idx == 0) { + alora_invocation_start = i; + break; + } + // otherwise, check the next token in the sequence + --match_idx; + } else { + // no match in this position, so start looking over again + match_idx = static_cast(n_invocation_tokens) - 1; + } + } + + // if the activation string is not found, disable the alora + if (alora_invocation_start == task.tokens.size()) { + SLT_DBG(slot, "alora %zu requested, but not found. deactivating\n", enabled_ids[0]); + slot.lora[enabled_ids[0]].scale = 0.0f; + } else { + SLT_DBG(slot, "alora %zu activated starting at %zu\n", enabled_ids[0], alora_invocation_start); + slot.alora_invocation_start = alora_invocation_start; + } + } + + if (!task.tokens.validate(ctx)) { + send_error(task, "Prompt contains invalid tokens", ERROR_TYPE_INVALID_REQUEST); + return false; + } + + SLT_DBG(slot, "launching slot : %s\n", safe_json_to_str(slot.to_json()).c_str()); + + // initialize samplers + { + slot.smpl.reset(common_sampler_init(model, task.params.sampling)); + + if (slot.smpl == nullptr) { + // for now, the only error that may happen here is invalid grammar + send_error(task, "Failed to parse grammar", ERROR_TYPE_INVALID_REQUEST); + return false; + } + + SLT_INF(slot, "sampler chain: %s\n", common_sampler_print(slot.smpl.get()).c_str()); + } + + // initialize draft batch + // TODO: rework speculative decoding [TAG_SERVER_SPEC_REWORK] + if (slot.ctx_dft) { + llama_batch_free(slot.batch_spec); + + slot.batch_spec = llama_batch_init(task.params.speculative.n_max + 1, 0, 1); + } + + slot.task = std::make_unique(std::move(task)); + + slot.state = slot.is_child() + ? SLOT_STATE_WAIT_OTHER // wait for the parent to process prompt + : SLOT_STATE_STARTED; + + SLT_INF(slot, "%s", "processing task\n"); + + return true; + } + + bool process_token(completion_token_output & result, server_slot & slot) { + // remember which tokens were sampled - used for repetition penalties during sampling + const std::string token_str = result.text_to_send; + slot.sampled = result.tok; + + slot.generated_text += token_str; + if (slot.task->params.return_tokens) { + slot.generated_tokens.push_back(result.tok); + } + slot.has_next_token = true; + + // check if there is incomplete UTF-8 character at the end + bool incomplete = validate_utf8(slot.generated_text) < slot.generated_text.size(); + + // search stop word and delete it + if (!incomplete) { + size_t pos = std::min(slot.n_sent_text, slot.generated_text.size()); + + const std::string str_test = slot.generated_text.substr(pos); + bool send_text = true; + + size_t stop_pos = slot.find_stopping_strings(str_test, token_str.size(), true); + if (stop_pos != std::string::npos) { + slot.generated_text.erase( + slot.generated_text.begin() + pos + stop_pos, + slot.generated_text.end()); + pos = std::min(slot.n_sent_text, slot.generated_text.size()); + } else if (slot.has_next_token && !llama_vocab_is_eog(vocab, result.tok) ) { + stop_pos = slot.find_stopping_strings(str_test, token_str.size(), false); + send_text = stop_pos == std::string::npos; + } + + // check if there is any token to predict + if (send_text) { + // no send the stop word in the response + result.text_to_send = slot.generated_text.substr(pos, std::string::npos); + slot.n_sent_text += result.text_to_send.size(); + // add the token to slot queue and cache + } else { + result.text_to_send = ""; + } + + slot.add_token(result); + if (slot.task->params.stream) { + send_partial_response(slot, result, false); + } + } + + if (incomplete) { + slot.has_next_token = true; + } + + // if context shifting is disabled, make sure that we don't run out of context + if (!params_base.ctx_shift && slot.prompt.n_tokens() + 1 >= slot.n_ctx) { + slot.truncated = true; + slot.stop = STOP_TYPE_LIMIT; + slot.has_next_token = false; + + SLT_DBG(slot, "stopped due to running out of context capacity, prompt.n_tokens() = %d, task.n_tokens = %d, n_decoded = %d, n_ctx = %d\n", + slot.prompt.n_tokens(), slot.task->n_tokens(), slot.n_decoded, slot.n_ctx); + } + + // check the limits + if (slot.n_decoded > 0 && slot.has_next_token && !slot.has_budget(params_base)) { + slot.stop = STOP_TYPE_LIMIT; + slot.has_next_token = false; + + SLT_DBG(slot, "stopped by limit, n_decoded = %d, n_predict = %d\n", slot.n_decoded, slot.task->params.n_predict); + } + + if (slot.has_new_line) { + // require that each new line has a whitespace prefix (i.e. indentation) of at least slot.params.n_indent + if (slot.task->params.n_indent > 0) { + // check the current indentation + // TODO: improve by not doing it more than once for each new line + if (slot.last_nl_pos > 0) { + size_t pos = slot.last_nl_pos; + + int n_indent = 0; + while (pos < slot.generated_text.size() && (slot.generated_text[pos] == ' ' || slot.generated_text[pos] == '\t')) { + n_indent++; + pos++; + } + + if (pos < slot.generated_text.size() && n_indent < slot.task->params.n_indent) { + slot.stop = STOP_TYPE_LIMIT; + slot.has_next_token = false; + + // cut the last line + slot.generated_text.erase(pos, std::string::npos); + + SLT_DBG(slot, "stopped by indentation limit, n_decoded = %d, n_indent = %d\n", slot.n_decoded, n_indent); + } + } + + // find the next new line + { + const size_t pos = slot.generated_text.find('\n', slot.last_nl_pos); + + if (pos != std::string::npos) { + slot.last_nl_pos = pos + 1; + } + } + } + } + + // check if there is a new line in the generated text + if (result.text_to_send.find('\n') != std::string::npos) { + slot.has_new_line = true; + + // if we have seen a new line, we stop after a certain time limit, but only upon another new line + if (slot.task->params.t_max_predict_ms > 0 && (ggml_time_us() - slot.t_start_generation > 1000.0f*slot.task->params.t_max_predict_ms)) { + slot.stop = STOP_TYPE_LIMIT; + slot.has_next_token = false; + + SLT_DBG(slot, "stopped by time limit, n_decoded = %d, t_max_predict_ms = %d ms\n", slot.n_decoded, (int) slot.task->params.t_max_predict_ms); + } + } + + if (llama_vocab_is_eog(vocab, result.tok)) { + slot.stop = STOP_TYPE_EOS; + slot.has_next_token = false; + + SLT_DBG(slot, "%s", "stopped by EOS\n"); + } + + SLT_DBG(slot, "n_decoded = %d, n_remaining = %d, next token: %5d '%s'\n", slot.n_decoded, slot.n_remaining, result.tok, token_str.c_str()); + + return slot.has_next_token; // continue + } + + void populate_token_probs(const server_slot & slot, completion_token_output & result, bool post_sampling, bool special, int idx) const { + const size_t n_probs = slot.task->params.sampling.n_probs; + + if (post_sampling) { + const auto * cur_p = common_sampler_get_candidates(slot.smpl.get(), true); + const size_t max_probs = cur_p->size; + + // set probability for sampled token + for (size_t i = 0; i < max_probs; i++) { + if (cur_p->data[i].id == result.tok) { + result.prob = cur_p->data[i].p; + break; + } + } + + // set probability for top n_probs tokens + result.probs.reserve(max_probs); + for (size_t i = 0; i < std::min(max_probs, n_probs); i++) { + result.probs.push_back({ + cur_p->data[i].id, + common_token_to_piece(ctx, cur_p->data[i].id, special), + cur_p->data[i].p + }); + } + } else { + // TODO: optimize this with min-p optimization + std::vector cur = get_token_probabilities(ctx, idx); + + // set probability for sampled token + for (size_t i = 0; i < cur.size(); i++) { + // set probability for sampled token + if (cur[i].id == result.tok) { + result.prob = cur[i].p; + break; + } + } + + // set probability for top n_probs tokens + result.probs.reserve(n_probs); + for (size_t i = 0; i < std::min(cur.size(), n_probs); i++) { + result.probs.push_back({ + cur[i].id, + common_token_to_piece(ctx, cur[i].id, special), + cur[i].p + }); + } + } + } + + void send_error(const server_task & task, const std::string & error, const enum error_type type = ERROR_TYPE_SERVER) { + send_error(task.id, error, type); + } + + void send_error(const server_slot & slot, const std::string & error, const enum error_type type = ERROR_TYPE_SERVER) { + send_error(slot.task->id, error, type, slot.task->n_tokens(), slot.n_ctx); + } + + void send_error(const int id_task, const std::string & error, const enum error_type type = ERROR_TYPE_SERVER, const int32_t n_prompt_tokens = 0, const int32_t n_ctx = 0) { + SRV_ERR("task id = %d, error: %s\n", id_task, error.c_str()); + + if (type == ERROR_TYPE_EXCEED_CONTEXT_SIZE) { + GGML_ASSERT(n_ctx > 0 && n_prompt_tokens > 0); + } + + auto res = std::make_unique(); + res->id = id_task; + res->err_type = type; + res->err_msg = error; + res->n_prompt_tokens = n_prompt_tokens; + res->n_ctx = n_ctx; + + queue_results.send(std::move(res)); + } + + // if multimodal is enabled, send an error and return false + bool check_no_mtmd(const int id_task) { + if (mctx) { + send_error(id_task, "This feature is not supported by multimodal", ERROR_TYPE_NOT_SUPPORTED); + return false; + } + return true; + } + + void send_partial_response(server_slot & slot, const completion_token_output & tkn, bool is_progress) { + auto res = std::make_unique(); + + res->id = slot.task->id; + res->index = slot.task->index; + + if (is_progress) { + res->is_progress = true; + res->progress.total = slot.task->n_tokens(); + res->progress.cache = slot.n_prompt_tokens_cache; + res->progress.processed = slot.prompt.tokens.size(); + res->progress.time_ms = (ggml_time_us() - slot.t_start_process_prompt) / 1000; + } else { + res->content = tkn.text_to_send; + res->tokens = { tkn.tok }; + } + + res->n_decoded = slot.n_decoded; + res->n_prompt_tokens = slot.task->n_tokens(); + res->post_sampling_probs = slot.task->params.post_sampling_probs; + + res->verbose = slot.task->params.verbose; + res->res_type = slot.task->params.res_type; + res->oaicompat_model = slot.task->params.oaicompat_model; + res->oaicompat_cmpl_id = slot.task->params.oaicompat_cmpl_id; + + // populate res.probs_output + if (slot.task->params.sampling.n_probs > 0) { + res->prob_output = tkn; // copy the token probs + } + + // populate timings if this is final response or timings_per_token is enabled + if (slot.stop != STOP_TYPE_NONE || slot.task->params.timings_per_token) { + res->timings = slot.get_timings(); + } + + queue_results.send(std::move(res)); + } + + void send_final_response(server_slot & slot) { + auto res = std::make_unique(); + + res->id = slot.task->id; + res->id_slot = slot.id; + + res->index = slot.task->index; + // in stream mode, content and tokens are already in last partial chunk + if (slot.task->params.stream) { + res->content = ""; + res->tokens = llama_tokens{}; + } else { + res->content = std::move(slot.generated_text); + res->tokens = std::move(slot.generated_tokens); + } + res->timings = slot.get_timings(); + res->prompt = slot.task->tokens.detokenize(ctx, true); + res->response_fields = std::move(slot.task->params.response_fields); + + res->truncated = slot.truncated; + res->n_decoded = slot.n_decoded; + res->n_prompt_tokens = slot.task->n_tokens(); + res->n_tokens_cached = slot.prompt.n_tokens(); + res->has_new_line = slot.has_new_line; + res->stopping_word = slot.stopping_word; + res->stop = slot.stop; + res->post_sampling_probs = slot.task->params.post_sampling_probs; + + res->verbose = slot.task->params.verbose; + res->stream = slot.task->params.stream; + res->include_usage = slot.task->params.include_usage; + res->res_type = slot.task->params.res_type; + res->oaicompat_model = slot.task->params.oaicompat_model; + res->oaicompat_cmpl_id = slot.task->params.oaicompat_cmpl_id; + + // populate res.probs_output + if (slot.task->params.sampling.n_probs > 0) { + if (!slot.task->params.stream && slot.stop == STOP_TYPE_WORD) { + const llama_tokens stop_word_toks = common_tokenize(ctx, slot.stopping_word, false); + + size_t safe_offset = std::min(slot.generated_token_probs.size(), stop_word_toks.size()); + res->probs_output = std::vector( + slot.generated_token_probs.begin(), + slot.generated_token_probs.end() - safe_offset); + } else { + res->probs_output = std::vector( + slot.generated_token_probs.begin(), + slot.generated_token_probs.end()); + } + } + + res->generation_params = slot.task->params; // copy the parameters + + queue_results.send(std::move(res)); + } + + void send_embedding(const server_slot & slot, const llama_batch & batch) { + auto res = std::make_unique(); + res->id = slot.task->id; + res->index = slot.task->index; + res->n_tokens = slot.task->n_tokens(); + res->res_type = slot.task->params.res_type; + + const int n_embd = llama_model_n_embd(model); + + std::vector embd_res(n_embd, 0.0f); + + for (int i = 0; i < batch.n_tokens; ++i) { + if (!batch.logits[i] || batch.seq_id[i][0] != slot.id) { + continue; + } + + const float * embd = nullptr; + if (llama_pooling_type(slot.ctx) == LLAMA_POOLING_TYPE_NONE) { + embd = llama_get_embeddings_ith(ctx, i); + } else { + embd = llama_get_embeddings_seq(ctx, batch.seq_id[i][0]); + } + + if (embd == nullptr) { + SLT_ERR(slot, "failed to get embeddings, token = %d, seq_id = %d\n", batch.token[i], batch.seq_id[i][0]); + + res->embedding.push_back(std::vector(n_embd, 0.0f)); + continue; + } + + // normalize only when there is pooling + if (llama_pooling_type(slot.ctx) != LLAMA_POOLING_TYPE_NONE) { + common_embd_normalize(embd, embd_res.data(), n_embd, slot.task->params.embd_normalize); + res->embedding.push_back(embd_res); + break; + } + + res->embedding.emplace_back(embd, embd + n_embd); + } + + SLT_DBG(slot, "%s", "sending embeddings\n"); + + queue_results.send(std::move(res)); + } + + void send_rerank(const server_slot & slot, const llama_batch & batch) { + auto res = std::make_unique(); + res->id = slot.task->id; + res->index = slot.task->index; + res->n_tokens = slot.task->n_tokens(); + + for (int i = 0; i < batch.n_tokens; ++i) { + if (!batch.logits[i] || batch.seq_id[i][0] != slot.id) { + continue; + } + + const float * embd = llama_get_embeddings_seq(ctx, batch.seq_id[i][0]); + if (embd == NULL) { + embd = llama_get_embeddings_ith(ctx, i); + } + + if (embd == NULL) { + SLT_ERR(slot, "failed to get embeddings, token = %d, seq_id = %d\n", batch.token[i], batch.seq_id[i][0]); + + res->score = -1e6; + continue; + } + + res->score = embd[0]; + } + + SLT_DBG(slot, "sending rerank result, res.score = %f\n", res->score); + + queue_results.send(std::move(res)); + } + + // + // Functions to process the task + // + + // tokenize the input if it's set by CLI, return false on error + bool tokenize_cli_input(server_task & task) { + if (task.cli_input == nullptr) { + return true; // nothing to do + } + try { + auto & opt = oai_parser_opt; + common_chat_templates_inputs inputs; + inputs.messages = common_chat_msgs_parse_oaicompat(task.cli_input); + inputs.tools = {}; // TODO + inputs.tool_choice = COMMON_CHAT_TOOL_CHOICE_NONE; + inputs.json_schema = ""; // TODO + inputs.grammar = ""; // TODO + inputs.use_jinja = opt.use_jinja; + inputs.parallel_tool_calls = false; + inputs.add_generation_prompt = true; + inputs.reasoning_format = opt.reasoning_format; + inputs.enable_thinking = opt.enable_thinking; + + // Apply chat template to the list of messages + auto chat_params = common_chat_templates_apply(opt.tmpls, inputs); + + // tokenize the resulting prompt + auto & prompt = chat_params.prompt; + if (mctx != nullptr) { + task.tokens = process_mtmd_prompt(mctx, prompt, task.cli_files); + } else { + task.tokens = std::move(tokenize_input_prompts(vocab, mctx, prompt, true, true)[0]); + } + task.cli_input.clear(); + task.cli_files.clear(); + } catch (const std::exception & e) { + send_error(task, std::string("Failed to format input: ") + e.what(), ERROR_TYPE_INVALID_REQUEST); + return false; + } + return true; + } + + void process_single_task(server_task && task) { + switch (task.type) { + case SERVER_TASK_TYPE_COMPLETION: + case SERVER_TASK_TYPE_INFILL: + case SERVER_TASK_TYPE_EMBEDDING: + case SERVER_TASK_TYPE_RERANK: + { + if (!tokenize_cli_input(task)) { + break; + } + + const int id_slot = task.id_slot; + + server_slot * slot = id_slot != -1 ? get_slot_by_id(id_slot) : get_available_slot(task); + + if (slot == nullptr) { + // if no slot is available, we defer this task for processing later + SRV_DBG("no slot is available, defer task, id_task = %d\n", task.id); + queue_tasks.defer(std::move(task)); + break; + } + + if (slot->is_processing()) { + // if requested slot is unavailable, we defer this task for processing later + SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); + queue_tasks.defer(std::move(task)); + break; + } + + if (!launch_slot_with_task(*slot, std::move(task))) { + SRV_ERR("failed to launch slot with task, id_task = %d\n", task.id); + break; + } + } break; + case SERVER_TASK_TYPE_CANCEL: + { + // release slot linked with the task id + for (auto & slot : slots) { + if (slot.task && slot.task->id == task.id_target) { + slot.release(); + break; + } + } + } break; + case SERVER_TASK_TYPE_NEXT_RESPONSE: + { + // do nothing + } break; + case SERVER_TASK_TYPE_METRICS: + { + json slots_data = json::array(); + + int n_idle_slots = 0; + int n_processing_slots = 0; + + for (server_slot & slot : slots) { + json slot_data = slot.to_json(slots_debug == 0); + + if (slot.is_processing()) { + n_processing_slots++; + } else { + n_idle_slots++; + } + + slots_data.push_back(slot_data); + } + SRV_DBG("n_idle_slots = %d, n_processing_slots = %d\n", n_idle_slots, n_processing_slots); + + auto res = std::make_unique(); + res->id = task.id; + res->slots_data = std::move(slots_data); + res->n_idle_slots = n_idle_slots; + res->n_processing_slots = n_processing_slots; + res->n_tasks_deferred = queue_tasks.queue_tasks_deferred_size(); + res->t_start = metrics.t_start; + + res->n_prompt_tokens_processed_total = metrics.n_prompt_tokens_processed_total; + res->t_prompt_processing_total = metrics.t_prompt_processing_total; + res->n_tokens_predicted_total = metrics.n_tokens_predicted_total; + res->t_tokens_generation_total = metrics.t_tokens_generation_total; + + res->n_tokens_max = metrics.n_tokens_max; + + res->n_prompt_tokens_processed = metrics.n_prompt_tokens_processed; + res->t_prompt_processing = metrics.t_prompt_processing; + res->n_tokens_predicted = metrics.n_tokens_predicted; + res->t_tokens_generation = metrics.t_tokens_generation; + + res->n_decode_total = metrics.n_decode_total; + res->n_busy_slots_total = metrics.n_busy_slots_total; + + if (task.metrics_reset_bucket) { + metrics.reset_bucket(); + } + queue_results.send(std::move(res)); + } break; + case SERVER_TASK_TYPE_SLOT_SAVE: + { + if (!check_no_mtmd(task.id)) { + break; + } + + int id_slot = task.slot_action.slot_id; + server_slot * slot = get_slot_by_id(id_slot); + if (slot == nullptr) { + send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); + break; + } + if (slot->is_processing()) { + // if requested slot is unavailable, we defer this task for processing later + SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); + queue_tasks.defer(std::move(task)); + break; + } + + const size_t token_count = slot->prompt.tokens.size(); + const int64_t t_start = ggml_time_us(); + + std::string filename = task.slot_action.filename; + std::string filepath = task.slot_action.filepath; + + const llama_tokens & tokens = slot->prompt.tokens.get_text_tokens(); + const size_t nwrite = llama_state_seq_save_file(ctx, filepath.c_str(), slot->id, tokens.data(), token_count); + + const int64_t t_end = ggml_time_us(); + const double t_save_ms = (t_end - t_start) / 1000.0; + + auto res = std::make_unique(); + res->id = task.id; + res->id_slot = id_slot; + res->filename = filename; + res->is_save = true; + res->n_tokens = token_count; + res->n_bytes = nwrite; + res->t_ms = t_save_ms; + queue_results.send(std::move(res)); + } break; + case SERVER_TASK_TYPE_SLOT_RESTORE: + { + if (!check_no_mtmd(task.id)) break; + int id_slot = task.slot_action.slot_id; + server_slot * slot = get_slot_by_id(id_slot); + if (slot == nullptr) { + send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); + break; + } + if (slot->is_processing()) { + // if requested slot is unavailable, we defer this task for processing later + SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); + queue_tasks.defer(std::move(task)); + break; + } + + const int64_t t_start = ggml_time_us(); + + std::string filename = task.slot_action.filename; + std::string filepath = task.slot_action.filepath; + + llama_tokens tokens; + tokens.resize(slot->n_ctx); + size_t token_count = 0; + size_t nread = llama_state_seq_load_file(ctx, filepath.c_str(), slot->id, tokens.data(), tokens.size(), &token_count); + if (nread == 0) { + slot->prompt.tokens.clear(); // KV may already been invalidated? + send_error(task, "Unable to restore slot, no available space in KV cache or invalid slot save file", ERROR_TYPE_INVALID_REQUEST); + break; + } + tokens.resize(token_count); + slot->prompt.tokens.clear(); + slot->prompt.tokens.insert(tokens); + + const int64_t t_end = ggml_time_us(); + const double t_restore_ms = (t_end - t_start) / 1000.0; + + auto res = std::make_unique(); + res->id = task.id; + res->id_slot = id_slot; + res->filename = filename; + res->is_save = false; + res->n_tokens = token_count; + res->n_bytes = nread; + res->t_ms = t_restore_ms; + queue_results.send(std::move(res)); + } break; + case SERVER_TASK_TYPE_SLOT_ERASE: + { + if (!check_no_mtmd(task.id)) { + break; + } + int id_slot = task.slot_action.slot_id; + server_slot * slot = get_slot_by_id(id_slot); + if (slot == nullptr) { + send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); + break; + } + if (slot->is_processing()) { + // if requested slot is unavailable, we defer this task for processing later + SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); + queue_tasks.defer(std::move(task)); + break; + } + + // Erase token cache + const size_t n_erased = slot->prompt.tokens.size(); + + clear_slot(*slot); + + auto res = std::make_unique(); + res->id = task.id; + res->id_slot = id_slot; + res->n_erased = n_erased; + queue_results.send(std::move(res)); + } break; + case SERVER_TASK_TYPE_SET_LORA: + { + params_base.lora_adapters = std::move(task.set_lora); + auto res = std::make_unique(); + res->id = task.id; + queue_results.send(std::move(res)); + } break; + } + } + + void update_slots() { + // check if all slots are idle + { + bool all_idle = true; + + for (auto & slot : slots) { + if (slot.is_processing()) { + all_idle = false; + break; + } + } + + if (all_idle) { + SRV_INF("%s", "all slots are idle\n"); + + return; + } + } + + { + SRV_DBG("%s", "posting NEXT_RESPONSE\n"); + + server_task task(SERVER_TASK_TYPE_NEXT_RESPONSE); + task.id = queue_tasks.get_new_id(); + queue_tasks.post(std::move(task)); + } + + // apply context-shift if needed + // TODO: simplify and improve + for (server_slot & slot : slots) { + if (slot.state == SLOT_STATE_GENERATING && slot.prompt.n_tokens() + 1 >= slot.n_ctx) { + if (!params_base.ctx_shift) { + // this check is redundant (for good) + // we should never get here, because generation should already stopped in process_token() + send_error(slot, "context shift is disabled", ERROR_TYPE_SERVER); + slot.release(); + continue; + } + + if (mctx) { + // we should never reach this because params_base.ctx_shift is automatically disabled if mmproj is loaded + // we don't support ctx_shift because an image chunk may contains multiple tokens + GGML_ABORT("not supported by multimodal"); + } + + if (slot.is_parent() || slot.is_child()) { + send_error(slot, "context shift cannot be used for shared prompt", ERROR_TYPE_SERVER); + slot.release(); + continue; + } + + // Shift context + int n_keep = slot.task->params.n_keep < 0 ? slot.task->n_tokens() : slot.task->params.n_keep; + + if (add_bos_token) { + n_keep += 1; + } + + n_keep = std::min(slot.n_ctx - 4, n_keep); + + const int n_left = slot.prompt.n_tokens() - n_keep; + const int n_discard = slot.task->params.n_discard ? slot.task->params.n_discard : (n_left / 2); + + SLT_WRN(slot, "slot context shift, n_keep = %d, n_left = %d, n_discard = %d\n", n_keep, n_left, n_discard); + + llama_memory_seq_rm (llama_get_memory(ctx), slot.id, n_keep , n_keep + n_discard); + llama_memory_seq_add(llama_get_memory(ctx), slot.id, n_keep + n_discard, slot.prompt.n_tokens(), -n_discard); + + // add generated tokens to cache + // ref: https://github.com/ggml-org/llama.cpp/pull/16818#discussion_r2473269481 + { + GGML_ASSERT(!slot.prompt.tokens.has_mtmd); + + llama_tokens new_tokens = slot.prompt.tokens.get_text_tokens(); // copy + for (size_t i = n_keep + n_discard; i < new_tokens.size(); i++) { + new_tokens[i - n_discard] = new_tokens[i]; + } + + new_tokens.resize(slot.prompt.tokens.size() - n_discard); + + slot.prompt.tokens.clear(); + slot.prompt.tokens.insert(new_tokens); + } + + slot.truncated = true; + } + } + + // start populating the batch for this iteration + common_batch_clear(batch); + + // track if given slot can be batched with slots already in the batch + server_slot * slot_batched = nullptr; + + auto accept_special_token = [&](server_slot & slot, llama_token token) { + return params_base.special || + slot.task->params.sampling.preserved_tokens.find(token) != slot.task->params.sampling.preserved_tokens.end(); + }; + + // first, add sampled tokens from any ongoing sequences + for (auto & slot : slots) { + if (slot.state != SLOT_STATE_GENERATING) { + continue; + } + + // check if we can batch this slot with the previous one + if (!slot_batched) { + slot_batched = &slot; + } else if (!slot_batched->can_batch_with(slot)) { + continue; + } + + // generate draft tokens in speculative decoding mode + // TODO: rework to have a single draft llama_context shared across all slots [TAG_SERVER_SPEC_REWORK] + // perform the speculative drafting for all sequences at the same time in a single batch + int n_draft_max = slot.get_n_draft_max(); + if (n_draft_max > 0) { + if (mctx) { + // we should never reach this, as speculative is automatically disabled if mmproj is loaded + GGML_ABORT("not supported by multimodal"); + } + + struct common_speculative_params params_spec; + params_spec.n_draft = n_draft_max; + params_spec.n_reuse = llama_n_ctx(slot.ctx_dft) - slot.task->params.speculative.n_max; + params_spec.p_min = slot.task->params.speculative.p_min; + const llama_tokens & cached_text_tokens = slot.prompt.tokens.get_text_tokens(); + llama_tokens draft = common_speculative_gen_draft(slot.spec, params_spec, cached_text_tokens, slot.sampled); + + // add the sampled token to the batch + slot.i_batch_dft.push_back(batch.n_tokens); + common_batch_add(batch, slot.sampled, slot.prompt.tokens.pos_next(), { slot.id }, true); + slot.prompt.tokens.push_back(slot.sampled); + + if (slot.task->params.speculative.n_min > (int) draft.size()) { + SLT_DBG(slot, "ignoring small draft: %d < %d\n", (int) draft.size(), slot.task->params.speculative.n_min); + // fallback to normal decoding + slot.i_batch = slot.i_batch_dft[0]; + slot.drafted.clear(); + slot.i_batch_dft.clear(); + } else { + // keep track of total number of drafted tokens tested + slot.n_draft_total += draft.size(); + + // add all drafted tokens to the batch + for (size_t i = 0; i < draft.size(); i++) { + slot.i_batch_dft.push_back(batch.n_tokens); + common_batch_add(batch, draft[i], slot.prompt.tokens.pos_next(), { slot.id }, true); + slot.prompt.tokens.push_back(draft[i]); + } + slot.drafted = std::move(draft); + } + } else { + // no speculative decoding + slot.i_batch = batch.n_tokens; + + common_batch_add(batch, slot.sampled, slot.prompt.tokens.pos_next(), { slot.id }, true); + + slot.prompt.tokens.push_back(slot.sampled); + + SLT_DBG(slot, "slot decode token, n_ctx = %d, n_tokens = %d, truncated = %d\n", + slot.n_ctx, slot.prompt.n_tokens(), slot.truncated); + } + } + + // process in chunks of params.n_batch + int32_t n_batch = llama_n_batch(ctx); + int32_t n_ubatch = llama_n_ubatch(ctx); + + float alora_scale = -1.0f; + size_t alora_disabled_id = 0; + + // next, batch any pending prompts without exceeding n_batch + if (params_base.cont_batching || batch.n_tokens == 0) { + for (auto & slot : slots) { + if (!slot.is_processing()) { + continue; + } + + // check if we can batch this slot with the previous one + if (slot_batched && !slot_batched->can_batch_with(slot)) { + continue; + } + + // this slot still has a prompt to be processed + if (slot.state == SLOT_STATE_PROCESSING_PROMPT || slot.state == SLOT_STATE_STARTED) { + const auto & input_tokens = slot.task->tokens; + + // TODO: maybe move branch to outside of this loop in the future + if (slot.state == SLOT_STATE_STARTED) { + slot.t_start_process_prompt = ggml_time_us(); + slot.t_start_generation = 0; + + slot.state = SLOT_STATE_PROCESSING_PROMPT; + + SLT_INF(slot, "new prompt, n_ctx_slot = %d, n_keep = %d, task.n_tokens = %d\n", + slot.n_ctx, slot.task->params.n_keep, slot.task->n_tokens()); + + // print prompt tokens (for debugging) + /*if (1) { + // first 16 tokens (avoid flooding logs) + for (int i = 0; i < std::min(16, input_tokens.size()); i++) { + SLT_DBG(slot, "prompt token %3d: %6d '%s'\n", i, input_tokens[i], common_token_to_piece(ctx, input_tokens[i]).c_str()); + } + } else { + // all + for (int i = 0; i < (int) input_tokens.size(); i++) { + SLT_DBG(slot, "prompt token %3d: %6d '%s'\n", i, input_tokens[i], common_token_to_piece(ctx, input_tokens[i]).c_str()); + } + }*/ + + // keep track how many tokens we can reuse from the previous state + int n_past = 0; + + // empty prompt passed -> release the slot and send empty response + if (input_tokens.empty()) { + SLT_WRN(slot, "%s", "empty prompt - releasing slot\n"); + + slot.print_timings(); + send_final_response(slot); + slot.release(); + + continue; + } + + // TODO: support memory-less logits computation + if (slot.need_logits() && !llama_get_memory(ctx)) { + send_error(slot, "the current context does not logits computation. skipping", ERROR_TYPE_SERVER); + slot.release(); + continue; + } + + if (!slot.can_split()) { + if (slot.task->n_tokens() > n_ubatch) { + send_error(slot, "input is too large to process. increase the physical batch size", ERROR_TYPE_SERVER); + slot.release(); + continue; + } + + if (slot.task->n_tokens() > slot.n_ctx) { + send_error(slot, "input is larger than the max context size. skipping", ERROR_TYPE_EXCEED_CONTEXT_SIZE); + slot.release(); + continue; + } + } else { + if (slot.task->n_tokens() >= slot.n_ctx) { + send_error(slot, "the request exceeds the available context size, try increasing it", ERROR_TYPE_EXCEED_CONTEXT_SIZE); + slot.release(); + continue; + } + + if (slot.task->params.cache_prompt) { + // reuse any previously computed tokens that are common with the new prompt + n_past = slot.prompt.tokens.get_common_prefix(input_tokens); + + // if there is an alora invoked, don't cache after the invocation start + if (slot.alora_invocation_start > 0) { + SLT_DBG(slot, "only caching to alora invocation start (n_past = %d, alora_invocation_start = %d)\n", n_past, slot.alora_invocation_start); + n_past = std::min(n_past, slot.alora_invocation_start - 1); + } + + const auto n_cache_reuse = slot.task->params.n_cache_reuse; + + const bool can_cache_reuse = + llama_memory_can_shift(llama_get_memory(ctx)) && + !slot.prompt.tokens.has_mtmd; + + if (!can_cache_reuse && n_cache_reuse > 0) { + SLT_WRN(slot, "cache reuse is not supported - ignoring n_cache_reuse = %d\n", n_cache_reuse); + } + + // reuse chunks from the cached prompt by shifting their KV cache in the new position + if (can_cache_reuse && n_cache_reuse > 0) { + GGML_ASSERT(!slot.prompt.tokens.has_mtmd); + + size_t head_c = n_past; // cache + size_t head_p = n_past; // current prompt + + if (mctx) { + // we should never reach this + GGML_ABORT("not supported by multimodal"); + } + + SLT_DBG(slot, "trying to reuse chunks with size > %d, n_past = %d\n", n_cache_reuse, n_past); + + while (head_c < slot.prompt.tokens.size() && + head_p < input_tokens.size()) { + + size_t n_match = 0; + while (head_c + n_match < slot.prompt.tokens.size() && + head_p + n_match < input_tokens.size() && + slot.prompt.tokens[head_c + n_match] == input_tokens[head_p + n_match]) { + n_match++; + } + + if (n_match >= (size_t) n_cache_reuse) { + SLT_INF(slot, "reusing chunk with size %zu, shifting KV cache [%zu, %zu) -> [%zu, %zu)\n", n_match, head_c, head_c + n_match, head_p, head_p + n_match); + //for (size_t i = head_p; i < head_p + n_match; i++) { + // SLT_DBG(slot, "cache token %3zu: %6d '%s'\n", i, prompt_tokens[i], common_token_to_piece(ctx, prompt_tokens[i]).c_str()); + //} + + const int64_t kv_shift = (int64_t) head_p - (int64_t) head_c; + + llama_memory_seq_rm (llama_get_memory(ctx), slot.id, head_p, head_c); + llama_memory_seq_add(llama_get_memory(ctx), slot.id, head_c, head_c + n_match, kv_shift); + + for (size_t i = 0; i < n_match; i++) { + slot.prompt.tokens.set_token(head_p + i, slot.prompt.tokens[head_c + i]); + n_past++; + } + + head_c += n_match; + head_p += n_match; + } else { + head_c += 1; + } + } + + SLT_DBG(slot, "after context reuse, new n_past = %d\n", n_past); + } + } else { + // if we don't cache the prompt, we have to remove all previous tokens + n_past = 0; + } + + // note: when n_swa == 0, the model does not use SWA, which is equivalent to a window of 1 + const auto n_swa = std::max(1, llama_model_n_swa(model)); + + // the largest pos_min required for a checkpoint to be useful + const auto pos_min_thold = std::max(0, n_past - n_swa); + + // note: disallow with mtmd contexts for now + // https://github.com/ggml-org/llama.cpp/issues/17043 + if (!mctx && n_past > 0 && n_past < slot.prompt.n_tokens()) { + const auto pos_min = llama_memory_seq_pos_min(llama_get_memory(ctx), slot.id); + if (pos_min == -1) { + SLT_ERR(slot, "n_past = %d, slot.prompt.tokens.size() = %d, seq_id = %d, pos_min = %d\n", n_past, (int) slot.prompt.tokens.size(), slot.id, pos_min); + GGML_ABORT("pos_min == -1, but n_past > 0 - should not happen: https://github.com/ggml-org/llama.cpp/pull/13833#discussion_r2116181237"); + } + + // when the prompt prefix does not match, print the tokens around the mismatch + // this is useful for debugging prompt caching + if (slots_debug) { + const int np0 = std::max(n_past - 4, 0); + const int np1 = std::min(n_past + 6, std::min(slot.prompt.tokens.size(), slot.task->tokens.size())); + + std::stringstream ss0; + std::stringstream ss1; + + std::stringstream st0; + std::stringstream st1; + + ss0 << "old: ... "; + ss1 << "new: ... "; + + for (int i = np0; i < np1; i++) { + if (i == n_past) { + ss0 << " | "; + ss1 << " | "; + } + + { + const auto token = slot.prompt.tokens[i]; + const auto piece = token != LLAMA_TOKEN_NULL ? common_token_to_piece(ctx, token) : "[mtmd]"; + ss0 << piece; + st0 << std::setw(8) << token; + } + + { + const auto token = slot.task->tokens[i]; + const auto piece = token != LLAMA_TOKEN_NULL ? common_token_to_piece(ctx, token) : "[mtmd]"; + ss1 << piece; + st1 << std::setw(8) << token; + } + } + + SLT_WRN(slot, "%s\n", ss0.str().c_str()); + SLT_WRN(slot, "%s\n", ss1.str().c_str()); + + SLT_WRN(slot, "%s\n", st0.str().c_str()); + SLT_WRN(slot, "%s\n", st1.str().c_str()); + } + + if (pos_min > pos_min_thold) { + // TODO: support can be added in the future when corresponding vision models get released + GGML_ASSERT(!slot.prompt.tokens.has_mtmd); + + SLT_WRN(slot, "n_past = %d, slot.prompt.tokens.size() = %d, seq_id = %d, pos_min = %d, n_swa = %d\n", n_past, (int) slot.prompt.tokens.size(), slot.id, pos_min, n_swa); + + // search for a context checkpoint + const auto it = std::find_if( + slot.prompt.checkpoints.rbegin(), + slot.prompt.checkpoints.rend(), + [&](const auto & cur) { + // guarantee that a checkpoint will result in at least one token being processed [TAG_PROMPT_LOGITS] + return cur.pos_min < pos_min_thold; + } + ); + + bool do_reset = it == slot.prompt.checkpoints.rend(); + + if (!do_reset) { + // restore the context checkpoint + const size_t checkpoint_size = it->data.size(); + const size_t n = llama_state_seq_set_data_ext(ctx, it->data.data(), checkpoint_size, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY); + + if (n != checkpoint_size) { + SLT_ERR(slot, "failed to restore context checkpoint (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", it->pos_min, it->pos_max, (float) checkpoint_size / 1024 / 1024); + do_reset = true; + //printf("[DEBUG] `do_reset` was set to `true` after failing to restore a checkpoint"); + } else { + n_past = std::min(n_past, std::max(it->pos_min + 1, it->pos_max)); + SLT_WRN(slot, "restored context checkpoint (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", it->pos_min, it->pos_max, (float) checkpoint_size / 1024 / 1024); + } + } + + if (do_reset) { + SLT_WRN(slot, "forcing full prompt re-processing due to lack of cache data (likely due to SWA or hybrid/recurrent memory, see %s)\n", + "https://github.com/ggml-org/llama.cpp/pull/13194#issuecomment-2868343055"); + n_past = 0; + } + } + } + + { + // erase any checkpoints with pos_min > pos_min_thold + for (auto it = slot.prompt.checkpoints.begin(); it != slot.prompt.checkpoints.end();) { + const auto & cur = *it; + if (cur.pos_min > pos_min_thold) { + SLT_WRN(slot, "erased invalidated context checkpoint (pos_min = %d, pos_max = %d, n_swa = %d, size = %.3f MiB)\n", cur.pos_min, cur.pos_max, n_swa, (float) cur.data.size() / 1024 / 1024); + it = slot.prompt.checkpoints.erase(it); + } else { + ++it; + } + } + } + } + + // [TAG_PROMPT_LOGITS] + if (n_past == slot.task->n_tokens() && n_past > 0) { + SLT_WRN(slot, "need to evaluate at least 1 token for each active slot (n_past = %d, task.n_tokens() = %d)\n", n_past, slot.task->n_tokens()); + n_past--; + SLT_WRN(slot, "n_past was set to %d\n", n_past); + } + + slot.n_prompt_tokens_cache = n_past; + slot.n_prompt_tokens_processed = 0; + + slot.prompt.tokens.keep_first(n_past); + } + + if (!slot.can_split()) { + // cannot fit the prompt in the current batch - will try next iter + if (batch.n_tokens + slot.task->n_tokens() > n_batch) { + continue; + } + } + + // truncate any tokens that are beyond n_past for this slot + const llama_pos p0 = slot.prompt.tokens.pos_next(); + + SLT_INF(slot, "n_tokens = %d, memory_seq_rm [%d, end)\n", slot.prompt.n_tokens(), p0); + + if (!llama_memory_seq_rm(llama_get_memory(ctx), slot.id, p0, -1)) { + SLT_WRN(slot, "failed to truncate tokens with position >= %d - clearing the memory\n", p0); + + clear_slot(slot); + + // there is no common part left + slot.n_prompt_tokens_cache = 0; + } + + // check if we should process the image + if (slot.prompt.n_tokens() < slot.task->n_tokens() && input_tokens[slot.prompt.n_tokens()] == LLAMA_TOKEN_NULL) { + // process the image + size_t n_tokens_out = 0; + int32_t res = input_tokens.process_chunk(ctx, mctx, slot.prompt.n_tokens(), slot.prompt.tokens.pos_next(), slot.id, n_tokens_out); + if (res != 0) { + SLT_ERR(slot, "failed to process image, res = %d\n", res); + send_error(slot, "failed to process image", ERROR_TYPE_SERVER); + slot.release(); + continue; + } + + slot.n_prompt_tokens_processed += n_tokens_out; + + // add the image chunk to cache + { + const auto & chunk = input_tokens.find_chunk(slot.prompt.n_tokens()); + slot.prompt.tokens.push_back(chunk.get()); // copy + } + } + + // If using an alora, there may be uncached tokens that come + // before the invocation sequence. When this happens, the + // tokens before the invocation sequence need to be + // processed without the adapter in a separate batch, then + // the adapter needs to be enabled for the remaining tokens. + if (lora_all_alora(slot.lora) && slot.alora_invocation_start - 1 > slot.prompt.n_tokens()) { + SLT_DBG(slot, "processing pre-alora tokens without the adapter (n_tokens = %d, alora_invocation_start = %d)\n", slot.prompt.n_tokens(), slot.alora_invocation_start); + const auto & enabled_loras = lora_get_enabled_ids(slot.lora); + GGML_ASSERT(enabled_loras.size() == 1); + alora_scale = slot.lora[enabled_loras[0]].scale; + slot.lora[enabled_loras[0]].scale = 0.0f; + alora_disabled_id = enabled_loras[0]; + } + + bool do_checkpoint = params_base.n_ctx_checkpoints > 0; + + // make checkpoints only for completion tasks + do_checkpoint = do_checkpoint && slot.task->type == SERVER_TASK_TYPE_COMPLETION; + + // make a checkpoint of the parts of the memory that cannot be rolled back. + // checkpoints are created only if: + // - the model uses SWA and we are not using `swa_full` + // - the model architecture is marked as recurrent or hybrid + // + // TODO: try to make this conditional on the context or the memory module, instead of the model type + do_checkpoint = do_checkpoint && ( + llama_model_is_recurrent(model) || + llama_model_is_hybrid(model) || + (llama_model_n_swa(model) > 0 && !params_base.swa_full) + ); + + // add prompt tokens for processing in the current batch + while (slot.prompt.n_tokens() < slot.task->n_tokens() && batch.n_tokens < n_batch) { + // get next token to process + llama_token cur_tok = input_tokens[slot.prompt.n_tokens()]; + if (cur_tok == LLAMA_TOKEN_NULL) { + break; // end of text chunk + } + + // if this is an alora request with pre-invocation + // tokens that are not cached, we need to stop filling + // this batch at those pre-invocation tokens. + if (alora_scale > 0 && slot.prompt.n_tokens() == slot.alora_invocation_start - 1) { + SLT_DBG(slot, "stop prompt batch filling at (n_tokens = %d, alora_invocation_start = %d)\n", slot.prompt.n_tokens(), slot.alora_invocation_start); + break; + } + + // embedding requires all tokens in the batch to be output + common_batch_add(batch, + cur_tok, + slot.prompt.tokens.pos_next(), + { slot.id }, + slot.need_embd()); + slot.prompt.tokens.push_back(cur_tok); + + slot.n_prompt_tokens_processed++; + + // process the last few tokens of the prompt separately in order to allow for a checkpoint to be created. + if (do_checkpoint && slot.task->n_tokens() - slot.prompt.n_tokens() == 64) { + break; + } + } + + // SLT_INF(slot, "new slot.prompt.tokens: %s\n", slot.slot.prompt.tokens.str().c_str()); + + SLT_INF(slot, "prompt processing progress, n_tokens = %d, batch.n_tokens = %d, progress = %f\n", slot.prompt.n_tokens(), batch.n_tokens, (float) slot.prompt.n_tokens() / slot.task->n_tokens()); + + // entire prompt has been processed + if (slot.prompt.n_tokens() == slot.task->n_tokens()) { + slot.state = SLOT_STATE_DONE_PROMPT; + + GGML_ASSERT(batch.n_tokens > 0); + + common_sampler_reset(slot.smpl.get()); + + // Process all prompt tokens through sampler system + for (int i = 0; i < slot.task->n_tokens(); ++i) { + llama_token id = input_tokens[i]; + if (id != LLAMA_TOKEN_NULL) { + common_sampler_accept(slot.smpl.get(), id, false); + } + } + + // extract the logits only for the last token + batch.logits[batch.n_tokens - 1] = true; + + slot.n_decoded = 0; + slot.i_batch = batch.n_tokens - 1; + + SLT_INF(slot, "prompt done, n_tokens = %d, batch.n_tokens = %d\n", slot.prompt.n_tokens(), batch.n_tokens); + + const auto pos_min = llama_memory_seq_pos_min(llama_get_memory(ctx), slot.id); + const auto pos_max = llama_memory_seq_pos_max(llama_get_memory(ctx), slot.id); + + // no need for empty or small checkpoints + do_checkpoint = do_checkpoint && (pos_min >= 0 && pos_max >= 64); + + // no need to create checkpoints that are too close together + do_checkpoint = do_checkpoint && (slot.prompt.checkpoints.empty() || pos_max > slot.prompt.checkpoints.back().pos_max + 64); + + if (do_checkpoint) { + while (slot.prompt.checkpoints.size() >= (size_t) params_base.n_ctx_checkpoints) { + // make room for the new checkpoint, if needed + const auto & cur = slot.prompt.checkpoints.front(); + + SLT_WRN(slot, "erasing old context checkpoint (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", + cur.pos_min, cur.pos_max, (float) cur.data.size() / 1024 / 1024); + + slot.prompt.checkpoints.erase(slot.prompt.checkpoints.begin()); + } + + const size_t checkpoint_size = llama_state_seq_get_size_ext(ctx, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY); + + auto & cur = slot.prompt.checkpoints.emplace_back(server_prompt_checkpoint{ + /*.pos_min = */ pos_min, + /*.pos_max = */ pos_max, + /*.data = */ std::vector(checkpoint_size), + }); + + llama_state_seq_get_data_ext(ctx, cur.data.data(), checkpoint_size, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY); + + SLT_WRN(slot, "created context checkpoint %d of %d (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", + (int) slot.prompt.checkpoints.size(), params_base.n_ctx_checkpoints, cur.pos_min, cur.pos_max, (float) cur.data.size() / 1024 / 1024); + } + } + } + + if (!slot_batched) { + slot_batched = &slot; + } + + if (batch.n_tokens >= n_batch) { + break; + } + } + } + + if (batch.n_tokens == 0) { + SRV_WRN("%s", "no tokens to decode\n"); + return; + } + + SRV_DBG("decoding batch, n_tokens = %d\n", batch.n_tokens); + + if (slot_batched) { + // apply lora, only need to do it once per batch + common_set_adapter_lora(ctx, slot_batched->lora); + + // if the lora is temporarily disabled for an alora, re-enable it + // for next time + if (alora_scale > 0.0f) { + SRV_DBG("re-enabling alora with scale %f\n", alora_scale); + slot_batched->lora[alora_disabled_id].scale = alora_scale; + } + + llama_set_embeddings(ctx, slot_batched->need_embd()); + } + + int32_t i_next = 0; + + // process the created batch of tokens + for (int32_t i = 0; i < batch.n_tokens; i = i_next) { + const int32_t n_tokens = std::min(n_batch, batch.n_tokens - i); + + llama_batch batch_view = { + n_tokens, + batch.token + i, + nullptr, + batch.pos + i, + batch.n_seq_id + i, + batch.seq_id + i, + batch.logits + i, + }; + + const int ret = llama_decode(ctx, batch_view); + + metrics.on_decoded(slots); + + if (ret != 0) { + { + std::string err; + + if (n_batch == 1 && ret == 1) { + // TODO: try to terminate only the largest active slot/sequence and continue with the rest + // need to remove the tokens from the current batch too + err = "Context size has been exceeded."; + } + + if (ret == -1) { + err = "Invalid input batch."; + } + + if (ret < -1) { + // TODO: update slot state based on llama_memory_seq_pos_min() and llama_memory_seq_pos_max() + err = "Compute error."; + } + + // TODO: handle ret == 2 (abort) when we start aborting + + if (!err.empty()) { + SRV_ERR("%s i = %d, n_batch = %d, ret = %d\n", err.c_str(), i, n_batch, ret); + + for (auto & slot : slots) { + if (slot.is_processing()) { + send_error(slot, err); + slot.release(); + + // note: it's complicated to keep track of how much of the current batch has been + // processed before the error occurred, so we simply clear the entire context + clear_slot(slot); + } + } + + break; + } + } + + // retry with half the batch size to try to find a free slot in the KV cache + if (!try_clear_idle_slots()) { + n_batch /= 2; + } + + SRV_WRN("failed to find free space in the KV cache, retrying with smaller batch size, i = %d, n_batch = %d, ret = %d\n", i, n_batch, ret); + + continue; // continue loop of n_batch + } + + // move the head of the batch forward with the number of tokens we just processed + i_next = i + n_tokens; + + // on successful decode, restore the original batch size + n_batch = llama_n_batch(ctx); + + // technically, measuring the time here excludes the sampling time for the last batch + // but on the other hand, we don't want to do too many system calls to measure the time, so it's ok + const int64_t t_current = ggml_time_us(); + + for (auto & slot : slots) { + // may need to copy state to other slots + if (slot.state == SLOT_STATE_DONE_PROMPT && slot.is_parent()) { + std::vector child_slots; + for (auto & other : slots) { + if (other.state == SLOT_STATE_WAIT_OTHER && slot.task->id == other.task->id_parent) { + child_slots.push_back(&other); + } + } + + // we can only proceed if all child slots are having the correct tasks + if (child_slots.size() == slot.task->n_children) { + // copy state to the child slots + for (auto & child : child_slots) { + SLT_INF(slot, "copying state to child %d\n", child->id); + slot.copy_state_to(*child); + child->state = SLOT_STATE_DONE_PROMPT; + } + } + } + + // optionally send prompt processing progress + if (slot.state == SLOT_STATE_PROCESSING_PROMPT || slot.state == SLOT_STATE_DONE_PROMPT) { + if (slot.task->params.stream && slot.task->params.return_progress) { + send_partial_response(slot, {}, true); + } + } + + if (slot.i_batch < (int) i || slot.i_batch >= (int) (i + n_tokens)) { + continue; // continue loop of slots + } + + if (slot.state == SLOT_STATE_DONE_PROMPT) { + if (slot.task->type == SERVER_TASK_TYPE_EMBEDDING) { + // prompt evaluated for embedding + send_embedding(slot, batch_view); + slot.release(); + slot.i_batch = -1; + continue; // continue loop of slots + } + + if (slot.task->type == SERVER_TASK_TYPE_RERANK) { + send_rerank(slot, batch_view); + slot.release(); + slot.i_batch = -1; + continue; // continue loop of slots + } + + // prompt evaluated for next-token prediction + slot.state = SLOT_STATE_GENERATING; + } else if (slot.state != SLOT_STATE_GENERATING) { + continue; // continue loop of slots + } + + if (slot.i_batch_dft.size() > 0) { + continue; // sample using speculative decoding + } + + const int tok_idx = slot.i_batch - i; + + llama_token id = common_sampler_sample(slot.smpl.get(), ctx, tok_idx); + + slot.i_batch = -1; + + common_sampler_accept(slot.smpl.get(), id, true); + + slot.n_decoded += 1; + + if (slot.n_decoded == 1) { + slot.t_start_generation = t_current; + slot.t_prompt_processing = (slot.t_start_generation - slot.t_start_process_prompt) / 1e3; + metrics.on_prompt_eval(slot); + } + + slot.t_token_generation = std::max(1, t_current - slot.t_start_generation) / 1e3; + + completion_token_output result; + result.tok = id; + result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok)); + result.prob = 1.0f; // TODO: set it here instead of doing inside populate_token_probs + + if (slot.task->params.sampling.n_probs > 0) { + populate_token_probs(slot, result, slot.task->params.post_sampling_probs, params_base.special, tok_idx); + } + + if (!process_token(result, slot)) { + // release slot because of stop condition + slot.print_timings(); + send_final_response(slot); + metrics.on_prediction(slot); + slot.release(); + + continue; + } + } + + // speculative decoding - main model sample and accept + for (auto & slot : slots) { + if (slot.state != SLOT_STATE_GENERATING || slot.i_batch_dft.empty()) { + continue; + } + + size_t n_draft = slot.drafted.size(); + + // the accepted tokens from the speculation + const auto ids = common_sampler_sample_and_accept_n(slot.smpl.get(), ctx, slot.i_batch_dft, slot.drafted); + slot.i_batch_dft.clear(); + slot.drafted.clear(); + + slot.n_decoded += ids.size(); + + slot.t_token_generation = std::max(1, t_current - slot.t_start_generation) / 1e3; + + // update how many tokens out of those tested were accepted + slot.n_draft_accepted += ids.size() - 1; + + // rollback to the state before sampling the draft tokens + slot.prompt.tokens.keep_first(slot.prompt.n_tokens() - n_draft); + + // add accepted tokens to the prompt + slot.prompt.tokens.insert({ids.begin(), ids.end() - 1}); + slot.sampled = ids.back(); // last accepted token + + llama_memory_seq_rm(llama_get_memory(ctx), slot.id, slot.prompt.n_tokens(), -1); + + for (size_t i = 0; i < ids.size(); ++i) { + completion_token_output result; + + result.tok = ids[i]; + result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok)); + result.prob = 1.0f; // set later + + // TODO: set result.probs + + if (!process_token(result, slot)) { + slot.print_timings(); + send_final_response(slot); + metrics.on_prediction(slot); + slot.release(); + + break; + } + } + + SLT_DBG(slot, "accepted %d/%d draft tokens, new n_tokens = %d\n", (int) ids.size() - 1, (int) slot.drafted.size(), slot.prompt.n_tokens()); + } + } + + SRV_DBG("%s", "run slots completed\n"); + } + + json model_meta() const { + return json { + {"vocab_type", llama_vocab_type (vocab)}, + {"n_vocab", llama_vocab_n_tokens (vocab)}, + {"n_ctx_train", llama_model_n_ctx_train(model)}, + {"n_embd", llama_model_n_embd (model)}, + {"n_params", llama_model_n_params (model)}, + {"size", llama_model_size (model)}, + }; + } + + int get_slot_n_ctx() { + return slots.back().n_ctx; + } + + server_response_reader get_response_reader() { + return server_response_reader(queue_tasks, queue_results, HTTP_POLLING_SECONDS); + } +}; + +// +// server_context (public API) +// + +server_context::server_context() : impl(new server_context_impl()) {} +server_context::~server_context() = default; + +void server_context::init() { + impl->init(); +} + +bool server_context::load_model(const common_params & params) { + return impl->load_model(params); +} + +void server_context::start_loop() { + impl->queue_tasks.start_loop(); +} + +void server_context::terminate() { + impl->queue_tasks.terminate(); +} + +llama_context * server_context::get_llama_context() const { + return impl->ctx; +} + +server_response_reader server_context::get_response_reader() { + return impl->get_response_reader(); +} + +server_context_info server_context::get_info() const { + return server_context_info { + /* build_info */ build_info, + /* model_name */ impl->model_name, + /* has_inp_image */ impl->oai_parser_opt.allow_image, + /* has_inp_audio */ impl->oai_parser_opt.allow_audio, + }; +} + + + +// generator-like API for HTTP response generation +struct server_res_generator : server_http_res { + server_response_reader rd; + server_res_generator(server_context_impl & ctx_server) + : rd(ctx_server.queue_tasks, ctx_server.queue_results, HTTP_POLLING_SECONDS) {} + void ok(const json & response_data) { + status = 200; + data = safe_json_to_str(response_data); + } + void error(const json & error_data) { + status = json_value(error_data, "code", 500); + data = safe_json_to_str({{ "error", error_data }}); + } +}; + + + +// +// server_routes +// + +static std::unique_ptr handle_completions_impl( + server_context_impl & ctx_server, + server_task_type type, + const json & data, + const std::vector & files, + const std::function & should_stop, + task_response_type res_type) { + GGML_ASSERT(type == SERVER_TASK_TYPE_COMPLETION || type == SERVER_TASK_TYPE_INFILL); + + auto res = std::make_unique(ctx_server); + auto completion_id = gen_chatcmplid(); + auto & rd = res->rd; + + try { + std::vector tasks; + + const auto & prompt = data.at("prompt"); + // TODO: this log can become very long, put it behind a flag or think about a more compact format + //SRV_DBG("Prompt: %s\n", prompt.is_string() ? prompt.get().c_str() : prompt.dump(2).c_str()); + + // process prompt + std::vector inputs; + + if (res_type != TASK_RESPONSE_TYPE_NONE && ctx_server.mctx != nullptr) { + // This is the case used by OAI compatible chat path with MTMD. TODO It can be moved to the path below. + inputs.push_back(process_mtmd_prompt(ctx_server.mctx, prompt.get(), files)); + } else { + // Everything else, including multimodal completions. + inputs = tokenize_input_prompts(ctx_server.vocab, ctx_server.mctx, prompt, true, true); + } + tasks.reserve(inputs.size()); + int idx = 0; + for (size_t i = 0; i < inputs.size(); i++) { + server_task task = server_task(type); + + task.id = ctx_server.queue_tasks.get_new_id(); + task.index = idx++; + + task.tokens = std::move(inputs[i]); + task.params = server_task::params_from_json_cmpl( + ctx_server.ctx, + ctx_server.params_base, + data); + task.id_slot = json_value(data, "id_slot", -1); + + // OAI-compat + task.params.res_type = res_type; + task.params.oaicompat_cmpl_id = completion_id; + task.params.oaicompat_model = ctx_server.model_name; + + if (task.params.n_cmpl > 1) { + task.n_children = task.params.n_cmpl - 1; + for (size_t j = 0; j < task.n_children; j++) { + server_task child = task.create_child( + task.id, + ctx_server.queue_tasks.get_new_id(), + idx++); + tasks.push_back(std::move(child)); + } + } + + tasks.push_back(std::move(task)); + } + + rd.post_tasks(std::move(tasks)); + } catch (const std::exception & e) { + res->error(format_error_response(e.what(), ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + bool stream = json_value(data, "stream", false); + + if (!stream) { + // non-stream, wait for the results + auto all_results = rd.wait_for_all(should_stop); + if (all_results.is_terminated) { + return res; // connection is closed + } else if (all_results.error) { + res->error(all_results.error->to_json()); + return res; + } else { + json arr = json::array(); + for (auto & res : all_results.results) { + GGML_ASSERT(dynamic_cast(res.get()) != nullptr); + arr.push_back(res->to_json()); + } + GGML_ASSERT(!arr.empty() && "empty results"); + if (arr.size() == 1) { + // if single request, return single object instead of array + res->ok(arr[0]); + } else if (res_type == TASK_RESPONSE_TYPE_OAI_CHAT || res_type == TASK_RESPONSE_TYPE_OAI_CMPL) { + // if multiple results in OAI format, we need to re-format them + json & choices = arr[0]["choices"]; + for (size_t i = 1; i < arr.size(); i++) { + choices.push_back(std::move(arr[i]["choices"][0])); + } + res->ok(arr[0]); + } else { + // multi-results, non-OAI compat + res->ok(arr); + } + } + } else { + // in streaming mode, the first error must be treated as non-stream response + // this is to match the OAI API behavior + // ref: https://github.com/ggml-org/llama.cpp/pull/16486#discussion_r2419657309 + server_task_result_ptr first_result = rd.next(should_stop); + if (first_result == nullptr) { + return res; // connection is closed + } else if (first_result->is_error()) { + res->error(first_result->to_json()); + return res; + } else { + GGML_ASSERT( + dynamic_cast(first_result.get()) != nullptr + || dynamic_cast(first_result.get()) != nullptr + ); + } + + // next responses are streamed + // to be sent immediately + json first_result_json = first_result->to_json(); + if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { + res->data = format_anthropic_sse(first_result_json); + } else { + res->data = format_oai_sse(first_result_json); + } + res->status = 200; + res->content_type = "text/event-stream"; + res->next = [res_this = res.get(), res_type, &should_stop](std::string & output) -> bool { + static auto format_error = [](task_response_type res_type, const json & res_json) { + if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { + return format_anthropic_sse({ + {"event", "error"}, + {"data", res_json}, + }); + } else { + return format_oai_sse(json {{ "error", res_json }}); + } + }; + + try { + if (should_stop()) { + SRV_DBG("%s", "stopping streaming due to should_stop condition\n"); + return false; // should_stop condition met + } + + if (!res_this->data.empty()) { + // flush the first chunk + output = std::move(res_this->data); + res_this->data.clear(); + return true; + } + + server_response_reader & rd = res_this->rd; + + // check if there is more data + if (!rd.has_next()) { + if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { + // Anthropic doesn't send [DONE], message_stop was already sent + output = ""; + } else if (res_type != TASK_RESPONSE_TYPE_NONE) { + output = "data: [DONE]\n\n"; + } else { + output = ""; + } + SRV_DBG("%s", "all results received, terminating stream\n"); + return false; // no more data, terminate + } + + // receive subsequent results + auto result = rd.next(should_stop); + if (result == nullptr) { + SRV_DBG("%s", "stopping streaming due to should_stop condition\n"); + return false; // should_stop condition met + } + + // send the results + if (result->is_error()) { + json res_json = result->to_json(); + output = format_error(res_type, res_json); + SRV_DBG("%s", "error received during streaming, terminating stream\n"); + return false; // terminate on error + } else { + GGML_ASSERT( + dynamic_cast(result.get()) != nullptr + || dynamic_cast(result.get()) != nullptr + ); + json res_json = result->to_json(); + if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { + output = format_anthropic_sse(res_json); + } else { + output = format_oai_sse(res_json); + } + } + + // has next data, continue + return true; + + } catch (const std::exception & e) { + json error_json = format_error_response(e.what(), ERROR_TYPE_SERVER); + output = format_error(res_type, error_json); + + // terminate on exception + return false; + } + }; + } + + return res; +} + +void server_routes::init_routes() { + this->get_health = [this](const server_http_req &) { + // error and loading states are handled by middleware + auto res = std::make_unique(ctx_server); + res->ok({{"status", "ok"}}); + return res; + }; + + this->get_metrics = [this](const server_http_req &) { + auto res = std::make_unique(ctx_server); + if (!params.endpoint_metrics) { + res->error(format_error_response("This server does not support metrics endpoint. Start it with `--metrics`", ERROR_TYPE_NOT_SUPPORTED)); + return res; + } + + // request slots data using task queue + // TODO: use server_response_reader + int task_id = ctx_server.queue_tasks.get_new_id(); + { + server_task task(SERVER_TASK_TYPE_METRICS); + task.id = task_id; + ctx_server.queue_results.add_waiting_task_id(task_id); + ctx_server.queue_tasks.post(std::move(task), true); // high-priority task + } + + // get the result + server_task_result_ptr result = ctx_server.queue_results.recv(task_id); + ctx_server.queue_results.remove_waiting_task_id(task_id); + + if (result->is_error()) { + res->error(result->to_json()); + return res; + } + + // TODO: get rid of this dynamic_cast + auto res_task = dynamic_cast(result.get()); + GGML_ASSERT(res_task != nullptr); + + // metrics definition: https://prometheus.io/docs/practices/naming/#metric-names + json all_metrics_def = json { + {"counter", {{ + {"name", "prompt_tokens_total"}, + {"help", "Number of prompt tokens processed."}, + {"value", (uint64_t) res_task->n_prompt_tokens_processed_total} + }, { + {"name", "prompt_seconds_total"}, + {"help", "Prompt process time"}, + {"value", (uint64_t) res_task->t_prompt_processing_total / 1.e3} + }, { + {"name", "tokens_predicted_total"}, + {"help", "Number of generation tokens processed."}, + {"value", (uint64_t) res_task->n_tokens_predicted_total} + }, { + {"name", "tokens_predicted_seconds_total"}, + {"help", "Predict process time"}, + {"value", (uint64_t) res_task->t_tokens_generation_total / 1.e3} + }, { + {"name", "n_decode_total"}, + {"help", "Total number of llama_decode() calls"}, + {"value", res_task->n_decode_total} + }, { + {"name", "n_tokens_max"}, + {"help", "Largest observed n_tokens."}, + {"value", res_task->n_tokens_max} + }, { + {"name", "n_busy_slots_per_decode"}, + {"help", "Average number of busy slots per llama_decode() call"}, + {"value", (float) res_task->n_busy_slots_total / std::max((float) res_task->n_decode_total, 1.f)} + }}}, + {"gauge", {{ + {"name", "prompt_tokens_seconds"}, + {"help", "Average prompt throughput in tokens/s."}, + {"value", res_task->n_prompt_tokens_processed ? 1.e3 / res_task->t_prompt_processing * res_task->n_prompt_tokens_processed : 0.} + },{ + {"name", "predicted_tokens_seconds"}, + {"help", "Average generation throughput in tokens/s."}, + {"value", res_task->n_tokens_predicted ? 1.e3 / res_task->t_tokens_generation * res_task->n_tokens_predicted : 0.} + },{ + {"name", "requests_processing"}, + {"help", "Number of requests processing."}, + {"value", (uint64_t) res_task->n_processing_slots} + },{ + {"name", "requests_deferred"}, + {"help", "Number of requests deferred."}, + {"value", (uint64_t) res_task->n_tasks_deferred} + }}} + }; + + std::stringstream prometheus; + + for (const auto & el : all_metrics_def.items()) { + const auto & type = el.key(); + const auto & metrics_def = el.value(); + + for (const auto & metric_def : metrics_def) { + const std::string name = metric_def.at("name"); + const std::string help = metric_def.at("help"); + + auto value = json_value(metric_def, "value", 0.); + prometheus << "# HELP llamacpp:" << name << " " << help << "\n" + << "# TYPE llamacpp:" << name << " " << type << "\n" + << "llamacpp:" << name << " " << value << "\n"; + } + } + + res->headers["Process-Start-Time-Unix"] = std::to_string(res_task->t_start); + res->content_type = "text/plain; version=0.0.4"; + res->status = 200; + res->data = prometheus.str(); + return res; + }; + + this->get_slots = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + if (!params.endpoint_slots) { + res->error(format_error_response("This server does not support slots endpoint. Start it with `--slots`", ERROR_TYPE_NOT_SUPPORTED)); + return res; + } + + // request slots data using task queue + int task_id = ctx_server.queue_tasks.get_new_id(); + { + server_task task(SERVER_TASK_TYPE_METRICS); + task.id = task_id; + ctx_server.queue_results.add_waiting_task_id(task_id); + ctx_server.queue_tasks.post(std::move(task), true); // high-priority task + } + + // get the result + server_task_result_ptr result = ctx_server.queue_results.recv(task_id); + ctx_server.queue_results.remove_waiting_task_id(task_id); + + if (result->is_error()) { + res->error(result->to_json()); + return res; + } + + // TODO: get rid of this dynamic_cast + auto res_task = dynamic_cast(result.get()); + GGML_ASSERT(res_task != nullptr); + + // optionally return "fail_on_no_slot" error + if (!req.get_param("fail_on_no_slot").empty()) { + if (res_task->n_idle_slots == 0) { + res->error(format_error_response("no slot available", ERROR_TYPE_UNAVAILABLE)); + return res; + } + } + + res->ok(res_task->slots_data); + return res; + }; + + this->post_slots = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + if (params.slot_save_path.empty()) { + res->error(format_error_response("This server does not support slots action. Start it with `--slot-save-path`", ERROR_TYPE_NOT_SUPPORTED)); + return res; + } + + std::string id_slot_str = req.get_param("id_slot"); + int id_slot; + + try { + id_slot = std::stoi(id_slot_str); + } catch (const std::exception &) { + res->error(format_error_response("Invalid slot ID", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + std::string action = req.get_param("action"); + + if (action == "save") { + return handle_slots_save(req, id_slot); + } else if (action == "restore") { + return handle_slots_restore(req, id_slot); + } else if (action == "erase") { + return handle_slots_erase(req, id_slot); + } else { + res->error(format_error_response("Invalid action", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + }; + + this->get_props = [this](const server_http_req &) { + auto res = std::make_unique(ctx_server); + json default_generation_settings_for_props; + + { + task_params params; + + params.sampling = ctx_server.params_base.sampling; + + default_generation_settings_for_props = json { + {"params", params.to_json(true)}, + {"n_ctx", ctx_server.get_slot_n_ctx()}, + }; + } + + // this endpoint is publicly available, please only return what is safe to be exposed + json data = { + { "default_generation_settings", default_generation_settings_for_props }, + { "total_slots", ctx_server.params_base.n_parallel }, + { "model_alias", ctx_server.model_name }, + { "model_path", ctx_server.params_base.model.path }, + { "modalities", json { + {"vision", ctx_server.oai_parser_opt.allow_image}, + {"audio", ctx_server.oai_parser_opt.allow_audio}, + } }, + { "endpoint_slots", params.endpoint_slots }, + { "endpoint_props", params.endpoint_props }, + { "endpoint_metrics", params.endpoint_metrics }, + { "webui", params.webui }, + { "chat_template", common_chat_templates_source(ctx_server.chat_templates.get()) }, + { "bos_token", common_token_to_piece(ctx_server.ctx, llama_vocab_bos(ctx_server.vocab), /* special= */ true)}, + { "eos_token", common_token_to_piece(ctx_server.ctx, llama_vocab_eos(ctx_server.vocab), /* special= */ true)}, + { "build_info", build_info }, + }; + if (ctx_server.params_base.use_jinja) { + if (auto tool_use_src = common_chat_templates_source(ctx_server.chat_templates.get(), "tool_use")) { + data["chat_template_tool_use"] = tool_use_src; + } + } + + res->ok(data); + return res; + }; + + this->post_props = [this](const server_http_req &) { + auto res = std::make_unique(ctx_server); + if (!params.endpoint_props) { + res->error(format_error_response("This server does not support changing global properties. Start it with `--props`", ERROR_TYPE_NOT_SUPPORTED)); + return res; + } + // update any props here + + res->ok({{ "success", true }}); + return res; + }; + + this->get_api_show = [this](const server_http_req &) { + auto res = std::make_unique(ctx_server); + bool has_mtmd = ctx_server.mctx != nullptr; + json data = { + { + "template", common_chat_templates_source(ctx_server.chat_templates.get()), + }, + { + "model_info", { + { "llama.context_length", ctx_server.get_slot_n_ctx() }, + } + }, + {"modelfile", ""}, + {"parameters", ""}, + {"template", common_chat_templates_source(ctx_server.chat_templates.get())}, + {"details", { + {"parent_model", ""}, + {"format", "gguf"}, + {"family", ""}, + {"families", {""}}, + {"parameter_size", ""}, + {"quantization_level", ""} + }}, + {"model_info", ""}, + {"capabilities", has_mtmd ? json({"completion","multimodal"}) : json({"completion"})} + }; + + res->ok(data); + return res; + }; + + this->post_infill = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + // check model compatibility + std::string err; + if (llama_vocab_fim_pre(ctx_server.vocab) == LLAMA_TOKEN_NULL) { + err += "prefix token is missing. "; + } + if (llama_vocab_fim_suf(ctx_server.vocab) == LLAMA_TOKEN_NULL) { + err += "suffix token is missing. "; + } + if (llama_vocab_fim_mid(ctx_server.vocab) == LLAMA_TOKEN_NULL) { + err += "middle token is missing. "; + } + if (!err.empty()) { + res->error(format_error_response(string_format("Infill is not supported by this model: %s", err.c_str()), ERROR_TYPE_NOT_SUPPORTED)); + return res; + } + + // validate input + json data = json::parse(req.body); + if (data.contains("prompt") && !data.at("prompt").is_string()) { + // prompt is optional + res->error(format_error_response("\"prompt\" must be a string", ERROR_TYPE_INVALID_REQUEST)); + } + + if (!data.contains("input_prefix")) { + res->error(format_error_response("\"input_prefix\" is required", ERROR_TYPE_INVALID_REQUEST)); + } + + if (!data.contains("input_suffix")) { + res->error(format_error_response("\"input_suffix\" is required", ERROR_TYPE_INVALID_REQUEST)); + } + + if (data.contains("input_extra") && !data.at("input_extra").is_array()) { + // input_extra is optional + res->error(format_error_response("\"input_extra\" must be an array of {\"filename\": string, \"text\": string}", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + json input_extra = json_value(data, "input_extra", json::array()); + for (const auto & chunk : input_extra) { + // { "text": string, "filename": string } + if (!chunk.contains("text") || !chunk.at("text").is_string()) { + res->error(format_error_response("extra_context chunk must contain a \"text\" field with a string value", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + // filename is optional + if (chunk.contains("filename") && !chunk.at("filename").is_string()) { + res->error(format_error_response("extra_context chunk's \"filename\" field must be a string", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + } + data["input_extra"] = input_extra; // default to empty array if it's not exist + + std::string prompt = json_value(data, "prompt", std::string()); + std::vector tokenized_prompts = tokenize_input_prompts(ctx_server.vocab, ctx_server.mctx, prompt, false, true); + SRV_DBG("creating infill tasks, n_prompts = %d\n", (int) tokenized_prompts.size()); + data["prompt"] = format_prompt_infill( + ctx_server.vocab, + data.at("input_prefix"), + data.at("input_suffix"), + data.at("input_extra"), + ctx_server.params_base.n_batch, + ctx_server.params_base.n_predict, + ctx_server.get_slot_n_ctx(), + ctx_server.params_base.spm_infill, + tokenized_prompts[0].get_text_tokens() // TODO: this could maybe be multimodal. + ); + + std::vector files; // dummy + return handle_completions_impl( + ctx_server, + SERVER_TASK_TYPE_INFILL, + data, + files, + req.should_stop, + TASK_RESPONSE_TYPE_NONE); // infill is not OAI compatible + }; + + this->post_completions = [this](const server_http_req & req) { + std::vector files; // dummy + const json body = json::parse(req.body); + return handle_completions_impl( + ctx_server, + SERVER_TASK_TYPE_COMPLETION, + body, + files, + req.should_stop, + TASK_RESPONSE_TYPE_NONE); + }; + + this->post_completions_oai = [this](const server_http_req & req) { + std::vector files; // dummy + const json body = json::parse(req.body); + return handle_completions_impl( + ctx_server, + SERVER_TASK_TYPE_COMPLETION, + body, + files, + req.should_stop, + TASK_RESPONSE_TYPE_OAI_CMPL); + }; + + this->post_chat_completions = [this](const server_http_req & req) { + std::vector files; + json body = json::parse(req.body); + json body_parsed = oaicompat_chat_params_parse( + body, + ctx_server.oai_parser_opt, + files); + return handle_completions_impl( + ctx_server, + SERVER_TASK_TYPE_COMPLETION, + body_parsed, + files, + req.should_stop, + TASK_RESPONSE_TYPE_OAI_CHAT); + }; + + this->post_anthropic_messages = [this](const server_http_req & req) { + std::vector files; + json body = convert_anthropic_to_oai(json::parse(req.body)); + json body_parsed = oaicompat_chat_params_parse( + body, + ctx_server.oai_parser_opt, + files); + return handle_completions_impl( + ctx_server, + SERVER_TASK_TYPE_COMPLETION, + body_parsed, + files, + req.should_stop, + TASK_RESPONSE_TYPE_ANTHROPIC); + }; + + this->post_anthropic_count_tokens = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + std::vector files; + json body = convert_anthropic_to_oai(json::parse(req.body)); + json body_parsed = oaicompat_chat_params_parse( + body, + ctx_server.oai_parser_opt, + files); + + json prompt = body_parsed.at("prompt"); + llama_tokens tokens = tokenize_mixed(ctx_server.vocab, prompt, true, true); + + res->ok({{"input_tokens", static_cast(tokens.size())}}); + return res; + }; + + // same with handle_chat_completions, but without inference part + this->post_apply_template = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + std::vector files; // dummy, unused + json body = json::parse(req.body); + json data = oaicompat_chat_params_parse( + body, + ctx_server.oai_parser_opt, + files); + res->ok({{ "prompt", std::move(data.at("prompt")) }}); + return res; + }; + + this->get_models = [this](const server_http_req &) { + auto res = std::make_unique(ctx_server); + json model_meta = nullptr; + if (is_ready()) { + model_meta = ctx_server.model_meta(); + } + bool has_mtmd = ctx_server.mctx != nullptr; + json models = { + {"models", { + { + {"name", ctx_server.model_name}, + {"model", ctx_server.model_name}, + {"modified_at", ""}, + {"size", ""}, + {"digest", ""}, // dummy value, llama.cpp does not support managing model file's hash + {"type", "model"}, + {"description", ""}, + {"tags", {""}}, + {"capabilities", has_mtmd ? json({"completion","multimodal"}) : json({"completion"})}, + {"parameters", ""}, + {"details", { + {"parent_model", ""}, + {"format", "gguf"}, + {"family", ""}, + {"families", {""}}, + {"parameter_size", ""}, + {"quantization_level", ""} + }} + } + }}, + {"object", "list"}, + {"data", { + { + {"id", ctx_server.model_name}, + {"object", "model"}, + {"created", std::time(0)}, + {"owned_by", "llamacpp"}, + {"meta", model_meta}, + }, + }} + }; + + res->ok(models); + return res; + }; + + this->post_tokenize = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + const json body = json::parse(req.body); + json tokens_response = json::array(); + if (body.count("content") != 0) { + const bool add_special = json_value(body, "add_special", false); + const bool parse_special = json_value(body, "parse_special", true); + const bool with_pieces = json_value(body, "with_pieces", false); + + llama_tokens tokens = tokenize_mixed(ctx_server.vocab, body.at("content"), add_special, parse_special); + + if (with_pieces) { + for (const auto& token : tokens) { + std::string piece = common_token_to_piece(ctx_server.ctx, token); + json piece_json; + + // Check if the piece is valid UTF-8 + if (is_valid_utf8(piece)) { + piece_json = piece; + } else { + // If not valid UTF-8, store as array of byte values + piece_json = json::array(); + for (unsigned char c : piece) { + piece_json.push_back(static_cast(c)); + } + } + + tokens_response.push_back({ + {"id", token}, + {"piece", piece_json} + }); + } + } else { + tokens_response = tokens; + } + } + + res->ok(json{{"tokens", std::move(tokens_response)}}); + return res; + }; + + this->post_detokenize = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + const json body = json::parse(req.body); + + std::string content; + if (body.count("tokens") != 0) { + const llama_tokens tokens = body.at("tokens"); + content = tokens_to_str(ctx_server.ctx, tokens); + } + + res->ok(json{{"content", std::move(content)}}); + return res; + }; + + this->post_embeddings = [this](const server_http_req & req) { + return handle_embeddings_impl(req, TASK_RESPONSE_TYPE_NONE); + }; + + this->post_embeddings_oai = [this](const server_http_req & req) { + return handle_embeddings_impl(req, TASK_RESPONSE_TYPE_OAI_EMBD); + }; + + this->post_rerank = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + if (!ctx_server.params_base.embedding || ctx_server.params_base.pooling_type != LLAMA_POOLING_TYPE_RANK) { + res->error(format_error_response("This server does not support reranking. Start it with `--reranking`", ERROR_TYPE_NOT_SUPPORTED)); + return res; + } + + const json body = json::parse(req.body); + + // if true, use TEI API format, otherwise use Jina API format + // Jina: https://jina.ai/reranker/ + // TEI: https://huggingface.github.io/text-embeddings-inference/#/Text%20Embeddings%20Inference/rerank + bool is_tei_format = body.contains("texts"); + + json query; + if (body.count("query") == 1) { + query = body.at("query"); + if (!query.is_string()) { + res->error(format_error_response("\"query\" must be a string", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + } else { + res->error(format_error_response("\"query\" must be provided", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + std::vector documents = json_value(body, "documents", + json_value(body, "texts", std::vector())); + if (documents.empty()) { + res->error(format_error_response("\"documents\" must be a non-empty string array", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + int top_n = json_value(body, "top_n", (int)documents.size()); + + // create and queue the task + json responses = json::array(); + server_response_reader rd = ctx_server.get_response_reader(); + { + std::vector tasks; + tasks.reserve(documents.size()); + for (size_t i = 0; i < documents.size(); i++) { + auto tmp = format_prompt_rerank(ctx_server.model, ctx_server.vocab, ctx_server.mctx, query, documents[i]); + server_task task = server_task(SERVER_TASK_TYPE_RERANK); + task.id = ctx_server.queue_tasks.get_new_id(); + task.index = i; + task.tokens = std::move(tmp); + tasks.push_back(std::move(task)); + } + rd.post_tasks(std::move(tasks)); + } + + // wait for the results + auto all_results = rd.wait_for_all(req.should_stop); + + // collect results + if (all_results.is_terminated) { + return res; // connection is closed + } else if (all_results.error) { + res->error(all_results.error->to_json()); + return res; + } else { + for (auto & res : all_results.results) { + GGML_ASSERT(dynamic_cast(res.get()) != nullptr); + responses.push_back(res->to_json()); + } + } + + // write JSON response + json root = format_response_rerank( + body, + ctx_server.model_name, + responses, + is_tei_format, + documents, + top_n); + + res->ok(root); + return res; + }; + + this->get_lora_adapters = [this](const server_http_req &) { + auto res = std::make_unique(ctx_server); + json result = json::array(); + const auto & loras = ctx_server.params_base.lora_adapters; + for (size_t i = 0; i < loras.size(); ++i) { + auto & lora = loras[i]; + json entry = { + {"id", i}, + {"path", lora.path}, + {"scale", lora.scale}, + {"task_name", lora.task_name}, + {"prompt_prefix", lora.prompt_prefix}, + }; + std::string alora_invocation_string = ""; + const uint64_t n_alora_tokens = llama_adapter_get_alora_n_invocation_tokens(lora.ptr); + std::vector alora_invocation_tokens; + if (n_alora_tokens) { + const llama_token * alora_tokens = llama_adapter_get_alora_invocation_tokens(lora.ptr); + for (uint64_t i = 0; i < n_alora_tokens; ++i) { + alora_invocation_string += common_token_to_piece(ctx_server.ctx, alora_tokens[i]); + alora_invocation_tokens.push_back(alora_tokens[i]); + } + entry["alora_invocation_string"] = alora_invocation_string; + entry["alora_invocation_tokens"] = alora_invocation_tokens; + } + result.push_back(std::move(entry)); + } + res->ok(result); + return res; + }; + + this->post_lora_adapters = [this](const server_http_req & req) { + auto res = std::make_unique(ctx_server); + const json body = json::parse(req.body); + if (!body.is_array()) { + res->error(format_error_response("Request body must be an array", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + int task_id = ctx_server.queue_tasks.get_new_id(); + { + server_task task(SERVER_TASK_TYPE_SET_LORA); + task.id = task_id; + task.set_lora = parse_lora_request(ctx_server.params_base.lora_adapters, body); + ctx_server.queue_results.add_waiting_task_id(task_id); + ctx_server.queue_tasks.post(std::move(task)); + } + + // get the result + server_task_result_ptr result = ctx_server.queue_results.recv(task_id); + ctx_server.queue_results.remove_waiting_task_id(task_id); + + if (result->is_error()) { + res->error(result->to_json()); + return res; + } + + GGML_ASSERT(dynamic_cast(result.get()) != nullptr); + res->ok(result->to_json()); + return res; + }; +} + +std::unique_ptr server_routes::handle_slots_save(const server_http_req & req, int id_slot) { + auto res = std::make_unique(ctx_server); + const json request_data = json::parse(req.body); + std::string filename = request_data.at("filename"); + if (!fs_validate_filename(filename)) { + res->error(format_error_response("Invalid filename", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + std::string filepath = params.slot_save_path + filename; + + int task_id = ctx_server.queue_tasks.get_new_id(); + { + server_task task(SERVER_TASK_TYPE_SLOT_SAVE); + task.id = task_id; + task.slot_action.slot_id = id_slot; + task.slot_action.filename = filename; + task.slot_action.filepath = filepath; + + // TODO: use server_response_reader + ctx_server.queue_results.add_waiting_task_id(task_id); + ctx_server.queue_tasks.post(std::move(task)); + } + + server_task_result_ptr result = ctx_server.queue_results.recv(task_id); + ctx_server.queue_results.remove_waiting_task_id(task_id); + + if (result->is_error()) { + res->error(result->to_json()); + return res; + } + + res->ok(result->to_json()); + return res; +} + +std::unique_ptr server_routes::handle_slots_restore(const server_http_req & req, int id_slot) { + auto res = std::make_unique(ctx_server); + const json request_data = json::parse(req.body); + std::string filename = request_data.at("filename"); + if (!fs_validate_filename(filename)) { + res->error(format_error_response("Invalid filename", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + std::string filepath = params.slot_save_path + filename; + + int task_id = ctx_server.queue_tasks.get_new_id(); + { + server_task task(SERVER_TASK_TYPE_SLOT_RESTORE); + task.id = task_id; + task.slot_action.slot_id = id_slot; + task.slot_action.filename = filename; + task.slot_action.filepath = filepath; + + // TODO: use server_response_reader + ctx_server.queue_results.add_waiting_task_id(task_id); + ctx_server.queue_tasks.post(std::move(task)); + } + + server_task_result_ptr result = ctx_server.queue_results.recv(task_id); + ctx_server.queue_results.remove_waiting_task_id(task_id); + + if (result->is_error()) { + res->error(result->to_json()); + return res; + } + + GGML_ASSERT(dynamic_cast(result.get()) != nullptr); + res->ok(result->to_json()); + return res; +} + +std::unique_ptr server_routes::handle_slots_erase(const server_http_req &, int id_slot) { + auto res = std::make_unique(ctx_server); + int task_id = ctx_server.queue_tasks.get_new_id(); + { + server_task task(SERVER_TASK_TYPE_SLOT_ERASE); + task.id = task_id; + task.slot_action.slot_id = id_slot; + + // TODO: use server_response_reader + ctx_server.queue_results.add_waiting_task_id(task_id); + ctx_server.queue_tasks.post(std::move(task)); + } + + server_task_result_ptr result = ctx_server.queue_results.recv(task_id); + ctx_server.queue_results.remove_waiting_task_id(task_id); + + if (result->is_error()) { + res->error(result->to_json()); + return res; + } + + GGML_ASSERT(dynamic_cast(result.get()) != nullptr); + res->ok(result->to_json()); + return res; +} + +std::unique_ptr server_routes::handle_embeddings_impl(const server_http_req & req, task_response_type res_type) { + auto res = std::make_unique(ctx_server); + if (!ctx_server.params_base.embedding) { + res->error(format_error_response("This server does not support embeddings. Start it with `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); + return res; + } + + if (res_type != TASK_RESPONSE_TYPE_NONE && llama_pooling_type(ctx_server.ctx) == LLAMA_POOLING_TYPE_NONE) { + res->error(format_error_response("Pooling type 'none' is not OAI compatible. Please use a different pooling type", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + const json body = json::parse(req.body); + + // for the shape of input/content, see tokenize_input_prompts() + json prompt; + if (body.count("input") != 0) { + prompt = body.at("input"); + } else if (body.contains("content")) { + res_type = TASK_RESPONSE_TYPE_NONE; // "content" field is not OAI compatible + prompt = body.at("content"); + } else { + res->error(format_error_response("\"input\" or \"content\" must be provided", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + + bool use_base64 = false; + if (body.count("encoding_format") != 0) { + const std::string& format = body.at("encoding_format"); + if (format == "base64") { + use_base64 = true; + } else if (format != "float") { + res->error(format_error_response("The format to return the embeddings in. Can be either float or base64", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + } + + auto tokenized_prompts = tokenize_input_prompts(ctx_server.vocab, ctx_server.mctx, prompt, true, true); + for (const auto & tokens : tokenized_prompts) { + // this check is necessary for models that do not add BOS token to the input + if (tokens.empty()) { + res->error(format_error_response("Input content cannot be empty", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + } + + int embd_normalize = 2; // default to Euclidean/L2 norm + if (body.count("embd_normalize") != 0) { + embd_normalize = body.at("embd_normalize"); + if (llama_pooling_type(ctx_server.ctx) == LLAMA_POOLING_TYPE_NONE) { + SRV_DBG("embd_normalize is not supported by pooling type %d, ignoring it\n", llama_pooling_type(ctx_server.ctx)); + } + } + + // create and queue the task + json responses = json::array(); + server_response_reader rd = ctx_server.get_response_reader(); + { + std::vector tasks; + for (size_t i = 0; i < tokenized_prompts.size(); i++) { + server_task task = server_task(SERVER_TASK_TYPE_EMBEDDING); + + task.id = ctx_server.queue_tasks.get_new_id(); + task.index = i; + task.tokens = std::move(tokenized_prompts[i]); + + // OAI-compat + task.params.res_type = res_type; + task.params.embd_normalize = embd_normalize; + + tasks.push_back(std::move(task)); + } + rd.post_tasks(std::move(tasks)); + } + + // wait for the results + auto all_results = rd.wait_for_all(req.should_stop); + + // collect results + if (all_results.is_terminated) { + return res; // connection is closed + } else if (all_results.error) { + res->error(all_results.error->to_json()); + return res; + } else { + for (auto & res : all_results.results) { + GGML_ASSERT(dynamic_cast(res.get()) != nullptr); + responses.push_back(res->to_json()); + } + } + + // write JSON response + json root = res_type == TASK_RESPONSE_TYPE_OAI_EMBD + ? format_embeddings_response_oaicompat(body, ctx_server.model_name, responses, use_base64) + : json(responses); + res->ok(root); + return res; +} diff --git a/tools/server/server-context.h b/tools/server/server-context.h new file mode 100644 index 0000000000..230b25952e --- /dev/null +++ b/tools/server/server-context.h @@ -0,0 +1,93 @@ +#include "server-http.h" +#include "server-task.h" +#include "server-queue.h" + +#include + +#include +#include + +struct server_context_impl; // private implementation + +struct server_context_info { + std::string build_info; + std::string model_name; + bool has_inp_image; + bool has_inp_audio; +}; + +struct server_context { + std::unique_ptr impl; + + server_context(); + ~server_context(); + + // initialize slots and server-related data + void init(); + + // load the model and initialize llama_context + // returns true on success + bool load_model(const common_params & params); + + // this function will block main thread until termination + void start_loop(); + + // terminate main loop (will unblock start_loop) + void terminate(); + + // get the underlaying llama_context + llama_context * get_llama_context() const; + + // get a new response reader, used by CLI application + server_response_reader get_response_reader(); + + // get server info + // used by CLI application + server_context_info get_info() const; +}; + + +// forward declarations +struct server_res_generator; + +struct server_routes { + server_routes(const common_params & params, server_context & ctx_server, std::function is_ready = []() { return true; }) + : params(params), ctx_server(*ctx_server.impl), is_ready(is_ready) { + init_routes(); + } + + void init_routes(); + // handlers using lambda function, so that they can capture `this` without `std::bind` + server_http_context::handler_t get_health; + server_http_context::handler_t get_metrics; + server_http_context::handler_t get_slots; + server_http_context::handler_t post_slots; + server_http_context::handler_t get_props; + server_http_context::handler_t post_props; + server_http_context::handler_t get_api_show; + server_http_context::handler_t post_infill; + server_http_context::handler_t post_completions; + server_http_context::handler_t post_completions_oai; + server_http_context::handler_t post_chat_completions; + server_http_context::handler_t post_anthropic_messages; + server_http_context::handler_t post_anthropic_count_tokens; + server_http_context::handler_t post_apply_template; + server_http_context::handler_t get_models; + server_http_context::handler_t post_tokenize; + server_http_context::handler_t post_detokenize; + server_http_context::handler_t post_embeddings; + server_http_context::handler_t post_embeddings_oai; + server_http_context::handler_t post_rerank; + server_http_context::handler_t get_lora_adapters; + server_http_context::handler_t post_lora_adapters; +private: + // TODO: move these outside of server_routes? + std::unique_ptr handle_slots_save(const server_http_req & req, int id_slot); + std::unique_ptr handle_slots_restore(const server_http_req & req, int id_slot); + std::unique_ptr handle_slots_erase(const server_http_req &, int id_slot); + std::unique_ptr handle_embeddings_impl(const server_http_req & req, task_response_type res_type); + + const common_params & params; + server_context_impl & ctx_server; + std::function is_ready; +}; diff --git a/tools/server/server-models.cpp b/tools/server/server-models.cpp new file mode 100644 index 0000000000..3690c0bb82 --- /dev/null +++ b/tools/server/server-models.cpp @@ -0,0 +1,1110 @@ +#include "server-common.h" +#include "server-models.h" + +#include "preset.h" +#include "download.h" + +#include // TODO: remove this once we use HTTP client from download.h +#include + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#ifdef _WIN32 +#include +#else +#include +#include +#include +#include +#endif + +#if defined(__APPLE__) && defined(__MACH__) +// macOS: use _NSGetExecutablePath to get the executable path +#include +#include +#endif + +#define CMD_EXIT "exit" + +// address for child process, this is needed because router may run on 0.0.0.0 +// ref: https://github.com/ggml-org/llama.cpp/issues/17862 +#define CHILD_ADDR "127.0.0.1" + +static std::filesystem::path get_server_exec_path() { +#if defined(_WIN32) + wchar_t buf[32768] = { 0 }; // Large buffer to handle long paths + DWORD len = GetModuleFileNameW(nullptr, buf, _countof(buf)); + if (len == 0 || len >= _countof(buf)) { + throw std::runtime_error("GetModuleFileNameW failed or path too long"); + } + return std::filesystem::path(buf); +#elif defined(__APPLE__) && defined(__MACH__) + char small_path[PATH_MAX]; + uint32_t size = sizeof(small_path); + + if (_NSGetExecutablePath(small_path, &size) == 0) { + // resolve any symlinks to get absolute path + try { + return std::filesystem::canonical(std::filesystem::path(small_path)); + } catch (...) { + return std::filesystem::path(small_path); + } + } else { + // buffer was too small, allocate required size and call again + std::vector buf(size); + if (_NSGetExecutablePath(buf.data(), &size) == 0) { + try { + return std::filesystem::canonical(std::filesystem::path(buf.data())); + } catch (...) { + return std::filesystem::path(buf.data()); + } + } + throw std::runtime_error("_NSGetExecutablePath failed after buffer resize"); + } +#else + char path[FILENAME_MAX]; + ssize_t count = readlink("/proc/self/exe", path, FILENAME_MAX); + if (count <= 0) { + throw std::runtime_error("failed to resolve /proc/self/exe"); + } + return std::filesystem::path(std::string(path, count)); +#endif +} + +struct local_model { + std::string name; + std::string path; + std::string path_mmproj; +}; + +static std::vector list_local_models(const std::string & dir) { + if (!std::filesystem::exists(dir) || !std::filesystem::is_directory(dir)) { + throw std::runtime_error(string_format("error: '%s' does not exist or is not a directory\n", dir.c_str())); + } + + std::vector models; + auto scan_subdir = [&models](const std::string & subdir_path, const std::string & name) { + auto files = fs_list(subdir_path, false); + common_file_info model_file; + common_file_info first_shard_file; + common_file_info mmproj_file; + for (const auto & file : files) { + if (string_ends_with(file.name, ".gguf")) { + if (file.name.find("mmproj") != std::string::npos) { + mmproj_file = file; + } else if (file.name.find("-00001-of-") != std::string::npos) { + first_shard_file = file; + } else { + model_file = file; + } + } + } + // single file model + local_model model{ + /* name */ name, + /* path */ first_shard_file.path.empty() ? model_file.path : first_shard_file.path, + /* path_mmproj */ mmproj_file.path // can be empty + }; + if (!model.path.empty()) { + models.push_back(model); + } + }; + + auto files = fs_list(dir, true); + for (const auto & file : files) { + if (file.is_dir) { + scan_subdir(file.path, file.name); + } else if (string_ends_with(file.name, ".gguf")) { + // single file model + std::string name = file.name; + string_replace_all(name, ".gguf", ""); + local_model model{ + /* name */ name, + /* path */ file.path, + /* path_mmproj */ "" + }; + models.push_back(model); + } + } + return models; +} + +// +// server_presets +// + + +server_presets::server_presets(int argc, char ** argv, common_params & base_params, const std::string & presets_path) + : ctx_params(common_params_parser_init(base_params, LLAMA_EXAMPLE_SERVER)) { + if (!presets_path.empty()) { + presets = common_presets_load(presets_path, ctx_params); + SRV_INF("Loaded %zu presets from %s\n", presets.size(), presets_path.c_str()); + } + + // populate reserved args (will be appended by the router) + for (auto & opt : ctx_params.options) { + if (opt.env == nullptr) { + continue; + } + std::string env = opt.env; + if (env == "LLAMA_ARG_PORT" || + env == "LLAMA_ARG_HOST" || + env == "LLAMA_ARG_ALIAS" || + env == "LLAMA_ARG_API_KEY" || + env == "LLAMA_ARG_MODELS_DIR" || + env == "LLAMA_ARG_MODELS_MAX" || + env == "LLAMA_ARG_MODELS_PRESET" || + env == "LLAMA_ARG_MODEL" || + env == "LLAMA_ARG_MMPROJ" || + env == "LLAMA_ARG_HF_REPO" || + env == "LLAMA_ARG_NO_MODELS_AUTOLOAD") { + control_args[env] = opt; + } + } + + // read base args from router's argv + common_params_to_map(argc, argv, LLAMA_EXAMPLE_SERVER, base_args); + + // remove any router-controlled args from base_args + for (const auto & cargs : control_args) { + auto it = base_args.find(cargs.second); + if (it != base_args.end()) { + base_args.erase(it); + } + } +} + +common_preset server_presets::get_preset(const std::string & name) { + auto it = presets.find(name); + if (it != presets.end()) { + return it->second; + } + return common_preset(); +} + +void server_presets::render_args(server_model_meta & meta) { + common_preset preset = meta.preset; // copy + // merging 3 kinds of args: + // 1. model-specific args (from preset) + // force removing control args if any + for (auto & cargs : control_args) { + if (preset.options.find(cargs.second) != preset.options.end()) { + SRV_WRN("Preset '%s' contains reserved arg '%s', removing it\n", preset.name.c_str(), cargs.second.args[0]); + preset.options.erase(cargs.second); + } + } + // 2. base args (from router) + // inherit from base args + for (const auto & [arg, value] : base_args) { + preset.options[arg] = value; + } + // 3. control args (from router) + // set control values + preset.options[control_args["LLAMA_ARG_HOST"]] = CHILD_ADDR; + preset.options[control_args["LLAMA_ARG_PORT"]] = std::to_string(meta.port); + preset.options[control_args["LLAMA_ARG_ALIAS"]] = meta.name; + if (meta.in_cache) { + preset.options[control_args["LLAMA_ARG_HF_REPO"]] = meta.name; + } else { + preset.options[control_args["LLAMA_ARG_MODEL"]] = meta.path; + if (!meta.path_mmproj.empty()) { + preset.options[control_args["LLAMA_ARG_MMPROJ"]] = meta.path_mmproj; + } + } + meta.args = preset.to_args(); + // add back the binary path at the front + meta.args.insert(meta.args.begin(), get_server_exec_path().string()); +} + +// +// server_models +// + +server_models::server_models( + const common_params & params, + int argc, + char ** argv, + char ** envp) : base_params(params), presets(argc, argv, base_params, params.models_preset) { + for (int i = 0; i < argc; i++) { + base_args.push_back(std::string(argv[i])); + } + for (char ** env = envp; *env != nullptr; env++) { + base_env.push_back(std::string(*env)); + } + GGML_ASSERT(!base_args.empty()); + // set binary path + try { + base_args[0] = get_server_exec_path().string(); + } catch (const std::exception & e) { + LOG_WRN("failed to get server executable path: %s\n", e.what()); + LOG_WRN("using original argv[0] as fallback: %s\n", base_args[0].c_str()); + } + load_models(); +} + +void server_models::add_model(server_model_meta && meta) { + if (mapping.find(meta.name) != mapping.end()) { + throw std::runtime_error(string_format("model '%s' appears multiple times", meta.name.c_str())); + } + presets.render_args(meta); // populate meta.args + std::string name = meta.name; + mapping[name] = instance_t{ + /* subproc */ std::make_shared(), + /* th */ std::thread(), + /* meta */ std::move(meta) + }; +} + +static std::vector list_custom_path_models(server_presets & presets) { + // detect any custom-path models in presets + std::vector custom_models; + for (auto & [model_name, preset] : presets.presets) { + local_model model; + model.name = model_name; + std::vector to_erase; + for (auto & [arg, value] : preset.options) { + std::string env(arg.env ? arg.env : ""); + if (env == "LLAMA_ARG_MODEL") { + model.path = value; + to_erase.push_back(arg); + } + if (env == "LLAMA_ARG_MMPROJ") { + model.path_mmproj = value; + to_erase.push_back(arg); + } + } + for (auto & arg : to_erase) { + preset.options.erase(arg); + } + if (!model.name.empty() && !model.path.empty()) { + custom_models.push_back(model); + } + } + return custom_models; +} + +// TODO: allow refreshing cached model list +void server_models::load_models() { + // loading models from 3 sources: + // 1. cached models + auto cached_models = common_list_cached_models(); + for (const auto & model : cached_models) { + server_model_meta meta{ + /* preset */ presets.get_preset(model.to_string()), + /* name */ model.to_string(), + /* path */ model.manifest_path, + /* path_mmproj */ "", // auto-detected when loading + /* in_cache */ true, + /* port */ 0, + /* status */ SERVER_MODEL_STATUS_UNLOADED, + /* last_used */ 0, + /* args */ std::vector(), + /* exit_code */ 0 + }; + add_model(std::move(meta)); + } + // 2. local models specificed via --models-dir + if (!base_params.models_dir.empty()) { + auto local_models = list_local_models(base_params.models_dir); + for (const auto & model : local_models) { + if (mapping.find(model.name) != mapping.end()) { + // already exists in cached models, skip + continue; + } + server_model_meta meta{ + /* preset */ presets.get_preset(model.name), + /* name */ model.name, + /* path */ model.path, + /* path_mmproj */ model.path_mmproj, + /* in_cache */ false, + /* port */ 0, + /* status */ SERVER_MODEL_STATUS_UNLOADED, + /* last_used */ 0, + /* args */ std::vector(), + /* exit_code */ 0 + }; + add_model(std::move(meta)); + } + } + // 3. custom-path models specified in presets + auto custom_models = list_custom_path_models(presets); + for (const auto & model : custom_models) { + server_model_meta meta{ + /* preset */ presets.get_preset(model.name), + /* name */ model.name, + /* path */ model.path, + /* path_mmproj */ model.path_mmproj, + /* in_cache */ false, + /* port */ 0, + /* status */ SERVER_MODEL_STATUS_UNLOADED, + /* last_used */ 0, + /* args */ std::vector(), + /* exit_code */ 0 + }; + add_model(std::move(meta)); + } + // log available models + SRV_INF("Available models (%zu) (*: custom preset)\n", mapping.size()); + for (const auto & [name, inst] : mapping) { + SRV_INF(" %c %s\n", inst.meta.preset.name.empty() ? ' ' : '*', name.c_str()); + } +} + +void server_models::update_meta(const std::string & name, const server_model_meta & meta) { + std::lock_guard lk(mutex); + auto it = mapping.find(name); + if (it != mapping.end()) { + it->second.meta = meta; + } + cv.notify_all(); // notify wait_until_loaded +} + +bool server_models::has_model(const std::string & name) { + std::lock_guard lk(mutex); + return mapping.find(name) != mapping.end(); +} + +std::optional server_models::get_meta(const std::string & name) { + std::lock_guard lk(mutex); + auto it = mapping.find(name); + if (it != mapping.end()) { + return it->second.meta; + } + return std::nullopt; +} + +static int get_free_port() { +#ifdef _WIN32 + WSADATA wsaData; + if (WSAStartup(MAKEWORD(2, 2), &wsaData) != 0) { + return -1; + } + typedef SOCKET native_socket_t; +#define INVALID_SOCKET_VAL INVALID_SOCKET +#define CLOSE_SOCKET(s) closesocket(s) +#else + typedef int native_socket_t; +#define INVALID_SOCKET_VAL -1 +#define CLOSE_SOCKET(s) close(s) +#endif + + native_socket_t sock = socket(AF_INET, SOCK_STREAM, 0); + if (sock == INVALID_SOCKET_VAL) { +#ifdef _WIN32 + WSACleanup(); +#endif + return -1; + } + + struct sockaddr_in serv_addr; + std::memset(&serv_addr, 0, sizeof(serv_addr)); + serv_addr.sin_family = AF_INET; + serv_addr.sin_addr.s_addr = htonl(INADDR_ANY); + serv_addr.sin_port = htons(0); + + if (bind(sock, (struct sockaddr*)&serv_addr, sizeof(serv_addr)) != 0) { + CLOSE_SOCKET(sock); +#ifdef _WIN32 + WSACleanup(); +#endif + return -1; + } + +#ifdef _WIN32 + int namelen = sizeof(serv_addr); +#else + socklen_t namelen = sizeof(serv_addr); +#endif + if (getsockname(sock, (struct sockaddr*)&serv_addr, &namelen) != 0) { + CLOSE_SOCKET(sock); +#ifdef _WIN32 + WSACleanup(); +#endif + return -1; + } + + int port = ntohs(serv_addr.sin_port); + + CLOSE_SOCKET(sock); +#ifdef _WIN32 + WSACleanup(); +#endif + + return port; +} + +// helper to convert vector to char ** +// pointers are only valid as long as the original vector is valid +static std::vector to_char_ptr_array(const std::vector & vec) { + std::vector result; + result.reserve(vec.size() + 1); + for (const auto & s : vec) { + result.push_back(const_cast(s.c_str())); + } + result.push_back(nullptr); + return result; +} + +std::vector server_models::get_all_meta() { + std::lock_guard lk(mutex); + std::vector result; + result.reserve(mapping.size()); + for (const auto & [name, inst] : mapping) { + result.push_back(inst.meta); + } + return result; +} + +void server_models::unload_lru() { + if (base_params.models_max <= 0) { + return; // no limit + } + // remove one of the servers if we passed the models_max (least recently used - LRU) + std::string lru_model_name = ""; + int64_t lru_last_used = ggml_time_ms(); + size_t count_active = 0; + { + std::lock_guard lk(mutex); + for (const auto & m : mapping) { + if (m.second.meta.is_active()) { + count_active++; + if (m.second.meta.last_used < lru_last_used) { + lru_model_name = m.first; + lru_last_used = m.second.meta.last_used; + } + } + } + } + if (!lru_model_name.empty() && count_active >= (size_t)base_params.models_max) { + SRV_INF("models_max limit reached, removing LRU name=%s\n", lru_model_name.c_str()); + unload(lru_model_name); + } +} + +void server_models::load(const std::string & name) { + if (!has_model(name)) { + throw std::runtime_error("model name=" + name + " is not found"); + } + unload_lru(); + + std::lock_guard lk(mutex); + + auto meta = mapping[name].meta; + if (meta.status != SERVER_MODEL_STATUS_UNLOADED) { + SRV_INF("model %s is not ready\n", name.c_str()); + return; + } + + // prepare new instance info + instance_t inst; + inst.meta = meta; + inst.meta.port = get_free_port(); + inst.meta.status = SERVER_MODEL_STATUS_LOADING; + inst.meta.last_used = ggml_time_ms(); + + if (inst.meta.port <= 0) { + throw std::runtime_error("failed to get a port number"); + } + + inst.subproc = std::make_shared(); + { + SRV_INF("spawning server instance with name=%s on port %d\n", inst.meta.name.c_str(), inst.meta.port); + + presets.render_args(inst.meta); // update meta.args + + std::vector child_args = inst.meta.args; // copy + std::vector child_env = base_env; // copy + child_env.push_back("LLAMA_SERVER_ROUTER_PORT=" + std::to_string(base_params.port)); + + SRV_INF("%s", "spawning server instance with args:\n"); + for (const auto & arg : child_args) { + SRV_INF(" %s\n", arg.c_str()); + } + inst.meta.args = child_args; // save for debugging + + std::vector argv = to_char_ptr_array(child_args); + std::vector envp = to_char_ptr_array(child_env); + + int options = subprocess_option_no_window | subprocess_option_combined_stdout_stderr; + int result = subprocess_create_ex(argv.data(), options, envp.data(), inst.subproc.get()); + if (result != 0) { + throw std::runtime_error("failed to spawn server instance"); + } + + inst.stdin_file = subprocess_stdin(inst.subproc.get()); + } + + // start a thread to manage the child process + // captured variables are guaranteed to be destroyed only after the thread is joined + inst.th = std::thread([this, name, child_proc = inst.subproc, port = inst.meta.port]() { + // read stdout/stderr and forward to main server log + FILE * p_stdout_stderr = subprocess_stdout(child_proc.get()); + if (p_stdout_stderr) { + char buffer[4096]; + while (fgets(buffer, sizeof(buffer), p_stdout_stderr) != nullptr) { + LOG("[%5d] %s", port, buffer); + } + } else { + SRV_ERR("failed to get stdout/stderr of child process for name=%s\n", name.c_str()); + } + // we reach here when the child process exits + int exit_code = 0; + subprocess_join(child_proc.get(), &exit_code); + subprocess_destroy(child_proc.get()); + // update PID and status + { + std::lock_guard lk(mutex); + auto it = mapping.find(name); + if (it != mapping.end()) { + auto & meta = it->second.meta; + meta.exit_code = exit_code; + meta.status = SERVER_MODEL_STATUS_UNLOADED; + } + cv.notify_all(); + } + SRV_INF("instance name=%s exited with status %d\n", name.c_str(), exit_code); + }); + + // clean up old process/thread if exists + { + auto & old_instance = mapping[name]; + // old process should have exited already, but just in case, we clean it up here + if (subprocess_alive(old_instance.subproc.get())) { + SRV_WRN("old process for model name=%s is still alive, this is unexpected\n", name.c_str()); + subprocess_terminate(old_instance.subproc.get()); // force kill + } + if (old_instance.th.joinable()) { + old_instance.th.join(); + } + } + + mapping[name] = std::move(inst); + cv.notify_all(); +} + +static void interrupt_subprocess(FILE * stdin_file) { + // because subprocess.h does not provide a way to send SIGINT, + // we will send a command to the child process to exit gracefully + if (stdin_file) { + fprintf(stdin_file, "%s\n", CMD_EXIT); + fflush(stdin_file); + } +} + +void server_models::unload(const std::string & name) { + std::lock_guard lk(mutex); + auto it = mapping.find(name); + if (it != mapping.end()) { + if (it->second.meta.is_active()) { + SRV_INF("unloading model instance name=%s\n", name.c_str()); + interrupt_subprocess(it->second.stdin_file); + // status change will be handled by the managing thread + } else { + SRV_WRN("model instance name=%s is not loaded\n", name.c_str()); + } + } +} + +void server_models::unload_all() { + std::vector to_join; + { + std::lock_guard lk(mutex); + for (auto & [name, inst] : mapping) { + if (inst.meta.is_active()) { + SRV_INF("unloading model instance name=%s\n", name.c_str()); + interrupt_subprocess(inst.stdin_file); + // status change will be handled by the managing thread + } + // moving the thread to join list to avoid deadlock + to_join.push_back(std::move(inst.th)); + } + } + for (auto & th : to_join) { + if (th.joinable()) { + th.join(); + } + } +} + +void server_models::update_status(const std::string & name, server_model_status status) { + // for now, we only allow updating to LOADED status + if (status != SERVER_MODEL_STATUS_LOADED) { + throw std::runtime_error("invalid status value"); + } + auto meta = get_meta(name); + if (meta.has_value()) { + meta->status = status; + update_meta(name, meta.value()); + } +} + +void server_models::wait_until_loaded(const std::string & name) { + std::unique_lock lk(mutex); + cv.wait(lk, [this, &name]() { + auto it = mapping.find(name); + if (it != mapping.end()) { + return it->second.meta.status != SERVER_MODEL_STATUS_LOADING; + } + return false; + }); +} + +bool server_models::ensure_model_loaded(const std::string & name) { + auto meta = get_meta(name); + if (!meta.has_value()) { + throw std::runtime_error("model name=" + name + " is not found"); + } + if (meta->status == SERVER_MODEL_STATUS_LOADED) { + return false; // already loaded + } + if (meta->status == SERVER_MODEL_STATUS_UNLOADED) { + SRV_INF("model name=%s is not loaded, loading...\n", name.c_str()); + load(name); + } + + SRV_INF("waiting until model name=%s is fully loaded...\n", name.c_str()); + wait_until_loaded(name); + + // check final status + meta = get_meta(name); + if (!meta.has_value() || meta->is_failed()) { + throw std::runtime_error("model name=" + name + " failed to load"); + } + + return true; +} + +server_http_res_ptr server_models::proxy_request(const server_http_req & req, const std::string & method, const std::string & name, bool update_last_used) { + auto meta = get_meta(name); + if (!meta.has_value()) { + throw std::runtime_error("model name=" + name + " is not found"); + } + if (meta->status != SERVER_MODEL_STATUS_LOADED) { + throw std::invalid_argument("model name=" + name + " is not loaded"); + } + if (update_last_used) { + std::unique_lock lk(mutex); + mapping[name].meta.last_used = ggml_time_ms(); + } + SRV_INF("proxying request to model %s on port %d\n", name.c_str(), meta->port); + auto proxy = std::make_unique( + method, + CHILD_ADDR, + meta->port, + req.path, + req.headers, + req.body, + req.should_stop); + return proxy; +} + +std::thread server_models::setup_child_server(const common_params & base_params, int router_port, const std::string & name, std::function & shutdown_handler) { + // send a notification to the router server that a model instance is ready + // TODO @ngxson : use HTTP client from libcommon + httplib::Client cli(base_params.hostname, router_port); + cli.set_connection_timeout(0, 200000); // 200 milliseconds + + httplib::Request req; + req.method = "POST"; + req.path = "/models/status"; + req.set_header("Content-Type", "application/json"); + if (!base_params.api_keys.empty()) { + req.set_header("Authorization", "Bearer " + base_params.api_keys[0]); + } + + json body; + body["model"] = name; + body["value"] = server_model_status_to_string(SERVER_MODEL_STATUS_LOADED); + req.body = body.dump(); + + SRV_INF("notifying router server (port=%d) that model %s is ready\n", router_port, name.c_str()); + auto result = cli.send(std::move(req)); + if (result.error() != httplib::Error::Success) { + auto err_str = httplib::to_string(result.error()); + SRV_ERR("failed to notify router server: %s\n", err_str.c_str()); + exit(1); // force exit + } + + // setup thread for monitoring stdin + return std::thread([shutdown_handler]() { + // wait for EOF on stdin + SRV_INF("%s", "child server monitoring thread started, waiting for EOF on stdin...\n"); + bool eof = false; + while (true) { + std::string line; + if (!std::getline(std::cin, line)) { + // EOF detected, that means the router server is unexpectedly exit or killed + eof = true; + break; + } + if (line.find(CMD_EXIT) != std::string::npos) { + SRV_INF("%s", "exit command received, exiting...\n"); + shutdown_handler(0); + break; + } + } + if (eof) { + SRV_INF("%s", "EOF on stdin detected, forcing shutdown...\n"); + exit(1); + } + }); +} + + + +// +// server_models_routes +// + +static void res_ok(std::unique_ptr & res, const json & response_data) { + res->status = 200; + res->data = safe_json_to_str(response_data); +} + +static void res_err(std::unique_ptr & res, const json & error_data) { + res->status = json_value(error_data, "code", 500); + res->data = safe_json_to_str({{ "error", error_data }}); +} + +static bool router_validate_model(const std::string & name, server_models & models, bool models_autoload, std::unique_ptr & res) { + if (name.empty()) { + res_err(res, format_error_response("model name is missing from the request", ERROR_TYPE_INVALID_REQUEST)); + return false; + } + auto meta = models.get_meta(name); + if (!meta.has_value()) { + res_err(res, format_error_response("model not found", ERROR_TYPE_INVALID_REQUEST)); + return false; + } + if (models_autoload) { + models.ensure_model_loaded(name); + } else { + if (meta->status != SERVER_MODEL_STATUS_LOADED) { + res_err(res, format_error_response("model is not loaded", ERROR_TYPE_INVALID_REQUEST)); + return false; + } + } + return true; +} + +static bool is_autoload(const common_params & params, const server_http_req & req) { + std::string autoload = req.get_param("autoload"); + if (autoload.empty()) { + return params.models_autoload; + } else { + return autoload == "true" || autoload == "1"; + } +} + +void server_models_routes::init_routes() { + this->get_router_props = [this](const server_http_req & req) { + std::string name = req.get_param("model"); + if (name.empty()) { + // main instance + auto res = std::make_unique(); + res_ok(res, { + // TODO: add support for this on web UI + {"role", "router"}, + {"max_instances", 4}, // dummy value for testing + // this is a dummy response to make sure webui doesn't break + {"model_alias", "llama-server"}, + {"model_path", "none"}, + {"default_generation_settings", { + {"params", json{}}, + {"n_ctx", 0}, + }}, + }); + return res; + } + return proxy_get(req); + }; + + this->proxy_get = [this](const server_http_req & req) { + std::string method = "GET"; + std::string name = req.get_param("model"); + bool autoload = is_autoload(params, req); + auto error_res = std::make_unique(); + if (!router_validate_model(name, models, autoload, error_res)) { + return error_res; + } + return models.proxy_request(req, method, name, false); + }; + + this->proxy_post = [this](const server_http_req & req) { + std::string method = "POST"; + json body = json::parse(req.body); + std::string name = json_value(body, "model", std::string()); + bool autoload = is_autoload(params, req); + auto error_res = std::make_unique(); + if (!router_validate_model(name, models, autoload, error_res)) { + return error_res; + } + return models.proxy_request(req, method, name, true); // update last usage for POST request only + }; + + this->post_router_models_load = [this](const server_http_req & req) { + auto res = std::make_unique(); + json body = json::parse(req.body); + std::string name = json_value(body, "model", std::string()); + auto model = models.get_meta(name); + if (!model.has_value()) { + res_err(res, format_error_response("model is not found", ERROR_TYPE_NOT_FOUND)); + return res; + } + if (model->status == SERVER_MODEL_STATUS_LOADED) { + res_err(res, format_error_response("model is already loaded", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + models.load(name); + res_ok(res, {{"success", true}}); + return res; + }; + + // used by child process to notify the router about status change + // TODO @ngxson : maybe implement authentication for this endpoint in the future + this->post_router_models_status = [this](const server_http_req & req) { + auto res = std::make_unique(); + json body = json::parse(req.body); + std::string model = json_value(body, "model", std::string()); + std::string value = json_value(body, "value", std::string()); + models.update_status(model, server_model_status_from_string(value)); + res_ok(res, {{"success", true}}); + return res; + }; + + this->get_router_models = [this](const server_http_req &) { + auto res = std::make_unique(); + json models_json = json::array(); + auto all_models = models.get_all_meta(); + std::time_t t = std::time(0); + for (const auto & meta : all_models) { + json status { + {"value", server_model_status_to_string(meta.status)}, + {"args", meta.args}, + }; + if (!meta.preset.name.empty()) { + status["preset"] = meta.preset.to_ini(); + } + if (meta.is_failed()) { + status["exit_code"] = meta.exit_code; + status["failed"] = true; + } + models_json.push_back(json { + {"id", meta.name}, + {"object", "model"}, // for OAI-compat + {"owned_by", "llamacpp"}, // for OAI-compat + {"created", t}, // for OAI-compat + {"in_cache", meta.in_cache}, + {"path", meta.path}, + {"status", status}, + // TODO: add other fields, may require reading GGUF metadata + }); + } + res_ok(res, { + {"data", models_json}, + {"object", "list"}, + }); + return res; + }; + + this->post_router_models_unload = [this](const server_http_req & req) { + auto res = std::make_unique(); + json body = json::parse(req.body); + std::string name = json_value(body, "model", std::string()); + auto model = models.get_meta(name); + if (!model.has_value()) { + res_err(res, format_error_response("model is not found", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + if (model->status != SERVER_MODEL_STATUS_LOADED) { + res_err(res, format_error_response("model is not loaded", ERROR_TYPE_INVALID_REQUEST)); + return res; + } + models.unload(name); + res_ok(res, {{"success", true}}); + return res; + }; +} + + + +// +// server_http_proxy +// + +// simple implementation of a pipe +// used for streaming data between threads +template +struct pipe_t { + std::mutex mutex; + std::condition_variable cv; + std::queue queue; + std::atomic writer_closed{false}; + std::atomic reader_closed{false}; + void close_write() { + writer_closed.store(true, std::memory_order_relaxed); + cv.notify_all(); + } + void close_read() { + reader_closed.store(true, std::memory_order_relaxed); + cv.notify_all(); + } + bool read(T & output, const std::function & should_stop) { + std::unique_lock lk(mutex); + constexpr auto poll_interval = std::chrono::milliseconds(500); + while (true) { + if (!queue.empty()) { + output = std::move(queue.front()); + queue.pop(); + return true; + } + if (writer_closed.load()) { + return false; // clean EOF + } + if (should_stop()) { + close_read(); // signal broken pipe to writer + return false; // cancelled / reader no longer alive + } + cv.wait_for(lk, poll_interval); + } + } + bool write(T && data) { + std::lock_guard lk(mutex); + if (reader_closed.load()) { + return false; // broken pipe + } + queue.push(std::move(data)); + cv.notify_one(); + return true; + } +}; + +static std::string to_lower_copy(const std::string & value) { + std::string lowered(value.size(), '\0'); + std::transform(value.begin(), value.end(), lowered.begin(), [](unsigned char c) { return std::tolower(c); }); + return lowered; +} + +static bool should_strip_proxy_header(const std::string & header_name) { + // Headers that get duplicated when router forwards child responses + if (header_name == "server" || + header_name == "transfer-encoding" || + header_name == "content-length" || // quick fix for https://github.com/ggml-org/llama.cpp/issues/17710 + header_name == "keep-alive") { + return true; + } + + // Router injects CORS, child also sends them: duplicate + if (header_name.rfind("access-control-", 0) == 0) { + return true; + } + + return false; +} + +server_http_proxy::server_http_proxy( + const std::string & method, + const std::string & host, + int port, + const std::string & path, + const std::map & headers, + const std::string & body, + const std::function should_stop) { + // shared between reader and writer threads + auto cli = std::make_shared(host, port); + auto pipe = std::make_shared>(); + + // setup Client + cli->set_connection_timeout(0, 200000); // 200 milliseconds + this->status = 500; // to be overwritten upon response + this->cleanup = [pipe]() { + pipe->close_read(); + pipe->close_write(); + }; + + // wire up the receive end of the pipe + this->next = [pipe, should_stop](std::string & out) -> bool { + msg_t msg; + bool has_next = pipe->read(msg, should_stop); + if (!msg.data.empty()) { + out = std::move(msg.data); + } + return has_next; // false if EOF or pipe broken + }; + + // wire up the HTTP client + // note: do NOT capture `this` pointer, as it may be destroyed before the thread ends + httplib::ResponseHandler response_handler = [pipe, cli](const httplib::Response & response) { + msg_t msg; + msg.status = response.status; + for (const auto & [key, value] : response.headers) { + const auto lowered = to_lower_copy(key); + if (should_strip_proxy_header(lowered)) { + continue; + } + if (lowered == "content-type") { + msg.content_type = value; + continue; + } + msg.headers[key] = value; + } + return pipe->write(std::move(msg)); // send headers first + }; + httplib::ContentReceiverWithProgress content_receiver = [pipe](const char * data, size_t data_length, size_t, size_t) { + // send data chunks + // returns false if pipe is closed / broken (signal to stop receiving) + return pipe->write({{}, 0, std::string(data, data_length), ""}); + }; + + // prepare the request to destination server + httplib::Request req; + { + req.method = method; + req.path = path; + for (const auto & [key, value] : headers) { + req.set_header(key, value); + } + req.body = body; + req.response_handler = response_handler; + req.content_receiver = content_receiver; + } + + // start the proxy thread + SRV_DBG("start proxy thread %s %s\n", req.method.c_str(), req.path.c_str()); + this->thread = std::thread([cli, pipe, req]() { + auto result = cli->send(std::move(req)); + if (result.error() != httplib::Error::Success) { + auto err_str = httplib::to_string(result.error()); + SRV_ERR("http client error: %s\n", err_str.c_str()); + pipe->write({{}, 500, "", ""}); // header + pipe->write({{}, 0, "proxy error: " + err_str, ""}); // body + } + pipe->close_write(); // signal EOF to reader + SRV_DBG("%s", "client request thread ended\n"); + }); + this->thread.detach(); + + // wait for the first chunk (headers) + { + msg_t header; + if (pipe->read(header, should_stop)) { + SRV_DBG("%s", "received response headers\n"); + this->status = header.status; + this->headers = std::move(header.headers); + if (!header.content_type.empty()) { + this->content_type = std::move(header.content_type); + } + } else { + SRV_DBG("%s", "no response headers received (request cancelled?)\n"); + } + } +} diff --git a/tools/server/server-models.h b/tools/server/server-models.h new file mode 100644 index 0000000000..9cdbbad9b6 --- /dev/null +++ b/tools/server/server-models.h @@ -0,0 +1,196 @@ +#pragma once + +#include "common.h" +#include "preset.h" +#include "server-http.h" + +#include +#include +#include +#include + +/** + * state diagram: + * + * UNLOADED ──► LOADING ──► LOADED + * ▲ │ │ + * └───failed───┘ │ + * ▲ │ + * └────────unloaded─────────┘ + */ +enum server_model_status { + // TODO: also add downloading state when the logic is added + SERVER_MODEL_STATUS_UNLOADED, + SERVER_MODEL_STATUS_LOADING, + SERVER_MODEL_STATUS_LOADED +}; + +static server_model_status server_model_status_from_string(const std::string & status_str) { + if (status_str == "unloaded") { + return SERVER_MODEL_STATUS_UNLOADED; + } + if (status_str == "loading") { + return SERVER_MODEL_STATUS_LOADING; + } + if (status_str == "loaded") { + return SERVER_MODEL_STATUS_LOADED; + } + throw std::runtime_error("invalid server model status"); +} + +static std::string server_model_status_to_string(server_model_status status) { + switch (status) { + case SERVER_MODEL_STATUS_UNLOADED: return "unloaded"; + case SERVER_MODEL_STATUS_LOADING: return "loading"; + case SERVER_MODEL_STATUS_LOADED: return "loaded"; + default: return "unknown"; + } +} + +struct server_model_meta { + common_preset preset; + std::string name; + std::string path; + std::string path_mmproj; // only available if in_cache=false + bool in_cache = false; // if true, use -hf; use -m otherwise + int port = 0; + server_model_status status = SERVER_MODEL_STATUS_UNLOADED; + int64_t last_used = 0; // for LRU unloading + std::vector args; // args passed to the model instance, will be populated by render_args() + int exit_code = 0; // exit code of the model instance process (only valid if status == FAILED) + + bool is_active() const { + return status == SERVER_MODEL_STATUS_LOADED || status == SERVER_MODEL_STATUS_LOADING; + } + + bool is_failed() const { + return status == SERVER_MODEL_STATUS_UNLOADED && exit_code != 0; + } +}; + +// the server_presets struct holds the presets read from presets.ini +// as well as base args from the router server +struct server_presets { + common_presets presets; + common_params_context ctx_params; + std::map base_args; + std::map control_args; // args reserved for server control + + server_presets(int argc, char ** argv, common_params & base_params, const std::string & models_dir); + common_preset get_preset(const std::string & name); + void render_args(server_model_meta & meta); +}; + +struct subprocess_s; + +struct server_models { +private: + struct instance_t { + std::shared_ptr subproc; // shared between main thread and monitoring thread + std::thread th; + server_model_meta meta; + FILE * stdin_file = nullptr; + }; + + std::mutex mutex; + std::condition_variable cv; + std::map mapping; + + common_params base_params; + std::vector base_args; + std::vector base_env; + + server_presets presets; + + void update_meta(const std::string & name, const server_model_meta & meta); + + // unload least recently used models if the limit is reached + void unload_lru(); + + // not thread-safe, caller must hold mutex + void add_model(server_model_meta && meta); + +public: + server_models(const common_params & params, int argc, char ** argv, char ** envp); + + void load_models(); + + // check if a model instance exists + bool has_model(const std::string & name); + + // return a copy of model metadata + std::optional get_meta(const std::string & name); + + // return a copy of all model metadata + std::vector get_all_meta(); + + void load(const std::string & name); + void unload(const std::string & name); + void unload_all(); + + // update the status of a model instance + void update_status(const std::string & name, server_model_status status); + + // wait until the model instance is fully loaded + // return when the model is loaded or failed to load + void wait_until_loaded(const std::string & name); + + // load the model if not loaded, otherwise do nothing + // return false if model is already loaded; return true otherwise (meta may need to be refreshed) + bool ensure_model_loaded(const std::string & name); + + // proxy an HTTP request to the model instance + server_http_res_ptr proxy_request(const server_http_req & req, const std::string & method, const std::string & name, bool update_last_used); + + // notify the router server that a model instance is ready + // return the monitoring thread (to be joined by the caller) + static std::thread setup_child_server(const common_params & base_params, int router_port, const std::string & name, std::function & shutdown_handler); +}; + +struct server_models_routes { + common_params params; + server_models models; + server_models_routes(const common_params & params, int argc, char ** argv, char ** envp) + : params(params), models(params, argc, argv, envp) { + init_routes(); + } + + void init_routes(); + // handlers using lambda function, so that they can capture `this` without `std::bind` + server_http_context::handler_t get_router_props; + server_http_context::handler_t proxy_get; + server_http_context::handler_t proxy_post; + server_http_context::handler_t get_router_models; + server_http_context::handler_t post_router_models_load; + server_http_context::handler_t post_router_models_status; + server_http_context::handler_t post_router_models_unload; +}; + +/** + * A simple HTTP proxy that forwards requests to another server + * and relays the responses back. + */ +struct server_http_proxy : server_http_res { + std::function cleanup = nullptr; +public: + server_http_proxy(const std::string & method, + const std::string & host, + int port, + const std::string & path, + const std::map & headers, + const std::string & body, + const std::function should_stop); + ~server_http_proxy() { + if (cleanup) { + cleanup(); + } + } +private: + std::thread thread; + struct msg_t { + std::map headers; + int status = 0; + std::string data; + std::string content_type; + }; +}; diff --git a/tools/server/server-queue.cpp b/tools/server/server-queue.cpp index 5a74fd76ac..3cceb2bbe2 100644 --- a/tools/server/server-queue.cpp +++ b/tools/server/server-queue.cpp @@ -199,7 +199,7 @@ server_task_result_ptr server_response::recv(const std::unordered_set & id_ std::unique_lock lock(mutex_results); condition_results.wait(lock, [&]{ if (!running) { - RES_DBG("%s : queue result stop\n", __func__); + RES_DBG("%s : queue result stop\n", "recv"); std::terminate(); // we cannot return here since the caller is HTTP code } return !queue_results.empty(); @@ -266,3 +266,105 @@ void server_response::terminate() { running = false; condition_results.notify_all(); } + +// +// server_response_reader +// + +void server_response_reader::post_task(server_task && task) { + GGML_ASSERT(id_tasks.empty() && "post_task() can only be called once per reader"); + id_tasks.insert(task.id); + states.push_back(task.create_state()); + queue_results.add_waiting_task_id(task.id); + queue_tasks.post(std::move(task)); +} + +void server_response_reader::post_tasks(std::vector && tasks) { + GGML_ASSERT(id_tasks.empty() && "post_tasks() can only be called once per reader"); + id_tasks = server_task::get_list_id(tasks); + states.reserve(tasks.size()); + for (size_t i = 0; i < tasks.size(); i++) { + states.push_back(tasks[i].create_state()); + } + queue_results.add_waiting_tasks(tasks); + queue_tasks.post(std::move(tasks)); +} + +bool server_response_reader::has_next() const { + return !cancelled && received_count < id_tasks.size(); +} + +// return nullptr if should_stop() is true before receiving a result +// note: if one error is received, it will stop further processing and return error result +server_task_result_ptr server_response_reader::next(const std::function & should_stop) { + while (true) { + server_task_result_ptr result = queue_results.recv_with_timeout(id_tasks, polling_interval_seconds); + if (result == nullptr) { + // timeout, check stop condition + if (should_stop()) { + SRV_DBG("%s", "stopping wait for next result due to should_stop condition\n"); + return nullptr; + } + } else { + if (result->is_error()) { + stop(); // cancel remaining tasks + SRV_DBG("%s", "received error result, stopping further processing\n"); + return result; + } + if (!states.empty()) { + // update the generation state if needed + size_t idx = result->get_index(); + GGML_ASSERT(idx < states.size()); + result->update(states[idx]); + } + if (result->is_stop()) { + received_count++; + } + return result; + } + } + + // should not reach here +} + +server_response_reader::batch_response server_response_reader::wait_for_all(const std::function & should_stop) { + batch_response batch_res; + batch_res.results.resize(id_tasks.size()); + while (has_next()) { + auto res = next(should_stop); + if (res == nullptr) { + batch_res.is_terminated = true; + return batch_res; + } + if (res->is_error()) { + batch_res.error = std::move(res); + return batch_res; + } + const size_t idx = res->get_index(); + GGML_ASSERT(idx < batch_res.results.size() && "index out of range"); + GGML_ASSERT(batch_res.results[idx] == nullptr && "duplicate result received"); + batch_res.results[idx] = std::move(res); + } + return batch_res; +} + +void server_response_reader::stop() { + queue_results.remove_waiting_task_ids(id_tasks); + if (has_next() && !cancelled) { + // if tasks is not finished yet, cancel them + cancelled = true; + std::vector cancel_tasks; + cancel_tasks.reserve(id_tasks.size()); + for (const auto & id_task : id_tasks) { + SRV_WRN("cancel task, id_task = %d\n", id_task); + server_task task(SERVER_TASK_TYPE_CANCEL); + task.id_target = id_task; + queue_results.remove_waiting_task_id(id_task); + cancel_tasks.push_back(std::move(task)); + } + // push to beginning of the queue, so it has highest priority + queue_tasks.post(std::move(cancel_tasks), true); + } else { + SRV_DBG("%s", "all tasks already finished, no need to cancel\n"); + } +} diff --git a/tools/server/server-queue.h b/tools/server/server-queue.h index 47ef58425e..8780d7fe12 100644 --- a/tools/server/server-queue.h +++ b/tools/server/server-queue.h @@ -7,6 +7,8 @@ #include #include +// struct for managing server tasks +// in most cases, use server_response_reader to post new tasks and retrieve results struct server_queue { private: int id = 0; @@ -67,6 +69,8 @@ private: void cleanup_pending_task(int id_target); }; +// struct for managing server responses +// in most cases, use server_response_reader to retrieve results struct server_response { private: bool running = true; @@ -108,3 +112,47 @@ public: // terminate the waiting loop void terminate(); }; + +// utility class to make working with server_queue and server_response easier +// it provides a generator-like API for server responses +// support pooling connection state and aggregating multiple results +struct server_response_reader { + std::unordered_set id_tasks; + server_queue & queue_tasks; + server_response & queue_results; + size_t received_count = 0; + bool cancelled = false; + int polling_interval_seconds; + + // tracking generation state and partial tool calls + // only used by streaming completions + std::vector states; + + // should_stop function will be called each polling_interval_seconds + server_response_reader(server_queue & queue_tasks, server_response & queue_results, int polling_interval_seconds) + : queue_tasks(queue_tasks), queue_results(queue_results), polling_interval_seconds(polling_interval_seconds) {} + ~server_response_reader() { + stop(); + } + + int get_new_id() { + return queue_tasks.get_new_id(); + } + void post_task(server_task && task); + void post_tasks(std::vector && tasks); + bool has_next() const; + + // return nullptr if should_stop() is true before receiving a result + // note: if one error is received, it will stop further processing and return error result + server_task_result_ptr next(const std::function & should_stop); + + struct batch_response { + bool is_terminated = false; // if true, indicates that processing was stopped before all results were received + std::vector results; + server_task_result_ptr error; // nullptr if no error + }; + // aggregate multiple results + batch_response wait_for_all(const std::function & should_stop); + + void stop(); +}; diff --git a/tools/server/server-task.cpp b/tools/server/server-task.cpp index b447a1ef6d..360826062b 100644 --- a/tools/server/server-task.cpp +++ b/tools/server/server-task.cpp @@ -155,11 +155,12 @@ task_params server_task::params_from_json_cmpl( // Sampling parameter defaults are loaded from the global server context (but individual requests can still them) task_params defaults; - defaults.sampling = params_base.sampling; - defaults.speculative = params_base.speculative; - defaults.n_keep = params_base.n_keep; - defaults.n_predict = params_base.n_predict; - defaults.antiprompt = params_base.antiprompt; + defaults.sampling = params_base.sampling; + defaults.speculative = params_base.speculative; + defaults.n_keep = params_base.n_keep; + defaults.n_predict = params_base.n_predict; + defaults.n_cache_reuse = params_base.n_cache_reuse; + defaults.antiprompt = params_base.antiprompt; // enabling this will output extra debug information in the HTTP responses from the server params.verbose = params_base.verbosity > 9; @@ -175,6 +176,8 @@ task_params server_task::params_from_json_cmpl( params.n_indent = json_value(data, "n_indent", defaults.n_indent); params.n_keep = json_value(data, "n_keep", defaults.n_keep); params.n_discard = json_value(data, "n_discard", defaults.n_discard); + params.n_cmpl = json_value(data, "n_cmpl", json_value(data, "n", 1)); + params.n_cache_reuse = json_value(data, "n_cache_reuse", defaults.n_cache_reuse); //params.t_max_prompt_ms = json_value(data, "t_max_prompt_ms", defaults.t_max_prompt_ms); // TODO: implement params.t_max_predict_ms = json_value(data, "t_max_predict_ms", defaults.t_max_predict_ms); params.response_fields = json_value(data, "response_fields", std::vector()); @@ -297,6 +300,9 @@ task_params server_task::params_from_json_cmpl( params.oaicompat_chat_syntax.reasoning_in_content = params.stream && (reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY); params.oaicompat_chat_syntax.thinking_forced_open = json_value(data, "thinking_forced_open", false); params.oaicompat_chat_syntax.parse_tool_calls = json_value(data, "parse_tool_calls", false); + if (data.contains("chat_parser")) { + params.oaicompat_chat_syntax.parser.load(data.at("chat_parser").get()); + } } { @@ -450,8 +456,9 @@ task_params server_task::params_from_json_cmpl( } } - std::string model_name = params_base.model_alias.empty() ? DEFAULT_OAICOMPAT_MODEL : params_base.model_alias; - params.oaicompat_model = json_value(data, "model", model_name); + if (params.n_cmpl > params_base.n_parallel) { + throw std::runtime_error("n_cmpl cannot be greater than the number of slots, please increase -np"); + } return params; } @@ -565,6 +572,7 @@ std::vector completion_token_output::str_to_bytes(const std::stri // server_task_result_cmpl_final // json server_task_result_cmpl_final::to_json() { + GGML_ASSERT(is_updated && "update() must be called before to_json()"); switch (res_type) { case TASK_RESPONSE_TYPE_NONE: return to_json_non_oaicompat(); @@ -582,8 +590,8 @@ json server_task_result_cmpl_final::to_json() { json server_task_result_cmpl_final::to_json_non_oaicompat() { json res = json { {"index", index}, - {"content", stream ? "" : content}, // in stream mode, content is already in last partial chunk - {"tokens", stream ? llama_tokens {} : tokens}, + {"content", content}, + {"tokens", tokens}, {"id_slot", id_slot}, {"stop", true}, {"model", oaicompat_model}, @@ -619,7 +627,7 @@ json server_task_result_cmpl_final::to_json_oaicompat() { json res = json { {"choices", json::array({ json{ - {"text", stream ? "" : content}, // in stream mode, content is already in last partial chunk + {"text", content}, {"index", index}, {"logprobs", logprobs}, {"finish_reason", finish_reason}, @@ -663,7 +671,7 @@ json server_task_result_cmpl_final::to_json_oaicompat_chat() { json choice { {"finish_reason", finish_reason}, - {"index", 0}, + {"index", index}, {"message", msg.to_json_oaicompat()}, }; @@ -700,6 +708,25 @@ json server_task_result_cmpl_final::to_json_oaicompat_chat() { return res; } +common_chat_msg task_result_state::update_chat_msg( + const std::string & text_added, + bool is_partial, + std::vector & diffs) { + generated_text += text_added; + auto msg_prv_copy = chat_msg; + SRV_DBG("Parsing chat message: %s\n", generated_text.c_str()); + auto new_msg = common_chat_parse( + generated_text, + is_partial, + oaicompat_chat_syntax); + if (!new_msg.empty()) { + new_msg.set_tool_call_ids(generated_tool_call_ids, gen_tool_call_id); + chat_msg = new_msg; + diffs = common_chat_msg_diff::compute_diffs(msg_prv_copy, new_msg.empty() ? msg_prv_copy : new_msg); + } + return chat_msg; +} + json server_task_result_cmpl_final::to_json_oaicompat_chat_stream() { std::time_t t = std::time(0); std::string finish_reason = "length"; @@ -956,6 +983,7 @@ json server_task_result_cmpl_final::to_json_anthropic_stream() { // server_task_result_cmpl_partial // json server_task_result_cmpl_partial::to_json() { + GGML_ASSERT(is_updated && "update() must be called before to_json()"); switch (res_type) { case TASK_RESPONSE_TYPE_NONE: return to_json_non_oaicompat(); @@ -1043,7 +1071,7 @@ json server_task_result_cmpl_partial::to_json_oaicompat_chat() { {"choices", json::array({ json { {"finish_reason", nullptr}, - {"index", 0}, + {"index", index}, {"delta", delta}, }, })}, diff --git a/tools/server/server-task.h b/tools/server/server-task.h index a22d7cab11..0759094a01 100644 --- a/tools/server/server-task.h +++ b/tools/server/server-task.h @@ -53,6 +53,9 @@ struct task_params { int32_t n_discard = 0; // number of tokens after n_keep that may be discarded when shifting context, 0 defaults to half int32_t n_predict = -1; // new tokens to predict int32_t n_indent = 0; // minimum line indentation for the generated text in number of whitespace characters + int32_t n_cmpl = 1; // number of completions to generate from this prompt + + int32_t n_cache_reuse = 0; // min chunk size to attempt reusing from the cache via KV shifting (0 = disabled) int64_t t_max_prompt_ms = -1; // TODO: implement int64_t t_max_predict_ms = -1; // if positive, limit the generation phase to this time limit @@ -61,18 +64,19 @@ struct task_params { std::vector antiprompt; std::vector response_fields; - bool timings_per_token = false; + + bool timings_per_token = false; bool post_sampling_probs = false; struct common_params_sampling sampling; struct common_params_speculative speculative; // response formatting - bool verbose = false; - task_response_type res_type = TASK_RESPONSE_TYPE_NONE; - std::string oaicompat_model; - std::string oaicompat_cmpl_id; - common_chat_syntax oaicompat_chat_syntax; + bool verbose = false; + task_response_type res_type = TASK_RESPONSE_TYPE_NONE; + std::string oaicompat_model; + std::string oaicompat_cmpl_id; + common_chat_syntax oaicompat_chat_syntax; // Embeddings int32_t embd_normalize = 2; // (-1=none, 0=max absolute int16, 1=taxicab, 2=Euclidean/L2, >2=p-norm) @@ -81,6 +85,25 @@ struct task_params { json to_json(bool only_metrics = false) const; }; +// struct for tracking the state of a task (e.g., for streaming) +struct task_result_state { + // tracking diffs for partial tool calls + std::vector diffs; + common_chat_syntax oaicompat_chat_syntax; + common_chat_msg chat_msg; + std::string generated_text; // append new chunks of generated text here + std::vector generated_tool_call_ids; + + task_result_state(const common_chat_syntax & oaicompat_chat_syntax) + : oaicompat_chat_syntax(oaicompat_chat_syntax) {} + + // parse partial tool calls and update the internal state + common_chat_msg update_chat_msg( + const std::string & text_added, + bool is_partial, + std::vector & diffs); +}; + struct server_task { int id = -1; // to be filled by server_queue int index = -1; // used when there are multiple prompts (batch request) @@ -89,10 +112,18 @@ struct server_task { int id_target = -1; int id_slot = -1; + // used by parallel sampling (multiple completions from same prompt) + size_t n_children = 0; // number of tasks reusing this prompt + int id_parent = -1; + // used by SERVER_TASK_TYPE_INFERENCE task_params params; server_tokens tokens; + // only used by CLI, this delegates the tokenization to the server + json cli_input = nullptr; + std::vector cli_files; + server_task_type type; // used by SERVER_TASK_TYPE_SLOT_SAVE, SERVER_TASK_TYPE_SLOT_RESTORE, SERVER_TASK_TYPE_SLOT_ERASE @@ -130,6 +161,23 @@ struct server_task { } return ids; } + + server_task create_child(int id_parent, int id_child, int idx) const { + server_task copy; + copy.id = id_child; + copy.index = idx; + copy.id_parent = id_parent; + copy.params = params; + copy.type = type; + copy.tokens = tokens.clone(); + return copy; + } + + // the task will be moved into queue, then onto slots + // however, the state must be kept by caller (e.g., HTTP thread) + task_result_state create_state() const { + return task_result_state(params.oaicompat_chat_syntax); + } }; struct result_timings { @@ -175,6 +223,9 @@ struct server_task_result { virtual int get_index() { return -1; } + virtual void update(task_result_state &) { + // only used by server_task_result_cmpl_* + } virtual json to_json() = 0; virtual ~server_task_result() = default; }; @@ -233,9 +284,10 @@ struct server_task_result_cmpl_final : server_task_result { task_response_type res_type = TASK_RESPONSE_TYPE_NONE; std::string oaicompat_model; std::string oaicompat_cmpl_id; - common_chat_msg oaicompat_msg; + common_chat_msg oaicompat_msg; // to be populated by update() - std::vector oaicompat_msg_diffs; + std::vector oaicompat_msg_diffs; // to be populated by update() + bool is_updated = false; virtual int get_index() override { return index; @@ -247,6 +299,11 @@ struct server_task_result_cmpl_final : server_task_result { virtual json to_json() override; + virtual void update(task_result_state & state) override { + is_updated = true; + oaicompat_msg = state.update_chat_msg(content, false, oaicompat_msg_diffs); + } + json to_json_non_oaicompat(); json to_json_oaicompat(); @@ -280,7 +337,8 @@ struct server_task_result_cmpl_partial : server_task_result { task_response_type res_type = TASK_RESPONSE_TYPE_NONE; std::string oaicompat_model; std::string oaicompat_cmpl_id; - std::vector oaicompat_msg_diffs; + std::vector oaicompat_msg_diffs; // to be populated by update() + bool is_updated = false; virtual int get_index() override { return index; @@ -292,6 +350,11 @@ struct server_task_result_cmpl_partial : server_task_result { virtual json to_json() override; + virtual void update(task_result_state & state) override { + is_updated = true; + state.update_chat_msg(content, true, oaicompat_msg_diffs); + } + json to_json_non_oaicompat(); json to_json_oaicompat(); @@ -432,6 +495,14 @@ struct server_prompt { int n_tokens() const { return tokens.size(); } + + server_prompt clone() const { + return server_prompt { + tokens.clone(), + data, + checkpoints + }; + } }; struct server_prompt_cache { diff --git a/tools/server/server.cpp b/tools/server/server.cpp index 05bbe648c1..d5bef3df44 100644 --- a/tools/server/server.cpp +++ b/tools/server/server.cpp @@ -1,3661 +1,20 @@ -#include "server-common.h" +#include "server-context.h" #include "server-http.h" -#include "server-task.h" -#include "server-queue.h" +#include "server-models.h" #include "arg.h" #include "common.h" #include "llama.h" #include "log.h" -#include "sampling.h" -#include "speculative.h" -#include "mtmd.h" -#include "mtmd-helper.h" #include -#include -#include -#include #include -#include -#include +#include // for std::thread::hardware_concurrency -// fix problem with std::min and std::max #if defined(_WIN32) -#define WIN32_LEAN_AND_MEAN -#ifndef NOMINMAX -# define NOMINMAX -#endif #include #endif -using json = nlohmann::ordered_json; - -constexpr int HTTP_POLLING_SECONDS = 1; - -// state diagram: https://github.com/ggml-org/llama.cpp/pull/9283 -enum slot_state { - SLOT_STATE_IDLE, - SLOT_STATE_STARTED, // TODO: this state is only used for setting up the initial prompt processing; maybe merge it with launch_slot_with_task in the future - SLOT_STATE_PROCESSING_PROMPT, - SLOT_STATE_DONE_PROMPT, - SLOT_STATE_GENERATING, -}; - -enum server_state { - SERVER_STATE_LOADING_MODEL, // Server is starting up, model not fully loaded yet - SERVER_STATE_READY, // Server is ready and model is loaded -}; - -static bool server_task_type_need_embd(server_task_type task_type) { - switch (task_type) { - case SERVER_TASK_TYPE_EMBEDDING: - case SERVER_TASK_TYPE_RERANK: - return true; - default: - return false; - } -} - -static bool server_task_type_need_logits(server_task_type task_type) { - switch (task_type) { - case SERVER_TASK_TYPE_COMPLETION: - case SERVER_TASK_TYPE_INFILL: - return true; - default: - return false; - } -} - -struct server_slot { - int id; - - llama_batch batch_spec = {}; - - // TODO: change to unique_ptrs for consistency: - llama_context * ctx = nullptr; - llama_context * ctx_dft = nullptr; - - // multimodal - mtmd_context * mctx = nullptr; - - common_speculative * spec = nullptr; - - std::unique_ptr task; - std::unique_ptr task_prev; // used for debugging - - // used to determine the slot that has been used the longest - int64_t t_last_used = -1; - - // generation props - int32_t n_ctx = 0; // context size per slot - int32_t n_keep = 0; - int32_t n_decoded = 0; - int32_t n_remaining = -1; - int32_t i_batch = -1; - - int32_t n_prompt_tokens_cache = 0; - int32_t n_prompt_tokens_processed = 0; - - size_t last_nl_pos = 0; - - std::string generated_text; - llama_tokens generated_tokens; - - common_chat_msg chat_msg; - - std::vector generated_token_probs; - - bool has_next_token = true; - bool has_new_line = false; - bool truncated = false; - - stop_type stop; - - std::string stopping_word; - - // state - slot_state state = SLOT_STATE_IDLE; - - server_prompt prompt; - - void prompt_save(server_prompt_cache & prompt_cache) const { - GGML_ASSERT(prompt.data.size() == 0); - - const size_t cur_size = llama_state_seq_get_size_ext(ctx, id, 0); - - SRV_WRN(" - saving prompt with length %d, total state size = %.3f MiB\n", - (int) prompt.tokens.size(), cur_size / (1024.0 * 1024.0)); - - auto * cur = prompt_cache.alloc(prompt, cur_size); - if (cur == nullptr) { - return; - } - - llama_state_seq_get_data_ext(ctx, cur->data.data(), cur_size, id, 0); - } - - bool prompt_load(server_prompt_cache & prompt_cache, const server_tokens & tokens) { - bool res = prompt_cache.load(prompt, tokens, ctx, id); - if (!res) { - SLT_WRN(*this, "%s", "failed to load prompt from cache\n"); - } - - return res; - } - - std::vector lora; - int32_t alora_invocation_start = -1; - - // sampling - json json_schema; - - struct common_sampler * smpl = nullptr; - - llama_token sampled; - - common_chat_format chat_format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - std::vector generated_tool_call_ids; - - // stats - size_t n_sent_text = 0; // number of sent text character - - int64_t t_start_process_prompt; - int64_t t_start_generation; - - double t_prompt_processing; // ms - double t_token_generation; // ms - - std::function callback_on_release; - - // Speculative decoding stats - int32_t n_draft_total = 0; // Total draft tokens generated - int32_t n_draft_accepted = 0; // Draft tokens actually accepted - - void reset() { - SLT_DBG(*this, "%s", "\n"); - - n_prompt_tokens_cache = 0; - - last_nl_pos = 0; - generated_text = ""; - has_new_line = false; - truncated = false; - stop = STOP_TYPE_NONE; - stopping_word = ""; - n_sent_text = 0; - chat_format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - - generated_tokens.clear(); - generated_token_probs.clear(); - chat_msg = {}; - json_schema = json(); - generated_tool_call_ids.clear(); - - // clear speculative decoding stats - n_draft_total = 0; - n_draft_accepted = 0; - - task.reset(); - task_prev.reset(); - - // clear alora start - alora_invocation_start = -1; - } - - bool need_embd() const { - GGML_ASSERT(task); - - return server_task_type_need_embd(task->type); - } - - bool need_logits() const { - GGML_ASSERT(task); - - return server_task_type_need_logits(task->type); - } - - // if the context does not have a memory module then all embeddings have to be computed within a single ubatch - // also we cannot split if the pooling would require any past tokens - bool can_split() const { - return - !need_embd() || - (llama_get_memory(ctx) && llama_pooling_type(ctx) == LLAMA_POOLING_TYPE_LAST); - } - - bool can_batch_with(server_slot & other_slot) const { - GGML_ASSERT(task); - - return task->type == other_slot.task->type && are_lora_equal(lora, other_slot.lora); - } - - bool has_budget(const common_params & global_params) { - GGML_ASSERT(task); - - if (task->params.n_predict == -1 && global_params.n_predict == -1) { - return true; // limitless - } - - n_remaining = -1; - - if (task->params.n_predict != -1) { - n_remaining = task->params.n_predict - n_decoded; - } else if (global_params.n_predict != -1) { - n_remaining = global_params.n_predict - n_decoded; - } - - return n_remaining > 0; // no budget - } - - bool is_processing() const { - return state != SLOT_STATE_IDLE; - } - - bool can_speculate() const { - return ctx_dft; - } - - void add_token(const completion_token_output & token) { - if (!is_processing()) { - SLT_WRN(*this, "%s", "slot is not processing\n"); - return; - } - generated_token_probs.push_back(token); - } - - void release() { - if (is_processing()) { - GGML_ASSERT(task); - - SLT_INF(*this, "stop processing: n_tokens = %d, truncated = %d\n", prompt.n_tokens(), truncated); - - t_last_used = ggml_time_us(); - t_token_generation = (ggml_time_us() - t_start_generation) / 1e3; - state = SLOT_STATE_IDLE; - - task_prev = std::move(task); - task.reset(); - - callback_on_release(id); - } - } - - result_timings get_timings() const { - result_timings timings; - timings.cache_n = n_prompt_tokens_cache; - - timings.prompt_n = n_prompt_tokens_processed; - timings.prompt_ms = t_prompt_processing; - timings.prompt_per_token_ms = t_prompt_processing / n_prompt_tokens_processed; - timings.prompt_per_second = 1e3 / t_prompt_processing * n_prompt_tokens_processed; - - timings.predicted_n = n_decoded; - timings.predicted_ms = t_token_generation; - timings.predicted_per_token_ms = t_token_generation / n_decoded; - timings.predicted_per_second = 1e3 / t_token_generation * n_decoded; - - // Add speculative metrics - if (n_draft_total > 0) { - timings.draft_n = n_draft_total; - timings.draft_n_accepted = n_draft_accepted; - } - - return timings; - } - - const common_chat_msg & update_chat_msg(std::vector & diffs) { - GGML_ASSERT(task); - - auto previous_msg = chat_msg; - SRV_DBG("Parsing chat message: %s\n", generated_text.c_str()); - auto new_msg = common_chat_parse( - generated_text, - /* is_partial= */ stop != STOP_TYPE_EOS, - task->params.oaicompat_chat_syntax); - if (!new_msg.empty()) { - new_msg.set_tool_call_ids(generated_tool_call_ids, gen_tool_call_id); - chat_msg = new_msg; - diffs = common_chat_msg_diff::compute_diffs(previous_msg, new_msg.empty() ? previous_msg : new_msg); - } - return chat_msg; - } - - size_t find_stopping_strings(const std::string & text, const size_t last_token_size, bool is_full_stop) { - GGML_ASSERT(task); - - size_t stop_pos = std::string::npos; - - for (const std::string & word : task->params.antiprompt) { - size_t pos; - - if (is_full_stop) { - const size_t tmp = word.size() + last_token_size; - const size_t from_pos = text.size() > tmp ? text.size() - tmp : 0; - - pos = text.find(word, from_pos); - } else { - // otherwise, partial stop - pos = string_find_partial_stop(text, word); - } - - if (pos != std::string::npos && (stop_pos == std::string::npos || pos < stop_pos)) { - if (is_full_stop) { - stop = STOP_TYPE_WORD; - stopping_word = word; - has_next_token = false; - } - stop_pos = pos; - } - } - - return stop_pos; - } - - void print_timings() const { - const double t_prompt = t_prompt_processing / n_prompt_tokens_processed; - const double n_prompt_second = 1e3 / t_prompt_processing * n_prompt_tokens_processed; - - const double t_gen = t_token_generation / n_decoded; - const double n_gen_second = 1e3 / t_token_generation * n_decoded; - - SLT_INF(*this, - "\n" - "prompt eval time = %10.2f ms / %5d tokens (%8.2f ms per token, %8.2f tokens per second)\n" - " eval time = %10.2f ms / %5d tokens (%8.2f ms per token, %8.2f tokens per second)\n" - " total time = %10.2f ms / %5d tokens\n", - t_prompt_processing, n_prompt_tokens_processed, t_prompt, n_prompt_second, - t_token_generation, n_decoded, t_gen, n_gen_second, - t_prompt_processing + t_token_generation, n_prompt_tokens_processed + n_decoded); - - if (n_draft_total > 0) { - const float draft_ratio = (float) n_draft_accepted / n_draft_total; - SLT_INF(*this, - "\n" - "draft acceptance rate = %0.5f (%5d accepted / %5d generated)\n", - draft_ratio, n_draft_accepted, n_draft_total - ); - } - } - - json to_json(bool only_metrics = false) const { - json res; - - res = { - {"id", id}, - {"n_ctx", n_ctx}, - {"speculative", can_speculate()}, - {"is_processing", is_processing()}, - }; - - const auto & ptask = task ? task : task_prev; - - if (ptask) { - res["id_task"] = ptask->id; - res["params"] = ptask->params.to_json(only_metrics); - res["next_token"] = { - { - {"has_next_token", has_next_token}, - {"has_new_line", has_new_line}, - {"n_remain", n_remaining}, - {"n_decoded", n_decoded}, - } - }; - - if (!only_metrics) { - res["prompt"] = ptask->tokens.detokenize(ctx, true); - res["generated"] = generated_text; - } - } - - return res; - } -}; - -struct server_metrics { - int64_t t_start = 0; - - uint64_t n_prompt_tokens_processed_total = 0; - uint64_t t_prompt_processing_total = 0; - uint64_t n_tokens_predicted_total = 0; - uint64_t t_tokens_generation_total = 0; - - uint64_t n_tokens_max = 0; - - uint64_t n_prompt_tokens_processed = 0; - uint64_t t_prompt_processing = 0; - - uint64_t n_tokens_predicted = 0; - uint64_t t_tokens_generation = 0; - - uint64_t n_decode_total = 0; - uint64_t n_busy_slots_total = 0; - - void init() { - t_start = ggml_time_us(); - } - - void on_prompt_eval(const server_slot & slot) { - n_prompt_tokens_processed_total += slot.n_prompt_tokens_processed; - n_prompt_tokens_processed += slot.n_prompt_tokens_processed; - t_prompt_processing += slot.t_prompt_processing; - t_prompt_processing_total += slot.t_prompt_processing; - - n_tokens_max = std::max(n_tokens_max, (uint64_t) slot.prompt.n_tokens()); - } - - void on_prediction(const server_slot & slot) { - n_tokens_predicted_total += slot.n_decoded; - n_tokens_predicted += slot.n_decoded; - t_tokens_generation += slot.t_token_generation; - t_tokens_generation_total += slot.t_token_generation; - } - - void on_decoded(const std::vector & slots) { - n_decode_total++; - for (const auto & slot : slots) { - if (slot.is_processing()) { - n_busy_slots_total++; - } - n_tokens_max = std::max(n_tokens_max, (uint64_t) slot.prompt.n_tokens()); - } - } - - void reset_bucket() { - n_prompt_tokens_processed = 0; - t_prompt_processing = 0; - n_tokens_predicted = 0; - t_tokens_generation = 0; - } -}; - -struct server_context { - common_params params_base; - - // note: keep these alive - they determine the lifetime of the model, context, etc. - common_init_result llama_init; - common_init_result llama_init_dft; - - llama_model * model = nullptr; - llama_context * ctx = nullptr; - - // multimodal - mtmd_context * mctx = nullptr; - - const llama_vocab * vocab = nullptr; - bool vocab_dft_compatible = true; - - llama_model * model_dft = nullptr; - - llama_context_params cparams_dft; - - llama_batch batch {}; - - bool add_bos_token = true; - - int32_t n_ctx; // total context for all clients / slots - - // slots / clients - std::vector slots; - - int slots_debug = 0; - - server_queue queue_tasks; - server_response queue_results; - - std::unique_ptr prompt_cache; - - server_metrics metrics; - - // Necessary similarity of prompt for slot selection - float slot_prompt_similarity = 0.0f; - - common_chat_templates_ptr chat_templates; - oaicompat_parser_options oai_parser_opt; - - ~server_context() { - mtmd_free(mctx); - - // Clear any sampling context - for (server_slot & slot : slots) { - common_sampler_free(slot.smpl); - slot.smpl = nullptr; - - llama_free(slot.ctx_dft); - slot.ctx_dft = nullptr; - - common_speculative_free(slot.spec); - slot.spec = nullptr; - - llama_batch_free(slot.batch_spec); - } - - llama_batch_free(batch); - } - - // load the model and initialize llama_context - bool load_model(const common_params & params) { - SRV_INF("loading model '%s'\n", params.model.path.c_str()); - - params_base = params; - - llama_init = common_init_from_params(params_base); - - model = llama_init.model.get(); - ctx = llama_init.context.get(); - - if (model == nullptr) { - SRV_ERR("failed to load model, '%s'\n", params_base.model.path.c_str()); - return false; - } - - vocab = llama_model_get_vocab(model); - - n_ctx = llama_n_ctx(ctx); - - add_bos_token = llama_vocab_get_add_bos(vocab); - - if (params_base.has_speculative()) { - SRV_INF("loading draft model '%s'\n", params_base.speculative.model.path.c_str()); - - auto params_dft = params_base; - - params_dft.devices = params_base.speculative.devices; - params_dft.model = params_base.speculative.model; - params_dft.n_ctx = params_base.speculative.n_ctx == 0 ? llama_n_ctx_seq(ctx) : params_base.speculative.n_ctx; - params_dft.n_gpu_layers = params_base.speculative.n_gpu_layers; - params_dft.n_parallel = 1; - params_dft.cache_type_k = params_base.speculative.cache_type_k; - params_dft.cache_type_v = params_base.speculative.cache_type_v; - - params_dft.cpuparams.n_threads = params_base.speculative.cpuparams.n_threads; - params_dft.cpuparams_batch.n_threads = params_base.speculative.cpuparams_batch.n_threads; - params_dft.tensor_buft_overrides = params_base.speculative.tensor_buft_overrides; - - llama_init_dft = common_init_from_params(params_dft); - - model_dft = llama_init_dft.model.get(); - - if (model_dft == nullptr) { - SRV_ERR("failed to load draft model, '%s'\n", params_base.speculative.model.path.c_str()); - return false; - } - - vocab_dft_compatible = common_speculative_are_compatible(ctx, llama_init_dft.context.get()); - if (!vocab_dft_compatible) { - SRV_INF("the draft model '%s' is not compatible with the target model '%s'. tokens will be translated between the draft and target models.\n", params_base.speculative.model.path.c_str(), params_base.model.path.c_str()); - } - - const int n_ctx_dft = llama_n_ctx(llama_init_dft.context.get()); - - cparams_dft = common_context_params_to_llama(params_dft); - cparams_dft.n_batch = n_ctx_dft; - - // the context is not needed - we will create one for each slot - llama_init_dft.context.reset(); - } - - chat_templates = common_chat_templates_init(model, params_base.chat_template); - try { - common_chat_format_example(chat_templates.get(), params.use_jinja, params.default_template_kwargs); - } catch (const std::exception & e) { - SRV_WRN("%s: Chat template parsing error: %s\n", __func__, e.what()); - SRV_WRN("%s: The chat template that comes with this model is not yet supported, falling back to chatml. This may cause the model to output suboptimal responses\n", __func__); - chat_templates = common_chat_templates_init(model, "chatml"); - } - - std::string & mmproj_path = params_base.mmproj.path; - if (!mmproj_path.empty()) { - mtmd_helper_log_set(common_log_default_callback, nullptr); - - mtmd_context_params mparams = mtmd_context_params_default(); - mparams.use_gpu = params_base.mmproj_use_gpu; - mparams.print_timings = false; - mparams.n_threads = params_base.cpuparams.n_threads; - mparams.flash_attn_type = params_base.flash_attn_type; - mparams.image_min_tokens = params_base.image_min_tokens; - mparams.image_max_tokens = params_base.image_max_tokens; - mctx = mtmd_init_from_file(mmproj_path.c_str(), model, mparams); - if (mctx == nullptr) { - SRV_ERR("failed to load multimodal model, '%s'\n", mmproj_path.c_str()); - return false; - } - SRV_INF("loaded multimodal model, '%s'\n", mmproj_path.c_str()); - - if (params_base.ctx_shift) { - params_base.ctx_shift = false; - SRV_WRN("%s\n", "ctx_shift is not supported by multimodal, it will be disabled"); - } - - if (params_base.n_cache_reuse) { - params_base.n_cache_reuse = 0; - SRV_WRN("%s\n", "cache_reuse is not supported by multimodal, it will be disabled"); - } - - if (params_base.has_speculative()) { - SRV_ERR("%s\n", "err: speculative decode is not supported by multimodal"); - return false; - } - } - - if (!llama_memory_can_shift(llama_get_memory(ctx))) { - if (params_base.ctx_shift) { - params_base.ctx_shift = false; - SRV_WRN("%s\n", "ctx_shift is not supported by this context, it will be disabled"); - } - - if (params_base.n_cache_reuse) { - params_base.n_cache_reuse = 0; - SRV_WRN("%s\n", "cache_reuse is not supported by this context, it will be disabled"); - } - } - - return true; - } - - // initialize slots and server-related data - void init() { - SRV_INF("initializing slots, n_slots = %d\n", params_base.n_parallel); - - const int n_ctx_train = llama_model_n_ctx_train(model); - - int n_ctx_slot = llama_n_ctx_seq(ctx); - if (n_ctx_slot > n_ctx_train) { - SRV_WRN("the slot context (%d) exceeds the training context of the model (%d) - capping\n", n_ctx_slot, n_ctx_train); - n_ctx_slot = n_ctx_train; - } - - for (int i = 0; i < params_base.n_parallel; i++) { - server_slot slot; - - slot.id = i; - slot.ctx = ctx; - slot.n_ctx = n_ctx_slot; - slot.mctx = mctx; - slot.prompt.tokens.has_mtmd = mctx != nullptr; - - if (model_dft) { - slot.batch_spec = llama_batch_init(params_base.speculative.n_max + 1, 0, 1); - - // TODO: rework speculative decoding [TAG_SERVER_SPEC_REWORK] - slot.ctx_dft = llama_init_from_model(model_dft, cparams_dft); - if (slot.ctx_dft == nullptr) { - SRV_ERR("%s", "failed to create draft context\n"); - return; - } - - slot.spec = common_speculative_init(slot.ctx, slot.ctx_dft); - if (slot.spec == nullptr) { - SRV_ERR("%s", "failed to create speculator\n"); - return; - } - for (auto & pair : params_base.speculative.replacements) { - common_speculative_add_replacement_tgt_dft(slot.spec, pair.first.c_str(), pair.second.c_str()); - } - } - - SLT_INF(slot, "new slot, n_ctx = %d\n", slot.n_ctx); - - slot.callback_on_release = [this](int) { - queue_tasks.pop_deferred_task(); - }; - - slot.reset(); - - slots.push_back(std::move(slot)); - } - - { - const char * LLAMA_SERVER_SLOTS_DEBUG = getenv("LLAMA_SERVER_SLOTS_DEBUG"); - slots_debug = LLAMA_SERVER_SLOTS_DEBUG ? atoi(LLAMA_SERVER_SLOTS_DEBUG) : 0; - - if (slots_debug) { - SRV_WRN("slots debug = %d\n", slots_debug); - } - } - - // the update_slots() logic will always submit a maximum of n_batch or n_parallel tokens - // note that n_batch can be > n_ctx (e.g. for non-causal attention models such as BERT where the KV cache is not used) - { - const int32_t n_batch = llama_n_batch(ctx); - batch = llama_batch_init(std::max(n_batch, params_base.n_parallel), 0, 1); - } - - metrics.init(); - - if (params_base.cache_ram_mib != 0) { - if (params_base.cache_ram_mib < 0) { - SRV_WRN("prompt cache is enabled, size limit: %s\n", "no limit"); - } else { - SRV_WRN("prompt cache is enabled, size limit: %d MiB\n", params_base.cache_ram_mib); - } - SRV_WRN("%s", "use `--cache-ram 0` to disable the prompt cache\n"); - - prompt_cache = std::make_unique(params_base.cache_ram_mib, n_ctx); - } else { - SRV_WRN("%s", "prompt cache is disabled - use `--cache-ram N` to enable it\n"); - } - SRV_WRN("%s", "for more info see https://github.com/ggml-org/llama.cpp/pull/16391\n"); - - // thinking is enabled if: - // 1. It's not explicitly disabled (reasoning_budget == 0) - // 2. The chat template supports it - const bool enable_thinking = params_base.use_jinja && params_base.reasoning_budget != 0 && common_chat_templates_support_enable_thinking(chat_templates.get()); - SRV_INF("thinking = %d\n", enable_thinking); - - oai_parser_opt = { - /* use_jinja */ params_base.use_jinja, - /* prefill_assistant */ params_base.prefill_assistant, - /* reasoning_format */ params_base.reasoning_format, - /* chat_template_kwargs */ params_base.default_template_kwargs, - /* common_chat_templates */ chat_templates.get(), - /* allow_image */ mctx ? mtmd_support_vision(mctx) : false, - /* allow_audio */ mctx ? mtmd_support_audio (mctx) : false, - /* enable_thinking */ enable_thinking, - }; - - // print sample chat example to make it clear which template is used - LOG_INF("%s: chat template, chat_template: %s, example_format: '%s'\n", __func__, - common_chat_templates_source(chat_templates.get()), - common_chat_format_example(chat_templates.get(), params_base.use_jinja, params_base.default_template_kwargs).c_str()); - } - - server_slot * get_slot_by_id(int id) { - for (server_slot & slot : slots) { - if (slot.id == id) { - return &slot; - } - } - - return nullptr; - } - - server_slot * get_available_slot(const server_task & task) { - server_slot * ret = nullptr; - - bool update_cache = false; - - // find the slot that has at least n% prompt similarity - if (ret == nullptr && slot_prompt_similarity != 0.0f) { - float sim_best = 0; - - for (server_slot & slot : slots) { - // skip the slot if it is not available - if (slot.is_processing()) { - continue; - } - - const auto & tokens = slot.prompt.tokens; - - // skip the slot if it does not contains cached tokens - if (tokens.empty()) { - continue; - } - - // fraction of the Longest Common Prefix length with respect to the input prompt length - const float sim_cur = float(tokens.get_common_prefix(task.tokens)) / task.tokens.size(); - - // select the current slot if the criteria match - if (sim_cur > sim_best && sim_cur > slot_prompt_similarity) { - sim_best = sim_cur; - - ret = &slot; - } - } - - if (ret != nullptr) { - const float f_keep = (sim_best*task.tokens.size()) / ret->prompt.tokens.size(); - - SLT_INF(*ret, "selected slot by LCP similarity, sim_best = %.3f (> %.3f thold), f_keep = %.3f\n", - sim_best, slot_prompt_similarity, f_keep); - - // if we are about to lose a large portion of the existing context - save it in the prompt cache - if (f_keep < 0.5f) { - update_cache = true; - } - } - } - - // find the slot that has been least recently used - if (ret == nullptr) { - int64_t t_last = -1; - - for (server_slot & slot : slots) { - // skip the slot if it is not available - if (slot.is_processing()) { - continue; - } - - // select the current slot if the criteria match - if (!ret || slot.t_last_used <= t_last) { - t_last = slot.t_last_used; - ret = &slot; - } - } - - if (ret != nullptr) { - SLT_INF(*ret, "selected slot by LRU, t_last = %" PRId64 "\n", t_last); - - update_cache = true; - } - } - - if (ret) { - const auto & tokens = ret->prompt.tokens; - - update_cache = update_cache && prompt_cache; - - // cache prompts only for completion tasks - update_cache = update_cache && task.type == SERVER_TASK_TYPE_COMPLETION; - - // don't update the cache if the slot's context is empty - update_cache = update_cache && tokens.size() > 0; - - // TODO: mtmd does not support prompt cache - update_cache = update_cache && (ret->mctx == nullptr); - - if (update_cache) { - SRV_WRN("%s", "updating prompt cache\n"); - - const int64_t t_start = ggml_time_us(); - - ret->prompt_save(*prompt_cache); - - if (!ret->prompt_load(*prompt_cache, task.tokens)) { - clear_slot(*ret); - } - - prompt_cache->update(); - - SRV_WRN("prompt cache update took %.2f ms\n", (ggml_time_us() - t_start) / 1000.0); - } - } - - return ret; - } - - void clear_slot(server_slot & slot) const { - GGML_ASSERT(!slot.is_processing()); - - SLT_WRN(slot, "clearing slot with %zu tokens\n", slot.prompt.tokens.size()); - - llama_memory_seq_rm(llama_get_memory(ctx), slot.id, -1, -1); - slot.prompt.tokens.clear(); - } - - // return true if at least one slot has been cleared - // TODO: improve logic - // - smarter decision which slot to clear (LRU or longest prompt?) - // - move slot to level 2 cache instead of removing? - // - instead of purging, try to store and resume later? - bool try_clear_idle_slots() { - bool res = false; - - if (!params_base.kv_unified) { - return res; - } - - for (auto & slot : slots) { - if (slot.is_processing()) { - continue; - } - - if (slot.prompt.n_tokens() > 0) { - SRV_WRN("purging slot %d with %zu tokens\n", slot.id, slot.prompt.tokens.size()); - - clear_slot(slot); - - res = true; - - // clear slots one by one - break; - } - } - - return res; - } - - bool launch_slot_with_task(server_slot & slot, server_task && task) { - slot.reset(); - - if (!are_lora_equal(task.params.lora, slot.lora)) { - // if lora has changed, check to see if the cache should be cleared - if (lora_should_clear_cache(slot.lora, task.params.lora)) { - SLT_INF(slot, "clearing cache for lora change. %zu loras -> %zu loras\n", slot.lora.size(), task.params.lora.size()); - slot.prompt.tokens.clear(); - } else { - SLT_INF(slot, "keeping cache for alora. %zu target loras\n", task.params.lora.size()); - } - slot.lora = task.params.lora; - } - - // if using alora, make sure it's only a single one requested and active - size_t alora_invocation_start = task.tokens.size(); - if (lora_all_alora(slot.lora)) { - const auto & enabled_ids = lora_get_enabled_ids(slot.lora); - // TODO: This will error out if a user requests two aloras, but only - // provides the activation string for one. We could, instead search - // for all requested alora activation strings and then either keep - // only the last one, or reject if multiple are found. - if (enabled_ids.size() != 1) { - send_error(task, "Cannot run multiple aLoRAs in a single request", ERROR_TYPE_INVALID_REQUEST); - return false; - } - const auto & lora = slot.lora[enabled_ids[0]].ptr; - - // get the pointer and count for the invocation tokens - const uint64_t n_invocation_tokens = llama_adapter_get_alora_n_invocation_tokens(lora); - const llama_token * invocation_tokens = llama_adapter_get_alora_invocation_tokens (lora); - - // scan backwards through the prompt tokens to find the last - // occurrence of the invocation sequence - int match_idx = static_cast(n_invocation_tokens) - 1; - for (int i = task.tokens.size() - 1; i >= 0; --i) { - // the token in this position matches the next token to find in - // the invocation sequence - if (task.tokens[i] == invocation_tokens[match_idx]) { - // if it's a full match, we've found the start - if (match_idx == 0) { - alora_invocation_start = i; - break; - } - // otherwise, check the next token in the sequence - --match_idx; - } else { - // no match in this position, so start looking over again - match_idx = static_cast(n_invocation_tokens) - 1; - } - } - - // if the activation string is not found, disable the alora - if (alora_invocation_start == task.tokens.size()) { - SLT_DBG(slot, "alora %zu requested, but not found. deactivating\n", enabled_ids[0]); - slot.lora[enabled_ids[0]].scale = 0.0f; - } else { - SLT_DBG(slot, "alora %zu activated starting at %zu\n", enabled_ids[0], alora_invocation_start); - slot.alora_invocation_start = alora_invocation_start; - } - } - - if (!task.tokens.validate(ctx)) { - send_error(task, "Prompt contains invalid tokens", ERROR_TYPE_INVALID_REQUEST); - return false; - } - - SLT_DBG(slot, "launching slot : %s\n", safe_json_to_str(slot.to_json()).c_str()); - - // initialize samplers - { - if (slot.smpl != nullptr) { - common_sampler_free(slot.smpl); - } - - slot.smpl = common_sampler_init(model, task.params.sampling); - if (slot.smpl == nullptr) { - // for now, the only error that may happen here is invalid grammar - send_error(task, "Failed to parse grammar", ERROR_TYPE_INVALID_REQUEST); - return false; - } - - SLT_INF(slot, "sampler chain: %s\n", common_sampler_print(slot.smpl).c_str()); - } - - // initialize draft batch - // TODO: rework speculative decoding [TAG_SERVER_SPEC_REWORK] - if (slot.ctx_dft) { - llama_batch_free(slot.batch_spec); - - slot.batch_spec = llama_batch_init(task.params.speculative.n_max + 1, 0, 1); - } - - slot.task = std::make_unique(std::move(task)); - - slot.state = SLOT_STATE_STARTED; - - SLT_INF(slot, "%s", "processing task\n"); - - return true; - } - - bool process_token(completion_token_output & result, server_slot & slot) { - // remember which tokens were sampled - used for repetition penalties during sampling - const std::string token_str = result.text_to_send; - slot.sampled = result.tok; - - slot.generated_text += token_str; - if (slot.task->params.return_tokens) { - slot.generated_tokens.push_back(result.tok); - } - slot.has_next_token = true; - - // check if there is incomplete UTF-8 character at the end - bool incomplete = validate_utf8(slot.generated_text) < slot.generated_text.size(); - - // search stop word and delete it - if (!incomplete) { - size_t pos = std::min(slot.n_sent_text, slot.generated_text.size()); - - const std::string str_test = slot.generated_text.substr(pos); - bool send_text = true; - - size_t stop_pos = slot.find_stopping_strings(str_test, token_str.size(), true); - if (stop_pos != std::string::npos) { - slot.generated_text.erase( - slot.generated_text.begin() + pos + stop_pos, - slot.generated_text.end()); - pos = std::min(slot.n_sent_text, slot.generated_text.size()); - } else if (slot.has_next_token && !llama_vocab_is_eog(vocab, result.tok) ) { - stop_pos = slot.find_stopping_strings(str_test, token_str.size(), false); - send_text = stop_pos == std::string::npos; - } - - // check if there is any token to predict - if (send_text) { - // no send the stop word in the response - result.text_to_send = slot.generated_text.substr(pos, std::string::npos); - slot.n_sent_text += result.text_to_send.size(); - // add the token to slot queue and cache - } else { - result.text_to_send = ""; - } - - slot.add_token(result); - if (slot.task->params.stream) { - send_partial_response(slot, result, false); - } - } - - if (incomplete) { - slot.has_next_token = true; - } - - // if context shifting is disabled, make sure that we don't run out of context - if (!params_base.ctx_shift && slot.prompt.n_tokens() + 1 >= slot.n_ctx) { - slot.truncated = true; - slot.stop = STOP_TYPE_LIMIT; - slot.has_next_token = false; - - SLT_DBG(slot, "stopped due to running out of context capacity, prompt.n_tokens() = %d, task.n_tokens = %d, n_decoded = %d, n_ctx = %d\n", - slot.prompt.n_tokens(), slot.task->n_tokens(), slot.n_decoded, slot.n_ctx); - } - - // check the limits - if (slot.n_decoded > 0 && slot.has_next_token && !slot.has_budget(params_base)) { - slot.stop = STOP_TYPE_LIMIT; - slot.has_next_token = false; - - SLT_DBG(slot, "stopped by limit, n_decoded = %d, n_predict = %d\n", slot.n_decoded, slot.task->params.n_predict); - } - - if (slot.has_new_line) { - // require that each new line has a whitespace prefix (i.e. indentation) of at least slot.params.n_indent - if (slot.task->params.n_indent > 0) { - // check the current indentation - // TODO: improve by not doing it more than once for each new line - if (slot.last_nl_pos > 0) { - size_t pos = slot.last_nl_pos; - - int n_indent = 0; - while (pos < slot.generated_text.size() && (slot.generated_text[pos] == ' ' || slot.generated_text[pos] == '\t')) { - n_indent++; - pos++; - } - - if (pos < slot.generated_text.size() && n_indent < slot.task->params.n_indent) { - slot.stop = STOP_TYPE_LIMIT; - slot.has_next_token = false; - - // cut the last line - slot.generated_text.erase(pos, std::string::npos); - - SLT_DBG(slot, "stopped by indentation limit, n_decoded = %d, n_indent = %d\n", slot.n_decoded, n_indent); - } - } - - // find the next new line - { - const size_t pos = slot.generated_text.find('\n', slot.last_nl_pos); - - if (pos != std::string::npos) { - slot.last_nl_pos = pos + 1; - } - } - } - } - - // check if there is a new line in the generated text - if (result.text_to_send.find('\n') != std::string::npos) { - slot.has_new_line = true; - - // if we have seen a new line, we stop after a certain time limit, but only upon another new line - if (slot.task->params.t_max_predict_ms > 0 && (ggml_time_us() - slot.t_start_generation > 1000.0f*slot.task->params.t_max_predict_ms)) { - slot.stop = STOP_TYPE_LIMIT; - slot.has_next_token = false; - - SLT_DBG(slot, "stopped by time limit, n_decoded = %d, t_max_predict_ms = %d ms\n", slot.n_decoded, (int) slot.task->params.t_max_predict_ms); - } - } - - if (llama_vocab_is_eog(vocab, result.tok)) { - slot.stop = STOP_TYPE_EOS; - slot.has_next_token = false; - - SLT_DBG(slot, "%s", "stopped by EOS\n"); - } - - SLT_DBG(slot, "n_decoded = %d, n_remaining = %d, next token: %5d '%s'\n", slot.n_decoded, slot.n_remaining, result.tok, token_str.c_str()); - - return slot.has_next_token; // continue - } - - void populate_token_probs(const server_slot & slot, completion_token_output & result, bool post_sampling, bool special, int idx) const { - size_t n_probs = slot.task->params.sampling.n_probs; - size_t n_vocab = llama_vocab_n_tokens(vocab); - - if (post_sampling) { - const auto * cur_p = common_sampler_get_candidates(slot.smpl, true); - const size_t max_probs = cur_p->size; - - // set probability for sampled token - for (size_t i = 0; i < max_probs; i++) { - if (cur_p->data[i].id == result.tok) { - result.prob = cur_p->data[i].p; - break; - } - } - - // set probability for top n_probs tokens - result.probs.reserve(max_probs); - for (size_t i = 0; i < std::min(max_probs, n_probs); i++) { - result.probs.push_back({ - cur_p->data[i].id, - common_token_to_piece(ctx, cur_p->data[i].id, special), - cur_p->data[i].p - }); - } - } else { - // TODO: optimize this with min-p optimization - std::vector cur = get_token_probabilities(ctx, idx); - - // set probability for sampled token - for (size_t i = 0; i < n_vocab; i++) { - // set probability for sampled token - if (cur[i].id == result.tok) { - result.prob = cur[i].p; - break; - } - } - - // set probability for top n_probs tokens - result.probs.reserve(n_probs); - for (size_t i = 0; i < std::min(n_vocab, n_probs); i++) { - result.probs.push_back({ - cur[i].id, - common_token_to_piece(ctx, cur[i].id, special), - cur[i].p - }); - } - } - } - - void send_error(const server_task & task, const std::string & error, const enum error_type type = ERROR_TYPE_SERVER) { - send_error(task.id, error, type); - } - - void send_error(const server_slot & slot, const std::string & error, const enum error_type type = ERROR_TYPE_SERVER) { - send_error(slot.task->id, error, type, slot.task->n_tokens(), slot.n_ctx); - } - - void send_error(const int id_task, const std::string & error, const enum error_type type = ERROR_TYPE_SERVER, const int32_t n_prompt_tokens = 0, const int32_t n_ctx = 0) { - SRV_ERR("task id = %d, error: %s\n", id_task, error.c_str()); - - if (type == ERROR_TYPE_EXCEED_CONTEXT_SIZE) { - GGML_ASSERT(n_ctx > 0 && n_prompt_tokens > 0); - } - - auto res = std::make_unique(); - res->id = id_task; - res->err_type = type; - res->err_msg = error; - res->n_prompt_tokens = n_prompt_tokens; - res->n_ctx = n_ctx; - - queue_results.send(std::move(res)); - } - - // if multimodal is enabled, send an error and return false - bool check_no_mtmd(const int id_task) { - if (mctx) { - send_error(id_task, "This feature is not supported by multimodal", ERROR_TYPE_NOT_SUPPORTED); - return false; - } - return true; - } - - void send_partial_response(server_slot & slot, const completion_token_output & tkn, bool is_progress) { - auto res = std::make_unique(); - - res->id = slot.task->id; - res->index = slot.task->index; - - if (is_progress) { - res->is_progress = true; - res->progress.total = slot.task->n_tokens(); - res->progress.cache = slot.n_prompt_tokens_cache; - res->progress.processed = slot.prompt.tokens.size(); - res->progress.time_ms = (ggml_time_us() - slot.t_start_process_prompt) / 1000; - } else { - res->content = tkn.text_to_send; - res->tokens = { tkn.tok }; - - slot.update_chat_msg(res->oaicompat_msg_diffs); - } - - res->n_decoded = slot.n_decoded; - res->n_prompt_tokens = slot.task->n_tokens(); - res->post_sampling_probs = slot.task->params.post_sampling_probs; - - res->verbose = slot.task->params.verbose; - res->res_type = slot.task->params.res_type; - res->oaicompat_model = slot.task->params.oaicompat_model; - res->oaicompat_cmpl_id = slot.task->params.oaicompat_cmpl_id; - - // populate res.probs_output - if (slot.task->params.sampling.n_probs > 0) { - res->prob_output = tkn; // copy the token probs - } - - // populate timings if this is final response or timings_per_token is enabled - if (slot.stop != STOP_TYPE_NONE || slot.task->params.timings_per_token) { - res->timings = slot.get_timings(); - } - - queue_results.send(std::move(res)); - } - - void send_final_response(server_slot & slot) { - auto res = std::make_unique(); - - res->id = slot.task->id; - res->id_slot = slot.id; - - res->index = slot.task->index; - res->content = slot.generated_text; - res->tokens = std::move(slot.generated_tokens); - res->timings = slot.get_timings(); - res->prompt = slot.task->tokens.detokenize(ctx, true); - res->response_fields = std::move(slot.task->params.response_fields); - - res->truncated = slot.truncated; - res->n_decoded = slot.n_decoded; - res->n_prompt_tokens = slot.task->n_tokens(); - res->n_tokens_cached = slot.prompt.n_tokens(); - res->has_new_line = slot.has_new_line; - res->stopping_word = slot.stopping_word; - res->stop = slot.stop; - res->post_sampling_probs = slot.task->params.post_sampling_probs; - - res->verbose = slot.task->params.verbose; - res->stream = slot.task->params.stream; - res->include_usage = slot.task->params.include_usage; - res->res_type = slot.task->params.res_type; - res->oaicompat_model = slot.task->params.oaicompat_model; - res->oaicompat_cmpl_id = slot.task->params.oaicompat_cmpl_id; - res->oaicompat_msg = slot.update_chat_msg(res->oaicompat_msg_diffs); - - // populate res.probs_output - if (slot.task->params.sampling.n_probs > 0) { - if (!slot.task->params.stream && slot.stop == STOP_TYPE_WORD) { - const llama_tokens stop_word_toks = common_tokenize(ctx, slot.stopping_word, false); - - size_t safe_offset = std::min(slot.generated_token_probs.size(), stop_word_toks.size()); - res->probs_output = std::vector( - slot.generated_token_probs.begin(), - slot.generated_token_probs.end() - safe_offset); - } else { - res->probs_output = std::vector( - slot.generated_token_probs.begin(), - slot.generated_token_probs.end()); - } - } - - res->generation_params = slot.task->params; // copy the parameters - - queue_results.send(std::move(res)); - } - - void send_embedding(const server_slot & slot, const llama_batch & batch) { - auto res = std::make_unique(); - res->id = slot.task->id; - res->index = slot.task->index; - res->n_tokens = slot.task->n_tokens(); - res->res_type = slot.task->params.res_type; - - const int n_embd = llama_model_n_embd(model); - - std::vector embd_res(n_embd, 0.0f); - - for (int i = 0; i < batch.n_tokens; ++i) { - if (!batch.logits[i] || batch.seq_id[i][0] != slot.id) { - continue; - } - - const float * embd = nullptr; - if (llama_pooling_type(slot.ctx) == LLAMA_POOLING_TYPE_NONE) { - embd = llama_get_embeddings_ith(ctx, i); - } else { - embd = llama_get_embeddings_seq(ctx, batch.seq_id[i][0]); - } - - if (embd == nullptr) { - SLT_ERR(slot, "failed to get embeddings, token = %d, seq_id = %d\n", batch.token[i], batch.seq_id[i][0]); - - res->embedding.push_back(std::vector(n_embd, 0.0f)); - continue; - } - - // normalize only when there is pooling - if (llama_pooling_type(slot.ctx) != LLAMA_POOLING_TYPE_NONE) { - common_embd_normalize(embd, embd_res.data(), n_embd, slot.task->params.embd_normalize); - res->embedding.push_back(embd_res); - break; - } - - res->embedding.emplace_back(embd, embd + n_embd); - } - - SLT_DBG(slot, "%s", "sending embeddings\n"); - - queue_results.send(std::move(res)); - } - - void send_rerank(const server_slot & slot, const llama_batch & batch) { - auto res = std::make_unique(); - res->id = slot.task->id; - res->index = slot.task->index; - res->n_tokens = slot.task->n_tokens(); - - for (int i = 0; i < batch.n_tokens; ++i) { - if (!batch.logits[i] || batch.seq_id[i][0] != slot.id) { - continue; - } - - const float * embd = llama_get_embeddings_seq(ctx, batch.seq_id[i][0]); - if (embd == NULL) { - embd = llama_get_embeddings_ith(ctx, i); - } - - if (embd == NULL) { - SLT_ERR(slot, "failed to get embeddings, token = %d, seq_id = %d\n", batch.token[i], batch.seq_id[i][0]); - - res->score = -1e6; - continue; - } - - res->score = embd[0]; - } - - SLT_DBG(slot, "sending rerank result, res.score = %f\n", res->score); - - queue_results.send(std::move(res)); - } - - // - // Functions to process the task - // - - void process_single_task(server_task && task) { - switch (task.type) { - case SERVER_TASK_TYPE_COMPLETION: - case SERVER_TASK_TYPE_INFILL: - case SERVER_TASK_TYPE_EMBEDDING: - case SERVER_TASK_TYPE_RERANK: - { - const int id_slot = task.id_slot; - - server_slot * slot = id_slot != -1 ? get_slot_by_id(id_slot) : get_available_slot(task); - - if (slot == nullptr) { - // if no slot is available, we defer this task for processing later - SRV_DBG("no slot is available, defer task, id_task = %d\n", task.id); - queue_tasks.defer(std::move(task)); - break; - } - - if (slot->is_processing()) { - // if requested slot is unavailable, we defer this task for processing later - SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); - queue_tasks.defer(std::move(task)); - break; - } - - if (!launch_slot_with_task(*slot, std::move(task))) { - SRV_ERR("failed to launch slot with task, id_task = %d\n", task.id); - break; - } - } break; - case SERVER_TASK_TYPE_CANCEL: - { - // release slot linked with the task id - for (auto & slot : slots) { - if (slot.task && slot.task->id == task.id_target) { - slot.release(); - break; - } - } - } break; - case SERVER_TASK_TYPE_NEXT_RESPONSE: - { - // do nothing - } break; - case SERVER_TASK_TYPE_METRICS: - { - json slots_data = json::array(); - - int n_idle_slots = 0; - int n_processing_slots = 0; - - for (server_slot & slot : slots) { - json slot_data = slot.to_json(slots_debug == 0); - - if (slot.is_processing()) { - n_processing_slots++; - } else { - n_idle_slots++; - } - - slots_data.push_back(slot_data); - } - SRV_DBG("n_idle_slots = %d, n_processing_slots = %d\n", n_idle_slots, n_processing_slots); - - auto res = std::make_unique(); - res->id = task.id; - res->slots_data = std::move(slots_data); - res->n_idle_slots = n_idle_slots; - res->n_processing_slots = n_processing_slots; - res->n_tasks_deferred = queue_tasks.queue_tasks_deferred_size(); - res->t_start = metrics.t_start; - - res->n_prompt_tokens_processed_total = metrics.n_prompt_tokens_processed_total; - res->t_prompt_processing_total = metrics.t_prompt_processing_total; - res->n_tokens_predicted_total = metrics.n_tokens_predicted_total; - res->t_tokens_generation_total = metrics.t_tokens_generation_total; - - res->n_tokens_max = metrics.n_tokens_max; - - res->n_prompt_tokens_processed = metrics.n_prompt_tokens_processed; - res->t_prompt_processing = metrics.t_prompt_processing; - res->n_tokens_predicted = metrics.n_tokens_predicted; - res->t_tokens_generation = metrics.t_tokens_generation; - - res->n_decode_total = metrics.n_decode_total; - res->n_busy_slots_total = metrics.n_busy_slots_total; - - if (task.metrics_reset_bucket) { - metrics.reset_bucket(); - } - queue_results.send(std::move(res)); - } break; - case SERVER_TASK_TYPE_SLOT_SAVE: - { - if (!check_no_mtmd(task.id)) { - break; - } - - int id_slot = task.slot_action.slot_id; - server_slot * slot = get_slot_by_id(id_slot); - if (slot == nullptr) { - send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); - break; - } - if (slot->is_processing()) { - // if requested slot is unavailable, we defer this task for processing later - SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); - queue_tasks.defer(std::move(task)); - break; - } - - const size_t token_count = slot->prompt.tokens.size(); - const int64_t t_start = ggml_time_us(); - - std::string filename = task.slot_action.filename; - std::string filepath = task.slot_action.filepath; - - const llama_tokens & tokens = slot->prompt.tokens.get_text_tokens(); - const size_t nwrite = llama_state_seq_save_file(ctx, filepath.c_str(), slot->id, tokens.data(), token_count); - - const int64_t t_end = ggml_time_us(); - const double t_save_ms = (t_end - t_start) / 1000.0; - - auto res = std::make_unique(); - res->id = task.id; - res->id_slot = id_slot; - res->filename = filename; - res->is_save = true; - res->n_tokens = token_count; - res->n_bytes = nwrite; - res->t_ms = t_save_ms; - queue_results.send(std::move(res)); - } break; - case SERVER_TASK_TYPE_SLOT_RESTORE: - { - if (!check_no_mtmd(task.id)) break; - int id_slot = task.slot_action.slot_id; - server_slot * slot = get_slot_by_id(id_slot); - if (slot == nullptr) { - send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); - break; - } - if (slot->is_processing()) { - // if requested slot is unavailable, we defer this task for processing later - SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); - queue_tasks.defer(std::move(task)); - break; - } - - const int64_t t_start = ggml_time_us(); - - std::string filename = task.slot_action.filename; - std::string filepath = task.slot_action.filepath; - - llama_tokens tokens; - tokens.resize(slot->n_ctx); - size_t token_count = 0; - size_t nread = llama_state_seq_load_file(ctx, filepath.c_str(), slot->id, tokens.data(), tokens.size(), &token_count); - if (nread == 0) { - slot->prompt.tokens.clear(); // KV may already been invalidated? - send_error(task, "Unable to restore slot, no available space in KV cache or invalid slot save file", ERROR_TYPE_INVALID_REQUEST); - break; - } - tokens.resize(token_count); - slot->prompt.tokens.clear(); - slot->prompt.tokens.insert(tokens); - - const int64_t t_end = ggml_time_us(); - const double t_restore_ms = (t_end - t_start) / 1000.0; - - auto res = std::make_unique(); - res->id = task.id; - res->id_slot = id_slot; - res->filename = filename; - res->is_save = false; - res->n_tokens = token_count; - res->n_bytes = nread; - res->t_ms = t_restore_ms; - queue_results.send(std::move(res)); - } break; - case SERVER_TASK_TYPE_SLOT_ERASE: - { - if (!check_no_mtmd(task.id)) { - break; - } - int id_slot = task.slot_action.slot_id; - server_slot * slot = get_slot_by_id(id_slot); - if (slot == nullptr) { - send_error(task, "Invalid slot ID", ERROR_TYPE_INVALID_REQUEST); - break; - } - if (slot->is_processing()) { - // if requested slot is unavailable, we defer this task for processing later - SRV_DBG("requested slot is unavailable, defer task, id_task = %d\n", task.id); - queue_tasks.defer(std::move(task)); - break; - } - - // Erase token cache - const size_t n_erased = slot->prompt.tokens.size(); - - clear_slot(*slot); - - auto res = std::make_unique(); - res->id = task.id; - res->id_slot = id_slot; - res->n_erased = n_erased; - queue_results.send(std::move(res)); - } break; - case SERVER_TASK_TYPE_SET_LORA: - { - params_base.lora_adapters = std::move(task.set_lora); - auto res = std::make_unique(); - res->id = task.id; - queue_results.send(std::move(res)); - } break; - - } - } - - void update_slots() { - // check if all slots are idle - { - bool all_idle = true; - - for (auto & slot : slots) { - if (slot.is_processing()) { - all_idle = false; - break; - } - } - - if (all_idle) { - SRV_INF("%s", "all slots are idle\n"); - - return; - } - } - - { - SRV_DBG("%s", "posting NEXT_RESPONSE\n"); - - server_task task(SERVER_TASK_TYPE_NEXT_RESPONSE); - task.id = queue_tasks.get_new_id(); - queue_tasks.post(std::move(task)); - } - - // apply context-shift if needed - // TODO: simplify and improve - for (server_slot & slot : slots) { - if (slot.state == SLOT_STATE_GENERATING && slot.prompt.n_tokens() + 1 >= slot.n_ctx) { - if (!params_base.ctx_shift) { - // this check is redundant (for good) - // we should never get here, because generation should already stopped in process_token() - send_error(slot, "context shift is disabled", ERROR_TYPE_SERVER); - slot.release(); - continue; - } - - if (mctx) { - // we should never reach this because params_base.ctx_shift is automatically disabled if mmproj is loaded - // we don't support ctx_shift because an image chunk may contains multiple tokens - GGML_ABORT("not supported by multimodal"); - } - - // Shift context - int n_keep = slot.task->params.n_keep < 0 ? slot.task->n_tokens() : slot.task->params.n_keep; - - if (add_bos_token) { - n_keep += 1; - } - - n_keep = std::min(slot.n_ctx - 4, n_keep); - - const int n_left = slot.prompt.n_tokens() - n_keep; - const int n_discard = slot.task->params.n_discard ? slot.task->params.n_discard : (n_left / 2); - - SLT_WRN(slot, "slot context shift, n_keep = %d, n_left = %d, n_discard = %d\n", n_keep, n_left, n_discard); - - llama_memory_seq_rm (llama_get_memory(ctx), slot.id, n_keep , n_keep + n_discard); - llama_memory_seq_add(llama_get_memory(ctx), slot.id, n_keep + n_discard, slot.prompt.n_tokens(), -n_discard); - - // add generated tokens to cache - // ref: https://github.com/ggml-org/llama.cpp/pull/16818#discussion_r2473269481 - { - GGML_ASSERT(!slot.prompt.tokens.has_mtmd); - - llama_tokens new_tokens = slot.prompt.tokens.get_text_tokens(); // copy - for (size_t i = n_keep + n_discard; i < new_tokens.size(); i++) { - new_tokens[i - n_discard] = new_tokens[i]; - } - - new_tokens.resize(slot.prompt.tokens.size() - n_discard); - - slot.prompt.tokens.clear(); - slot.prompt.tokens.insert(new_tokens); - } - - slot.truncated = true; - } - } - - // start populating the batch for this iteration - common_batch_clear(batch); - - // track if given slot can be batched with slots already in the batch - server_slot * slot_batched = nullptr; - - auto accept_special_token = [&](server_slot & slot, llama_token token) { - return params_base.special || - slot.task->params.sampling.preserved_tokens.find(token) != slot.task->params.sampling.preserved_tokens.end(); - }; - - // first, add sampled tokens from any ongoing sequences - for (auto & slot : slots) { - if (slot.state != SLOT_STATE_GENERATING) { - continue; - } - - // check if we can batch this slot with the previous one - if (!slot_batched) { - slot_batched = &slot; - } else if (!slot_batched->can_batch_with(slot)) { - continue; - } - - slot.i_batch = batch.n_tokens; - - common_batch_add(batch, slot.sampled, slot.prompt.tokens.pos_next(), { slot.id }, true); - - slot.prompt.tokens.push_back(slot.sampled); - - SLT_DBG(slot, "slot decode token, n_ctx = %d, n_tokens = %d, truncated = %d\n", - slot.n_ctx, slot.prompt.n_tokens(), slot.truncated); - } - - // process in chunks of params.n_batch - int32_t n_batch = llama_n_batch(ctx); - int32_t n_ubatch = llama_n_ubatch(ctx); - - float alora_scale = -1.0f; - size_t alora_disabled_id = 0; - - // next, batch any pending prompts without exceeding n_batch - if (params_base.cont_batching || batch.n_tokens == 0) { - for (auto & slot : slots) { - if (!slot.is_processing()) { - continue; - } - - // check if we can batch this slot with the previous one - if (slot_batched && !slot_batched->can_batch_with(slot)) { - continue; - } - - // this slot still has a prompt to be processed - if (slot.state == SLOT_STATE_PROCESSING_PROMPT || slot.state == SLOT_STATE_STARTED) { - const auto & input_tokens = slot.task->tokens; - - // TODO: maybe move branch to outside of this loop in the future - if (slot.state == SLOT_STATE_STARTED) { - slot.t_start_process_prompt = ggml_time_us(); - slot.t_start_generation = 0; - - slot.state = SLOT_STATE_PROCESSING_PROMPT; - - SLT_INF(slot, "new prompt, n_ctx_slot = %d, n_keep = %d, task.n_tokens = %d\n", - slot.n_ctx, slot.task->params.n_keep, slot.task->n_tokens()); - - // print prompt tokens (for debugging) - /*if (1) { - // first 16 tokens (avoid flooding logs) - for (int i = 0; i < std::min(16, input_tokens.size()); i++) { - SLT_DBG(slot, "prompt token %3d: %6d '%s'\n", i, input_tokens[i], common_token_to_piece(ctx, input_tokens[i]).c_str()); - } - } else { - // all - for (int i = 0; i < (int) input_tokens.size(); i++) { - SLT_DBG(slot, "prompt token %3d: %6d '%s'\n", i, input_tokens[i], common_token_to_piece(ctx, input_tokens[i]).c_str()); - } - }*/ - - // keep track how many tokens we can reuse from the previous state - int n_past = 0; - - // empty prompt passed -> release the slot and send empty response - if (input_tokens.empty()) { - SLT_WRN(slot, "%s", "empty prompt - releasing slot\n"); - - slot.print_timings(); - send_final_response(slot); - slot.release(); - - continue; - } - - // TODO: support memory-less logits computation - if (slot.need_logits() && !llama_get_memory(ctx)) { - send_error(slot, "the current context does not logits computation. skipping", ERROR_TYPE_SERVER); - slot.release(); - continue; - } - - if (!slot.can_split()) { - if (slot.task->n_tokens() > n_ubatch) { - send_error(slot, "input is too large to process. increase the physical batch size", ERROR_TYPE_SERVER); - slot.release(); - continue; - } - - if (slot.task->n_tokens() > slot.n_ctx) { - send_error(slot, "input is larger than the max context size. skipping", ERROR_TYPE_EXCEED_CONTEXT_SIZE); - slot.release(); - continue; - } - } else { - if (slot.task->n_tokens() >= slot.n_ctx) { - send_error(slot, "the request exceeds the available context size, try increasing it", ERROR_TYPE_EXCEED_CONTEXT_SIZE); - slot.release(); - continue; - } - - if (slot.task->params.cache_prompt) { - // reuse any previously computed tokens that are common with the new prompt - n_past = slot.prompt.tokens.get_common_prefix(input_tokens); - - // if there is an alora invoked, don't cache after the invocation start - if (slot.alora_invocation_start > 0) { - SLT_DBG(slot, "only caching to alora invocation start (n_past = %d, alora_invocation_start = %d)\n", n_past, slot.alora_invocation_start); - n_past = std::min(n_past, slot.alora_invocation_start - 1); - } - - // reuse chunks from the cached prompt by shifting their KV cache in the new position - if (params_base.n_cache_reuse > 0) { - GGML_ASSERT(!slot.prompt.tokens.has_mtmd); - - size_t head_c = n_past; // cache - size_t head_p = n_past; // current prompt - - if (mctx) { - // we should never reach this - GGML_ABORT("not supported by multimodal"); - } - - SLT_DBG(slot, "trying to reuse chunks with size > %d, n_past = %d\n", params_base.n_cache_reuse, n_past); - - while (head_c < slot.prompt.tokens.size() && - head_p < input_tokens.size()) { - - size_t n_match = 0; - while (head_c + n_match < slot.prompt.tokens.size() && - head_p + n_match < input_tokens.size() && - slot.prompt.tokens[head_c + n_match] == input_tokens[head_p + n_match]) { - - n_match++; - } - - if (n_match >= (size_t) params_base.n_cache_reuse) { - SLT_INF(slot, "reusing chunk with size %zu, shifting KV cache [%zu, %zu) -> [%zu, %zu)\n", n_match, head_c, head_c + n_match, head_p, head_p + n_match); - //for (size_t i = head_p; i < head_p + n_match; i++) { - // SLT_DBG(slot, "cache token %3zu: %6d '%s'\n", i, prompt_tokens[i], common_token_to_piece(ctx, prompt_tokens[i]).c_str()); - //} - - const int64_t kv_shift = (int64_t) head_p - (int64_t) head_c; - - llama_memory_seq_rm (llama_get_memory(ctx), slot.id, head_p, head_c); - llama_memory_seq_add(llama_get_memory(ctx), slot.id, head_c, head_c + n_match, kv_shift); - - for (size_t i = 0; i < n_match; i++) { - slot.prompt.tokens.set_token(head_p + i, slot.prompt.tokens[head_c + i]); - n_past++; - } - - head_c += n_match; - head_p += n_match; - } else { - head_c += 1; - } - } - - SLT_DBG(slot, "after context reuse, new n_past = %d\n", n_past); - } - } else { - // if we don't cache the prompt, we have to remove all previous tokens - n_past = 0; - } - - // note: when n_swa == 0, the model does not use SWA, which is equivalent to a window of 1 - const auto n_swa = std::max(1, llama_model_n_swa(model)); - - // the largest pos_min required for a checkpoint to be useful - const auto pos_min_thold = std::max(0, n_past - n_swa); - - // note: disallow with mtmd contexts for now - // https://github.com/ggml-org/llama.cpp/issues/17043 - if (!mctx && n_past > 0 && n_past < slot.prompt.n_tokens()) { - const auto pos_min = llama_memory_seq_pos_min(llama_get_memory(ctx), slot.id); - if (pos_min == -1) { - SLT_ERR(slot, "n_past = %d, slot.prompt.tokens.size() = %d, seq_id = %d, pos_min = %d\n", n_past, (int) slot.prompt.tokens.size(), slot.id, pos_min); - GGML_ABORT("pos_min == -1, but n_past > 0 - should not happen: https://github.com/ggml-org/llama.cpp/pull/13833#discussion_r2116181237"); - } - - // when the prompt prefix does not match, print the tokens around the mismatch - // this is useful for debugging prompt caching - if (slots_debug) { - const int np0 = std::max(n_past - 4, 0); - const int np1 = std::min(n_past + 6, std::min(slot.prompt.tokens.size(), slot.task->tokens.size())); - - std::stringstream ss0; - std::stringstream ss1; - - std::stringstream st0; - std::stringstream st1; - - ss0 << "old: ... "; - ss1 << "new: ... "; - - for (int i = np0; i < np1; i++) { - if (i == n_past) { - ss0 << " | "; - ss1 << " | "; - } - - { - const auto token = slot.prompt.tokens[i]; - const auto piece = token != LLAMA_TOKEN_NULL ? common_token_to_piece(ctx, token) : "[mtmd]"; - ss0 << piece; - st0 << std::setw(8) << token; - } - - { - const auto token = slot.task->tokens[i]; - const auto piece = token != LLAMA_TOKEN_NULL ? common_token_to_piece(ctx, token) : "[mtmd]"; - ss1 << piece; - st1 << std::setw(8) << token; - } - } - - SLT_WRN(slot, "%s\n", ss0.str().c_str()); - SLT_WRN(slot, "%s\n", ss1.str().c_str()); - - SLT_WRN(slot, "%s\n", st0.str().c_str()); - SLT_WRN(slot, "%s\n", st1.str().c_str()); - } - - if (pos_min > pos_min_thold) { - // TODO: support can be added in the future when corresponding vision models get released - GGML_ASSERT(!slot.prompt.tokens.has_mtmd); - - SLT_WRN(slot, "n_past = %d, slot.prompt.tokens.size() = %d, seq_id = %d, pos_min = %d, n_swa = %d\n", n_past, (int) slot.prompt.tokens.size(), slot.id, pos_min, n_swa); - - // search for a context checkpoint - const auto it = std::find_if( - slot.prompt.checkpoints.rbegin(), - slot.prompt.checkpoints.rend(), - [&](const auto & cur) { - // guarantee that a checkpoint will result in at least one token being processed [TAG_PROMPT_LOGITS] - return cur.pos_min < pos_min_thold; - } - ); - - bool do_reset = it == slot.prompt.checkpoints.rend(); - - if (!do_reset) { - // restore the context checkpoint - const size_t checkpoint_size = it->data.size(); - const size_t n = llama_state_seq_set_data_ext(ctx, it->data.data(), checkpoint_size, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY); - - if (n != checkpoint_size) { - SLT_ERR(slot, "failed to restore context checkpoint (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", it->pos_min, it->pos_max, (float) checkpoint_size / 1024 / 1024); - do_reset = true; - //printf("[DEBUG] `do_reset` was set to `true` after failing to restore a checkpoint"); - } else { - n_past = std::min(n_past, std::max(it->pos_min + 1, it->pos_max)); - SLT_WRN(slot, "restored context checkpoint (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", it->pos_min, it->pos_max, (float) checkpoint_size / 1024 / 1024); - } - } - - if (do_reset) { - SLT_WRN(slot, "forcing full prompt re-processing due to lack of cache data (likely due to SWA or hybrid/recurrent memory, see %s)\n", - "https://github.com/ggml-org/llama.cpp/pull/13194#issuecomment-2868343055"); - n_past = 0; - } - } - } - - { - // erase any checkpoints with pos_min > pos_min_thold - for (auto it = slot.prompt.checkpoints.begin(); it != slot.prompt.checkpoints.end();) { - const auto & cur = *it; - if (cur.pos_min > pos_min_thold) { - SLT_WRN(slot, "erased invalidated context checkpoint (pos_min = %d, pos_max = %d, n_swa = %d, size = %.3f MiB)\n", cur.pos_min, cur.pos_max, n_swa, (float) cur.data.size() / 1024 / 1024); - it = slot.prompt.checkpoints.erase(it); - } else { - ++it; - } - } - } - } - - // [TAG_PROMPT_LOGITS] - if (n_past == slot.task->n_tokens() && n_past > 0) { - SLT_WRN(slot, "need to evaluate at least 1 token for each active slot (n_past = %d, task.n_tokens() = %d)\n", n_past, slot.task->n_tokens()); - n_past--; - SLT_WRN(slot, "n_past was set to %d\n", n_past); - } - - slot.n_prompt_tokens_cache = n_past; - slot.n_prompt_tokens_processed = 0; - - slot.prompt.tokens.keep_first(n_past); - } - - if (!slot.can_split()) { - // cannot fit the prompt in the current batch - will try next iter - if (batch.n_tokens + slot.task->n_tokens() > n_batch) { - continue; - } - } - - // truncate any tokens that are beyond n_past for this slot - const llama_pos p0 = slot.prompt.tokens.pos_next(); - - SLT_INF(slot, "n_tokens = %d, memory_seq_rm [%d, end)\n", slot.prompt.n_tokens(), p0); - - if (!llama_memory_seq_rm(llama_get_memory(ctx), slot.id, p0, -1)) { - SLT_WRN(slot, "failed to truncate tokens with position >= %d - clearing the memory\n", p0); - - clear_slot(slot); - - // there is no common part left - slot.n_prompt_tokens_cache = 0; - } - - // check if we should process the image - if (slot.prompt.n_tokens() < slot.task->n_tokens() && input_tokens[slot.prompt.n_tokens()] == LLAMA_TOKEN_NULL) { - // process the image - size_t n_tokens_out = 0; - int32_t res = input_tokens.process_chunk(ctx, mctx, slot.prompt.n_tokens(), slot.prompt.tokens.pos_next(), slot.id, n_tokens_out); - if (res != 0) { - SLT_ERR(slot, "failed to process image, res = %d\n", res); - send_error(slot, "failed to process image", ERROR_TYPE_SERVER); - slot.release(); - continue; - } - - slot.n_prompt_tokens_processed += n_tokens_out; - - // add the image chunk to cache - { - const auto & chunk = input_tokens.find_chunk(slot.prompt.n_tokens()); - slot.prompt.tokens.push_back(chunk.get()); // copy - } - } - - // If using an alora, there may be uncached tokens that come - // before the invocation sequence. When this happens, the - // tokens before the invocation sequence need to be - // processed without the adapter in a separate batch, then - // the adapter needs to be enabled for the remaining tokens. - if (lora_all_alora(slot.lora) && slot.alora_invocation_start - 1 > slot.prompt.n_tokens()) { - SLT_DBG(slot, "processing pre-alora tokens without the adapter (n_tokens = %d, alora_invocation_start = %d)\n", slot.prompt.n_tokens(), slot.alora_invocation_start); - const auto & enabled_loras = lora_get_enabled_ids(slot.lora); - GGML_ASSERT(enabled_loras.size() == 1); - alora_scale = slot.lora[enabled_loras[0]].scale; - slot.lora[enabled_loras[0]].scale = 0.0f; - alora_disabled_id = enabled_loras[0]; - } - - bool do_checkpoint = params_base.n_ctx_checkpoints > 0; - - // make checkpoints only for completion tasks - do_checkpoint = do_checkpoint && slot.task->type == SERVER_TASK_TYPE_COMPLETION; - - // make a checkpoint of the parts of the memory that cannot be rolled back. - // checkpoints are created only if: - // - the model uses SWA and we are not using `swa_full` - // - the model architecture is marked as recurrent or hybrid - // - // TODO: try to make this conditional on the context or the memory module, instead of the model type - do_checkpoint = do_checkpoint && ( - llama_model_is_recurrent(model) || - llama_model_is_hybrid(model) || - (llama_model_n_swa(model) > 0 && !params_base.swa_full) - ); - - // add prompt tokens for processing in the current batch - while (slot.prompt.n_tokens() < slot.task->n_tokens() && batch.n_tokens < n_batch) { - // get next token to process - llama_token cur_tok = input_tokens[slot.prompt.n_tokens()]; - if (cur_tok == LLAMA_TOKEN_NULL) { - break; // end of text chunk - } - - // if this is an alora request with pre-invocation - // tokens that are not cached, we need to stop filling - // this batch at those pre-invocation tokens. - if (alora_scale > 0 && slot.prompt.n_tokens() == slot.alora_invocation_start - 1) { - SLT_DBG(slot, "stop prompt batch filling at (n_tokens = %d, alora_invocation_start = %d)\n", slot.prompt.n_tokens(), slot.alora_invocation_start); - break; - } - - // embedding requires all tokens in the batch to be output - common_batch_add(batch, - cur_tok, - slot.prompt.tokens.pos_next(), - { slot.id }, - slot.need_embd()); - slot.prompt.tokens.push_back(cur_tok); - - slot.n_prompt_tokens_processed++; - - // process the last few tokens of the prompt separately in order to allow for a checkpoint to be created. - if (do_checkpoint && slot.task->n_tokens() - slot.prompt.n_tokens() == 64) { - break; - } - } - - // SLT_INF(slot, "new slot.prompt.tokens: %s\n", slot.slot.prompt.tokens.str().c_str()); - - SLT_INF(slot, "prompt processing progress, n_tokens = %d, batch.n_tokens = %d, progress = %f\n", slot.prompt.n_tokens(), batch.n_tokens, (float) slot.prompt.n_tokens() / slot.task->n_tokens()); - - // entire prompt has been processed - if (slot.prompt.n_tokens() == slot.task->n_tokens()) { - slot.state = SLOT_STATE_DONE_PROMPT; - - GGML_ASSERT(batch.n_tokens > 0); - - common_sampler_reset(slot.smpl); - - // Process all prompt tokens through sampler system - for (int i = 0; i < slot.task->n_tokens(); ++i) { - llama_token id = input_tokens[i]; - if (id != LLAMA_TOKEN_NULL) { - common_sampler_accept(slot.smpl, id, false); - } - } - - // extract the logits only for the last token - batch.logits[batch.n_tokens - 1] = true; - - slot.n_decoded = 0; - slot.i_batch = batch.n_tokens - 1; - - SLT_INF(slot, "prompt done, n_tokens = %d, batch.n_tokens = %d\n", slot.prompt.n_tokens(), batch.n_tokens); - - const auto pos_min = llama_memory_seq_pos_min(llama_get_memory(ctx), slot.id); - const auto pos_max = llama_memory_seq_pos_max(llama_get_memory(ctx), slot.id); - - // no need for empty or small checkpoints - do_checkpoint = do_checkpoint && (pos_min >= 0 && pos_max >= 64); - - // no need to create checkpoints that are too close together - do_checkpoint = do_checkpoint && (slot.prompt.checkpoints.empty() || pos_max > slot.prompt.checkpoints.back().pos_max + 64); - - if (do_checkpoint) { - while (slot.prompt.checkpoints.size() >= (size_t) params_base.n_ctx_checkpoints) { - // make room for the new checkpoint, if needed - const auto & cur = slot.prompt.checkpoints.front(); - - SLT_WRN(slot, "erasing old context checkpoint (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", - cur.pos_min, cur.pos_max, (float) cur.data.size() / 1024 / 1024); - - slot.prompt.checkpoints.erase(slot.prompt.checkpoints.begin()); - } - - const size_t checkpoint_size = llama_state_seq_get_size_ext(ctx, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY); - - auto & cur = slot.prompt.checkpoints.emplace_back(server_prompt_checkpoint{ - /*.pos_min = */ pos_min, - /*.pos_max = */ pos_max, - /*.data = */ std::vector(checkpoint_size), - }); - - llama_state_seq_get_data_ext(ctx, cur.data.data(), checkpoint_size, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY); - - SLT_WRN(slot, "created context checkpoint %d of %d (pos_min = %d, pos_max = %d, size = %.3f MiB)\n", - (int) slot.prompt.checkpoints.size(), params_base.n_ctx_checkpoints, cur.pos_min, cur.pos_max, (float) cur.data.size() / 1024 / 1024); - } - } - } - - if (!slot_batched) { - slot_batched = &slot; - } - - if (batch.n_tokens >= n_batch) { - break; - } - } - } - - if (batch.n_tokens == 0) { - SRV_WRN("%s", "no tokens to decode\n"); - return; - } - - SRV_DBG("decoding batch, n_tokens = %d\n", batch.n_tokens); - - if (slot_batched) { - // apply lora, only need to do it once per batch - common_set_adapter_lora(ctx, slot_batched->lora); - - // if the lora is temporarily disabled for an alora, re-enable it - // for next time - if (alora_scale > 0.0f) { - SRV_DBG("re-enabling alora with scale %f\n", alora_scale); - slot_batched->lora[alora_disabled_id].scale = alora_scale; - } - - llama_set_embeddings(ctx, slot_batched->need_embd()); - } - - int32_t i_next = 0; - - // process the created batch of tokens - for (int32_t i = 0; i < batch.n_tokens; i = i_next) { - const int32_t n_tokens = std::min(n_batch, batch.n_tokens - i); - - llama_batch batch_view = { - n_tokens, - batch.token + i, - nullptr, - batch.pos + i, - batch.n_seq_id + i, - batch.seq_id + i, - batch.logits + i, - }; - - const int ret = llama_decode(ctx, batch_view); - - metrics.on_decoded(slots); - - if (ret != 0) { - { - std::string err; - - if (n_batch == 1 && ret == 1) { - // TODO: try to terminate only the largest active slot/sequence and continue with the rest - // need to remove the tokens from the current batch too - err = "Context size has been exceeded."; - } - - if (ret == -1) { - err = "Invalid input batch."; - } - - if (ret < -1) { - // TODO: update slot state based on llama_memory_seq_pos_min() and llama_memory_seq_pos_max() - err = "Compute error."; - } - - // TODO: handle ret == 2 (abort) when we start aborting - - if (!err.empty()) { - SRV_ERR("%s i = %d, n_batch = %d, ret = %d\n", err.c_str(), i, n_batch, ret); - - for (auto & slot : slots) { - if (slot.is_processing()) { - send_error(slot, err); - slot.release(); - - // note: it's complicated to keep track of how much of the current batch has been - // processed before the error occurred, so we simply clear the entire context - clear_slot(slot); - } - } - - break; - } - } - - // retry with half the batch size to try to find a free slot in the KV cache - if (!try_clear_idle_slots()) { - n_batch /= 2; - } - - SRV_WRN("failed to find free space in the KV cache, retrying with smaller batch size, i = %d, n_batch = %d, ret = %d\n", i, n_batch, ret); - - continue; // continue loop of n_batch - } - - // move the head of the batch forward with the number of tokens we just processed - i_next = i + n_tokens; - - // on successful decode, restore the original batch size - n_batch = llama_n_batch(ctx); - - for (auto & slot : slots) { - // optionally send prompt processing progress - if (slot.state == SLOT_STATE_PROCESSING_PROMPT || slot.state == SLOT_STATE_DONE_PROMPT) { - if (slot.task->params.stream && slot.task->params.return_progress) { - send_partial_response(slot, {}, true); - } - } - - if (slot.i_batch < (int) i || slot.i_batch >= (int) (i + n_tokens)) { - continue; // continue loop of slots - } - - if (slot.state == SLOT_STATE_DONE_PROMPT) { - if (slot.task->type == SERVER_TASK_TYPE_EMBEDDING) { - // prompt evaluated for embedding - send_embedding(slot, batch_view); - slot.release(); - slot.i_batch = -1; - continue; // continue loop of slots - } - - if (slot.task->type == SERVER_TASK_TYPE_RERANK) { - send_rerank(slot, batch_view); - slot.release(); - slot.i_batch = -1; - continue; // continue loop of slots - } - - // prompt evaluated for next-token prediction - slot.state = SLOT_STATE_GENERATING; - } else if (slot.state != SLOT_STATE_GENERATING) { - continue; // continue loop of slots - } - - const int tok_idx = slot.i_batch - i; - - llama_token id = common_sampler_sample(slot.smpl, ctx, tok_idx); - - slot.i_batch = -1; - - common_sampler_accept(slot.smpl, id, true); - - slot.n_decoded += 1; - - const int64_t t_current = ggml_time_us(); - - if (slot.n_decoded == 1) { - slot.t_start_generation = t_current; - slot.t_prompt_processing = (slot.t_start_generation - slot.t_start_process_prompt) / 1e3; - metrics.on_prompt_eval(slot); - } - - slot.t_token_generation = std::max(1, t_current - slot.t_start_generation) / 1e3; - - completion_token_output result; - result.tok = id; - result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok)); - result.prob = 1.0f; // TODO: set it here instead of doing inside populate_token_probs - - if (slot.task->params.sampling.n_probs > 0) { - populate_token_probs(slot, result, slot.task->params.post_sampling_probs, params_base.special, tok_idx); - } - - if (!process_token(result, slot)) { - // release slot because of stop condition - slot.print_timings(); - send_final_response(slot); - metrics.on_prediction(slot); - slot.release(); - - continue; - } - } - - // do speculative decoding - // TODO: rework to have a single draft llama_context shared across all slots [TAG_SERVER_SPEC_REWORK] - // perform the speculative drafting for all sequences at the same time in a single batch - for (auto & slot : slots) { - if (!slot.is_processing() || !slot.can_speculate()) { - continue; - } - - if (slot.state != SLOT_STATE_GENERATING) { - continue; - } - - if (mctx) { - // we should never reach this, as speculative is automatically disabled if mmproj is loaded - GGML_ABORT("not supported by multimodal"); - } - - // determine the max draft that fits the current slot state - int n_draft_max = slot.task->params.speculative.n_max; - - // note: slot.prompt is not yet expanded with the `id` token sampled above - // also, need to leave space for 1 extra token to allow context shifts - n_draft_max = std::min(n_draft_max, slot.n_ctx - slot.prompt.n_tokens() - 2); - - if (slot.n_remaining > 0) { - n_draft_max = std::min(n_draft_max, slot.n_remaining - 1); - } - - SLT_DBG(slot, "max possible draft: %d\n", n_draft_max); - - if (n_draft_max < slot.task->params.speculative.n_min) { - SLT_DBG(slot, "the max possible draft is too small: %d < %d - skipping speculative decoding\n", n_draft_max, slot.task->params.speculative.n_min); - - continue; - } - - llama_token id = slot.sampled; - - struct common_speculative_params params_spec; - params_spec.n_draft = n_draft_max; - params_spec.n_reuse = llama_n_ctx(slot.ctx_dft) - slot.task->params.speculative.n_max; - params_spec.p_min = slot.task->params.speculative.p_min; - - const llama_tokens & cached_text_tokens = slot.prompt.tokens.get_text_tokens(); - llama_tokens draft = common_speculative_gen_draft(slot.spec, params_spec, cached_text_tokens, id); - - // ignore small drafts - if (slot.task->params.speculative.n_min > (int) draft.size()) { - SLT_DBG(slot, "ignoring small draft: %d < %d\n", (int) draft.size(), slot.task->params.speculative.n_min); - - continue; - } - - // keep track of total number of drafted tokens tested - slot.n_draft_total += draft.size(); - - // construct the speculation batch - common_batch_clear(slot.batch_spec); - common_batch_add (slot.batch_spec, id, slot.prompt.tokens.pos_next(), { slot.id }, true); - - for (size_t i = 0; i < draft.size(); ++i) { - common_batch_add(slot.batch_spec, draft[i], slot.prompt.tokens.pos_next() + 1 + i, { slot.id }, true); - } - - SLT_DBG(slot, "decoding speculative batch, size = %d\n", slot.batch_spec.n_tokens); - - llama_decode(ctx, slot.batch_spec); - - // the accepted tokens from the speculation - const auto ids = common_sampler_sample_and_accept_n(slot.smpl, ctx, draft); - - slot.n_decoded += ids.size(); - - // update how many tokens out of those tested were accepted - slot.n_draft_accepted += ids.size() - 1; - - slot.prompt.tokens.push_back(id); - slot.prompt.tokens.insert({ids.begin(), ids.end() - 1}); - - llama_memory_seq_rm(llama_get_memory(ctx), slot.id, slot.prompt.n_tokens(), -1); - - for (size_t i = 0; i < ids.size(); ++i) { - completion_token_output result; - - result.tok = ids[i]; - result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok)); - result.prob = 1.0f; // set later - - // TODO: set result.probs - - if (!process_token(result, slot)) { - slot.print_timings(); - send_final_response(slot); - metrics.on_prediction(slot); - slot.release(); - - break; - } - } - - SLT_DBG(slot, "accepted %d/%d draft tokens, new n_tokens = %d\n", (int) ids.size() - 1, (int) draft.size(), slot.prompt.n_tokens()); - } - } - - SRV_DBG("%s", "run slots completed\n"); - } - - json model_meta() const { - return json { - {"vocab_type", llama_vocab_type (vocab)}, - {"n_vocab", llama_vocab_n_tokens (vocab)}, - {"n_ctx_train", llama_model_n_ctx_train(model)}, - {"n_embd", llama_model_n_embd (model)}, - {"n_params", llama_model_n_params (model)}, - {"size", llama_model_size (model)}, - }; - } -}; - - -// generator-like API for server responses, support pooling connection state and aggregating results -struct server_response_reader { - std::unordered_set id_tasks; - server_context & ctx_server; - size_t received_count = 0; - bool cancelled = false; - - server_response_reader(server_context & ctx_server) : ctx_server(ctx_server) {} - ~server_response_reader() { - stop(); - } - - void post_tasks(std::vector && tasks) { - id_tasks = server_task::get_list_id(tasks); - ctx_server.queue_results.add_waiting_tasks(tasks); - ctx_server.queue_tasks.post(std::move(tasks)); - } - - bool has_next() const { - return !cancelled && received_count < id_tasks.size(); - } - - // return nullptr if should_stop() is true before receiving a result - // note: if one error is received, it will stop further processing and return error result - server_task_result_ptr next(const std::function & should_stop) { - while (true) { - server_task_result_ptr result = ctx_server.queue_results.recv_with_timeout(id_tasks, HTTP_POLLING_SECONDS); - if (result == nullptr) { - // timeout, check stop condition - if (should_stop()) { - SRV_DBG("%s", "stopping wait for next result due to should_stop condition\n"); - return nullptr; - } - } else { - if (result->is_error()) { - stop(); // cancel remaining tasks - SRV_DBG("%s", "received error result, stopping further processing\n"); - return result; - } - if (result->is_stop()) { - received_count++; - } - return result; - } - } - - // should not reach here - } - - struct batch_response { - bool is_terminated = false; // if true, indicates that processing was stopped before all results were received - std::vector results; - server_task_result_ptr error; // nullptr if no error - }; - - batch_response wait_for_all(const std::function & should_stop) { - batch_response batch_res; - batch_res.results.resize(id_tasks.size()); - while (has_next()) { - auto res = next(should_stop); - if (res == nullptr) { - batch_res.is_terminated = true; - return batch_res; - } - if (res->is_error()) { - batch_res.error = std::move(res); - return batch_res; - } - const size_t idx = res->get_index(); - GGML_ASSERT(idx < batch_res.results.size() && "index out of range"); - GGML_ASSERT(batch_res.results[idx] == nullptr && "duplicate result received"); - batch_res.results[idx] = std::move(res); - } - return batch_res; - } - - void stop() { - ctx_server.queue_results.remove_waiting_task_ids(id_tasks); - if (has_next() && !cancelled) { - // if tasks is not finished yet, cancel them - cancelled = true; - std::vector cancel_tasks; - cancel_tasks.reserve(id_tasks.size()); - for (const auto & id_task : id_tasks) { - SRV_WRN("cancel task, id_task = %d\n", id_task); - server_task task(SERVER_TASK_TYPE_CANCEL); - task.id_target = id_task; - ctx_server.queue_results.remove_waiting_task_id(id_task); - cancel_tasks.push_back(std::move(task)); - } - // push to beginning of the queue, so it has highest priority - ctx_server.queue_tasks.post(std::move(cancel_tasks), true); - } else { - SRV_DBG("%s", "all tasks already finished, no need to cancel\n"); - } - } -}; - -// generator-like API for HTTP response generation -struct server_res_generator : server_http_res { - server_response_reader rd; - server_res_generator(server_context & ctx_server_) : rd(ctx_server_) {} - void ok(const json & response_data) { - status = 200; - data = safe_json_to_str(response_data); - } - void error(const json & error_data) { - status = json_value(error_data, "code", 500); - data = safe_json_to_str({{ "error", error_data }}); - } -}; - -struct server_routes { - const common_params & params; - server_context & ctx_server; - server_http_context & ctx_http; // for reading is_ready - server_routes(const common_params & params, server_context & ctx_server, server_http_context & ctx_http) - : params(params), ctx_server(ctx_server), ctx_http(ctx_http) {} - -public: - // handlers using lambda function, so that they can capture `this` without `std::bind` - - server_http_context::handler_t get_health = [this](const server_http_req &) { - // error and loading states are handled by middleware - auto res = std::make_unique(ctx_server); - res->ok({{"status", "ok"}}); - return res; - }; - - server_http_context::handler_t get_metrics = [this](const server_http_req &) { - auto res = std::make_unique(ctx_server); - if (!params.endpoint_metrics) { - res->error(format_error_response("This server does not support metrics endpoint. Start it with `--metrics`", ERROR_TYPE_NOT_SUPPORTED)); - return res; - } - - // request slots data using task queue - // TODO: use server_response_reader - int task_id = ctx_server.queue_tasks.get_new_id(); - { - server_task task(SERVER_TASK_TYPE_METRICS); - task.id = task_id; - ctx_server.queue_results.add_waiting_task_id(task_id); - ctx_server.queue_tasks.post(std::move(task), true); // high-priority task - } - - // get the result - server_task_result_ptr result = ctx_server.queue_results.recv(task_id); - ctx_server.queue_results.remove_waiting_task_id(task_id); - - if (result->is_error()) { - res->error(result->to_json()); - return res; - } - - // TODO: get rid of this dynamic_cast - auto res_task = dynamic_cast(result.get()); - GGML_ASSERT(res_task != nullptr); - - // metrics definition: https://prometheus.io/docs/practices/naming/#metric-names - json all_metrics_def = json { - {"counter", {{ - {"name", "prompt_tokens_total"}, - {"help", "Number of prompt tokens processed."}, - {"value", (uint64_t) res_task->n_prompt_tokens_processed_total} - }, { - {"name", "prompt_seconds_total"}, - {"help", "Prompt process time"}, - {"value", (uint64_t) res_task->t_prompt_processing_total / 1.e3} - }, { - {"name", "tokens_predicted_total"}, - {"help", "Number of generation tokens processed."}, - {"value", (uint64_t) res_task->n_tokens_predicted_total} - }, { - {"name", "tokens_predicted_seconds_total"}, - {"help", "Predict process time"}, - {"value", (uint64_t) res_task->t_tokens_generation_total / 1.e3} - }, { - {"name", "n_decode_total"}, - {"help", "Total number of llama_decode() calls"}, - {"value", res_task->n_decode_total} - }, { - {"name", "n_tokens_max"}, - {"help", "Largest observed n_tokens."}, - {"value", res_task->n_tokens_max} - }, { - {"name", "n_busy_slots_per_decode"}, - {"help", "Average number of busy slots per llama_decode() call"}, - {"value", (float) res_task->n_busy_slots_total / std::max((float) res_task->n_decode_total, 1.f)} - }}}, - {"gauge", {{ - {"name", "prompt_tokens_seconds"}, - {"help", "Average prompt throughput in tokens/s."}, - {"value", res_task->n_prompt_tokens_processed ? 1.e3 / res_task->t_prompt_processing * res_task->n_prompt_tokens_processed : 0.} - },{ - {"name", "predicted_tokens_seconds"}, - {"help", "Average generation throughput in tokens/s."}, - {"value", res_task->n_tokens_predicted ? 1.e3 / res_task->t_tokens_generation * res_task->n_tokens_predicted : 0.} - },{ - {"name", "requests_processing"}, - {"help", "Number of requests processing."}, - {"value", (uint64_t) res_task->n_processing_slots} - },{ - {"name", "requests_deferred"}, - {"help", "Number of requests deferred."}, - {"value", (uint64_t) res_task->n_tasks_deferred} - }}} - }; - - std::stringstream prometheus; - - for (const auto & el : all_metrics_def.items()) { - const auto & type = el.key(); - const auto & metrics_def = el.value(); - - for (const auto & metric_def : metrics_def) { - const std::string name = metric_def.at("name"); - const std::string help = metric_def.at("help"); - - auto value = json_value(metric_def, "value", 0.); - prometheus << "# HELP llamacpp:" << name << " " << help << "\n" - << "# TYPE llamacpp:" << name << " " << type << "\n" - << "llamacpp:" << name << " " << value << "\n"; - } - } - - res->headers["Process-Start-Time-Unix"] = std::to_string(res_task->t_start); - res->content_type = "text/plain; version=0.0.4"; - res->ok(prometheus.str()); - return res; - }; - - server_http_context::handler_t get_slots = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - if (!params.endpoint_slots) { - res->error(format_error_response("This server does not support slots endpoint. Start it with `--slots`", ERROR_TYPE_NOT_SUPPORTED)); - return res; - } - - // request slots data using task queue - int task_id = ctx_server.queue_tasks.get_new_id(); - { - server_task task(SERVER_TASK_TYPE_METRICS); - task.id = task_id; - ctx_server.queue_results.add_waiting_task_id(task_id); - ctx_server.queue_tasks.post(std::move(task), true); // high-priority task - } - - // get the result - server_task_result_ptr result = ctx_server.queue_results.recv(task_id); - ctx_server.queue_results.remove_waiting_task_id(task_id); - - if (result->is_error()) { - res->error(result->to_json()); - return res; - } - - // TODO: get rid of this dynamic_cast - auto res_task = dynamic_cast(result.get()); - GGML_ASSERT(res_task != nullptr); - - // optionally return "fail_on_no_slot" error - if (!req.get_param("fail_on_no_slot").empty()) { - if (res_task->n_idle_slots == 0) { - res->error(format_error_response("no slot available", ERROR_TYPE_UNAVAILABLE)); - return res; - } - } - - res->ok(res_task->slots_data); - return res; - }; - - server_http_context::handler_t post_slots = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - if (params.slot_save_path.empty()) { - res->error(format_error_response("This server does not support slots action. Start it with `--slot-save-path`", ERROR_TYPE_NOT_SUPPORTED)); - return res; - } - - std::string id_slot_str = req.get_param("id_slot"); - int id_slot; - - try { - id_slot = std::stoi(id_slot_str); - } catch (const std::exception &) { - res->error(format_error_response("Invalid slot ID", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - std::string action = req.get_param("action"); - - if (action == "save") { - return handle_slots_save(req, id_slot); - } else if (action == "restore") { - return handle_slots_restore(req, id_slot); - } else if (action == "erase") { - return handle_slots_erase(req, id_slot); - } else { - res->error(format_error_response("Invalid action", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - }; - - server_http_context::handler_t get_props = [this](const server_http_req &) { - auto res = std::make_unique(ctx_server); - json default_generation_settings_for_props; - - { - task_params params; - - params.sampling = ctx_server.params_base.sampling; - - default_generation_settings_for_props = json { - {"params", params.to_json(true)}, - {"n_ctx", ctx_server.slots[0].n_ctx}, - }; - } - - // this endpoint is publicly available, please only return what is safe to be exposed - json data = { - { "default_generation_settings", default_generation_settings_for_props }, - { "total_slots", ctx_server.params_base.n_parallel }, - { "model_alias", ctx_server.params_base.model_alias }, - { "model_path", ctx_server.params_base.model.path }, - { "modalities", json { - {"vision", ctx_server.oai_parser_opt.allow_image}, - {"audio", ctx_server.oai_parser_opt.allow_audio}, - } }, - { "endpoint_slots", params.endpoint_slots }, - { "endpoint_props", params.endpoint_props }, - { "endpoint_metrics", params.endpoint_metrics }, - { "webui", params.webui }, - { "chat_template", common_chat_templates_source(ctx_server.chat_templates.get()) }, - { "bos_token", common_token_to_piece(ctx_server.ctx, llama_vocab_bos(ctx_server.vocab), /* special= */ true)}, - { "eos_token", common_token_to_piece(ctx_server.ctx, llama_vocab_eos(ctx_server.vocab), /* special= */ true)}, - { "build_info", build_info }, - }; - if (ctx_server.params_base.use_jinja) { - if (auto tool_use_src = common_chat_templates_source(ctx_server.chat_templates.get(), "tool_use")) { - data["chat_template_tool_use"] = tool_use_src; - } - } - - res->ok(data); - return res; - }; - - server_http_context::handler_t post_props = [this](const server_http_req &) { - auto res = std::make_unique(ctx_server); - if (!params.endpoint_props) { - res->error(format_error_response("This server does not support changing global properties. Start it with `--props`", ERROR_TYPE_NOT_SUPPORTED)); - return res; - } - // update any props here - - res->ok({{ "success", true }}); - return res; - }; - - server_http_context::handler_t get_api_show = [this](const server_http_req &) { - auto res = std::make_unique(ctx_server); - bool has_mtmd = ctx_server.mctx != nullptr; - json data = { - { - "template", common_chat_templates_source(ctx_server.chat_templates.get()), - }, - { - "model_info", { - { "llama.context_length", ctx_server.slots.back().n_ctx, }, - } - }, - {"modelfile", ""}, - {"parameters", ""}, - {"template", common_chat_templates_source(ctx_server.chat_templates.get())}, - {"details", { - {"parent_model", ""}, - {"format", "gguf"}, - {"family", ""}, - {"families", {""}}, - {"parameter_size", ""}, - {"quantization_level", ""} - }}, - {"model_info", ""}, - {"capabilities", has_mtmd ? json({"completion","multimodal"}) : json({"completion"})} - }; - - res->ok(data); - return res; - }; - - server_http_context::handler_t post_infill = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - // check model compatibility - std::string err; - if (llama_vocab_fim_pre(ctx_server.vocab) == LLAMA_TOKEN_NULL) { - err += "prefix token is missing. "; - } - if (llama_vocab_fim_suf(ctx_server.vocab) == LLAMA_TOKEN_NULL) { - err += "suffix token is missing. "; - } - if (llama_vocab_fim_mid(ctx_server.vocab) == LLAMA_TOKEN_NULL) { - err += "middle token is missing. "; - } - if (!err.empty()) { - res->error(format_error_response(string_format("Infill is not supported by this model: %s", err.c_str()), ERROR_TYPE_NOT_SUPPORTED)); - return res; - } - - // validate input - json data = json::parse(req.body); - if (data.contains("prompt") && !data.at("prompt").is_string()) { - // prompt is optional - res->error(format_error_response("\"prompt\" must be a string", ERROR_TYPE_INVALID_REQUEST)); - } - - if (!data.contains("input_prefix")) { - res->error(format_error_response("\"input_prefix\" is required", ERROR_TYPE_INVALID_REQUEST)); - } - - if (!data.contains("input_suffix")) { - res->error(format_error_response("\"input_suffix\" is required", ERROR_TYPE_INVALID_REQUEST)); - } - - if (data.contains("input_extra") && !data.at("input_extra").is_array()) { - // input_extra is optional - res->error(format_error_response("\"input_extra\" must be an array of {\"filename\": string, \"text\": string}", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - json input_extra = json_value(data, "input_extra", json::array()); - for (const auto & chunk : input_extra) { - // { "text": string, "filename": string } - if (!chunk.contains("text") || !chunk.at("text").is_string()) { - res->error(format_error_response("extra_context chunk must contain a \"text\" field with a string value", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - // filename is optional - if (chunk.contains("filename") && !chunk.at("filename").is_string()) { - res->error(format_error_response("extra_context chunk's \"filename\" field must be a string", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - } - data["input_extra"] = input_extra; // default to empty array if it's not exist - - std::string prompt = json_value(data, "prompt", std::string()); - std::vector tokenized_prompts = tokenize_input_prompts(ctx_server.vocab, ctx_server.mctx, prompt, false, true); - SRV_DBG("creating infill tasks, n_prompts = %d\n", (int) tokenized_prompts.size()); - data["prompt"] = format_prompt_infill( - ctx_server.vocab, - data.at("input_prefix"), - data.at("input_suffix"), - data.at("input_extra"), - ctx_server.params_base.n_batch, - ctx_server.params_base.n_predict, - ctx_server.slots[0].n_ctx, // TODO: there should be a better way - ctx_server.params_base.spm_infill, - tokenized_prompts[0].get_text_tokens() // TODO: this could maybe be multimodal. - ); - - std::vector files; // dummy - return handle_completions_impl( - SERVER_TASK_TYPE_INFILL, - data, - files, - req.should_stop, - TASK_RESPONSE_TYPE_NONE); // infill is not OAI compatible - }; - - server_http_context::handler_t post_completions = [this](const server_http_req & req) { - std::vector files; // dummy - const json body = json::parse(req.body); - return handle_completions_impl( - SERVER_TASK_TYPE_COMPLETION, - body, - files, - req.should_stop, - TASK_RESPONSE_TYPE_NONE); - }; - - server_http_context::handler_t post_completions_oai = [this](const server_http_req & req) { - std::vector files; // dummy - const json body = json::parse(req.body); - return handle_completions_impl( - SERVER_TASK_TYPE_COMPLETION, - body, - files, - req.should_stop, - TASK_RESPONSE_TYPE_OAI_CMPL); - }; - - server_http_context::handler_t post_chat_completions = [this](const server_http_req & req) { - std::vector files; - json body = json::parse(req.body); - json body_parsed = oaicompat_chat_params_parse( - body, - ctx_server.oai_parser_opt, - files); - return handle_completions_impl( - SERVER_TASK_TYPE_COMPLETION, - body_parsed, - files, - req.should_stop, - TASK_RESPONSE_TYPE_OAI_CHAT); - }; - - server_http_context::handler_t post_anthropic_messages = [this](const server_http_req & req) { - std::vector files; - json body = convert_anthropic_to_oai(json::parse(req.body)); - json body_parsed = oaicompat_chat_params_parse( - body, - ctx_server.oai_parser_opt, - files); - return handle_completions_impl( - SERVER_TASK_TYPE_COMPLETION, - body_parsed, - files, - req.should_stop, - TASK_RESPONSE_TYPE_ANTHROPIC); - }; - - server_http_context::handler_t post_anthropic_count_tokens = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - std::vector files; - json body = convert_anthropic_to_oai(json::parse(req.body)); - json body_parsed = oaicompat_chat_params_parse( - body, - ctx_server.oai_parser_opt, - files); - - json prompt = body_parsed.at("prompt"); - llama_tokens tokens = tokenize_mixed(ctx_server.vocab, prompt, true, true); - - res->ok({{"input_tokens", static_cast(tokens.size())}}); - return res; - }; - - // same with handle_chat_completions, but without inference part - server_http_context::handler_t post_apply_template = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - std::vector files; // dummy, unused - json body = json::parse(req.body); - json data = oaicompat_chat_params_parse( - body, - ctx_server.oai_parser_opt, - files); - res->ok({{ "prompt", std::move(data.at("prompt")) }}); - return res; - }; - - server_http_context::handler_t get_models = [this](const server_http_req &) { - auto res = std::make_unique(ctx_server); - bool is_model_ready = ctx_http.is_ready.load(); - json model_meta = nullptr; - if (is_model_ready) { - model_meta = ctx_server.model_meta(); - } - bool has_mtmd = ctx_server.mctx != nullptr; - json models = { - {"models", { - { - {"name", params.model_alias.empty() ? params.model.path : params.model_alias}, - {"model", params.model_alias.empty() ? params.model.path : params.model_alias}, - {"modified_at", ""}, - {"size", ""}, - {"digest", ""}, // dummy value, llama.cpp does not support managing model file's hash - {"type", "model"}, - {"description", ""}, - {"tags", {""}}, - {"capabilities", has_mtmd ? json({"completion","multimodal"}) : json({"completion"})}, - {"parameters", ""}, - {"details", { - {"parent_model", ""}, - {"format", "gguf"}, - {"family", ""}, - {"families", {""}}, - {"parameter_size", ""}, - {"quantization_level", ""} - }} - } - }}, - {"object", "list"}, - {"data", { - { - {"id", params.model_alias.empty() ? params.model.path : params.model_alias}, - {"object", "model"}, - {"created", std::time(0)}, - {"owned_by", "llamacpp"}, - {"meta", model_meta}, - }, - }} - }; - - res->ok(models); - return res; - }; - - server_http_context::handler_t post_tokenize = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - const json body = json::parse(req.body); - json tokens_response = json::array(); - if (body.count("content") != 0) { - const bool add_special = json_value(body, "add_special", false); - const bool parse_special = json_value(body, "parse_special", true); - const bool with_pieces = json_value(body, "with_pieces", false); - - llama_tokens tokens = tokenize_mixed(ctx_server.vocab, body.at("content"), add_special, parse_special); - - if (with_pieces) { - for (const auto& token : tokens) { - std::string piece = common_token_to_piece(ctx_server.ctx, token); - json piece_json; - - // Check if the piece is valid UTF-8 - if (is_valid_utf8(piece)) { - piece_json = piece; - } else { - // If not valid UTF-8, store as array of byte values - piece_json = json::array(); - for (unsigned char c : piece) { - piece_json.push_back(static_cast(c)); - } - } - - tokens_response.push_back({ - {"id", token}, - {"piece", piece_json} - }); - } - } else { - tokens_response = tokens; - } - } - - res->ok(json{{"tokens", std::move(tokens_response)}}); - return res; - }; - - server_http_context::handler_t post_detokenize = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - const json body = json::parse(req.body); - - std::string content; - if (body.count("tokens") != 0) { - const llama_tokens tokens = body.at("tokens"); - content = tokens_to_str(ctx_server.ctx, tokens); - } - - res->ok(json{{"content", std::move(content)}}); - return res; - }; - - server_http_context::handler_t post_embeddings = [this](const server_http_req & req) { - return handle_embeddings_impl(req, TASK_RESPONSE_TYPE_NONE); - }; - - server_http_context::handler_t post_embeddings_oai = [this](const server_http_req & req) { - return handle_embeddings_impl(req, TASK_RESPONSE_TYPE_OAI_EMBD); - }; - - server_http_context::handler_t post_rerank = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - if (!ctx_server.params_base.embedding || ctx_server.params_base.pooling_type != LLAMA_POOLING_TYPE_RANK) { - res->error(format_error_response("This server does not support reranking. Start it with `--reranking`", ERROR_TYPE_NOT_SUPPORTED)); - return res; - } - - const json body = json::parse(req.body); - - // if true, use TEI API format, otherwise use Jina API format - // Jina: https://jina.ai/reranker/ - // TEI: https://huggingface.github.io/text-embeddings-inference/#/Text%20Embeddings%20Inference/rerank - bool is_tei_format = body.contains("texts"); - - json query; - if (body.count("query") == 1) { - query = body.at("query"); - if (!query.is_string()) { - res->error(format_error_response("\"query\" must be a string", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - } else { - res->error(format_error_response("\"query\" must be provided", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - std::vector documents = json_value(body, "documents", - json_value(body, "texts", std::vector())); - if (documents.empty()) { - res->error(format_error_response("\"documents\" must be a non-empty string array", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - int top_n = json_value(body, "top_n", (int)documents.size()); - - // create and queue the task - json responses = json::array(); - server_response_reader rd(ctx_server); - { - std::vector tasks; - tasks.reserve(documents.size()); - for (size_t i = 0; i < documents.size(); i++) { - auto tmp = format_prompt_rerank(ctx_server.model, ctx_server.vocab, ctx_server.mctx, query, documents[i]); - server_task task = server_task(SERVER_TASK_TYPE_RERANK); - task.id = ctx_server.queue_tasks.get_new_id(); - task.index = i; - task.tokens = std::move(tmp); - tasks.push_back(std::move(task)); - } - rd.post_tasks(std::move(tasks)); - } - - // wait for the results - auto all_results = rd.wait_for_all(req.should_stop); - - // collect results - if (all_results.is_terminated) { - return res; // connection is closed - } else if (all_results.error) { - res->error(all_results.error->to_json()); - return res; - } else { - for (auto & res : all_results.results) { - GGML_ASSERT(dynamic_cast(res.get()) != nullptr); - responses.push_back(res->to_json()); - } - } - - // write JSON response - json root = format_response_rerank( - body, - responses, - is_tei_format, - documents, - top_n); - - res->ok(root); - return res; - }; - - server_http_context::handler_t get_lora_adapters = [this](const server_http_req &) { - auto res = std::make_unique(ctx_server); - json result = json::array(); - const auto & loras = ctx_server.params_base.lora_adapters; - for (size_t i = 0; i < loras.size(); ++i) { - auto & lora = loras[i]; - json entry = { - {"id", i}, - {"path", lora.path}, - {"scale", lora.scale}, - {"task_name", lora.task_name}, - {"prompt_prefix", lora.prompt_prefix}, - }; - std::string alora_invocation_string = ""; - const uint64_t n_alora_tokens = llama_adapter_get_alora_n_invocation_tokens(lora.ptr); - std::vector alora_invocation_tokens; - if (n_alora_tokens) { - const llama_token * alora_tokens = llama_adapter_get_alora_invocation_tokens(lora.ptr); - for (uint64_t i = 0; i < n_alora_tokens; ++i) { - alora_invocation_string += common_token_to_piece(ctx_server.ctx, alora_tokens[i]); - alora_invocation_tokens.push_back(alora_tokens[i]); - } - entry["alora_invocation_string"] = alora_invocation_string; - entry["alora_invocation_tokens"] = alora_invocation_tokens; - } - result.push_back(std::move(entry)); - } - res->ok(result); - return res; - }; - - server_http_context::handler_t post_lora_adapters = [this](const server_http_req & req) { - auto res = std::make_unique(ctx_server); - const json body = json::parse(req.body); - if (!body.is_array()) { - res->error(format_error_response("Request body must be an array", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - int task_id = ctx_server.queue_tasks.get_new_id(); - { - server_task task(SERVER_TASK_TYPE_SET_LORA); - task.id = task_id; - task.set_lora = parse_lora_request(ctx_server.params_base.lora_adapters, body); - ctx_server.queue_results.add_waiting_task_id(task_id); - ctx_server.queue_tasks.post(std::move(task)); - } - - // get the result - server_task_result_ptr result = ctx_server.queue_results.recv(task_id); - ctx_server.queue_results.remove_waiting_task_id(task_id); - - if (result->is_error()) { - res->error(result->to_json()); - return res; - } - - GGML_ASSERT(dynamic_cast(result.get()) != nullptr); - res->ok(result->to_json()); - return res; - }; - -private: - std::unique_ptr handle_completions_impl( - server_task_type type, - const json & data, - const std::vector & files, - const std::function & should_stop, - task_response_type res_type) { - GGML_ASSERT(type == SERVER_TASK_TYPE_COMPLETION || type == SERVER_TASK_TYPE_INFILL); - - auto res = std::make_unique(ctx_server); - auto completion_id = gen_chatcmplid(); - auto & rd = res->rd; - - try { - std::vector tasks; - - const auto & prompt = data.at("prompt"); - // TODO: this log can become very long, put it behind a flag or think about a more compact format - //SRV_DBG("Prompt: %s\n", prompt.is_string() ? prompt.get().c_str() : prompt.dump(2).c_str()); - - // process prompt - std::vector inputs; - - if (res_type != TASK_RESPONSE_TYPE_NONE && ctx_server.mctx != nullptr) { - // This is the case used by OAI compatible chat path with MTMD. TODO It can be moved to the path below. - inputs.push_back(process_mtmd_prompt(ctx_server.mctx, prompt.get(), files)); - } else { - // Everything else, including multimodal completions. - inputs = tokenize_input_prompts(ctx_server.vocab, ctx_server.mctx, prompt, true, true); - } - tasks.reserve(inputs.size()); - for (size_t i = 0; i < inputs.size(); i++) { - server_task task = server_task(type); - - task.id = ctx_server.queue_tasks.get_new_id(); - task.index = i; - - task.tokens = std::move(inputs[i]); - task.params = server_task::params_from_json_cmpl( - ctx_server.ctx, - ctx_server.params_base, - data); - task.id_slot = json_value(data, "id_slot", -1); - - // OAI-compat - task.params.res_type = res_type; - task.params.oaicompat_cmpl_id = completion_id; - // oaicompat_model is already populated by params_from_json_cmpl - - tasks.push_back(std::move(task)); - } - - rd.post_tasks(std::move(tasks)); - } catch (const std::exception & e) { - res->error(format_error_response(e.what(), ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - bool stream = json_value(data, "stream", false); - - if (!stream) { - // non-stream, wait for the results - auto all_results = rd.wait_for_all(should_stop); - if (all_results.is_terminated) { - return res; // connection is closed - } else if (all_results.error) { - res->error(all_results.error->to_json()); - return res; - } else { - json arr = json::array(); - for (auto & res : all_results.results) { - GGML_ASSERT(dynamic_cast(res.get()) != nullptr); - arr.push_back(res->to_json()); - } - // if single request, return single object instead of array - res->ok(arr.size() == 1 ? arr[0] : arr); - } - - } else { - // in streaming mode, the first error must be treated as non-stream response - // this is to match the OAI API behavior - // ref: https://github.com/ggml-org/llama.cpp/pull/16486#discussion_r2419657309 - server_task_result_ptr first_result = rd.next(should_stop); - if (first_result == nullptr) { - return res; // connection is closed - } else if (first_result->is_error()) { - res->error(first_result->to_json()); - return res; - } else { - GGML_ASSERT( - dynamic_cast(first_result.get()) != nullptr - || dynamic_cast(first_result.get()) != nullptr - ); - } - - // next responses are streamed - if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { - res->data = format_anthropic_sse(first_result->to_json()); - } else { - res->data = format_oai_sse(first_result->to_json()); // to be sent immediately - } - res->status = 200; - res->content_type = "text/event-stream"; - res->next = [res_this = res.get(), res_type, &should_stop](std::string & output) -> bool { - if (should_stop()) { - SRV_DBG("%s", "stopping streaming due to should_stop condition\n"); - return false; // should_stop condition met - } - - if (!res_this->data.empty()) { - // flush the first chunk - output = std::move(res_this->data); - res_this->data.clear(); - return true; - } - - server_response_reader & rd = res_this->rd; - - // check if there is more data - if (!rd.has_next()) { - if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { - // Anthropic doesn't send [DONE], message_stop was already sent - output = ""; - } else if (res_type != TASK_RESPONSE_TYPE_NONE) { - output = "data: [DONE]\n\n"; - } else { - output = ""; - } - SRV_DBG("%s", "all results received, terminating stream\n"); - return false; // no more data, terminate - } - - // receive subsequent results - auto result = rd.next(should_stop); - if (result == nullptr) { - SRV_DBG("%s", "stopping streaming due to should_stop condition\n"); - return false; // should_stop condition met - } - - // send the results - json res_json = result->to_json(); - if (result->is_error()) { - if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { - output = format_anthropic_sse({ - {"event", "error"}, - {"data", res_json}, - }); - } else { - output = format_oai_sse(json {{ "error", res_json }}); - } - SRV_DBG("%s", "error received during streaming, terminating stream\n"); - return false; // terminate on error - } else { - GGML_ASSERT( - dynamic_cast(result.get()) != nullptr - || dynamic_cast(result.get()) != nullptr - ); - if (res_type == TASK_RESPONSE_TYPE_ANTHROPIC) { - output = format_anthropic_sse(res_json); - } else { - output = format_oai_sse(res_json); - } - } - - // has next data, continue - return true; - }; - } - - return res; - } - - std::unique_ptr handle_slots_save(const server_http_req & req, int id_slot) { - auto res = std::make_unique(ctx_server); - const json request_data = json::parse(req.body); - std::string filename = request_data.at("filename"); - if (!fs_validate_filename(filename)) { - res->error(format_error_response("Invalid filename", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - std::string filepath = params.slot_save_path + filename; - - int task_id = ctx_server.queue_tasks.get_new_id(); - { - server_task task(SERVER_TASK_TYPE_SLOT_SAVE); - task.id = task_id; - task.slot_action.slot_id = id_slot; - task.slot_action.filename = filename; - task.slot_action.filepath = filepath; - - // TODO: use server_response_reader - ctx_server.queue_results.add_waiting_task_id(task_id); - ctx_server.queue_tasks.post(std::move(task)); - } - - server_task_result_ptr result = ctx_server.queue_results.recv(task_id); - ctx_server.queue_results.remove_waiting_task_id(task_id); - - if (result->is_error()) { - res->error(result->to_json()); - return res; - } - - res->ok(result->to_json()); - return res; - } - - std::unique_ptr handle_slots_restore(const server_http_req & req, int id_slot) { - auto res = std::make_unique(ctx_server); - const json request_data = json::parse(req.body); - std::string filename = request_data.at("filename"); - if (!fs_validate_filename(filename)) { - res->error(format_error_response("Invalid filename", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - std::string filepath = params.slot_save_path + filename; - - int task_id = ctx_server.queue_tasks.get_new_id(); - { - server_task task(SERVER_TASK_TYPE_SLOT_RESTORE); - task.id = task_id; - task.slot_action.slot_id = id_slot; - task.slot_action.filename = filename; - task.slot_action.filepath = filepath; - - // TODO: use server_response_reader - ctx_server.queue_results.add_waiting_task_id(task_id); - ctx_server.queue_tasks.post(std::move(task)); - } - - server_task_result_ptr result = ctx_server.queue_results.recv(task_id); - ctx_server.queue_results.remove_waiting_task_id(task_id); - - if (result->is_error()) { - res->error(result->to_json()); - return res; - } - - GGML_ASSERT(dynamic_cast(result.get()) != nullptr); - res->ok(result->to_json()); - return res; - } - - std::unique_ptr handle_slots_erase(const server_http_req &, int id_slot) { - auto res = std::make_unique(ctx_server); - int task_id = ctx_server.queue_tasks.get_new_id(); - { - server_task task(SERVER_TASK_TYPE_SLOT_ERASE); - task.id = task_id; - task.slot_action.slot_id = id_slot; - - // TODO: use server_response_reader - ctx_server.queue_results.add_waiting_task_id(task_id); - ctx_server.queue_tasks.post(std::move(task)); - } - - server_task_result_ptr result = ctx_server.queue_results.recv(task_id); - ctx_server.queue_results.remove_waiting_task_id(task_id); - - if (result->is_error()) { - res->error(result->to_json()); - return res; - } - - GGML_ASSERT(dynamic_cast(result.get()) != nullptr); - res->ok(result->to_json()); - return res; - } - - std::unique_ptr handle_embeddings_impl(const server_http_req & req, task_response_type res_type) { - auto res = std::make_unique(ctx_server); - if (!ctx_server.params_base.embedding) { - res->error(format_error_response("This server does not support embeddings. Start it with `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); - return res; - } - - if (res_type != TASK_RESPONSE_TYPE_NONE && llama_pooling_type(ctx_server.ctx) == LLAMA_POOLING_TYPE_NONE) { - res->error(format_error_response("Pooling type 'none' is not OAI compatible. Please use a different pooling type", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - const json body = json::parse(req.body); - - // for the shape of input/content, see tokenize_input_prompts() - json prompt; - if (body.count("input") != 0) { - prompt = body.at("input"); - } else if (body.contains("content")) { - res_type = TASK_RESPONSE_TYPE_NONE; // "content" field is not OAI compatible - prompt = body.at("content"); - } else { - res->error(format_error_response("\"input\" or \"content\" must be provided", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - - bool use_base64 = false; - if (body.count("encoding_format") != 0) { - const std::string& format = body.at("encoding_format"); - if (format == "base64") { - use_base64 = true; - } else if (format != "float") { - res->error(format_error_response("The format to return the embeddings in. Can be either float or base64", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - } - - auto tokenized_prompts = tokenize_input_prompts(ctx_server.vocab, ctx_server.mctx, prompt, true, true); - for (const auto & tokens : tokenized_prompts) { - // this check is necessary for models that do not add BOS token to the input - if (tokens.empty()) { - res->error(format_error_response("Input content cannot be empty", ERROR_TYPE_INVALID_REQUEST)); - return res; - } - } - - int embd_normalize = 2; // default to Euclidean/L2 norm - if (body.count("embd_normalize") != 0) { - embd_normalize = body.at("embd_normalize"); - if (llama_pooling_type(ctx_server.ctx) == LLAMA_POOLING_TYPE_NONE) { - SRV_DBG("embd_normalize is not supported by pooling type %d, ignoring it\n", llama_pooling_type(ctx_server.ctx)); - } - } - - // create and queue the task - json responses = json::array(); - server_response_reader rd(ctx_server); - { - std::vector tasks; - for (size_t i = 0; i < tokenized_prompts.size(); i++) { - server_task task = server_task(SERVER_TASK_TYPE_EMBEDDING); - - task.id = ctx_server.queue_tasks.get_new_id(); - task.index = i; - task.tokens = std::move(tokenized_prompts[i]); - - // OAI-compat - task.params.res_type = res_type; - task.params.embd_normalize = embd_normalize; - - tasks.push_back(std::move(task)); - } - rd.post_tasks(std::move(tasks)); - } - - // wait for the results - auto all_results = rd.wait_for_all(req.should_stop); - - // collect results - if (all_results.is_terminated) { - return res; // connection is closed - } else if (all_results.error) { - res->error(all_results.error->to_json()); - return res; - } else { - for (auto & res : all_results.results) { - GGML_ASSERT(dynamic_cast(res.get()) != nullptr); - responses.push_back(res->to_json()); - } - } - - // write JSON response - json root = res_type == TASK_RESPONSE_TYPE_OAI_EMBD - ? format_embeddings_response_oaicompat(body, responses, use_base64) - : json(responses); - res->ok(root); - return res; - } -}; - static std::function shutdown_handler; static std::atomic_flag is_terminating = ATOMIC_FLAG_INIT; @@ -3675,30 +34,38 @@ static inline void signal_handler(int signal) { static server_http_context::handler_t ex_wrapper(server_http_context::handler_t func) { return [func = std::move(func)](const server_http_req & req) -> server_http_res_ptr { std::string message; + error_type error; try { return func(req); + } catch (const std::invalid_argument & e) { + // treat invalid_argument as invalid request (400) + error = ERROR_TYPE_INVALID_REQUEST; + message = e.what(); } catch (const std::exception & e) { + // treat other exceptions as server error (500) + error = ERROR_TYPE_SERVER; message = e.what(); } catch (...) { + error = ERROR_TYPE_SERVER; message = "unknown error"; } auto res = std::make_unique(); res->status = 500; try { - json error_data = format_error_response(message, ERROR_TYPE_SERVER); + json error_data = format_error_response(message, error); res->status = json_value(error_data, "code", 500); res->data = safe_json_to_str({{ "error", error_data }}); - LOG_WRN("got exception: %s\n", res->data.c_str()); + SRV_WRN("got exception: %s\n", res->data.c_str()); } catch (const std::exception & e) { - LOG_ERR("got another exception: %s | while hanlding exception: %s\n", e.what(), message.c_str()); + SRV_ERR("got another exception: %s | while handling exception: %s\n", e.what(), message.c_str()); res->data = "Internal Server Error"; } return res; }; } -int main(int argc, char ** argv) { +int main(int argc, char ** argv, char ** envp) { // own arguments required by this example common_params params; @@ -3717,14 +84,16 @@ int main(int argc, char ** argv) { params.kv_unified = true; } + // for consistency between server router mode and single-model mode, we set the same model name as alias + if (params.model_alias.empty() && !params.model.name.empty()) { + params.model_alias = params.model.name; + } + common_init(); // struct that contains llama context and inference server_context ctx_server; - // Necessary similarity of prompt for slot selection - ctx_server.slot_prompt_similarity = params.slot_prompt_similarity; - llama_backend_init(); llama_numa_init(params.numa); @@ -3744,7 +113,43 @@ int main(int argc, char ** argv) { // // register API routes - server_routes routes(params, ctx_server, ctx_http); + server_routes routes(params, ctx_server, [&ctx_http]() { return ctx_http.is_ready.load(); }); + + bool is_router_server = params.model.path.empty(); + std::optional models_routes{}; + if (is_router_server) { + // setup server instances manager + models_routes.emplace(params, argc, argv, envp); + + // proxy handlers + // note: routes.get_health stays the same + routes.get_metrics = models_routes->proxy_get; + routes.post_props = models_routes->proxy_post; + routes.get_api_show = models_routes->proxy_get; + routes.post_completions = models_routes->proxy_post; + routes.post_completions_oai = models_routes->proxy_post; + routes.post_chat_completions = models_routes->proxy_post; + routes.post_anthropic_messages = models_routes->proxy_post; + routes.post_anthropic_count_tokens = models_routes->proxy_post; + routes.post_infill = models_routes->proxy_post; + routes.post_embeddings = models_routes->proxy_post; + routes.post_embeddings_oai = models_routes->proxy_post; + routes.post_rerank = models_routes->proxy_post; + routes.post_tokenize = models_routes->proxy_post; + routes.post_detokenize = models_routes->proxy_post; + routes.post_apply_template = models_routes->proxy_post; + routes.get_lora_adapters = models_routes->proxy_get; + routes.post_lora_adapters = models_routes->proxy_post; + routes.get_slots = models_routes->proxy_get; + routes.post_slots = models_routes->proxy_post; + + // custom routes for router + routes.get_props = models_routes->get_router_props; + routes.get_models = models_routes->get_router_models; + ctx_http.post("/models/load", ex_wrapper(models_routes->post_router_models_load)); + ctx_http.post("/models/unload", ex_wrapper(models_routes->post_router_models_unload)); + ctx_http.post("/models/status", ex_wrapper(models_routes->post_router_models_status)); + } ctx_http.get ("/health", ex_wrapper(routes.get_health)); // public endpoint (no API key check) ctx_http.get ("/v1/health", ex_wrapper(routes.get_health)); // public endpoint (no API key check) @@ -3785,51 +190,69 @@ int main(int argc, char ** argv) { // Start the server // - // setup clean up function, to be called before exit - auto clean_up = [&ctx_http, &ctx_server]() { - SRV_INF("%s: cleaning up before exit...\n", __func__); - ctx_http.stop(); - ctx_server.queue_results.terminate(); - llama_backend_free(); - }; + std::function clean_up; - // start the HTTP server before loading the model to be able to serve /health requests - if (!ctx_http.start()) { - clean_up(); - LOG_ERR("%s: exiting due to HTTP server error\n", __func__); - return 1; - } + if (is_router_server) { + LOG_INF("%s: starting router server, no model will be loaded in this process\n", __func__); - // load the model - LOG_INF("%s: loading model\n", __func__); + clean_up = [&models_routes]() { + SRV_INF("%s: cleaning up before exit...\n", __func__); + if (models_routes.has_value()) { + models_routes->models.unload_all(); + } + llama_backend_free(); + }; - if (!ctx_server.load_model(params)) { - clean_up(); - if (ctx_http.thread.joinable()) { - ctx_http.thread.join(); + if (!ctx_http.start()) { + clean_up(); + LOG_ERR("%s: exiting due to HTTP server error\n", __func__); + return 1; } - LOG_ERR("%s: exiting due to model loading error\n", __func__); - return 1; + ctx_http.is_ready.store(true); + + shutdown_handler = [&](int) { + ctx_http.stop(); + }; + + } else { + // setup clean up function, to be called before exit + clean_up = [&ctx_http, &ctx_server]() { + SRV_INF("%s: cleaning up before exit...\n", __func__); + ctx_http.stop(); + ctx_server.terminate(); + llama_backend_free(); + }; + + // start the HTTP server before loading the model to be able to serve /health requests + if (!ctx_http.start()) { + clean_up(); + LOG_ERR("%s: exiting due to HTTP server error\n", __func__); + return 1; + } + + // load the model + LOG_INF("%s: loading model\n", __func__); + + if (!ctx_server.load_model(params)) { + clean_up(); + if (ctx_http.thread.joinable()) { + ctx_http.thread.join(); + } + LOG_ERR("%s: exiting due to model loading error\n", __func__); + return 1; + } + + ctx_server.init(); + ctx_http.is_ready.store(true); + + LOG_INF("%s: model loaded\n", __func__); + + shutdown_handler = [&](int) { + // this will unblock start_loop() + ctx_server.terminate(); + }; } - ctx_server.init(); - ctx_http.is_ready.store(true); - - LOG_INF("%s: model loaded\n", __func__); - - ctx_server.queue_tasks.on_new_task([&ctx_server](server_task && task) { - ctx_server.process_single_task(std::move(task)); - }); - - ctx_server.queue_tasks.on_update_slots([&ctx_server]() { - ctx_server.update_slots(); - }); - - shutdown_handler = [&](int) { - // this will unblock start_loop() - ctx_server.queue_tasks.terminate(); - }; - // TODO: refactor in common/console #if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) struct sigaction sigint_action; @@ -3845,16 +268,39 @@ int main(int argc, char ** argv) { SetConsoleCtrlHandler(reinterpret_cast(console_ctrl_handler), true); #endif - LOG_INF("%s: server is listening on %s\n", __func__, ctx_http.listening_address.c_str()); - LOG_INF("%s: starting the main loop...\n", __func__); - // this call blocks the main thread until queue_tasks.terminate() is called - ctx_server.queue_tasks.start_loop(); + if (is_router_server) { + LOG_INF("%s: router server is listening on %s\n", __func__, ctx_http.listening_address.c_str()); + LOG_INF("%s: NOTE: router mode is experimental\n", __func__); + LOG_INF("%s: it is not recommended to use this mode in untrusted environments\n", __func__); + if (ctx_http.thread.joinable()) { + ctx_http.thread.join(); // keep the main thread alive + } - clean_up(); - if (ctx_http.thread.joinable()) { - ctx_http.thread.join(); + // when the HTTP server stops, clean up and exit + clean_up(); + } else { + LOG_INF("%s: server is listening on %s\n", __func__, ctx_http.listening_address.c_str()); + LOG_INF("%s: starting the main loop...\n", __func__); + + // optionally, notify router server that this instance is ready + const char * router_port = std::getenv("LLAMA_SERVER_ROUTER_PORT"); + std::thread monitor_thread; + if (router_port != nullptr) { + monitor_thread = server_models::setup_child_server(params, std::atoi(router_port), params.model_alias, shutdown_handler); + } + + // this call blocks the main thread until queue_tasks.terminate() is called + ctx_server.start_loop(); + + clean_up(); + if (ctx_http.thread.joinable()) { + ctx_http.thread.join(); + } + if (monitor_thread.joinable()) { + monitor_thread.join(); + } + llama_memory_breakdown_print(ctx_server.get_llama_context()); } - llama_memory_breakdown_print(ctx_server.ctx); return 0; } diff --git a/tools/server/tests/unit/test_basic.py b/tools/server/tests/unit/test_basic.py index cadaa91849..3405be3e25 100644 --- a/tools/server/tests/unit/test_basic.py +++ b/tools/server/tests/unit/test_basic.py @@ -65,6 +65,7 @@ def test_server_slots(): def test_load_split_model(): global server + server.offline = False server.model_hf_repo = "ggml-org/models" server.model_hf_file = "tinyllamas/split/stories15M-q8_0-00001-of-00003.gguf" server.model_alias = "tinyllama-split" diff --git a/tools/server/tests/unit/test_chat_completion.py b/tools/server/tests/unit/test_chat_completion.py index 392e0efecd..64f3158b98 100644 --- a/tools/server/tests/unit/test_chat_completion.py +++ b/tools/server/tests/unit/test_chat_completion.py @@ -41,7 +41,8 @@ def test_chat_completion(model, system_prompt, user_prompt, max_tokens, re_conte assert res.status_code == 200 assert "cmpl" in res.body["id"] # make sure the completion id has the expected format assert res.body["system_fingerprint"].startswith("b") - assert res.body["model"] == model if model is not None else server.model_alias + # we no longer reflect back the model name, see https://github.com/ggml-org/llama.cpp/pull/17668 + # assert res.body["model"] == model if model is not None else server.model_alias assert res.body["usage"]["prompt_tokens"] == n_prompt assert res.body["usage"]["completion_tokens"] == n_predicted choice = res.body["choices"][0] @@ -59,7 +60,7 @@ def test_chat_completion(model, system_prompt, user_prompt, max_tokens, re_conte ) def test_chat_completion_stream(system_prompt, user_prompt, max_tokens, re_content, n_prompt, n_predicted, finish_reason): global server - server.model_alias = None # try using DEFAULT_OAICOMPAT_MODEL + server.model_alias = "llama-test-model" server.start() res = server.make_stream_request("POST", "/chat/completions", data={ "max_tokens": max_tokens, @@ -81,7 +82,7 @@ def test_chat_completion_stream(system_prompt, user_prompt, max_tokens, re_conte else: assert "role" not in choice["delta"] assert data["system_fingerprint"].startswith("b") - assert "gpt-3.5" in data["model"] # DEFAULT_OAICOMPAT_MODEL, maybe changed in the future + assert data["model"] == "llama-test-model" if last_cmpl_id is None: last_cmpl_id = data["id"] assert last_cmpl_id == data["id"] # make sure the completion id is the same for all events in the stream @@ -198,7 +199,7 @@ def test_completion_with_response_format(response_format: dict, n_predicted: int choice = res.body["choices"][0] assert match_regex(re_content, choice["message"]["content"]) else: - assert res.status_code != 200 + assert res.status_code == 400 assert "error" in res.body @@ -476,3 +477,22 @@ def test_return_progress(n_batch, batch_count, reuse_cache): assert last_progress["total"] > 0 assert last_progress["processed"] == last_progress["total"] assert total_batch_count == batch_count + + +def test_chat_completions_multiple_choices(): + global server + server.start() + res = server.make_request("POST", "/chat/completions", data={ + "max_tokens": 8, + "n": 2, + "messages": [ + {"role": "system", "content": "Book"}, + {"role": "user", "content": "What is the best book"}, + ], + }) + assert res.status_code == 200 + assert len(res.body["choices"]) == 2 + for choice in res.body["choices"]: + assert "assistant" == choice["message"]["role"] + assert match_regex("Suddenly", choice["message"]["content"]) + assert choice["finish_reason"] == "length" diff --git a/tools/server/tests/unit/test_compat_anthropic.py b/tools/server/tests/unit/test_compat_anthropic.py index d55dd1d945..e0a003557e 100644 --- a/tools/server/tests/unit/test_compat_anthropic.py +++ b/tools/server/tests/unit/test_compat_anthropic.py @@ -684,7 +684,7 @@ def test_anthropic_streaming_content_block_indices(): # Request that might produce both text and tool use res = server.make_stream_request("POST", "/v1/messages", data={ "model": "test", - "max_tokens": 200, + "max_tokens": 400, "stream": True, "tools": [{ "name": "test_tool", diff --git a/tools/server/tests/unit/test_router.py b/tools/server/tests/unit/test_router.py new file mode 100644 index 0000000000..e85f2c3382 --- /dev/null +++ b/tools/server/tests/unit/test_router.py @@ -0,0 +1,194 @@ +import pytest +from utils import * + +server: ServerProcess + +@pytest.fixture(autouse=True) +def create_server(): + global server + server = ServerPreset.router() + + +@pytest.mark.parametrize( + "model,success", + [ + ("ggml-org/tinygemma3-GGUF:Q8_0", True), + ("non-existent/model", False), + ] +) +def test_router_chat_completion_stream(model: str, success: bool): + global server + server.start() + content = "" + ex: ServerError | None = None + try: + res = server.make_stream_request("POST", "/chat/completions", data={ + "model": model, + "max_tokens": 16, + "messages": [ + {"role": "user", "content": "hello"}, + ], + "stream": True, + }) + for data in res: + if data["choices"]: + choice = data["choices"][0] + if choice["finish_reason"] in ["stop", "length"]: + assert "content" not in choice["delta"] + else: + assert choice["finish_reason"] is None + content += choice["delta"]["content"] or '' + except ServerError as e: + ex = e + + if success: + assert ex is None + assert len(content) > 0 + else: + assert ex is not None + assert content == "" + + +def _get_model_status(model_id: str) -> str: + res = server.make_request("GET", "/models") + assert res.status_code == 200 + for item in res.body.get("data", []): + if item.get("id") == model_id or item.get("model") == model_id: + return item["status"]["value"] + raise AssertionError(f"Model {model_id} not found in /models response") + + +def _wait_for_model_status(model_id: str, desired: set[str], timeout: int = 60) -> str: + deadline = time.time() + timeout + last_status = None + while time.time() < deadline: + last_status = _get_model_status(model_id) + if last_status in desired: + return last_status + time.sleep(1) + raise AssertionError( + f"Timed out waiting for {model_id} to reach {desired}, last status: {last_status}" + ) + + +def _load_model_and_wait( + model_id: str, timeout: int = 60, headers: dict | None = None +) -> None: + load_res = server.make_request( + "POST", "/models/load", data={"model": model_id}, headers=headers + ) + assert load_res.status_code == 200 + assert isinstance(load_res.body, dict) + assert load_res.body.get("success") is True + _wait_for_model_status(model_id, {"loaded"}, timeout=timeout) + + +def test_router_unload_model(): + global server + server.start() + model_id = "ggml-org/tinygemma3-GGUF:Q8_0" + + _load_model_and_wait(model_id) + + unload_res = server.make_request("POST", "/models/unload", data={"model": model_id}) + assert unload_res.status_code == 200 + assert unload_res.body.get("success") is True + _wait_for_model_status(model_id, {"unloaded"}) + + +def test_router_models_max_evicts_lru(): + global server + server.models_max = 2 + server.start() + + candidate_models = [ + "ggml-org/tinygemma3-GGUF:Q8_0", + "ggml-org/test-model-stories260K", + "ggml-org/test-model-stories260K-infill", + ] + + # Load only the first 2 models to fill the cache + first, second, third = candidate_models[:3] + + _load_model_and_wait(first, timeout=120) + _load_model_and_wait(second, timeout=120) + + # Verify both models are loaded + assert _get_model_status(first) == "loaded" + assert _get_model_status(second) == "loaded" + + # Load the third model - this should trigger LRU eviction of the first model + _load_model_and_wait(third, timeout=120) + + # Verify eviction: third is loaded, first was evicted + assert _get_model_status(third) == "loaded" + assert _get_model_status(first) == "unloaded" + + +def test_router_no_models_autoload(): + global server + server.no_models_autoload = True + server.start() + model_id = "ggml-org/tinygemma3-GGUF:Q8_0" + + res = server.make_request( + "POST", + "/v1/chat/completions", + data={ + "model": model_id, + "messages": [{"role": "user", "content": "hello"}], + "max_tokens": 4, + }, + ) + assert res.status_code == 400 + assert "error" in res.body + + _load_model_and_wait(model_id) + + success_res = server.make_request( + "POST", + "/v1/chat/completions", + data={ + "model": model_id, + "messages": [{"role": "user", "content": "hello"}], + "max_tokens": 4, + }, + ) + assert success_res.status_code == 200 + assert "error" not in success_res.body + + +def test_router_api_key_required(): + global server + server.api_key = "sk-router-secret" + server.start() + + model_id = "ggml-org/tinygemma3-GGUF:Q8_0" + auth_headers = {"Authorization": f"Bearer {server.api_key}"} + + res = server.make_request( + "POST", + "/v1/chat/completions", + data={ + "model": model_id, + "messages": [{"role": "user", "content": "hello"}], + "max_tokens": 4, + }, + ) + assert res.status_code == 401 + assert res.body.get("error", {}).get("type") == "authentication_error" + + _load_model_and_wait(model_id, headers=auth_headers) + + authed = server.make_request( + "POST", + "/v1/chat/completions", + headers=auth_headers, + data={ + "model": model_id, + "messages": [{"role": "user", "content": "hello"}], + "max_tokens": 4, + }, + ) + assert authed.status_code == 200 + assert "error" not in authed.body diff --git a/tools/server/tests/unit/test_security.py b/tools/server/tests/unit/test_security.py index e160a8e6d3..8c38b89d53 100644 --- a/tools/server/tests/unit/test_security.py +++ b/tools/server/tests/unit/test_security.py @@ -94,3 +94,34 @@ def test_cors_options(origin: str, cors_header: str, cors_header_value: str): assert res.status_code == 200 assert cors_header in res.headers assert res.headers[cors_header] == cors_header_value + + +@pytest.mark.parametrize( + "media_path, image_url, success", + [ + (None, "file://mtmd/test-1.jpeg", False), # disabled media path, should fail + ("../../../tools", "file://mtmd/test-1.jpeg", True), + ("../../../tools", "file:////mtmd//test-1.jpeg", True), # should be the same file as above + ("../../../tools", "file://mtmd/notfound.jpeg", False), # non-existent file + ("../../../tools", "file://../mtmd/test-1.jpeg", False), # no directory traversal + ] +) +def test_local_media_file(media_path, image_url, success,): + server = ServerPreset.tinygemma3() + server.media_path = media_path + server.start() + res = server.make_request("POST", "/chat/completions", data={ + "max_tokens": 1, + "messages": [ + {"role": "user", "content": [ + {"type": "text", "text": "test"}, + {"type": "image_url", "image_url": { + "url": image_url, + }}, + ]}, + ], + }) + if success: + assert res.status_code == 200 + else: + assert res.status_code == 400 diff --git a/tools/server/tests/utils.py b/tools/server/tests/utils.py index a779283d69..48e7403602 100644 --- a/tools/server/tests/utils.py +++ b/tools/server/tests/utils.py @@ -7,6 +7,7 @@ import subprocess import os import re import json +from json import JSONDecodeError import sys import requests import time @@ -46,7 +47,7 @@ class ServerProcess: debug: bool = False server_port: int = 8080 server_host: str = "127.0.0.1" - model_hf_repo: str = "ggml-org/models" + model_hf_repo: str | None = "ggml-org/models" model_hf_file: str | None = "tinyllamas/stories260K.gguf" model_alias: str = "tinyllama-2" temperature: float = 0.8 @@ -83,6 +84,9 @@ class ServerProcess: pooling: str | None = None draft: int | None = None api_key: str | None = None + models_dir: str | None = None + models_max: int | None = None + no_models_autoload: bool | None = None lora_files: List[str] | None = None enable_ctx_shift: int | None = False draft_min: int | None = None @@ -95,6 +99,7 @@ class ServerProcess: chat_template_file: str | None = None server_path: str | None = None mmproj_url: str | None = None + media_path: str | None = None # session variables process: subprocess.Popen | None = None @@ -142,6 +147,10 @@ class ServerProcess: server_args.extend(["--hf-repo", self.model_hf_repo]) if self.model_hf_file: server_args.extend(["--hf-file", self.model_hf_file]) + if self.models_dir: + server_args.extend(["--models-dir", self.models_dir]) + if self.models_max is not None: + server_args.extend(["--models-max", self.models_max]) if self.n_batch: server_args.extend(["--batch-size", self.n_batch]) if self.n_ubatch: @@ -203,6 +212,8 @@ class ServerProcess: server_args.extend(["--draft-min", self.draft_min]) if self.no_webui: server_args.append("--no-webui") + if self.no_models_autoload: + server_args.append("--no-models-autoload") if self.jinja: server_args.append("--jinja") else: @@ -217,6 +228,8 @@ class ServerProcess: server_args.extend(["--chat-template-file", self.chat_template_file]) if self.mmproj_url: server_args.extend(["--mmproj-url", self.mmproj_url]) + if self.media_path: + server_args.extend(["--media-path", self.media_path]) args = [str(arg) for arg in [server_path, *server_args]] print(f"tests: starting server with: {' '.join(args)}") @@ -292,7 +305,13 @@ class ServerProcess: result = ServerResponse() result.headers = dict(response.headers) result.status_code = response.status_code - result.body = response.json() if parse_body else None + if parse_body: + try: + result.body = response.json() + except JSONDecodeError: + result.body = response.text + else: + result.body = None print("Response from server", json.dumps(result.body, indent=2)) return result @@ -431,8 +450,9 @@ class ServerPreset: @staticmethod def tinyllama2() -> ServerProcess: server = ServerProcess() - server.model_hf_repo = "ggml-org/models" - server.model_hf_file = "tinyllamas/stories260K.gguf" + server.offline = True # will be downloaded by load_all() + server.model_hf_repo = "ggml-org/test-model-stories260K" + server.model_hf_file = None server.model_alias = "tinyllama-2" server.n_ctx = 512 server.n_batch = 32 @@ -476,8 +496,8 @@ class ServerPreset: def tinyllama_infill() -> ServerProcess: server = ServerProcess() server.offline = True # will be downloaded by load_all() - server.model_hf_repo = "ggml-org/models" - server.model_hf_file = "tinyllamas/stories260K-infill.gguf" + server.model_hf_repo = "ggml-org/test-model-stories260K-infill" + server.model_hf_file = None server.model_alias = "tinyllama-infill" server.n_ctx = 2048 server.n_batch = 1024 @@ -521,9 +541,8 @@ class ServerPreset: server = ServerProcess() server.offline = True # will be downloaded by load_all() # mmproj is already provided by HF registry API - server.model_hf_repo = "ggml-org/tinygemma3-GGUF" - server.model_hf_file = "tinygemma3-Q8_0.gguf" - server.mmproj_url = "https://huggingface.co/ggml-org/tinygemma3-GGUF/resolve/main/mmproj-tinygemma3.gguf" + server.model_hf_file = None + server.model_hf_repo = "ggml-org/tinygemma3-GGUF:Q8_0" server.model_alias = "tinygemma3" server.n_ctx = 1024 server.n_batch = 32 @@ -532,6 +551,22 @@ class ServerPreset: server.seed = 42 return server + @staticmethod + def router() -> ServerProcess: + server = ServerProcess() + server.offline = True # will be downloaded by load_all() + # router server has no models + server.model_file = None + server.model_alias = None + server.model_hf_repo = None + server.model_hf_file = None + server.n_ctx = 1024 + server.n_batch = 16 + server.n_slots = 1 + server.n_predict = 16 + server.seed = 42 + return server + def parallel_function_calls(function_list: List[Tuple[Callable[..., Any], Tuple[Any, ...]]]) -> List[Any]: """ diff --git a/tools/server/webui/.storybook/main.ts b/tools/server/webui/.storybook/main.ts index 7145bcb7eb..bfd16fa224 100644 --- a/tools/server/webui/.storybook/main.ts +++ b/tools/server/webui/.storybook/main.ts @@ -1,7 +1,7 @@ import type { StorybookConfig } from '@storybook/sveltekit'; const config: StorybookConfig = { - stories: ['../src/**/*.mdx', '../src/**/*.stories.@(js|ts|svelte)'], + stories: ['../tests/stories/**/*.mdx', '../tests/stories/**/*.stories.@(js|ts|svelte)'], addons: [ '@storybook/addon-svelte-csf', '@chromatic-com/storybook', diff --git a/tools/server/webui/README.md b/tools/server/webui/README.md index 9d16f34d86..d995271fc4 100644 --- a/tools/server/webui/README.md +++ b/tools/server/webui/README.md @@ -2,65 +2,685 @@ A modern, feature-rich web interface for llama.cpp built with SvelteKit. This UI provides an intuitive chat interface with advanced file handling, conversation management, and comprehensive model interaction capabilities. +The WebUI supports two server operation modes: + +- **MODEL mode** - Single model operation (standard llama-server) +- **ROUTER mode** - Multi-model operation with dynamic model loading/unloading + +--- + +## Table of Contents + +- [Features](#features) +- [Getting Started](#getting-started) +- [Tech Stack](#tech-stack) +- [Build Pipeline](#build-pipeline) +- [Architecture](#architecture) +- [Data Flows](#data-flows) +- [Architectural Patterns](#architectural-patterns) +- [Testing](#testing) + +--- + ## Features -- **Modern Chat Interface** - Clean, responsive design with dark/light mode -- **File Attachments** - Support for images, text files, PDFs, and audio with rich previews and drag-and-drop support -- **Conversation Management** - Create, edit, branch, and search conversations -- **Advanced Markdown** - Code highlighting, math formulas (KaTeX), and content blocks -- **Reasoning Content** - Support for models with thinking blocks -- **Keyboard Shortcuts** - Keyboard navigation (Shift+Ctrl/Cmd+O for new chat, Shift+Ctrl/Cmdt+E for edit conversation, Shift+Ctrl/Cmdt+D for delete conversation, Ctrl/Cmd+K for search, Ctrl/Cmd+V for paste, Ctrl/Cmd+B for opening/collapsing sidebar) -- **Request Tracking** - Monitor processing with slots endpoint integration -- **UI Testing** - Storybook component library with automated tests +### Chat Interface -## Development +- **Streaming responses** with real-time updates +- **Reasoning content** - Support for models with thinking/reasoning blocks +- **Dark/light theme** with system preference detection +- **Responsive design** for desktop and mobile -Install dependencies: +### File Attachments + +- **Images** - JPEG, PNG, GIF, WebP, SVG (with PNG conversion) +- **Documents** - PDF (text extraction or image conversion for vision models) +- **Audio** - MP3, WAV for audio-capable models +- **Text files** - Source code, markdown, and other text formats +- **Drag-and-drop** and paste support with rich previews + +### Conversation Management + +- **Branching** - Branch messages conversations at any point by editing messages or regenerating responses, navigate between branches +- **Regeneration** - Regenerate responses with optional model switching (ROUTER mode) +- **Import/Export** - JSON format for backup and sharing +- **Search** - Find conversations by title or content + +### Advanced Rendering + +- **Syntax highlighting** - Code blocks with language detection +- **Math formulas** - KaTeX rendering for LaTeX expressions +- **Markdown** - Full GFM support with tables, lists, and more + +### Multi-Model Support (ROUTER mode) + +- **Model selector** with Loaded/Available groups +- **Automatic loading** - Models load on selection +- **Modality validation** - Prevents sending images to non-vision models +- **LRU unloading** - Server auto-manages model cache + +### Keyboard Shortcuts + +| Shortcut | Action | +| ------------------ | -------------------- | +| `Shift+Ctrl/Cmd+O` | New chat | +| `Shift+Ctrl/Cmd+E` | Edit conversation | +| `Shift+Ctrl/Cmd+D` | Delete conversation | +| `Ctrl/Cmd+K` | Search conversations | +| `Ctrl/Cmd+B` | Toggle sidebar | + +### Developer Experience + +- **Request tracking** - Monitor token generation with `/slots` endpoint +- **Storybook** - Component library with visual testing +- **Hot reload** - Instant updates during development + +--- + +## Getting Started + +### Prerequisites + +- **Node.js** 18+ (20+ recommended) +- **npm** 9+ +- **llama-server** running locally (for API access) + +### 1. Install Dependencies ```bash +cd tools/server/webui npm install ``` -Start the development server + Storybook: +### 2. Start llama-server + +In a separate terminal, start the backend server: + +```bash +# Single model (MODEL mode) +./llama-server -m model.gguf + +# Multi-model (ROUTER mode) +./llama-server --model-store /path/to/models +``` + +### 3. Start Development Servers ```bash npm run dev ``` -This will start both the SvelteKit dev server and Storybook on port 6006. +This starts: -## Building +- **Vite dev server** at `http://localhost:5173` - The main WebUI +- **Storybook** at `http://localhost:6006` - Component documentation -Create a production build: +The Vite dev server proxies API requests to `http://localhost:8080` (default llama-server port): + +```typescript +// vite.config.ts proxy configuration +proxy: { + '/v1': 'http://localhost:8080', + '/props': 'http://localhost:8080', + '/slots': 'http://localhost:8080', + '/models': 'http://localhost:8080' +} +``` + +### Development Workflow + +1. Open `http://localhost:5173` in your browser +2. Make changes to `.svelte`, `.ts`, or `.css` files +3. Changes hot-reload instantly +4. Use Storybook at `http://localhost:6006` for isolated component development + +--- + +## Tech Stack + +| Layer | Technology | Purpose | +| ----------------- | ------------------------------- | -------------------------------------------------------- | +| **Framework** | SvelteKit + Svelte 5 | Reactive UI with runes (`$state`, `$derived`, `$effect`) | +| **UI Components** | shadcn-svelte + bits-ui | Accessible, customizable component library | +| **Styling** | TailwindCSS 4 | Utility-first CSS with design tokens | +| **Database** | IndexedDB (Dexie) | Client-side storage for conversations and messages | +| **Build** | Vite | Fast bundling with static adapter | +| **Testing** | Playwright + Vitest + Storybook | E2E, unit, and visual testing | +| **Markdown** | remark + rehype | Markdown processing with KaTeX and syntax highlighting | + +### Key Dependencies + +```json +{ + "svelte": "^5.0.0", + "bits-ui": "^2.8.11", + "dexie": "^4.0.11", + "pdfjs-dist": "^5.4.54", + "highlight.js": "^11.11.1", + "rehype-katex": "^7.0.1" +} +``` + +--- + +## Build Pipeline + +### Development Build + +```bash +npm run dev +``` + +Runs Vite in development mode with: + +- Hot Module Replacement (HMR) +- Source maps +- Proxy to llama-server + +### Production Build ```bash npm run build ``` -The build outputs static files to `../public` directory for deployment with llama.cpp server. +The build process: -## Testing +1. **Vite Build** - Bundles all TypeScript, Svelte, and CSS +2. **Static Adapter** - Outputs to `../public` (llama-server's static file directory) +3. **Post-Build Script** - Cleans up intermediate files +4. **Custom Plugin** - Creates `index.html.gz` with: + - Inlined favicon as base64 + - GZIP compression (level 9) + - Deterministic output (zeroed timestamps) -Run the test suite: - -```bash -# E2E tests -npm run test:e2e - -# Unit tests -npm run test:unit - -# UI tests -npm run test:ui - -# All tests -npm run test +```text +tools/server/webui/ → build → tools/server/public/ +├── src/ ├── index.html.gz (served by llama-server) +├── static/ └── (favicon inlined) +└── ... ``` +### SvelteKit Configuration + +```javascript +// svelte.config.js +adapter: adapter({ + pages: '../public', // Output directory + assets: '../public', // Static assets + fallback: 'index.html', // SPA fallback + strict: true +}), +output: { + bundleStrategy: 'inline' // Single-file bundle +} +``` + +### Integration with llama-server + +The WebUI is embedded directly into the llama-server binary: + +1. `npm run build` outputs `index.html.gz` to `tools/server/public/` +2. llama-server compiles this into the binary at build time +3. When accessing `/`, llama-server serves the gzipped HTML +4. All assets are inlined (CSS, JS, fonts, favicon) + +This results in a **single portable binary** with the full WebUI included. + +--- + ## Architecture -- **Framework**: SvelteKit with Svelte 5 runes -- **Components**: ShadCN UI + bits-ui design system -- **Database**: IndexedDB with Dexie for local storage -- **Build**: Static adapter for deployment with llama.cpp server -- **Testing**: Playwright (E2E) + Vitest (unit) + Storybook (components) +The WebUI follows a layered architecture with unidirectional data flow: + +```text +Routes → Components → Hooks → Stores → Services → Storage/API +``` + +### High-Level Architecture + +See: [`docs/architecture/high-level-architecture-simplified.md`](docs/architecture/high-level-architecture-simplified.md) + +```mermaid +flowchart TB + subgraph Routes["📍 Routes"] + R1["/ (Welcome)"] + R2["/chat/[id]"] + RL["+layout.svelte"] + end + + subgraph Components["🧩 Components"] + C_Sidebar["ChatSidebar"] + C_Screen["ChatScreen"] + C_Form["ChatForm"] + C_Messages["ChatMessages"] + C_ModelsSelector["ModelsSelector"] + C_Settings["ChatSettings"] + end + + subgraph Stores["🗄️ Stores"] + S1["chatStore"] + S2["conversationsStore"] + S3["modelsStore"] + S4["serverStore"] + S5["settingsStore"] + end + + subgraph Services["⚙️ Services"] + SV1["ChatService"] + SV2["ModelsService"] + SV3["PropsService"] + SV4["DatabaseService"] + end + + subgraph Storage["💾 Storage"] + ST1["IndexedDB"] + ST2["LocalStorage"] + end + + subgraph APIs["🌐 llama-server"] + API1["/v1/chat/completions"] + API2["/props"] + API3["/models/*"] + end + + R1 & R2 --> C_Screen + RL --> C_Sidebar + C_Screen --> C_Form & C_Messages & C_Settings + C_Screen --> S1 & S2 + C_ModelsSelector --> S3 & S4 + S1 --> SV1 & SV4 + S3 --> SV2 & SV3 + SV4 --> ST1 + SV1 --> API1 + SV2 --> API3 + SV3 --> API2 +``` + +### Layer Breakdown + +#### Routes (`src/routes/`) + +- **`/`** - Welcome screen, creates new conversation +- **`/chat/[id]`** - Active chat interface +- **`+layout.svelte`** - Sidebar, navigation, global initialization + +#### Components (`src/lib/components/`) + +Components are organized in `app/` (application-specific) and `ui/` (shadcn-svelte primitives). + +**Chat Components** (`app/chat/`): + +| Component | Responsibility | +| ------------------ | --------------------------------------------------------------------------- | +| `ChatScreen/` | Main chat container, coordinates message list, input form, and attachments | +| `ChatForm/` | Message input textarea with file upload, paste handling, keyboard shortcuts | +| `ChatMessages/` | Message list with branch navigation, regenerate/continue/edit actions | +| `ChatAttachments/` | File attachment previews, drag-and-drop, PDF/image/audio handling | +| `ChatSettings/` | Parameter sliders (temperature, top-p, etc.) with server default sync | +| `ChatSidebar/` | Conversation list, search, import/export, navigation | + +**Dialog Components** (`app/dialogs/`): + +| Component | Responsibility | +| ------------------------------- | -------------------------------------------------------- | +| `DialogChatSettings` | Full-screen settings configuration | +| `DialogModelInformation` | Model details (context size, modalities, parallel slots) | +| `DialogChatAttachmentPreview` | Full preview for images, PDFs (text or page view), code | +| `DialogConfirmation` | Generic confirmation for destructive actions | +| `DialogConversationTitleUpdate` | Edit conversation title | + +**Server/Model Components** (`app/server/`, `app/models/`): + +| Component | Responsibility | +| ------------------- | --------------------------------------------------------- | +| `ServerErrorSplash` | Error display when server is unreachable | +| `ModelsSelector` | Model dropdown with Loaded/Available groups (ROUTER mode) | + +**Shared UI Components** (`app/misc/`): + +| Component | Responsibility | +| -------------------------------- | ---------------------------------------------------------------- | +| `MarkdownContent` | Markdown rendering with KaTeX, syntax highlighting, copy buttons | +| `SyntaxHighlightedCode` | Code blocks with language detection and highlighting | +| `ActionButton`, `ActionDropdown` | Reusable action buttons and menus | +| `BadgeModality`, `BadgeInfo` | Status and capability badges | + +#### Hooks (`src/lib/hooks/`) + +- **`useModelChangeValidation`** - Validates model switch against conversation modalities +- **`useProcessingState`** - Tracks streaming progress and token generation + +#### Stores (`src/lib/stores/`) + +| Store | Responsibility | +| -------------------- | --------------------------------------------------------- | +| `chatStore` | Message sending, streaming, abort control, error handling | +| `conversationsStore` | CRUD for conversations, message branching, navigation | +| `modelsStore` | Model list, selection, loading/unloading (ROUTER) | +| `serverStore` | Server properties, role detection, modalities | +| `settingsStore` | User preferences, parameter sync with server defaults | + +#### Services (`src/lib/services/`) + +| Service | Responsibility | +| ---------------------- | ----------------------------------------------- | +| `ChatService` | API calls to`/v1/chat/completions`, SSE parsing | +| `ModelsService` | `/models`, `/models/load`, `/models/unload` | +| `PropsService` | `/props`, `/props?model=` | +| `DatabaseService` | IndexedDB operations via Dexie | +| `ParameterSyncService` | Syncs settings with server defaults | + +--- + +## Data Flows + +### MODEL Mode (Single Model) + +See: [`docs/flows/data-flow-simplified-model-mode.md`](docs/flows/data-flow-simplified-model-mode.md) + +```mermaid +sequenceDiagram + participant User + participant UI + participant Stores + participant DB as IndexedDB + participant API as llama-server + + Note over User,API: Initialization + UI->>Stores: initialize() + Stores->>DB: load conversations + Stores->>API: GET /props + API-->>Stores: server config + Stores->>API: GET /v1/models + API-->>Stores: single model (auto-selected) + + Note over User,API: Chat Flow + User->>UI: send message + Stores->>DB: save user message + Stores->>API: POST /v1/chat/completions (stream) + loop streaming + API-->>Stores: SSE chunks + Stores-->>UI: reactive update + end + Stores->>DB: save assistant message +``` + +### ROUTER Mode (Multi-Model) + +See: [`docs/flows/data-flow-simplified-router-mode.md`](docs/flows/data-flow-simplified-router-mode.md) + +```mermaid +sequenceDiagram + participant User + participant UI + participant Stores + participant API as llama-server + + Note over User,API: Initialization + Stores->>API: GET /props + API-->>Stores: {role: "router"} + Stores->>API: GET /models + API-->>Stores: models[] with status + + Note over User,API: Model Selection + User->>UI: select model + alt model not loaded + Stores->>API: POST /models/load + loop poll status + Stores->>API: GET /models + end + Stores->>API: GET /props?model=X + end + Stores->>Stores: validate modalities + + Note over User,API: Chat Flow + Stores->>API: POST /v1/chat/completions {model: X} + loop streaming + API-->>Stores: SSE chunks + model info + end +``` + +### Detailed Flow Diagrams + +| Flow | Description | File | +| ------------- | ------------------------------------------ | ----------------------------------------------------------- | +| Chat | Message lifecycle, streaming, regeneration | [`chat-flow.md`](docs/flows/chat-flow.md) | +| Models | Loading, unloading, modality caching | [`models-flow.md`](docs/flows/models-flow.md) | +| Server | Props fetching, role detection | [`server-flow.md`](docs/flows/server-flow.md) | +| Conversations | CRUD, branching, import/export | [`conversations-flow.md`](docs/flows/conversations-flow.md) | +| Database | IndexedDB schema, operations | [`database-flow.md`](docs/flows/database-flow.md) | +| Settings | Parameter sync, user overrides | [`settings-flow.md`](docs/flows/settings-flow.md) | + +--- + +## Architectural Patterns + +### 1. Reactive State with Svelte 5 Runes + +All stores use Svelte 5's fine-grained reactivity: + +```typescript +// Store with reactive state +class ChatStore { + #isLoading = $state(false); + #currentResponse = $state(''); + + // Derived values auto-update + get isStreaming() { + return $derived(this.#isLoading && this.#currentResponse.length > 0); + } +} + +// Exported reactive accessors +export const isLoading = () => chatStore.isLoading; +export const currentResponse = () => chatStore.currentResponse; +``` + +### 2. Unidirectional Data Flow + +Data flows in one direction, making state predictable: + +```mermaid +flowchart LR + subgraph UI["UI Layer"] + A[User Action] --> B[Component] + end + + subgraph State["State Layer"] + B --> C[Store Method] + C --> D[State Update] + end + + subgraph IO["I/O Layer"] + C --> E[Service] + E --> F[API / IndexedDB] + F -.->|Response| D + end + + D -->|Reactive| B +``` + +Components dispatch actions to stores, stores coordinate with services for I/O, and state updates reactively propagate back to the UI. + +### 3. Per-Conversation State + +Enables concurrent streaming across multiple conversations: + +```typescript +class ChatStore { + chatLoadingStates = new Map(); + chatStreamingStates = new Map(); + abortControllers = new Map(); +} +``` + +### 4. Message Branching with Tree Structure + +Conversations are stored as a tree, not a linear list: + +```typescript +interface DatabaseMessage { + id: string; + parent: string | null; // Points to parent message + children: string[]; // List of child message IDs + // ... +} + +interface DatabaseConversation { + currentNode: string; // Currently viewed branch tip + // ... +} +``` + +Navigation between branches updates `currentNode` without losing history. + +### 5. Layered Service Architecture + +Stores handle state; services handle I/O: + +```text +┌─────────────────┐ +│ Stores │ Business logic, state management +├─────────────────┤ +│ Services │ API calls, database operations +├─────────────────┤ +│ Storage/API │ IndexedDB, LocalStorage, HTTP +└─────────────────┘ +``` + +### 6. Server Role Abstraction + +Single codebase handles both MODEL and ROUTER modes: + +```typescript +// serverStore.ts +get isRouterMode() { + return this.role === ServerRole.ROUTER; +} + +// Components conditionally render based on mode +{#if isRouterMode()} + +{/if} +``` + +### 7. Modality Validation + +Prevents sending attachments to incompatible models: + +```typescript +// useModelChangeValidation hook +const validate = (modelId: string) => { + const modelModalities = modelsStore.getModelModalities(modelId); + const conversationModalities = conversationsStore.usedModalities; + + // Check if model supports all used modalities + if (conversationModalities.hasImages && !modelModalities.vision) { + return { valid: false, reason: 'Model does not support images' }; + } + // ... +}; +``` + +### 8. Persistent Storage Strategy + +Data is persisted across sessions using two storage mechanisms: + +```mermaid +flowchart TB + subgraph Browser["Browser Storage"] + subgraph IDB["IndexedDB (Dexie)"] + C[Conversations] + M[Messages] + end + subgraph LS["LocalStorage"] + S[Settings Config] + O[User Overrides] + T[Theme Preference] + end + end + + subgraph Stores["Svelte Stores"] + CS[conversationsStore] --> C + CS --> M + SS[settingsStore] --> S + SS --> O + SS --> T + end +``` + +- **IndexedDB**: Conversations and messages (large, structured data) +- **LocalStorage**: Settings, user parameter overrides, theme (small key-value data) +- **Memory only**: Server props, model list (fetched fresh on each session) + +--- + +## Testing + +### Test Types + +| Type | Tool | Location | Command | +| ------------- | ------------------ | -------------------------------- | ------------------- | +| **E2E** | Playwright | `tests/e2e/` | `npm run test:e2e` | +| **Unit** | Vitest | `tests/client/`, `tests/server/` | `npm run test:unit` | +| **UI/Visual** | Storybook + Vitest | `tests/stories/` | `npm run test:ui` | + +### Running Tests + +```bash +# All tests +npm run test + +# Individual test suites +npm run test:e2e # End-to-end (requires llama-server) +npm run test:client # Client-side unit tests +npm run test:server # Server-side unit tests +npm run test:ui # Storybook visual tests +``` + +### Storybook Development + +```bash +npm run storybook # Start Storybook dev server on :6006 +npm run build-storybook # Build static Storybook +``` + +### Linting and Formatting + +```bash +npm run lint # Check code style +npm run format # Auto-format with Prettier +npm run check # TypeScript type checking +``` + +--- + +## Project Structure + +```text +tools/server/webui/ +├── src/ +│ ├── lib/ +│ │ ├── components/ # UI components (app/, ui/) +│ │ ├── hooks/ # Svelte hooks +│ │ ├── stores/ # State management +│ │ ├── services/ # API and database services +│ │ ├── types/ # TypeScript interfaces +│ │ └── utils/ # Utility functions +│ ├── routes/ # SvelteKit routes +│ └── styles/ # Global styles +├── static/ # Static assets +├── tests/ # Test files +├── docs/ # Architecture diagrams +│ ├── architecture/ # High-level architecture +│ └── flows/ # Feature-specific flows +└── .storybook/ # Storybook configuration +``` + +--- + +## Related Documentation + +- [llama.cpp Server README](../README.md) - Full server documentation +- [Multimodal Documentation](../../../docs/multimodal.md) - Image and audio support +- [Function Calling](../../../docs/function-calling.md) - Tool use capabilities diff --git a/tools/server/webui/docs/architecture/high-level-architecture-simplified.md b/tools/server/webui/docs/architecture/high-level-architecture-simplified.md new file mode 100644 index 0000000000..50f2e1df0a --- /dev/null +++ b/tools/server/webui/docs/architecture/high-level-architecture-simplified.md @@ -0,0 +1,102 @@ +```mermaid +flowchart TB + subgraph Routes["📍 Routes"] + R1["/ (Welcome)"] + R2["/chat/[id]"] + RL["+layout.svelte"] + end + + subgraph Components["🧩 Components"] + C_Sidebar["ChatSidebar"] + C_Screen["ChatScreen"] + C_Form["ChatForm"] + C_Messages["ChatMessages"] + C_ModelsSelector["ModelsSelector"] + C_Settings["ChatSettings"] + end + + subgraph Hooks["🪝 Hooks"] + H1["useModelChangeValidation"] + H2["useProcessingState"] + end + + subgraph Stores["🗄️ Stores"] + S1["chatStore
Chat interactions & streaming"] + S2["conversationsStore
Conversation data & messages"] + S3["modelsStore
Model selection & loading"] + S4["serverStore
Server props & role detection"] + S5["settingsStore
User configuration"] + end + + subgraph Services["⚙️ Services"] + SV1["ChatService"] + SV2["ModelsService"] + SV3["PropsService"] + SV4["DatabaseService"] + SV5["ParameterSyncService"] + end + + subgraph Storage["💾 Storage"] + ST1["IndexedDB
conversations, messages"] + ST2["LocalStorage
config, userOverrides"] + end + + subgraph APIs["🌐 llama-server API"] + API1["/v1/chat/completions"] + API2["/props"] + API3["/models/*"] + API4["/v1/models"] + end + + %% Routes → Components + R1 & R2 --> C_Screen + RL --> C_Sidebar + + %% Component hierarchy + C_Screen --> C_Form & C_Messages & C_Settings + C_Form & C_Messages --> C_ModelsSelector + + %% Components → Hooks → Stores + C_Form & C_Messages --> H1 & H2 + H1 --> S3 & S4 + H2 --> S1 & S5 + + %% Components → Stores + C_Screen --> S1 & S2 + C_Sidebar --> S2 + C_ModelsSelector --> S3 & S4 + C_Settings --> S5 + + %% Stores → Services + S1 --> SV1 & SV4 + S2 --> SV4 + S3 --> SV2 & SV3 + S4 --> SV3 + S5 --> SV5 + + %% Services → Storage + SV4 --> ST1 + SV5 --> ST2 + + %% Services → APIs + SV1 --> API1 + SV2 --> API3 & API4 + SV3 --> API2 + + %% Styling + classDef routeStyle fill:#e1f5fe,stroke:#01579b,stroke-width:2px + classDef componentStyle fill:#f3e5f5,stroke:#7b1fa2,stroke-width:2px + classDef hookStyle fill:#fff8e1,stroke:#ff8f00,stroke-width:2px + classDef storeStyle fill:#fff3e0,stroke:#e65100,stroke-width:2px + classDef serviceStyle fill:#e8f5e9,stroke:#2e7d32,stroke-width:2px + classDef storageStyle fill:#fce4ec,stroke:#c2185b,stroke-width:2px + classDef apiStyle fill:#e3f2fd,stroke:#1565c0,stroke-width:2px + + class R1,R2,RL routeStyle + class C_Sidebar,C_Screen,C_Form,C_Messages,C_ModelsSelector,C_Settings componentStyle + class H1,H2 hookStyle + class S1,S2,S3,S4,S5 storeStyle + class SV1,SV2,SV3,SV4,SV5 serviceStyle + class ST1,ST2 storageStyle + class API1,API2,API3,API4 apiStyle +``` diff --git a/tools/server/webui/docs/architecture/high-level-architecture.md b/tools/server/webui/docs/architecture/high-level-architecture.md new file mode 100644 index 0000000000..730da10a59 --- /dev/null +++ b/tools/server/webui/docs/architecture/high-level-architecture.md @@ -0,0 +1,269 @@ +```mermaid +flowchart TB +subgraph Routes["📍 Routes"] +R1["/ (+page.svelte)"] +R2["/chat/[id]"] +RL["+layout.svelte"] +end + + subgraph Components["🧩 Components"] + direction TB + subgraph LayoutComponents["Layout"] + C_Sidebar["ChatSidebar"] + C_Screen["ChatScreen"] + end + subgraph ChatUIComponents["Chat UI"] + C_Form["ChatForm"] + C_Messages["ChatMessages"] + C_Message["ChatMessage"] + C_Attach["ChatAttachments"] + C_ModelsSelector["ModelsSelector"] + C_Settings["ChatSettings"] + end + end + + subgraph Hooks["🪝 Hooks"] + H1["useModelChangeValidation"] + H2["useProcessingState"] + H3["isMobile"] + end + + subgraph Stores["🗄️ Stores"] + direction TB + subgraph S1["chatStore"] + S1State["State:
isLoading, currentResponse
errorDialogState
activeProcessingState
chatLoadingStates
chatStreamingStates
abortControllers
processingStates
activeConversationId
isStreamingActive"] + S1LoadState["Loading State:
setChatLoading()
isChatLoading()
syncLoadingStateForChat()
clearUIState()
isChatLoadingPublic()
getAllLoadingChats()
getAllStreamingChats()"] + S1ProcState["Processing State:
setActiveProcessingConversation()
getProcessingState()
clearProcessingState()
getActiveProcessingState()
updateProcessingStateFromTimings()
getCurrentProcessingStateSync()
restoreProcessingStateFromMessages()"] + S1Stream["Streaming:
streamChatCompletion()
startStreaming()
stopStreaming()
stopGeneration()
isStreaming()"] + S1Error["Error Handling:
showErrorDialog()
dismissErrorDialog()
isAbortError()"] + S1Msg["Message Operations:
addMessage()
sendMessage()
updateMessage()
deleteMessage()
getDeletionInfo()"] + S1Regen["Regeneration:
regenerateMessage()
regenerateMessageWithBranching()
continueAssistantMessage()"] + S1Edit["Editing:
editAssistantMessage()
editUserMessagePreserveResponses()
editMessageWithBranching()"] + S1Utils["Utilities:
getApiOptions()
parseTimingData()
getOrCreateAbortController()
getConversationModel()"] + end + subgraph S2["conversationsStore"] + S2State["State:
conversations
activeConversation
activeMessages
usedModalities
isInitialized
titleUpdateConfirmationCallback"] + S2Modal["Modalities:
getModalitiesUpToMessage()
calculateModalitiesFromMessages()"] + S2Lifecycle["Lifecycle:
initialize()
loadConversations()
clearActiveConversation()"] + S2ConvCRUD["Conversation CRUD:
createConversation()
loadConversation()
deleteConversation()
updateConversationName()
updateConversationTitleWithConfirmation()"] + S2MsgMgmt["Message Management:
refreshActiveMessages()
addMessageToActive()
updateMessageAtIndex()
findMessageIndex()
sliceActiveMessages()
removeMessageAtIndex()
getConversationMessages()"] + S2Nav["Navigation:
navigateToSibling()
updateCurrentNode()
updateConversationTimestamp()"] + S2Export["Import/Export:
downloadConversation()
exportAllConversations()
importConversations()
triggerDownload()"] + S2Utils["Utilities:
setTitleUpdateConfirmationCallback()"] + end + subgraph S3["modelsStore"] + S3State["State:
models, routerModels
selectedModelId
selectedModelName
loading, updating, error
modelLoadingStates
modelPropsCache
modelPropsFetching
propsCacheVersion"] + S3Getters["Computed Getters:
selectedModel
loadedModelIds
loadingModelIds
singleModelName"] + S3Modal["Modalities:
getModelModalities()
modelSupportsVision()
modelSupportsAudio()
getModelModalitiesArray()
getModelProps()
updateModelModalities()"] + S3Status["Status Queries:
isModelLoaded()
isModelOperationInProgress()
getModelStatus()
isModelPropsFetching()"] + S3Fetch["Data Fetching:
fetch()
fetchRouterModels()
fetchModelProps()
fetchModalitiesForLoadedModels()"] + S3Select["Model Selection:
selectModelById()
selectModelByName()
clearSelection()
findModelByName()
findModelById()
hasModel()"] + S3LoadUnload["Loading/Unloading Models:
loadModel()
unloadModel()
ensureModelLoaded()
waitForModelStatus()
pollForModelStatus()"] + S3Utils["Utilities:
toDisplayName()
clear()"] + end + subgraph S4["serverStore"] + S4State["State:
props
loading, error
role
fetchPromise"] + S4Getters["Getters:
defaultParams
contextSize
isRouterMode
isModelMode"] + S4Data["Data Handling:
fetch()
getErrorMessage()
clear()"] + S4Utils["Utilities:
detectRole()"] + end + subgraph S5["settingsStore"] + S5State["State:
config
theme
isInitialized
userOverrides"] + S5Lifecycle["Lifecycle:
initialize()
loadConfig()
saveConfig()
loadTheme()
saveTheme()"] + S5Update["Config Updates:
updateConfig()
updateMultipleConfig()
updateTheme()"] + S5Reset["Reset:
resetConfig()
resetTheme()
resetAll()
resetParameterToServerDefault()"] + S5Sync["Server Sync:
syncWithServerDefaults()
forceSyncWithServerDefaults()"] + S5Utils["Utilities:
getConfig()
getAllConfig()
getParameterInfo()
getParameterDiff()
getServerDefaults()
clearAllUserOverrides()"] + end + + subgraph ReactiveExports["⚡ Reactive Exports"] + direction LR + subgraph ChatExports["chatStore"] + RE1["isLoading()"] + RE2["currentResponse()"] + RE3["errorDialog()"] + RE4["activeProcessingState()"] + RE5["isChatStreaming()"] + RE6["isChatLoading()"] + RE7["getChatStreaming()"] + RE8["getAllLoadingChats()"] + RE9["getAllStreamingChats()"] + end + subgraph ConvExports["conversationsStore"] + RE10["conversations()"] + RE11["activeConversation()"] + RE12["activeMessages()"] + RE13["isConversationsInitialized()"] + RE14["usedModalities()"] + end + subgraph ModelsExports["modelsStore"] + RE15["modelOptions()"] + RE16["routerModels()"] + RE17["modelsLoading()"] + RE18["modelsUpdating()"] + RE19["modelsError()"] + RE20["selectedModelId()"] + RE21["selectedModelName()"] + RE22["selectedModelOption()"] + RE23["loadedModelIds()"] + RE24["loadingModelIds()"] + RE25["propsCacheVersion()"] + RE26["singleModelName()"] + end + subgraph ServerExports["serverStore"] + RE27["serverProps()"] + RE28["serverLoading()"] + RE29["serverError()"] + RE30["serverRole()"] + RE31["defaultParams()"] + RE32["contextSize()"] + RE33["isRouterMode()"] + RE34["isModelMode()"] + end + subgraph SettingsExports["settingsStore"] + RE35["config()"] + RE36["theme()"] + RE37["isInitialized()"] + end + end + end + + subgraph Services["⚙️ Services"] + direction TB + subgraph SV1["ChatService"] + SV1Msg["Messaging:
sendMessage()"] + SV1Stream["Streaming:
handleStreamResponse()
parseSSEChunk()"] + SV1Convert["Conversion:
convertMessageToChatData()
convertExtraToApiFormat()"] + SV1Utils["Utilities:
extractReasoningContent()
getServerProps()
getModels()"] + end + subgraph SV2["ModelsService"] + SV2List["Listing:
list()
listRouter()"] + SV2LoadUnload["Load/Unload:
load()
unload()"] + SV2Status["Status:
isModelLoaded()
isModelLoading()"] + end + subgraph SV3["PropsService"] + SV3Fetch["Fetching:
fetch()
fetchForModel()"] + end + subgraph SV4["DatabaseService"] + SV4Conv["Conversations:
createConversation()
getConversation()
getAllConversations()
updateConversation()
deleteConversation()"] + SV4Msg["Messages:
createMessageBranch()
createRootMessage()
getConversationMessages()
updateMessage()
deleteMessage()
deleteMessageCascading()"] + SV4Node["Navigation:
updateCurrentNode()"] + SV4Import["Import:
importConversations()"] + end + subgraph SV5["ParameterSyncService"] + SV5Extract["Extraction:
extractServerDefaults()"] + SV5Merge["Merging:
mergeWithServerDefaults()"] + SV5Info["Info:
getParameterInfo()
canSyncParameter()
getSyncableParameterKeys()
validateServerParameter()"] + SV5Diff["Diff:
createParameterDiff()"] + end + end + + subgraph Storage["💾 Storage"] + ST1["IndexedDB"] + ST2["conversations"] + ST3["messages"] + ST5["LocalStorage"] + ST6["config"] + ST7["userOverrides"] + end + + subgraph APIs["🌐 llama-server API"] + API1["/v1/chat/completions"] + API2["/props
/props?model="] + API3["/models
/models/load
/models/unload"] + API4["/v1/models"] + end + + %% Routes render Components + R1 --> C_Screen + R2 --> C_Screen + RL --> C_Sidebar + + %% Component hierarchy + C_Screen --> C_Form & C_Messages & C_Settings + C_Messages --> C_Message + C_Message --> C_ModelsSelector + C_Form --> C_ModelsSelector + C_Form --> C_Attach + C_Message --> C_Attach + + %% Components use Hooks + C_Form --> H1 + C_Message --> H1 & H2 + C_Screen --> H2 + + %% Hooks use Stores + H1 --> S3 & S4 + H2 --> S1 & S5 + + %% Components use Stores + C_Screen --> S1 & S2 + C_Messages --> S2 + C_Message --> S1 & S2 & S3 + C_Form --> S1 & S3 + C_Sidebar --> S2 + C_ModelsSelector --> S3 & S4 + C_Settings --> S5 + + %% Stores export Reactive State + S1 -. exports .-> ChatExports + S2 -. exports .-> ConvExports + S3 -. exports .-> ModelsExports + S4 -. exports .-> ServerExports + S5 -. exports .-> SettingsExports + + %% Stores use Services + S1 --> SV1 & SV4 + S2 --> SV4 + S3 --> SV2 & SV3 + S4 --> SV3 + S5 --> SV5 + + %% Services to Storage + SV4 --> ST1 + ST1 --> ST2 & ST3 + SV5 --> ST5 + ST5 --> ST6 & ST7 + + %% Services to APIs + SV1 --> API1 + SV2 --> API3 & API4 + SV3 --> API2 + + %% Styling + classDef routeStyle fill:#e1f5fe,stroke:#01579b,stroke-width:2px + classDef componentStyle fill:#f3e5f5,stroke:#7b1fa2,stroke-width:2px + classDef componentGroupStyle fill:#e1bee7,stroke:#7b1fa2,stroke-width:1px + classDef storeStyle fill:#fff3e0,stroke:#e65100,stroke-width:2px + classDef stateStyle fill:#ffe0b2,stroke:#e65100,stroke-width:1px + classDef methodStyle fill:#ffecb3,stroke:#e65100,stroke-width:1px + classDef reactiveStyle fill:#fffde7,stroke:#f9a825,stroke-width:1px + classDef serviceStyle fill:#e8f5e9,stroke:#2e7d32,stroke-width:2px + classDef serviceMStyle fill:#c8e6c9,stroke:#2e7d32,stroke-width:1px + classDef storageStyle fill:#fce4ec,stroke:#c2185b,stroke-width:2px + classDef apiStyle fill:#e3f2fd,stroke:#1565c0,stroke-width:2px + + class R1,R2,RL routeStyle + class C_Sidebar,C_Screen,C_Form,C_Messages,C_Message componentStyle + class C_ModelsSelector,C_Settings componentStyle + class C_Attach componentStyle + class H1,H2,H3 methodStyle + class LayoutComponents,ChatUIComponents componentGroupStyle + class Hooks storeStyle + class S1,S2,S3,S4,S5 storeStyle + class S1State,S2State,S3State,S4State,S5State stateStyle + class S1Msg,S1Regen,S1Edit,S1Stream,S1LoadState,S1ProcState,S1Error,S1Utils methodStyle + class S2Lifecycle,S2ConvCRUD,S2MsgMgmt,S2Nav,S2Modal,S2Export,S2Utils methodStyle + class S3Getters,S3Modal,S3Status,S3Fetch,S3Select,S3LoadUnload,S3Utils methodStyle + class S4Getters,S4Data,S4Utils methodStyle + class S5Lifecycle,S5Update,S5Reset,S5Sync,S5Utils methodStyle + class ChatExports,ConvExports,ModelsExports,ServerExports,SettingsExports reactiveStyle + class SV1,SV2,SV3,SV4,SV5 serviceStyle + class SV1Msg,SV1Stream,SV1Convert,SV1Utils serviceMStyle + class SV2List,SV2LoadUnload,SV2Status serviceMStyle + class SV3Fetch serviceMStyle + class SV4Conv,SV4Msg,SV4Node,SV4Import serviceMStyle + class SV5Extract,SV5Merge,SV5Info,SV5Diff serviceMStyle + class ST1,ST2,ST3,ST5,ST6,ST7 storageStyle + class API1,API2,API3,API4 apiStyle +``` diff --git a/tools/server/webui/docs/flows/chat-flow.md b/tools/server/webui/docs/flows/chat-flow.md new file mode 100644 index 0000000000..05e1df385a --- /dev/null +++ b/tools/server/webui/docs/flows/chat-flow.md @@ -0,0 +1,174 @@ +```mermaid +sequenceDiagram + participant UI as 🧩 ChatForm / ChatMessage + participant chatStore as 🗄️ chatStore + participant convStore as 🗄️ conversationsStore + participant settingsStore as 🗄️ settingsStore + participant ChatSvc as ⚙️ ChatService + participant DbSvc as ⚙️ DatabaseService + participant API as 🌐 /v1/chat/completions + + Note over chatStore: State:
isLoading, currentResponse
errorDialogState, activeProcessingState
chatLoadingStates (Map)
chatStreamingStates (Map)
abortControllers (Map)
processingStates (Map) + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 💬 SEND MESSAGE + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>chatStore: sendMessage(content, extras) + activate chatStore + + chatStore->>chatStore: setChatLoading(convId, true) + chatStore->>chatStore: clearChatStreaming(convId) + + alt no active conversation + chatStore->>convStore: createConversation() + Note over convStore: → see conversations-flow.mmd + end + + chatStore->>chatStore: addMessage("user", content, extras) + chatStore->>DbSvc: createMessageBranch(userMsg, parentId) + chatStore->>convStore: addMessageToActive(userMsg) + chatStore->>convStore: updateCurrentNode(userMsg.id) + + chatStore->>chatStore: createAssistantMessage(userMsg.id) + chatStore->>DbSvc: createMessageBranch(assistantMsg, userMsg.id) + chatStore->>convStore: addMessageToActive(assistantMsg) + + chatStore->>chatStore: streamChatCompletion(messages, assistantMsg) + deactivate chatStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 🌊 STREAMING + %% ═══════════════════════════════════════════════════════════════════════════ + + activate chatStore + chatStore->>chatStore: startStreaming() + Note right of chatStore: isStreamingActive = true + + chatStore->>chatStore: setActiveProcessingConversation(convId) + chatStore->>chatStore: getOrCreateAbortController(convId) + Note right of chatStore: abortControllers.set(convId, new AbortController()) + + chatStore->>chatStore: getApiOptions() + Note right of chatStore: Merge from settingsStore.config:
temperature, max_tokens, top_p, etc. + + chatStore->>ChatSvc: sendMessage(messages, options, signal) + activate ChatSvc + + ChatSvc->>ChatSvc: convertMessageToChatData(messages) + Note right of ChatSvc: DatabaseMessage[] → ApiChatMessageData[]
Process attachments (images, PDFs, audio) + + ChatSvc->>API: POST /v1/chat/completions + Note right of API: {messages, model?, stream: true, ...params} + + loop SSE chunks + API-->>ChatSvc: data: {"choices":[{"delta":{...}}]} + ChatSvc->>ChatSvc: parseSSEChunk(line) + + alt content chunk + ChatSvc-->>chatStore: onChunk(content) + chatStore->>chatStore: setChatStreaming(convId, response, msgId) + Note right of chatStore: currentResponse = $state(accumulated) + chatStore->>convStore: updateMessageAtIndex(idx, {content}) + end + + alt reasoning chunk + ChatSvc-->>chatStore: onReasoningChunk(reasoning) + chatStore->>convStore: updateMessageAtIndex(idx, {thinking}) + end + + alt tool_calls chunk + ChatSvc-->>chatStore: onToolCallChunk(toolCalls) + chatStore->>convStore: updateMessageAtIndex(idx, {toolCalls}) + end + + alt model info + ChatSvc-->>chatStore: onModel(modelName) + chatStore->>chatStore: recordModel(modelName) + chatStore->>DbSvc: updateMessage(msgId, {model}) + end + + alt timings (during stream) + ChatSvc-->>chatStore: onTimings(timings, promptProgress) + chatStore->>chatStore: updateProcessingStateFromTimings() + end + + chatStore-->>UI: reactive $state update + end + + API-->>ChatSvc: data: [DONE] + ChatSvc-->>chatStore: onComplete(content, reasoning, timings, toolCalls) + deactivate ChatSvc + + chatStore->>chatStore: stopStreaming() + chatStore->>DbSvc: updateMessage(msgId, {content, timings, model}) + chatStore->>convStore: updateCurrentNode(msgId) + chatStore->>chatStore: setChatLoading(convId, false) + chatStore->>chatStore: clearChatStreaming(convId) + chatStore->>chatStore: clearProcessingState(convId) + deactivate chatStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: ⏹️ STOP GENERATION + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>chatStore: stopGeneration() + activate chatStore + chatStore->>chatStore: savePartialResponseIfNeeded(convId) + Note right of chatStore: Save currentResponse to DB if non-empty + chatStore->>chatStore: abortControllers.get(convId).abort() + Note right of chatStore: fetch throws AbortError → caught by isAbortError() + chatStore->>chatStore: stopStreaming() + chatStore->>chatStore: setChatLoading(convId, false) + chatStore->>chatStore: clearChatStreaming(convId) + chatStore->>chatStore: clearProcessingState(convId) + deactivate chatStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 🔁 REGENERATE + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>chatStore: regenerateMessageWithBranching(msgId, model?) + activate chatStore + chatStore->>convStore: findMessageIndex(msgId) + chatStore->>chatStore: Get parent of target message + chatStore->>chatStore: createAssistantMessage(parentId) + chatStore->>DbSvc: createMessageBranch(newAssistantMsg, parentId) + chatStore->>convStore: refreshActiveMessages() + Note right of chatStore: Same streaming flow + chatStore->>chatStore: streamChatCompletion(...) + deactivate chatStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: ➡️ CONTINUE + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>chatStore: continueAssistantMessage(msgId) + activate chatStore + chatStore->>chatStore: Get existing content from message + chatStore->>chatStore: streamChatCompletion(..., existingContent) + Note right of chatStore: Appends to existing message content + deactivate chatStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: ✏️ EDIT USER MESSAGE + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>chatStore: editUserMessagePreserveResponses(msgId, newContent) + activate chatStore + chatStore->>chatStore: Get parent of target message + chatStore->>DbSvc: createMessageBranch(editedMsg, parentId) + chatStore->>convStore: refreshActiveMessages() + Note right of chatStore: Creates new branch, original preserved + deactivate chatStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: ❌ ERROR HANDLING + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over chatStore: On stream error (non-abort): + chatStore->>chatStore: showErrorDialog(type, message) + Note right of chatStore: errorDialogState = {type: 'timeout'|'server', message} + chatStore->>convStore: removeMessageAtIndex(failedMsgIdx) + chatStore->>DbSvc: deleteMessage(failedMsgId) +``` diff --git a/tools/server/webui/docs/flows/conversations-flow.md b/tools/server/webui/docs/flows/conversations-flow.md new file mode 100644 index 0000000000..185ed16e0c --- /dev/null +++ b/tools/server/webui/docs/flows/conversations-flow.md @@ -0,0 +1,155 @@ +```mermaid +sequenceDiagram + participant UI as 🧩 ChatSidebar / ChatScreen + participant convStore as 🗄️ conversationsStore + participant chatStore as 🗄️ chatStore + participant DbSvc as ⚙️ DatabaseService + participant IDB as 💾 IndexedDB + + Note over convStore: State:
conversations: DatabaseConversation[]
activeConversation: DatabaseConversation | null
activeMessages: DatabaseMessage[]
isInitialized: boolean
usedModalities: $derived({vision, audio}) + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: 🚀 INITIALIZATION + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over convStore: Auto-initialized in constructor (browser only) + convStore->>convStore: initialize() + activate convStore + convStore->>convStore: loadConversations() + convStore->>DbSvc: getAllConversations() + DbSvc->>IDB: SELECT * FROM conversations ORDER BY lastModified DESC + IDB-->>DbSvc: Conversation[] + DbSvc-->>convStore: conversations + convStore->>convStore: conversations = $state(data) + convStore->>convStore: isInitialized = true + deactivate convStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: ➕ CREATE CONVERSATION + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>convStore: createConversation(name?) + activate convStore + convStore->>DbSvc: createConversation(name || "New Chat") + DbSvc->>IDB: INSERT INTO conversations + IDB-->>DbSvc: conversation {id, name, lastModified, currNode: ""} + DbSvc-->>convStore: conversation + convStore->>convStore: conversations.unshift(conversation) + convStore->>convStore: activeConversation = $state(conversation) + convStore->>convStore: activeMessages = $state([]) + deactivate convStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: 📂 LOAD CONVERSATION + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>convStore: loadConversation(convId) + activate convStore + convStore->>DbSvc: getConversation(convId) + DbSvc->>IDB: SELECT * FROM conversations WHERE id = ? + IDB-->>DbSvc: conversation + convStore->>convStore: activeConversation = $state(conversation) + + convStore->>convStore: refreshActiveMessages() + convStore->>DbSvc: getConversationMessages(convId) + DbSvc->>IDB: SELECT * FROM messages WHERE convId = ? + IDB-->>DbSvc: allMessages[] + convStore->>convStore: filterByLeafNodeId(allMessages, currNode) + Note right of convStore: Filter to show only current branch path + convStore->>convStore: activeMessages = $state(filtered) + + convStore->>chatStore: syncLoadingStateForChat(convId) + Note right of chatStore: Sync isLoading/currentResponse if streaming + deactivate convStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: 🌳 MESSAGE BRANCHING MODEL + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over IDB: Message Tree Structure:
- Each message has parent (null for root)
- Each message has children[] array
- Conversation.currNode points to active leaf
- filterByLeafNodeId() traverses from root to currNode + + rect rgb(240, 240, 255) + Note over convStore: Example Branch Structure: + Note over convStore: root → user1 → assistant1 → user2 → assistant2a (currNode)
↘ assistant2b (alt branch) + end + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: ↔️ BRANCH NAVIGATION + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>convStore: navigateToSibling(msgId, direction) + activate convStore + convStore->>convStore: Find message in activeMessages + convStore->>convStore: Get parent message + convStore->>convStore: Find sibling in parent.children[] + convStore->>convStore: findLeafNode(siblingId, allMessages) + Note right of convStore: Navigate to leaf of sibling branch + convStore->>convStore: updateCurrentNode(leafId) + convStore->>DbSvc: updateCurrentNode(convId, leafId) + DbSvc->>IDB: UPDATE conversations SET currNode = ? + convStore->>convStore: refreshActiveMessages() + deactivate convStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: 📝 UPDATE CONVERSATION + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>convStore: updateConversationName(convId, newName) + activate convStore + convStore->>DbSvc: updateConversation(convId, {name: newName}) + DbSvc->>IDB: UPDATE conversations SET name = ? + convStore->>convStore: Update in conversations array + deactivate convStore + + Note over convStore: Auto-title update (after first response): + convStore->>convStore: updateConversationTitleWithConfirmation() + convStore->>convStore: titleUpdateConfirmationCallback?() + Note right of convStore: Shows dialog if title would change + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: 🗑️ DELETE CONVERSATION + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>convStore: deleteConversation(convId) + activate convStore + convStore->>DbSvc: deleteConversation(convId) + DbSvc->>IDB: DELETE FROM conversations WHERE id = ? + DbSvc->>IDB: DELETE FROM messages WHERE convId = ? + convStore->>convStore: conversations.filter(c => c.id !== convId) + alt deleted active conversation + convStore->>convStore: clearActiveConversation() + end + deactivate convStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: 📊 MODALITY TRACKING + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over convStore: usedModalities = $derived.by(() => {
calculateModalitiesFromMessages(activeMessages)
}) + + Note over convStore: Scans activeMessages for attachments:
- IMAGE → vision: true
- PDF (processedAsImages) → vision: true
- AUDIO → audio: true + + UI->>convStore: getModalitiesUpToMessage(msgId) + Note right of convStore: Used for regeneration validation
Only checks messages BEFORE target + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,IDB: 📤 EXPORT / 📥 IMPORT + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>convStore: exportAllConversations() + activate convStore + convStore->>DbSvc: getAllConversations() + loop each conversation + convStore->>DbSvc: getConversationMessages(convId) + end + convStore->>convStore: triggerDownload(JSON blob) + deactivate convStore + + UI->>convStore: importConversations(file) + activate convStore + convStore->>convStore: Parse JSON file + convStore->>DbSvc: importConversations(parsed) + DbSvc->>IDB: Bulk INSERT conversations + messages + convStore->>convStore: loadConversations() + deactivate convStore +``` diff --git a/tools/server/webui/docs/flows/data-flow-simplified-model-mode.md b/tools/server/webui/docs/flows/data-flow-simplified-model-mode.md new file mode 100644 index 0000000000..07b362147f --- /dev/null +++ b/tools/server/webui/docs/flows/data-flow-simplified-model-mode.md @@ -0,0 +1,45 @@ +```mermaid +%% MODEL Mode Data Flow (single model) +%% Detailed flows: ./flows/server-flow.mmd, ./flows/models-flow.mmd, ./flows/chat-flow.mmd + +sequenceDiagram + participant User as 👤 User + participant UI as 🧩 UI + participant Stores as 🗄️ Stores + participant DB as 💾 IndexedDB + participant API as 🌐 llama-server + + Note over User,API: 🚀 Initialization (see: server-flow.mmd, models-flow.mmd) + + UI->>Stores: initialize() + Stores->>DB: load conversations + Stores->>API: GET /props + API-->>Stores: server config + modalities + Stores->>API: GET /v1/models + API-->>Stores: single model (auto-selected) + + Note over User,API: 💬 Chat Flow (see: chat-flow.mmd) + + User->>UI: send message + UI->>Stores: sendMessage() + Stores->>DB: save user message + Stores->>API: POST /v1/chat/completions (stream) + loop streaming + API-->>Stores: SSE chunks + Stores-->>UI: reactive update + end + API-->>Stores: done + timings + Stores->>DB: save assistant message + + Note over User,API: 🔁 Regenerate + + User->>UI: regenerate + Stores->>DB: create message branch + Note right of Stores: same streaming flow + + Note over User,API: ⏹️ Stop + + User->>UI: stop + Stores->>Stores: abort stream + Stores->>DB: save partial response +``` diff --git a/tools/server/webui/docs/flows/data-flow-simplified-router-mode.md b/tools/server/webui/docs/flows/data-flow-simplified-router-mode.md new file mode 100644 index 0000000000..bccacf5684 --- /dev/null +++ b/tools/server/webui/docs/flows/data-flow-simplified-router-mode.md @@ -0,0 +1,77 @@ +```mermaid +%% ROUTER Mode Data Flow (multi-model) +%% Detailed flows: ./flows/server-flow.mmd, ./flows/models-flow.mmd, ./flows/chat-flow.mmd + +sequenceDiagram + participant User as 👤 User + participant UI as 🧩 UI + participant Stores as 🗄️ Stores + participant DB as 💾 IndexedDB + participant API as 🌐 llama-server + + Note over User,API: 🚀 Initialization (see: server-flow.mmd, models-flow.mmd) + + UI->>Stores: initialize() + Stores->>DB: load conversations + Stores->>API: GET /props + API-->>Stores: {role: "router"} + Stores->>API: GET /v1/models + API-->>Stores: models[] with status (loaded/available) + loop each loaded model + Stores->>API: GET /props?model=X + API-->>Stores: modalities (vision/audio) + end + + Note over User,API: 🔄 Model Selection (see: models-flow.mmd) + + User->>UI: select model + alt model not loaded + Stores->>API: POST /models/load + loop poll status + Stores->>API: GET /v1/models + API-->>Stores: check if loaded + end + Stores->>API: GET /props?model=X + API-->>Stores: cache modalities + end + Stores->>Stores: validate modalities vs conversation + alt valid + Stores->>Stores: select model + else invalid + Stores->>API: POST /models/unload + UI->>User: show error toast + end + + Note over User,API: 💬 Chat Flow (see: chat-flow.mmd) + + User->>UI: send message + UI->>Stores: sendMessage() + Stores->>DB: save user message + Stores->>API: POST /v1/chat/completions {model: X} + Note right of API: router forwards to model + loop streaming + API-->>Stores: SSE chunks + model info + Stores-->>UI: reactive update + end + API-->>Stores: done + timings + Stores->>DB: save assistant message + model used + + Note over User,API: 🔁 Regenerate (optional: different model) + + User->>UI: regenerate + Stores->>Stores: validate modalities up to this message + Stores->>DB: create message branch + Note right of Stores: same streaming flow + + Note over User,API: ⏹️ Stop + + User->>UI: stop + Stores->>Stores: abort stream + Stores->>DB: save partial response + + Note over User,API: 🗑️ LRU Unloading + + Note right of API: Server auto-unloads LRU models
when cache full + User->>UI: select unloaded model + Note right of Stores: triggers load flow again +``` diff --git a/tools/server/webui/docs/flows/database-flow.md b/tools/server/webui/docs/flows/database-flow.md new file mode 100644 index 0000000000..50f8284e3c --- /dev/null +++ b/tools/server/webui/docs/flows/database-flow.md @@ -0,0 +1,155 @@ +```mermaid +sequenceDiagram + participant Store as 🗄️ Stores + participant DbSvc as ⚙️ DatabaseService + participant Dexie as 📦 Dexie ORM + participant IDB as 💾 IndexedDB + + Note over DbSvc: Stateless service - all methods static
Database: "LlamacppWebui" + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over Store,IDB: 📊 SCHEMA + %% ═══════════════════════════════════════════════════════════════════════════ + + rect rgb(240, 248, 255) + Note over IDB: conversations table:
id (PK), lastModified, currNode, name + end + + rect rgb(255, 248, 240) + Note over IDB: messages table:
id (PK), convId (FK), type, role, timestamp,
parent, children[], content, thinking,
toolCalls, extra[], model, timings + end + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over Store,IDB: 💬 CONVERSATIONS CRUD + %% ═══════════════════════════════════════════════════════════════════════════ + + Store->>DbSvc: createConversation(name) + activate DbSvc + DbSvc->>DbSvc: Generate UUID + DbSvc->>Dexie: db.conversations.add({id, name, lastModified, currNode: ""}) + Dexie->>IDB: INSERT + IDB-->>Dexie: success + DbSvc-->>Store: DatabaseConversation + deactivate DbSvc + + Store->>DbSvc: getConversation(convId) + DbSvc->>Dexie: db.conversations.get(convId) + Dexie->>IDB: SELECT WHERE id = ? + IDB-->>DbSvc: DatabaseConversation + + Store->>DbSvc: getAllConversations() + DbSvc->>Dexie: db.conversations.orderBy('lastModified').reverse().toArray() + Dexie->>IDB: SELECT ORDER BY lastModified DESC + IDB-->>DbSvc: DatabaseConversation[] + + Store->>DbSvc: updateConversation(convId, updates) + DbSvc->>Dexie: db.conversations.update(convId, {...updates, lastModified}) + Dexie->>IDB: UPDATE + + Store->>DbSvc: deleteConversation(convId) + activate DbSvc + DbSvc->>Dexie: db.conversations.delete(convId) + Dexie->>IDB: DELETE FROM conversations + DbSvc->>Dexie: db.messages.where('convId').equals(convId).delete() + Dexie->>IDB: DELETE FROM messages WHERE convId = ? + deactivate DbSvc + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over Store,IDB: 📝 MESSAGES CRUD + %% ═══════════════════════════════════════════════════════════════════════════ + + Store->>DbSvc: createRootMessage(convId) + activate DbSvc + DbSvc->>DbSvc: Create root message {type: "root", parent: null} + DbSvc->>Dexie: db.messages.add(rootMsg) + Dexie->>IDB: INSERT + DbSvc-->>Store: rootMessageId + deactivate DbSvc + + Store->>DbSvc: createMessageBranch(message, parentId) + activate DbSvc + DbSvc->>DbSvc: Generate UUID for new message + DbSvc->>Dexie: db.messages.add({...message, id, parent: parentId}) + Dexie->>IDB: INSERT message + + alt parentId exists + DbSvc->>Dexie: db.messages.get(parentId) + Dexie->>IDB: SELECT parent + DbSvc->>DbSvc: parent.children.push(newId) + DbSvc->>Dexie: db.messages.update(parentId, {children}) + Dexie->>IDB: UPDATE parent.children + end + + DbSvc->>Dexie: db.conversations.update(convId, {currNode: newId}) + Dexie->>IDB: UPDATE conversation.currNode + DbSvc-->>Store: DatabaseMessage + deactivate DbSvc + + Store->>DbSvc: getConversationMessages(convId) + DbSvc->>Dexie: db.messages.where('convId').equals(convId).toArray() + Dexie->>IDB: SELECT WHERE convId = ? + IDB-->>DbSvc: DatabaseMessage[] + + Store->>DbSvc: updateMessage(msgId, updates) + DbSvc->>Dexie: db.messages.update(msgId, updates) + Dexie->>IDB: UPDATE + + Store->>DbSvc: deleteMessage(msgId) + DbSvc->>Dexie: db.messages.delete(msgId) + Dexie->>IDB: DELETE + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over Store,IDB: 🌳 BRANCHING OPERATIONS + %% ═══════════════════════════════════════════════════════════════════════════ + + Store->>DbSvc: updateCurrentNode(convId, nodeId) + DbSvc->>Dexie: db.conversations.update(convId, {currNode: nodeId, lastModified}) + Dexie->>IDB: UPDATE + + Store->>DbSvc: deleteMessageCascading(msgId) + activate DbSvc + DbSvc->>DbSvc: findDescendantMessages(msgId, allMessages) + Note right of DbSvc: Recursively find all children + loop each descendant + DbSvc->>Dexie: db.messages.delete(descendantId) + Dexie->>IDB: DELETE + end + DbSvc->>Dexie: db.messages.delete(msgId) + Dexie->>IDB: DELETE target message + deactivate DbSvc + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over Store,IDB: 📥 IMPORT + %% ═══════════════════════════════════════════════════════════════════════════ + + Store->>DbSvc: importConversations(data) + activate DbSvc + loop each conversation in data + DbSvc->>DbSvc: Generate new UUIDs (avoid conflicts) + DbSvc->>Dexie: db.conversations.add(conversation) + Dexie->>IDB: INSERT conversation + loop each message + DbSvc->>Dexie: db.messages.add(message) + Dexie->>IDB: INSERT message + end + end + deactivate DbSvc + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over Store,IDB: 🔗 MESSAGE TREE UTILITIES + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over DbSvc: Used by stores (imported from utils): + + rect rgb(240, 255, 240) + Note over DbSvc: filterByLeafNodeId(messages, leafId)
→ Returns path from root to leaf
→ Used to display current branch + end + + rect rgb(240, 255, 240) + Note over DbSvc: findLeafNode(startId, messages)
→ Traverse to deepest child
→ Used for branch navigation + end + + rect rgb(240, 255, 240) + Note over DbSvc: findDescendantMessages(msgId, messages)
→ Find all children recursively
→ Used for cascading deletes + end +``` diff --git a/tools/server/webui/docs/flows/models-flow.md b/tools/server/webui/docs/flows/models-flow.md new file mode 100644 index 0000000000..c3031b7292 --- /dev/null +++ b/tools/server/webui/docs/flows/models-flow.md @@ -0,0 +1,181 @@ +```mermaid +sequenceDiagram + participant UI as 🧩 ModelsSelector + participant Hooks as 🪝 useModelChangeValidation + participant modelsStore as 🗄️ modelsStore + participant serverStore as 🗄️ serverStore + participant convStore as 🗄️ conversationsStore + participant ModelsSvc as ⚙️ ModelsService + participant PropsSvc as ⚙️ PropsService + participant API as 🌐 llama-server + + Note over modelsStore: State:
models: ModelOption[]
routerModels: ApiModelDataEntry[]
selectedModelId, selectedModelName
loading, updating, error
modelLoadingStates (Map)
modelPropsCache (Map)
propsCacheVersion + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 🚀 INITIALIZATION (MODEL mode) + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>modelsStore: fetch() + activate modelsStore + modelsStore->>modelsStore: loading = true + + alt serverStore.props not loaded + modelsStore->>serverStore: fetch() + Note over serverStore: → see server-flow.mmd + end + + modelsStore->>ModelsSvc: list() + ModelsSvc->>API: GET /v1/models + API-->>ModelsSvc: ApiModelListResponse {data: [model]} + + modelsStore->>modelsStore: models = $state(mapped) + Note right of modelsStore: Map to ModelOption[]:
{id, name, model, description, capabilities} + + Note over modelsStore: MODEL mode: Get modalities from serverStore.props + modelsStore->>modelsStore: modelPropsCache.set(model.id, serverStore.props) + modelsStore->>modelsStore: models[0].modalities = props.modalities + + modelsStore->>modelsStore: Auto-select single model + Note right of modelsStore: selectedModelId = models[0].id + modelsStore->>modelsStore: loading = false + deactivate modelsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 🚀 INITIALIZATION (ROUTER mode) + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>modelsStore: fetch() + activate modelsStore + modelsStore->>ModelsSvc: list() + ModelsSvc->>API: GET /v1/models + API-->>ModelsSvc: ApiModelListResponse + modelsStore->>modelsStore: models = $state(mapped) + deactivate modelsStore + + Note over UI: After models loaded, layout triggers: + UI->>modelsStore: fetchRouterModels() + activate modelsStore + modelsStore->>ModelsSvc: listRouter() + ModelsSvc->>API: GET /v1/models + API-->>ModelsSvc: ApiRouterModelsListResponse + Note right of API: {data: [{id, status, path, in_cache}]} + modelsStore->>modelsStore: routerModels = $state(data) + + modelsStore->>modelsStore: fetchModalitiesForLoadedModels() + loop each model where status === "loaded" + modelsStore->>PropsSvc: fetchForModel(modelId) + PropsSvc->>API: GET /props?model={modelId} + API-->>PropsSvc: ApiLlamaCppServerProps + modelsStore->>modelsStore: modelPropsCache.set(modelId, props) + end + modelsStore->>modelsStore: propsCacheVersion++ + deactivate modelsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 🔄 MODEL SELECTION (ROUTER mode) + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>Hooks: useModelChangeValidation({getRequiredModalities, onSuccess?, onValidationFailure?}) + Note over Hooks: Hook configured per-component:
ChatForm: getRequiredModalities = usedModalities
ChatMessage: getRequiredModalities = getModalitiesUpToMessage(msgId) + + UI->>Hooks: handleModelChange(modelId, modelName) + activate Hooks + Hooks->>Hooks: previousSelectedModelId = modelsStore.selectedModelId + Hooks->>modelsStore: isModelLoaded(modelName)? + + alt model NOT loaded + Hooks->>modelsStore: loadModel(modelName) + Note over modelsStore: → see LOAD MODEL section below + end + + Note over Hooks: Always fetch props (from cache or API) + Hooks->>modelsStore: fetchModelProps(modelName) + modelsStore-->>Hooks: props + + Hooks->>convStore: getRequiredModalities() + convStore-->>Hooks: {vision, audio} + + Hooks->>Hooks: Validate: model.modalities ⊇ required? + + alt validation PASSED + Hooks->>modelsStore: selectModelById(modelId) + Hooks-->>UI: return true + else validation FAILED + Hooks->>UI: toast.error("Model doesn't support required modalities") + alt model was just loaded + Hooks->>modelsStore: unloadModel(modelName) + end + alt onValidationFailure provided + Hooks->>modelsStore: selectModelById(previousSelectedModelId) + end + Hooks-->>UI: return false + end + deactivate Hooks + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: ⬆️ LOAD MODEL (ROUTER mode) + %% ═══════════════════════════════════════════════════════════════════════════ + + modelsStore->>modelsStore: loadModel(modelId) + activate modelsStore + + alt already loaded + modelsStore-->>modelsStore: return (no-op) + end + + modelsStore->>modelsStore: modelLoadingStates.set(modelId, true) + modelsStore->>ModelsSvc: load(modelId) + ModelsSvc->>API: POST /models/load {model: modelId} + API-->>ModelsSvc: {status: "loading"} + + modelsStore->>modelsStore: pollForModelStatus(modelId, LOADED) + loop poll every 500ms (max 60 attempts) + modelsStore->>modelsStore: fetchRouterModels() + modelsStore->>ModelsSvc: listRouter() + ModelsSvc->>API: GET /v1/models + API-->>ModelsSvc: models[] + modelsStore->>modelsStore: getModelStatus(modelId) + alt status === LOADED + Note right of modelsStore: break loop + else status === LOADING + Note right of modelsStore: wait 500ms, continue + end + end + + modelsStore->>modelsStore: updateModelModalities(modelId) + modelsStore->>PropsSvc: fetchForModel(modelId) + PropsSvc->>API: GET /props?model={modelId} + API-->>PropsSvc: props with modalities + modelsStore->>modelsStore: modelPropsCache.set(modelId, props) + modelsStore->>modelsStore: propsCacheVersion++ + + modelsStore->>modelsStore: modelLoadingStates.set(modelId, false) + deactivate modelsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: ⬇️ UNLOAD MODEL (ROUTER mode) + %% ═══════════════════════════════════════════════════════════════════════════ + + modelsStore->>modelsStore: unloadModel(modelId) + activate modelsStore + modelsStore->>modelsStore: modelLoadingStates.set(modelId, true) + modelsStore->>ModelsSvc: unload(modelId) + ModelsSvc->>API: POST /models/unload {model: modelId} + + modelsStore->>modelsStore: pollForModelStatus(modelId, UNLOADED) + loop poll until unloaded + modelsStore->>ModelsSvc: listRouter() + ModelsSvc->>API: GET /v1/models + end + + modelsStore->>modelsStore: modelLoadingStates.set(modelId, false) + deactivate modelsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 📊 COMPUTED GETTERS + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over modelsStore: Getters:
- selectedModel: ModelOption | null
- loadedModelIds: string[] (from routerModels)
- loadingModelIds: string[] (from modelLoadingStates)
- singleModelName: string | null (MODEL mode only) + + Note over modelsStore: Modality helpers:
- getModelModalities(modelId): {vision, audio}
- modelSupportsVision(modelId): boolean
- modelSupportsAudio(modelId): boolean +``` diff --git a/tools/server/webui/docs/flows/server-flow.md b/tools/server/webui/docs/flows/server-flow.md new file mode 100644 index 0000000000..d6a1611f6f --- /dev/null +++ b/tools/server/webui/docs/flows/server-flow.md @@ -0,0 +1,76 @@ +```mermaid +sequenceDiagram + participant UI as 🧩 +layout.svelte + participant serverStore as 🗄️ serverStore + participant PropsSvc as ⚙️ PropsService + participant API as 🌐 llama-server + + Note over serverStore: State:
props: ApiLlamaCppServerProps | null
loading, error
role: ServerRole | null (MODEL | ROUTER)
fetchPromise (deduplication) + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 🚀 INITIALIZATION + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>serverStore: fetch() + activate serverStore + + alt fetchPromise exists (already fetching) + serverStore-->>UI: return fetchPromise + Note right of serverStore: Deduplicate concurrent calls + end + + serverStore->>serverStore: loading = true + serverStore->>serverStore: fetchPromise = new Promise() + + serverStore->>PropsSvc: fetch() + PropsSvc->>API: GET /props + API-->>PropsSvc: ApiLlamaCppServerProps + Note right of API: {role, model_path, model_alias,
modalities, default_generation_settings, ...} + + PropsSvc-->>serverStore: props + serverStore->>serverStore: props = $state(data) + + serverStore->>serverStore: detectRole(props) + Note right of serverStore: role = props.role === "router"
? ServerRole.ROUTER
: ServerRole.MODEL + + serverStore->>serverStore: loading = false + serverStore->>serverStore: fetchPromise = null + deactivate serverStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 📊 COMPUTED GETTERS + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over serverStore: Getters from props: + + rect rgb(240, 255, 240) + Note over serverStore: defaultParams
→ props.default_generation_settings.params
(temperature, top_p, top_k, etc.) + end + + rect rgb(240, 255, 240) + Note over serverStore: contextSize
→ props.default_generation_settings.n_ctx + end + + rect rgb(255, 240, 240) + Note over serverStore: isRouterMode
→ role === ServerRole.ROUTER + end + + rect rgb(255, 240, 240) + Note over serverStore: isModelMode
→ role === ServerRole.MODEL + end + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: 🔗 RELATIONSHIPS + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over serverStore: Used by: + Note right of serverStore: - modelsStore: role detection, MODEL mode modalities
- settingsStore: syncWithServerDefaults (defaultParams)
- chatStore: contextSize for processing state
- UI components: isRouterMode for conditional rendering + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,API: ❌ ERROR HANDLING + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over serverStore: getErrorMessage(): string | null
Returns formatted error for UI display + + Note over serverStore: clear(): void
Resets all state (props, error, loading, role) +``` diff --git a/tools/server/webui/docs/flows/settings-flow.md b/tools/server/webui/docs/flows/settings-flow.md new file mode 100644 index 0000000000..578e01e6e1 --- /dev/null +++ b/tools/server/webui/docs/flows/settings-flow.md @@ -0,0 +1,144 @@ +```mermaid +sequenceDiagram + participant UI as 🧩 ChatSettings + participant settingsStore as 🗄️ settingsStore + participant serverStore as 🗄️ serverStore + participant ParamSvc as ⚙️ ParameterSyncService + participant LS as 💾 LocalStorage + + Note over settingsStore: State:
config: SettingsConfigType
theme: string ("auto" | "light" | "dark")
isInitialized: boolean
userOverrides: Set<string> + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,LS: 🚀 INITIALIZATION + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over settingsStore: Auto-initialized in constructor (browser only) + settingsStore->>settingsStore: initialize() + activate settingsStore + + settingsStore->>settingsStore: loadConfig() + settingsStore->>LS: get("llama-config") + LS-->>settingsStore: StoredConfig | null + + alt config exists + settingsStore->>settingsStore: Merge with SETTING_CONFIG_DEFAULT + Note right of settingsStore: Fill missing keys with defaults + else no config + settingsStore->>settingsStore: config = SETTING_CONFIG_DEFAULT + end + + settingsStore->>LS: get("llama-userOverrides") + LS-->>settingsStore: string[] | null + settingsStore->>settingsStore: userOverrides = new Set(data) + + settingsStore->>settingsStore: loadTheme() + settingsStore->>LS: get("llama-theme") + LS-->>settingsStore: theme | "auto" + + settingsStore->>settingsStore: isInitialized = true + deactivate settingsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,LS: 🔄 SYNC WITH SERVER DEFAULTS + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over UI: Triggered from +layout.svelte when serverStore.props loaded + UI->>settingsStore: syncWithServerDefaults() + activate settingsStore + + settingsStore->>serverStore: defaultParams + serverStore-->>settingsStore: {temperature, top_p, top_k, ...} + + settingsStore->>ParamSvc: extractServerDefaults(defaultParams) + ParamSvc-->>settingsStore: Record + + settingsStore->>ParamSvc: mergeWithServerDefaults(config, serverDefaults) + Note right of ParamSvc: For each syncable parameter:
- If NOT in userOverrides → use server default
- If in userOverrides → keep user value + ParamSvc-->>settingsStore: mergedConfig + + settingsStore->>settingsStore: config = mergedConfig + settingsStore->>settingsStore: saveConfig() + deactivate settingsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,LS: ⚙️ UPDATE CONFIG + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>settingsStore: updateConfig(key, value) + activate settingsStore + settingsStore->>settingsStore: config[key] = value + settingsStore->>settingsStore: userOverrides.add(key) + Note right of settingsStore: Mark as user-modified (won't be overwritten by server) + settingsStore->>settingsStore: saveConfig() + settingsStore->>LS: set("llama-config", config) + settingsStore->>LS: set("llama-userOverrides", [...userOverrides]) + deactivate settingsStore + + UI->>settingsStore: updateMultipleConfig({key1: val1, key2: val2}) + activate settingsStore + Note right of settingsStore: Batch update, single save + settingsStore->>settingsStore: For each key: config[key] = value + settingsStore->>settingsStore: For each key: userOverrides.add(key) + settingsStore->>settingsStore: saveConfig() + deactivate settingsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,LS: 🔄 RESET + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>settingsStore: resetConfig() + activate settingsStore + settingsStore->>settingsStore: config = SETTING_CONFIG_DEFAULT + settingsStore->>settingsStore: userOverrides.clear() + settingsStore->>settingsStore: syncWithServerDefaults() + Note right of settingsStore: Apply server defaults for syncable params + settingsStore->>settingsStore: saveConfig() + deactivate settingsStore + + UI->>settingsStore: resetParameterToServerDefault(key) + activate settingsStore + settingsStore->>settingsStore: userOverrides.delete(key) + settingsStore->>serverStore: defaultParams[key] + settingsStore->>settingsStore: config[key] = serverDefault + settingsStore->>settingsStore: saveConfig() + deactivate settingsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,LS: 🎨 THEME + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>settingsStore: updateTheme(newTheme) + activate settingsStore + settingsStore->>settingsStore: theme = newTheme + settingsStore->>settingsStore: saveTheme() + settingsStore->>LS: set("llama-theme", theme) + deactivate settingsStore + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,LS: 📊 PARAMETER INFO + %% ═══════════════════════════════════════════════════════════════════════════ + + UI->>settingsStore: getParameterInfo(key) + settingsStore->>ParamSvc: getParameterInfo(key, config, serverDefaults, userOverrides) + ParamSvc-->>settingsStore: ParameterInfo + Note right of ParamSvc: {
currentValue,
serverDefault,
isUserOverride: boolean,
canSync: boolean,
isDifferentFromServer: boolean
} + + UI->>settingsStore: getParameterDiff() + settingsStore->>ParamSvc: createParameterDiff(config, serverDefaults, userOverrides) + ParamSvc-->>settingsStore: ParameterDiff[] + Note right of ParamSvc: Array of parameters where user != server + + %% ═══════════════════════════════════════════════════════════════════════════ + Note over UI,LS: 📋 CONFIG CATEGORIES + %% ═══════════════════════════════════════════════════════════════════════════ + + Note over settingsStore: Syncable with server (from /props): + rect rgb(240, 255, 240) + Note over settingsStore: temperature, top_p, top_k, min_p
repeat_penalty, presence_penalty, frequency_penalty
dynatemp_range, dynatemp_exponent
typ_p, xtc_probability, xtc_threshold
dry_multiplier, dry_base, dry_allowed_length, dry_penalty_last_n + end + + Note over settingsStore: UI-only (not synced): + rect rgb(255, 240, 240) + Note over settingsStore: systemMessage, custom (JSON)
showStatistics, enableContinueGeneration
autoMicOnEmpty, disableAutoScroll
apiKey, pdfAsImage, disableReasoningFormat + end +``` diff --git a/tools/server/webui/package-lock.json b/tools/server/webui/package-lock.json index 4af5e86ab9..4f37b308b1 100644 --- a/tools/server/webui/package-lock.json +++ b/tools/server/webui/package-lock.json @@ -41,7 +41,7 @@ "@tailwindcss/vite": "^4.0.0", "@types/node": "^22", "@vitest/browser": "^3.2.3", - "bits-ui": "^2.8.11", + "bits-ui": "^2.14.4", "clsx": "^2.1.1", "dexie": "^4.0.11", "eslint": "^9.18.0", @@ -64,7 +64,7 @@ "svelte": "^5.0.0", "svelte-check": "^4.0.0", "tailwind-merge": "^3.3.1", - "tailwind-variants": "^1.0.0", + "tailwind-variants": "^3.2.2", "tailwindcss": "^4.0.0", "tw-animate-css": "^1.3.5", "typescript": "^5.0.0", @@ -3343,17 +3343,17 @@ } }, "node_modules/bits-ui": { - "version": "2.8.11", - "resolved": "https://registry.npmjs.org/bits-ui/-/bits-ui-2.8.11.tgz", - "integrity": "sha512-lKN9rAk69my6j7H1D4B87r8LrHuEtfEsf1xCixBj9yViql2BdI3f04HyyyT7T1GOCpgb9+8b0B+nm3LN81Konw==", + "version": "2.14.4", + "resolved": "https://registry.npmjs.org/bits-ui/-/bits-ui-2.14.4.tgz", + "integrity": "sha512-W6kenhnbd/YVvur+DKkaVJ6GldE53eLewur5AhUCqslYQ0vjZr8eWlOfwZnMiPB+PF5HMVqf61vXBvmyrAmPWg==", "dev": true, "license": "MIT", "dependencies": { "@floating-ui/core": "^1.7.1", "@floating-ui/dom": "^1.7.1", "esm-env": "^1.1.2", - "runed": "^0.29.1", - "svelte-toolbelt": "^0.9.3", + "runed": "^0.35.1", + "svelte-toolbelt": "^0.10.6", "tabbable": "^6.2.0" }, "engines": { @@ -3368,9 +3368,9 @@ } }, "node_modules/bits-ui/node_modules/runed": { - "version": "0.29.2", - "resolved": "https://registry.npmjs.org/runed/-/runed-0.29.2.tgz", - "integrity": "sha512-0cq6cA6sYGZwl/FvVqjx9YN+1xEBu9sDDyuWdDW1yWX7JF2wmvmVKfH+hVCZs+csW+P3ARH92MjI3H9QTagOQA==", + "version": "0.35.1", + "resolved": "https://registry.npmjs.org/runed/-/runed-0.35.1.tgz", + "integrity": "sha512-2F4Q/FZzbeJTFdIS/PuOoPRSm92sA2LhzTnv6FXhCoENb3huf5+fDuNOg1LNvGOouy3u/225qxmuJvcV3IZK5Q==", "dev": true, "funding": [ "https://github.com/sponsors/huntabyte", @@ -3378,23 +3378,31 @@ ], "license": "MIT", "dependencies": { - "esm-env": "^1.0.0" + "dequal": "^2.0.3", + "esm-env": "^1.0.0", + "lz-string": "^1.5.0" }, "peerDependencies": { + "@sveltejs/kit": "^2.21.0", "svelte": "^5.7.0" + }, + "peerDependenciesMeta": { + "@sveltejs/kit": { + "optional": true + } } }, "node_modules/bits-ui/node_modules/svelte-toolbelt": { - "version": "0.9.3", - "resolved": "https://registry.npmjs.org/svelte-toolbelt/-/svelte-toolbelt-0.9.3.tgz", - "integrity": "sha512-HCSWxCtVmv+c6g1ACb8LTwHVbDqLKJvHpo6J8TaqwUme2hj9ATJCpjCPNISR1OCq2Q4U1KT41if9ON0isINQZw==", + "version": "0.10.6", + "resolved": "https://registry.npmjs.org/svelte-toolbelt/-/svelte-toolbelt-0.10.6.tgz", + "integrity": "sha512-YWuX+RE+CnWYx09yseAe4ZVMM7e7GRFZM6OYWpBKOb++s+SQ8RBIMMe+Bs/CznBMc0QPLjr+vDBxTAkozXsFXQ==", "dev": true, "funding": [ "https://github.com/sponsors/huntabyte" ], "dependencies": { "clsx": "^2.1.1", - "runed": "^0.29.0", + "runed": "^0.35.1", "style-to-object": "^1.0.8" }, "engines": { @@ -8324,31 +8332,23 @@ } }, "node_modules/tailwind-variants": { - "version": "1.0.0", - "resolved": "https://registry.npmjs.org/tailwind-variants/-/tailwind-variants-1.0.0.tgz", - "integrity": "sha512-2WSbv4ulEEyuBKomOunut65D8UZwxrHoRfYnxGcQNnHqlSCp2+B7Yz2W+yrNDrxRodOXtGD/1oCcKGNBnUqMqA==", + "version": "3.2.2", + "resolved": "https://registry.npmjs.org/tailwind-variants/-/tailwind-variants-3.2.2.tgz", + "integrity": "sha512-Mi4kHeMTLvKlM98XPnK+7HoBPmf4gygdFmqQPaDivc3DpYS6aIY6KiG/PgThrGvii5YZJqRsPz0aPyhoFzmZgg==", "dev": true, "license": "MIT", - "dependencies": { - "tailwind-merge": "3.0.2" - }, "engines": { "node": ">=16.x", "pnpm": ">=7.x" }, "peerDependencies": { + "tailwind-merge": ">=3.0.0", "tailwindcss": "*" - } - }, - "node_modules/tailwind-variants/node_modules/tailwind-merge": { - "version": "3.0.2", - "resolved": "https://registry.npmjs.org/tailwind-merge/-/tailwind-merge-3.0.2.tgz", - "integrity": "sha512-l7z+OYZ7mu3DTqrL88RiKrKIqO3NcpEO8V/Od04bNpvk0kiIFndGEoqfuzvj4yuhRkHKjRkII2z+KS2HfPcSxw==", - "dev": true, - "license": "MIT", - "funding": { - "type": "github", - "url": "https://github.com/sponsors/dcastil" + }, + "peerDependenciesMeta": { + "tailwind-merge": { + "optional": true + } } }, "node_modules/tailwindcss": { diff --git a/tools/server/webui/package.json b/tools/server/webui/package.json index 8b88f691a4..c20ab3cfde 100644 --- a/tools/server/webui/package.json +++ b/tools/server/webui/package.json @@ -43,7 +43,7 @@ "@tailwindcss/vite": "^4.0.0", "@types/node": "^22", "@vitest/browser": "^3.2.3", - "bits-ui": "^2.8.11", + "bits-ui": "^2.14.4", "clsx": "^2.1.1", "dexie": "^4.0.11", "eslint": "^9.18.0", @@ -66,7 +66,7 @@ "svelte": "^5.0.0", "svelte-check": "^4.0.0", "tailwind-merge": "^3.3.1", - "tailwind-variants": "^1.0.0", + "tailwind-variants": "^3.2.2", "tailwindcss": "^4.0.0", "tw-animate-css": "^1.3.5", "typescript": "^5.0.0", diff --git a/tools/server/webui/playwright.config.ts b/tools/server/webui/playwright.config.ts index 51688b3941..26d3be535d 100644 --- a/tools/server/webui/playwright.config.ts +++ b/tools/server/webui/playwright.config.ts @@ -7,5 +7,5 @@ export default defineConfig({ timeout: 120000, reuseExistingServer: false }, - testDir: 'e2e' + testDir: 'tests/e2e' }); diff --git a/tools/server/webui/scripts/dev.sh b/tools/server/webui/scripts/dev.sh index 2bda8f22c8..b7539c205e 100644 --- a/tools/server/webui/scripts/dev.sh +++ b/tools/server/webui/scripts/dev.sh @@ -49,7 +49,9 @@ trap cleanup SIGINT SIGTERM echo "🚀 Starting development servers..." echo "📝 Note: Make sure to start llama-server separately if needed" cd tools/server/webui -storybook dev -p 6006 --ci & vite dev --host 0.0.0.0 & +# Use --insecure-http-parser to handle malformed HTTP responses from llama-server +# (some responses have both Content-Length and Transfer-Encoding headers) +storybook dev -p 6006 --ci & NODE_OPTIONS="--insecure-http-parser" vite dev --host 0.0.0.0 & # Wait for all background processes wait diff --git a/tools/server/webui/src/app.css b/tools/server/webui/src/app.css index 2ca1536409..9705040a4d 100644 --- a/tools/server/webui/src/app.css +++ b/tools/server/webui/src/app.css @@ -29,7 +29,7 @@ --chart-3: oklch(0.398 0.07 227.392); --chart-4: oklch(0.828 0.189 84.429); --chart-5: oklch(0.769 0.188 70.08); - --sidebar: oklch(0.985 0 0); + --sidebar: oklch(0.987 0 0); --sidebar-foreground: oklch(0.145 0 0); --sidebar-primary: oklch(0.205 0 0); --sidebar-primary-foreground: oklch(0.985 0 0); @@ -66,7 +66,7 @@ --chart-3: oklch(0.769 0.188 70.08); --chart-4: oklch(0.627 0.265 303.9); --chart-5: oklch(0.645 0.246 16.439); - --sidebar: oklch(0.205 0 0); + --sidebar: oklch(0.19 0 0); --sidebar-foreground: oklch(0.985 0 0); --sidebar-primary: oklch(0.488 0.243 264.376); --sidebar-primary-foreground: oklch(0.985 0 0); diff --git a/tools/server/webui/src/app.d.ts b/tools/server/webui/src/app.d.ts index eb14d6fe45..71976936ed 100644 --- a/tools/server/webui/src/app.d.ts +++ b/tools/server/webui/src/app.d.ts @@ -4,27 +4,38 @@ // Import chat types from dedicated module import type { + // API types ApiChatCompletionRequest, ApiChatCompletionResponse, ApiChatCompletionStreamChunk, + ApiChatCompletionToolCall, + ApiChatCompletionToolCallDelta, ApiChatMessageData, ApiChatMessageContentPart, ApiContextSizeError, ApiErrorResponse, ApiLlamaCppServerProps, - ApiProcessingState -} from '$lib/types/api'; - -import type { + ApiModelDataEntry, + ApiModelListResponse, + ApiProcessingState, + ApiRouterModelMeta, + ApiRouterModelsLoadRequest, + ApiRouterModelsLoadResponse, + ApiRouterModelsStatusRequest, + ApiRouterModelsStatusResponse, + ApiRouterModelsListResponse, + ApiRouterModelsUnloadRequest, + ApiRouterModelsUnloadResponse, + // Chat types + ChatAttachmentDisplayItem, + ChatAttachmentPreviewItem, ChatMessageType, ChatRole, ChatUploadedFile, ChatMessageSiblingInfo, ChatMessagePromptProgress, - ChatMessageTimings -} from '$lib/types/chat'; - -import type { + ChatMessageTimings, + // Database types DatabaseConversation, DatabaseMessage, DatabaseMessageExtra, @@ -32,14 +43,20 @@ import type { DatabaseMessageExtraImageFile, DatabaseMessageExtraTextFile, DatabaseMessageExtraPdfFile, - DatabaseMessageExtraLegacyContext -} from '$lib/types/database'; - -import type { + DatabaseMessageExtraLegacyContext, + ExportedConversation, + ExportedConversations, + // Model types + ModelModalities, + ModelOption, + // Settings types + SettingsChatServiceOptions, SettingsConfigValue, SettingsFieldConfig, SettingsConfigType -} from '$lib/types/settings'; +} from '$lib/types'; + +import { ServerRole, ServerModelStatus, ModelModality } from '$lib/enums'; declare global { // namespace App { @@ -51,22 +68,38 @@ declare global { // } export { + // API types ApiChatCompletionRequest, ApiChatCompletionResponse, ApiChatCompletionStreamChunk, + ApiChatCompletionToolCall, + ApiChatCompletionToolCallDelta, ApiChatMessageData, ApiChatMessageContentPart, ApiContextSizeError, ApiErrorResponse, ApiLlamaCppServerProps, + ApiModelDataEntry, + ApiModelListResponse, ApiProcessingState, - ChatMessageData, + ApiRouterModelMeta, + ApiRouterModelsLoadRequest, + ApiRouterModelsLoadResponse, + ApiRouterModelsStatusRequest, + ApiRouterModelsStatusResponse, + ApiRouterModelsListResponse, + ApiRouterModelsUnloadRequest, + ApiRouterModelsUnloadResponse, + // Chat types + ChatAttachmentDisplayItem, + ChatAttachmentPreviewItem, ChatMessagePromptProgress, ChatMessageSiblingInfo, ChatMessageTimings, ChatMessageType, ChatRole, ChatUploadedFile, + // Database types DatabaseConversation, DatabaseMessage, DatabaseMessageExtra, @@ -75,9 +108,19 @@ declare global { DatabaseMessageExtraTextFile, DatabaseMessageExtraPdfFile, DatabaseMessageExtraLegacyContext, + ExportedConversation, + ExportedConversations, + // Enum types + ModelModality, + ServerRole, + ServerModelStatus, + // Model types + ModelModalities, + ModelOption, + // Settings types + SettingsChatServiceOptions, SettingsConfigValue, SettingsFieldConfig, - SettingsConfigType, - SettingsChatServiceOptions + SettingsConfigType }; } diff --git a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentPreview.svelte b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentPreview.svelte index 212b1fe890..b5fe3fa9c4 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentPreview.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentPreview.svelte @@ -1,9 +1,17 @@ -{#if type === MimeTypeText.PLAIN || type === FileTypeCategory.TEXT} +{#if isText} {#if readonly} + {#if limitToSingleRow} +
+ -
+
+ {#each displayItems as item (item.id)} + {#if item.isImage && item.preview} + openPreview(item, event)} + /> + {:else} + openPreview(item, event)} + /> + {/if} + {/each} +
+ + +
+ + {#if showViewAll} +
+ +
+ {/if} + {:else} +
{#each displayItems as item (item.id)} {#if item.isImage && item.preview} {:else} openPreview(item, event)} + attachment={item.attachment} + uploadedFile={item.uploadedFile} + onClick={(event?: MouseEvent) => openPreview(item, event)} /> {/if} {/each}
- - -
- - {#if showViewAll} -
- -
{/if} {/if} @@ -261,9 +225,9 @@ attachment={previewItem.attachment} preview={previewItem.preview} name={previewItem.name} - type={previewItem.type} size={previewItem.size} textContent={previewItem.textContent} + {activeModelId} /> {/if} @@ -275,4 +239,5 @@ {onFileRemove} imageHeight="h-64" {imageClass} + {activeModelId} /> diff --git a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte index ae82f7b743..279b2e2227 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte @@ -4,9 +4,7 @@ ChatAttachmentThumbnailFile, DialogChatAttachmentPreview } from '$lib/components/app'; - import { FileTypeCategory } from '$lib/enums/files'; - import { getFileTypeCategory } from '$lib/utils/file-type'; - import type { ChatAttachmentDisplayItem, ChatAttachmentPreviewItem } from '$lib/types/chat'; + import { getAttachmentDisplayItems } from '$lib/utils'; interface Props { uploadedFiles?: ChatUploadedFile[]; @@ -16,6 +14,7 @@ imageHeight?: string; imageWidth?: string; imageClass?: string; + activeModelId?: string; } let { @@ -25,89 +24,17 @@ onFileRemove, imageHeight = 'h-24', imageWidth = 'w-auto', - imageClass = '' + imageClass = '', + activeModelId }: Props = $props(); let previewDialogOpen = $state(false); let previewItem = $state(null); - let displayItems = $derived(getDisplayItems()); + let displayItems = $derived(getAttachmentDisplayItems({ uploadedFiles, attachments })); let imageItems = $derived(displayItems.filter((item) => item.isImage)); let fileItems = $derived(displayItems.filter((item) => !item.isImage)); - function getDisplayItems(): ChatAttachmentDisplayItem[] { - const items: ChatAttachmentDisplayItem[] = []; - - for (const file of uploadedFiles) { - items.push({ - id: file.id, - name: file.name, - size: file.size, - preview: file.preview, - type: file.type, - isImage: getFileTypeCategory(file.type) === FileTypeCategory.IMAGE, - uploadedFile: file, - textContent: file.textContent - }); - } - - for (const [index, attachment] of attachments.entries()) { - if (attachment.type === 'imageFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - preview: attachment.base64Url, - type: 'image', - isImage: true, - attachment, - attachmentIndex: index - }); - } else if (attachment.type === 'textFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: 'text', - isImage: false, - attachment, - attachmentIndex: index, - textContent: attachment.content - }); - } else if (attachment.type === 'context') { - // Legacy format from old webui - treat as text file - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: 'text', - isImage: false, - attachment, - attachmentIndex: index, - textContent: attachment.content - }); - } else if (attachment.type === 'audioFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: attachment.mimeType || 'audio', - isImage: false, - attachment, - attachmentIndex: index - }); - } else if (attachment.type === 'pdfFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: 'application/pdf', - isImage: false, - attachment, - attachmentIndex: index, - textContent: attachment.content - }); - } - } - - return items.reverse(); - } - function openPreview(item: (typeof displayItems)[0], event?: Event) { if (event) { event.preventDefault(); @@ -119,7 +46,6 @@ attachment: item.attachment, preview: item.preview, name: item.name, - type: item.type, size: item.size, textContent: item.textContent }; @@ -138,12 +64,13 @@ class="cursor-pointer" id={item.id} name={item.name} - type={item.type} size={item.size} {readonly} onRemove={onFileRemove} textContent={item.textContent} - onClick={(event) => openPreview(item, event)} + attachment={item.attachment} + uploadedFile={item.uploadedFile} + onClick={(event?: MouseEvent) => openPreview(item, event)} /> {/each} @@ -183,8 +110,8 @@ attachment={previewItem.attachment} preview={previewItem.preview} name={previewItem.name} - type={previewItem.type} size={previewItem.size} textContent={previewItem.textContent} + {activeModelId} /> {/if} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte index 6c9a11849c..78cc1c47da 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte @@ -9,15 +9,13 @@ } from '$lib/components/app'; import { INPUT_CLASSES } from '$lib/constants/input-classes'; import { config } from '$lib/stores/settings.svelte'; - import { FileTypeCategory, MimeTypeApplication } from '$lib/enums/files'; - import { - AudioRecorder, - convertToWav, - createAudioFile, - isAudioRecordingSupported - } from '$lib/utils/audio-recording'; - import { onMount } from 'svelte'; + import { modelsStore, modelOptions, selectedModelId } from '$lib/stores/models.svelte'; + import { isRouterMode } from '$lib/stores/server.svelte'; + import { chatStore } from '$lib/stores/chat.svelte'; + import { activeMessages } from '$lib/stores/conversations.svelte'; import { + FileTypeCategory, + MimeTypeApplication, FileExtensionAudio, FileExtensionImage, FileExtensionPdf, @@ -25,8 +23,15 @@ MimeTypeAudio, MimeTypeImage, MimeTypeText - } from '$lib/enums/files'; - import { isIMEComposing } from '$lib/utils/is-ime-composing'; + } from '$lib/enums'; + import { isIMEComposing } from '$lib/utils'; + import { + AudioRecorder, + convertToWav, + createAudioFile, + isAudioRecordingSupported + } from '$lib/utils/browser-only'; + import { onMount } from 'svelte'; interface Props { class?: string; @@ -53,28 +58,111 @@ }: Props = $props(); let audioRecorder: AudioRecorder | undefined; + let chatFormActionsRef: ChatFormActions | undefined = $state(undefined); let currentConfig = $derived(config()); let fileAcceptString = $state(undefined); let fileInputRef: ChatFormFileInputInvisible | undefined = $state(undefined); let isRecording = $state(false); let message = $state(''); - let pasteLongTextToFileLength = $derived(Number(currentConfig.pasteLongTextToFileLen) || 2500); + let pasteLongTextToFileLength = $derived.by(() => { + const n = Number(currentConfig.pasteLongTextToFileLen); + return Number.isNaN(n) ? 2500 : n; + }); let previousIsLoading = $state(isLoading); let recordingSupported = $state(false); let textareaRef: ChatFormTextarea | undefined = $state(undefined); + // Check if model is selected (in ROUTER mode) + let conversationModel = $derived( + chatStore.getConversationModel(activeMessages() as DatabaseMessage[]) + ); + let isRouter = $derived(isRouterMode()); + let hasModelSelected = $derived(!isRouter || !!conversationModel || !!selectedModelId()); + + // Get active model ID for capability detection + let activeModelId = $derived.by(() => { + const options = modelOptions(); + + if (!isRouter) { + return options.length > 0 ? options[0].model : null; + } + + // First try user-selected model + const selectedId = selectedModelId(); + if (selectedId) { + const model = options.find((m) => m.id === selectedId); + if (model) return model.model; + } + + // Fallback to conversation model + if (conversationModel) { + const model = options.find((m) => m.model === conversationModel); + if (model) return model.model; + } + + return null; + }); + + // State for model props reactivity + let modelPropsVersion = $state(0); + + // Fetch model props when active model changes (works for both MODEL and ROUTER mode) + $effect(() => { + if (activeModelId) { + const cached = modelsStore.getModelProps(activeModelId); + if (!cached) { + modelsStore.fetchModelProps(activeModelId).then(() => { + modelPropsVersion++; + }); + } + } + }); + + // Derive modalities from active model (works for both MODEL and ROUTER mode) + let hasAudioModality = $derived.by(() => { + if (activeModelId) { + void modelPropsVersion; // Trigger reactivity on props fetch + return modelsStore.modelSupportsAudio(activeModelId); + } + + return false; + }); + + let hasVisionModality = $derived.by(() => { + if (activeModelId) { + void modelPropsVersion; // Trigger reactivity on props fetch + return modelsStore.modelSupportsVision(activeModelId); + } + + return false; + }); + + function checkModelSelected(): boolean { + if (!hasModelSelected) { + // Open the model selector + chatFormActionsRef?.openModelSelector(); + return false; + } + + return true; + } + function getAcceptStringForFileType(fileType: FileTypeCategory): string { switch (fileType) { case FileTypeCategory.IMAGE: return [...Object.values(FileExtensionImage), ...Object.values(MimeTypeImage)].join(','); + case FileTypeCategory.AUDIO: return [...Object.values(FileExtensionAudio), ...Object.values(MimeTypeAudio)].join(','); + case FileTypeCategory.PDF: return [...Object.values(FileExtensionPdf), ...Object.values(MimeTypeApplication)].join( ',' ); + case FileTypeCategory.TEXT: return [...Object.values(FileExtensionText), MimeTypeText.PLAIN].join(','); + default: return ''; } @@ -103,6 +191,9 @@ if ((!message.trim() && uploadedFiles.length === 0) || disabled || isLoading) return; + // Check if model is selected first + if (!checkModelSelected()) return; + const messageToSend = message.trim(); const filesToSend = [...uploadedFiles]; @@ -131,6 +222,7 @@ if (files.length > 0) { event.preventDefault(); onFileUpload?.(files); + return; } @@ -154,6 +246,7 @@ async function handleMicClick() { if (!audioRecorder || !recordingSupported) { console.warn('Audio recording not supported'); + return; } @@ -187,6 +280,9 @@ event.preventDefault(); if ((!message.trim() && uploadedFiles.length === 0) || disabled || isLoading) return; + // Check if model is selected first + if (!checkModelSelected()) return; + const messageToSend = message.trim(); const filesToSend = [...uploadedFiles]; @@ -225,12 +321,17 @@
0 || uploadedFiles.length > 0} + hasText={message.trim().length > 0} {disabled} {isLoading} {isRecording} + {uploadedFiles} onFileUpload={handleFileUpload} onMicClick={handleMicClick} onStop={handleStop} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte index 71cb88e80d..f4aa8a3a3f 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte @@ -1,22 +1,29 @@
- + - {#if !supportsAudio()} + {#if !hasAudioModality}

Current model does not support audio

diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte new file mode 100644 index 0000000000..861cd182e8 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte @@ -0,0 +1,55 @@ + + +{#snippet submitButton(props = {})} + +{/snippet} + +{#if tooltipLabel} + + + {@render submitButton()} + + + +

{tooltipLabel}

+
+
+{:else} + {@render submitButton()} +{/if} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte index aa500423e5..8607e00c02 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte @@ -1,13 +1,20 @@ -
- +
+ - {#if currentConfig.modelSelectorEnabled} - - {/if} + {#if isLoading} + {:else if shouldShowRecordButton} + {:else} - - - + {/if}
diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte index aa27763034..52f3913b93 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte @@ -1,9 +1,11 @@ - - - - - -
- {#if loading && options.length === 0 && !isMounted} -
- - Loading models… -
- {:else if options.length === 0} -

No models available.

- {:else} - {@const selectedOption = getDisplayOption()} - -
- - - {#if isOpen} -
-
0 - ? `${menuPosition.maxHeight}px` - : undefined} - > - {#each options as option (option.id)} - - {/each} -
-
- {/if} -
- {/if} - - {#if error} -

{error}

- {/if} -
diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte index 7c0679bdcc..19b763f55e 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte @@ -1,5 +1,5 @@ -{#if message.role === 'user'} +{#if message.role === 'system'} + +{:else if message.role === 'user'} + onRegenerate()} /> {/if} {#if role === 'assistant' && onContinue} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte index 865d81ba44..2c9a012eff 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte @@ -1,29 +1,26 @@ + + + + + + diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageSystem.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageSystem.svelte new file mode 100644 index 0000000000..c203822f60 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageSystem.svelte @@ -0,0 +1,216 @@ + + +
+ {#if isEditing} +
+ + +
+ + + +
+
+ {:else} + {#if message.content.trim()} +
+ +
+ {/if} +
+ + {#if isExpanded && showExpandButton} +
+ +
+ {/if} + + +
+ {/if} + + {#if message.timestamp} +
+ +
+ {/if} + {/if} +
diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte index c8b615e161..3d2b8dd35b 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte @@ -5,7 +5,7 @@ import { ChatAttachmentsList, MarkdownContent } from '$lib/components/app'; import { INPUT_CLASSES } from '$lib/constants/input-classes'; import { config } from '$lib/stores/settings.svelte'; - import autoResizeTextarea from '$lib/utils/autoresize-textarea'; + import { autoResizeTextarea } from '$lib/utils'; import ChatMessageActions from './ChatMessageActions.svelte'; interface Props { @@ -145,7 +145,7 @@ {#if message.content.trim()} {#if currentConfig.renderUserContentAsMarkdown} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte index ee147858fb..2e5f57cb61 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte @@ -1,17 +1,9 @@ -
+
{#each processingDetails as detail (detail)} {detail} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreenWarning.svelte b/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreenWarning.svelte deleted file mode 100644 index 8b8d916889..0000000000 --- a/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreenWarning.svelte +++ /dev/null @@ -1,38 +0,0 @@ - - -
-
-
-
- -

- Server `/props` endpoint not available - using cached data -

-
- -
-
-
diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte index 204f0d7551..45640e42a0 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte @@ -17,7 +17,7 @@ ChatSettingsFields } from '$lib/components/app'; import { ScrollArea } from '$lib/components/ui/scroll-area'; - import { config, updateMultipleConfig } from '$lib/stores/settings.svelte'; + import { config, settingsStore } from '$lib/stores/settings.svelte'; import { setMode } from 'mode-watcher'; import type { Component } from 'svelte'; @@ -36,12 +36,6 @@ title: 'General', icon: Settings, fields: [ - { key: 'apiKey', label: 'API Key', type: 'input' }, - { - key: 'systemMessage', - label: 'System Message (will be disabled if left empty)', - type: 'textarea' - }, { key: 'theme', label: 'Theme', @@ -52,6 +46,12 @@ { value: 'dark', label: 'Dark', icon: Moon } ] }, + { key: 'apiKey', label: 'API Key', type: 'input' }, + { + key: 'systemMessage', + label: 'System Message', + type: 'textarea' + }, { key: 'pasteLongTextToFileLen', label: 'Paste long text to file length', @@ -79,19 +79,14 @@ title: 'Display', icon: Monitor, fields: [ - { - key: 'showThoughtInProgress', - label: 'Show thought in progress', - type: 'checkbox' - }, { key: 'showMessageStats', label: 'Show message generation statistics', type: 'checkbox' }, { - key: 'showTokensPerSecond', - label: 'Show tokens per second', + key: 'showThoughtInProgress', + label: 'Show thought in progress', type: 'checkbox' }, { @@ -100,19 +95,20 @@ type: 'checkbox' }, { - key: 'showModelInfo', - label: 'Show model information', + key: 'autoMicOnEmpty', + label: 'Show microphone on empty input', + type: 'checkbox', + isExperimental: true + }, + { + key: 'renderUserContentAsMarkdown', + label: 'Render user content as Markdown', type: 'checkbox' }, { key: 'disableAutoScroll', label: 'Disable automatic scroll', type: 'checkbox' - }, - { - key: 'renderUserContentAsMarkdown', - label: 'Render user content as Markdown', - type: 'checkbox' } ] }, @@ -232,11 +228,6 @@ title: 'Developer', icon: Code, fields: [ - { - key: 'modelSelectorEnabled', - label: 'Enable model selector', - type: 'checkbox' - }, { key: 'showToolCalls', label: 'Show tool call labels', @@ -342,7 +333,7 @@ } } - updateMultipleConfig(processedConfig); + settingsStore.updateMultipleConfig(processedConfig); onSave?.(); } diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte index 8834e3e3e1..a6f51f47d6 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte @@ -6,9 +6,7 @@ import * as Select from '$lib/components/ui/select'; import { Textarea } from '$lib/components/ui/textarea'; import { SETTING_CONFIG_DEFAULT, SETTING_CONFIG_INFO } from '$lib/constants/settings-config'; - import { supportsVision } from '$lib/stores/server.svelte'; - import { getParameterInfo, resetParameterToServerDefault } from '$lib/stores/settings.svelte'; - import { ParameterSyncService } from '$lib/services/parameter-sync'; + import { settingsStore } from '$lib/stores/settings.svelte'; import { ChatSettingsParameterSourceIndicator } from '$lib/components/app'; import type { Component } from 'svelte'; @@ -23,11 +21,11 @@ // Helper function to get parameter source info for syncable parameters function getParameterSourceInfo(key: string) { - if (!ParameterSyncService.canSyncParameter(key)) { + if (!settingsStore.canSyncParameter(key)) { return null; } - return getParameterInfo(key); + return settingsStore.getParameterInfo(key); } @@ -82,7 +80,7 @@
{#if field.help || SETTING_CONFIG_INFO[field.key]}

- {field.help || SETTING_CONFIG_INFO[field.key]} + {@html field.help || SETTING_CONFIG_INFO[field.key]}

{/if} {:else if field.type === 'textarea'} @@ -114,13 +112,28 @@ value={String(localConfig[field.key] ?? '')} onchange={(e) => onConfigChange(field.key, e.currentTarget.value)} placeholder={`Default: ${SETTING_CONFIG_DEFAULT[field.key] ?? 'none'}`} - class="min-h-[100px] w-full md:max-w-2xl" + class="min-h-[10rem] w-full md:max-w-2xl" /> + {#if field.help || SETTING_CONFIG_INFO[field.key]}

{field.help || SETTING_CONFIG_INFO[field.key]}

{/if} + + {#if field.key === 'systemMessage'} +
+ onConfigChange('showSystemMessage', Boolean(checked))} + /> + + +
+ {/if} {:else if field.type === 'select'} {@const selectedOption = field.options?.find( (opt: { value: string; label: string; icon?: Component }) => @@ -175,7 +188,7 @@
+ +
+

Delete All Conversations

+ +

+ Permanently delete all conversations and their messages. This action cannot be undone. + Consider exporting your conversations first if you want to keep a backup. +

+ + +
@@ -253,3 +303,15 @@ onCancel={() => (showImportDialog = false)} onConfirm={handleImportConfirm} /> + + diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte index 34f3da53ea..aa0c27f6d3 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte @@ -7,11 +7,9 @@ import * as Sidebar from '$lib/components/ui/sidebar'; import * as AlertDialog from '$lib/components/ui/alert-dialog'; import Input from '$lib/components/ui/input/input.svelte'; - import { - conversations, - deleteConversation, - updateConversationName - } from '$lib/stores/chat.svelte'; + import { conversationsStore, conversations } from '$lib/stores/conversations.svelte'; + import { chatStore } from '$lib/stores/chat.svelte'; + import { getPreviewText } from '$lib/utils/text'; import ChatSidebarActions from './ChatSidebarActions.svelte'; const sidebar = Sidebar.useSidebar(); @@ -23,6 +21,9 @@ let showEditDialog = $state(false); let selectedConversation = $state(null); let editedName = $state(''); + let selectedConversationNamePreview = $derived.by(() => + selectedConversation ? getPreviewText(selectedConversation.name) : '' + ); let filteredConversations = $derived.by(() => { if (searchQuery.trim().length > 0) { @@ -56,7 +57,7 @@ showDeleteDialog = false; setTimeout(() => { - deleteConversation(selectedConversation.id); + conversationsStore.deleteConversation(selectedConversation.id); selectedConversation = null; }, 100); // Wait for animation to finish } @@ -67,7 +68,7 @@ showEditDialog = false; - updateConversationName(selectedConversation.id, editedName); + conversationsStore.updateConversationName(selectedConversation.id, editedName); selectedConversation = null; } @@ -102,10 +103,14 @@ await goto(`#/chat/${id}`); } + + function handleStopGeneration(id: string) { + chatStore.stopGenerationForChat(id); + } - +

llama.cpp

@@ -136,6 +141,7 @@ onSelect={selectConversation} onEdit={handleEditConversation} onDelete={handleDeleteConversation} + onStop={handleStopGeneration} /> {/each} @@ -154,15 +160,13 @@ - -
- import { Trash2, Pencil, MoreHorizontal, Download, Loader2 } from '@lucide/svelte'; + import { Trash2, Pencil, MoreHorizontal, Download, Loader2, Square } from '@lucide/svelte'; import { ActionDropdown } from '$lib/components/app'; - import { downloadConversation, getAllLoadingConversations } from '$lib/stores/chat.svelte'; + import * as Tooltip from '$lib/components/ui/tooltip'; + import { getAllLoadingChats } from '$lib/stores/chat.svelte'; + import { conversationsStore } from '$lib/stores/conversations.svelte'; import { onMount } from 'svelte'; interface Props { @@ -11,6 +13,7 @@ onDelete?: (id: string) => void; onEdit?: (id: string) => void; onSelect?: (id: string) => void; + onStop?: (id: string) => void; } let { @@ -19,13 +22,14 @@ onDelete, onEdit, onSelect, + onStop, isActive = false }: Props = $props(); let renderActionsDropdown = $state(false); let dropdownOpen = $state(false); - let isLoading = $derived(getAllLoadingConversations().includes(conversation.id)); + let isLoading = $derived(getAllLoadingChats().includes(conversation.id)); function handleEdit(event: Event) { event.stopPropagation(); @@ -37,8 +41,14 @@ onDelete?.(conversation.id); } + function handleStop(event: Event) { + event.stopPropagation(); + onStop?.(conversation.id); + } + function handleGlobalEditEvent(event: Event) { const customEvent = event as CustomEvent<{ conversationId: string }>; + if (customEvent.detail.conversationId === conversation.id && isActive) { handleEdit(event); } @@ -87,8 +97,28 @@ >
{#if isLoading} - + + +
e.key === 'Enter' && handleStop(e)} + role="button" + tabindex="0" + aria-label="Stop generation" + > + + +
+
+ + +

Stop generation

+
+
{/if} + @@ -114,7 +144,7 @@ label: 'Export', onclick: (e) => { e.stopPropagation(); - downloadConversation(conversation.id); + conversationsStore.downloadConversation(conversation.id); }, shortcut: ['shift', 'cmd', 's'] }, @@ -146,5 +176,25 @@ opacity: 1 !important; } } + + .stop-button { + :global(.stop-icon) { + display: none; + } + + :global(.loading-icon) { + display: block; + } + } + + &:is(:hover) .stop-button { + :global(.stop-icon) { + display: block; + } + + :global(.loading-icon) { + display: none; + } + } } diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebarSearch.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebarSearch.svelte index c9e6c6616a..afc9847028 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebarSearch.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebarSearch.svelte @@ -1,6 +1,5 @@ -
- - - -
+ diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentPreview.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentPreview.svelte index ac70b8dc6d..012ba00b49 100644 --- a/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentPreview.svelte +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentPreview.svelte @@ -1,49 +1,39 @@ - + - {displayName} + {displayName} - {displayType} {#if displaySize} - • {formatFileSize(displaySize)} + {formatFileSize(displaySize)} {/if} @@ -70,9 +59,9 @@ {uploadedFile} {attachment} {preview} - {name} - {type} + name={displayName} {textContent} + {activeModelId} /> diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentsViewAll.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentsViewAll.svelte index 8f6ca76d42..33ab0fe02e 100644 --- a/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentsViewAll.svelte +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentsViewAll.svelte @@ -11,6 +11,7 @@ imageHeight?: string; imageWidth?: string; imageClass?: string; + activeModelId?: string; } let { @@ -21,7 +22,8 @@ onFileRemove, imageHeight = 'h-24', imageWidth = 'w-auto', - imageClass = '' + imageClass = '', + activeModelId }: Props = $props(); let totalCount = $derived(uploadedFiles.length + attachments.length); @@ -45,6 +47,7 @@ {imageHeight} {imageWidth} {imageClass} + {activeModelId} /> diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogChatError.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogChatError.svelte index 8ecb58905a..b4340e83e5 100644 --- a/tools/server/webui/src/lib/components/app/dialogs/DialogChatError.svelte +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogChatError.svelte @@ -6,10 +6,11 @@ open: boolean; type: 'timeout' | 'server'; message: string; + contextInfo?: { n_prompt_tokens: number; n_ctx: number }; onOpenChange?: (open: boolean) => void; } - let { open = $bindable(), type, message, onOpenChange }: Props = $props(); + let { open = $bindable(), type, message, contextInfo, onOpenChange }: Props = $props(); const isTimeout = $derived(type === 'timeout'); const title = $derived(isTimeout ? 'TCP Timeout' : 'Server Error'); @@ -51,6 +52,15 @@

{message}

+ {#if contextInfo} +
+

+ Prompt tokens: + {contextInfo.n_prompt_tokens.toLocaleString()} +

+

Context size: {contextInfo.n_ctx.toLocaleString()}

+
+ {/if}
diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogModelInformation.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogModelInformation.svelte new file mode 100644 index 0000000000..dfea47cc90 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogModelInformation.svelte @@ -0,0 +1,211 @@ + + + + + + + + Model Information + Current model details and capabilities + + +
+ {#if isLoadingModels} +
+
Loading model information...
+
+ {:else if firstModel} + {@const modelMeta = firstModel.meta} + + {#if serverProps} + + + + Model + + +
+ + {modelName} + + + +
+
+
+
+ + + + File Path + + + + {serverProps.model_path} + + + + + + + + + Context Size + {formatNumber(serverProps.default_generation_settings.n_ctx)} tokens + + + + {#if modelMeta?.n_ctx_train} + + Training Context + {formatNumber(modelMeta.n_ctx_train)} tokens + + {/if} + + + {#if modelMeta?.size} + + Model Size + {formatFileSize(modelMeta.size)} + + {/if} + + + {#if modelMeta?.n_params} + + Parameters + {formatParameters(modelMeta.n_params)} + + {/if} + + + {#if modelMeta?.n_embd} + + Embedding Size + {formatNumber(modelMeta.n_embd)} + + {/if} + + + {#if modelMeta?.n_vocab} + + Vocabulary Size + {formatNumber(modelMeta.n_vocab)} tokens + + {/if} + + + {#if modelMeta?.vocab_type} + + Vocabulary Type + {modelMeta.vocab_type} + + {/if} + + + + Parallel Slots + {serverProps.total_slots} + + + + {#if modalities.length > 0} + + Modalities + +
+ +
+
+
+ {/if} + + + + Build Info + {serverProps.build_info} + + + + {#if serverProps.chat_template} + + Chat Template + +
+
{serverProps.chat_template}
+
+
+
+ {/if} +
+
+ {/if} + {:else if !isLoadingModels} +
+
No model information available
+
+ {/if} +
+
+
diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogModelNotAvailable.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogModelNotAvailable.svelte new file mode 100644 index 0000000000..a6c20291fa --- /dev/null +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogModelNotAvailable.svelte @@ -0,0 +1,76 @@ + + + + + + + + Model Not Available + + + + The requested model could not be found. Select an available model to continue. + + + +
+
+

+ Requested: {modelName} +

+
+ + {#if availableModels.length > 0} +
+

Select an available model:

+
+ {#each availableModels as model (model)} + + {/each} +
+
+ {/if} +
+ + + handleOpenChange(false)}>Cancel + +
+
diff --git a/tools/server/webui/src/lib/components/app/index.ts b/tools/server/webui/src/lib/components/app/index.ts index 54bd8d5aa3..8631d4fb3b 100644 --- a/tools/server/webui/src/lib/components/app/index.ts +++ b/tools/server/webui/src/lib/components/app/index.ts @@ -10,20 +10,23 @@ export { default as ChatForm } from './chat/ChatForm/ChatForm.svelte'; export { default as ChatFormActionFileAttachments } from './chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte'; export { default as ChatFormActionRecord } from './chat/ChatForm/ChatFormActions/ChatFormActionRecord.svelte'; export { default as ChatFormActions } from './chat/ChatForm/ChatFormActions/ChatFormActions.svelte'; +export { default as ChatFormActionSubmit } from './chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte'; export { default as ChatFormFileInputInvisible } from './chat/ChatForm/ChatFormFileInputInvisible.svelte'; export { default as ChatFormHelperText } from './chat/ChatForm/ChatFormHelperText.svelte'; -export { default as ChatFormModelSelector } from './chat/ChatForm/ChatFormModelSelector.svelte'; export { default as ChatFormTextarea } from './chat/ChatForm/ChatFormTextarea.svelte'; export { default as ChatMessage } from './chat/ChatMessages/ChatMessage.svelte'; -export { default as ChatMessages } from './chat/ChatMessages/ChatMessages.svelte'; +export { default as ChatMessageActions } from './chat/ChatMessages/ChatMessageActions.svelte'; export { default as ChatMessageBranchingControls } from './chat/ChatMessages/ChatMessageBranchingControls.svelte'; +export { default as ChatMessageStatistics } from './chat/ChatMessages/ChatMessageStatistics.svelte'; +export { default as ChatMessageSystem } from './chat/ChatMessages/ChatMessageSystem.svelte'; export { default as ChatMessageThinkingBlock } from './chat/ChatMessages/ChatMessageThinkingBlock.svelte'; +export { default as ChatMessages } from './chat/ChatMessages/ChatMessages.svelte'; +export { default as MessageBranchingControls } from './chat/ChatMessages/ChatMessageBranchingControls.svelte'; export { default as ChatScreen } from './chat/ChatScreen/ChatScreen.svelte'; export { default as ChatScreenHeader } from './chat/ChatScreen/ChatScreenHeader.svelte'; export { default as ChatScreenProcessingInfo } from './chat/ChatScreen/ChatScreenProcessingInfo.svelte'; -export { default as ChatScreenWarning } from './chat/ChatScreen/ChatScreenWarning.svelte'; export { default as ChatSettings } from './chat/ChatSettings/ChatSettings.svelte'; export { default as ChatSettingsFooter } from './chat/ChatSettings/ChatSettingsFooter.svelte'; @@ -45,19 +48,28 @@ export { default as DialogConfirmation } from './dialogs/DialogConfirmation.svel export { default as DialogConversationSelection } from './dialogs/DialogConversationSelection.svelte'; export { default as DialogConversationTitleUpdate } from './dialogs/DialogConversationTitleUpdate.svelte'; export { default as DialogEmptyFileAlert } from './dialogs/DialogEmptyFileAlert.svelte'; +export { default as DialogModelInformation } from './dialogs/DialogModelInformation.svelte'; +export { default as DialogModelNotAvailable } from './dialogs/DialogModelNotAvailable.svelte'; // Miscellanous export { default as ActionButton } from './misc/ActionButton.svelte'; export { default as ActionDropdown } from './misc/ActionDropdown.svelte'; +export { default as BadgeChatStatistic } from './misc/BadgeChatStatistic.svelte'; +export { default as BadgeInfo } from './misc/BadgeInfo.svelte'; +export { default as ModelBadge } from './models/ModelBadge.svelte'; +export { default as BadgeModality } from './misc/BadgeModality.svelte'; export { default as ConversationSelection } from './misc/ConversationSelection.svelte'; +export { default as CopyToClipboardIcon } from './misc/CopyToClipboardIcon.svelte'; export { default as KeyboardShortcutInfo } from './misc/KeyboardShortcutInfo.svelte'; export { default as MarkdownContent } from './misc/MarkdownContent.svelte'; export { default as RemoveButton } from './misc/RemoveButton.svelte'; +export { default as SearchInput } from './misc/SearchInput.svelte'; +export { default as SyntaxHighlightedCode } from './misc/SyntaxHighlightedCode.svelte'; +export { default as ModelsSelector } from './models/ModelsSelector.svelte'; // Server export { default as ServerStatus } from './server/ServerStatus.svelte'; export { default as ServerErrorSplash } from './server/ServerErrorSplash.svelte'; export { default as ServerLoadingSplash } from './server/ServerLoadingSplash.svelte'; -export { default as ServerInfo } from './server/ServerInfo.svelte'; diff --git a/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte b/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte index 11c4679a6e..411a8b6094 100644 --- a/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte +++ b/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte @@ -1,7 +1,6 @@ - + diff --git a/tools/server/webui/src/lib/components/app/misc/BadgeModality.svelte b/tools/server/webui/src/lib/components/app/misc/BadgeModality.svelte new file mode 100644 index 0000000000..a0d5e863c2 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/BadgeModality.svelte @@ -0,0 +1,39 @@ + + +{#each displayableModalities as modality, index (index)} + {@const IconComponent = MODALITY_ICONS[modality]} + {@const label = MODALITY_LABELS[modality]} + + + {#if IconComponent} + + {/if} + + {label} + +{/each} diff --git a/tools/server/webui/src/lib/components/app/misc/CopyToClipboardIcon.svelte b/tools/server/webui/src/lib/components/app/misc/CopyToClipboardIcon.svelte new file mode 100644 index 0000000000..bf6cd4fb28 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/CopyToClipboardIcon.svelte @@ -0,0 +1,18 @@ + + + canCopy && copyToClipboard(text)} +/> diff --git a/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte b/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte index 176a98b212..2a4a39535e 100644 --- a/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte +++ b/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte @@ -7,9 +7,8 @@ import remarkRehype from 'remark-rehype'; import rehypeKatex from 'rehype-katex'; import rehypeStringify from 'rehype-stringify'; - import { copyCodeToClipboard } from '$lib/utils/copy'; + import { copyCodeToClipboard, preprocessLaTeX } from '$lib/utils'; import { rehypeRestoreTableHtml } from '$lib/markdown/table-html-restorer'; - import { preprocessLaTeX } from '$lib/utils/latex-protection'; import { browser } from '$app/environment'; import '$styles/katex-custom.scss'; @@ -338,19 +337,23 @@ line-height: 1.75; } + div :global(:is(h1, h2, h3, h4, h5, h6):first-child) { + margin-top: 0; + } + /* Headers with consistent spacing */ div :global(h1) { font-size: 1.875rem; font-weight: 700; - margin: 1.5rem 0 0.75rem 0; line-height: 1.2; + margin: 1.5rem 0 0.75rem 0; } div :global(h2) { font-size: 1.5rem; font-weight: 600; - margin: 1.25rem 0 0.5rem 0; line-height: 1.3; + margin: 1.25rem 0 0.5rem 0; } div :global(h3) { @@ -501,6 +504,14 @@ background: hsl(var(--muted) / 0.1); } + /* User message markdown should keep table borders visible on light primary backgrounds */ + div.markdown-user-content :global(table), + div.markdown-user-content :global(th), + div.markdown-user-content :global(td), + div.markdown-user-content :global(.table-wrapper) { + border-color: currentColor; + } + /* Horizontal rules */ div :global(hr) { border: none; @@ -639,6 +650,21 @@ background: var(--muted); } + /* Disable hover effects when rendering user messages */ + .markdown-user-content :global(a), + .markdown-user-content :global(a:hover) { + color: var(--primary-foreground); + } + + .markdown-user-content :global(table:hover) { + box-shadow: none; + } + + .markdown-user-content :global(th:hover), + .markdown-user-content :global(td:hover) { + background: inherit; + } + /* Enhanced blockquotes */ div :global(blockquote) { transition: all 0.2s ease; diff --git a/tools/server/webui/src/lib/components/app/misc/SearchInput.svelte b/tools/server/webui/src/lib/components/app/misc/SearchInput.svelte new file mode 100644 index 0000000000..15cd6abaa9 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/SearchInput.svelte @@ -0,0 +1,73 @@ + + +
+ + + + + {#if showClearButton} + + {/if} +
diff --git a/tools/server/webui/src/lib/components/app/misc/SyntaxHighlightedCode.svelte b/tools/server/webui/src/lib/components/app/misc/SyntaxHighlightedCode.svelte new file mode 100644 index 0000000000..f36a9a20b9 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/SyntaxHighlightedCode.svelte @@ -0,0 +1,96 @@ + + +
+
{@html highlightedHtml}
+
+ + diff --git a/tools/server/webui/src/lib/components/app/models/ModelBadge.svelte b/tools/server/webui/src/lib/components/app/models/ModelBadge.svelte new file mode 100644 index 0000000000..bea1bf6e3f --- /dev/null +++ b/tools/server/webui/src/lib/components/app/models/ModelBadge.svelte @@ -0,0 +1,56 @@ + + +{#snippet badgeContent()} + + {#snippet icon()} + + {/snippet} + + {model} + + {#if showCopyIcon} + + {/if} + +{/snippet} + +{#if model && isModelMode} + {#if showTooltip} + + + {@render badgeContent()} + + + + {onclick ? 'Click for model details' : model} + + + {:else} + {@render badgeContent()} + {/if} +{/if} diff --git a/tools/server/webui/src/lib/components/app/models/ModelsSelector.svelte b/tools/server/webui/src/lib/components/app/models/ModelsSelector.svelte new file mode 100644 index 0000000000..ac0937696d --- /dev/null +++ b/tools/server/webui/src/lib/components/app/models/ModelsSelector.svelte @@ -0,0 +1,541 @@ + + +
+ {#if loading && options.length === 0 && isRouter} +
+ + Loading models… +
+ {:else if options.length === 0 && isRouter} +

No models available.

+ {:else} + {@const selectedOption = getDisplayOption()} + + + + + + + {selectedOption?.model || 'Select model'} + + + {#if updating} + + {:else if isRouter} + + {/if} + + + +
+
+ +
+
+ {#if !isCurrentModelInCache() && currentModel} + + +
+ {/if} + {#if filteredOptions.length === 0} +

No models found.

+ {/if} + {#each filteredOptions as option, index (option.id)} + {@const status = getModelStatus(option.model)} + {@const isLoaded = status === ServerModelStatus.LOADED} + {@const isLoading = status === ServerModelStatus.LOADING} + {@const isSelected = currentModel === option.model || activeId === option.id} + {@const isCompatible = isModelCompatible(option)} + {@const isHighlighted = index === highlightedIndex} + {@const missingModalities = getMissingModalities(option)} + +
isCompatible && handleSelect(option.id)} + onmouseenter={() => (highlightedIndex = index)} + onkeydown={(e) => { + if (isCompatible && (e.key === 'Enter' || e.key === ' ')) { + e.preventDefault(); + handleSelect(option.id); + } + }} + > + {option.model} + + {#if missingModalities} + + {#if missingModalities.vision} + + + + + +

No vision support

+
+
+ {/if} + {#if missingModalities.audio} + + + + + +

No audio support

+
+
+ {/if} +
+ {/if} + + {#if isLoading} + + + + + +

Loading model...

+
+
+ {:else if isLoaded} + + + + + +

Unload model

+
+
+ {:else} + + {/if} +
+ {/each} +
+
+
+
+ {/if} +
+ +{#if showModelDialog && !isRouter} + +{/if} diff --git a/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte b/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte index af142e32aa..39613f200c 100644 --- a/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte +++ b/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte @@ -5,7 +5,7 @@ import { Input } from '$lib/components/ui/input'; import Label from '$lib/components/ui/label/label.svelte'; import { serverStore, serverLoading } from '$lib/stores/server.svelte'; - import { config, updateConfig } from '$lib/stores/settings.svelte'; + import { config, settingsStore } from '$lib/stores/settings.svelte'; import { fade, fly, scale } from 'svelte/transition'; interface Props { @@ -42,7 +42,7 @@ if (onRetry) { onRetry(); } else { - serverStore.fetchServerProps(); + serverStore.fetch(); } } @@ -61,7 +61,7 @@ try { // Update the API key in settings first - updateConfig('apiKey', apiKeyInput.trim()); + settingsStore.updateConfig('apiKey', apiKeyInput.trim()); // Test the API key by making a real request to the server const response = await fetch('./props', { diff --git a/tools/server/webui/src/lib/components/app/server/ServerInfo.svelte b/tools/server/webui/src/lib/components/app/server/ServerInfo.svelte deleted file mode 100644 index 9a43e333c4..0000000000 --- a/tools/server/webui/src/lib/components/app/server/ServerInfo.svelte +++ /dev/null @@ -1,43 +0,0 @@ - - -{#if props} -
- {#if model} - - - - {model} - - {/if} - -
- {#if props.default_generation_settings.n_ctx} - - ctx: {props.default_generation_settings.n_ctx.toLocaleString()} - - {/if} - - {#if modalities.length > 0} - {#each modalities as modality (modality)} - - {#if modality === 'vision'} - - {:else if modality === 'audio'} - - {/if} - - {modality} - - {/each} - {/if} -
-
-{/if} diff --git a/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte b/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte index f04c954d70..d9f6d4a32a 100644 --- a/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte +++ b/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte @@ -2,7 +2,8 @@ import { AlertTriangle, Server } from '@lucide/svelte'; import { Badge } from '$lib/components/ui/badge'; import { Button } from '$lib/components/ui/button'; - import { serverProps, serverLoading, serverError, modelName } from '$lib/stores/server.svelte'; + import { serverProps, serverLoading, serverError } from '$lib/stores/server.svelte'; + import { singleModelName } from '$lib/stores/models.svelte'; interface Props { class?: string; @@ -13,7 +14,7 @@ let error = $derived(serverError()); let loading = $derived(serverLoading()); - let model = $derived(modelName()); + let model = $derived(singleModelName()); let serverData = $derived(serverProps()); function getStatusColor() { diff --git a/tools/server/webui/src/lib/components/ui/alert/alert-description.svelte b/tools/server/webui/src/lib/components/ui/alert/alert-description.svelte new file mode 100644 index 0000000000..440d0069d3 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/alert-description.svelte @@ -0,0 +1,23 @@ + + +
+ {@render children?.()} +
diff --git a/tools/server/webui/src/lib/components/ui/alert/alert-title.svelte b/tools/server/webui/src/lib/components/ui/alert/alert-title.svelte new file mode 100644 index 0000000000..0721aebf12 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/alert-title.svelte @@ -0,0 +1,20 @@ + + +
+ {@render children?.()} +
diff --git a/tools/server/webui/src/lib/components/ui/alert/alert.svelte b/tools/server/webui/src/lib/components/ui/alert/alert.svelte new file mode 100644 index 0000000000..7d79e4bc0e --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/alert.svelte @@ -0,0 +1,44 @@ + + + + + diff --git a/tools/server/webui/src/lib/components/ui/alert/index.ts b/tools/server/webui/src/lib/components/ui/alert/index.ts new file mode 100644 index 0000000000..5e0f854da6 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/index.ts @@ -0,0 +1,14 @@ +import Root from './alert.svelte'; +import Description from './alert-description.svelte'; +import Title from './alert-title.svelte'; +export { alertVariants, type AlertVariant } from './alert.svelte'; + +export { + Root, + Description, + Title, + // + Root as Alert, + Description as AlertDescription, + Title as AlertTitle +}; diff --git a/tools/server/webui/src/lib/components/ui/popover/index.ts b/tools/server/webui/src/lib/components/ui/popover/index.ts new file mode 100644 index 0000000000..c5937fb3a0 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/popover/index.ts @@ -0,0 +1,19 @@ +import Root from './popover.svelte'; +import Close from './popover-close.svelte'; +import Content from './popover-content.svelte'; +import Trigger from './popover-trigger.svelte'; +import Portal from './popover-portal.svelte'; + +export { + Root, + Content, + Trigger, + Close, + Portal, + // + Root as Popover, + Content as PopoverContent, + Trigger as PopoverTrigger, + Close as PopoverClose, + Portal as PopoverPortal +}; diff --git a/tools/server/webui/src/lib/components/ui/popover/popover-close.svelte b/tools/server/webui/src/lib/components/ui/popover/popover-close.svelte new file mode 100644 index 0000000000..dc4dec4b33 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/popover/popover-close.svelte @@ -0,0 +1,7 @@ + + + diff --git a/tools/server/webui/src/lib/components/ui/popover/popover-content.svelte b/tools/server/webui/src/lib/components/ui/popover/popover-content.svelte new file mode 100644 index 0000000000..2d3513d347 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/popover/popover-content.svelte @@ -0,0 +1,37 @@ + + + + + diff --git a/tools/server/webui/src/lib/components/ui/popover/popover-portal.svelte b/tools/server/webui/src/lib/components/ui/popover/popover-portal.svelte new file mode 100644 index 0000000000..25efb877b7 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/popover/popover-portal.svelte @@ -0,0 +1,7 @@ + + + diff --git a/tools/server/webui/src/lib/components/ui/popover/popover-trigger.svelte b/tools/server/webui/src/lib/components/ui/popover/popover-trigger.svelte new file mode 100644 index 0000000000..5ef3d0e932 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/popover/popover-trigger.svelte @@ -0,0 +1,17 @@ + + + diff --git a/tools/server/webui/src/lib/components/ui/popover/popover.svelte b/tools/server/webui/src/lib/components/ui/popover/popover.svelte new file mode 100644 index 0000000000..f39b867a69 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/popover/popover.svelte @@ -0,0 +1,7 @@ + + + diff --git a/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte b/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte index ed90ea84eb..364235a499 100644 --- a/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte +++ b/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte @@ -1,5 +1,4 @@ + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-caption.svelte b/tools/server/webui/src/lib/components/ui/table/table-caption.svelte new file mode 100644 index 0000000000..0fdcc6439c --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-caption.svelte @@ -0,0 +1,20 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-cell.svelte b/tools/server/webui/src/lib/components/ui/table/table-cell.svelte new file mode 100644 index 0000000000..4506fdfc5b --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-cell.svelte @@ -0,0 +1,23 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-footer.svelte b/tools/server/webui/src/lib/components/ui/table/table-footer.svelte new file mode 100644 index 0000000000..77e4a64c08 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-footer.svelte @@ -0,0 +1,20 @@ + + +tr]:last:border-b-0', className)} + {...restProps} +> + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-head.svelte b/tools/server/webui/src/lib/components/ui/table/table-head.svelte new file mode 100644 index 0000000000..c1c57ad443 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-head.svelte @@ -0,0 +1,23 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-header.svelte b/tools/server/webui/src/lib/components/ui/table/table-header.svelte new file mode 100644 index 0000000000..eb366739b3 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-header.svelte @@ -0,0 +1,20 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-row.svelte b/tools/server/webui/src/lib/components/ui/table/table-row.svelte new file mode 100644 index 0000000000..4131d3660a --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-row.svelte @@ -0,0 +1,23 @@ + + +svelte-css-wrapper]:[&>th,td]:bg-muted/50', + className + )} + {...restProps} +> + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table.svelte b/tools/server/webui/src/lib/components/ui/table/table.svelte new file mode 100644 index 0000000000..c11a6a6c4b --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table.svelte @@ -0,0 +1,22 @@ + + +
+ + {@render children?.()} +
+
diff --git a/tools/server/webui/src/lib/constants/debounce.ts b/tools/server/webui/src/lib/constants/debounce.ts deleted file mode 100644 index 7394669f3a..0000000000 --- a/tools/server/webui/src/lib/constants/debounce.ts +++ /dev/null @@ -1 +0,0 @@ -export const SLOTS_DEBOUNCE_INTERVAL = 100; diff --git a/tools/server/webui/src/lib/constants/default-context.ts b/tools/server/webui/src/lib/constants/default-context.ts new file mode 100644 index 0000000000..78f31116e3 --- /dev/null +++ b/tools/server/webui/src/lib/constants/default-context.ts @@ -0,0 +1 @@ +export const DEFAULT_CONTEXT = 4096; diff --git a/tools/server/webui/src/lib/constants/floating-ui-constraints.ts b/tools/server/webui/src/lib/constants/floating-ui-constraints.ts new file mode 100644 index 0000000000..003fc77acb --- /dev/null +++ b/tools/server/webui/src/lib/constants/floating-ui-constraints.ts @@ -0,0 +1,2 @@ +export const VIEWPORT_GUTTER = 8; +export const MENU_OFFSET = 6; diff --git a/tools/server/webui/src/lib/constants/icons.ts b/tools/server/webui/src/lib/constants/icons.ts new file mode 100644 index 0000000000..1e88ab5b3a --- /dev/null +++ b/tools/server/webui/src/lib/constants/icons.ts @@ -0,0 +1,32 @@ +/** + * Icon mappings for file types and model modalities + * Centralized configuration to ensure consistent icon usage across the app + */ + +import { + File as FileIcon, + FileText as FileTextIcon, + Image as ImageIcon, + Eye as VisionIcon, + Mic as AudioIcon +} from '@lucide/svelte'; +import { FileTypeCategory, ModelModality } from '$lib/enums'; + +export const FILE_TYPE_ICONS = { + [FileTypeCategory.IMAGE]: ImageIcon, + [FileTypeCategory.AUDIO]: AudioIcon, + [FileTypeCategory.TEXT]: FileTextIcon, + [FileTypeCategory.PDF]: FileIcon +} as const; + +export const DEFAULT_FILE_ICON = FileIcon; + +export const MODALITY_ICONS = { + [ModelModality.VISION]: VisionIcon, + [ModelModality.AUDIO]: AudioIcon +} as const; + +export const MODALITY_LABELS = { + [ModelModality.VISION]: 'Vision', + [ModelModality.AUDIO]: 'Audio' +} as const; diff --git a/tools/server/webui/src/lib/constants/localstorage-keys.ts b/tools/server/webui/src/lib/constants/localstorage-keys.ts index 8bdc5f33c3..919b6ea06d 100644 --- a/tools/server/webui/src/lib/constants/localstorage-keys.ts +++ b/tools/server/webui/src/lib/constants/localstorage-keys.ts @@ -1,2 +1,2 @@ -export const SERVER_PROPS_LOCALSTORAGE_KEY = 'LlamaCppWebui.serverProps'; -export const SELECTED_MODEL_LOCALSTORAGE_KEY = 'LlamaCppWebui.selectedModel'; +export const CONFIG_LOCALSTORAGE_KEY = 'LlamaCppWebui.config'; +export const USER_OVERRIDES_LOCALSTORAGE_KEY = 'LlamaCppWebui.userOverrides'; diff --git a/tools/server/webui/src/lib/constants/settings-config.ts b/tools/server/webui/src/lib/constants/settings-config.ts index 6783757e6b..3764a2856b 100644 --- a/tools/server/webui/src/lib/constants/settings-config.ts +++ b/tools/server/webui/src/lib/constants/settings-config.ts @@ -3,8 +3,8 @@ export const SETTING_CONFIG_DEFAULT: Record = // Do not use nested objects, keep it single level. Prefix the key if you need to group them. apiKey: '', systemMessage: '', + showSystemMessage: true, theme: 'system', - showTokensPerSecond: false, showThoughtInProgress: false, showToolCalls: false, disableReasoningFormat: false, @@ -13,10 +13,9 @@ export const SETTING_CONFIG_DEFAULT: Record = askForTitleConfirmation: false, pasteLongTextToFileLen: 2500, pdfAsImage: false, - showModelInfo: false, disableAutoScroll: false, renderUserContentAsMarkdown: false, - modelSelectorEnabled: false, + autoMicOnEmpty: false, // make sure these default values are in sync with `common.h` samplers: 'top_k;typ_p;top_p;min_p;temperature', temperature: 0.8, @@ -44,8 +43,9 @@ export const SETTING_CONFIG_DEFAULT: Record = }; export const SETTING_CONFIG_INFO: Record = { - apiKey: 'Set the API Key if you are using --api-key option for the server.', + apiKey: 'Set the API Key if you are using --api-key option for the server.', systemMessage: 'The starting message that defines how model should behave.', + showSystemMessage: 'Display the system message at the top of each conversation.', theme: 'Choose the color theme for the interface. You can choose between System (follows your device settings), Light, or Dark.', pasteLongTextToFileLen: @@ -81,7 +81,6 @@ export const SETTING_CONFIG_INFO: Record = { 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets DRY penalty for the last n tokens.', max_tokens: 'The maximum number of token per output. Use -1 for infinite (no limit).', custom: 'Custom JSON parameters to send to the API. Must be valid JSON format.', - showTokensPerSecond: 'Display generation speed in tokens per second during streaming.', showThoughtInProgress: 'Expand thought process by default when generating messages.', showToolCalls: 'Display tool call labels and payloads from Harmony-compatible delta.tool_calls data below assistant messages.', @@ -92,13 +91,13 @@ export const SETTING_CONFIG_INFO: Record = { 'Display generation statistics (tokens/second, token count, duration) below each assistant message.', askForTitleConfirmation: 'Ask for confirmation before automatically changing conversation title when editing the first message.', - pdfAsImage: 'Parse PDF as image instead of text (requires vision-capable model).', - showModelInfo: 'Display the model name used to generate each message below the message content.', + pdfAsImage: + 'Parse PDF as image instead of text. Automatically falls back to text processing for non-vision models.', disableAutoScroll: 'Disable automatic scrolling while messages stream so you can control the viewport position manually.', renderUserContentAsMarkdown: 'Render user messages using markdown formatting in the chat.', - modelSelectorEnabled: - 'Enable the model selector in the chat input to choose the inference model. Sends the associated model field in API requests.', + autoMicOnEmpty: + 'Automatically show microphone button instead of send button when textarea is empty for models with audio modality support.', pyInterpreterEnabled: 'Enable Python interpreter using Pyodide. Allows running Python code in markdown code blocks.', enableContinueGeneration: diff --git a/tools/server/webui/src/lib/constants/supported-file-types.ts b/tools/server/webui/src/lib/constants/supported-file-types.ts index 1258c3a059..0d955ad147 100644 --- a/tools/server/webui/src/lib/constants/supported-file-types.ts +++ b/tools/server/webui/src/lib/constants/supported-file-types.ts @@ -16,7 +16,7 @@ import { MimeTypeImage, MimeTypeApplication, MimeTypeText -} from '$lib/enums/files'; +} from '$lib/enums'; // File type configuration using enums export const AUDIO_FILE_TYPES = { @@ -126,8 +126,13 @@ export const TEXT_FILE_TYPES = { mimeTypes: [MimeTypeText.JAVA] }, [FileTypeText.CPP]: { - extensions: [FileExtensionText.CPP, FileExtensionText.C, FileExtensionText.H], - mimeTypes: [MimeTypeText.CPP_SRC, MimeTypeText.C_SRC, MimeTypeText.C_HDR] + extensions: [ + FileExtensionText.CPP, + FileExtensionText.C, + FileExtensionText.H, + FileExtensionText.HPP + ], + mimeTypes: [MimeTypeText.CPP_SRC, MimeTypeText.CPP_HDR, MimeTypeText.C_SRC, MimeTypeText.C_HDR] }, [FileTypeText.PHP]: { extensions: [FileExtensionText.PHP], @@ -183,10 +188,30 @@ export const TEXT_FILE_TYPES = { }, [FileTypeText.LATEX]: { extensions: [FileExtensionText.TEX], - mimeTypes: [MimeTypeText.LATEX] + mimeTypes: [MimeTypeText.LATEX, MimeTypeText.TEX, MimeTypeText.TEX_APP] }, [FileTypeText.BIBTEX]: { extensions: [FileExtensionText.BIB], mimeTypes: [MimeTypeText.BIBTEX] + }, + [FileTypeText.CUDA]: { + extensions: [FileExtensionText.CU, FileExtensionText.CUH], + mimeTypes: [MimeTypeText.CUDA] + }, + [FileTypeText.VULKAN]: { + extensions: [FileExtensionText.COMP], + mimeTypes: [MimeTypeText.PLAIN] + }, + [FileTypeText.HASKELL]: { + extensions: [FileExtensionText.HS], + mimeTypes: [MimeTypeText.HASKELL] + }, + [FileTypeText.CSHARP]: { + extensions: [FileExtensionText.CS], + mimeTypes: [MimeTypeText.CSHARP] + }, + [FileTypeText.PROPERTIES]: { + extensions: [FileExtensionText.PROPERTIES], + mimeTypes: [MimeTypeText.PROPERTIES] } } as const; diff --git a/tools/server/webui/src/lib/enums/attachment.ts b/tools/server/webui/src/lib/enums/attachment.ts new file mode 100644 index 0000000000..7c7d0da994 --- /dev/null +++ b/tools/server/webui/src/lib/enums/attachment.ts @@ -0,0 +1,10 @@ +/** + * Attachment type enum for database message extras + */ +export enum AttachmentType { + AUDIO = 'AUDIO', + IMAGE = 'IMAGE', + PDF = 'PDF', + TEXT = 'TEXT', + LEGACY_CONTEXT = 'context' // Legacy attachment type for backward compatibility +} diff --git a/tools/server/webui/src/lib/enums/files.ts b/tools/server/webui/src/lib/enums/files.ts index 3f725da227..a4f079d405 100644 --- a/tools/server/webui/src/lib/enums/files.ts +++ b/tools/server/webui/src/lib/enums/files.ts @@ -32,10 +32,10 @@ export enum FileTypePdf { export enum FileTypeText { PLAIN_TEXT = 'plainText', - MARKDOWN = 'markdown', + MARKDOWN = 'md', ASCIIDOC = 'asciidoc', - JAVASCRIPT = 'javascript', - TYPESCRIPT = 'typescript', + JAVASCRIPT = 'js', + TYPESCRIPT = 'ts', JSX = 'jsx', TSX = 'tsx', CSS = 'css', @@ -62,7 +62,12 @@ export enum FileTypeText { VUE = 'vue', SVELTE = 'svelte', LATEX = 'latex', - BIBTEX = 'bibtex' + BIBTEX = 'bibtex', + CUDA = 'cuda', + VULKAN = 'vulkan', + HASKELL = 'haskell', + CSHARP = 'csharp', + PROPERTIES = 'properties' } // File extension enums @@ -121,7 +126,14 @@ export enum FileExtensionText { VUE = '.vue', SVELTE = '.svelte', TEX = '.tex', - BIB = '.bib' + BIB = '.bib', + CU = '.cu', + CUH = '.cuh', + COMP = '.comp', + HPP = '.hpp', + HS = '.hs', + PROPERTIES = '.properties', + CS = '.cs' } // MIME type enums @@ -165,7 +177,10 @@ export enum MimeTypeText { CSV = 'text/csv', PYTHON = 'text/x-python', JAVA = 'text/x-java-source', + CPP_HDR = 'text/x-c++hdr', CPP_SRC = 'text/x-c++src', + CSHARP = 'text/x-csharp', + HASKELL = 'text/x-haskell', C_SRC = 'text/x-csrc', C_HDR = 'text/x-chdr', PHP = 'text/x-php', @@ -182,6 +197,10 @@ export enum MimeTypeText { DART = 'text/x-dart', VUE = 'text/x-vue', SVELTE = 'text/x-svelte', - LATEX = 'text/x-tex', - BIBTEX = 'text/x-bibtex' + TEX = 'text/x-tex', + TEX_APP = 'application/x-tex', + LATEX = 'application/x-latex', + BIBTEX = 'text/x-bibtex', + CUDA = 'text/x-cuda', + PROPERTIES = 'text/properties' } diff --git a/tools/server/webui/src/lib/enums/index.ts b/tools/server/webui/src/lib/enums/index.ts new file mode 100644 index 0000000000..d9e9001470 --- /dev/null +++ b/tools/server/webui/src/lib/enums/index.ts @@ -0,0 +1,21 @@ +export { AttachmentType } from './attachment'; + +export { + FileTypeCategory, + FileTypeImage, + FileTypeAudio, + FileTypePdf, + FileTypeText, + FileExtensionImage, + FileExtensionAudio, + FileExtensionPdf, + FileExtensionText, + MimeTypeApplication, + MimeTypeAudio, + MimeTypeImage, + MimeTypeText +} from './files'; + +export { ModelModality } from './model'; + +export { ServerRole, ServerModelStatus } from './server'; diff --git a/tools/server/webui/src/lib/enums/model.ts b/tools/server/webui/src/lib/enums/model.ts new file mode 100644 index 0000000000..7729ecfeab --- /dev/null +++ b/tools/server/webui/src/lib/enums/model.ts @@ -0,0 +1,5 @@ +export enum ModelModality { + TEXT = 'TEXT', + AUDIO = 'AUDIO', + VISION = 'VISION' +} diff --git a/tools/server/webui/src/lib/enums/server.ts b/tools/server/webui/src/lib/enums/server.ts new file mode 100644 index 0000000000..7f30eab2cf --- /dev/null +++ b/tools/server/webui/src/lib/enums/server.ts @@ -0,0 +1,20 @@ +/** + * Server role enum - used for single/multi-model mode + */ +export enum ServerRole { + /** Single model mode - server running with a specific model loaded */ + MODEL = 'model', + /** Router mode - server managing multiple model instances */ + ROUTER = 'router' +} + +/** + * Model status enum - matches tools/server/server-models.h from C++ server + * Used as the `value` field in the status object from /models endpoint + */ +export enum ServerModelStatus { + UNLOADED = 'unloaded', + LOADING = 'loading', + LOADED = 'loaded', + FAILED = 'failed' +} diff --git a/tools/server/webui/src/lib/hooks/use-model-change-validation.svelte.ts b/tools/server/webui/src/lib/hooks/use-model-change-validation.svelte.ts new file mode 100644 index 0000000000..bb666159c9 --- /dev/null +++ b/tools/server/webui/src/lib/hooks/use-model-change-validation.svelte.ts @@ -0,0 +1,118 @@ +import { modelsStore } from '$lib/stores/models.svelte'; +import { isRouterMode } from '$lib/stores/server.svelte'; +import { toast } from 'svelte-sonner'; + +interface UseModelChangeValidationOptions { + /** + * Function to get required modalities for validation. + * For ChatForm: () => usedModalities() - all messages + * For ChatMessageAssistant: () => getModalitiesUpToMessage(messageId) - messages before + */ + getRequiredModalities: () => ModelModalities; + + /** + * Optional callback to execute after successful validation. + * For ChatForm: undefined - just select model + * For ChatMessageAssistant: (modelName) => onRegenerate(modelName) + */ + onSuccess?: (modelName: string) => void; + + /** + * Optional callback for rollback on validation failure. + * For ChatForm: (previousId) => selectModelById(previousId) + * For ChatMessageAssistant: undefined - no rollback needed + */ + onValidationFailure?: (previousModelId: string | null) => Promise; +} + +export function useModelChangeValidation(options: UseModelChangeValidationOptions) { + const { getRequiredModalities, onSuccess, onValidationFailure } = options; + + let previousSelectedModelId: string | null = null; + const isRouter = $derived(isRouterMode()); + + async function handleModelChange(modelId: string, modelName: string): Promise { + try { + // Store previous selection for potential rollback + if (onValidationFailure) { + previousSelectedModelId = modelsStore.selectedModelId; + } + + // Load model if not already loaded (router mode only) + let hasLoadedModel = false; + const isModelLoadedBefore = modelsStore.isModelLoaded(modelName); + + if (isRouter && !isModelLoadedBefore) { + try { + await modelsStore.loadModel(modelName); + hasLoadedModel = true; + } catch { + toast.error(`Failed to load model "${modelName}"`); + return false; + } + } + + // Fetch model props to validate modalities + const props = await modelsStore.fetchModelProps(modelName); + + if (props?.modalities) { + const requiredModalities = getRequiredModalities(); + + // Check if model supports required modalities + const missingModalities: string[] = []; + if (requiredModalities.vision && !props.modalities.vision) { + missingModalities.push('vision'); + } + if (requiredModalities.audio && !props.modalities.audio) { + missingModalities.push('audio'); + } + + if (missingModalities.length > 0) { + toast.error( + `Model "${modelName}" doesn't support required modalities: ${missingModalities.join(', ')}. Please select a different model.` + ); + + // Unload the model if we just loaded it + if (isRouter && hasLoadedModel) { + try { + await modelsStore.unloadModel(modelName); + } catch (error) { + console.error('Failed to unload incompatible model:', error); + } + } + + // Execute rollback callback if provided + if (onValidationFailure && previousSelectedModelId) { + await onValidationFailure(previousSelectedModelId); + } + + return false; + } + } + + // Select the model (validation passed) + await modelsStore.selectModelById(modelId); + + // Execute success callback if provided + if (onSuccess) { + onSuccess(modelName); + } + + return true; + } catch (error) { + console.error('Failed to change model:', error); + toast.error('Failed to validate model capabilities'); + + // Execute rollback callback on error if provided + if (onValidationFailure && previousSelectedModelId) { + await onValidationFailure(previousSelectedModelId); + } + + return false; + } + } + + return { + handleModelChange + }; +} diff --git a/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts b/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts index e8c3aa1ae8..a861f23b48 100644 --- a/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts +++ b/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts @@ -1,4 +1,4 @@ -import { slotsService } from '$lib/services'; +import { activeProcessingState } from '$lib/stores/chat.svelte'; import { config } from '$lib/stores/settings.svelte'; export interface UseProcessingStateReturn { @@ -6,7 +6,7 @@ export interface UseProcessingStateReturn { getProcessingDetails(): string[]; getProcessingMessage(): string; shouldShowDetails(): boolean; - startMonitoring(): Promise; + startMonitoring(): void; stopMonitoring(): void; } @@ -14,92 +14,71 @@ export interface UseProcessingStateReturn { * useProcessingState - Reactive processing state hook * * This hook provides reactive access to the processing state of the server. - * It subscribes to timing data updates from the slots service and provides + * It directly reads from chatStore's reactive state and provides * formatted processing details for UI display. * * **Features:** - * - Real-time processing state monitoring + * - Real-time processing state via direct reactive state binding * - Context and output token tracking * - Tokens per second calculation - * - Graceful degradation when slots endpoint unavailable - * - Automatic cleanup on component unmount + * - Automatic updates when streaming data arrives + * - Supports multiple concurrent conversations * * @returns Hook interface with processing state and control methods */ export function useProcessingState(): UseProcessingStateReturn { let isMonitoring = $state(false); - let processingState = $state(null); let lastKnownState = $state(null); - let unsubscribe: (() => void) | null = null; - async function startMonitoring(): Promise { - if (isMonitoring) return; - - isMonitoring = true; - - unsubscribe = slotsService.subscribe((state) => { - processingState = state; - if (state) { - lastKnownState = state; - } else { - lastKnownState = null; - } - }); - - try { - const currentState = await slotsService.getCurrentState(); - - if (currentState) { - processingState = currentState; - lastKnownState = currentState; - } - - if (slotsService.isStreaming()) { - slotsService.startStreaming(); - } - } catch (error) { - console.warn('Failed to start slots monitoring:', error); - // Continue without slots monitoring - graceful degradation + // Derive processing state reactively from chatStore's direct state + const processingState = $derived.by(() => { + if (!isMonitoring) { + return lastKnownState; } + // Read directly from the reactive state export + return activeProcessingState(); + }); + + // Track last known state for keepStatsVisible functionality + $effect(() => { + if (processingState && isMonitoring) { + lastKnownState = processingState; + } + }); + + function startMonitoring(): void { + if (isMonitoring) return; + isMonitoring = true; } function stopMonitoring(): void { if (!isMonitoring) return; - isMonitoring = false; - // Only clear processing state if keepStatsVisible is disabled - // This preserves the last known state for display when stats should remain visible + // Only clear last known state if keepStatsVisible is disabled const currentConfig = config(); if (!currentConfig.keepStatsVisible) { - processingState = null; - } else if (lastKnownState) { - // Keep the last known state visible when keepStatsVisible is enabled - processingState = lastKnownState; - } - - if (unsubscribe) { - unsubscribe(); - unsubscribe = null; + lastKnownState = null; } } function getProcessingMessage(): string { - if (!processingState) { + const state = processingState; + if (!state) { return 'Processing...'; } - switch (processingState.status) { + switch (state.status) { case 'initializing': return 'Initializing...'; case 'preparing': - if (processingState.progressPercent !== undefined) { - return `Processing (${processingState.progressPercent}%)`; + if (state.progressPercent !== undefined) { + return `Processing (${state.progressPercent}%)`; } return 'Preparing response...'; case 'generating': - if (processingState.tokensDecoded > 0) { - return `Generating... (${processingState.tokensDecoded} tokens)`; + if (state.tokensDecoded > 0) { + return `Generating... (${state.tokensDecoded} tokens)`; } return 'Generating...'; default: @@ -115,7 +94,6 @@ export function useProcessingState(): UseProcessingStateReturn { } const details: string[] = []; - const currentConfig = config(); // Get fresh config each time // Always show context info when we have valid data if (stateToUse.contextUsed >= 0 && stateToUse.contextTotal > 0) { @@ -141,11 +119,7 @@ export function useProcessingState(): UseProcessingStateReturn { } } - if ( - currentConfig.showTokensPerSecond && - stateToUse.tokensPerSecond && - stateToUse.tokensPerSecond > 0 - ) { + if (stateToUse.tokensPerSecond && stateToUse.tokensPerSecond > 0) { details.push(`${stateToUse.tokensPerSecond.toFixed(1)} tokens/sec`); } @@ -157,7 +131,8 @@ export function useProcessingState(): UseProcessingStateReturn { } function shouldShowDetails(): boolean { - return processingState !== null && processingState.status !== 'idle'; + const state = processingState; + return state !== null && state.status !== 'idle'; } return { diff --git a/tools/server/webui/src/lib/services/chat.ts b/tools/server/webui/src/lib/services/chat.ts index aa83910b27..c03b764419 100644 --- a/tools/server/webui/src/lib/services/chat.ts +++ b/tools/server/webui/src/lib/services/chat.ts @@ -1,55 +1,42 @@ -import { config } from '$lib/stores/settings.svelte'; -import { selectedModelName } from '$lib/stores/models.svelte'; -import { slotsService } from './slots'; -import type { - ApiChatCompletionRequest, - ApiChatCompletionResponse, - ApiChatCompletionStreamChunk, - ApiChatCompletionToolCall, - ApiChatCompletionToolCallDelta, - ApiChatMessageData -} from '$lib/types/api'; -import type { - DatabaseMessage, - DatabaseMessageExtra, - DatabaseMessageExtraAudioFile, - DatabaseMessageExtraImageFile, - DatabaseMessageExtraLegacyContext, - DatabaseMessageExtraPdfFile, - DatabaseMessageExtraTextFile -} from '$lib/types/database'; -import type { ChatMessagePromptProgress, ChatMessageTimings } from '$lib/types/chat'; -import type { SettingsChatServiceOptions } from '$lib/types/settings'; +import { getJsonHeaders } from '$lib/utils'; +import { AttachmentType } from '$lib/enums'; + /** - * ChatService - Low-level API communication layer for llama.cpp server interactions + * ChatService - Low-level API communication layer for Chat Completions * - * This service handles direct communication with the llama.cpp server's chat completion API. + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API. This service + * handles the real-time communication with the AI backend - sending messages, receiving + * streaming responses, and managing request lifecycles. "Chat" is ephemeral and runtime-focused. + * - **Conversation**: The persistent database entity storing all messages and metadata. + * Managed by ConversationsService/Store, conversations persist across sessions. + * + * This service handles direct communication with the llama-server's Chat Completions API. * It provides the network layer abstraction for AI model interactions while remaining * stateless and focused purely on API communication. * - * **Architecture & Relationship with ChatStore:** + * **Architecture & Relationships:** * - **ChatService** (this class): Stateless API communication layer - * - Handles HTTP requests/responses with llama.cpp server + * - Handles HTTP requests/responses with the llama-server * - Manages streaming and non-streaming response parsing - * - Provides request abortion capabilities + * - Provides per-conversation request abortion capabilities * - Converts database messages to API format * - Handles error translation for server responses * - * - **ChatStore**: Stateful orchestration and UI state management - * - Uses ChatService for all AI model communication - * - Manages conversation state, message history, and UI reactivity - * - Coordinates with DatabaseStore for persistence - * - Handles complex workflows like branching and regeneration + * - **chatStore**: Uses ChatService for all AI model communication + * - **conversationsStore**: Provides message context for API requests * * **Key Responsibilities:** * - Message format conversion (DatabaseMessage → API format) * - Streaming response handling with real-time callbacks * - Reasoning content extraction and processing * - File attachment processing (images, PDFs, audio, text) - * - Request lifecycle management (abort, cleanup) + * - Request lifecycle management (abort via AbortSignal) */ export class ChatService { - private abortControllers: Map = new Map(); + // ───────────────────────────────────────────────────────────────────────────── + // Messaging + // ───────────────────────────────────────────────────────────────────────────── /** * Sends a chat completion request to the llama.cpp server. @@ -61,10 +48,11 @@ export class ChatService { * @returns {Promise} that resolves to the complete response string (non-streaming) or void (streaming) * @throws {Error} if the request fails or is aborted */ - async sendMessage( + static async sendMessage( messages: ApiChatMessageData[] | (DatabaseMessage & { extra?: DatabaseMessageExtra[] })[], options: SettingsChatServiceOptions = {}, - conversationId?: string + conversationId?: string, + signal?: AbortSignal ): Promise { const { stream, @@ -74,7 +62,7 @@ export class ChatService { onReasoningChunk, onToolCallChunk, onModel, - onFirstValidChunk, + onTimings, // Generation parameters temperature, max_tokens, @@ -99,30 +87,22 @@ export class ChatService { // Other parameters samplers, custom, - timings_per_token + timings_per_token, + // Config options + disableReasoningFormat } = options; - const currentConfig = config(); - - const requestId = conversationId || 'default'; - - if (this.abortControllers.has(requestId)) { - this.abortControllers.get(requestId)?.abort(); - } - - const abortController = new AbortController(); - this.abortControllers.set(requestId, abortController); - const normalizedMessages: ApiChatMessageData[] = messages .map((msg) => { if ('id' in msg && 'convId' in msg && 'timestamp' in msg) { const dbMsg = msg as DatabaseMessage & { extra?: DatabaseMessageExtra[] }; - return ChatService.convertMessageToChatServiceData(dbMsg); + return ChatService.convertDbMessageToApiChatMessageData(dbMsg); } else { return msg as ApiChatMessageData; } }) .filter((msg) => { + // Filter out empty system messages if (msg.role === 'system') { const content = typeof msg.content === 'string' ? msg.content : ''; @@ -132,24 +112,20 @@ export class ChatService { return true; }); - const processedMessages = this.injectSystemMessage(normalizedMessages); - const requestBody: ApiChatCompletionRequest = { - messages: processedMessages.map((msg: ApiChatMessageData) => ({ + messages: normalizedMessages.map((msg: ApiChatMessageData) => ({ role: msg.role, content: msg.content })), stream }; - const modelSelectorEnabled = Boolean(currentConfig.modelSelectorEnabled); - const activeModel = modelSelectorEnabled ? selectedModelName() : null; - - if (modelSelectorEnabled && activeModel) { - requestBody.model = activeModel; + // Include model in request if provided (required in ROUTER mode) + if (options.model) { + requestBody.model = options.model; } - requestBody.reasoning_format = currentConfig.disableReasoningFormat ? 'none' : 'auto'; + requestBody.reasoning_format = disableReasoningFormat ? 'none' : 'auto'; if (temperature !== undefined) requestBody.temperature = temperature; if (max_tokens !== undefined) { @@ -194,20 +170,15 @@ export class ChatService { } try { - const apiKey = currentConfig.apiKey?.toString().trim(); - const response = await fetch(`./v1/chat/completions`, { method: 'POST', - headers: { - 'Content-Type': 'application/json', - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - }, + headers: getJsonHeaders(), body: JSON.stringify(requestBody), - signal: abortController.signal + signal }); if (!response.ok) { - const error = await this.parseErrorResponse(response); + const error = await ChatService.parseErrorResponse(response); if (onError) { onError(error); } @@ -215,7 +186,7 @@ export class ChatService { } if (stream) { - await this.handleStreamResponse( + await ChatService.handleStreamResponse( response, onChunk, onComplete, @@ -223,13 +194,13 @@ export class ChatService { onReasoningChunk, onToolCallChunk, onModel, - onFirstValidChunk, + onTimings, conversationId, - abortController.signal + signal ); return; } else { - return this.handleNonStreamResponse( + return ChatService.handleNonStreamResponse( response, onComplete, onError, @@ -269,11 +240,13 @@ export class ChatService { onError(userFriendlyError); } throw userFriendlyError; - } finally { - this.abortControllers.delete(requestId); } } + // ───────────────────────────────────────────────────────────────────────────── + // Streaming + // ───────────────────────────────────────────────────────────────────────────── + /** * Handles streaming response from the chat completion API * @param response - The Response object from the fetch request @@ -285,7 +258,7 @@ export class ChatService { * @returns {Promise} Promise that resolves when streaming is complete * @throws {Error} if the stream cannot be read or parsed */ - private async handleStreamResponse( + private static async handleStreamResponse( response: Response, onChunk?: (chunk: string) => void, onComplete?: ( @@ -298,7 +271,7 @@ export class ChatService { onReasoningChunk?: (chunk: string) => void, onToolCallChunk?: (chunk: string) => void, onModel?: (model: string) => void, - onFirstValidChunk?: () => void, + onTimings?: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => void, conversationId?: string, abortSignal?: AbortSignal ): Promise { @@ -315,7 +288,6 @@ export class ChatService { let lastTimings: ChatMessageTimings | undefined; let streamFinished = false; let modelEmitted = false; - let firstValidChunkEmitted = false; let toolCallIndexOffset = 0; let hasOpenToolCallBatch = false; @@ -333,7 +305,7 @@ export class ChatService { return; } - aggregatedToolCalls = this.mergeToolCallDeltas( + aggregatedToolCalls = ChatService.mergeToolCallDeltas( aggregatedToolCalls, toolCalls, toolCallIndexOffset @@ -382,29 +354,20 @@ export class ChatService { try { const parsed: ApiChatCompletionStreamChunk = JSON.parse(data); - - if (!firstValidChunkEmitted && parsed.object === 'chat.completion.chunk') { - firstValidChunkEmitted = true; - - if (!abortSignal?.aborted) { - onFirstValidChunk?.(); - } - } - const content = parsed.choices[0]?.delta?.content; const reasoningContent = parsed.choices[0]?.delta?.reasoning_content; const toolCalls = parsed.choices[0]?.delta?.tool_calls; const timings = parsed.timings; const promptProgress = parsed.prompt_progress; - const chunkModel = this.extractModelName(parsed); + const chunkModel = ChatService.extractModelName(parsed); if (chunkModel && !modelEmitted) { modelEmitted = true; onModel?.(chunkModel); } if (timings || promptProgress) { - this.updateProcessingState(timings, promptProgress, conversationId); + ChatService.notifyTimings(timings, promptProgress, onTimings); if (timings) { lastTimings = timings; } @@ -462,7 +425,91 @@ export class ChatService { } } - private mergeToolCallDeltas( + /** + * Handles non-streaming response from the chat completion API. + * Parses the JSON response and extracts the generated content. + * + * @param response - The fetch Response object containing the JSON data + * @param onComplete - Optional callback invoked when response is successfully parsed + * @param onError - Optional callback invoked if an error occurs during parsing + * @returns {Promise} Promise that resolves to the generated content string + * @throws {Error} if the response cannot be parsed or is malformed + */ + private static async handleNonStreamResponse( + response: Response, + onComplete?: ( + response: string, + reasoningContent?: string, + timings?: ChatMessageTimings, + toolCalls?: string + ) => void, + onError?: (error: Error) => void, + onToolCallChunk?: (chunk: string) => void, + onModel?: (model: string) => void + ): Promise { + try { + const responseText = await response.text(); + + if (!responseText.trim()) { + const noResponseError = new Error('No response received from server. Please try again.'); + throw noResponseError; + } + + const data: ApiChatCompletionResponse = JSON.parse(responseText); + + const responseModel = ChatService.extractModelName(data); + if (responseModel) { + onModel?.(responseModel); + } + + const content = data.choices[0]?.message?.content || ''; + const reasoningContent = data.choices[0]?.message?.reasoning_content; + const toolCalls = data.choices[0]?.message?.tool_calls; + + if (reasoningContent) { + console.log('Full reasoning content:', reasoningContent); + } + + let serializedToolCalls: string | undefined; + + if (toolCalls && toolCalls.length > 0) { + const mergedToolCalls = ChatService.mergeToolCallDeltas([], toolCalls); + + if (mergedToolCalls.length > 0) { + serializedToolCalls = JSON.stringify(mergedToolCalls); + if (serializedToolCalls) { + onToolCallChunk?.(serializedToolCalls); + } + } + } + + if (!content.trim() && !serializedToolCalls) { + const noResponseError = new Error('No response received from server. Please try again.'); + throw noResponseError; + } + + onComplete?.(content, reasoningContent, undefined, serializedToolCalls); + + return content; + } catch (error) { + const err = error instanceof Error ? error : new Error('Parse error'); + + onError?.(err); + + throw err; + } + } + + /** + * Merges tool call deltas into an existing array of tool calls. + * Handles both existing and new tool calls, updating existing ones and adding new ones. + * + * @param existing - The existing array of tool calls to merge into + * @param deltas - The array of tool call deltas to merge + * @param indexOffset - Optional offset to apply to the index of new tool calls + * @returns {ApiChatCompletionToolCall[]} The merged array of tool calls + */ + private static mergeToolCallDeltas( existing: ApiChatCompletionToolCall[], deltas: ApiChatCompletionToolCallDelta[], indexOffset = 0 @@ -510,80 +557,9 @@ export class ChatService { return result; } - /** - * Handles non-streaming response from the chat completion API. - * Parses the JSON response and extracts the generated content. - * - * @param response - The fetch Response object containing the JSON data - * @param onComplete - Optional callback invoked when response is successfully parsed - * @param onError - Optional callback invoked if an error occurs during parsing - * @returns {Promise} Promise that resolves to the generated content string - * @throws {Error} if the response cannot be parsed or is malformed - */ - private async handleNonStreamResponse( - response: Response, - onComplete?: ( - response: string, - reasoningContent?: string, - timings?: ChatMessageTimings, - toolCalls?: string - ) => void, - onError?: (error: Error) => void, - onToolCallChunk?: (chunk: string) => void, - onModel?: (model: string) => void - ): Promise { - try { - const responseText = await response.text(); - - if (!responseText.trim()) { - const noResponseError = new Error('No response received from server. Please try again.'); - throw noResponseError; - } - - const data: ApiChatCompletionResponse = JSON.parse(responseText); - - const responseModel = this.extractModelName(data); - if (responseModel) { - onModel?.(responseModel); - } - - const content = data.choices[0]?.message?.content || ''; - const reasoningContent = data.choices[0]?.message?.reasoning_content; - const toolCalls = data.choices[0]?.message?.tool_calls; - - if (reasoningContent) { - console.log('Full reasoning content:', reasoningContent); - } - - let serializedToolCalls: string | undefined; - - if (toolCalls && toolCalls.length > 0) { - const mergedToolCalls = this.mergeToolCallDeltas([], toolCalls); - - if (mergedToolCalls.length > 0) { - serializedToolCalls = JSON.stringify(mergedToolCalls); - if (serializedToolCalls) { - onToolCallChunk?.(serializedToolCalls); - } - } - } - - if (!content.trim() && !serializedToolCalls) { - const noResponseError = new Error('No response received from server. Please try again.'); - throw noResponseError; - } - - onComplete?.(content, reasoningContent, undefined, serializedToolCalls); - - return content; - } catch (error) { - const err = error instanceof Error ? error : new Error('Parse error'); - - onError?.(err); - - throw err; - } - } + // ───────────────────────────────────────────────────────────────────────────── + // Conversion + // ───────────────────────────────────────────────────────────────────────────── /** * Converts a database message with attachments to API chat message format. @@ -597,7 +573,7 @@ export class ChatService { * @returns {ApiChatMessageData} object formatted for the chat completion API * @static */ - static convertMessageToChatServiceData( + static convertDbMessageToApiChatMessageData( message: DatabaseMessage & { extra?: DatabaseMessageExtra[] } ): ApiChatMessageData { if (!message.extra || message.extra.length === 0) { @@ -618,7 +594,7 @@ export class ChatService { const imageFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraImageFile => - extra.type === 'imageFile' + extra.type === AttachmentType.IMAGE ); for (const image of imageFiles) { @@ -630,7 +606,7 @@ export class ChatService { const textFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraTextFile => - extra.type === 'textFile' + extra.type === AttachmentType.TEXT ); for (const textFile of textFiles) { @@ -643,7 +619,7 @@ export class ChatService { // Handle legacy 'context' type from old webui (pasted content) const legacyContextFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraLegacyContext => - extra.type === 'context' + extra.type === AttachmentType.LEGACY_CONTEXT ); for (const legacyContextFile of legacyContextFiles) { @@ -655,7 +631,7 @@ export class ChatService { const audioFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraAudioFile => - extra.type === 'audioFile' + extra.type === AttachmentType.AUDIO ); for (const audio of audioFiles) { @@ -670,7 +646,7 @@ export class ChatService { const pdfFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraPdfFile => - extra.type === 'pdfFile' + extra.type === AttachmentType.PDF ); for (const pdfFile of pdfFiles) { @@ -695,115 +671,59 @@ export class ChatService { }; } - /** - * Get server properties - static method for API compatibility - */ - static async getServerProps(): Promise { - try { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); - - const response = await fetch(`./props`, { - headers: { - 'Content-Type': 'application/json', - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } - }); - - if (!response.ok) { - throw new Error(`Failed to fetch server props: ${response.status}`); - } - - const data = await response.json(); - return data; - } catch (error) { - console.error('Error fetching server props:', error); - throw error; - } - } - - /** - * Aborts any ongoing chat completion request. - * Cancels the current request and cleans up the abort controller. - * - * @public - */ - public abort(conversationId?: string): void { - if (conversationId) { - const abortController = this.abortControllers.get(conversationId); - if (abortController) { - abortController.abort(); - this.abortControllers.delete(conversationId); - } - } else { - for (const controller of this.abortControllers.values()) { - controller.abort(); - } - this.abortControllers.clear(); - } - } - - /** - * Injects a system message at the beginning of the conversation if configured in settings. - * Checks for existing system messages to avoid duplication and retrieves the system message - * from the current configuration settings. - * - * @param messages - Array of chat messages to process - * @returns Array of messages with system message injected at the beginning if configured - * @private - */ - private injectSystemMessage(messages: ApiChatMessageData[]): ApiChatMessageData[] { - const currentConfig = config(); - const systemMessage = currentConfig.systemMessage?.toString().trim(); - - if (!systemMessage) { - return messages; - } - - if (messages.length > 0 && messages[0].role === 'system') { - if (messages[0].content !== systemMessage) { - const updatedMessages = [...messages]; - updatedMessages[0] = { - role: 'system', - content: systemMessage - }; - return updatedMessages; - } - - return messages; - } - - const systemMsg: ApiChatMessageData = { - role: 'system', - content: systemMessage - }; - - return [systemMsg, ...messages]; - } + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── /** * Parses error response and creates appropriate error with context information * @param response - HTTP response object * @returns Promise - Parsed error with context info if available */ - private async parseErrorResponse(response: Response): Promise { + private static async parseErrorResponse( + response: Response + ): Promise { try { const errorText = await response.text(); const errorData: ApiErrorResponse = JSON.parse(errorText); const message = errorData.error?.message || 'Unknown server error'; - const error = new Error(message); + const error = new Error(message) as Error & { + contextInfo?: { n_prompt_tokens: number; n_ctx: number }; + }; error.name = response.status === 400 ? 'ServerError' : 'HttpError'; + if (errorData.error && 'n_prompt_tokens' in errorData.error && 'n_ctx' in errorData.error) { + error.contextInfo = { + n_prompt_tokens: errorData.error.n_prompt_tokens, + n_ctx: errorData.error.n_ctx + }; + } + return error; } catch { - const fallback = new Error(`Server error (${response.status}): ${response.statusText}`); + const fallback = new Error( + `Server error (${response.status}): ${response.statusText}` + ) as Error & { + contextInfo?: { n_prompt_tokens: number; n_ctx: number }; + }; fallback.name = 'HttpError'; return fallback; } } - private extractModelName(data: unknown): string | undefined { + /** + * Extracts model name from Chat Completions API response data. + * Handles various response formats including streaming chunks and final responses. + * + * WORKAROUND: In single model mode, llama-server returns a default/incorrect model name + * in the response. We override it with the actual model name from serverStore. + * + * @param data - Raw response data from the Chat Completions API + * @returns Model name string if found, undefined otherwise + * @private + */ + private static extractModelName(data: unknown): string | undefined { const asRecord = (value: unknown): Record | undefined => { return typeof value === 'object' && value !== null ? (value as Record) @@ -836,31 +756,22 @@ export class ChatService { return undefined; } - private updateProcessingState( - timings?: ChatMessageTimings, - promptProgress?: ChatMessagePromptProgress, - conversationId?: string + /** + * Calls the onTimings callback with timing data from streaming response. + * + * @param timings - Timing information from the Chat Completions API response + * @param promptProgress - Prompt processing progress data + * @param onTimingsCallback - Callback function to invoke with timing data + * @private + */ + private static notifyTimings( + timings: ChatMessageTimings | undefined, + promptProgress: ChatMessagePromptProgress | undefined, + onTimingsCallback: + | ((timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => void) + | undefined ): void { - const tokensPerSecond = - timings?.predicted_ms && timings?.predicted_n - ? (timings.predicted_n / timings.predicted_ms) * 1000 - : 0; - - slotsService - .updateFromTimingData( - { - prompt_n: timings?.prompt_n || 0, - predicted_n: timings?.predicted_n || 0, - predicted_per_second: tokensPerSecond, - cache_n: timings?.cache_n || 0, - prompt_progress: promptProgress - }, - conversationId - ) - .catch((error) => { - console.warn('Failed to update processing state:', error); - }); + if (!timings || !onTimingsCallback) return; + onTimingsCallback(timings, promptProgress); } } - -export const chatService = new ChatService(); diff --git a/tools/server/webui/src/lib/stores/database.ts b/tools/server/webui/src/lib/services/database.ts similarity index 63% rename from tools/server/webui/src/lib/stores/database.ts rename to tools/server/webui/src/lib/services/database.ts index 82edcc3227..3b24628cff 100644 --- a/tools/server/webui/src/lib/stores/database.ts +++ b/tools/server/webui/src/lib/services/database.ts @@ -1,5 +1,5 @@ import Dexie, { type EntityTable } from 'dexie'; -import { filterByLeafNodeId, findDescendantMessages } from '$lib/utils/branching'; +import { findDescendantMessages } from '$lib/utils'; class LlamacppDatabase extends Dexie { conversations!: EntityTable; @@ -16,60 +16,59 @@ class LlamacppDatabase extends Dexie { } const db = new LlamacppDatabase(); +import { v4 as uuid } from 'uuid'; /** - * DatabaseStore - Persistent data layer for conversation and message management + * DatabaseService - Stateless IndexedDB communication layer * - * This service provides a comprehensive data access layer built on IndexedDB using Dexie. - * It handles all persistent storage operations for conversations, messages, and application settings - * with support for complex conversation branching and message threading. + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API (ephemeral, runtime). + * - **Conversation**: The persistent database entity storing all messages and metadata. + * This service handles raw database operations for conversations - the lowest layer + * in the persistence stack. * - * **Architecture & Relationships:** - * - **DatabaseStore** (this class): Stateless data persistence layer - * - Manages IndexedDB operations through Dexie ORM - * - Handles conversation and message CRUD operations - * - Supports complex branching with parent-child relationships + * This service provides a stateless data access layer built on IndexedDB using Dexie ORM. + * It handles all low-level storage operations for conversations and messages with support + * for complex branching and message threading. All methods are static - no instance state. + * + * **Architecture & Relationships (bottom to top):** + * - **DatabaseService** (this class): Stateless IndexedDB operations + * - Lowest layer - direct Dexie/IndexedDB communication + * - Pure CRUD operations without business logic + * - Handles branching tree structure (parent-child relationships) * - Provides transaction safety for multi-table operations * - * - **ChatStore**: Primary consumer for conversation state management - * - Uses DatabaseStore for all persistence operations - * - Coordinates UI state with database state - * - Handles conversation lifecycle and message branching + * - **ConversationsService**: Stateless business logic layer + * - Uses DatabaseService for all persistence operations + * - Adds import/export, navigation, and higher-level operations + * + * - **conversationsStore**: Reactive state management for conversations + * - Uses ConversationsService for database operations + * - Manages conversation list, active conversation, and messages in memory + * + * - **chatStore**: Active AI interaction management + * - Uses conversationsStore for conversation context + * - Directly uses DatabaseService for message CRUD during streaming * * **Key Features:** - * - **Conversation Management**: Create, read, update, delete conversations - * - **Message Branching**: Support for tree-like conversation structures + * - **Conversation CRUD**: Create, read, update, delete conversations + * - **Message CRUD**: Add, update, delete messages with branching support + * - **Branch Operations**: Create branches, find descendants, cascade deletions * - **Transaction Safety**: Atomic operations for data consistency - * - **Path Resolution**: Navigate conversation branches and find leaf nodes - * - **Cascading Deletion**: Remove entire conversation branches * * **Database Schema:** - * - `conversations`: Conversation metadata with current node tracking - * - `messages`: Individual messages with parent-child relationships + * - `conversations`: id, lastModified, currNode, name + * - `messages`: id, convId, type, role, timestamp, parent, children * * **Branching Model:** * Messages form a tree structure where each message can have multiple children, * enabling conversation branching and alternative response paths. The conversation's * `currNode` tracks the currently active branch endpoint. */ -import { v4 as uuid } from 'uuid'; - -export class DatabaseStore { - /** - * Adds a new message to the database. - * - * @param message - Message to add (without id) - * @returns The created message - */ - static async addMessage(message: Omit): Promise { - const newMessage: DatabaseMessage = { - ...message, - id: uuid() - }; - - await db.messages.add(newMessage); - return newMessage; - } +export class DatabaseService { + // ───────────────────────────────────────────────────────────────────────────── + // Conversations + // ───────────────────────────────────────────────────────────────────────────── /** * Creates a new conversation. @@ -89,6 +88,10 @@ export class DatabaseStore { return conversation; } + // ───────────────────────────────────────────────────────────────────────────── + // Messages + // ───────────────────────────────────────────────────────────────────────────── + /** * Creates a new message branch by adding a message and updating parent/child relationships. * Also updates the conversation's currNode to point to the new message. @@ -163,6 +166,49 @@ export class DatabaseStore { return rootMessage.id; } + /** + * Creates a system prompt message for a conversation. + * + * @param convId - Conversation ID + * @param systemPrompt - The system prompt content (must be non-empty) + * @param parentId - Parent message ID (typically the root message) + * @returns The created system message + * @throws Error if systemPrompt is empty + */ + static async createSystemMessage( + convId: string, + systemPrompt: string, + parentId: string + ): Promise { + const trimmedPrompt = systemPrompt.trim(); + if (!trimmedPrompt) { + throw new Error('Cannot create system message with empty content'); + } + + const systemMessage: DatabaseMessage = { + id: uuid(), + convId, + type: 'system', + timestamp: Date.now(), + role: 'system', + content: trimmedPrompt, + parent: parentId, + thinking: '', + children: [] + }; + + await db.messages.add(systemMessage); + + const parentMessage = await db.messages.get(parentId); + if (parentMessage) { + await db.messages.update(parentId, { + children: [...parentMessage.children, systemMessage.id] + }); + } + + return systemMessage; + } + /** * Deletes a conversation and all its messages. * @@ -255,18 +301,6 @@ export class DatabaseStore { return await db.conversations.get(id); } - /** - * Gets all leaf nodes (messages with no children) in a conversation. - * Useful for finding all possible conversation endpoints. - * - * @param convId - Conversation ID - * @returns Array of leaf node message IDs - */ - static async getConversationLeafNodes(convId: string): Promise { - const allMessages = await this.getConversationMessages(convId); - return allMessages.filter((msg) => msg.children.length === 0).map((msg) => msg.id); - } - /** * Gets all messages in a conversation, sorted by timestamp (oldest first). * @@ -277,34 +311,6 @@ export class DatabaseStore { return await db.messages.where('convId').equals(convId).sortBy('timestamp'); } - /** - * Gets the conversation path from root to the current leaf node. - * Uses the conversation's currNode to determine the active branch. - * - * @param convId - Conversation ID - * @returns Array of messages in the current conversation path - */ - static async getConversationPath(convId: string): Promise { - const conversation = await this.getConversation(convId); - - if (!conversation) { - return []; - } - - const allMessages = await this.getConversationMessages(convId); - - if (allMessages.length === 0) { - return []; - } - - // If no currNode is set, use the latest message as leaf - const leafNodeId = - conversation.currNode || - allMessages.reduce((latest, msg) => (msg.timestamp > latest.timestamp ? msg : latest)).id; - - return filterByLeafNodeId(allMessages, leafNodeId, false) as DatabaseMessage[]; - } - /** * Updates a conversation. * @@ -322,6 +328,10 @@ export class DatabaseStore { }); } + // ───────────────────────────────────────────────────────────────────────────── + // Navigation + // ───────────────────────────────────────────────────────────────────────────── + /** * Updates the conversation's current node (active branch). * This determines which conversation path is currently being viewed. @@ -349,6 +359,10 @@ export class DatabaseStore { await db.messages.update(id, updates); } + // ───────────────────────────────────────────────────────────────────────────── + // Import + // ───────────────────────────────────────────────────────────────────────────── + /** * Imports multiple conversations and their messages. * Skips conversations that already exist. diff --git a/tools/server/webui/src/lib/services/index.ts b/tools/server/webui/src/lib/services/index.ts index 9a9774bd56..c36c64a6fa 100644 --- a/tools/server/webui/src/lib/services/index.ts +++ b/tools/server/webui/src/lib/services/index.ts @@ -1,2 +1,5 @@ -export { chatService } from './chat'; -export { slotsService } from './slots'; +export { ChatService } from './chat'; +export { DatabaseService } from './database'; +export { ModelsService } from './models'; +export { PropsService } from './props'; +export { ParameterSyncService } from './parameter-sync'; diff --git a/tools/server/webui/src/lib/services/models.ts b/tools/server/webui/src/lib/services/models.ts index 1c7fa3b456..eecb7fa262 100644 --- a/tools/server/webui/src/lib/services/models.ts +++ b/tools/server/webui/src/lib/services/models.ts @@ -1,16 +1,34 @@ import { base } from '$app/paths'; -import { config } from '$lib/stores/settings.svelte'; -import type { ApiModelListResponse } from '$lib/types/api'; +import { ServerModelStatus } from '$lib/enums'; +import { getJsonHeaders } from '$lib/utils'; +/** + * ModelsService - Stateless service for model management API communication + * + * This service handles communication with model-related endpoints: + * - `/v1/models` - OpenAI-compatible model list (MODEL + ROUTER mode) + * - `/models/load`, `/models/unload` - Router-specific model management (ROUTER mode only) + * + * **Responsibilities:** + * - List available models + * - Load/unload models (ROUTER mode) + * - Check model status (ROUTER mode) + * + * **Used by:** + * - modelsStore: Primary consumer for model state management + */ export class ModelsService { - static async list(): Promise { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); + // ───────────────────────────────────────────────────────────────────────────── + // Listing + // ───────────────────────────────────────────────────────────────────────────── + /** + * Fetch list of models from OpenAI-compatible endpoint + * Works in both MODEL and ROUTER modes + */ + static async list(): Promise { const response = await fetch(`${base}/v1/models`, { - headers: { - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } + headers: getJsonHeaders() }); if (!response.ok) { @@ -19,4 +37,88 @@ export class ModelsService { return response.json() as Promise; } + + /** + * Fetch list of all models with detailed metadata (ROUTER mode) + * Returns models with load status, paths, and other metadata + */ + static async listRouter(): Promise { + const response = await fetch(`${base}/v1/models`, { + headers: getJsonHeaders() + }); + + if (!response.ok) { + throw new Error(`Failed to fetch router models list (status ${response.status})`); + } + + return response.json() as Promise; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Load/Unload + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Load a model (ROUTER mode) + * POST /models/load + * @param modelId - Model identifier to load + * @param extraArgs - Optional additional arguments to pass to the model instance + */ + static async load(modelId: string, extraArgs?: string[]): Promise { + const payload: { model: string; extra_args?: string[] } = { model: modelId }; + if (extraArgs && extraArgs.length > 0) { + payload.extra_args = extraArgs; + } + + const response = await fetch(`${base}/models/load`, { + method: 'POST', + headers: getJsonHeaders(), + body: JSON.stringify(payload) + }); + + if (!response.ok) { + const errorData = await response.json().catch(() => ({})); + throw new Error(errorData.error || `Failed to load model (status ${response.status})`); + } + + return response.json() as Promise; + } + + /** + * Unload a model (ROUTER mode) + * POST /models/unload + * @param modelId - Model identifier to unload + */ + static async unload(modelId: string): Promise { + const response = await fetch(`${base}/models/unload`, { + method: 'POST', + headers: getJsonHeaders(), + body: JSON.stringify({ model: modelId }) + }); + + if (!response.ok) { + const errorData = await response.json().catch(() => ({})); + throw new Error(errorData.error || `Failed to unload model (status ${response.status})`); + } + + return response.json() as Promise; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Status + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Check if a model is loaded based on its metadata + */ + static isModelLoaded(model: ApiModelDataEntry): boolean { + return model.status.value === ServerModelStatus.LOADED; + } + + /** + * Check if a model is currently loading + */ + static isModelLoading(model: ApiModelDataEntry): boolean { + return model.status.value === ServerModelStatus.LOADING; + } } diff --git a/tools/server/webui/src/lib/services/parameter-sync.spec.ts b/tools/server/webui/src/lib/services/parameter-sync.spec.ts index 9ced55faa0..17b12f757c 100644 --- a/tools/server/webui/src/lib/services/parameter-sync.spec.ts +++ b/tools/server/webui/src/lib/services/parameter-sync.spec.ts @@ -1,6 +1,5 @@ import { describe, it, expect } from 'vitest'; import { ParameterSyncService } from './parameter-sync'; -import type { ApiLlamaCppServerProps } from '$lib/types/api'; describe('ParameterSyncService', () => { describe('roundFloatingPoint', () => { diff --git a/tools/server/webui/src/lib/services/parameter-sync.ts b/tools/server/webui/src/lib/services/parameter-sync.ts index ee147ae194..d32d669264 100644 --- a/tools/server/webui/src/lib/services/parameter-sync.ts +++ b/tools/server/webui/src/lib/services/parameter-sync.ts @@ -12,8 +12,7 @@ * - Provide sync utilities for settings store integration */ -import type { ApiLlamaCppServerProps } from '$lib/types/api'; -import { normalizeFloatingPoint } from '$lib/utils/precision'; +import { normalizeFloatingPoint } from '$lib/utils'; export type ParameterSource = 'default' | 'custom'; export type ParameterValue = string | number | boolean; @@ -60,6 +59,10 @@ export const SYNCABLE_PARAMETERS: SyncableParameter[] = [ ]; export class ParameterSyncService { + // ───────────────────────────────────────────────────────────────────────────── + // Extraction + // ───────────────────────────────────────────────────────────────────────────── + /** * Round floating-point numbers to avoid JavaScript precision issues */ @@ -95,6 +98,10 @@ export class ParameterSyncService { return extracted; } + // ───────────────────────────────────────────────────────────────────────────── + // Merging + // ───────────────────────────────────────────────────────────────────────────── + /** * Merge server defaults with current user settings * Returns updated settings that respect user overrides while using server defaults @@ -116,6 +123,10 @@ export class ParameterSyncService { return merged; } + // ───────────────────────────────────────────────────────────────────────────── + // Info + // ───────────────────────────────────────────────────────────────────────────── + /** * Get parameter information including source and values */ @@ -172,6 +183,10 @@ export class ParameterSyncService { } } + // ───────────────────────────────────────────────────────────────────────────── + // Diff + // ───────────────────────────────────────────────────────────────────────────── + /** * Create a diff between current settings and server defaults */ diff --git a/tools/server/webui/src/lib/services/props.ts b/tools/server/webui/src/lib/services/props.ts new file mode 100644 index 0000000000..01fead9fa3 --- /dev/null +++ b/tools/server/webui/src/lib/services/props.ts @@ -0,0 +1,77 @@ +import { getAuthHeaders } from '$lib/utils'; + +/** + * PropsService - Server properties management + * + * This service handles communication with the /props endpoint to retrieve + * server configuration, model information, and capabilities. + * + * **Responsibilities:** + * - Fetch server properties from /props endpoint + * - Handle API authentication + * - Parse and validate server response + * + * **Used by:** + * - serverStore: Primary consumer for server state management + */ +export class PropsService { + // ───────────────────────────────────────────────────────────────────────────── + // Fetching + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Fetches server properties from the /props endpoint + * + * @param autoload - If false, prevents automatic model loading (default: false) + * @returns {Promise} Server properties + * @throws {Error} If the request fails or returns invalid data + */ + static async fetch(autoload = false): Promise { + const url = new URL('./props', window.location.href); + if (!autoload) { + url.searchParams.set('autoload', 'false'); + } + + const response = await fetch(url.toString(), { + headers: getAuthHeaders() + }); + + if (!response.ok) { + throw new Error( + `Failed to fetch server properties: ${response.status} ${response.statusText}` + ); + } + + const data = await response.json(); + return data as ApiLlamaCppServerProps; + } + + /** + * Fetches server properties for a specific model (ROUTER mode) + * + * @param modelId - The model ID to fetch properties for + * @param autoload - If false, prevents automatic model loading (default: false) + * @returns {Promise} Server properties for the model + * @throws {Error} If the request fails or returns invalid data + */ + static async fetchForModel(modelId: string, autoload = false): Promise { + const url = new URL('./props', window.location.href); + url.searchParams.set('model', modelId); + if (!autoload) { + url.searchParams.set('autoload', 'false'); + } + + const response = await fetch(url.toString(), { + headers: getAuthHeaders() + }); + + if (!response.ok) { + throw new Error( + `Failed to fetch model properties: ${response.status} ${response.statusText}` + ); + } + + const data = await response.json(); + return data as ApiLlamaCppServerProps; + } +} diff --git a/tools/server/webui/src/lib/services/slots.ts b/tools/server/webui/src/lib/services/slots.ts deleted file mode 100644 index e99297d6a0..0000000000 --- a/tools/server/webui/src/lib/services/slots.ts +++ /dev/null @@ -1,322 +0,0 @@ -import { config } from '$lib/stores/settings.svelte'; - -/** - * SlotsService - Real-time processing state monitoring and token rate calculation - * - * This service provides real-time information about generation progress, token rates, - * and context usage based on timing data from ChatService streaming responses. - * It manages streaming session tracking and provides accurate processing state updates. - * - * **Architecture & Relationships:** - * - **SlotsService** (this class): Processing state monitoring - * - Receives timing data from ChatService streaming responses - * - Calculates token generation rates and context usage - * - Manages streaming session lifecycle - * - Provides real-time updates to UI components - * - * - **ChatService**: Provides timing data from `/chat/completions` streaming - * - **UI Components**: Subscribe to processing state for progress indicators - * - * **Key Features:** - * - **Real-time Monitoring**: Live processing state during generation - * - **Token Rate Calculation**: Accurate tokens/second from timing data - * - **Context Tracking**: Current context usage and remaining capacity - * - **Streaming Lifecycle**: Start/stop tracking for streaming sessions - * - **Timing Data Processing**: Converts streaming timing data to structured state - * - **Error Handling**: Graceful handling when timing data is unavailable - * - * **Processing States:** - * - `idle`: No active processing - * - `generating`: Actively generating tokens - * - * **Token Rate Calculation:** - * Uses timing data from `/chat/completions` streaming response for accurate - * real-time token generation rate measurement. - */ -export class SlotsService { - private callbacks: Set<(state: ApiProcessingState | null) => void> = new Set(); - private isStreamingActive: boolean = false; - private lastKnownState: ApiProcessingState | null = null; - private conversationStates: Map = new Map(); - private activeConversationId: string | null = null; - - /** - * Start streaming session tracking - */ - startStreaming(): void { - this.isStreamingActive = true; - } - - /** - * Stop streaming session tracking - */ - stopStreaming(): void { - this.isStreamingActive = false; - } - - /** - * Clear the current processing state - * Used when switching to a conversation without timing data - */ - clearState(): void { - this.lastKnownState = null; - - for (const callback of this.callbacks) { - try { - callback(null); - } catch (error) { - console.error('Error in clearState callback:', error); - } - } - } - - /** - * Check if currently in a streaming session - */ - isStreaming(): boolean { - return this.isStreamingActive; - } - - /** - * Set the active conversation for statistics display - */ - setActiveConversation(conversationId: string | null): void { - this.activeConversationId = conversationId; - this.notifyCallbacks(); - } - - /** - * Update processing state for a specific conversation - */ - updateConversationState(conversationId: string, state: ApiProcessingState | null): void { - this.conversationStates.set(conversationId, state); - - if (conversationId === this.activeConversationId) { - this.lastKnownState = state; - this.notifyCallbacks(); - } - } - - /** - * Get processing state for a specific conversation - */ - getConversationState(conversationId: string): ApiProcessingState | null { - return this.conversationStates.get(conversationId) || null; - } - - /** - * Clear state for a specific conversation - */ - clearConversationState(conversationId: string): void { - this.conversationStates.delete(conversationId); - - if (conversationId === this.activeConversationId) { - this.lastKnownState = null; - this.notifyCallbacks(); - } - } - - /** - * Notify all callbacks with current state - */ - private notifyCallbacks(): void { - const currentState = this.activeConversationId - ? this.conversationStates.get(this.activeConversationId) || null - : this.lastKnownState; - - for (const callback of this.callbacks) { - try { - callback(currentState); - } catch (error) { - console.error('Error in slots service callback:', error); - } - } - } - - /** - * @deprecated Polling is no longer used - timing data comes from ChatService streaming response - * This method logs a warning if called to help identify outdated usage - */ - fetchAndNotify(): void { - console.warn( - 'SlotsService.fetchAndNotify() is deprecated - use timing data from ChatService instead' - ); - } - - subscribe(callback: (state: ApiProcessingState | null) => void): () => void { - this.callbacks.add(callback); - - if (this.lastKnownState) { - callback(this.lastKnownState); - } - - return () => { - this.callbacks.delete(callback); - }; - } - - /** - * Updates processing state with timing data from ChatService streaming response - */ - async updateFromTimingData( - timingData: { - prompt_n: number; - predicted_n: number; - predicted_per_second: number; - cache_n: number; - prompt_progress?: ChatMessagePromptProgress; - }, - conversationId?: string - ): Promise { - const processingState = await this.parseCompletionTimingData(timingData); - - if (processingState === null) { - console.warn('Failed to parse timing data - skipping update'); - - return; - } - - if (conversationId) { - this.updateConversationState(conversationId, processingState); - } else { - this.lastKnownState = processingState; - this.notifyCallbacks(); - } - } - - /** - * Gets context total from last known slots data or fetches from server - */ - private async getContextTotal(): Promise { - if (this.lastKnownState && this.lastKnownState.contextTotal > 0) { - return this.lastKnownState.contextTotal; - } - - try { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); - - const response = await fetch(`./slots`, { - headers: { - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } - }); - - if (response.ok) { - const slotsData = await response.json(); - if (Array.isArray(slotsData) && slotsData.length > 0) { - const slot = slotsData[0]; - if (slot.n_ctx && slot.n_ctx > 0) { - return slot.n_ctx; - } - } - } - } catch (error) { - console.warn('Failed to fetch context total from /slots:', error); - } - - return 4096; - } - - private async parseCompletionTimingData( - timingData: Record - ): Promise { - const promptTokens = (timingData.prompt_n as number) || 0; - const predictedTokens = (timingData.predicted_n as number) || 0; - const tokensPerSecond = (timingData.predicted_per_second as number) || 0; - const cacheTokens = (timingData.cache_n as number) || 0; - const promptProgress = timingData.prompt_progress as - | { - total: number; - cache: number; - processed: number; - time_ms: number; - } - | undefined; - - const contextTotal = await this.getContextTotal(); - - if (contextTotal === null) { - console.warn('No context total available - cannot calculate processing state'); - - return null; - } - - const currentConfig = config(); - const outputTokensMax = currentConfig.max_tokens || -1; - - const contextUsed = promptTokens + cacheTokens + predictedTokens; - const outputTokensUsed = predictedTokens; - - const progressPercent = promptProgress - ? Math.round((promptProgress.processed / promptProgress.total) * 100) - : undefined; - - return { - status: predictedTokens > 0 ? 'generating' : promptProgress ? 'preparing' : 'idle', - tokensDecoded: predictedTokens, - tokensRemaining: outputTokensMax - predictedTokens, - contextUsed, - contextTotal, - outputTokensUsed, - outputTokensMax, - hasNextToken: predictedTokens > 0, - tokensPerSecond, - temperature: currentConfig.temperature ?? 0.8, - topP: currentConfig.top_p ?? 0.95, - speculative: false, - progressPercent, - promptTokens, - cacheTokens - }; - } - - /** - * Get current processing state - * Returns the last known state from timing data, or null if no data available - * If activeConversationId is set, returns state for that conversation - */ - async getCurrentState(): Promise { - if (this.activeConversationId) { - const conversationState = this.conversationStates.get(this.activeConversationId); - - if (conversationState) { - return conversationState; - } - } - - if (this.lastKnownState) { - return this.lastKnownState; - } - try { - const { chatStore } = await import('$lib/stores/chat.svelte'); - const messages = chatStore.activeMessages; - - for (let i = messages.length - 1; i >= 0; i--) { - const message = messages[i]; - if (message.role === 'assistant' && message.timings) { - const restoredState = await this.parseCompletionTimingData({ - prompt_n: message.timings.prompt_n || 0, - predicted_n: message.timings.predicted_n || 0, - predicted_per_second: - message.timings.predicted_n && message.timings.predicted_ms - ? (message.timings.predicted_n / message.timings.predicted_ms) * 1000 - : 0, - cache_n: message.timings.cache_n || 0 - }); - - if (restoredState) { - this.lastKnownState = restoredState; - return restoredState; - } - } - } - } catch (error) { - console.warn('Failed to restore timing data from messages:', error); - } - - return null; - } -} - -export const slotsService = new SlotsService(); diff --git a/tools/server/webui/src/lib/stores/chat.svelte.ts b/tools/server/webui/src/lib/stores/chat.svelte.ts index c70b9580cb..4f78840a57 100644 --- a/tools/server/webui/src/lib/stores/chat.svelte.ts +++ b/tools/server/webui/src/lib/stores/chat.svelte.ts @@ -1,167 +1,388 @@ -import { DatabaseStore } from '$lib/stores/database'; -import { chatService, slotsService } from '$lib/services'; +import { DatabaseService, ChatService } from '$lib/services'; +import { conversationsStore } from '$lib/stores/conversations.svelte'; import { config } from '$lib/stores/settings.svelte'; -import { serverStore } from '$lib/stores/server.svelte'; -import { normalizeModelName } from '$lib/utils/model-names'; -import { filterByLeafNodeId, findLeafNode, findDescendantMessages } from '$lib/utils/branching'; -import { browser } from '$app/environment'; -import { goto } from '$app/navigation'; -import { toast } from 'svelte-sonner'; +import { contextSize, isRouterMode } from '$lib/stores/server.svelte'; +import { + selectedModelName, + modelsStore, + selectedModelContextSize +} from '$lib/stores/models.svelte'; +import { + normalizeModelName, + filterByLeafNodeId, + findDescendantMessages, + findLeafNode +} from '$lib/utils'; import { SvelteMap } from 'svelte/reactivity'; -import type { ExportedConversations } from '$lib/types/database'; +import { DEFAULT_CONTEXT } from '$lib/constants/default-context'; /** - * ChatStore - Central state management for chat conversations and AI interactions + * chatStore - Active AI interaction and streaming state management * - * This store manages the complete chat experience including: - * - Conversation lifecycle (create, load, delete, update) - * - Message management with branching support for conversation trees - * - Real-time AI response streaming with reasoning content support - * - File attachment handling and processing - * - Context error management and recovery - * - Database persistence through DatabaseStore integration + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API. Represents the + * real-time streaming session, loading states, and UI visualization of AI communication. + * A "chat" is ephemeral - it exists only while the user is actively interacting with the AI. + * - **Conversation**: The persistent database entity storing all messages and metadata. + * Managed by conversationsStore, conversations persist across sessions and page reloads. + * + * This store manages all active AI interactions including real-time streaming, response + * generation, and per-chat loading states. It handles the runtime layer between UI and + * AI backend, supporting concurrent streaming across multiple conversations. * * **Architecture & Relationships:** - * - **ChatService**: Handles low-level API communication with AI models - * - ChatStore orchestrates ChatService for streaming responses - * - ChatService provides abort capabilities and error handling - * - ChatStore manages the UI state while ChatService handles network layer + * - **chatStore** (this class): Active AI session and streaming management + * - Manages real-time AI response streaming via ChatService + * - Tracks per-chat loading and streaming states for concurrent sessions + * - Handles message operations (send, edit, regenerate, branch) + * - Coordinates with conversationsStore for persistence * - * - **DatabaseStore**: Provides persistent storage for conversations and messages - * - ChatStore uses DatabaseStore for all CRUD operations - * - Maintains referential integrity for conversation trees - * - Handles message branching and parent-child relationships - * - * - **SlotsService**: Monitors server resource usage during AI generation - * - ChatStore coordinates slots polling during streaming - * - Provides real-time feedback on server capacity + * - **conversationsStore**: Provides conversation data and message arrays for chat context + * - **ChatService**: Low-level API communication with llama.cpp server + * - **DatabaseService**: Message persistence and retrieval * * **Key Features:** - * - Reactive state management using Svelte 5 runes ($state) - * - Conversation branching for exploring different response paths - * - Streaming AI responses with real-time content updates - * - File attachment support (images, PDFs, text files, audio) - * - Partial response saving when generation is interrupted - * - Message editing with automatic response regeneration + * - **AI Streaming**: Real-time token streaming with abort support + * - **Concurrent Chats**: Independent loading/streaming states per conversation + * - **Message Branching**: Edit, regenerate, and branch conversation trees + * - **Error Handling**: Timeout and server error recovery with user feedback + * - **Graceful Stop**: Save partial responses when stopping generation + * + * **State Management:** + * - Global `isLoading` and `currentResponse` for active chat UI + * - `chatLoadingStates` Map for per-conversation streaming tracking + * - `chatStreamingStates` Map for per-conversation streaming content + * - `processingStates` Map for per-conversation processing state (timing/context info) + * - Automatic state sync when switching between conversations */ class ChatStore { - activeConversation = $state(null); - activeMessages = $state([]); - conversations = $state([]); + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── + + activeProcessingState = $state(null); currentResponse = $state(''); - errorDialogState = $state<{ type: 'timeout' | 'server'; message: string } | null>(null); - isInitialized = $state(false); + errorDialogState = $state<{ + type: 'timeout' | 'server'; + message: string; + contextInfo?: { n_prompt_tokens: number; n_ctx: number }; + } | null>(null); isLoading = $state(false); - conversationLoadingStates = new SvelteMap(); - conversationStreamingStates = new SvelteMap(); - titleUpdateConfirmationCallback?: (currentTitle: string, newTitle: string) => Promise; + chatLoadingStates = new SvelteMap(); + chatStreamingStates = new SvelteMap(); + private abortControllers = new SvelteMap(); + private processingStates = new SvelteMap(); + private activeConversationId = $state(null); + private isStreamingActive = $state(false); - constructor() { - if (browser) { - this.initialize(); + // ───────────────────────────────────────────────────────────────────────────── + // Loading State + // ───────────────────────────────────────────────────────────────────────────── + + private setChatLoading(convId: string, loading: boolean): void { + if (loading) { + this.chatLoadingStates.set(convId, true); + if (conversationsStore.activeConversation?.id === convId) this.isLoading = true; + } else { + this.chatLoadingStates.delete(convId); + if (conversationsStore.activeConversation?.id === convId) this.isLoading = false; } } - /** - * Initializes the chat store by loading conversations from the database - * Sets up the initial state and loads existing conversations - */ - async initialize(): Promise { - try { - await this.loadConversations(); + private isChatLoading(convId: string): boolean { + return this.chatLoadingStates.get(convId) || false; + } - this.isInitialized = true; - } catch (error) { - console.error('Failed to initialize chat store:', error); - } + private setChatStreaming(convId: string, response: string, messageId: string): void { + this.chatStreamingStates.set(convId, { response, messageId }); + if (conversationsStore.activeConversation?.id === convId) this.currentResponse = response; + } + + private clearChatStreaming(convId: string): void { + this.chatStreamingStates.delete(convId); + if (conversationsStore.activeConversation?.id === convId) this.currentResponse = ''; + } + + private getChatStreaming(convId: string): { response: string; messageId: string } | undefined { + return this.chatStreamingStates.get(convId); + } + + syncLoadingStateForChat(convId: string): void { + this.isLoading = this.isChatLoading(convId); + const streamingState = this.getChatStreaming(convId); + this.currentResponse = streamingState?.response || ''; } /** - * Loads all conversations from the database - * Refreshes the conversations list from persistent storage + * Clears global UI state without affecting background streaming. + * Used when navigating to empty/new chat while other chats stream in background. */ - async loadConversations(): Promise { - this.conversations = await DatabaseStore.getAllConversations(); - } - - /** - * Creates a new conversation and navigates to it - * @param name - Optional name for the conversation, defaults to timestamped name - * @returns The ID of the created conversation - */ - async createConversation(name?: string): Promise { - const conversationName = name || `Chat ${new Date().toLocaleString()}`; - const conversation = await DatabaseStore.createConversation(conversationName); - - this.conversations.unshift(conversation); - - this.activeConversation = conversation; - this.activeMessages = []; - - slotsService.setActiveConversation(conversation.id); - - const isConvLoading = this.isConversationLoading(conversation.id); - this.isLoading = isConvLoading; - + clearUIState(): void { + this.isLoading = false; this.currentResponse = ''; - - await goto(`#/chat/${conversation.id}`); - - return conversation.id; } + // ───────────────────────────────────────────────────────────────────────────── + // Processing State + // ───────────────────────────────────────────────────────────────────────────── + /** - * Loads a specific conversation and its messages - * @param convId - The conversation ID to load - * @returns True if conversation was loaded successfully, false otherwise + * Set the active conversation for statistics display */ - async loadConversation(convId: string): Promise { - try { - const conversation = await DatabaseStore.getConversation(convId); + setActiveProcessingConversation(conversationId: string | null): void { + this.activeConversationId = conversationId; - if (!conversation) { - return false; - } - - this.activeConversation = conversation; - - slotsService.setActiveConversation(convId); - - const isConvLoading = this.isConversationLoading(convId); - this.isLoading = isConvLoading; - - const streamingState = this.getConversationStreaming(convId); - this.currentResponse = streamingState?.response || ''; - - if (conversation.currNode) { - const allMessages = await DatabaseStore.getConversationMessages(convId); - this.activeMessages = filterByLeafNodeId( - allMessages, - conversation.currNode, - false - ) as DatabaseMessage[]; - } else { - // Load all messages for conversations without currNode (backward compatibility) - this.activeMessages = await DatabaseStore.getConversationMessages(convId); - } - - return true; - } catch (error) { - console.error('Failed to load conversation:', error); - - return false; + if (conversationId) { + this.activeProcessingState = this.processingStates.get(conversationId) || null; + } else { + this.activeProcessingState = null; } } /** - * Adds a new message to the active conversation - * @param role - The role of the message sender (user/assistant) - * @param content - The message content - * @param type - The message type, defaults to 'text' - * @param parent - Parent message ID, defaults to '-1' for auto-detection - * @param extras - Optional extra data (files, attachments, etc.) - * @returns The created message or null if failed + * Get processing state for a specific conversation */ + getProcessingState(conversationId: string): ApiProcessingState | null { + return this.processingStates.get(conversationId) || null; + } + + /** + * Clear processing state for a specific conversation + */ + clearProcessingState(conversationId: string): void { + this.processingStates.delete(conversationId); + + if (conversationId === this.activeConversationId) { + this.activeProcessingState = null; + } + } + + /** + * Get the current processing state for the active conversation (reactive) + * Returns the direct reactive state for UI binding + */ + getActiveProcessingState(): ApiProcessingState | null { + return this.activeProcessingState; + } + + /** + * Updates processing state with timing data from streaming response + */ + updateProcessingStateFromTimings( + timingData: { + prompt_n: number; + predicted_n: number; + predicted_per_second: number; + cache_n: number; + prompt_progress?: ChatMessagePromptProgress; + }, + conversationId?: string + ): void { + const processingState = this.parseTimingData(timingData); + + if (processingState === null) { + console.warn('Failed to parse timing data - skipping update'); + return; + } + + const targetId = conversationId || this.activeConversationId; + if (targetId) { + this.processingStates.set(targetId, processingState); + + if (targetId === this.activeConversationId) { + this.activeProcessingState = processingState; + } + } + } + + /** + * Get current processing state (sync version for reactive access) + */ + getCurrentProcessingStateSync(): ApiProcessingState | null { + return this.activeProcessingState; + } + + /** + * Restore processing state from last assistant message timings + * Call this when keepStatsVisible is enabled and we need to show last known stats + */ + restoreProcessingStateFromMessages(messages: DatabaseMessage[], conversationId: string): void { + for (let i = messages.length - 1; i >= 0; i--) { + const message = messages[i]; + if (message.role === 'assistant' && message.timings) { + const restoredState = this.parseTimingData({ + prompt_n: message.timings.prompt_n || 0, + predicted_n: message.timings.predicted_n || 0, + predicted_per_second: + message.timings.predicted_n && message.timings.predicted_ms + ? (message.timings.predicted_n / message.timings.predicted_ms) * 1000 + : 0, + cache_n: message.timings.cache_n || 0 + }); + + if (restoredState) { + this.processingStates.set(conversationId, restoredState); + + if (conversationId === this.activeConversationId) { + this.activeProcessingState = restoredState; + } + + return; + } + } + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Streaming + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Start streaming session tracking + */ + startStreaming(): void { + this.isStreamingActive = true; + } + + /** + * Stop streaming session tracking + */ + stopStreaming(): void { + this.isStreamingActive = false; + } + + /** + * Check if currently in a streaming session + */ + isStreaming(): boolean { + return this.isStreamingActive; + } + + private getContextTotal(): number { + const activeState = this.getActiveProcessingState(); + + if (activeState && activeState.contextTotal > 0) { + return activeState.contextTotal; + } + + if (isRouterMode()) { + const modelContextSize = selectedModelContextSize(); + if (modelContextSize && modelContextSize > 0) { + return modelContextSize; + } + } + + const propsContextSize = contextSize(); + if (propsContextSize && propsContextSize > 0) { + return propsContextSize; + } + + return DEFAULT_CONTEXT; + } + + private parseTimingData(timingData: Record): ApiProcessingState | null { + const promptTokens = (timingData.prompt_n as number) || 0; + const predictedTokens = (timingData.predicted_n as number) || 0; + const tokensPerSecond = (timingData.predicted_per_second as number) || 0; + const cacheTokens = (timingData.cache_n as number) || 0; + const promptProgress = timingData.prompt_progress as + | { + total: number; + cache: number; + processed: number; + time_ms: number; + } + | undefined; + + const contextTotal = this.getContextTotal(); + const currentConfig = config(); + const outputTokensMax = currentConfig.max_tokens || -1; + + const contextUsed = promptTokens + cacheTokens + predictedTokens; + const outputTokensUsed = predictedTokens; + + const progressPercent = promptProgress + ? Math.round((promptProgress.processed / promptProgress.total) * 100) + : undefined; + + return { + status: predictedTokens > 0 ? 'generating' : promptProgress ? 'preparing' : 'idle', + tokensDecoded: predictedTokens, + tokensRemaining: outputTokensMax - predictedTokens, + contextUsed, + contextTotal, + outputTokensUsed, + outputTokensMax, + hasNextToken: predictedTokens > 0, + tokensPerSecond, + temperature: currentConfig.temperature ?? 0.8, + topP: currentConfig.top_p ?? 0.95, + speculative: false, + progressPercent, + promptTokens, + cacheTokens + }; + } + + /** + * Gets the model used in a conversation based on the latest assistant message. + * Returns the model from the most recent assistant message that has a model field set. + * + * @param messages - Array of messages to search through + * @returns The model name or null if no model found + */ + getConversationModel(messages: DatabaseMessage[]): string | null { + // Search backwards through messages to find most recent assistant message with model + for (let i = messages.length - 1; i >= 0; i--) { + const message = messages[i]; + if (message.role === 'assistant' && message.model) { + return message.model; + } + } + return null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Error Handling + // ───────────────────────────────────────────────────────────────────────────── + + private isAbortError(error: unknown): boolean { + return error instanceof Error && (error.name === 'AbortError' || error instanceof DOMException); + } + + private showErrorDialog( + type: 'timeout' | 'server', + message: string, + contextInfo?: { n_prompt_tokens: number; n_ctx: number } + ): void { + this.errorDialogState = { type, message, contextInfo }; + } + + dismissErrorDialog(): void { + this.errorDialogState = null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Message Operations + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Finds a message by ID and optionally validates its role. + * Returns message and index, or null if not found or role doesn't match. + */ + private getMessageByIdWithRole( + messageId: string, + expectedRole?: ChatRole + ): { message: DatabaseMessage; index: number } | null { + const index = conversationsStore.findMessageIndex(messageId); + if (index === -1) return null; + + const message = conversationsStore.activeMessages[index]; + if (expectedRole && message.role !== expectedRole) return null; + + return { message, index }; + } + async addMessage( role: ChatRole, content: string, @@ -169,7 +390,8 @@ class ChatStore { parent: string = '-1', extras?: DatabaseMessageExtra[] ): Promise { - if (!this.activeConversation) { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) { console.error('No active conversation when trying to add message'); return null; } @@ -178,17 +400,14 @@ class ChatStore { let parentId: string | null = null; if (parent === '-1') { - if (this.activeMessages.length > 0) { - parentId = this.activeMessages[this.activeMessages.length - 1].id; + const activeMessages = conversationsStore.activeMessages; + if (activeMessages.length > 0) { + parentId = activeMessages[activeMessages.length - 1].id; } else { - const allMessages = await DatabaseStore.getConversationMessages( - this.activeConversation.id - ); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const rootMessage = allMessages.find((m) => m.parent === null && m.type === 'root'); - if (!rootMessage) { - const rootId = await DatabaseStore.createRootMessage(this.activeConversation.id); - parentId = rootId; + parentId = await DatabaseService.createRootMessage(activeConv.id); } else { parentId = rootMessage.id; } @@ -197,9 +416,9 @@ class ChatStore { parentId = parent; } - const message = await DatabaseStore.createMessageBranch( + const message = await DatabaseService.createMessageBranch( { - convId: this.activeConversation.id, + convId: activeConv.id, role, content, type, @@ -212,12 +431,9 @@ class ChatStore { parentId ); - this.activeMessages.push(message); - - await DatabaseStore.updateCurrentNode(this.activeConversation.id, message.id); - this.activeConversation.currNode = message.id; - - this.updateConversationTimestamp(); + conversationsStore.addMessageToActive(message); + await conversationsStore.updateCurrentNode(message.id); + conversationsStore.updateConversationTimestamp(); return message; } catch (error) { @@ -226,422 +442,13 @@ class ChatStore { } } - /** - * Gets API options from current configuration settings - * Converts settings store values to API-compatible format - * @returns API options object for chat completion requests - */ - private getApiOptions(): Record { - const currentConfig = config(); - const hasValue = (value: unknown): boolean => - value !== undefined && value !== null && value !== ''; - - const apiOptions: Record = { - stream: true, - timings_per_token: true - }; - - if (hasValue(currentConfig.temperature)) { - apiOptions.temperature = Number(currentConfig.temperature); - } - if (hasValue(currentConfig.max_tokens)) { - apiOptions.max_tokens = Number(currentConfig.max_tokens); - } - if (hasValue(currentConfig.dynatemp_range)) { - apiOptions.dynatemp_range = Number(currentConfig.dynatemp_range); - } - if (hasValue(currentConfig.dynatemp_exponent)) { - apiOptions.dynatemp_exponent = Number(currentConfig.dynatemp_exponent); - } - if (hasValue(currentConfig.top_k)) { - apiOptions.top_k = Number(currentConfig.top_k); - } - if (hasValue(currentConfig.top_p)) { - apiOptions.top_p = Number(currentConfig.top_p); - } - if (hasValue(currentConfig.min_p)) { - apiOptions.min_p = Number(currentConfig.min_p); - } - if (hasValue(currentConfig.xtc_probability)) { - apiOptions.xtc_probability = Number(currentConfig.xtc_probability); - } - if (hasValue(currentConfig.xtc_threshold)) { - apiOptions.xtc_threshold = Number(currentConfig.xtc_threshold); - } - if (hasValue(currentConfig.typ_p)) { - apiOptions.typ_p = Number(currentConfig.typ_p); - } - if (hasValue(currentConfig.repeat_last_n)) { - apiOptions.repeat_last_n = Number(currentConfig.repeat_last_n); - } - if (hasValue(currentConfig.repeat_penalty)) { - apiOptions.repeat_penalty = Number(currentConfig.repeat_penalty); - } - if (hasValue(currentConfig.presence_penalty)) { - apiOptions.presence_penalty = Number(currentConfig.presence_penalty); - } - if (hasValue(currentConfig.frequency_penalty)) { - apiOptions.frequency_penalty = Number(currentConfig.frequency_penalty); - } - if (hasValue(currentConfig.dry_multiplier)) { - apiOptions.dry_multiplier = Number(currentConfig.dry_multiplier); - } - if (hasValue(currentConfig.dry_base)) { - apiOptions.dry_base = Number(currentConfig.dry_base); - } - if (hasValue(currentConfig.dry_allowed_length)) { - apiOptions.dry_allowed_length = Number(currentConfig.dry_allowed_length); - } - if (hasValue(currentConfig.dry_penalty_last_n)) { - apiOptions.dry_penalty_last_n = Number(currentConfig.dry_penalty_last_n); - } - if (currentConfig.samplers) { - apiOptions.samplers = currentConfig.samplers; - } - if (currentConfig.custom) { - apiOptions.custom = currentConfig.custom; - } - - return apiOptions; - } - - /** - * Helper methods for per-conversation loading state management - */ - private setConversationLoading(convId: string, loading: boolean): void { - if (loading) { - this.conversationLoadingStates.set(convId, true); - if (this.activeConversation?.id === convId) { - this.isLoading = true; - } - } else { - this.conversationLoadingStates.delete(convId); - if (this.activeConversation?.id === convId) { - this.isLoading = false; - } - } - } - - private isConversationLoading(convId: string): boolean { - return this.conversationLoadingStates.get(convId) || false; - } - - private setConversationStreaming(convId: string, response: string, messageId: string): void { - this.conversationStreamingStates.set(convId, { response, messageId }); - if (this.activeConversation?.id === convId) { - this.currentResponse = response; - } - } - - private clearConversationStreaming(convId: string): void { - this.conversationStreamingStates.delete(convId); - if (this.activeConversation?.id === convId) { - this.currentResponse = ''; - } - } - - private getConversationStreaming( - convId: string - ): { response: string; messageId: string } | undefined { - return this.conversationStreamingStates.get(convId); - } - - /** - * Handles streaming chat completion with the AI model - * @param allMessages - All messages in the conversation - * @param assistantMessage - The assistant message to stream content into - * @param onComplete - Optional callback when streaming completes - * @param onError - Optional callback when an error occurs - */ - private async streamChatCompletion( - allMessages: DatabaseMessage[], - assistantMessage: DatabaseMessage, - onComplete?: (content: string) => Promise, - onError?: (error: Error) => void - ): Promise { - let streamedContent = ''; - let streamedReasoningContent = ''; - let streamedToolCallContent = ''; - - let resolvedModel: string | null = null; - let modelPersisted = false; - const currentConfig = config(); - const preferServerPropsModel = !currentConfig.modelSelectorEnabled; - let serverPropsRefreshed = false; - let updateModelFromServerProps: ((persistImmediately?: boolean) => void) | null = null; - - const refreshServerPropsOnce = () => { - if (serverPropsRefreshed) { - return; - } - - serverPropsRefreshed = true; - - const hasExistingProps = serverStore.serverProps !== null; - - serverStore - .fetchServerProps({ silent: hasExistingProps }) - .then(() => { - updateModelFromServerProps?.(true); - }) - .catch((error) => { - console.warn('Failed to refresh server props after streaming started:', error); - }); - }; - - const recordModel = (modelName: string | null | undefined, persistImmediately = true): void => { - const serverModelName = serverStore.modelName; - const preferredModelSource = preferServerPropsModel - ? (serverModelName ?? modelName ?? null) - : (modelName ?? serverModelName ?? null); - - if (!preferredModelSource) { - return; - } - - const normalizedModel = normalizeModelName(preferredModelSource); - - if (!normalizedModel || normalizedModel === resolvedModel) { - return; - } - - resolvedModel = normalizedModel; - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - this.updateMessageAtIndex(messageIndex, { model: normalizedModel }); - - if (persistImmediately && !modelPersisted) { - modelPersisted = true; - DatabaseStore.updateMessage(assistantMessage.id, { model: normalizedModel }).catch( - (error) => { - console.error('Failed to persist model name:', error); - modelPersisted = false; - resolvedModel = null; - } - ); - } - }; - - if (preferServerPropsModel) { - updateModelFromServerProps = (persistImmediately = true) => { - const currentServerModel = serverStore.modelName; - - if (!currentServerModel) { - return; - } - - recordModel(currentServerModel, persistImmediately); - }; - - updateModelFromServerProps(false); - } - - slotsService.startStreaming(); - slotsService.setActiveConversation(assistantMessage.convId); - - await chatService.sendMessage( - allMessages, - { - ...this.getApiOptions(), - - onFirstValidChunk: () => { - refreshServerPropsOnce(); - }, - onChunk: (chunk: string) => { - streamedContent += chunk; - this.setConversationStreaming( - assistantMessage.convId, - streamedContent, - assistantMessage.id - ); - - const messageIndex = this.findMessageIndex(assistantMessage.id); - this.updateMessageAtIndex(messageIndex, { - content: streamedContent - }); - }, - - onReasoningChunk: (reasoningChunk: string) => { - streamedReasoningContent += reasoningChunk; - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - this.updateMessageAtIndex(messageIndex, { thinking: streamedReasoningContent }); - }, - - onToolCallChunk: (toolCallChunk: string) => { - const chunk = toolCallChunk.trim(); - - if (!chunk) { - return; - } - - streamedToolCallContent = chunk; - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - this.updateMessageAtIndex(messageIndex, { toolCalls: streamedToolCallContent }); - }, - - onModel: (modelName: string) => { - recordModel(modelName); - }, - - onComplete: async ( - finalContent?: string, - reasoningContent?: string, - timings?: ChatMessageTimings, - toolCallContent?: string - ) => { - slotsService.stopStreaming(); - - const updateData: { - content: string; - thinking: string; - toolCalls: string; - timings?: ChatMessageTimings; - model?: string; - } = { - content: finalContent || streamedContent, - thinking: reasoningContent || streamedReasoningContent, - toolCalls: toolCallContent || streamedToolCallContent, - timings: timings - }; - - if (resolvedModel && !modelPersisted) { - updateData.model = resolvedModel; - modelPersisted = true; - } - - await DatabaseStore.updateMessage(assistantMessage.id, updateData); - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - const localUpdateData: { - timings?: ChatMessageTimings; - model?: string; - toolCalls?: string; - } = { - timings: timings - }; - - if (updateData.model) { - localUpdateData.model = updateData.model; - } - - if (updateData.toolCalls !== undefined) { - localUpdateData.toolCalls = updateData.toolCalls; - } - - this.updateMessageAtIndex(messageIndex, localUpdateData); - - await DatabaseStore.updateCurrentNode(assistantMessage.convId, assistantMessage.id); - - if (this.activeConversation?.id === assistantMessage.convId) { - this.activeConversation.currNode = assistantMessage.id; - await this.refreshActiveMessages(); - } - - if (onComplete) { - await onComplete(streamedContent); - } - - this.setConversationLoading(assistantMessage.convId, false); - this.clearConversationStreaming(assistantMessage.convId); - slotsService.clearConversationState(assistantMessage.convId); - }, - - onError: (error: Error) => { - slotsService.stopStreaming(); - - if (this.isAbortError(error)) { - this.setConversationLoading(assistantMessage.convId, false); - this.clearConversationStreaming(assistantMessage.convId); - slotsService.clearConversationState(assistantMessage.convId); - return; - } - - console.error('Streaming error:', error); - this.setConversationLoading(assistantMessage.convId, false); - this.clearConversationStreaming(assistantMessage.convId); - slotsService.clearConversationState(assistantMessage.convId); - - const messageIndex = this.activeMessages.findIndex( - (m: DatabaseMessage) => m.id === assistantMessage.id - ); - - if (messageIndex !== -1) { - const [failedMessage] = this.activeMessages.splice(messageIndex, 1); - - if (failedMessage) { - DatabaseStore.deleteMessage(failedMessage.id).catch((cleanupError) => { - console.error('Failed to remove assistant message after error:', cleanupError); - }); - } - } - - const dialogType = error.name === 'TimeoutError' ? 'timeout' : 'server'; - - this.showErrorDialog(dialogType, error.message); - - if (onError) { - onError(error); - } - } - }, - assistantMessage.convId - ); - } - - /** - * Checks if an error is an abort error (user cancelled operation) - * @param error - The error to check - * @returns True if the error is an abort error - */ - private isAbortError(error: unknown): boolean { - return error instanceof Error && (error.name === 'AbortError' || error instanceof DOMException); - } - - private showErrorDialog(type: 'timeout' | 'server', message: string): void { - this.errorDialogState = { type, message }; - } - - dismissErrorDialog(): void { - this.errorDialogState = null; - } - - /** - * Finds the index of a message in the active messages array - * @param messageId - The message ID to find - * @returns The index of the message, or -1 if not found - */ - private findMessageIndex(messageId: string): number { - return this.activeMessages.findIndex((m) => m.id === messageId); - } - - /** - * Updates a message at a specific index with partial data - * @param index - The index of the message to update - * @param updates - Partial message data to update - */ - private updateMessageAtIndex(index: number, updates: Partial): void { - if (index !== -1) { - Object.assign(this.activeMessages[index], updates); - } - } - - /** - * Creates a new assistant message in the database - * @param parentId - Optional parent message ID, defaults to '-1' - * @returns The created assistant message or null if failed - */ private async createAssistantMessage(parentId?: string): Promise { - if (!this.activeConversation) return null; + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return null; - return await DatabaseStore.createMessageBranch( + return await DatabaseService.createMessageBranch( { - convId: this.activeConversation.id, + convId: activeConv.id, type: 'text', role: 'assistant', content: '', @@ -655,169 +462,313 @@ class ChatStore { ); } - /** - * Updates conversation lastModified timestamp and moves it to top of list - * Ensures recently active conversations appear first in the sidebar - */ - private updateConversationTimestamp(): void { - if (!this.activeConversation) return; - - const chatIndex = this.conversations.findIndex((c) => c.id === this.activeConversation!.id); - - if (chatIndex !== -1) { - this.conversations[chatIndex].lastModified = Date.now(); - const updatedConv = this.conversations.splice(chatIndex, 1)[0]; - this.conversations.unshift(updatedConv); + private async streamChatCompletion( + allMessages: DatabaseMessage[], + assistantMessage: DatabaseMessage, + onComplete?: (content: string) => Promise, + onError?: (error: Error) => void, + modelOverride?: string | null + ): Promise { + // Ensure model props are cached before streaming (for correct n_ctx in processing info) + if (isRouterMode()) { + const modelName = modelOverride || selectedModelName(); + if (modelName && !modelsStore.getModelProps(modelName)) { + await modelsStore.fetchModelProps(modelName); + } } + + let streamedContent = ''; + let streamedReasoningContent = ''; + let streamedToolCallContent = ''; + let resolvedModel: string | null = null; + let modelPersisted = false; + + const recordModel = (modelName: string | null | undefined, persistImmediately = true): void => { + if (!modelName) return; + const normalizedModel = normalizeModelName(modelName); + if (!normalizedModel || normalizedModel === resolvedModel) return; + resolvedModel = normalizedModel; + const messageIndex = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(messageIndex, { model: normalizedModel }); + if (persistImmediately && !modelPersisted) { + modelPersisted = true; + DatabaseService.updateMessage(assistantMessage.id, { model: normalizedModel }).catch(() => { + modelPersisted = false; + resolvedModel = null; + }); + } + }; + + this.startStreaming(); + this.setActiveProcessingConversation(assistantMessage.convId); + + const abortController = this.getOrCreateAbortController(assistantMessage.convId); + + await ChatService.sendMessage( + allMessages, + { + ...this.getApiOptions(), + ...(modelOverride ? { model: modelOverride } : {}), + onChunk: (chunk: string) => { + streamedContent += chunk; + this.setChatStreaming(assistantMessage.convId, streamedContent, assistantMessage.id); + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(idx, { content: streamedContent }); + }, + onReasoningChunk: (reasoningChunk: string) => { + streamedReasoningContent += reasoningChunk; + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(idx, { thinking: streamedReasoningContent }); + }, + onToolCallChunk: (toolCallChunk: string) => { + const chunk = toolCallChunk.trim(); + if (!chunk) return; + streamedToolCallContent = chunk; + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(idx, { toolCalls: streamedToolCallContent }); + }, + onModel: (modelName: string) => recordModel(modelName), + onTimings: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => { + const tokensPerSecond = + timings?.predicted_ms && timings?.predicted_n + ? (timings.predicted_n / timings.predicted_ms) * 1000 + : 0; + this.updateProcessingStateFromTimings( + { + prompt_n: timings?.prompt_n || 0, + predicted_n: timings?.predicted_n || 0, + predicted_per_second: tokensPerSecond, + cache_n: timings?.cache_n || 0, + prompt_progress: promptProgress + }, + assistantMessage.convId + ); + }, + onComplete: async ( + finalContent?: string, + reasoningContent?: string, + timings?: ChatMessageTimings, + toolCallContent?: string + ) => { + this.stopStreaming(); + + const updateData: Record = { + content: finalContent || streamedContent, + thinking: reasoningContent || streamedReasoningContent, + toolCalls: toolCallContent || streamedToolCallContent, + timings + }; + if (resolvedModel && !modelPersisted) { + updateData.model = resolvedModel; + } + await DatabaseService.updateMessage(assistantMessage.id, updateData); + + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + const uiUpdate: Partial = { + content: updateData.content as string, + toolCalls: updateData.toolCalls as string + }; + if (timings) uiUpdate.timings = timings; + if (resolvedModel) uiUpdate.model = resolvedModel; + + conversationsStore.updateMessageAtIndex(idx, uiUpdate); + await conversationsStore.updateCurrentNode(assistantMessage.id); + + if (onComplete) await onComplete(streamedContent); + this.setChatLoading(assistantMessage.convId, false); + this.clearChatStreaming(assistantMessage.convId); + this.clearProcessingState(assistantMessage.convId); + + if (isRouterMode()) { + modelsStore.fetchRouterModels().catch(console.error); + } + }, + onError: (error: Error) => { + this.stopStreaming(); + + if (this.isAbortError(error)) { + this.setChatLoading(assistantMessage.convId, false); + this.clearChatStreaming(assistantMessage.convId); + this.clearProcessingState(assistantMessage.convId); + + return; + } + + console.error('Streaming error:', error); + + this.setChatLoading(assistantMessage.convId, false); + this.clearChatStreaming(assistantMessage.convId); + this.clearProcessingState(assistantMessage.convId); + + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + + if (idx !== -1) { + const failedMessage = conversationsStore.removeMessageAtIndex(idx); + if (failedMessage) DatabaseService.deleteMessage(failedMessage.id).catch(console.error); + } + + const contextInfo = ( + error as Error & { contextInfo?: { n_prompt_tokens: number; n_ctx: number } } + ).contextInfo; + + this.showErrorDialog( + error.name === 'TimeoutError' ? 'timeout' : 'server', + error.message, + contextInfo + ); + + if (onError) onError(error); + } + }, + assistantMessage.convId, + abortController.signal + ); } - /** - * Sends a new message and generates AI response - * @param content - The message content to send - * @param extras - Optional extra data (files, attachments, etc.) - */ async sendMessage(content: string, extras?: DatabaseMessageExtra[]): Promise { if (!content.trim() && (!extras || extras.length === 0)) return; - - if (this.activeConversation && this.isConversationLoading(this.activeConversation.id)) { - console.log('Cannot send message: current conversation is already processing a message'); - return; - } + const activeConv = conversationsStore.activeConversation; + if (activeConv && this.isChatLoading(activeConv.id)) return; let isNewConversation = false; - - if (!this.activeConversation) { - await this.createConversation(); + if (!activeConv) { + await conversationsStore.createConversation(); isNewConversation = true; } - - if (!this.activeConversation) { - console.error('No active conversation available for sending message'); - return; - } + const currentConv = conversationsStore.activeConversation; + if (!currentConv) return; this.errorDialogState = null; - - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); - - let userMessage: DatabaseMessage | null = null; + this.setChatLoading(currentConv.id, true); + this.clearChatStreaming(currentConv.id); try { - userMessage = await this.addMessage('user', content, 'text', '-1', extras); + if (isNewConversation) { + const rootId = await DatabaseService.createRootMessage(currentConv.id); + const currentConfig = config(); + const systemPrompt = currentConfig.systemMessage?.toString().trim(); - if (!userMessage) { - throw new Error('Failed to add user message'); + if (systemPrompt) { + const systemMessage = await DatabaseService.createSystemMessage( + currentConv.id, + systemPrompt, + rootId + ); + + conversationsStore.addMessageToActive(systemMessage); + } } - if (isNewConversation && content) { - const title = content.trim(); - await this.updateConversationName(this.activeConversation.id, title); - } + const userMessage = await this.addMessage('user', content, 'text', '-1', extras); + if (!userMessage) throw new Error('Failed to add user message'); + if (isNewConversation && content) + await conversationsStore.updateConversationName(currentConv.id, content.trim()); const assistantMessage = await this.createAssistantMessage(userMessage.id); - if (!assistantMessage) { - throw new Error('Failed to create assistant message'); - } + if (!assistantMessage) throw new Error('Failed to create assistant message'); - this.activeMessages.push(assistantMessage); - - const conversationContext = this.activeMessages.slice(0, -1); - - await this.streamChatCompletion(conversationContext, assistantMessage); + conversationsStore.addMessageToActive(assistantMessage); + await this.streamChatCompletion( + conversationsStore.activeMessages.slice(0, -1), + assistantMessage + ); } catch (error) { if (this.isAbortError(error)) { - this.setConversationLoading(this.activeConversation!.id, false); + this.setChatLoading(currentConv.id, false); return; } - console.error('Failed to send message:', error); - this.setConversationLoading(this.activeConversation!.id, false); + this.setChatLoading(currentConv.id, false); if (!this.errorDialogState) { - if (error instanceof Error) { - const dialogType = error.name === 'TimeoutError' ? 'timeout' : 'server'; - this.showErrorDialog(dialogType, error.message); - } else { - this.showErrorDialog('server', 'Unknown error occurred while sending message'); - } + const dialogType = + error instanceof Error && error.name === 'TimeoutError' ? 'timeout' : 'server'; + const contextInfo = ( + error as Error & { contextInfo?: { n_prompt_tokens: number; n_ctx: number } } + ).contextInfo; + + this.showErrorDialog( + dialogType, + error instanceof Error ? error.message : 'Unknown error', + contextInfo + ); } } } - /** - * Stops the current message generation - * Aborts ongoing requests and saves partial response if available - */ async stopGeneration(): Promise { - if (!this.activeConversation) return; + const activeConv = conversationsStore.activeConversation; - const convId = this.activeConversation.id; + if (!activeConv) return; + await this.stopGenerationForChat(activeConv.id); + } + + async stopGenerationForChat(convId: string): Promise { await this.savePartialResponseIfNeeded(convId); - slotsService.stopStreaming(); - chatService.abort(convId); - - this.setConversationLoading(convId, false); - this.clearConversationStreaming(convId); - slotsService.clearConversationState(convId); + this.stopStreaming(); + this.abortRequest(convId); + this.setChatLoading(convId, false); + this.clearChatStreaming(convId); + this.clearProcessingState(convId); } /** - * Gracefully stops generation and saves partial response + * Gets or creates an AbortController for a conversation */ - async gracefulStop(): Promise { - if (!this.isLoading) return; - - slotsService.stopStreaming(); - chatService.abort(); - await this.savePartialResponseIfNeeded(); - - this.conversationLoadingStates.clear(); - this.conversationStreamingStates.clear(); - this.isLoading = false; - this.currentResponse = ''; + private getOrCreateAbortController(convId: string): AbortController { + let controller = this.abortControllers.get(convId); + if (!controller || controller.signal.aborted) { + controller = new AbortController(); + this.abortControllers.set(convId, controller); + } + return controller; } /** - * Saves partial response if generation was interrupted - * Preserves user's partial content and timing data when generation is stopped early + * Aborts any ongoing request for a conversation */ + private abortRequest(convId?: string): void { + if (convId) { + const controller = this.abortControllers.get(convId); + if (controller) { + controller.abort(); + this.abortControllers.delete(convId); + } + } else { + for (const controller of this.abortControllers.values()) { + controller.abort(); + } + this.abortControllers.clear(); + } + } + private async savePartialResponseIfNeeded(convId?: string): Promise { - const conversationId = convId || this.activeConversation?.id; + const conversationId = convId || conversationsStore.activeConversation?.id; + if (!conversationId) return; - const streamingState = this.conversationStreamingStates.get(conversationId); - if (!streamingState || !streamingState.response.trim()) { - return; - } + const streamingState = this.chatStreamingStates.get(conversationId); + + if (!streamingState || !streamingState.response.trim()) return; const messages = - conversationId === this.activeConversation?.id - ? this.activeMessages - : await DatabaseStore.getConversationMessages(conversationId); + conversationId === conversationsStore.activeConversation?.id + ? conversationsStore.activeMessages + : await conversationsStore.getConversationMessages(conversationId); if (!messages.length) return; const lastMessage = messages[messages.length - 1]; - if (lastMessage && lastMessage.role === 'assistant') { + if (lastMessage?.role === 'assistant') { try { - const updateData: { - content: string; - thinking?: string; - timings?: ChatMessageTimings; - } = { + const updateData: { content: string; thinking?: string; timings?: ChatMessageTimings } = { content: streamingState.response }; - - if (lastMessage.thinking?.trim()) { - updateData.thinking = lastMessage.thinking; - } - - const lastKnownState = await slotsService.getCurrentState(); - + if (lastMessage.thinking?.trim()) updateData.thinking = lastMessage.thinking; + const lastKnownState = this.getCurrentProcessingStateSync(); if (lastKnownState) { updateData.timings = { prompt_n: lastKnownState.promptTokens || 0, @@ -830,445 +781,132 @@ class ChatStore { }; } - await DatabaseStore.updateMessage(lastMessage.id, updateData); + await DatabaseService.updateMessage(lastMessage.id, updateData); lastMessage.content = this.currentResponse; - if (updateData.thinking !== undefined) { - lastMessage.thinking = updateData.thinking; - } - if (updateData.timings) { - lastMessage.timings = updateData.timings; - } + + if (updateData.thinking) lastMessage.thinking = updateData.thinking; + + if (updateData.timings) lastMessage.timings = updateData.timings; } catch (error) { lastMessage.content = this.currentResponse; console.error('Failed to save partial response:', error); } - } else { - console.error('Last message is not an assistant message'); } } - /** - * Updates a user message and regenerates the assistant response - * @param messageId - The ID of the message to update - * @param newContent - The new content for the message - */ async updateMessage(messageId: string, newContent: string): Promise { - if (!this.activeConversation) return; + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; + if (this.isLoading) this.stopGeneration(); - if (this.isLoading) { - this.stopGeneration(); - } + const result = this.getMessageByIdWithRole(messageId, 'user'); + if (!result) return; + const { message: messageToUpdate, index: messageIndex } = result; + const originalContent = messageToUpdate.content; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for update'); - return; - } - - const messageToUpdate = this.activeMessages[messageIndex]; - const originalContent = messageToUpdate.content; - - if (messageToUpdate.role !== 'user') { - console.error('Only user messages can be edited'); - return; - } - - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - const isFirstUserMessage = - rootMessage && messageToUpdate.parent === rootMessage.id && messageToUpdate.role === 'user'; + const isFirstUserMessage = rootMessage && messageToUpdate.parent === rootMessage.id; - this.updateMessageAtIndex(messageIndex, { content: newContent }); - await DatabaseStore.updateMessage(messageId, { content: newContent }); + conversationsStore.updateMessageAtIndex(messageIndex, { content: newContent }); + await DatabaseService.updateMessage(messageId, { content: newContent }); if (isFirstUserMessage && newContent.trim()) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, + await conversationsStore.updateConversationTitleWithConfirmation( + activeConv.id, newContent.trim(), - this.titleUpdateConfirmationCallback + conversationsStore.titleUpdateConfirmationCallback ); } - const messagesToRemove = this.activeMessages.slice(messageIndex + 1); - for (const message of messagesToRemove) { - await DatabaseStore.deleteMessage(message.id); - } + const messagesToRemove = conversationsStore.activeMessages.slice(messageIndex + 1); - this.activeMessages = this.activeMessages.slice(0, messageIndex + 1); - this.updateConversationTimestamp(); + for (const message of messagesToRemove) await DatabaseService.deleteMessage(message.id); - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); + conversationsStore.sliceActiveMessages(messageIndex + 1); + conversationsStore.updateConversationTimestamp(); - try { - const assistantMessage = await this.createAssistantMessage(); - if (!assistantMessage) { - throw new Error('Failed to create assistant message'); - } + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); - this.activeMessages.push(assistantMessage); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, assistantMessage.id); - this.activeConversation.currNode = assistantMessage.id; + const assistantMessage = await this.createAssistantMessage(); - await this.streamChatCompletion( - this.activeMessages.slice(0, -1), - assistantMessage, - undefined, - () => { - const editedMessageIndex = this.findMessageIndex(messageId); - this.updateMessageAtIndex(editedMessageIndex, { content: originalContent }); - } - ); - } catch (regenerateError) { - console.error('Failed to regenerate response:', regenerateError); - this.setConversationLoading(this.activeConversation!.id, false); + if (!assistantMessage) throw new Error('Failed to create assistant message'); - const messageIndex = this.findMessageIndex(messageId); - this.updateMessageAtIndex(messageIndex, { content: originalContent }); - } - } catch (error) { - if (this.isAbortError(error)) { - return; - } + conversationsStore.addMessageToActive(assistantMessage); - console.error('Failed to update message:', error); - } - } - - /** - * Regenerates an assistant message with a new response - * @param messageId - The ID of the assistant message to regenerate - */ - async regenerateMessage(messageId: string): Promise { - if (!this.activeConversation || this.isLoading) return; - - try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for regeneration'); - return; - } - - const messageToRegenerate = this.activeMessages[messageIndex]; - if (messageToRegenerate.role !== 'assistant') { - console.error('Only assistant messages can be regenerated'); - return; - } - - const messagesToRemove = this.activeMessages.slice(messageIndex); - for (const message of messagesToRemove) { - await DatabaseStore.deleteMessage(message.id); - } - - this.activeMessages = this.activeMessages.slice(0, messageIndex); - this.updateConversationTimestamp(); - - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); - - try { - const parentMessageId = - this.activeMessages.length > 0 - ? this.activeMessages[this.activeMessages.length - 1].id - : null; - - const assistantMessage = await this.createAssistantMessage(parentMessageId); - - if (!assistantMessage) { - throw new Error('Failed to create assistant message'); - } - - this.activeMessages.push(assistantMessage); - - const conversationContext = this.activeMessages.slice(0, -1); - - await this.streamChatCompletion(conversationContext, assistantMessage); - } catch (regenerateError) { - console.error('Failed to regenerate response:', regenerateError); - this.setConversationLoading(this.activeConversation!.id, false); - } - } catch (error) { - if (this.isAbortError(error)) return; - console.error('Failed to regenerate message:', error); - } - } - - /** - * Updates the name of a conversation - * @param convId - The conversation ID to update - * @param name - The new name for the conversation - */ - async updateConversationName(convId: string, name: string): Promise { - try { - await DatabaseStore.updateConversation(convId, { name }); - - const convIndex = this.conversations.findIndex((c) => c.id === convId); - - if (convIndex !== -1) { - this.conversations[convIndex].name = name; - } - - if (this.activeConversation?.id === convId) { - this.activeConversation.name = name; - } - } catch (error) { - console.error('Failed to update conversation name:', error); - } - } - - /** - * Sets the callback function for title update confirmations - * @param callback - Function to call when confirmation is needed - */ - setTitleUpdateConfirmationCallback( - callback: (currentTitle: string, newTitle: string) => Promise - ): void { - this.titleUpdateConfirmationCallback = callback; - } - - /** - * Updates conversation title with optional confirmation dialog based on settings - * @param convId - The conversation ID to update - * @param newTitle - The new title content - * @param onConfirmationNeeded - Callback when user confirmation is needed - * @returns Promise - True if title was updated, false if cancelled - */ - async updateConversationTitleWithConfirmation( - convId: string, - newTitle: string, - onConfirmationNeeded?: (currentTitle: string, newTitle: string) => Promise - ): Promise { - try { - const currentConfig = config(); - - if (currentConfig.askForTitleConfirmation && onConfirmationNeeded) { - const conversation = await DatabaseStore.getConversation(convId); - if (!conversation) return false; - - const shouldUpdate = await onConfirmationNeeded(conversation.name, newTitle); - if (!shouldUpdate) return false; - } - - await this.updateConversationName(convId, newTitle); - return true; - } catch (error) { - console.error('Failed to update conversation title with confirmation:', error); - return false; - } - } - - /** - * Downloads a conversation as JSON file - * @param convId - The conversation ID to download - */ - async downloadConversation(convId: string): Promise { - if (!this.activeConversation || this.activeConversation.id !== convId) { - // Load the conversation if not currently active - const conversation = await DatabaseStore.getConversation(convId); - if (!conversation) return; - - const messages = await DatabaseStore.getConversationMessages(convId); - const conversationData = { - conv: conversation, - messages - }; - - this.triggerDownload(conversationData); - } else { - // Use current active conversation data - const conversationData: ExportedConversations = { - conv: this.activeConversation!, - messages: this.activeMessages - }; - - this.triggerDownload(conversationData); - } - } - - /** - * Triggers file download in browser - * @param data - Data to download (expected: { conv: DatabaseConversation, messages: DatabaseMessage[] }) - * @param filename - Optional filename - */ - private triggerDownload(data: ExportedConversations, filename?: string): void { - const conversation = - 'conv' in data ? data.conv : Array.isArray(data) ? data[0]?.conv : undefined; - if (!conversation) { - console.error('Invalid data: missing conversation'); - return; - } - const conversationName = conversation.name ? conversation.name.trim() : ''; - const convId = conversation.id || 'unknown'; - const truncatedSuffix = conversationName - .toLowerCase() - .replace(/[^a-z0-9]/gi, '_') - .replace(/_+/g, '_') - .substring(0, 20); - const downloadFilename = filename || `conversation_${convId}_${truncatedSuffix}.json`; - - const conversationJson = JSON.stringify(data, null, 2); - const blob = new Blob([conversationJson], { - type: 'application/json' - }); - const url = URL.createObjectURL(blob); - const a = document.createElement('a'); - a.href = url; - a.download = downloadFilename; - document.body.appendChild(a); - a.click(); - document.body.removeChild(a); - URL.revokeObjectURL(url); - } - - /** - * Exports all conversations with their messages as a JSON file - * Returns the list of exported conversations - */ - async exportAllConversations(): Promise { - try { - const allConversations = await DatabaseStore.getAllConversations(); - if (allConversations.length === 0) { - throw new Error('No conversations to export'); - } - - const allData: ExportedConversations = await Promise.all( - allConversations.map(async (conv) => { - const messages = await DatabaseStore.getConversationMessages(conv.id); - return { conv, messages }; - }) - ); - - const blob = new Blob([JSON.stringify(allData, null, 2)], { - type: 'application/json' - }); - const url = URL.createObjectURL(blob); - const a = document.createElement('a'); - a.href = url; - a.download = `all_conversations_${new Date().toISOString().split('T')[0]}.json`; - document.body.appendChild(a); - a.click(); - document.body.removeChild(a); - URL.revokeObjectURL(url); - - toast.success(`All conversations (${allConversations.length}) prepared for download`); - return allConversations; - } catch (err) { - console.error('Failed to export conversations:', err); - throw err; - } - } - - /** - * Imports conversations from a JSON file. - * Supports both single conversation (object) and multiple conversations (array). - * Uses DatabaseStore for safe, encapsulated data access - * Returns the list of imported conversations - */ - async importConversations(): Promise { - return new Promise((resolve, reject) => { - const input = document.createElement('input'); - input.type = 'file'; - input.accept = '.json'; - - input.onchange = async (e) => { - const file = (e.target as HTMLInputElement)?.files?.[0]; - if (!file) { - reject(new Error('No file selected')); - return; - } - - try { - const text = await file.text(); - const parsedData = JSON.parse(text); - let importedData: ExportedConversations; - - if (Array.isArray(parsedData)) { - importedData = parsedData; - } else if ( - parsedData && - typeof parsedData === 'object' && - 'conv' in parsedData && - 'messages' in parsedData - ) { - // Single conversation object - importedData = [parsedData]; - } else { - throw new Error( - 'Invalid file format: expected array of conversations or single conversation object' - ); - } - - const result = await DatabaseStore.importConversations(importedData); - - // Refresh UI - await this.loadConversations(); - - toast.success(`Imported ${result.imported} conversation(s), skipped ${result.skipped}`); - - // Extract the conversation objects from imported data - const importedConversations = importedData.map((item) => item.conv); - resolve(importedConversations); - } catch (err: unknown) { - const message = err instanceof Error ? err.message : 'Unknown error'; - console.error('Failed to import conversations:', err); - toast.error('Import failed', { - description: message + await conversationsStore.updateCurrentNode(assistantMessage.id); + await this.streamChatCompletion( + conversationsStore.activeMessages.slice(0, -1), + assistantMessage, + undefined, + () => { + conversationsStore.updateMessageAtIndex(conversationsStore.findMessageIndex(messageId), { + content: originalContent }); - reject(new Error(`Import failed: ${message}`)); } - }; - - input.click(); - }); - } - - /** - * Deletes a conversation and all its messages - * @param convId - The conversation ID to delete - */ - async deleteConversation(convId: string): Promise { - try { - await DatabaseStore.deleteConversation(convId); - - this.conversations = this.conversations.filter((c) => c.id !== convId); - - if (this.activeConversation?.id === convId) { - this.activeConversation = null; - this.activeMessages = []; - await goto(`?new_chat=true#/`); - } + ); } catch (error) { - console.error('Failed to delete conversation:', error); + if (!this.isAbortError(error)) console.error('Failed to update message:', error); + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Regeneration + // ───────────────────────────────────────────────────────────────────────────── + + async regenerateMessage(messageId: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; + + const result = this.getMessageByIdWithRole(messageId, 'assistant'); + if (!result) return; + const { index: messageIndex } = result; + + try { + const messagesToRemove = conversationsStore.activeMessages.slice(messageIndex); + for (const message of messagesToRemove) await DatabaseService.deleteMessage(message.id); + conversationsStore.sliceActiveMessages(messageIndex); + conversationsStore.updateConversationTimestamp(); + + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); + + const parentMessageId = + conversationsStore.activeMessages.length > 0 + ? conversationsStore.activeMessages[conversationsStore.activeMessages.length - 1].id + : undefined; + const assistantMessage = await this.createAssistantMessage(parentMessageId); + if (!assistantMessage) throw new Error('Failed to create assistant message'); + conversationsStore.addMessageToActive(assistantMessage); + await this.streamChatCompletion( + conversationsStore.activeMessages.slice(0, -1), + assistantMessage + ); + } catch (error) { + if (!this.isAbortError(error)) console.error('Failed to regenerate message:', error); + this.setChatLoading(activeConv?.id || '', false); } } - /** - * Gets information about what messages will be deleted when deleting a specific message - * @param messageId - The ID of the message to be deleted - * @returns Object with deletion info including count and types of messages - */ async getDeletionInfo(messageId: string): Promise<{ totalCount: number; userMessages: number; assistantMessages: number; messageTypes: string[]; }> { - if (!this.activeConversation) { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return { totalCount: 0, userMessages: 0, assistantMessages: 0, messageTypes: [] }; - } - - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const descendants = findDescendantMessages(allMessages, messageId); const allToDelete = [messageId, ...descendants]; - const messagesToDelete = allMessages.filter((m) => allToDelete.includes(m.id)); - - let userMessages = 0; - let assistantMessages = 0; + let userMessages = 0, + assistantMessages = 0; const messageTypes: string[] = []; - for (const msg of messagesToDelete) { if (msg.role === 'user') { userMessages++; @@ -1278,366 +916,174 @@ class ChatStore { if (!messageTypes.includes('assistant response')) messageTypes.push('assistant response'); } } - - return { - totalCount: allToDelete.length, - userMessages, - assistantMessages, - messageTypes - }; + return { totalCount: allToDelete.length, userMessages, assistantMessages, messageTypes }; } - /** - * Deletes a message and all its descendants, updating conversation path if needed - * @param messageId - The ID of the message to delete - */ async deleteMessage(messageId: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; try { - if (!this.activeConversation) return; - - // Get all messages to find siblings before deletion - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const messageToDelete = allMessages.find((m) => m.id === messageId); + if (!messageToDelete) return; - if (!messageToDelete) { - console.error('Message to delete not found'); - return; - } - - // Check if the deleted message is in the current conversation path - const currentPath = filterByLeafNodeId( - allMessages, - this.activeConversation.currNode || '', - false - ); + const currentPath = filterByLeafNodeId(allMessages, activeConv.currNode || '', false); const isInCurrentPath = currentPath.some((m) => m.id === messageId); - // If the deleted message is in the current path, we need to update currNode if (isInCurrentPath && messageToDelete.parent) { - // Find all siblings (messages with same parent) const siblings = allMessages.filter( (m) => m.parent === messageToDelete.parent && m.id !== messageId ); if (siblings.length > 0) { - // Find the latest sibling (highest timestamp) const latestSibling = siblings.reduce((latest, sibling) => sibling.timestamp > latest.timestamp ? sibling : latest ); - - // Find the leaf node for this sibling branch to get the complete conversation path - const leafNodeId = findLeafNode(allMessages, latestSibling.id); - - // Update conversation to use the leaf node of the latest remaining sibling - await DatabaseStore.updateCurrentNode(this.activeConversation.id, leafNodeId); - this.activeConversation.currNode = leafNodeId; - } else { - // No siblings left, navigate to parent if it exists - if (messageToDelete.parent) { - const parentLeafId = findLeafNode(allMessages, messageToDelete.parent); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, parentLeafId); - this.activeConversation.currNode = parentLeafId; - } + await conversationsStore.updateCurrentNode(findLeafNode(allMessages, latestSibling.id)); + } else if (messageToDelete.parent) { + await conversationsStore.updateCurrentNode( + findLeafNode(allMessages, messageToDelete.parent) + ); } } + await DatabaseService.deleteMessageCascading(activeConv.id, messageId); + await conversationsStore.refreshActiveMessages(); - // Use cascading deletion to remove the message and all its descendants - await DatabaseStore.deleteMessageCascading(this.activeConversation.id, messageId); - - // Refresh active messages to show the updated branch - await this.refreshActiveMessages(); - - // Update conversation timestamp - this.updateConversationTimestamp(); + conversationsStore.updateConversationTimestamp(); } catch (error) { console.error('Failed to delete message:', error); } } - /** - * Clears the active conversation and messages - * Used when navigating away from chat or starting fresh - * Note: Does not stop ongoing streaming to allow background completion - */ - clearActiveConversation(): void { - this.activeConversation = null; - this.activeMessages = []; - this.isLoading = false; - this.currentResponse = ''; - slotsService.setActiveConversation(null); - } + // ───────────────────────────────────────────────────────────────────────────── + // Editing + // ───────────────────────────────────────────────────────────────────────────── - /** Refreshes active messages based on currNode after branch navigation */ - async refreshActiveMessages(): Promise { - if (!this.activeConversation) return; - - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); - if (allMessages.length === 0) { - this.activeMessages = []; - return; - } - - const leafNodeId = - this.activeConversation.currNode || - allMessages.reduce((latest, msg) => (msg.timestamp > latest.timestamp ? msg : latest)).id; - - const currentPath = filterByLeafNodeId(allMessages, leafNodeId, false) as DatabaseMessage[]; - - this.activeMessages.length = 0; - this.activeMessages.push(...currentPath); - } - - /** - * Navigates to a specific sibling branch by updating currNode and refreshing messages - * @param siblingId - The sibling message ID to navigate to - */ - async navigateToSibling(siblingId: string): Promise { - if (!this.activeConversation) return; - - // Get the current first user message before navigation - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); - const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - const currentFirstUserMessage = this.activeMessages.find( - (m) => m.role === 'user' && m.parent === rootMessage?.id - ); - - const currentLeafNodeId = findLeafNode(allMessages, siblingId); - - await DatabaseStore.updateCurrentNode(this.activeConversation.id, currentLeafNodeId); - this.activeConversation.currNode = currentLeafNodeId; - await this.refreshActiveMessages(); - - // Only show title dialog if we're navigating between different first user message siblings - if (rootMessage && this.activeMessages.length > 0) { - // Find the first user message in the new active path - const newFirstUserMessage = this.activeMessages.find( - (m) => m.role === 'user' && m.parent === rootMessage.id - ); - - // Only show dialog if: - // 1. We have a new first user message - // 2. It's different from the previous one (different ID or content) - // 3. The new message has content - if ( - newFirstUserMessage && - newFirstUserMessage.content.trim() && - (!currentFirstUserMessage || - newFirstUserMessage.id !== currentFirstUserMessage.id || - newFirstUserMessage.content.trim() !== currentFirstUserMessage.content.trim()) - ) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, - newFirstUserMessage.content.trim(), - this.titleUpdateConfirmationCallback - ); - } - } - } - - /** - * Edits an assistant message with optional branching - * @param messageId - The ID of the assistant message to edit - * @param newContent - The new content for the message - * @param shouldBranch - Whether to create a branch or replace in-place - */ async editAssistantMessage( messageId: string, newContent: string, shouldBranch: boolean ): Promise { - if (!this.activeConversation || this.isLoading) return; + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; + + const result = this.getMessageByIdWithRole(messageId, 'assistant'); + if (!result) return; + const { message: msg, index: idx } = result; try { - const messageIndex = this.findMessageIndex(messageId); - - if (messageIndex === -1) { - console.error('Message not found for editing'); - return; - } - - const messageToEdit = this.activeMessages[messageIndex]; - - if (messageToEdit.role !== 'assistant') { - console.error('Only assistant messages can be edited with this method'); - return; - } - if (shouldBranch) { - const newMessage = await DatabaseStore.createMessageBranch( + const newMessage = await DatabaseService.createMessageBranch( { - convId: messageToEdit.convId, - type: messageToEdit.type, + convId: msg.convId, + type: msg.type, timestamp: Date.now(), - role: messageToEdit.role, + role: msg.role, content: newContent, - thinking: messageToEdit.thinking || '', - toolCalls: messageToEdit.toolCalls || '', + thinking: msg.thinking || '', + toolCalls: msg.toolCalls || '', children: [], - model: messageToEdit.model // Preserve original model info when branching + model: msg.model }, - messageToEdit.parent! + msg.parent! ); - - await DatabaseStore.updateCurrentNode(this.activeConversation.id, newMessage.id); - this.activeConversation.currNode = newMessage.id; + await conversationsStore.updateCurrentNode(newMessage.id); } else { - await DatabaseStore.updateMessage(messageToEdit.id, { - content: newContent, - timestamp: Date.now() - }); - - // Ensure currNode points to the edited message to maintain correct path - await DatabaseStore.updateCurrentNode(this.activeConversation.id, messageToEdit.id); - this.activeConversation.currNode = messageToEdit.id; - - this.updateMessageAtIndex(messageIndex, { + await DatabaseService.updateMessage(msg.id, { content: newContent, timestamp: Date.now() }); + await conversationsStore.updateCurrentNode(msg.id); + conversationsStore.updateMessageAtIndex(idx, { content: newContent, timestamp: Date.now() }); } - - this.updateConversationTimestamp(); - await this.refreshActiveMessages(); + conversationsStore.updateConversationTimestamp(); + await conversationsStore.refreshActiveMessages(); } catch (error) { console.error('Failed to edit assistant message:', error); } } - /** - * Edits a user message and preserves all responses below - * Updates the message content in-place without deleting or regenerating responses - * - * **Use Case**: When you want to fix a typo or rephrase a question without losing the assistant's response - * - * **Important Behavior:** - * - Does NOT create a branch (unlike editMessageWithBranching) - * - Does NOT regenerate assistant responses - * - Only updates the user message content in the database - * - Preserves the entire conversation tree below the edited message - * - Updates conversation title if this is the first user message - * - * @param messageId - The ID of the user message to edit - * @param newContent - The new content for the message - */ async editUserMessagePreserveResponses(messageId: string, newContent: string): Promise { - if (!this.activeConversation) return; + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; + + const result = this.getMessageByIdWithRole(messageId, 'user'); + if (!result) return; + const { message: msg, index: idx } = result; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for editing'); - return; - } - - const messageToEdit = this.activeMessages[messageIndex]; - if (messageToEdit.role !== 'user') { - console.error('Only user messages can be edited with this method'); - return; - } - - // Simply update the message content in-place - await DatabaseStore.updateMessage(messageId, { + await DatabaseService.updateMessage(messageId, { content: newContent, timestamp: Date.now() }); + conversationsStore.updateMessageAtIndex(idx, { content: newContent, timestamp: Date.now() }); - this.updateMessageAtIndex(messageIndex, { - content: newContent, - timestamp: Date.now() - }); - - // Check if first user message for title update - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - const isFirstUserMessage = - rootMessage && messageToEdit.parent === rootMessage.id && messageToEdit.role === 'user'; - if (isFirstUserMessage && newContent.trim()) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, + if (rootMessage && msg.parent === rootMessage.id && newContent.trim()) { + await conversationsStore.updateConversationTitleWithConfirmation( + activeConv.id, newContent.trim(), - this.titleUpdateConfirmationCallback + conversationsStore.titleUpdateConfirmationCallback ); } - - this.updateConversationTimestamp(); + conversationsStore.updateConversationTimestamp(); } catch (error) { console.error('Failed to edit user message:', error); } } - /** - * Edits a message by creating a new branch with the edited content - * @param messageId - The ID of the message to edit - * @param newContent - The new content for the message - */ async editMessageWithBranching(messageId: string, newContent: string): Promise { - if (!this.activeConversation || this.isLoading) return; + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; + + let result = this.getMessageByIdWithRole(messageId, 'user'); + + if (!result) { + result = this.getMessageByIdWithRole(messageId, 'system'); + } + + if (!result) return; + const { message: msg } = result; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for editing'); - return; - } - - const messageToEdit = this.activeMessages[messageIndex]; - if (messageToEdit.role !== 'user') { - console.error('Only user messages can be edited'); - return; - } - - // Check if this is the first user message in the conversation - // First user message is one that has the root message as its parent - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); const isFirstUserMessage = - rootMessage && messageToEdit.parent === rootMessage.id && messageToEdit.role === 'user'; + msg.role === 'user' && rootMessage && msg.parent === rootMessage.id; - let parentId = messageToEdit.parent; + const parentId = msg.parent || rootMessage?.id; + if (!parentId) return; - if (parentId === undefined || parentId === null) { - const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - if (rootMessage) { - parentId = rootMessage.id; - } else { - console.error('No root message found for editing'); - return; - } - } - - const newMessage = await DatabaseStore.createMessageBranch( + const newMessage = await DatabaseService.createMessageBranch( { - convId: messageToEdit.convId, - type: messageToEdit.type, + convId: msg.convId, + type: msg.type, timestamp: Date.now(), - role: messageToEdit.role, + role: msg.role, content: newContent, - thinking: messageToEdit.thinking || '', - toolCalls: messageToEdit.toolCalls || '', + thinking: msg.thinking || '', + toolCalls: msg.toolCalls || '', children: [], - extra: messageToEdit.extra ? JSON.parse(JSON.stringify(messageToEdit.extra)) : undefined, - model: messageToEdit.model // Preserve original model info when branching + extra: msg.extra ? JSON.parse(JSON.stringify(msg.extra)) : undefined, + model: msg.model }, parentId ); + await conversationsStore.updateCurrentNode(newMessage.id); + conversationsStore.updateConversationTimestamp(); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, newMessage.id); - this.activeConversation.currNode = newMessage.id; - this.updateConversationTimestamp(); - - // If this is the first user message, update the conversation title with confirmation if needed if (isFirstUserMessage && newContent.trim()) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, + await conversationsStore.updateConversationTitleWithConfirmation( + activeConv.id, newContent.trim(), - this.titleUpdateConfirmationCallback + conversationsStore.titleUpdateConfirmationCallback ); } + await conversationsStore.refreshActiveMessages(); - await this.refreshActiveMessages(); - - if (messageToEdit.role === 'user') { + if (msg.role === 'user') { await this.generateResponseForMessage(newMessage.id); } } catch (error) { @@ -1645,42 +1091,25 @@ class ChatStore { } } - /** - * Regenerates an assistant message by creating a new branch with a new response - * @param messageId - The ID of the assistant message to regenerate - */ - async regenerateMessageWithBranching(messageId: string): Promise { - if (!this.activeConversation || this.isLoading) return; - + async regenerateMessageWithBranching(messageId: string, modelOverride?: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for regeneration'); - return; - } + const idx = conversationsStore.findMessageIndex(messageId); + if (idx === -1) return; + const msg = conversationsStore.activeMessages[idx]; + if (msg.role !== 'assistant') return; - const messageToRegenerate = this.activeMessages[messageIndex]; - if (messageToRegenerate.role !== 'assistant') { - console.error('Only assistant messages can be regenerated'); - return; - } + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); + const parentMessage = allMessages.find((m) => m.id === msg.parent); + if (!parentMessage) return; - // Find parent message in all conversation messages, not just active path - const conversationMessages = await DatabaseStore.getConversationMessages( - this.activeConversation.id - ); - const parentMessage = conversationMessages.find((m) => m.id === messageToRegenerate.parent); - if (!parentMessage) { - console.error('Parent message not found for regeneration'); - return; - } + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); - - const newAssistantMessage = await DatabaseStore.createMessageBranch( + const newAssistantMessage = await DatabaseService.createMessageBranch( { - convId: this.activeConversation.id, + convId: activeConv.id, type: 'text', timestamp: Date.now(), role: 'assistant', @@ -1692,54 +1121,51 @@ class ChatStore { }, parentMessage.id ); + await conversationsStore.updateCurrentNode(newAssistantMessage.id); + conversationsStore.updateConversationTimestamp(); + await conversationsStore.refreshActiveMessages(); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, newAssistantMessage.id); - this.activeConversation.currNode = newAssistantMessage.id; - this.updateConversationTimestamp(); - await this.refreshActiveMessages(); - - const allConversationMessages = await DatabaseStore.getConversationMessages( - this.activeConversation.id - ); const conversationPath = filterByLeafNodeId( - allConversationMessages, + allMessages, parentMessage.id, false ) as DatabaseMessage[]; - - await this.streamChatCompletion(conversationPath, newAssistantMessage); + // Use modelOverride if provided, otherwise use the original message's model + // If neither is available, don't pass model (will use global selection) + const modelToUse = modelOverride || msg.model || undefined; + await this.streamChatCompletion( + conversationPath, + newAssistantMessage, + undefined, + undefined, + modelToUse + ); } catch (error) { - if (this.isAbortError(error)) return; - - console.error('Failed to regenerate message with branching:', error); - this.setConversationLoading(this.activeConversation!.id, false); + if (!this.isAbortError(error)) + console.error('Failed to regenerate message with branching:', error); + this.setChatLoading(activeConv?.id || '', false); } } - /** - * Generates a new assistant response for a given user message - * @param userMessageId - ID of user message to respond to - */ private async generateResponseForMessage(userMessageId: string): Promise { - if (!this.activeConversation) return; + const activeConv = conversationsStore.activeConversation; + + if (!activeConv) return; this.errorDialogState = null; - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); try { - // Get conversation path up to the user message - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const conversationPath = filterByLeafNodeId( allMessages, userMessageId, false ) as DatabaseMessage[]; - - // Create new assistant message branch - const assistantMessage = await DatabaseStore.createMessageBranch( + const assistantMessage = await DatabaseService.createMessageBranch( { - convId: this.activeConversation.id, + convId: activeConv.id, type: 'text', timestamp: Date.now(), role: 'assistant', @@ -1751,87 +1177,54 @@ class ChatStore { }, userMessageId ); - - // Add assistant message to active messages immediately for UI reactivity - this.activeMessages.push(assistantMessage); - - // Stream response to new assistant message + conversationsStore.addMessageToActive(assistantMessage); await this.streamChatCompletion(conversationPath, assistantMessage); } catch (error) { console.error('Failed to generate response:', error); - this.setConversationLoading(this.activeConversation!.id, false); + this.setChatLoading(activeConv.id, false); } } - /** - * Continues generation for an existing assistant message - * @param messageId - The ID of the assistant message to continue - */ async continueAssistantMessage(messageId: string): Promise { - if (!this.activeConversation || this.isLoading) return; + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; + + const result = this.getMessageByIdWithRole(messageId, 'assistant'); + if (!result) return; + const { message: msg, index: idx } = result; + + if (this.isChatLoading(activeConv.id)) return; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for continuation'); - return; - } - - const messageToContinue = this.activeMessages[messageIndex]; - if (messageToContinue.role !== 'assistant') { - console.error('Only assistant messages can be continued'); - return; - } - - // Race condition protection: Check if this specific conversation is already loading - // This prevents multiple rapid clicks on "Continue" from creating concurrent operations - if (this.isConversationLoading(this.activeConversation.id)) { - console.warn('Continuation already in progress for this conversation'); - return; - } - this.errorDialogState = null; - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); - // IMPORTANT: Fetch the latest content from the database to ensure we have - // the most up-to-date content, especially after a stopped generation - // This prevents issues where the in-memory state might be stale - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const dbMessage = allMessages.find((m) => m.id === messageId); if (!dbMessage) { - console.error('Message not found in database for continuation'); - this.setConversationLoading(this.activeConversation.id, false); + this.setChatLoading(activeConv.id, false); return; } - // Use content from database as the source of truth const originalContent = dbMessage.content; const originalThinking = dbMessage.thinking || ''; - // Get conversation context up to (but not including) the message to continue - const conversationContext = this.activeMessages.slice(0, messageIndex); - + const conversationContext = conversationsStore.activeMessages.slice(0, idx); const contextWithContinue = [ - ...conversationContext.map((msg) => { - if ('id' in msg && 'convId' in msg && 'timestamp' in msg) { - return msg as DatabaseMessage & { extra?: DatabaseMessageExtra[] }; - } - return msg as ApiChatMessageData; - }), - { - role: 'assistant' as const, - content: originalContent - } + ...conversationContext, + { role: 'assistant' as const, content: originalContent } ]; - let appendedContent = ''; - let appendedThinking = ''; - let hasReceivedContent = false; + let appendedContent = '', + appendedThinking = '', + hasReceivedContent = false; - await chatService.sendMessage( + const abortController = this.getOrCreateAbortController(msg.convId); + + await ChatService.sendMessage( contextWithContinue, { ...this.getApiOptions(), @@ -1839,32 +1232,36 @@ class ChatStore { onChunk: (chunk: string) => { hasReceivedContent = true; appendedContent += chunk; - // Preserve originalContent exactly as-is, including any trailing whitespace - // The concatenation naturally preserves any whitespace at the end of originalContent const fullContent = originalContent + appendedContent; - - this.setConversationStreaming( - messageToContinue.convId, - fullContent, - messageToContinue.id - ); - - this.updateMessageAtIndex(messageIndex, { - content: fullContent - }); + this.setChatStreaming(msg.convId, fullContent, msg.id); + conversationsStore.updateMessageAtIndex(idx, { content: fullContent }); }, onReasoningChunk: (reasoningChunk: string) => { hasReceivedContent = true; appendedThinking += reasoningChunk; - - const fullThinking = originalThinking + appendedThinking; - - this.updateMessageAtIndex(messageIndex, { - thinking: fullThinking + conversationsStore.updateMessageAtIndex(idx, { + thinking: originalThinking + appendedThinking }); }, + onTimings: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => { + const tokensPerSecond = + timings?.predicted_ms && timings?.predicted_n + ? (timings.predicted_n / timings.predicted_ms) * 1000 + : 0; + this.updateProcessingStateFromTimings( + { + prompt_n: timings?.prompt_n || 0, + predicted_n: timings?.predicted_n || 0, + predicted_per_second: tokensPerSecond, + cache_n: timings?.cache_n || 0, + prompt_progress: promptProgress + }, + msg.convId + ); + }, + onComplete: async ( finalContent?: string, reasoningContent?: string, @@ -1872,158 +1269,153 @@ class ChatStore { ) => { const fullContent = originalContent + (finalContent || appendedContent); const fullThinking = originalThinking + (reasoningContent || appendedThinking); - - const updateData: { - content: string; - thinking: string; - timestamp: number; - timings?: ChatMessageTimings; - } = { + await DatabaseService.updateMessage(msg.id, { content: fullContent, thinking: fullThinking, timestamp: Date.now(), - timings: timings - }; - - await DatabaseStore.updateMessage(messageToContinue.id, updateData); - - this.updateMessageAtIndex(messageIndex, updateData); - - this.updateConversationTimestamp(); - - this.setConversationLoading(messageToContinue.convId, false); - this.clearConversationStreaming(messageToContinue.convId); - slotsService.clearConversationState(messageToContinue.convId); + timings + }); + conversationsStore.updateMessageAtIndex(idx, { + content: fullContent, + thinking: fullThinking, + timestamp: Date.now(), + timings + }); + conversationsStore.updateConversationTimestamp(); + this.setChatLoading(msg.convId, false); + this.clearChatStreaming(msg.convId); + this.clearProcessingState(msg.convId); }, onError: async (error: Error) => { if (this.isAbortError(error)) { - // User cancelled - save partial continuation if any content was received if (hasReceivedContent && appendedContent) { - const partialContent = originalContent + appendedContent; - const partialThinking = originalThinking + appendedThinking; - - await DatabaseStore.updateMessage(messageToContinue.id, { - content: partialContent, - thinking: partialThinking, + await DatabaseService.updateMessage(msg.id, { + content: originalContent + appendedContent, + thinking: originalThinking + appendedThinking, timestamp: Date.now() }); - - this.updateMessageAtIndex(messageIndex, { - content: partialContent, - thinking: partialThinking, + conversationsStore.updateMessageAtIndex(idx, { + content: originalContent + appendedContent, + thinking: originalThinking + appendedThinking, timestamp: Date.now() }); } - - this.setConversationLoading(messageToContinue.convId, false); - this.clearConversationStreaming(messageToContinue.convId); - slotsService.clearConversationState(messageToContinue.convId); - + this.setChatLoading(msg.convId, false); + this.clearChatStreaming(msg.convId); + this.clearProcessingState(msg.convId); return; } - - // Non-abort error - rollback to original content console.error('Continue generation error:', error); - - // Rollback: Restore original content in UI - this.updateMessageAtIndex(messageIndex, { + conversationsStore.updateMessageAtIndex(idx, { content: originalContent, thinking: originalThinking }); - - // Ensure database has original content (in case of partial writes) - await DatabaseStore.updateMessage(messageToContinue.id, { + await DatabaseService.updateMessage(msg.id, { content: originalContent, thinking: originalThinking }); - - this.setConversationLoading(messageToContinue.convId, false); - this.clearConversationStreaming(messageToContinue.convId); - slotsService.clearConversationState(messageToContinue.convId); - - const dialogType = error.name === 'TimeoutError' ? 'timeout' : 'server'; - this.showErrorDialog(dialogType, error.message); + this.setChatLoading(msg.convId, false); + this.clearChatStreaming(msg.convId); + this.clearProcessingState(msg.convId); + this.showErrorDialog( + error.name === 'TimeoutError' ? 'timeout' : 'server', + error.message + ); } }, - messageToContinue.convId + msg.convId, + abortController.signal ); } catch (error) { - if (this.isAbortError(error)) return; - console.error('Failed to continue message:', error); - if (this.activeConversation) { - this.setConversationLoading(this.activeConversation.id, false); - } + if (!this.isAbortError(error)) console.error('Failed to continue message:', error); + if (activeConv) this.setChatLoading(activeConv.id, false); } } - /** - * Public methods for accessing per-conversation states - */ - public isConversationLoadingPublic(convId: string): boolean { - return this.isConversationLoading(convId); + public isChatLoadingPublic(convId: string): boolean { + return this.isChatLoading(convId); } - - public getConversationStreamingPublic( + public getChatStreamingPublic( convId: string ): { response: string; messageId: string } | undefined { - return this.getConversationStreaming(convId); + return this.getChatStreaming(convId); + } + public getAllLoadingChats(): string[] { + return Array.from(this.chatLoadingStates.keys()); + } + public getAllStreamingChats(): string[] { + return Array.from(this.chatStreamingStates.keys()); } - public getAllLoadingConversations(): string[] { - return Array.from(this.conversationLoadingStates.keys()); - } + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── - public getAllStreamingConversations(): string[] { - return Array.from(this.conversationStreamingStates.keys()); + private getApiOptions(): Record { + const currentConfig = config(); + const hasValue = (value: unknown): boolean => + value !== undefined && value !== null && value !== ''; + + const apiOptions: Record = { stream: true, timings_per_token: true }; + + // Model selection (required in ROUTER mode) + if (isRouterMode()) { + const modelName = selectedModelName(); + if (modelName) apiOptions.model = modelName; + } + + // Config options needed by ChatService + if (currentConfig.systemMessage) apiOptions.systemMessage = currentConfig.systemMessage; + if (currentConfig.disableReasoningFormat) apiOptions.disableReasoningFormat = true; + + if (hasValue(currentConfig.temperature)) + apiOptions.temperature = Number(currentConfig.temperature); + if (hasValue(currentConfig.max_tokens)) + apiOptions.max_tokens = Number(currentConfig.max_tokens); + if (hasValue(currentConfig.dynatemp_range)) + apiOptions.dynatemp_range = Number(currentConfig.dynatemp_range); + if (hasValue(currentConfig.dynatemp_exponent)) + apiOptions.dynatemp_exponent = Number(currentConfig.dynatemp_exponent); + if (hasValue(currentConfig.top_k)) apiOptions.top_k = Number(currentConfig.top_k); + if (hasValue(currentConfig.top_p)) apiOptions.top_p = Number(currentConfig.top_p); + if (hasValue(currentConfig.min_p)) apiOptions.min_p = Number(currentConfig.min_p); + if (hasValue(currentConfig.xtc_probability)) + apiOptions.xtc_probability = Number(currentConfig.xtc_probability); + if (hasValue(currentConfig.xtc_threshold)) + apiOptions.xtc_threshold = Number(currentConfig.xtc_threshold); + if (hasValue(currentConfig.typ_p)) apiOptions.typ_p = Number(currentConfig.typ_p); + if (hasValue(currentConfig.repeat_last_n)) + apiOptions.repeat_last_n = Number(currentConfig.repeat_last_n); + if (hasValue(currentConfig.repeat_penalty)) + apiOptions.repeat_penalty = Number(currentConfig.repeat_penalty); + if (hasValue(currentConfig.presence_penalty)) + apiOptions.presence_penalty = Number(currentConfig.presence_penalty); + if (hasValue(currentConfig.frequency_penalty)) + apiOptions.frequency_penalty = Number(currentConfig.frequency_penalty); + if (hasValue(currentConfig.dry_multiplier)) + apiOptions.dry_multiplier = Number(currentConfig.dry_multiplier); + if (hasValue(currentConfig.dry_base)) apiOptions.dry_base = Number(currentConfig.dry_base); + if (hasValue(currentConfig.dry_allowed_length)) + apiOptions.dry_allowed_length = Number(currentConfig.dry_allowed_length); + if (hasValue(currentConfig.dry_penalty_last_n)) + apiOptions.dry_penalty_last_n = Number(currentConfig.dry_penalty_last_n); + if (currentConfig.samplers) apiOptions.samplers = currentConfig.samplers; + if (currentConfig.custom) apiOptions.custom = currentConfig.custom; + + return apiOptions; } } export const chatStore = new ChatStore(); -export const conversations = () => chatStore.conversations; -export const activeConversation = () => chatStore.activeConversation; -export const activeMessages = () => chatStore.activeMessages; export const isLoading = () => chatStore.isLoading; export const currentResponse = () => chatStore.currentResponse; -export const isInitialized = () => chatStore.isInitialized; export const errorDialog = () => chatStore.errorDialogState; +export const activeProcessingState = () => chatStore.activeProcessingState; +export const isChatStreaming = () => chatStore.isStreaming(); -export const createConversation = chatStore.createConversation.bind(chatStore); -export const downloadConversation = chatStore.downloadConversation.bind(chatStore); -export const exportAllConversations = chatStore.exportAllConversations.bind(chatStore); -export const importConversations = chatStore.importConversations.bind(chatStore); -export const deleteConversation = chatStore.deleteConversation.bind(chatStore); -export const sendMessage = chatStore.sendMessage.bind(chatStore); -export const dismissErrorDialog = chatStore.dismissErrorDialog.bind(chatStore); - -export const gracefulStop = chatStore.gracefulStop.bind(chatStore); - -// Branching operations -export const refreshActiveMessages = chatStore.refreshActiveMessages.bind(chatStore); -export const navigateToSibling = chatStore.navigateToSibling.bind(chatStore); -export const editAssistantMessage = chatStore.editAssistantMessage.bind(chatStore); -export const editMessageWithBranching = chatStore.editMessageWithBranching.bind(chatStore); -export const editUserMessagePreserveResponses = - chatStore.editUserMessagePreserveResponses.bind(chatStore); -export const regenerateMessageWithBranching = - chatStore.regenerateMessageWithBranching.bind(chatStore); -export const continueAssistantMessage = chatStore.continueAssistantMessage.bind(chatStore); -export const deleteMessage = chatStore.deleteMessage.bind(chatStore); -export const getDeletionInfo = chatStore.getDeletionInfo.bind(chatStore); -export const updateConversationName = chatStore.updateConversationName.bind(chatStore); -export const setTitleUpdateConfirmationCallback = - chatStore.setTitleUpdateConfirmationCallback.bind(chatStore); - -export function stopGeneration() { - chatStore.stopGeneration(); -} -export const messages = () => chatStore.activeMessages; - -// Per-conversation state access -export const isConversationLoading = (convId: string) => - chatStore.isConversationLoadingPublic(convId); -export const getConversationStreaming = (convId: string) => - chatStore.getConversationStreamingPublic(convId); -export const getAllLoadingConversations = () => chatStore.getAllLoadingConversations(); -export const getAllStreamingConversations = () => chatStore.getAllStreamingConversations(); +export const isChatLoading = (convId: string) => chatStore.isChatLoadingPublic(convId); +export const getChatStreaming = (convId: string) => chatStore.getChatStreamingPublic(convId); +export const getAllLoadingChats = () => chatStore.getAllLoadingChats(); +export const getAllStreamingChats = () => chatStore.getAllStreamingChats(); diff --git a/tools/server/webui/src/lib/stores/conversations.svelte.ts b/tools/server/webui/src/lib/stores/conversations.svelte.ts new file mode 100644 index 0000000000..3300eb3113 --- /dev/null +++ b/tools/server/webui/src/lib/stores/conversations.svelte.ts @@ -0,0 +1,662 @@ +import { browser } from '$app/environment'; +import { goto } from '$app/navigation'; +import { toast } from 'svelte-sonner'; +import { DatabaseService } from '$lib/services/database'; +import { config } from '$lib/stores/settings.svelte'; +import { filterByLeafNodeId, findLeafNode } from '$lib/utils'; +import { AttachmentType } from '$lib/enums'; + +/** + * conversationsStore - Persistent conversation data and lifecycle management + * + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API. Represents the + * real-time streaming session, loading states, and UI visualization of AI communication. + * Managed by chatStore, a "chat" is ephemeral and exists during active AI interactions. + * - **Conversation**: The persistent database entity storing all messages and metadata. + * A "conversation" survives across sessions, page reloads, and browser restarts. + * It contains the complete message history, branching structure, and conversation metadata. + * + * This store manages all conversation-level data and operations including creation, loading, + * deletion, and navigation. It maintains the list of conversations and the currently active + * conversation with its message history, providing reactive state for UI components. + * + * **Architecture & Relationships:** + * - **conversationsStore** (this class): Persistent conversation data management + * - Manages conversation list and active conversation state + * - Handles conversation CRUD operations via DatabaseService + * - Maintains active message array for current conversation + * - Coordinates branching navigation (currNode tracking) + * + * - **chatStore**: Uses conversation data as context for active AI streaming + * - **DatabaseService**: Low-level IndexedDB storage for conversations and messages + * + * **Key Features:** + * - **Conversation Lifecycle**: Create, load, update, delete conversations + * - **Message Management**: Active message array with branching support + * - **Import/Export**: JSON-based conversation backup and restore + * - **Branch Navigation**: Navigate between message tree branches + * - **Title Management**: Auto-update titles with confirmation dialogs + * - **Reactive State**: Svelte 5 runes for automatic UI updates + * + * **State Properties:** + * - `conversations`: All conversations sorted by last modified + * - `activeConversation`: Currently viewed conversation + * - `activeMessages`: Messages in current conversation path + * - `isInitialized`: Store initialization status + */ +class ConversationsStore { + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── + + /** List of all conversations */ + conversations = $state([]); + + /** Currently active conversation */ + activeConversation = $state(null); + + /** Messages in the active conversation (filtered by currNode path) */ + activeMessages = $state([]); + + /** Whether the store has been initialized */ + isInitialized = $state(false); + + /** Callback for title update confirmation dialog */ + titleUpdateConfirmationCallback?: (currentTitle: string, newTitle: string) => Promise; + + // ───────────────────────────────────────────────────────────────────────────── + // Modalities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Modalities used in the active conversation. + * Computed from attachments in activeMessages. + * Used to filter available models - models must support all used modalities. + */ + usedModalities: ModelModalities = $derived.by(() => { + return this.calculateModalitiesFromMessages(this.activeMessages); + }); + + /** + * Calculate modalities from a list of messages. + * Helper method used by both usedModalities and getModalitiesUpToMessage. + */ + private calculateModalitiesFromMessages(messages: DatabaseMessage[]): ModelModalities { + const modalities: ModelModalities = { vision: false, audio: false }; + + for (const message of messages) { + if (!message.extra) continue; + + for (const extra of message.extra) { + if (extra.type === AttachmentType.IMAGE) { + modalities.vision = true; + } + + // PDF only requires vision if processed as images + if (extra.type === AttachmentType.PDF) { + const pdfExtra = extra as DatabaseMessageExtraPdfFile; + + if (pdfExtra.processedAsImages) { + modalities.vision = true; + } + } + + if (extra.type === AttachmentType.AUDIO) { + modalities.audio = true; + } + } + + if (modalities.vision && modalities.audio) break; + } + + return modalities; + } + + /** + * Get modalities used in messages BEFORE the specified message. + * Used for regeneration - only consider context that was available when generating this message. + */ + getModalitiesUpToMessage(messageId: string): ModelModalities { + const messageIndex = this.activeMessages.findIndex((m) => m.id === messageId); + + if (messageIndex === -1) { + return this.usedModalities; + } + + const messagesBefore = this.activeMessages.slice(0, messageIndex); + return this.calculateModalitiesFromMessages(messagesBefore); + } + + constructor() { + if (browser) { + this.initialize(); + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Lifecycle + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Initializes the conversations store by loading conversations from the database + */ + async initialize(): Promise { + try { + await this.loadConversations(); + this.isInitialized = true; + } catch (error) { + console.error('Failed to initialize conversations store:', error); + } + } + + /** + * Loads all conversations from the database + */ + async loadConversations(): Promise { + this.conversations = await DatabaseService.getAllConversations(); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Conversation CRUD + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Creates a new conversation and navigates to it + * @param name - Optional name for the conversation + * @returns The ID of the created conversation + */ + async createConversation(name?: string): Promise { + const conversationName = name || `Chat ${new Date().toLocaleString()}`; + const conversation = await DatabaseService.createConversation(conversationName); + + this.conversations.unshift(conversation); + this.activeConversation = conversation; + this.activeMessages = []; + + await goto(`#/chat/${conversation.id}`); + + return conversation.id; + } + + /** + * Loads a specific conversation and its messages + * @param convId - The conversation ID to load + * @returns True if conversation was loaded successfully + */ + async loadConversation(convId: string): Promise { + try { + const conversation = await DatabaseService.getConversation(convId); + + if (!conversation) { + return false; + } + + this.activeConversation = conversation; + + if (conversation.currNode) { + const allMessages = await DatabaseService.getConversationMessages(convId); + this.activeMessages = filterByLeafNodeId( + allMessages, + conversation.currNode, + false + ) as DatabaseMessage[]; + } else { + this.activeMessages = await DatabaseService.getConversationMessages(convId); + } + + return true; + } catch (error) { + console.error('Failed to load conversation:', error); + return false; + } + } + + /** + * Clears the active conversation and messages + * Used when navigating away from chat or starting fresh + */ + clearActiveConversation(): void { + this.activeConversation = null; + this.activeMessages = []; + // Active processing conversation is now managed by chatStore + } + + // ───────────────────────────────────────────────────────────────────────────── + // Message Management + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Refreshes active messages based on currNode after branch navigation + */ + async refreshActiveMessages(): Promise { + if (!this.activeConversation) return; + + const allMessages = await DatabaseService.getConversationMessages(this.activeConversation.id); + + if (allMessages.length === 0) { + this.activeMessages = []; + return; + } + + const leafNodeId = + this.activeConversation.currNode || + allMessages.reduce((latest, msg) => (msg.timestamp > latest.timestamp ? msg : latest)).id; + + const currentPath = filterByLeafNodeId(allMessages, leafNodeId, false) as DatabaseMessage[]; + + this.activeMessages.length = 0; + this.activeMessages.push(...currentPath); + } + + /** + * Updates the name of a conversation + * @param convId - The conversation ID to update + * @param name - The new name for the conversation + */ + async updateConversationName(convId: string, name: string): Promise { + try { + await DatabaseService.updateConversation(convId, { name }); + + const convIndex = this.conversations.findIndex((c) => c.id === convId); + + if (convIndex !== -1) { + this.conversations[convIndex].name = name; + } + + if (this.activeConversation?.id === convId) { + this.activeConversation.name = name; + } + } catch (error) { + console.error('Failed to update conversation name:', error); + } + } + + /** + * Updates conversation title with optional confirmation dialog based on settings + * @param convId - The conversation ID to update + * @param newTitle - The new title content + * @param onConfirmationNeeded - Callback when user confirmation is needed + * @returns True if title was updated, false if cancelled + */ + async updateConversationTitleWithConfirmation( + convId: string, + newTitle: string, + onConfirmationNeeded?: (currentTitle: string, newTitle: string) => Promise + ): Promise { + try { + const currentConfig = config(); + + if (currentConfig.askForTitleConfirmation && onConfirmationNeeded) { + const conversation = await DatabaseService.getConversation(convId); + if (!conversation) return false; + + const shouldUpdate = await onConfirmationNeeded(conversation.name, newTitle); + if (!shouldUpdate) return false; + } + + await this.updateConversationName(convId, newTitle); + return true; + } catch (error) { + console.error('Failed to update conversation title with confirmation:', error); + return false; + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Navigation + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Updates the current node of the active conversation + * @param nodeId - The new current node ID + */ + async updateCurrentNode(nodeId: string): Promise { + if (!this.activeConversation) return; + + await DatabaseService.updateCurrentNode(this.activeConversation.id, nodeId); + this.activeConversation.currNode = nodeId; + } + + /** + * Updates conversation lastModified timestamp and moves it to top of list + */ + updateConversationTimestamp(): void { + if (!this.activeConversation) return; + + const chatIndex = this.conversations.findIndex((c) => c.id === this.activeConversation!.id); + + if (chatIndex !== -1) { + this.conversations[chatIndex].lastModified = Date.now(); + const updatedConv = this.conversations.splice(chatIndex, 1)[0]; + this.conversations.unshift(updatedConv); + } + } + + /** + * Navigates to a specific sibling branch by updating currNode and refreshing messages + * @param siblingId - The sibling message ID to navigate to + */ + async navigateToSibling(siblingId: string): Promise { + if (!this.activeConversation) return; + + const allMessages = await DatabaseService.getConversationMessages(this.activeConversation.id); + const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); + const currentFirstUserMessage = this.activeMessages.find( + (m) => m.role === 'user' && m.parent === rootMessage?.id + ); + + const currentLeafNodeId = findLeafNode(allMessages, siblingId); + + await DatabaseService.updateCurrentNode(this.activeConversation.id, currentLeafNodeId); + this.activeConversation.currNode = currentLeafNodeId; + await this.refreshActiveMessages(); + + // Only show title dialog if we're navigating between different first user message siblings + if (rootMessage && this.activeMessages.length > 0) { + const newFirstUserMessage = this.activeMessages.find( + (m) => m.role === 'user' && m.parent === rootMessage.id + ); + + if ( + newFirstUserMessage && + newFirstUserMessage.content.trim() && + (!currentFirstUserMessage || + newFirstUserMessage.id !== currentFirstUserMessage.id || + newFirstUserMessage.content.trim() !== currentFirstUserMessage.content.trim()) + ) { + await this.updateConversationTitleWithConfirmation( + this.activeConversation.id, + newFirstUserMessage.content.trim(), + this.titleUpdateConfirmationCallback + ); + } + } + } + + /** + * Deletes a conversation and all its messages + * @param convId - The conversation ID to delete + */ + async deleteConversation(convId: string): Promise { + try { + await DatabaseService.deleteConversation(convId); + + this.conversations = this.conversations.filter((c) => c.id !== convId); + + if (this.activeConversation?.id === convId) { + this.clearActiveConversation(); + await goto(`?new_chat=true#/`); + } + } catch (error) { + console.error('Failed to delete conversation:', error); + } + } + + /** + * Deletes all conversations and their messages + */ + async deleteAll(): Promise { + try { + const allConversations = await DatabaseService.getAllConversations(); + + for (const conv of allConversations) { + await DatabaseService.deleteConversation(conv.id); + } + + this.clearActiveConversation(); + this.conversations = []; + + toast.success('All conversations deleted'); + + await goto(`?new_chat=true#/`); + } catch (error) { + console.error('Failed to delete all conversations:', error); + toast.error('Failed to delete conversations'); + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Import/Export + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Downloads a conversation as JSON file + * @param convId - The conversation ID to download + */ + async downloadConversation(convId: string): Promise { + let conversation: DatabaseConversation | null; + let messages: DatabaseMessage[]; + + if (this.activeConversation?.id === convId) { + conversation = this.activeConversation; + messages = this.activeMessages; + } else { + conversation = await DatabaseService.getConversation(convId); + if (!conversation) return; + messages = await DatabaseService.getConversationMessages(convId); + } + + this.triggerDownload({ conv: conversation, messages }); + } + + /** + * Exports all conversations with their messages as a JSON file + * @returns The list of exported conversations + */ + async exportAllConversations(): Promise { + const allConversations = await DatabaseService.getAllConversations(); + + if (allConversations.length === 0) { + throw new Error('No conversations to export'); + } + + const allData = await Promise.all( + allConversations.map(async (conv) => { + const messages = await DatabaseService.getConversationMessages(conv.id); + return { conv, messages }; + }) + ); + + const blob = new Blob([JSON.stringify(allData, null, 2)], { type: 'application/json' }); + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + a.href = url; + a.download = `all_conversations_${new Date().toISOString().split('T')[0]}.json`; + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + URL.revokeObjectURL(url); + + toast.success(`All conversations (${allConversations.length}) prepared for download`); + + return allConversations; + } + + /** + * Imports conversations from a JSON file + * Opens file picker and processes the selected file + * @returns The list of imported conversations + */ + async importConversations(): Promise { + return new Promise((resolve, reject) => { + const input = document.createElement('input'); + input.type = 'file'; + input.accept = '.json'; + + input.onchange = async (e) => { + const file = (e.target as HTMLInputElement)?.files?.[0]; + + if (!file) { + reject(new Error('No file selected')); + return; + } + + try { + const text = await file.text(); + const parsedData = JSON.parse(text); + let importedData: ExportedConversations; + + if (Array.isArray(parsedData)) { + importedData = parsedData; + } else if ( + parsedData && + typeof parsedData === 'object' && + 'conv' in parsedData && + 'messages' in parsedData + ) { + importedData = [parsedData]; + } else { + throw new Error('Invalid file format'); + } + + const result = await DatabaseService.importConversations(importedData); + toast.success(`Imported ${result.imported} conversation(s), skipped ${result.skipped}`); + + await this.loadConversations(); + + const importedConversations = ( + Array.isArray(importedData) ? importedData : [importedData] + ).map((item) => item.conv); + + resolve(importedConversations); + } catch (err: unknown) { + const message = err instanceof Error ? err.message : 'Unknown error'; + console.error('Failed to import conversations:', err); + toast.error('Import failed', { description: message }); + reject(new Error(`Import failed: ${message}`)); + } + }; + + input.click(); + }); + } + + /** + * Gets all messages for a specific conversation + * @param convId - The conversation ID + * @returns Array of messages + */ + async getConversationMessages(convId: string): Promise { + return await DatabaseService.getConversationMessages(convId); + } + + /** + * Imports conversations from provided data (without file picker) + * @param data - Array of conversation data with messages + * @returns Import result with counts + */ + async importConversationsData( + data: ExportedConversations + ): Promise<{ imported: number; skipped: number }> { + const result = await DatabaseService.importConversations(data); + await this.loadConversations(); + return result; + } + + /** + * Adds a message to the active messages array + * Used by chatStore when creating new messages + * @param message - The message to add + */ + addMessageToActive(message: DatabaseMessage): void { + this.activeMessages.push(message); + } + + /** + * Updates a message at a specific index in active messages + * Creates a new object to trigger Svelte 5 reactivity + * @param index - The index of the message to update + * @param updates - Partial message data to update + */ + updateMessageAtIndex(index: number, updates: Partial): void { + if (index !== -1 && this.activeMessages[index]) { + // Create new object to trigger Svelte 5 reactivity + this.activeMessages[index] = { ...this.activeMessages[index], ...updates }; + } + } + + /** + * Finds the index of a message in active messages + * @param messageId - The message ID to find + * @returns The index of the message, or -1 if not found + */ + findMessageIndex(messageId: string): number { + return this.activeMessages.findIndex((m) => m.id === messageId); + } + + /** + * Removes messages from active messages starting at an index + * @param startIndex - The index to start removing from + */ + sliceActiveMessages(startIndex: number): void { + this.activeMessages = this.activeMessages.slice(0, startIndex); + } + + /** + * Removes a message from active messages by index + * @param index - The index to remove + * @returns The removed message or undefined + */ + removeMessageAtIndex(index: number): DatabaseMessage | undefined { + if (index !== -1) { + return this.activeMessages.splice(index, 1)[0]; + } + return undefined; + } + + /** + * Triggers file download in browser + * @param data - The data to download + * @param filename - Optional filename for the download + */ + private triggerDownload(data: ExportedConversations, filename?: string): void { + const conversation = + 'conv' in data ? data.conv : Array.isArray(data) ? data[0]?.conv : undefined; + + if (!conversation) { + console.error('Invalid data: missing conversation'); + return; + } + + const conversationName = conversation.name?.trim() || ''; + const truncatedSuffix = conversationName + .toLowerCase() + .replace(/[^a-z0-9]/gi, '_') + .replace(/_+/g, '_') + .substring(0, 20); + const downloadFilename = filename || `conversation_${conversation.id}_${truncatedSuffix}.json`; + + const blob = new Blob([JSON.stringify(data, null, 2)], { type: 'application/json' }); + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + a.href = url; + a.download = downloadFilename; + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + URL.revokeObjectURL(url); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Sets the callback function for title update confirmations + * @param callback - Function to call when confirmation is needed + */ + setTitleUpdateConfirmationCallback( + callback: (currentTitle: string, newTitle: string) => Promise + ): void { + this.titleUpdateConfirmationCallback = callback; + } +} + +export const conversationsStore = new ConversationsStore(); + +export const conversations = () => conversationsStore.conversations; +export const activeConversation = () => conversationsStore.activeConversation; +export const activeMessages = () => conversationsStore.activeMessages; +export const isConversationsInitialized = () => conversationsStore.isInitialized; +export const usedModalities = () => conversationsStore.usedModalities; diff --git a/tools/server/webui/src/lib/stores/models.svelte.ts b/tools/server/webui/src/lib/stores/models.svelte.ts index bcb68826ce..34b26403e4 100644 --- a/tools/server/webui/src/lib/stores/models.svelte.ts +++ b/tools/server/webui/src/lib/stores/models.svelte.ts @@ -1,76 +1,237 @@ +import { SvelteSet } from 'svelte/reactivity'; import { ModelsService } from '$lib/services/models'; -import { persisted } from '$lib/stores/persisted.svelte'; -import { SELECTED_MODEL_LOCALSTORAGE_KEY } from '$lib/constants/localstorage-keys'; -import type { ModelOption } from '$lib/types/models'; - -type PersistedModelSelection = { - id: string; - model: string; -}; +import { PropsService } from '$lib/services/props'; +import { ServerModelStatus, ModelModality } from '$lib/enums'; +import { serverStore } from '$lib/stores/server.svelte'; +/** + * modelsStore - Reactive store for model management in both MODEL and ROUTER modes + * + * This store manages: + * - Available models list + * - Selected model for new conversations + * - Loaded models tracking (ROUTER mode) + * - Model usage tracking per conversation + * - Automatic unloading of unused models + * + * **Architecture & Relationships:** + * - **ModelsService**: Stateless service for model API communication + * - **PropsService**: Stateless service for props/modalities fetching + * - **modelsStore** (this class): Reactive store for model state + * - **conversationsStore**: Tracks which conversations use which models + * + * **API Inconsistency Workaround:** + * In MODEL mode, `/props` returns modalities for the single model. + * In ROUTER mode, `/props` has no modalities - must use `/props?model=` per model. + * This store normalizes this behavior so consumers don't need to know the server mode. + * + * **Key Features:** + * - **MODEL mode**: Single model, always loaded + * - **ROUTER mode**: Multi-model with load/unload capability + * - **Auto-unload**: Automatically unloads models not used by any conversation + * - **Lazy loading**: ensureModelLoaded() loads models on demand + */ class ModelsStore { - private _models = $state([]); - private _loading = $state(false); - private _updating = $state(false); - private _error = $state(null); - private _selectedModelId = $state(null); - private _selectedModelName = $state(null); - private _persistedSelection = persisted( - SELECTED_MODEL_LOCALSTORAGE_KEY, - null - ); + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── - constructor() { - const persisted = this._persistedSelection.value; - if (persisted) { - this._selectedModelId = persisted.id; - this._selectedModelName = persisted.model; - } - } + models = $state([]); + routerModels = $state([]); + loading = $state(false); + updating = $state(false); + error = $state(null); + selectedModelId = $state(null); + selectedModelName = $state(null); - get models(): ModelOption[] { - return this._models; - } + private modelUsage = $state>>(new Map()); + private modelLoadingStates = $state>(new Map()); - get loading(): boolean { - return this._loading; - } + /** + * Model-specific props cache + * Key: modelId, Value: props data including modalities + */ + private modelPropsCache = $state>(new Map()); + private modelPropsFetching = $state>(new Set()); - get updating(): boolean { - return this._updating; - } + /** + * Version counter for props cache - used to trigger reactivity when props are updated + */ + propsCacheVersion = $state(0); - get error(): string | null { - return this._error; - } - - get selectedModelId(): string | null { - return this._selectedModelId; - } - - get selectedModelName(): string | null { - return this._selectedModelName; - } + // ───────────────────────────────────────────────────────────────────────────── + // Computed Getters + // ───────────────────────────────────────────────────────────────────────────── get selectedModel(): ModelOption | null { - if (!this._selectedModelId) { - return null; - } - - return this._models.find((model) => model.id === this._selectedModelId) ?? null; + if (!this.selectedModelId) return null; + return this.models.find((model) => model.id === this.selectedModelId) ?? null; } - async fetch(force = false): Promise { - if (this._loading) return; - if (this._models.length > 0 && !force) return; + get loadedModelIds(): string[] { + return this.routerModels + .filter((m) => m.status.value === ServerModelStatus.LOADED) + .map((m) => m.id); + } - this._loading = true; - this._error = null; + get loadingModelIds(): string[] { + return Array.from(this.modelLoadingStates.entries()) + .filter(([, loading]) => loading) + .map(([id]) => id); + } + + /** + * Get model name in MODEL mode (single model). + * Extracts from model_path or model_alias from server props. + * In ROUTER mode, returns null (model is per-conversation). + */ + get singleModelName(): string | null { + if (serverStore.isRouterMode) return null; + + const props = serverStore.props; + if (props?.model_alias) return props.model_alias; + if (!props?.model_path) return null; + + return props.model_path.split(/(\\|\/)/).pop() || null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Modalities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Get modalities for a specific model + * Returns cached modalities from model props + */ + getModelModalities(modelId: string): ModelModalities | null { + // First check if modalities are stored in the model option + const model = this.models.find((m) => m.model === modelId || m.id === modelId); + if (model?.modalities) { + return model.modalities; + } + + // Fall back to props cache + const props = this.modelPropsCache.get(modelId); + if (props?.modalities) { + return { + vision: props.modalities.vision ?? false, + audio: props.modalities.audio ?? false + }; + } + + return null; + } + + /** + * Check if a model supports vision modality + */ + modelSupportsVision(modelId: string): boolean { + return this.getModelModalities(modelId)?.vision ?? false; + } + + /** + * Check if a model supports audio modality + */ + modelSupportsAudio(modelId: string): boolean { + return this.getModelModalities(modelId)?.audio ?? false; + } + + /** + * Get model modalities as an array of ModelModality enum values + */ + getModelModalitiesArray(modelId: string): ModelModality[] { + const modalities = this.getModelModalities(modelId); + if (!modalities) return []; + + const result: ModelModality[] = []; + + if (modalities.vision) result.push(ModelModality.VISION); + if (modalities.audio) result.push(ModelModality.AUDIO); + + return result; + } + + /** + * Get props for a specific model (from cache) + */ + getModelProps(modelId: string): ApiLlamaCppServerProps | null { + return this.modelPropsCache.get(modelId) ?? null; + } + + /** + * Get context size (n_ctx) for a specific model from cached props + */ + getModelContextSize(modelId: string): number | null { + const props = this.modelPropsCache.get(modelId); + return props?.default_generation_settings?.n_ctx ?? null; + } + + /** + * Get context size for the currently selected model or null if no model is selected + */ + get selectedModelContextSize(): number | null { + if (!this.selectedModelName) return null; + return this.getModelContextSize(this.selectedModelName); + } + + /** + * Check if props are being fetched for a model + */ + isModelPropsFetching(modelId: string): boolean { + return this.modelPropsFetching.has(modelId); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Status Queries + // ───────────────────────────────────────────────────────────────────────────── + + isModelLoaded(modelId: string): boolean { + const model = this.routerModels.find((m) => m.id === modelId); + return model?.status.value === ServerModelStatus.LOADED || false; + } + + isModelOperationInProgress(modelId: string): boolean { + return this.modelLoadingStates.get(modelId) ?? false; + } + + getModelStatus(modelId: string): ServerModelStatus | null { + const model = this.routerModels.find((m) => m.id === modelId); + return model?.status.value ?? null; + } + + getModelUsage(modelId: string): SvelteSet { + return this.modelUsage.get(modelId) ?? new SvelteSet(); + } + + isModelInUse(modelId: string): boolean { + const usage = this.modelUsage.get(modelId); + return usage !== undefined && usage.size > 0; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Data Fetching + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Fetch list of models from server and detect server role + * Also fetches modalities for MODEL mode (single model) + */ + async fetch(force = false): Promise { + if (this.loading) return; + if (this.models.length > 0 && !force) return; + + this.loading = true; + this.error = null; try { + // Ensure server props are loaded (for role detection and MODEL mode modalities) + if (!serverStore.props) { + await serverStore.fetch(); + } + const response = await ModelsService.list(); - const models: ModelOption[] = response.data.map((item, index) => { + const models: ModelOption[] = response.data.map((item: ApiModelDataEntry, index: number) => { const details = response.models?.[index]; const rawCapabilities = Array.isArray(details?.capabilities) ? details?.capabilities : []; const displayNameSource = @@ -82,56 +243,329 @@ class ModelsStore { name: displayName, model: details?.model || item.id, description: details?.description, - capabilities: rawCapabilities.filter((value): value is string => Boolean(value)), + capabilities: rawCapabilities.filter((value: unknown): value is string => Boolean(value)), details: details?.details, meta: item.meta ?? null } satisfies ModelOption; }); - this._models = models; + this.models = models; - const selection = this.determineInitialSelection(models); - - this._selectedModelId = selection.id; - this._selectedModelName = selection.model; - this._persistedSelection.value = - selection.id && selection.model ? { id: selection.id, model: selection.model } : null; + // In MODEL mode, populate modalities from serverStore.props (single model) + // WORKAROUND: In MODEL mode, /props returns modalities for the single model, + // but /v1/models doesn't include modalities. We bridge this gap here. + const serverProps = serverStore.props; + if (serverStore.isModelMode && this.models.length > 0 && serverProps?.modalities) { + const modalities: ModelModalities = { + vision: serverProps.modalities.vision ?? false, + audio: serverProps.modalities.audio ?? false + }; + // Cache props for the single model + this.modelPropsCache.set(this.models[0].model, serverProps); + // Update model with modalities + this.models = this.models.map((model, index) => + index === 0 ? { ...model, modalities } : model + ); + } } catch (error) { - this._models = []; - this._error = error instanceof Error ? error.message : 'Failed to load models'; - + this.models = []; + this.error = error instanceof Error ? error.message : 'Failed to load models'; throw error; } finally { - this._loading = false; + this.loading = false; } } - async select(modelId: string): Promise { - if (!modelId || this._updating) { - return; + /** + * Fetch router models with full metadata (ROUTER mode only) + * This fetches the /models endpoint which returns status info for each model + */ + async fetchRouterModels(): Promise { + try { + const response = await ModelsService.listRouter(); + this.routerModels = response.data; + await this.fetchModalitiesForLoadedModels(); + } catch (error) { + console.warn('Failed to fetch router models:', error); + this.routerModels = []; + } + } + + /** + * Fetch props for a specific model from /props endpoint + * Uses caching to avoid redundant requests + * + * In ROUTER mode, this will only fetch props if the model is loaded, + * since unloaded models return 400 from /props endpoint. + * + * @param modelId - Model identifier to fetch props for + * @returns Props data or null if fetch failed or model not loaded + */ + async fetchModelProps(modelId: string): Promise { + // Return cached props if available + const cached = this.modelPropsCache.get(modelId); + if (cached) return cached; + + if (serverStore.isRouterMode && !this.isModelLoaded(modelId)) { + return null; } - if (this._selectedModelId === modelId) { - return; - } + // Avoid duplicate fetches + if (this.modelPropsFetching.has(modelId)) return null; - const option = this._models.find((model) => model.id === modelId); - if (!option) { - throw new Error('Selected model is not available'); - } - - this._updating = true; - this._error = null; + this.modelPropsFetching.add(modelId); try { - this._selectedModelId = option.id; - this._selectedModelName = option.model; - this._persistedSelection.value = { id: option.id, model: option.model }; + const props = await PropsService.fetchForModel(modelId); + this.modelPropsCache.set(modelId, props); + return props; + } catch (error) { + console.warn(`Failed to fetch props for model ${modelId}:`, error); + return null; } finally { - this._updating = false; + this.modelPropsFetching.delete(modelId); } } + /** + * Fetch modalities for all loaded models from /props endpoint + * This updates the modalities field in models array + */ + async fetchModalitiesForLoadedModels(): Promise { + const loadedModelIds = this.loadedModelIds; + if (loadedModelIds.length === 0) return; + + // Fetch props for each loaded model in parallel + const propsPromises = loadedModelIds.map((modelId) => this.fetchModelProps(modelId)); + + try { + const results = await Promise.all(propsPromises); + + // Update models with modalities + this.models = this.models.map((model) => { + const modelIndex = loadedModelIds.indexOf(model.model); + if (modelIndex === -1) return model; + + const props = results[modelIndex]; + if (!props?.modalities) return model; + + const modalities: ModelModalities = { + vision: props.modalities.vision ?? false, + audio: props.modalities.audio ?? false + }; + + return { ...model, modalities }; + }); + + // Increment version to trigger reactivity + this.propsCacheVersion++; + } catch (error) { + console.warn('Failed to fetch modalities for loaded models:', error); + } + } + + /** + * Update modalities for a specific model + * Called when a model is loaded or when we need fresh modality data + */ + async updateModelModalities(modelId: string): Promise { + try { + const props = await this.fetchModelProps(modelId); + if (!props?.modalities) return; + + const modalities: ModelModalities = { + vision: props.modalities.vision ?? false, + audio: props.modalities.audio ?? false + }; + + this.models = this.models.map((model) => + model.model === modelId ? { ...model, modalities } : model + ); + + // Increment version to trigger reactivity + this.propsCacheVersion++; + } catch (error) { + console.warn(`Failed to update modalities for model ${modelId}:`, error); + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Model Selection + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Select a model for new conversations + */ + async selectModelById(modelId: string): Promise { + if (!modelId || this.updating) return; + if (this.selectedModelId === modelId) return; + + const option = this.models.find((model) => model.id === modelId); + if (!option) throw new Error('Selected model is not available'); + + this.updating = true; + this.error = null; + + try { + this.selectedModelId = option.id; + this.selectedModelName = option.model; + } finally { + this.updating = false; + } + } + + /** + * Select a model by its model name (used for syncing with conversation model) + * @param modelName - Model name to select (e.g., "unsloth/gemma-3-12b-it-GGUF:latest") + */ + selectModelByName(modelName: string): void { + const option = this.models.find((model) => model.model === modelName); + if (option) { + this.selectedModelId = option.id; + this.selectedModelName = option.model; + } + } + + clearSelection(): void { + this.selectedModelId = null; + this.selectedModelName = null; + } + + findModelByName(modelName: string): ModelOption | null { + return this.models.find((model) => model.model === modelName) ?? null; + } + + findModelById(modelId: string): ModelOption | null { + return this.models.find((model) => model.id === modelId) ?? null; + } + + hasModel(modelName: string): boolean { + return this.models.some((model) => model.model === modelName); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Loading/Unloading Models + // ───────────────────────────────────────────────────────────────────────────── + + /** + * WORKAROUND: Polling for model status after load/unload operations. + * + * Currently, the `/models/load` and `/models/unload` endpoints return success + * before the operation actually completes on the server. This means an immediate + * request to `/models` returns stale status (e.g., "loading" after load request, + * "loaded" after unload request). + * + * TODO: Remove this polling once llama-server properly waits for the operation + * to complete before returning success from `/load` and `/unload` endpoints. + * At that point, a single `fetchRouterModels()` call after the operation will + * be sufficient to get the correct status. + */ + + /** Polling interval in ms for checking model status */ + private static readonly STATUS_POLL_INTERVAL = 500; + /** Maximum polling attempts before giving up */ + private static readonly STATUS_POLL_MAX_ATTEMPTS = 60; // 30 seconds max + + /** + * Poll for expected model status after load/unload operation. + * Keeps polling until the model reaches the expected status or max attempts reached. + * + * @param modelId - Model identifier to check + * @param expectedStatus - Expected status to wait for + * @returns Promise that resolves when expected status is reached + */ + private async pollForModelStatus( + modelId: string, + expectedStatus: ServerModelStatus + ): Promise { + for (let attempt = 0; attempt < ModelsStore.STATUS_POLL_MAX_ATTEMPTS; attempt++) { + await this.fetchRouterModels(); + + const currentStatus = this.getModelStatus(modelId); + if (currentStatus === expectedStatus) { + return; + } + + // Wait before next poll + await new Promise((resolve) => setTimeout(resolve, ModelsStore.STATUS_POLL_INTERVAL)); + } + + console.warn( + `Model ${modelId} did not reach expected status ${expectedStatus} after ${ModelsStore.STATUS_POLL_MAX_ATTEMPTS} attempts` + ); + } + + /** + * Load a model (ROUTER mode) + * @param modelId - Model identifier to load + */ + async loadModel(modelId: string): Promise { + if (this.isModelLoaded(modelId)) { + return; + } + + if (this.modelLoadingStates.get(modelId)) return; + + this.modelLoadingStates.set(modelId, true); + this.error = null; + + try { + await ModelsService.load(modelId); + + // Poll until model is loaded + await this.pollForModelStatus(modelId, ServerModelStatus.LOADED); + + await this.updateModelModalities(modelId); + } catch (error) { + this.error = error instanceof Error ? error.message : 'Failed to load model'; + throw error; + } finally { + this.modelLoadingStates.set(modelId, false); + } + } + + /** + * Unload a model (ROUTER mode) + * @param modelId - Model identifier to unload + */ + async unloadModel(modelId: string): Promise { + if (!this.isModelLoaded(modelId)) { + return; + } + + if (this.modelLoadingStates.get(modelId)) return; + + this.modelLoadingStates.set(modelId, true); + this.error = null; + + try { + await ModelsService.unload(modelId); + + await this.pollForModelStatus(modelId, ServerModelStatus.UNLOADED); + } catch (error) { + this.error = error instanceof Error ? error.message : 'Failed to unload model'; + throw error; + } finally { + this.modelLoadingStates.set(modelId, false); + } + } + + /** + * Ensure a model is loaded before use + * @param modelId - Model identifier to ensure is loaded + */ + async ensureModelLoaded(modelId: string): Promise { + if (this.isModelLoaded(modelId)) { + return; + } + + await this.loadModel(modelId); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + private toDisplayName(id: string): string { const segments = id.split(/\\|\//); const candidate = segments.pop(); @@ -139,49 +573,33 @@ class ModelsStore { return candidate && candidate.trim().length > 0 ? candidate : id; } - /** - * Determines which model should be selected after fetching the models list. - * Priority: current selection > persisted selection > first available model > none - */ - private determineInitialSelection(models: ModelOption[]): { - id: string | null; - model: string | null; - } { - const persisted = this._persistedSelection.value; - let nextSelectionId = this._selectedModelId ?? persisted?.id ?? null; - let nextSelectionName = this._selectedModelName ?? persisted?.model ?? null; - - if (nextSelectionId) { - const match = models.find((m) => m.id === nextSelectionId); - - if (match) { - nextSelectionId = match.id; - nextSelectionName = match.model; - } else if (models[0]) { - nextSelectionId = models[0].id; - nextSelectionName = models[0].model; - } else { - nextSelectionId = null; - nextSelectionName = null; - } - } else if (models[0]) { - nextSelectionId = models[0].id; - nextSelectionName = models[0].model; - } - - return { id: nextSelectionId, model: nextSelectionName }; + clear(): void { + this.models = []; + this.routerModels = []; + this.loading = false; + this.updating = false; + this.error = null; + this.selectedModelId = null; + this.selectedModelName = null; + this.modelUsage.clear(); + this.modelLoadingStates.clear(); + this.modelPropsCache.clear(); + this.modelPropsFetching.clear(); } } export const modelsStore = new ModelsStore(); export const modelOptions = () => modelsStore.models; +export const routerModels = () => modelsStore.routerModels; export const modelsLoading = () => modelsStore.loading; export const modelsUpdating = () => modelsStore.updating; export const modelsError = () => modelsStore.error; export const selectedModelId = () => modelsStore.selectedModelId; export const selectedModelName = () => modelsStore.selectedModelName; export const selectedModelOption = () => modelsStore.selectedModel; - -export const fetchModels = modelsStore.fetch.bind(modelsStore); -export const selectModel = modelsStore.select.bind(modelsStore); +export const loadedModelIds = () => modelsStore.loadedModelIds; +export const loadingModelIds = () => modelsStore.loadingModelIds; +export const propsCacheVersion = () => modelsStore.propsCacheVersion; +export const singleModelName = () => modelsStore.singleModelName; +export const selectedModelContextSize = () => modelsStore.selectedModelContextSize; diff --git a/tools/server/webui/src/lib/stores/server.svelte.ts b/tools/server/webui/src/lib/stores/server.svelte.ts index e95c0bcea2..fd2d335bed 100644 --- a/tools/server/webui/src/lib/stores/server.svelte.ts +++ b/tools/server/webui/src/lib/stores/server.svelte.ts @@ -1,331 +1,136 @@ -import { browser } from '$app/environment'; -import { SERVER_PROPS_LOCALSTORAGE_KEY } from '$lib/constants/localstorage-keys'; -import { ChatService } from '$lib/services/chat'; -import { config } from '$lib/stores/settings.svelte'; +import { PropsService } from '$lib/services/props'; +import { ServerRole } from '$lib/enums'; /** - * ServerStore - Server state management and capability detection + * serverStore - Server connection state, configuration, and role detection * - * This store manages communication with the llama.cpp server to retrieve and maintain - * server properties, model information, and capability detection. It provides reactive - * state for server connectivity, model capabilities, and endpoint availability. + * This store manages the server connection state and properties fetched from `/props`. + * It provides reactive state for server configuration and role detection. * * **Architecture & Relationships:** - * - **ServerStore** (this class): Server state and capability management - * - Fetches and caches server properties from `/props` endpoint - * - Detects model capabilities (vision, audio support) - * - Tests endpoint availability (slots endpoint) - * - Provides reactive server state for UI components - * - * - **ChatService**: Uses server properties for request validation - * - **SlotsService**: Depends on slots endpoint availability detection - * - **UI Components**: Subscribe to server state for capability-based rendering + * - **PropsService**: Stateless service for fetching `/props` data + * - **serverStore** (this class): Reactive store for server state + * - **modelsStore**: Independent store for model management (uses PropsService directly) * * **Key Features:** - * - **Server Properties**: Model path, context size, build information - * - **Capability Detection**: Vision and audio modality support - * - **Endpoint Testing**: Slots endpoint availability checking - * - **Error Handling**: User-friendly error messages for connection issues - * - **Reactive State**: Svelte 5 runes for automatic UI updates - * - **State Management**: Loading states and error recovery - * - * **Server Capabilities Detected:** - * - Model name extraction from file path - * - Vision support (multimodal image processing) - * - Audio support (speech processing) - * - Slots endpoint availability (for processing state monitoring) - * - Context window size and token limits + * - **Server State**: Connection status, loading, error handling + * - **Role Detection**: MODEL (single model) vs ROUTER (multi-model) + * - **Default Params**: Server-wide generation defaults */ - class ServerStore { - constructor() { - if (!browser) return; + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── - const cachedProps = this.readCachedServerProps(); - if (cachedProps) { - this._serverProps = cachedProps; - } + props = $state(null); + loading = $state(false); + error = $state(null); + role = $state(null); + private fetchPromise: Promise | null = null; + + // ───────────────────────────────────────────────────────────────────────────── + // Getters + // ───────────────────────────────────────────────────────────────────────────── + + get defaultParams(): ApiLlamaCppServerProps['default_generation_settings']['params'] | null { + return this.props?.default_generation_settings?.params || null; } - private _serverProps = $state(null); - private _loading = $state(false); - private _error = $state(null); - private _serverWarning = $state(null); - private _slotsEndpointAvailable = $state(null); - private fetchServerPropsPromise: Promise | null = null; - - private readCachedServerProps(): ApiLlamaCppServerProps | null { - if (!browser) return null; - - try { - const raw = localStorage.getItem(SERVER_PROPS_LOCALSTORAGE_KEY); - if (!raw) return null; - - return JSON.parse(raw) as ApiLlamaCppServerProps; - } catch (error) { - console.warn('Failed to read cached server props from localStorage:', error); - return null; - } + get contextSize(): number | null { + return this.props?.default_generation_settings?.n_ctx ?? null; } - private persistServerProps(props: ApiLlamaCppServerProps | null): void { - if (!browser) return; - - try { - if (props) { - localStorage.setItem(SERVER_PROPS_LOCALSTORAGE_KEY, JSON.stringify(props)); - } else { - localStorage.removeItem(SERVER_PROPS_LOCALSTORAGE_KEY); - } - } catch (error) { - console.warn('Failed to persist server props to localStorage:', error); - } + get isRouterMode(): boolean { + return this.role === ServerRole.ROUTER; } - get serverProps(): ApiLlamaCppServerProps | null { - return this._serverProps; + get isModelMode(): boolean { + return this.role === ServerRole.MODEL; } - get loading(): boolean { - return this._loading; - } + // ───────────────────────────────────────────────────────────────────────────── + // Data Handling + // ───────────────────────────────────────────────────────────────────────────── - get error(): string | null { - return this._error; - } + async fetch(): Promise { + if (this.fetchPromise) return this.fetchPromise; - get serverWarning(): string | null { - return this._serverWarning; - } - - get modelName(): string | null { - if (this._serverProps?.model_alias) { - return this._serverProps.model_alias; - } - if (!this._serverProps?.model_path) return null; - return this._serverProps.model_path.split(/(\\|\/)/).pop() || null; - } - - get supportedModalities(): string[] { - const modalities: string[] = []; - if (this._serverProps?.modalities?.audio) { - modalities.push('audio'); - } - if (this._serverProps?.modalities?.vision) { - modalities.push('vision'); - } - return modalities; - } - - get supportsVision(): boolean { - return this._serverProps?.modalities?.vision ?? false; - } - - get supportsAudio(): boolean { - return this._serverProps?.modalities?.audio ?? false; - } - - get slotsEndpointAvailable(): boolean | null { - return this._slotsEndpointAvailable; - } - - get serverDefaultParams(): - | ApiLlamaCppServerProps['default_generation_settings']['params'] - | null { - return this._serverProps?.default_generation_settings?.params || null; - } - - /** - * Check if slots endpoint is available based on server properties and endpoint support - */ - private async checkSlotsEndpointAvailability(): Promise { - if (!this._serverProps) { - this._slotsEndpointAvailable = false; - return; - } - - if (this._serverProps.total_slots <= 0) { - this._slotsEndpointAvailable = false; - return; - } - - try { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); - - const response = await fetch(`./slots`, { - headers: { - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } - }); - - if (response.status === 501) { - console.info('Slots endpoint not implemented - server started without --slots flag'); - this._slotsEndpointAvailable = false; - return; - } - - this._slotsEndpointAvailable = true; - } catch (error) { - console.warn('Unable to test slots endpoint availability:', error); - this._slotsEndpointAvailable = false; - } - } - - /** - * Fetches server properties from the server - */ - async fetchServerProps(options: { silent?: boolean } = {}): Promise { - const { silent = false } = options; - const isSilent = silent && this._serverProps !== null; - - if (this.fetchServerPropsPromise) { - return this.fetchServerPropsPromise; - } - - if (!isSilent) { - this._loading = true; - this._error = null; - this._serverWarning = null; - } - - const hadProps = this._serverProps !== null; + this.loading = true; + this.error = null; const fetchPromise = (async () => { try { - const props = await ChatService.getServerProps(); - this._serverProps = props; - this.persistServerProps(props); - this._error = null; - this._serverWarning = null; - await this.checkSlotsEndpointAvailability(); + const props = await PropsService.fetch(); + this.props = props; + this.error = null; + this.detectRole(props); } catch (error) { - if (isSilent && hadProps) { - console.warn('Silent server props refresh failed, keeping cached data:', error); - return; - } - - this.handleFetchServerPropsError(error, hadProps); + this.error = this.getErrorMessage(error); + console.error('Error fetching server properties:', error); } finally { - if (!isSilent) { - this._loading = false; - } - - this.fetchServerPropsPromise = null; + this.loading = false; + this.fetchPromise = null; } })(); - this.fetchServerPropsPromise = fetchPromise; - + this.fetchPromise = fetchPromise; await fetchPromise; } - /** - * Handles fetch failures by attempting to recover cached server props and - * updating the user-facing error or warning state appropriately. - */ - private handleFetchServerPropsError(error: unknown, hadProps: boolean): void { - const { errorMessage, isOfflineLikeError, isServerSideError } = this.normalizeFetchError(error); - - let cachedProps: ApiLlamaCppServerProps | null = null; - - if (!hadProps) { - cachedProps = this.readCachedServerProps(); - - if (cachedProps) { - this._serverProps = cachedProps; - this._error = null; - - if (isOfflineLikeError || isServerSideError) { - this._serverWarning = errorMessage; - } - - console.warn( - 'Failed to refresh server properties, using cached values from localStorage:', - errorMessage - ); - } else { - this._error = errorMessage; - } - } else { - this._error = null; - - if (isOfflineLikeError || isServerSideError) { - this._serverWarning = errorMessage; - } - - console.warn( - 'Failed to refresh server properties, continuing with cached values:', - errorMessage - ); - } - - console.error('Error fetching server properties:', error); - } - - private normalizeFetchError(error: unknown): { - errorMessage: string; - isOfflineLikeError: boolean; - isServerSideError: boolean; - } { - let errorMessage = 'Failed to connect to server'; - let isOfflineLikeError = false; - let isServerSideError = false; - + private getErrorMessage(error: unknown): string { if (error instanceof Error) { const message = error.message || ''; if (error.name === 'TypeError' && message.includes('fetch')) { - errorMessage = 'Server is not running or unreachable'; - isOfflineLikeError = true; + return 'Server is not running or unreachable'; } else if (message.includes('ECONNREFUSED')) { - errorMessage = 'Connection refused - server may be offline'; - isOfflineLikeError = true; + return 'Connection refused - server may be offline'; } else if (message.includes('ENOTFOUND')) { - errorMessage = 'Server not found - check server address'; - isOfflineLikeError = true; + return 'Server not found - check server address'; } else if (message.includes('ETIMEDOUT')) { - errorMessage = 'Request timed out - the server took too long to respond'; - isOfflineLikeError = true; + return 'Request timed out'; } else if (message.includes('503')) { - errorMessage = 'Server temporarily unavailable - try again shortly'; - isServerSideError = true; + return 'Server temporarily unavailable'; } else if (message.includes('500')) { - errorMessage = 'Server error - check server logs'; - isServerSideError = true; + return 'Server error - check server logs'; } else if (message.includes('404')) { - errorMessage = 'Server endpoint not found'; + return 'Server endpoint not found'; } else if (message.includes('403') || message.includes('401')) { - errorMessage = 'Access denied'; + return 'Access denied'; } } - return { errorMessage, isOfflineLikeError, isServerSideError }; + return 'Failed to connect to server'; } - /** - * Clears the server state - */ clear(): void { - this._serverProps = null; - this._error = null; - this._serverWarning = null; - this._loading = false; - this._slotsEndpointAvailable = null; - this.fetchServerPropsPromise = null; - this.persistServerProps(null); + this.props = null; + this.error = null; + this.loading = false; + this.role = null; + this.fetchPromise = null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + private detectRole(props: ApiLlamaCppServerProps): void { + const newRole = props?.role === ServerRole.ROUTER ? ServerRole.ROUTER : ServerRole.MODEL; + if (this.role !== newRole) { + this.role = newRole; + console.info(`Server running in ${newRole === ServerRole.ROUTER ? 'ROUTER' : 'MODEL'} mode`); + } } } export const serverStore = new ServerStore(); -export const serverProps = () => serverStore.serverProps; +export const serverProps = () => serverStore.props; export const serverLoading = () => serverStore.loading; export const serverError = () => serverStore.error; -export const serverWarning = () => serverStore.serverWarning; -export const modelName = () => serverStore.modelName; -export const supportedModalities = () => serverStore.supportedModalities; -export const supportsVision = () => serverStore.supportsVision; -export const supportsAudio = () => serverStore.supportsAudio; -export const slotsEndpointAvailable = () => serverStore.slotsEndpointAvailable; -export const serverDefaultParams = () => serverStore.serverDefaultParams; +export const serverRole = () => serverStore.role; +export const defaultParams = () => serverStore.defaultParams; +export const contextSize = () => serverStore.contextSize; +export const isRouterMode = () => serverStore.isRouterMode; +export const isModelMode = () => serverStore.isModelMode; diff --git a/tools/server/webui/src/lib/stores/settings.svelte.ts b/tools/server/webui/src/lib/stores/settings.svelte.ts index b10f0dd3a4..2b7d8db102 100644 --- a/tools/server/webui/src/lib/stores/settings.svelte.ts +++ b/tools/server/webui/src/lib/stores/settings.svelte.ts @@ -1,12 +1,12 @@ /** - * SettingsStore - Application configuration and theme management + * settingsStore - Application configuration and theme management * * This store manages all application settings including AI model parameters, UI preferences, * and theme configuration. It provides persistent storage through localStorage with reactive * state management using Svelte 5 runes. * * **Architecture & Relationships:** - * - **SettingsStore** (this class): Configuration state management + * - **settingsStore** (this class): Configuration state management * - Manages AI model parameters (temperature, max tokens, etc.) * - Handles theme switching and persistence * - Provides localStorage synchronization @@ -33,23 +33,39 @@ import { browser } from '$app/environment'; import { SETTING_CONFIG_DEFAULT } from '$lib/constants/settings-config'; -import { normalizeFloatingPoint } from '$lib/utils/precision'; import { ParameterSyncService } from '$lib/services/parameter-sync'; import { serverStore } from '$lib/stores/server.svelte'; -import { setConfigValue, getConfigValue, configToParameterRecord } from '$lib/utils/config-helpers'; +import { + configToParameterRecord, + normalizeFloatingPoint, + getConfigValue, + setConfigValue +} from '$lib/utils'; +import { + CONFIG_LOCALSTORAGE_KEY, + USER_OVERRIDES_LOCALSTORAGE_KEY +} from '$lib/constants/localstorage-keys'; class SettingsStore { + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── + config = $state({ ...SETTING_CONFIG_DEFAULT }); theme = $state('auto'); isInitialized = $state(false); userOverrides = $state>(new Set()); + // ───────────────────────────────────────────────────────────────────────────── + // Utilities (private helpers) + // ───────────────────────────────────────────────────────────────────────────── + /** * Helper method to get server defaults with null safety * Centralizes the pattern of getting and extracting server defaults */ private getServerDefaults(): Record { - const serverParams = serverStore.serverDefaultParams; + const serverParams = serverStore.defaultParams; return serverParams ? ParameterSyncService.extractServerDefaults(serverParams) : {}; } @@ -59,6 +75,10 @@ class SettingsStore { } } + // ───────────────────────────────────────────────────────────────────────────── + // Lifecycle + // ───────────────────────────────────────────────────────────────────────────── + /** * Initialize the settings store by loading from localStorage */ @@ -80,7 +100,7 @@ class SettingsStore { if (!browser) return; try { - const storedConfigRaw = localStorage.getItem('config'); + const storedConfigRaw = localStorage.getItem(CONFIG_LOCALSTORAGE_KEY); const savedVal = JSON.parse(storedConfigRaw || '{}'); // Merge with defaults to prevent breaking changes @@ -90,7 +110,9 @@ class SettingsStore { }; // Load user overrides - const savedOverrides = JSON.parse(localStorage.getItem('userOverrides') || '[]'); + const savedOverrides = JSON.parse( + localStorage.getItem(USER_OVERRIDES_LOCALSTORAGE_KEY) || '[]' + ); this.userOverrides = new Set(savedOverrides); } catch (error) { console.warn('Failed to parse config from localStorage, using defaults:', error); @@ -107,6 +129,10 @@ class SettingsStore { this.theme = localStorage.getItem('theme') || 'auto'; } + // ───────────────────────────────────────────────────────────────────────────── + // Config Updates + // ───────────────────────────────────────────────────────────────────────────── + /** * Update a specific configuration setting * @param key - The configuration key to update @@ -170,9 +196,12 @@ class SettingsStore { if (!browser) return; try { - localStorage.setItem('config', JSON.stringify(this.config)); + localStorage.setItem(CONFIG_LOCALSTORAGE_KEY, JSON.stringify(this.config)); - localStorage.setItem('userOverrides', JSON.stringify(Array.from(this.userOverrides))); + localStorage.setItem( + USER_OVERRIDES_LOCALSTORAGE_KEY, + JSON.stringify(Array.from(this.userOverrides)) + ); } catch (error) { console.error('Failed to save config to localStorage:', error); } @@ -204,6 +233,10 @@ class SettingsStore { } } + // ───────────────────────────────────────────────────────────────────────────── + // Reset + // ───────────────────────────────────────────────────────────────────────────── + /** * Reset configuration to defaults */ @@ -229,28 +262,38 @@ class SettingsStore { } /** - * Get a specific configuration value - * @param key - The configuration key to get - * @returns The configuration value + * Reset a parameter to server default (or webui default if no server default) */ - getConfig(key: K): SettingsConfigType[K] { - return this.config[key]; + resetParameterToServerDefault(key: string): void { + const serverDefaults = this.getServerDefaults(); + + if (serverDefaults[key] !== undefined) { + const value = normalizeFloatingPoint(serverDefaults[key]); + + this.config[key as keyof SettingsConfigType] = + value as SettingsConfigType[keyof SettingsConfigType]; + } else { + if (key in SETTING_CONFIG_DEFAULT) { + const defaultValue = getConfigValue(SETTING_CONFIG_DEFAULT, key); + + setConfigValue(this.config, key, defaultValue); + } + } + + this.userOverrides.delete(key); + this.saveConfig(); } - /** - * Get the entire configuration object - * @returns The complete configuration object - */ - getAllConfig(): SettingsConfigType { - return { ...this.config }; - } + // ───────────────────────────────────────────────────────────────────────────── + // Server Sync + // ───────────────────────────────────────────────────────────────────────────── /** * Initialize settings with props defaults when server properties are first loaded * This sets up the default values from /props endpoint */ syncWithServerDefaults(): void { - const serverParams = serverStore.serverDefaultParams; + const serverParams = serverStore.defaultParams; if (!serverParams) { console.warn('No server parameters available for initialization'); @@ -278,15 +321,6 @@ class SettingsStore { console.log('Current user overrides after sync:', Array.from(this.userOverrides)); } - /** - * Clear all user overrides (for debugging) - */ - clearAllUserOverrides(): void { - this.userOverrides.clear(); - this.saveConfig(); - console.log('Cleared all user overrides'); - } - /** * Reset all parameters to their default values (from props) * This is used by the "Reset to Default" functionality @@ -315,6 +349,31 @@ class SettingsStore { this.saveConfig(); } + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Get a specific configuration value + * @param key - The configuration key to get + * @returns The configuration value + */ + getConfig(key: K): SettingsConfigType[K] { + return this.config[key]; + } + + /** + * Get the entire configuration object + * @returns The complete configuration object + */ + getAllConfig(): SettingsConfigType { + return { ...this.config }; + } + + canSyncParameter(key: string): boolean { + return ParameterSyncService.canSyncParameter(key); + } + /** * Get parameter information including source for a specific parameter */ @@ -330,29 +389,6 @@ class SettingsStore { ); } - /** - * Reset a parameter to server default (or webui default if no server default) - */ - resetParameterToServerDefault(key: string): void { - const serverDefaults = this.getServerDefaults(); - - if (serverDefaults[key] !== undefined) { - const value = normalizeFloatingPoint(serverDefaults[key]); - - this.config[key as keyof SettingsConfigType] = - value as SettingsConfigType[keyof SettingsConfigType]; - } else { - if (key in SETTING_CONFIG_DEFAULT) { - const defaultValue = getConfigValue(SETTING_CONFIG_DEFAULT, key); - - setConfigValue(this.config, key, defaultValue); - } - } - - this.userOverrides.delete(key); - this.saveConfig(); - } - /** * Get diff between current settings and server defaults */ @@ -367,30 +403,19 @@ class SettingsStore { return ParameterSyncService.createParameterDiff(configAsRecord, serverDefaults); } + + /** + * Clear all user overrides (for debugging) + */ + clearAllUserOverrides(): void { + this.userOverrides.clear(); + this.saveConfig(); + console.log('Cleared all user overrides'); + } } -// Create and export the settings store instance export const settingsStore = new SettingsStore(); -// Export reactive getters for easy access in components export const config = () => settingsStore.config; export const theme = () => settingsStore.theme; export const isInitialized = () => settingsStore.isInitialized; - -// Export bound methods for easy access -export const updateConfig = settingsStore.updateConfig.bind(settingsStore); -export const updateMultipleConfig = settingsStore.updateMultipleConfig.bind(settingsStore); -export const updateTheme = settingsStore.updateTheme.bind(settingsStore); -export const resetConfig = settingsStore.resetConfig.bind(settingsStore); -export const resetTheme = settingsStore.resetTheme.bind(settingsStore); -export const resetAll = settingsStore.resetAll.bind(settingsStore); -export const getConfig = settingsStore.getConfig.bind(settingsStore); -export const getAllConfig = settingsStore.getAllConfig.bind(settingsStore); -export const syncWithServerDefaults = settingsStore.syncWithServerDefaults.bind(settingsStore); -export const forceSyncWithServerDefaults = - settingsStore.forceSyncWithServerDefaults.bind(settingsStore); -export const getParameterInfo = settingsStore.getParameterInfo.bind(settingsStore); -export const resetParameterToServerDefault = - settingsStore.resetParameterToServerDefault.bind(settingsStore); -export const getParameterDiff = settingsStore.getParameterDiff.bind(settingsStore); -export const clearAllUserOverrides = settingsStore.clearAllUserOverrides.bind(settingsStore); diff --git a/tools/server/webui/src/lib/types/api.d.ts b/tools/server/webui/src/lib/types/api.d.ts index 1a8bc64989..4bc92b57bc 100644 --- a/tools/server/webui/src/lib/types/api.d.ts +++ b/tools/server/webui/src/lib/types/api.d.ts @@ -1,3 +1,4 @@ +import type { ServerModelStatus, ServerRole } from '$lib/enums'; import type { ChatMessagePromptProgress } from './chat'; export interface ApiChatMessageContentPart { @@ -36,11 +37,38 @@ export interface ApiChatMessageData { timestamp?: number; } +/** + * Model status object from /models endpoint + */ +export interface ApiModelStatus { + /** Status value: loaded, unloaded, loading, failed */ + value: ServerModelStatus; + /** Command line arguments used when loading (only for loaded models) */ + args?: string[]; +} + +/** + * Model entry from /models endpoint (ROUTER mode) + * Based on actual API response structure + */ export interface ApiModelDataEntry { + /** Model identifier (e.g., "ggml-org/Qwen2.5-Omni-7B-GGUF:latest") */ id: string; + /** Model name (optional, usually same as id - not always returned by API) */ + name?: string; + /** Object type, always "model" */ object: string; - created: number; + /** Owner, usually "llamacpp" */ owned_by: string; + /** Creation timestamp */ + created: number; + /** Whether model files are in HuggingFace cache */ + in_cache: boolean; + /** Path to model manifest file */ + path: string; + /** Current status of the model */ + status: ApiModelStatus; + /** Legacy meta field (may be present in older responses) */ meta?: Record | null; } @@ -139,6 +167,7 @@ export interface ApiLlamaCppServerProps { }; total_slots: number; model_path: string; + role: ServerRole; modalities: { vision: boolean; audio: boolean; @@ -314,3 +343,81 @@ export interface ApiProcessingState { promptTokens?: number; cacheTokens?: number; } + +/** + * Router model metadata - extended from ApiModelDataEntry with additional router-specific fields + * @deprecated Use ApiModelDataEntry instead - the /models endpoint returns this structure directly + */ +export interface ApiRouterModelMeta { + /** Model identifier (e.g., "ggml-org/Qwen2.5-Omni-7B-GGUF:latest") */ + name: string; + /** Path to model file or manifest */ + path: string; + /** Optional path to multimodal projector */ + path_mmproj?: string; + /** Whether model is in HuggingFace cache */ + in_cache: boolean; + /** Port where model instance is running (0 if not loaded) */ + port?: number; + /** Current status of the model */ + status: ApiModelStatus; + /** Error message if status is FAILED */ + error?: string; +} + +/** + * Request to load a model + */ +export interface ApiRouterModelsLoadRequest { + model: string; +} + +/** + * Response from loading a model + */ +export interface ApiRouterModelsLoadResponse { + success: boolean; + error?: string; +} + +/** + * Request to check model status + */ +export interface ApiRouterModelsStatusRequest { + model: string; +} + +/** + * Response with model status + */ +export interface ApiRouterModelsStatusResponse { + model: string; + status: ModelStatus; + port?: number; + error?: string; +} + +/** + * Response with list of all models from /models endpoint + * Note: This is the same as ApiModelListResponse - the endpoint returns the same structure + * regardless of server mode (MODEL or ROUTER) + */ +export interface ApiRouterModelsListResponse { + object: string; + data: ApiModelDataEntry[]; +} + +/** + * Request to unload a model + */ +export interface ApiRouterModelsUnloadRequest { + model: string; +} + +/** + * Response from unloading a model + */ +export interface ApiRouterModelsUnloadResponse { + success: boolean; + error?: string; +} diff --git a/tools/server/webui/src/lib/types/chat.d.ts b/tools/server/webui/src/lib/types/chat.d.ts index ee3990b04b..0e706b72b6 100644 --- a/tools/server/webui/src/lib/types/chat.d.ts +++ b/tools/server/webui/src/lib/types/chat.d.ts @@ -1,4 +1,4 @@ -export type ChatMessageType = 'root' | 'text' | 'think'; +export type ChatMessageType = 'root' | 'text' | 'think' | 'system'; export type ChatRole = 'user' | 'assistant' | 'system'; export interface ChatUploadedFile { @@ -16,7 +16,6 @@ export interface ChatAttachmentDisplayItem { name: string; size?: number; preview?: string; - type: string; isImage: boolean; uploadedFile?: ChatUploadedFile; attachment?: DatabaseMessageExtra; @@ -29,7 +28,6 @@ export interface ChatAttachmentPreviewItem { attachment?: DatabaseMessageExtra; preview?: string; name?: string; - type?: string; size?: number; textContent?: string; } diff --git a/tools/server/webui/src/lib/types/database.d.ts b/tools/server/webui/src/lib/types/database.d.ts index 16debc6d67..1a336e059c 100644 --- a/tools/server/webui/src/lib/types/database.d.ts +++ b/tools/server/webui/src/lib/types/database.d.ts @@ -1,4 +1,5 @@ -import type { ChatMessageTimings } from './chat'; +import type { ChatMessageTimings, ChatRole, ChatMessageType } from '$lib/types/chat'; +import { AttachmentType } from '$lib/enums'; export interface DatabaseConversation { currNode: string | null; @@ -8,38 +9,39 @@ export interface DatabaseConversation { } export interface DatabaseMessageExtraAudioFile { - type: 'audioFile'; + type: AttachmentType.AUDIO; name: string; base64Data: string; mimeType: string; } export interface DatabaseMessageExtraImageFile { - type: 'imageFile'; + type: AttachmentType.IMAGE; name: string; base64Url: string; } -export interface DatabaseMessageExtraTextFile { - type: 'textFile'; - name: string; - content: string; -} - -export interface DatabaseMessageExtraPdfFile { - type: 'pdfFile'; - name: string; - content: string; // Text content extracted from PDF - images?: string[]; // Optional: PDF pages as base64 images - processedAsImages: boolean; // Whether PDF was processed as images -} - /** * Legacy format from old webui - pasted content was stored as "context" type * @deprecated Use DatabaseMessageExtraTextFile instead */ export interface DatabaseMessageExtraLegacyContext { - type: 'context'; + type: AttachmentType.LEGACY_CONTEXT; + name: string; + content: string; +} + +export interface DatabaseMessageExtraPdfFile { + type: AttachmentType.PDF; + base64Data: string; + name: string; + content: string; // Text content extracted from PDF + images?: string[]; // Optional: PDF pages as base64 images + processedAsImages: boolean; // Whether PDF was processed as images +} + +export interface DatabaseMessageExtraTextFile { + type: AttachmentType.TEXT; name: string; content: string; } diff --git a/tools/server/webui/src/lib/types/index.ts b/tools/server/webui/src/lib/types/index.ts new file mode 100644 index 0000000000..2a21c6dcfa --- /dev/null +++ b/tools/server/webui/src/lib/types/index.ts @@ -0,0 +1,70 @@ +/** + * Unified exports for all type definitions + * Import types from '$lib/types' for cleaner imports + */ + +// API types +export type { + ApiChatMessageContentPart, + ApiContextSizeError, + ApiErrorResponse, + ApiChatMessageData, + ApiModelStatus, + ApiModelDataEntry, + ApiModelDetails, + ApiModelListResponse, + ApiLlamaCppServerProps, + ApiChatCompletionRequest, + ApiChatCompletionToolCallFunctionDelta, + ApiChatCompletionToolCallDelta, + ApiChatCompletionToolCall, + ApiChatCompletionStreamChunk, + ApiChatCompletionResponse, + ApiSlotData, + ApiProcessingState, + ApiRouterModelMeta, + ApiRouterModelsLoadRequest, + ApiRouterModelsLoadResponse, + ApiRouterModelsStatusRequest, + ApiRouterModelsStatusResponse, + ApiRouterModelsListResponse, + ApiRouterModelsUnloadRequest, + ApiRouterModelsUnloadResponse +} from './api'; + +// Chat types +export type { + ChatMessageType, + ChatRole, + ChatUploadedFile, + ChatAttachmentDisplayItem, + ChatAttachmentPreviewItem, + ChatMessageSiblingInfo, + ChatMessagePromptProgress, + ChatMessageTimings +} from './chat'; + +// Database types +export type { + DatabaseConversation, + DatabaseMessageExtraAudioFile, + DatabaseMessageExtraImageFile, + DatabaseMessageExtraLegacyContext, + DatabaseMessageExtraPdfFile, + DatabaseMessageExtraTextFile, + DatabaseMessageExtra, + DatabaseMessage, + ExportedConversation, + ExportedConversations +} from './database'; + +// Model types +export type { ModelModalities, ModelOption } from './models'; + +// Settings types +export type { + SettingsConfigValue, + SettingsFieldConfig, + SettingsChatServiceOptions, + SettingsConfigType +} from './settings'; diff --git a/tools/server/webui/src/lib/types/models.d.ts b/tools/server/webui/src/lib/types/models.d.ts index 3b6bad5f0f..ef44a2cb6d 100644 --- a/tools/server/webui/src/lib/types/models.d.ts +++ b/tools/server/webui/src/lib/types/models.d.ts @@ -1,11 +1,21 @@ import type { ApiModelDataEntry, ApiModelDetails } from '$lib/types/api'; +/** + * Model modalities - vision and audio capabilities + */ +export interface ModelModalities { + vision: boolean; + audio: boolean; +} + export interface ModelOption { id: string; name: string; model: string; description?: string; capabilities: string[]; + /** Model modalities from /props endpoint */ + modalities?: ModelModalities; details?: ApiModelDetails['details']; meta?: ApiModelDataEntry['meta']; } diff --git a/tools/server/webui/src/lib/types/settings.d.ts b/tools/server/webui/src/lib/types/settings.d.ts index b47842b66e..40de98b708 100644 --- a/tools/server/webui/src/lib/types/settings.d.ts +++ b/tools/server/webui/src/lib/types/settings.d.ts @@ -14,6 +14,12 @@ export interface SettingsFieldConfig { export interface SettingsChatServiceOptions { stream?: boolean; + // Model (required in ROUTER mode, optional in MODEL mode) + model?: string; + // System message to inject + systemMessage?: string; + // Disable reasoning format (use 'none' instead of 'auto') + disableReasoningFormat?: boolean; // Generation parameters temperature?: number; max_tokens?: number; @@ -45,7 +51,7 @@ export interface SettingsChatServiceOptions { onReasoningChunk?: (chunk: string) => void; onToolCallChunk?: (chunk: string) => void; onModel?: (model: string) => void; - onFirstValidChunk?: () => void; + onTimings?: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => void; onComplete?: ( response: string, reasoningContent?: string, diff --git a/tools/server/webui/src/lib/utils/api-headers.ts b/tools/server/webui/src/lib/utils/api-headers.ts new file mode 100644 index 0000000000..77ce3e88cb --- /dev/null +++ b/tools/server/webui/src/lib/utils/api-headers.ts @@ -0,0 +1,22 @@ +import { config } from '$lib/stores/settings.svelte'; + +/** + * Get authorization headers for API requests + * Includes Bearer token if API key is configured + */ +export function getAuthHeaders(): Record { + const currentConfig = config(); + const apiKey = currentConfig.apiKey?.toString().trim(); + + return apiKey ? { Authorization: `Bearer ${apiKey}` } : {}; +} + +/** + * Get standard JSON headers with optional authorization + */ +export function getJsonHeaders(): Record { + return { + 'Content-Type': 'application/json', + ...getAuthHeaders() + }; +} diff --git a/tools/server/webui/src/lib/utils/attachment-display.ts b/tools/server/webui/src/lib/utils/attachment-display.ts new file mode 100644 index 0000000000..750aaa38d7 --- /dev/null +++ b/tools/server/webui/src/lib/utils/attachment-display.ts @@ -0,0 +1,61 @@ +import { FileTypeCategory } from '$lib/enums'; +import { getFileTypeCategory, getFileTypeCategoryByExtension, isImageFile } from '$lib/utils'; + +export interface AttachmentDisplayItemsOptions { + uploadedFiles?: ChatUploadedFile[]; + attachments?: DatabaseMessageExtra[]; +} + +/** + * Gets the file type category from an uploaded file, checking both MIME type and extension + */ +function getUploadedFileCategory(file: ChatUploadedFile): FileTypeCategory | null { + const categoryByMime = getFileTypeCategory(file.type); + + if (categoryByMime) { + return categoryByMime; + } + + return getFileTypeCategoryByExtension(file.name); +} + +/** + * Creates a unified list of display items from uploaded files and stored attachments. + * Items are returned in reverse order (newest first). + */ +export function getAttachmentDisplayItems( + options: AttachmentDisplayItemsOptions +): ChatAttachmentDisplayItem[] { + const { uploadedFiles = [], attachments = [] } = options; + const items: ChatAttachmentDisplayItem[] = []; + + // Add uploaded files (ChatForm) + for (const file of uploadedFiles) { + items.push({ + id: file.id, + name: file.name, + size: file.size, + preview: file.preview, + isImage: getUploadedFileCategory(file) === FileTypeCategory.IMAGE, + uploadedFile: file, + textContent: file.textContent + }); + } + + // Add stored attachments (ChatMessage) + for (const [index, attachment] of attachments.entries()) { + const isImage = isImageFile(attachment); + + items.push({ + id: `attachment-${index}`, + name: attachment.name, + preview: isImage && 'base64Url' in attachment ? attachment.base64Url : undefined, + isImage, + attachment, + attachmentIndex: index, + textContent: 'content' in attachment ? attachment.content : undefined + }); + } + + return items.reverse(); +} diff --git a/tools/server/webui/src/lib/utils/attachment-type.ts b/tools/server/webui/src/lib/utils/attachment-type.ts new file mode 100644 index 0000000000..9e9f096012 --- /dev/null +++ b/tools/server/webui/src/lib/utils/attachment-type.ts @@ -0,0 +1,105 @@ +import { AttachmentType, FileTypeCategory } from '$lib/enums'; +import { getFileTypeCategory, getFileTypeCategoryByExtension } from '$lib/utils'; + +/** + * Gets the file type category from an uploaded file, checking both MIME type and extension + * @param uploadedFile - The uploaded file to check + * @returns The file type category or null if not recognized + */ +function getUploadedFileCategory(uploadedFile: ChatUploadedFile): FileTypeCategory | null { + // First try MIME type + const categoryByMime = getFileTypeCategory(uploadedFile.type); + + if (categoryByMime) { + return categoryByMime; + } + + // Fallback to extension (browsers don't always provide correct MIME types) + return getFileTypeCategoryByExtension(uploadedFile.name); +} + +/** + * Determines if an attachment or uploaded file is a text file + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is a text file + */ +export function isTextFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.TEXT; + } + + if (attachment) { + return ( + attachment.type === AttachmentType.TEXT || attachment.type === AttachmentType.LEGACY_CONTEXT + ); + } + + return false; +} + +/** + * Determines if an attachment or uploaded file is an image + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is an image + */ +export function isImageFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.IMAGE; + } + + if (attachment) { + return attachment.type === AttachmentType.IMAGE; + } + + return false; +} + +/** + * Determines if an attachment or uploaded file is a PDF + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is a PDF + */ +export function isPdfFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.PDF; + } + + if (attachment) { + return attachment.type === AttachmentType.PDF; + } + + return false; +} + +/** + * Determines if an attachment or uploaded file is an audio file + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is an audio file + */ +export function isAudioFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.AUDIO; + } + + if (attachment) { + return attachment.type === AttachmentType.AUDIO; + } + + return false; +} diff --git a/tools/server/webui/src/lib/utils/audio-recording.ts b/tools/server/webui/src/lib/utils/audio-recording.ts index acf4c6d1fa..2a21985d1a 100644 --- a/tools/server/webui/src/lib/utils/audio-recording.ts +++ b/tools/server/webui/src/lib/utils/audio-recording.ts @@ -1,4 +1,4 @@ -import { MimeTypeAudio } from '$lib/enums/files'; +import { MimeTypeAudio } from '$lib/enums'; /** * AudioRecorder - Browser-based audio recording with MediaRecorder API diff --git a/tools/server/webui/src/lib/utils/browser-only.ts b/tools/server/webui/src/lib/utils/browser-only.ts new file mode 100644 index 0000000000..0af800638b --- /dev/null +++ b/tools/server/webui/src/lib/utils/browser-only.ts @@ -0,0 +1,35 @@ +/** + * Browser-only utility exports + * + * These utilities require browser APIs (DOM, Canvas, MediaRecorder, etc.) + * and cannot be imported during SSR. Import from '$lib/utils/browser-only' + * only in client-side code or components that are not server-rendered. + */ + +// Audio utilities (MediaRecorder API) +export { + AudioRecorder, + convertToWav, + createAudioFile, + isAudioRecordingSupported +} from './audio-recording'; + +// PDF processing utilities (pdfjs-dist with DOMMatrix) +export { + convertPDFToText, + convertPDFToImage, + isPdfFile as isPdfFileFromFile, + isApplicationMimeType +} from './pdf-processing'; + +// File conversion utilities (depends on pdf-processing) +export { parseFilesToMessageExtras, type FileProcessingResult } from './convert-files-to-extra'; + +// File upload processing utilities (depends on pdf-processing, svg-to-png, webp-to-png) +export { processFilesToChatUploaded } from './process-uploaded-files'; + +// SVG utilities (Canvas/Image API) +export { svgBase64UrlToPngDataURL, isSvgFile, isSvgMimeType } from './svg-to-png'; + +// WebP utilities (Canvas/Image API) +export { webpBase64UrlToPngDataURL, isWebpFile, isWebpMimeType } from './webp-to-png'; diff --git a/tools/server/webui/src/lib/utils/config-helpers.ts b/tools/server/webui/src/lib/utils/config-helpers.ts index 2d023f8d5c..b85242d85d 100644 --- a/tools/server/webui/src/lib/utils/config-helpers.ts +++ b/tools/server/webui/src/lib/utils/config-helpers.ts @@ -5,8 +5,6 @@ * with dynamic keys while maintaining TypeScript type safety. */ -import type { SettingsConfigType } from '$lib/types/settings'; - /** * Type-safe helper to access config properties dynamically * Provides better type safety than direct casting to Record diff --git a/tools/server/webui/src/lib/utils/convert-files-to-extra.ts b/tools/server/webui/src/lib/utils/convert-files-to-extra.ts index 70c6f772d9..6eb50f6dce 100644 --- a/tools/server/webui/src/lib/utils/convert-files-to-extra.ts +++ b/tools/server/webui/src/lib/utils/convert-files-to-extra.ts @@ -1,10 +1,10 @@ import { convertPDFToImage, convertPDFToText } from './pdf-processing'; import { isSvgMimeType, svgBase64UrlToPngDataURL } from './svg-to-png'; import { isWebpMimeType, webpBase64UrlToPngDataURL } from './webp-to-png'; -import { FileTypeCategory } from '$lib/enums/files'; +import { FileTypeCategory, AttachmentType } from '$lib/enums'; import { config, settingsStore } from '$lib/stores/settings.svelte'; -import { supportsVision } from '$lib/stores/server.svelte'; -import { getFileTypeCategory } from '$lib/utils/file-type'; +import { modelsStore } from '$lib/stores/models.svelte'; +import { getFileTypeCategory } from '$lib/utils'; import { readFileAsText, isLikelyTextFile } from './text-files'; import { toast } from 'svelte-sonner'; @@ -31,7 +31,8 @@ export interface FileProcessingResult { } export async function parseFilesToMessageExtras( - files: ChatUploadedFile[] + files: ChatUploadedFile[], + activeModelId?: string ): Promise { const extras: DatabaseMessageExtra[] = []; const emptyFiles: string[] = []; @@ -56,7 +57,7 @@ export async function parseFilesToMessageExtras( } extras.push({ - type: 'imageFile', + type: AttachmentType.IMAGE, name: file.name, base64Url }); @@ -67,7 +68,7 @@ export async function parseFilesToMessageExtras( const base64Data = await readFileAsBase64(file.file); extras.push({ - type: 'audioFile', + type: AttachmentType.AUDIO, name: file.name, base64Data: base64Data, mimeType: file.type @@ -80,7 +81,10 @@ export async function parseFilesToMessageExtras( // Always get base64 data for preview functionality const base64Data = await readFileAsBase64(file.file); const currentConfig = config(); - const hasVisionSupport = supportsVision(); + // Use per-model vision check for router mode + const hasVisionSupport = activeModelId + ? modelsStore.modelSupportsVision(activeModelId) + : false; // Force PDF-to-text for non-vision models let shouldProcessAsImages = Boolean(currentConfig.pdfAsImage) && hasVisionSupport; @@ -117,7 +121,7 @@ export async function parseFilesToMessageExtras( ); extras.push({ - type: 'pdfFile', + type: AttachmentType.PDF, name: file.name, content: `PDF file with ${images.length} pages`, images: images, @@ -134,7 +138,7 @@ export async function parseFilesToMessageExtras( const content = await convertPDFToText(file.file); extras.push({ - type: 'pdfFile', + type: AttachmentType.PDF, name: file.name, content: content, processedAsImages: false, @@ -151,7 +155,7 @@ export async function parseFilesToMessageExtras( }); extras.push({ - type: 'pdfFile', + type: AttachmentType.PDF, name: file.name, content: content, processedAsImages: false, @@ -171,7 +175,7 @@ export async function parseFilesToMessageExtras( emptyFiles.push(file.name); } else if (isLikelyTextFile(content)) { extras.push({ - type: 'textFile', + type: AttachmentType.TEXT, name: file.name, content: content }); diff --git a/tools/server/webui/src/lib/utils/file-preview.ts b/tools/server/webui/src/lib/utils/file-preview.ts index 3f887ec535..26a60533ae 100644 --- a/tools/server/webui/src/lib/utils/file-preview.ts +++ b/tools/server/webui/src/lib/utils/file-preview.ts @@ -1,32 +1,36 @@ /** - * Formats file size in bytes to human readable format - * @param bytes - File size in bytes - * @returns Formatted file size string + * Gets a display label for a file type from various input formats + * + * Handles: + * - MIME types: 'application/pdf' → 'PDF' + * - AttachmentType values: 'PDF', 'AUDIO' → 'PDF', 'AUDIO' + * - File names: 'document.pdf' → 'PDF' + * - Unknown: returns 'FILE' + * + * @param input - MIME type, AttachmentType value, or file name + * @returns Formatted file type label (uppercase) */ -export function formatFileSize(bytes: number): string { - if (bytes === 0) return '0 Bytes'; +export function getFileTypeLabel(input: string | undefined): string { + if (!input) return 'FILE'; - const k = 1024; - const sizes = ['Bytes', 'KB', 'MB', 'GB']; - const i = Math.floor(Math.log(bytes) / Math.log(k)); + // Handle MIME types (contains '/') + if (input.includes('/')) { + const subtype = input.split('/').pop(); + if (subtype) { + // Handle special cases like 'vnd.ms-excel' → 'EXCEL' + if (subtype.includes('.')) { + return subtype.split('.').pop()?.toUpperCase() || 'FILE'; + } + return subtype.toUpperCase(); + } + } - return parseFloat((bytes / Math.pow(k, i)).toFixed(2)) + ' ' + sizes[i]; -} - -/** - * Gets a display label for a file type - * @param fileType - The file type/mime type - * @returns Formatted file type label - */ -export function getFileTypeLabel(fileType: string): string { - return fileType.split('/').pop()?.toUpperCase() || 'FILE'; -} - -/** - * Truncates text content for preview display - * @param content - The text content to truncate - * @returns Truncated content with ellipsis if needed - */ -export function getPreviewText(content: string): string { - return content.length > 150 ? content.substring(0, 150) + '...' : content; + // Handle file names (contains '.') + if (input.includes('.')) { + const ext = input.split('.').pop(); + if (ext) return ext.toUpperCase(); + } + + // Handle AttachmentType or other plain strings + return input.toUpperCase(); } diff --git a/tools/server/webui/src/lib/utils/file-type.ts b/tools/server/webui/src/lib/utils/file-type.ts index ccfc2a3de1..ff7ed6b0c9 100644 --- a/tools/server/webui/src/lib/utils/file-type.ts +++ b/tools/server/webui/src/lib/utils/file-type.ts @@ -4,42 +4,164 @@ import { PDF_FILE_TYPES, TEXT_FILE_TYPES } from '$lib/constants/supported-file-types'; -import { FileTypeCategory } from '$lib/enums/files'; +import { + FileExtensionAudio, + FileExtensionImage, + FileExtensionPdf, + FileExtensionText, + FileTypeCategory, + MimeTypeApplication, + MimeTypeAudio, + MimeTypeImage, + MimeTypeText +} from '$lib/enums'; export function getFileTypeCategory(mimeType: string): FileTypeCategory | null { - if ( - Object.values(IMAGE_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.IMAGE; - } + switch (mimeType) { + // Images + case MimeTypeImage.JPEG: + case MimeTypeImage.PNG: + case MimeTypeImage.GIF: + case MimeTypeImage.WEBP: + case MimeTypeImage.SVG: + return FileTypeCategory.IMAGE; - if ( - Object.values(AUDIO_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.AUDIO; - } + // Audio + case MimeTypeAudio.MP3_MPEG: + case MimeTypeAudio.MP3: + case MimeTypeAudio.MP4: + case MimeTypeAudio.WAV: + case MimeTypeAudio.WEBM: + case MimeTypeAudio.WEBM_OPUS: + return FileTypeCategory.AUDIO; - if ( - Object.values(PDF_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.PDF; - } + // PDF + case MimeTypeApplication.PDF: + return FileTypeCategory.PDF; - if ( - Object.values(TEXT_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.TEXT; - } + // Text + case MimeTypeText.PLAIN: + case MimeTypeText.MARKDOWN: + case MimeTypeText.ASCIIDOC: + case MimeTypeText.JAVASCRIPT: + case MimeTypeText.JAVASCRIPT_APP: + case MimeTypeText.TYPESCRIPT: + case MimeTypeText.JSX: + case MimeTypeText.TSX: + case MimeTypeText.CSS: + case MimeTypeText.HTML: + case MimeTypeText.JSON: + case MimeTypeText.XML_TEXT: + case MimeTypeText.XML_APP: + case MimeTypeText.YAML_TEXT: + case MimeTypeText.YAML_APP: + case MimeTypeText.CSV: + case MimeTypeText.PYTHON: + case MimeTypeText.JAVA: + case MimeTypeText.CPP_SRC: + case MimeTypeText.C_SRC: + case MimeTypeText.C_HDR: + case MimeTypeText.PHP: + case MimeTypeText.RUBY: + case MimeTypeText.GO: + case MimeTypeText.RUST: + case MimeTypeText.SHELL: + case MimeTypeText.BAT: + case MimeTypeText.SQL: + case MimeTypeText.R: + case MimeTypeText.SCALA: + case MimeTypeText.KOTLIN: + case MimeTypeText.SWIFT: + case MimeTypeText.DART: + case MimeTypeText.VUE: + case MimeTypeText.SVELTE: + case MimeTypeText.LATEX: + case MimeTypeText.BIBTEX: + case MimeTypeText.CUDA: + case MimeTypeText.CPP_HDR: + case MimeTypeText.CSHARP: + case MimeTypeText.HASKELL: + case MimeTypeText.PROPERTIES: + case MimeTypeText.TEX: + case MimeTypeText.TEX_APP: + return FileTypeCategory.TEXT; - return null; + default: + return null; + } +} + +export function getFileTypeCategoryByExtension(filename: string): FileTypeCategory | null { + const extension = filename.toLowerCase().substring(filename.lastIndexOf('.')); + + switch (extension) { + // Images + case FileExtensionImage.JPG: + case FileExtensionImage.JPEG: + case FileExtensionImage.PNG: + case FileExtensionImage.GIF: + case FileExtensionImage.WEBP: + case FileExtensionImage.SVG: + return FileTypeCategory.IMAGE; + + // Audio + case FileExtensionAudio.MP3: + case FileExtensionAudio.WAV: + return FileTypeCategory.AUDIO; + + // PDF + case FileExtensionPdf.PDF: + return FileTypeCategory.PDF; + + // Text + case FileExtensionText.TXT: + case FileExtensionText.MD: + case FileExtensionText.ADOC: + case FileExtensionText.JS: + case FileExtensionText.TS: + case FileExtensionText.JSX: + case FileExtensionText.TSX: + case FileExtensionText.CSS: + case FileExtensionText.HTML: + case FileExtensionText.HTM: + case FileExtensionText.JSON: + case FileExtensionText.XML: + case FileExtensionText.YAML: + case FileExtensionText.YML: + case FileExtensionText.CSV: + case FileExtensionText.LOG: + case FileExtensionText.PY: + case FileExtensionText.JAVA: + case FileExtensionText.CPP: + case FileExtensionText.C: + case FileExtensionText.H: + case FileExtensionText.PHP: + case FileExtensionText.RB: + case FileExtensionText.GO: + case FileExtensionText.RS: + case FileExtensionText.SH: + case FileExtensionText.BAT: + case FileExtensionText.SQL: + case FileExtensionText.R: + case FileExtensionText.SCALA: + case FileExtensionText.KT: + case FileExtensionText.SWIFT: + case FileExtensionText.DART: + case FileExtensionText.VUE: + case FileExtensionText.SVELTE: + case FileExtensionText.TEX: + case FileExtensionText.BIB: + case FileExtensionText.COMP: + case FileExtensionText.CU: + case FileExtensionText.CUH: + case FileExtensionText.HPP: + case FileExtensionText.HS: + case FileExtensionText.PROPERTIES: + return FileTypeCategory.TEXT; + + default: + return null; + } } export function getFileTypeByExtension(filename: string): string | null { diff --git a/tools/server/webui/src/lib/utils/formatters.ts b/tools/server/webui/src/lib/utils/formatters.ts new file mode 100644 index 0000000000..ae9f59a39c --- /dev/null +++ b/tools/server/webui/src/lib/utils/formatters.ts @@ -0,0 +1,53 @@ +/** + * Formats file size in bytes to human readable format + * Supports Bytes, KB, MB, and GB + * + * @param bytes - File size in bytes (or unknown for safety) + * @returns Formatted file size string + */ +export function formatFileSize(bytes: number | unknown): string { + if (typeof bytes !== 'number') return 'Unknown'; + if (bytes === 0) return '0 Bytes'; + + const k = 1024; + const sizes = ['Bytes', 'KB', 'MB', 'GB']; + const i = Math.floor(Math.log(bytes) / Math.log(k)); + + return parseFloat((bytes / Math.pow(k, i)).toFixed(2)) + ' ' + sizes[i]; +} + +/** + * Format parameter count to human-readable format (B, M, K) + * + * @param params - Parameter count + * @returns Human-readable parameter count + */ +export function formatParameters(params: number | unknown): string { + if (typeof params !== 'number') return 'Unknown'; + + if (params >= 1e9) { + return `${(params / 1e9).toFixed(2)}B`; + } + + if (params >= 1e6) { + return `${(params / 1e6).toFixed(2)}M`; + } + + if (params >= 1e3) { + return `${(params / 1e3).toFixed(2)}K`; + } + + return params.toString(); +} + +/** + * Format number with locale-specific thousands separators + * + * @param num - Number to format + * @returns Human-readable number + */ +export function formatNumber(num: number | unknown): string { + if (typeof num !== 'number') return 'Unknown'; + + return num.toLocaleString(); +} diff --git a/tools/server/webui/src/lib/utils/index.ts b/tools/server/webui/src/lib/utils/index.ts new file mode 100644 index 0000000000..2485e34de3 --- /dev/null +++ b/tools/server/webui/src/lib/utils/index.ts @@ -0,0 +1,88 @@ +/** + * Unified exports for all utility functions + * Import utilities from '$lib/utils' for cleaner imports + * + * For browser-only utilities (pdf-processing, audio-recording, svg-to-png, + * webp-to-png, process-uploaded-files, convert-files-to-extra), use: + * import { ... } from '$lib/utils/browser-only' + */ + +// API utilities +export { getAuthHeaders, getJsonHeaders } from './api-headers'; +export { validateApiKey } from './api-key-validation'; + +// Attachment utilities +export { + getAttachmentDisplayItems, + type AttachmentDisplayItemsOptions +} from './attachment-display'; +export { isTextFile, isImageFile, isPdfFile, isAudioFile } from './attachment-type'; + +// Textarea utilities +export { default as autoResizeTextarea } from './autoresize-textarea'; + +// Branching utilities +export { + filterByLeafNodeId, + findLeafNode, + findDescendantMessages, + getMessageSiblings, + getMessageDisplayList, + hasMessageSiblings, + getNextSibling, + getPreviousSibling +} from './branching'; + +// Config helpers +export { setConfigValue, getConfigValue, configToParameterRecord } from './config-helpers'; + +// Conversation utilities +export { createMessageCountMap, getMessageCount } from './conversation-utils'; + +// Clipboard utilities +export { copyToClipboard, copyCodeToClipboard } from './copy'; + +// File preview utilities +export { getFileTypeLabel } from './file-preview'; +export { getPreviewText } from './text'; + +// File type utilities +export { + getFileTypeCategory, + getFileTypeCategoryByExtension, + getFileTypeByExtension, + isFileTypeSupported +} from './file-type'; + +// Formatting utilities +export { formatFileSize, formatParameters, formatNumber } from './formatters'; + +// IME utilities +export { isIMEComposing } from './is-ime-composing'; + +// LaTeX utilities +export { maskInlineLaTeX, preprocessLaTeX } from './latex-protection'; + +// Modality file validation utilities +export { + isFileTypeSupportedByModel, + filterFilesByModalities, + generateModalityErrorMessage, + generateModalityAwareAcceptString, + type ModalityCapabilities +} from './modality-file-validation'; + +// Model name utilities +export { normalizeModelName, isValidModelName } from './model-names'; + +// Portal utilities +export { portalToBody } from './portal-to-body'; + +// Precision utilities +export { normalizeFloatingPoint, normalizeNumber } from './precision'; + +// Syntax highlighting utilities +export { getLanguageFromFilename } from './syntax-highlight-language'; + +// Text file utilities +export { isTextFileByName, readFileAsText, isLikelyTextFile } from './text-files'; diff --git a/tools/server/webui/src/lib/utils/latex-protection.test.ts b/tools/server/webui/src/lib/utils/latex-protection.test.ts index 2354f8fa0e..40fe1b0db2 100644 --- a/tools/server/webui/src/lib/utils/latex-protection.test.ts +++ b/tools/server/webui/src/lib/utils/latex-protection.test.ts @@ -303,6 +303,27 @@ $$\n\\pi_n(\\mathbb{S}^3) = \\begin{cases} expect(output).toBe(input); // Code blocks prevent misinterpretation }); + test('preserves backslash parentheses in code blocks (GitHub issue)', () => { + const input = '```python\nfoo = "\\(bar\\)"\n```'; + const output = preprocessLaTeX(input); + + expect(output).toBe(input); // Code blocks should not have LaTeX conversion applied + }); + + test('preserves backslash brackets in code blocks', () => { + const input = '```python\nfoo = "\\[bar\\]"\n```'; + const output = preprocessLaTeX(input); + + expect(output).toBe(input); // Code blocks should not have LaTeX conversion applied + }); + + test('preserves backslash parentheses in inline code', () => { + const input = 'Use `foo = "\\(bar\\)"` in your code.'; + const output = preprocessLaTeX(input); + + expect(output).toBe(input); + }); + test('escape backslash in mchem ce', () => { const input = 'mchem ce:\n$\\ce{2H2(g) + O2(g) -> 2H2O(l)}$'; const output = preprocessLaTeX(input); diff --git a/tools/server/webui/src/lib/utils/latex-protection.ts b/tools/server/webui/src/lib/utils/latex-protection.ts index 7f5cf2cddf..cafa2d4761 100644 --- a/tools/server/webui/src/lib/utils/latex-protection.ts +++ b/tools/server/webui/src/lib/utils/latex-protection.ts @@ -226,19 +226,16 @@ export function preprocessLaTeX(content: string): string { return expr; }); - // Step 5: Restore code blocks - content = content.replace(/<>/g, (_, index) => { - return codeBlocks[parseInt(index)]; - }); - - // Step 6: Apply additional escaping functions (brackets and mhchem) + // Step 5: Apply additional escaping functions (brackets and mhchem) + // This must happen BEFORE restoring code blocks to avoid affecting code content content = escapeBrackets(content); if (doEscapeMhchem && (content.includes('\\ce{') || content.includes('\\pu{'))) { content = escapeMhchem(content); } - // Final pass: Convert \(...\) → $...$, \[...\] → $$...$$ + // Step 6: Convert remaining \(...\) → $...$, \[...\] → $$...$$ + // This must happen BEFORE restoring code blocks to avoid affecting code content content = content // Using the look‑behind pattern `(? { - return `${prefix}$$${content}$$`; + (_, content: string) => { + return `$$${content}$$`; } ); - // Step 7: Restore blockquote markers + // Step 7: Restore code blocks + // This happens AFTER all LaTeX conversions to preserve code content + content = content.replace(/<>/g, (_, index) => { + return codeBlocks[parseInt(index)]; + }); + + // Step 8: Restore blockquote markers if (blockquoteMarkers.size > 0) { const finalLines = content.split('\n'); const restoredLines = finalLines.map((line, index) => { diff --git a/tools/server/webui/src/lib/utils/modality-file-validation.ts b/tools/server/webui/src/lib/utils/modality-file-validation.ts index c77bf88c3a..e3c00f9e97 100644 --- a/tools/server/webui/src/lib/utils/modality-file-validation.ts +++ b/tools/server/webui/src/lib/utils/modality-file-validation.ts @@ -3,8 +3,7 @@ * Ensures only compatible file types are processed based on model capabilities */ -import { getFileTypeCategory } from '$lib/utils/file-type'; -import { supportsVision, supportsAudio } from '$lib/stores/server.svelte'; +import { getFileTypeCategory } from '$lib/utils'; import { FileExtensionAudio, FileExtensionImage, @@ -15,15 +14,26 @@ import { MimeTypeApplication, MimeTypeText, FileTypeCategory -} from '$lib/enums/files'; +} from '$lib/enums'; + +/** Modality capabilities for file validation */ +export interface ModalityCapabilities { + hasVision: boolean; + hasAudio: boolean; +} /** - * Check if a file type is supported by the current model's modalities + * Check if a file type is supported by the given modalities * @param filename - The filename to check * @param mimeType - The MIME type of the file - * @returns true if the file type is supported by the current model + * @param capabilities - The modality capabilities to check against + * @returns true if the file type is supported */ -export function isFileTypeSupportedByModel(filename: string, mimeType?: string): boolean { +export function isFileTypeSupportedByModel( + filename: string, + mimeType: string | undefined, + capabilities: ModalityCapabilities +): boolean { const category = mimeType ? getFileTypeCategory(mimeType) : null; // If we can't determine the category from MIME type, fall back to general support check @@ -44,11 +54,11 @@ export function isFileTypeSupportedByModel(filename: string, mimeType?: string): case FileTypeCategory.IMAGE: // Images require vision support - return supportsVision(); + return capabilities.hasVision; case FileTypeCategory.AUDIO: // Audio files require audio support - return supportsAudio(); + return capabilities.hasAudio; default: // Unknown categories - be conservative and allow @@ -59,9 +69,13 @@ export function isFileTypeSupportedByModel(filename: string, mimeType?: string): /** * Filter files based on model modalities and return supported/unsupported lists * @param files - Array of files to filter + * @param capabilities - The modality capabilities to check against * @returns Object with supportedFiles and unsupportedFiles arrays */ -export function filterFilesByModalities(files: File[]): { +export function filterFilesByModalities( + files: File[], + capabilities: ModalityCapabilities +): { supportedFiles: File[]; unsupportedFiles: File[]; modalityReasons: Record; @@ -70,8 +84,7 @@ export function filterFilesByModalities(files: File[]): { const unsupportedFiles: File[] = []; const modalityReasons: Record = {}; - const hasVision = supportsVision(); - const hasAudio = supportsAudio(); + const { hasVision, hasAudio } = capabilities; for (const file of files) { const category = getFileTypeCategory(file.type); @@ -119,16 +132,17 @@ export function filterFilesByModalities(files: File[]): { * Generate a user-friendly error message for unsupported files * @param unsupportedFiles - Array of unsupported files * @param modalityReasons - Reasons why files are unsupported + * @param capabilities - The modality capabilities to check against * @returns Formatted error message */ export function generateModalityErrorMessage( unsupportedFiles: File[], - modalityReasons: Record + modalityReasons: Record, + capabilities: ModalityCapabilities ): string { if (unsupportedFiles.length === 0) return ''; - const hasVision = supportsVision(); - const hasAudio = supportsAudio(); + const { hasVision, hasAudio } = capabilities; let message = ''; @@ -152,12 +166,12 @@ export function generateModalityErrorMessage( } /** - * Generate file input accept string based on current model modalities + * Generate file input accept string based on model modalities + * @param capabilities - The modality capabilities to check against * @returns Accept string for HTML file input element */ -export function generateModalityAwareAcceptString(): string { - const hasVision = supportsVision(); - const hasAudio = supportsAudio(); +export function generateModalityAwareAcceptString(capabilities: ModalityCapabilities): string { + const { hasVision, hasAudio } = capabilities; const acceptedExtensions: string[] = []; const acceptedMimeTypes: string[] = []; diff --git a/tools/server/webui/src/lib/utils/model-names.test.ts b/tools/server/webui/src/lib/utils/model-names.test.ts index e19e92f777..ca85df3d30 100644 --- a/tools/server/webui/src/lib/utils/model-names.test.ts +++ b/tools/server/webui/src/lib/utils/model-names.test.ts @@ -2,12 +2,19 @@ import { describe, expect, it } from 'vitest'; import { isValidModelName, normalizeModelName } from './model-names'; describe('normalizeModelName', () => { - it('extracts filename from forward slash path', () => { - expect(normalizeModelName('models/model-name-1')).toBe('model-name-1'); - expect(normalizeModelName('path/to/model/model-name-2')).toBe('model-name-2'); + it('preserves Hugging Face org/model format (single slash)', () => { + // Single slash is treated as Hugging Face format and preserved + expect(normalizeModelName('meta-llama/Llama-3.1-8B')).toBe('meta-llama/Llama-3.1-8B'); + expect(normalizeModelName('models/model-name-1')).toBe('models/model-name-1'); }); - it('extracts filename from backslash path', () => { + it('extracts filename from multi-segment paths', () => { + // Multiple slashes -> extract just the filename + expect(normalizeModelName('path/to/model/model-name-2')).toBe('model-name-2'); + expect(normalizeModelName('/absolute/path/to/model')).toBe('model'); + }); + + it('extracts filename from backslash paths', () => { expect(normalizeModelName('C\\Models\\model-name-1')).toBe('model-name-1'); expect(normalizeModelName('path\\to\\model\\model-name-2')).toBe('model-name-2'); }); diff --git a/tools/server/webui/src/lib/utils/model-names.ts b/tools/server/webui/src/lib/utils/model-names.ts index b1ea9d9536..c0a1e1c578 100644 --- a/tools/server/webui/src/lib/utils/model-names.ts +++ b/tools/server/webui/src/lib/utils/model-names.ts @@ -1,16 +1,19 @@ /** - * Normalizes a model name by extracting the filename from a path. + * Normalizes a model name by extracting the filename from a path, but preserves Hugging Face repository format. * * Handles both forward slashes (/) and backslashes (\) as path separators. - * If the model name is just a filename (no path), returns it as-is. + * - If the model name has exactly one slash (org/model format), preserves the full "org/model" name + * - If the model name has no slash or multiple slashes, extracts just the filename + * - If the model name is just a filename (no path), returns it as-is. * * @param modelName - The model name or path to normalize - * @returns The normalized model name (filename only) + * @returns The normalized model name * * @example - * normalizeModelName('models/llama-3.1-8b') // Returns: 'llama-3.1-8b' - * normalizeModelName('C:\\Models\\gpt-4') // Returns: 'gpt-4' - * normalizeModelName('simple-model') // Returns: 'simple-model' + * normalizeModelName('models/llama-3.1-8b') // Returns: 'llama-3.1-8b' (multiple slashes -> filename) + * normalizeModelName('C:\\Models\\gpt-4') // Returns: 'gpt-4' (multiple slashes -> filename) + * normalizeModelName('meta-llama/Llama-3.1-8B') // Returns: 'meta-llama/Llama-3.1-8B' (Hugging Face format) + * normalizeModelName('simple-model') // Returns: 'simple-model' (no slash) * normalizeModelName(' spaced ') // Returns: 'spaced' * normalizeModelName('') // Returns: '' */ @@ -22,6 +25,20 @@ export function normalizeModelName(modelName: string): string { } const segments = trimmed.split(/[\\/]/); + + // If we have exactly 2 segments (one slash), treat it as Hugging Face repo format + // and preserve the full "org/model" format + if (segments.length === 2) { + const [org, model] = segments; + const trimmedOrg = org?.trim(); + const trimmedModel = model?.trim(); + + if (trimmedOrg && trimmedModel) { + return `${trimmedOrg}/${trimmedModel}`; + } + } + + // For other cases (no slash, or multiple slashes), extract just the filename const candidate = segments.pop(); const normalized = candidate?.trim(); diff --git a/tools/server/webui/src/lib/utils/pdf-processing.ts b/tools/server/webui/src/lib/utils/pdf-processing.ts index 49b0f34bae..84c456d109 100644 --- a/tools/server/webui/src/lib/utils/pdf-processing.ts +++ b/tools/server/webui/src/lib/utils/pdf-processing.ts @@ -4,7 +4,7 @@ */ import { browser } from '$app/environment'; -import { MimeTypeApplication, MimeTypeImage } from '$lib/enums/files'; +import { MimeTypeApplication, MimeTypeImage } from '$lib/enums'; import * as pdfjs from 'pdfjs-dist'; type TextContent = { diff --git a/tools/server/webui/src/lib/utils/process-uploaded-files.ts b/tools/server/webui/src/lib/utils/process-uploaded-files.ts index 3fb0a9d1a9..f00116ccc1 100644 --- a/tools/server/webui/src/lib/utils/process-uploaded-files.ts +++ b/tools/server/webui/src/lib/utils/process-uploaded-files.ts @@ -1,11 +1,12 @@ import { isSvgMimeType, svgBase64UrlToPngDataURL } from './svg-to-png'; import { isTextFileByName } from './text-files'; import { isWebpMimeType, webpBase64UrlToPngDataURL } from './webp-to-png'; -import { FileTypeCategory } from '$lib/enums/files'; -import { getFileTypeCategory } from '$lib/utils/file-type'; -import { supportsVision } from '$lib/stores/server.svelte'; +import { FileTypeCategory } from '$lib/enums'; +import { modelsStore } from '$lib/stores/models.svelte'; import { settingsStore } from '$lib/stores/settings.svelte'; import { toast } from 'svelte-sonner'; +import { getFileTypeCategory } from '$lib/utils'; +import { convertPDFToText } from './pdf-processing'; /** * Read a file as a data URL (base64 encoded) @@ -47,7 +48,10 @@ function readFileAsUTF8(file: File): Promise { * @param files - Array of File objects to process * @returns Promise resolving to array of ChatUploadedFile objects */ -export async function processFilesToChatUploaded(files: File[]): Promise { +export async function processFilesToChatUploaded( + files: File[], + activeModelId?: string +): Promise { const results: ChatUploadedFile[] = []; for (const file of files) { @@ -92,11 +96,19 @@ export async function processFilesToChatUploaded(files: File[]): Promise max ? content.slice(0, max) + '...' : content; +} diff --git a/tools/server/webui/src/lib/utils/webp-to-png.ts b/tools/server/webui/src/lib/utils/webp-to-png.ts index 16e7a79c47..ea51838029 100644 --- a/tools/server/webui/src/lib/utils/webp-to-png.ts +++ b/tools/server/webui/src/lib/utils/webp-to-png.ts @@ -1,4 +1,4 @@ -import { FileExtensionImage, MimeTypeImage } from '$lib/enums/files'; +import { FileExtensionImage, MimeTypeImage } from '$lib/enums'; /** * Convert a WebP base64 data URL to a PNG data URL diff --git a/tools/server/webui/src/routes/+layout.svelte b/tools/server/webui/src/routes/+layout.svelte index dfe094c079..27dfac19c3 100644 --- a/tools/server/webui/src/routes/+layout.svelte +++ b/tools/server/webui/src/routes/+layout.svelte @@ -1,18 +1,19 @@ - + + - + - + - -
- - - + +
+ + + - + - - {@render children?.()} - -
-
+ + {@render children?.()} + +
+
+
diff --git a/tools/server/webui/src/routes/+page.svelte b/tools/server/webui/src/routes/+page.svelte index cd18dabccb..32a7c2e6e4 100644 --- a/tools/server/webui/src/routes/+page.svelte +++ b/tools/server/webui/src/routes/+page.svelte @@ -1,21 +1,79 @@ @@ -25,3 +83,9 @@ + + diff --git a/tools/server/webui/src/routes/+page.ts b/tools/server/webui/src/routes/+page.ts index a984c00457..7905af6b51 100644 --- a/tools/server/webui/src/routes/+page.ts +++ b/tools/server/webui/src/routes/+page.ts @@ -1,5 +1,5 @@ import type { PageLoad } from './$types'; -import { validateApiKey } from '$lib/utils/api-key-validation'; +import { validateApiKey } from '$lib/utils'; export const load: PageLoad = async ({ fetch }) => { await validateApiKey(fetch); diff --git a/tools/server/webui/src/routes/chat/[id]/+page.svelte b/tools/server/webui/src/routes/chat/[id]/+page.svelte index af91a8e9ef..b897ef5bcd 100644 --- a/tools/server/webui/src/routes/chat/[id]/+page.svelte +++ b/tools/server/webui/src/routes/chat/[id]/+page.svelte @@ -1,30 +1,144 @@ + + + + + + + diff --git a/tools/server/webui/tests/client/page.svelte.test.ts b/tools/server/webui/tests/client/page.svelte.test.ts new file mode 100644 index 0000000000..6849beb27b --- /dev/null +++ b/tools/server/webui/tests/client/page.svelte.test.ts @@ -0,0 +1,11 @@ +import { describe, it, expect } from 'vitest'; +import { render } from 'vitest-browser-svelte'; +import TestWrapper from './components/TestWrapper.svelte'; + +describe('/+page.svelte', () => { + it('should render page without throwing', async () => { + // Basic smoke test - page should render without throwing errors + // API calls will fail in test environment but component should still mount + expect(() => render(TestWrapper)).not.toThrow(); + }); +}); diff --git a/tools/server/webui/e2e/demo.test.ts b/tools/server/webui/tests/e2e/demo.test.ts similarity index 100% rename from tools/server/webui/e2e/demo.test.ts rename to tools/server/webui/tests/e2e/demo.test.ts diff --git a/tools/server/webui/src/demo.spec.ts b/tools/server/webui/tests/server/demo.spec.ts similarity index 100% rename from tools/server/webui/src/demo.spec.ts rename to tools/server/webui/tests/server/demo.spec.ts diff --git a/tools/server/webui/src/stories/ChatForm.stories.svelte b/tools/server/webui/tests/stories/ChatForm.stories.svelte similarity index 68% rename from tools/server/webui/src/stories/ChatForm.stories.svelte rename to tools/server/webui/tests/stories/ChatForm.stories.svelte index 82848e4fbf..fe6f14bd8e 100644 --- a/tools/server/webui/src/stories/ChatForm.stories.svelte +++ b/tools/server/webui/tests/stories/ChatForm.stories.svelte @@ -70,17 +70,19 @@ await expect(acceptAttr).not.toContain('image/'); await expect(acceptAttr).not.toContain('audio/'); + // Open file attachments dropdown const fileUploadButton = canvas.getByText('Attach files'); - await userEvent.click(fileUploadButton); - const recordButton = canvas.getAllByRole('button', { name: 'Start recording' })[1]; + // Check dropdown menu items are disabled (no modalities) const imagesButton = document.querySelector('.images-button'); const audioButton = document.querySelector('.audio-button'); - await expect(recordButton).toBeDisabled(); await expect(imagesButton).toHaveAttribute('data-disabled'); await expect(audioButton).toHaveAttribute('data-disabled'); + + // Close dropdown by pressing Escape + await userEvent.keyboard('{Escape}'); }} /> @@ -92,31 +94,21 @@ play={async ({ canvas, userEvent }) => { mockServerProps(mockConfigs.visionOnly); - // Test initial file input state (should accept images but not audio) - const fileInput = document.querySelector('input[type="file"]'); - const acceptAttr = fileInput?.getAttribute('accept'); - console.log('Vision modality accept attr:', acceptAttr); - + // Open file attachments dropdown and verify it works const fileUploadButton = canvas.getByText('Attach files'); await userEvent.click(fileUploadButton); - // Test that record button is disabled (no audio support) - const recordButton = canvas.getAllByRole('button', { name: 'Start recording' })[1]; - await expect(recordButton).toBeDisabled(); - - // Test that Images button is enabled (vision support) + // Verify dropdown menu items exist const imagesButton = document.querySelector('.images-button'); - await expect(imagesButton).not.toHaveAttribute('data-disabled'); - - // Test that Audio button is disabled (no audio support) const audioButton = document.querySelector('.audio-button'); - await expect(audioButton).toHaveAttribute('data-disabled'); - // Fix for dropdown menu side effect - const body = document.querySelector('body'); - if (body) body.style.pointerEvents = 'all'; + await expect(imagesButton).toBeInTheDocument(); + await expect(audioButton).toBeInTheDocument(); - console.log('✅ Vision modality: Images enabled, Audio/Recording disabled'); + // Close dropdown by pressing Escape + await userEvent.keyboard('{Escape}'); + + console.log('✅ Vision modality: Dropdown menu verified'); }} /> @@ -126,31 +118,21 @@ play={async ({ canvas, userEvent }) => { mockServerProps(mockConfigs.audioOnly); - // Test initial file input state (should accept audio but not images) - const fileInput = document.querySelector('input[type="file"]'); - const acceptAttr = fileInput?.getAttribute('accept'); - console.log('Audio modality accept attr:', acceptAttr); - + // Open file attachments dropdown and verify it works const fileUploadButton = canvas.getByText('Attach files'); await userEvent.click(fileUploadButton); - // Test that record button is enabled (audio support) - const recordButton = canvas.getAllByRole('button', { name: 'Start recording' })[1]; - await expect(recordButton).not.toBeDisabled(); - - // Test that Images button is disabled (no vision support) + // Verify dropdown menu items exist const imagesButton = document.querySelector('.images-button'); - await expect(imagesButton).toHaveAttribute('data-disabled'); - - // Test that Audio button is enabled (audio support) const audioButton = document.querySelector('.audio-button'); - await expect(audioButton).not.toHaveAttribute('data-disabled'); - // Fix for dropdown menu side effect - const body = document.querySelector('body'); - if (body) body.style.pointerEvents = 'all'; + await expect(imagesButton).toBeInTheDocument(); + await expect(audioButton).toBeInTheDocument(); - console.log('✅ Audio modality: Audio/Recording enabled, Images disabled'); + // Close dropdown by pressing Escape + await userEvent.keyboard('{Escape}'); + + console.log('✅ Audio modality: Dropdown menu verified'); }} /> diff --git a/tools/server/webui/src/stories/ChatMessage.stories.svelte b/tools/server/webui/tests/stories/ChatMessage.stories.svelte similarity index 87% rename from tools/server/webui/src/stories/ChatMessage.stories.svelte rename to tools/server/webui/tests/stories/ChatMessage.stories.svelte index 6529b75a30..5f4de7d476 100644 --- a/tools/server/webui/src/stories/ChatMessage.stories.svelte +++ b/tools/server/webui/tests/stories/ChatMessage.stories.svelte @@ -92,8 +92,8 @@ message: userMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); }} /> @@ -104,8 +104,8 @@ message: assistantMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); }} /> @@ -116,8 +116,8 @@ message: assistantWithReasoning }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); }} /> @@ -128,8 +128,8 @@ message: rawOutputMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', true); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', true); }} /> @@ -140,8 +140,8 @@ }} asChild play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); // Phase 1: Stream reasoning content in chunks let reasoningText = 'I need to think about this carefully. Let me break down the problem:\n\n1. The user is asking for help with something complex\n2. I should provide a thorough and helpful response\n3. I need to consider multiple approaches\n4. The best solution would be to explain step by step\n\nThis approach will ensure clarity and understanding.'; @@ -192,8 +192,8 @@ message: processingMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); // Import the chat store to simulate loading state const { chatStore } = await import('$lib/stores/chat.svelte'); diff --git a/tools/server/webui/src/stories/ChatSettings.stories.svelte b/tools/server/webui/tests/stories/ChatSettings.stories.svelte similarity index 100% rename from tools/server/webui/src/stories/ChatSettings.stories.svelte rename to tools/server/webui/tests/stories/ChatSettings.stories.svelte diff --git a/tools/server/webui/src/stories/ChatSidebar.stories.svelte b/tools/server/webui/tests/stories/ChatSidebar.stories.svelte similarity index 83% rename from tools/server/webui/src/stories/ChatSidebar.stories.svelte rename to tools/server/webui/tests/stories/ChatSidebar.stories.svelte index b74b246b1d..42cea8783c 100644 --- a/tools/server/webui/src/stories/ChatSidebar.stories.svelte +++ b/tools/server/webui/tests/stories/ChatSidebar.stories.svelte @@ -51,10 +51,10 @@ asChild name="Default" play={async () => { - const { chatStore } = await import('$lib/stores/chat.svelte'); + const { conversationsStore } = await import('$lib/stores/conversations.svelte'); waitFor(() => setTimeout(() => { - chatStore.conversations = mockConversations; + conversationsStore.conversations = mockConversations; }, 0)); }} > @@ -67,10 +67,10 @@ asChild name="SearchActive" play={async ({ userEvent }) => { - const { chatStore } = await import('$lib/stores/chat.svelte'); + const { conversationsStore } = await import('$lib/stores/conversations.svelte'); waitFor(() => setTimeout(() => { - chatStore.conversations = mockConversations; + conversationsStore.conversations = mockConversations; }, 0)); const searchTrigger = screen.getByText('Search conversations'); @@ -87,8 +87,8 @@ name="Empty" play={async () => { // Mock empty conversations store - const { chatStore } = await import('$lib/stores/chat.svelte'); - chatStore.conversations = []; + const { conversationsStore } = await import('$lib/stores/conversations.svelte'); + conversationsStore.conversations = []; }} >
diff --git a/tools/server/webui/src/stories/Introduction.mdx b/tools/server/webui/tests/stories/Introduction.mdx similarity index 100% rename from tools/server/webui/src/stories/Introduction.mdx rename to tools/server/webui/tests/stories/Introduction.mdx diff --git a/tools/server/webui/src/stories/MarkdownContent.stories.svelte b/tools/server/webui/tests/stories/MarkdownContent.stories.svelte similarity index 100% rename from tools/server/webui/src/stories/MarkdownContent.stories.svelte rename to tools/server/webui/tests/stories/MarkdownContent.stories.svelte diff --git a/tools/server/webui/src/stories/fixtures/ai-tutorial.ts b/tools/server/webui/tests/stories/fixtures/ai-tutorial.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/ai-tutorial.ts rename to tools/server/webui/tests/stories/fixtures/ai-tutorial.ts diff --git a/tools/server/webui/src/stories/fixtures/api-docs.ts b/tools/server/webui/tests/stories/fixtures/api-docs.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/api-docs.ts rename to tools/server/webui/tests/stories/fixtures/api-docs.ts diff --git a/tools/server/webui/src/stories/fixtures/assets/1.jpg b/tools/server/webui/tests/stories/fixtures/assets/1.jpg similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/1.jpg rename to tools/server/webui/tests/stories/fixtures/assets/1.jpg diff --git a/tools/server/webui/src/stories/fixtures/assets/beautiful-flowers-lotus.webp b/tools/server/webui/tests/stories/fixtures/assets/beautiful-flowers-lotus.webp similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/beautiful-flowers-lotus.webp rename to tools/server/webui/tests/stories/fixtures/assets/beautiful-flowers-lotus.webp diff --git a/tools/server/webui/src/stories/fixtures/assets/example.pdf b/tools/server/webui/tests/stories/fixtures/assets/example.pdf similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/example.pdf rename to tools/server/webui/tests/stories/fixtures/assets/example.pdf diff --git a/tools/server/webui/src/stories/fixtures/assets/hf-logo.svg b/tools/server/webui/tests/stories/fixtures/assets/hf-logo.svg similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/hf-logo.svg rename to tools/server/webui/tests/stories/fixtures/assets/hf-logo.svg diff --git a/tools/server/webui/src/stories/fixtures/blog-post.ts b/tools/server/webui/tests/stories/fixtures/blog-post.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/blog-post.ts rename to tools/server/webui/tests/stories/fixtures/blog-post.ts diff --git a/tools/server/webui/src/stories/fixtures/data-analysis.ts b/tools/server/webui/tests/stories/fixtures/data-analysis.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/data-analysis.ts rename to tools/server/webui/tests/stories/fixtures/data-analysis.ts diff --git a/tools/server/webui/src/stories/fixtures/empty.ts b/tools/server/webui/tests/stories/fixtures/empty.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/empty.ts rename to tools/server/webui/tests/stories/fixtures/empty.ts diff --git a/tools/server/webui/src/stories/fixtures/math-formulas.ts b/tools/server/webui/tests/stories/fixtures/math-formulas.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/math-formulas.ts rename to tools/server/webui/tests/stories/fixtures/math-formulas.ts diff --git a/tools/server/webui/src/stories/fixtures/readme.ts b/tools/server/webui/tests/stories/fixtures/readme.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/readme.ts rename to tools/server/webui/tests/stories/fixtures/readme.ts diff --git a/tools/server/webui/tests/stories/fixtures/storybook-mocks.ts b/tools/server/webui/tests/stories/fixtures/storybook-mocks.ts new file mode 100644 index 0000000000..c40a74655a --- /dev/null +++ b/tools/server/webui/tests/stories/fixtures/storybook-mocks.ts @@ -0,0 +1,81 @@ +import { serverStore } from '$lib/stores/server.svelte'; +import { modelsStore } from '$lib/stores/models.svelte'; + +/** + * Mock server properties for Storybook testing + * This utility allows setting mock server configurations without polluting production code + */ +export function mockServerProps(props: Partial): void { + // Reset any pointer-events from previous tests (dropdown cleanup) + const body = document.querySelector('body'); + if (body) body.style.pointerEvents = ''; + + // Directly set the props for testing purposes + (serverStore as unknown as { props: ApiLlamaCppServerProps }).props = { + model_path: props.model_path || 'test-model', + modalities: { + vision: props.modalities?.vision ?? false, + audio: props.modalities?.audio ?? false + }, + ...props + } as ApiLlamaCppServerProps; + + // Set router mode role so activeModelId can be set + (serverStore as unknown as { props: ApiLlamaCppServerProps }).props.role = 'ROUTER'; + + // Also mock modelsStore methods for modality checking + const vision = props.modalities?.vision ?? false; + const audio = props.modalities?.audio ?? false; + + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).modelSupportsVision = () => vision; + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).modelSupportsAudio = () => audio; + + // Mock models list with a test model so activeModelId can be resolved + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).models = [ + { + id: 'test-model', + name: 'Test Model', + model: 'test-model' + } + ]; + + // Mock selectedModelId + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).selectedModelId = 'test-model'; +} + +/** + * Reset server store to clean state for testing + */ +export function resetServerStore(): void { + (serverStore as unknown as { props: ApiLlamaCppServerProps }).props = { + model_path: '', + modalities: { + vision: false, + audio: false + } + } as ApiLlamaCppServerProps; + (serverStore as unknown as { error: string }).error = ''; + (serverStore as unknown as { loading: boolean }).loading = false; +} + +/** + * Common mock configurations for Storybook stories + */ +export const mockConfigs = { + visionOnly: { + modalities: { vision: true, audio: false } + }, + audioOnly: { + modalities: { vision: false, audio: true } + }, + bothModalities: { + modalities: { vision: true, audio: true } + }, + noModalities: { + modalities: { vision: false, audio: false } + } +} as const; diff --git a/tools/server/webui/vite.config.ts b/tools/server/webui/vite.config.ts index 11ff665d8b..b41d3511b4 100644 --- a/tools/server/webui/vite.config.ts +++ b/tools/server/webui/vite.config.ts @@ -118,8 +118,7 @@ export default defineConfig({ provider: 'playwright', instances: [{ browser: 'chromium' }] }, - include: ['src/**/*.svelte.{test,spec}.{js,ts}'], - exclude: ['src/lib/server/**'], + include: ['tests/client/**/*.svelte.{test,spec}.{js,ts}'], setupFiles: ['./vitest-setup-client.ts'] } }, @@ -128,8 +127,7 @@ export default defineConfig({ test: { name: 'server', environment: 'node', - include: ['src/**/*.{test,spec}.{js,ts}'], - exclude: ['src/**/*.svelte.{test,spec}.{js,ts}'] + include: ['tests/server/**/*.{test,spec}.{js,ts}'] } }, { @@ -142,7 +140,7 @@ export default defineConfig({ provider: 'playwright', instances: [{ browser: 'chromium', headless: true }] }, - include: ['src/**/*.stories.{js,ts,svelte}'], + include: ['tests/stories/**/*.stories.{js,ts,svelte}'], setupFiles: ['./.storybook/vitest.setup.ts'] }, plugins: [ @@ -158,7 +156,7 @@ export default defineConfig({ proxy: { '/v1': 'http://localhost:8080', '/props': 'http://localhost:8080', - '/slots': 'http://localhost:8080' + '/models': 'http://localhost:8080' }, headers: { 'Cross-Origin-Embedder-Policy': 'require-corp', diff --git a/tools/tts/tts.cpp b/tools/tts/tts.cpp index eaf56591d9..8c39fce8ba 100644 --- a/tools/tts/tts.cpp +++ b/tools/tts/tts.cpp @@ -568,10 +568,10 @@ int main(int argc, char ** argv) { llama_context * ctx_ttc = NULL; llama_context * ctx_cts = NULL; - common_init_result llama_init_ttc = common_init_from_params(params); + auto llama_init_ttc = common_init_from_params(params); - model_ttc = llama_init_ttc.model.get(); - ctx_ttc = llama_init_ttc.context.get(); + model_ttc = llama_init_ttc->model(); + ctx_ttc = llama_init_ttc->context(); if (model_ttc == nullptr || ctx_ttc == nullptr) { return ENOENT; @@ -583,10 +583,10 @@ int main(int argc, char ** argv) { params.embedding = true; params.n_ubatch = params.n_batch; - common_init_result llama_init_cts = common_init_from_params(params); + auto llama_init_cts = common_init_from_params(params); - model_cts = llama_init_cts.model.get(); - ctx_cts = llama_init_cts.context.get(); + model_cts = llama_init_cts->model(); + ctx_cts = llama_init_cts->context(); if (model_cts == nullptr || ctx_cts == nullptr) { return ENOENT; diff --git a/vendor/cpp-httplib/CMakeLists.txt b/vendor/cpp-httplib/CMakeLists.txt index 0fa1cd9831..8f0d15d1fd 100644 --- a/vendor/cpp-httplib/CMakeLists.txt +++ b/vendor/cpp-httplib/CMakeLists.txt @@ -9,6 +9,11 @@ if (NOT MSVC) endif() target_link_libraries (${TARGET} PRIVATE Threads::Threads) + +if (WIN32 AND NOT MSVC) + target_link_libraries(${TARGET} PRIVATE ws2_32) +endif() + target_compile_features(${TARGET} PRIVATE cxx_std_17) target_compile_definitions(${TARGET} PRIVATE @@ -22,8 +27,9 @@ target_compile_definitions(${TARGET} PRIVATE CPPHTTPLIB_TCP_NODELAY=1 ) +set(OPENSSL_NO_ASM ON CACHE BOOL "Disable OpenSSL ASM code when building BoringSSL or LibreSSL") + if (LLAMA_BUILD_BORINGSSL) - set(OPENSSL_NO_ASM ON CACHE BOOL "Disable OpenSSL ASM code (BoringSSL)") set(FIPS OFF CACHE BOOL "Enable FIPS (BoringSSL)") set(BORINGSSL_GIT "https://boringssl.googlesource.com/boringssl" CACHE STRING "BoringSSL git repository") @@ -64,6 +70,47 @@ if (LLAMA_BUILD_BORINGSSL) set(CPPHTTPLIB_OPENSSL_SUPPORT TRUE) target_link_libraries(${TARGET} PUBLIC ssl crypto) +elseif (LLAMA_BUILD_LIBRESSL) + set(LIBRESSL_VERSION "4.2.1" CACHE STRING "LibreSSL version") + + message(STATUS "Fetching LibreSSL version ${LIBRESSL_VERSION}") + + set(LIBRESSL_ARGS + URL "https://cdn.openbsd.org/pub/OpenBSD/LibreSSL/libressl-${LIBRESSL_VERSION}.tar.gz" + ) + if(CMAKE_VERSION VERSION_GREATER_EQUAL 3.24) + list(APPEND LIBRESSL_ARGS DOWNLOAD_EXTRACT_TIMESTAMP TRUE) + endif() + + if(CMAKE_VERSION VERSION_GREATER_EQUAL 3.28) + list(APPEND LIBRESSL_ARGS EXCLUDE_FROM_ALL) + endif() + + include(FetchContent) + FetchContent_Declare(libressl ${LIBRESSL_ARGS}) + + set(SAVED_BUILD_SHARED_LIBS ${BUILD_SHARED_LIBS}) + set(SAVED_BUILD_TESTING ${BUILD_TESTING}) + + set(BUILD_SHARED_LIBS OFF) + set(BUILD_TESTING OFF) + + if(CMAKE_VERSION VERSION_GREATER_EQUAL 3.28) + FetchContent_MakeAvailable(libressl) + else() + FetchContent_GetProperties(libressl) + if(NOT libressl_POPULATED) + FetchContent_Populate(libressl) + add_subdirectory(${libressl_SOURCE_DIR} ${libressl_BINARY_DIR} EXCLUDE_FROM_ALL) + endif() + endif() + + set(BUILD_SHARED_LIBS ${SAVED_BUILD_SHARED_LIBS}) + set(BUILD_TESTING ${SAVED_BUILD_TESTING}) + + set(CPPHTTPLIB_OPENSSL_SUPPORT TRUE) + target_link_libraries(${TARGET} PUBLIC ssl crypto) + elseif (LLAMA_OPENSSL) find_package(OpenSSL) if (OpenSSL_FOUND) @@ -102,4 +149,7 @@ if (CPPHTTPLIB_OPENSSL_SUPPORT) find_library(SECURITY_FRAMEWORK Security REQUIRED) target_link_libraries(${TARGET} PUBLIC ${CORE_FOUNDATION_FRAMEWORK} ${SECURITY_FRAMEWORK}) endif() + if (WIN32 AND NOT MSVC) + target_link_libraries(${TARGET} PUBLIC crypt32) + endif() endif() diff --git a/vendor/sheredom/subprocess.h b/vendor/sheredom/subprocess.h new file mode 100644 index 0000000000..3e40bae046 --- /dev/null +++ b/vendor/sheredom/subprocess.h @@ -0,0 +1,1203 @@ +/* + The latest version of this library is available on GitHub; + https://github.com/sheredom/subprocess.h +*/ + +/* + This is free and unencumbered software released into the public domain. + + Anyone is free to copy, modify, publish, use, compile, sell, or + distribute this software, either in source code form or as a compiled + binary, for any purpose, commercial or non-commercial, and by any + means. + + In jurisdictions that recognize copyright laws, the author or authors + of this software dedicate any and all copyright interest in the + software to the public domain. We make this dedication for the benefit + of the public at large and to the detriment of our heirs and + successors. We intend this dedication to be an overt act of + relinquishment in perpetuity of all present and future rights to this + software under copyright law. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, + EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF + MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. + IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR + OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, + ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR + OTHER DEALINGS IN THE SOFTWARE. + + For more information, please refer to +*/ + +#ifndef SHEREDOM_SUBPROCESS_H_INCLUDED +#define SHEREDOM_SUBPROCESS_H_INCLUDED + +#if defined(_MSC_VER) +#pragma warning(push, 1) + +/* disable warning: '__cplusplus' is not defined as a preprocessor macro, + * replacing with '0' for '#if/#elif' */ +#pragma warning(disable : 4668) +#endif + +#include +#include + +#if defined(_MSC_VER) +#pragma warning(pop) +#endif + +#if defined(__TINYC__) +#define SUBPROCESS_ATTRIBUTE(a) __attribute((a)) +#else +#define SUBPROCESS_ATTRIBUTE(a) __attribute__((a)) +#endif + +#if defined(_MSC_VER) +#define subprocess_pure +#define subprocess_weak __inline +#define subprocess_tls __declspec(thread) +#elif defined(__MINGW32__) +#define subprocess_pure SUBPROCESS_ATTRIBUTE(pure) +#define subprocess_weak static SUBPROCESS_ATTRIBUTE(used) +#define subprocess_tls __thread +#elif defined(__clang__) || defined(__GNUC__) || defined(__TINYC__) +#define subprocess_pure SUBPROCESS_ATTRIBUTE(pure) +#define subprocess_weak SUBPROCESS_ATTRIBUTE(weak) +#define subprocess_tls __thread +#else +#error Non clang, non gcc, non MSVC compiler found! +#endif + +struct subprocess_s; + +enum subprocess_option_e { + // stdout and stderr are the same FILE. + subprocess_option_combined_stdout_stderr = 0x1, + + // The child process should inherit the environment variables of the parent. + subprocess_option_inherit_environment = 0x2, + + // Enable asynchronous reading of stdout/stderr before it has completed. + subprocess_option_enable_async = 0x4, + + // Enable the child process to be spawned with no window visible if supported + // by the platform. + subprocess_option_no_window = 0x8, + + // Search for program names in the PATH variable. Always enabled on Windows. + // Note: this will **not** search for paths in any provided custom environment + // and instead uses the PATH of the spawning process. + subprocess_option_search_user_path = 0x10 +}; + +#if defined(__cplusplus) +extern "C" { +#endif + +/// @brief Create a process. +/// @param command_line An array of strings for the command line to execute for +/// this process. The last element must be NULL to signify the end of the array. +/// The memory backing this parameter only needs to persist until this function +/// returns. +/// @param options A bit field of subprocess_option_e's to pass. +/// @param out_process The newly created process. +/// @return On success zero is returned. +subprocess_weak int subprocess_create(const char *const command_line[], + int options, + struct subprocess_s *const out_process); + +/// @brief Create a process (extended create). +/// @param command_line An array of strings for the command line to execute for +/// this process. The last element must be NULL to signify the end of the array. +/// The memory backing this parameter only needs to persist until this function +/// returns. +/// @param options A bit field of subprocess_option_e's to pass. +/// @param environment An optional array of strings for the environment to use +/// for a child process (each element of the form FOO=BAR). The last element +/// must be NULL to signify the end of the array. +/// @param out_process The newly created process. +/// @return On success zero is returned. +/// +/// If `options` contains `subprocess_option_inherit_environment`, then +/// `environment` must be NULL. +subprocess_weak int +subprocess_create_ex(const char *const command_line[], int options, + const char *const environment[], + struct subprocess_s *const out_process); + +/// @brief Get the standard input file for a process. +/// @param process The process to query. +/// @return The file for standard input of the process. +/// +/// The file returned can be written to by the parent process to feed data to +/// the standard input of the process. +subprocess_pure subprocess_weak FILE * +subprocess_stdin(const struct subprocess_s *const process); + +/// @brief Get the standard output file for a process. +/// @param process The process to query. +/// @return The file for standard output of the process. +/// +/// The file returned can be read from by the parent process to read data from +/// the standard output of the child process. +subprocess_pure subprocess_weak FILE * +subprocess_stdout(const struct subprocess_s *const process); + +/// @brief Get the standard error file for a process. +/// @param process The process to query. +/// @return The file for standard error of the process. +/// +/// The file returned can be read from by the parent process to read data from +/// the standard error of the child process. +/// +/// If the process was created with the subprocess_option_combined_stdout_stderr +/// option bit set, this function will return NULL, and the subprocess_stdout +/// function should be used for both the standard output and error combined. +subprocess_pure subprocess_weak FILE * +subprocess_stderr(const struct subprocess_s *const process); + +/// @brief Wait for a process to finish execution. +/// @param process The process to wait for. +/// @param out_return_code The return code of the returned process (can be +/// NULL). +/// @return On success zero is returned. +/// +/// Joining a process will close the stdin pipe to the process. +subprocess_weak int subprocess_join(struct subprocess_s *const process, + int *const out_return_code); + +/// @brief Destroy a previously created process. +/// @param process The process to destroy. +/// @return On success zero is returned. +/// +/// If the process to be destroyed had not finished execution, it may out live +/// the parent process. +subprocess_weak int subprocess_destroy(struct subprocess_s *const process); + +/// @brief Terminate a previously created process. +/// @param process The process to terminate. +/// @return On success zero is returned. +/// +/// If the process to be destroyed had not finished execution, it will be +/// terminated (i.e killed). +subprocess_weak int subprocess_terminate(struct subprocess_s *const process); + +/// @brief Read the standard output from the child process. +/// @param process The process to read from. +/// @param buffer The buffer to read into. +/// @param size The maximum number of bytes to read. +/// @return The number of bytes actually read into buffer. Can only be 0 if the +/// process has complete. +/// +/// The only safe way to read from the standard output of a process during it's +/// execution is to use the `subprocess_option_enable_async` option in +/// conjunction with this method. +subprocess_weak unsigned +subprocess_read_stdout(struct subprocess_s *const process, char *const buffer, + unsigned size); + +/// @brief Read the standard error from the child process. +/// @param process The process to read from. +/// @param buffer The buffer to read into. +/// @param size The maximum number of bytes to read. +/// @return The number of bytes actually read into buffer. Can only be 0 if the +/// process has complete. +/// +/// The only safe way to read from the standard error of a process during it's +/// execution is to use the `subprocess_option_enable_async` option in +/// conjunction with this method. +subprocess_weak unsigned +subprocess_read_stderr(struct subprocess_s *const process, char *const buffer, + unsigned size); + +/// @brief Returns if the subprocess is currently still alive and executing. +/// @param process The process to check. +/// @return If the process is still alive non-zero is returned. +subprocess_weak int subprocess_alive(struct subprocess_s *const process); + +#if defined(__cplusplus) +#define SUBPROCESS_CAST(type, x) static_cast(x) +#define SUBPROCESS_PTR_CAST(type, x) reinterpret_cast(x) +#define SUBPROCESS_CONST_CAST(type, x) const_cast(x) +#define SUBPROCESS_NULL NULL +#else +#define SUBPROCESS_CAST(type, x) ((type)(x)) +#define SUBPROCESS_PTR_CAST(type, x) ((type)(x)) +#define SUBPROCESS_CONST_CAST(type, x) ((type)(x)) +#define SUBPROCESS_NULL 0 +#endif + +#if !defined(_WIN32) +#include +#include +#include +#include +#include +#include +#endif + +#if defined(_WIN32) + +#if (_MSC_VER < 1920) +#ifdef _WIN64 +typedef __int64 subprocess_intptr_t; +typedef unsigned __int64 subprocess_size_t; +#else +typedef int subprocess_intptr_t; +typedef unsigned int subprocess_size_t; +#endif +#else +#include + +typedef intptr_t subprocess_intptr_t; +typedef size_t subprocess_size_t; +#endif + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wreserved-identifier" +#endif + +typedef struct _PROCESS_INFORMATION *LPPROCESS_INFORMATION; +typedef struct _SECURITY_ATTRIBUTES *LPSECURITY_ATTRIBUTES; +typedef struct _STARTUPINFOA *LPSTARTUPINFOA; +typedef struct _OVERLAPPED *LPOVERLAPPED; + +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + +#ifdef _MSC_VER +#pragma warning(push, 1) +#endif +#ifdef __MINGW32__ +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wpedantic" +#endif + +struct subprocess_subprocess_information_s { + void *hProcess; + void *hThread; + unsigned long dwProcessId; + unsigned long dwThreadId; +}; + +struct subprocess_security_attributes_s { + unsigned long nLength; + void *lpSecurityDescriptor; + int bInheritHandle; +}; + +struct subprocess_startup_info_s { + unsigned long cb; + char *lpReserved; + char *lpDesktop; + char *lpTitle; + unsigned long dwX; + unsigned long dwY; + unsigned long dwXSize; + unsigned long dwYSize; + unsigned long dwXCountChars; + unsigned long dwYCountChars; + unsigned long dwFillAttribute; + unsigned long dwFlags; + unsigned short wShowWindow; + unsigned short cbReserved2; + unsigned char *lpReserved2; + void *hStdInput; + void *hStdOutput; + void *hStdError; +}; + +struct subprocess_overlapped_s { + uintptr_t Internal; + uintptr_t InternalHigh; + union { + struct { + unsigned long Offset; + unsigned long OffsetHigh; + } DUMMYSTRUCTNAME; + void *Pointer; + } DUMMYUNIONNAME; + + void *hEvent; +}; + +#ifdef __MINGW32__ +#pragma GCC diagnostic pop +#endif +#ifdef _MSC_VER +#pragma warning(pop) +#endif + +__declspec(dllimport) unsigned long __stdcall GetLastError(void); +__declspec(dllimport) int __stdcall SetHandleInformation(void *, unsigned long, + unsigned long); +__declspec(dllimport) int __stdcall CreatePipe(void **, void **, + LPSECURITY_ATTRIBUTES, + unsigned long); +__declspec(dllimport) void *__stdcall CreateNamedPipeA( + const char *, unsigned long, unsigned long, unsigned long, unsigned long, + unsigned long, unsigned long, LPSECURITY_ATTRIBUTES); +__declspec(dllimport) int __stdcall ReadFile(void *, void *, unsigned long, + unsigned long *, LPOVERLAPPED); +__declspec(dllimport) unsigned long __stdcall GetCurrentProcessId(void); +__declspec(dllimport) unsigned long __stdcall GetCurrentThreadId(void); +__declspec(dllimport) void *__stdcall CreateFileA(const char *, unsigned long, + unsigned long, + LPSECURITY_ATTRIBUTES, + unsigned long, unsigned long, + void *); +__declspec(dllimport) void *__stdcall CreateEventA(LPSECURITY_ATTRIBUTES, int, + int, const char *); +__declspec(dllimport) int __stdcall CreateProcessA( + const char *, char *, LPSECURITY_ATTRIBUTES, LPSECURITY_ATTRIBUTES, int, + unsigned long, void *, const char *, LPSTARTUPINFOA, LPPROCESS_INFORMATION); +__declspec(dllimport) int __stdcall CloseHandle(void *); +__declspec(dllimport) unsigned long __stdcall WaitForSingleObject( + void *, unsigned long); +__declspec(dllimport) int __stdcall GetExitCodeProcess( + void *, unsigned long *lpExitCode); +__declspec(dllimport) int __stdcall TerminateProcess(void *, unsigned int); +__declspec(dllimport) unsigned long __stdcall WaitForMultipleObjects( + unsigned long, void *const *, int, unsigned long); +__declspec(dllimport) int __stdcall GetOverlappedResult(void *, LPOVERLAPPED, + unsigned long *, int); + +#if defined(_DLL) +#define SUBPROCESS_DLLIMPORT __declspec(dllimport) +#else +#define SUBPROCESS_DLLIMPORT +#endif + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wreserved-identifier" +#endif + +SUBPROCESS_DLLIMPORT int __cdecl _fileno(FILE *); +SUBPROCESS_DLLIMPORT int __cdecl _open_osfhandle(subprocess_intptr_t, int); +SUBPROCESS_DLLIMPORT subprocess_intptr_t __cdecl _get_osfhandle(int); + +#ifndef __MINGW32__ +void *__cdecl _alloca(subprocess_size_t); +#else +#include +#endif + +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + +#else +typedef size_t subprocess_size_t; +#endif + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wpadded" +#endif +struct subprocess_s { + FILE *stdin_file; + FILE *stdout_file; + FILE *stderr_file; + +#if defined(_WIN32) + void *hProcess; + void *hStdInput; + void *hEventOutput; + void *hEventError; +#else + pid_t child; + int return_status; +#endif + + subprocess_size_t alive; +}; +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + +#if defined(__clang__) +#if __has_warning("-Wunsafe-buffer-usage") +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wunsafe-buffer-usage" +#endif +#endif + +#if defined(_WIN32) +subprocess_weak int subprocess_create_named_pipe_helper(void **rd, void **wr); +int subprocess_create_named_pipe_helper(void **rd, void **wr) { + const unsigned long pipeAccessInbound = 0x00000001; + const unsigned long fileFlagOverlapped = 0x40000000; + const unsigned long pipeTypeByte = 0x00000000; + const unsigned long pipeWait = 0x00000000; + const unsigned long genericWrite = 0x40000000; + const unsigned long openExisting = 3; + const unsigned long fileAttributeNormal = 0x00000080; + const void *const invalidHandleValue = + SUBPROCESS_PTR_CAST(void *, ~(SUBPROCESS_CAST(subprocess_intptr_t, 0))); + struct subprocess_security_attributes_s saAttr = {sizeof(saAttr), + SUBPROCESS_NULL, 1}; + char name[256] = {0}; + static subprocess_tls long index = 0; + const long unique = index++; + +#if defined(_MSC_VER) && _MSC_VER < 1900 +#pragma warning(push, 1) +#pragma warning(disable : 4996) + _snprintf(name, sizeof(name) - 1, + "\\\\.\\pipe\\sheredom_subprocess_h.%08lx.%08lx.%ld", + GetCurrentProcessId(), GetCurrentThreadId(), unique); +#pragma warning(pop) +#else + snprintf(name, sizeof(name) - 1, + "\\\\.\\pipe\\sheredom_subprocess_h.%08lx.%08lx.%ld", + GetCurrentProcessId(), GetCurrentThreadId(), unique); +#endif + + *rd = + CreateNamedPipeA(name, pipeAccessInbound | fileFlagOverlapped, + pipeTypeByte | pipeWait, 1, 4096, 4096, SUBPROCESS_NULL, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr)); + + if (invalidHandleValue == *rd) { + return -1; + } + + *wr = CreateFileA(name, genericWrite, SUBPROCESS_NULL, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), + openExisting, fileAttributeNormal, SUBPROCESS_NULL); + + if (invalidHandleValue == *wr) { + return -1; + } + + return 0; +} +#endif + +int subprocess_create(const char *const commandLine[], int options, + struct subprocess_s *const out_process) { + return subprocess_create_ex(commandLine, options, SUBPROCESS_NULL, + out_process); +} + +int subprocess_create_ex(const char *const commandLine[], int options, + const char *const environment[], + struct subprocess_s *const out_process) { +#if defined(_WIN32) + int fd; + void *rd, *wr; + char *commandLineCombined; + subprocess_size_t len; + int i, j; + int need_quoting; + unsigned long flags = 0; + const unsigned long startFUseStdHandles = 0x00000100; + const unsigned long handleFlagInherit = 0x00000001; + const unsigned long createNoWindow = 0x08000000; + struct subprocess_subprocess_information_s processInfo; + struct subprocess_security_attributes_s saAttr = {sizeof(saAttr), + SUBPROCESS_NULL, 1}; + char *used_environment = SUBPROCESS_NULL; + struct subprocess_startup_info_s startInfo = {0, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + SUBPROCESS_NULL}; + + startInfo.cb = sizeof(startInfo); + startInfo.dwFlags = startFUseStdHandles; + + if (subprocess_option_no_window == (options & subprocess_option_no_window)) { + flags |= createNoWindow; + } + + if (subprocess_option_inherit_environment != + (options & subprocess_option_inherit_environment)) { + if (SUBPROCESS_NULL == environment) { + used_environment = SUBPROCESS_CONST_CAST(char *, "\0\0"); + } else { + // We always end with two null terminators. + len = 2; + + for (i = 0; environment[i]; i++) { + for (j = 0; '\0' != environment[i][j]; j++) { + len++; + } + + // For the null terminator too. + len++; + } + + used_environment = SUBPROCESS_CAST(char *, _alloca(len)); + + // Re-use len for the insertion position + len = 0; + + for (i = 0; environment[i]; i++) { + for (j = 0; '\0' != environment[i][j]; j++) { + used_environment[len++] = environment[i][j]; + } + + used_environment[len++] = '\0'; + } + + // End with the two null terminators. + used_environment[len++] = '\0'; + used_environment[len++] = '\0'; + } + } else { + if (SUBPROCESS_NULL != environment) { + return -1; + } + } + + if (!CreatePipe(&rd, &wr, SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), + 0)) { + return -1; + } + + if (!SetHandleInformation(wr, handleFlagInherit, 0)) { + return -1; + } + + fd = _open_osfhandle(SUBPROCESS_PTR_CAST(subprocess_intptr_t, wr), 0); + + if (-1 != fd) { + out_process->stdin_file = _fdopen(fd, "wb"); + + if (SUBPROCESS_NULL == out_process->stdin_file) { + return -1; + } + } + + startInfo.hStdInput = rd; + + if (options & subprocess_option_enable_async) { + if (subprocess_create_named_pipe_helper(&rd, &wr)) { + return -1; + } + } else { + if (!CreatePipe(&rd, &wr, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 0)) { + return -1; + } + } + + if (!SetHandleInformation(rd, handleFlagInherit, 0)) { + return -1; + } + + fd = _open_osfhandle(SUBPROCESS_PTR_CAST(subprocess_intptr_t, rd), 0); + + if (-1 != fd) { + out_process->stdout_file = _fdopen(fd, "rb"); + + if (SUBPROCESS_NULL == out_process->stdout_file) { + return -1; + } + } + + startInfo.hStdOutput = wr; + + if (subprocess_option_combined_stdout_stderr == + (options & subprocess_option_combined_stdout_stderr)) { + out_process->stderr_file = out_process->stdout_file; + startInfo.hStdError = startInfo.hStdOutput; + } else { + if (options & subprocess_option_enable_async) { + if (subprocess_create_named_pipe_helper(&rd, &wr)) { + return -1; + } + } else { + if (!CreatePipe(&rd, &wr, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 0)) { + return -1; + } + } + + if (!SetHandleInformation(rd, handleFlagInherit, 0)) { + return -1; + } + + fd = _open_osfhandle(SUBPROCESS_PTR_CAST(subprocess_intptr_t, rd), 0); + + if (-1 != fd) { + out_process->stderr_file = _fdopen(fd, "rb"); + + if (SUBPROCESS_NULL == out_process->stderr_file) { + return -1; + } + } + + startInfo.hStdError = wr; + } + + if (options & subprocess_option_enable_async) { + out_process->hEventOutput = + CreateEventA(SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 1, 1, + SUBPROCESS_NULL); + out_process->hEventError = + CreateEventA(SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 1, 1, + SUBPROCESS_NULL); + } else { + out_process->hEventOutput = SUBPROCESS_NULL; + out_process->hEventError = SUBPROCESS_NULL; + } + + // Combine commandLine together into a single string + len = 0; + for (i = 0; commandLine[i]; i++) { + // for the trailing \0 + len++; + + // Quote the argument if it has a space in it + if (strpbrk(commandLine[i], "\t\v ") != SUBPROCESS_NULL || + commandLine[i][0] == SUBPROCESS_NULL) + len += 2; + + for (j = 0; '\0' != commandLine[i][j]; j++) { + switch (commandLine[i][j]) { + default: + break; + case '\\': + if (commandLine[i][j + 1] == '"') { + len++; + } + + break; + case '"': + len++; + break; + } + len++; + } + } + + commandLineCombined = SUBPROCESS_CAST(char *, _alloca(len)); + + if (!commandLineCombined) { + return -1; + } + + // Gonna re-use len to store the write index into commandLineCombined + len = 0; + + for (i = 0; commandLine[i]; i++) { + if (0 != i) { + commandLineCombined[len++] = ' '; + } + + need_quoting = strpbrk(commandLine[i], "\t\v ") != SUBPROCESS_NULL || + commandLine[i][0] == SUBPROCESS_NULL; + if (need_quoting) { + commandLineCombined[len++] = '"'; + } + + for (j = 0; '\0' != commandLine[i][j]; j++) { + switch (commandLine[i][j]) { + default: + break; + case '\\': + if (commandLine[i][j + 1] == '"') { + commandLineCombined[len++] = '\\'; + } + + break; + case '"': + commandLineCombined[len++] = '\\'; + break; + } + + commandLineCombined[len++] = commandLine[i][j]; + } + if (need_quoting) { + commandLineCombined[len++] = '"'; + } + } + + commandLineCombined[len] = '\0'; + + if (!CreateProcessA( + SUBPROCESS_NULL, + commandLineCombined, // command line + SUBPROCESS_NULL, // process security attributes + SUBPROCESS_NULL, // primary thread security attributes + 1, // handles are inherited + flags, // creation flags + used_environment, // used environment + SUBPROCESS_NULL, // use parent's current directory + SUBPROCESS_PTR_CAST(LPSTARTUPINFOA, + &startInfo), // STARTUPINFO pointer + SUBPROCESS_PTR_CAST(LPPROCESS_INFORMATION, &processInfo))) { + return -1; + } + + out_process->hProcess = processInfo.hProcess; + + out_process->hStdInput = startInfo.hStdInput; + + // We don't need the handle of the primary thread in the called process. + CloseHandle(processInfo.hThread); + + if (SUBPROCESS_NULL != startInfo.hStdOutput) { + CloseHandle(startInfo.hStdOutput); + + if (startInfo.hStdError != startInfo.hStdOutput) { + CloseHandle(startInfo.hStdError); + } + } + + out_process->alive = 1; + + return 0; +#else + int stdinfd[2]; + int stdoutfd[2]; + int stderrfd[2]; + pid_t child; + extern char **environ; + char *const empty_environment[1] = {SUBPROCESS_NULL}; + posix_spawn_file_actions_t actions; + char *const *used_environment; + + if (subprocess_option_inherit_environment == + (options & subprocess_option_inherit_environment)) { + if (SUBPROCESS_NULL != environment) { + return -1; + } + } + + if (0 != pipe(stdinfd)) { + return -1; + } + + if (0 != pipe(stdoutfd)) { + return -1; + } + + if (subprocess_option_combined_stdout_stderr != + (options & subprocess_option_combined_stdout_stderr)) { + if (0 != pipe(stderrfd)) { + return -1; + } + } + + if (environment) { +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wcast-qual" +#pragma clang diagnostic ignored "-Wold-style-cast" +#endif + used_environment = SUBPROCESS_CONST_CAST(char *const *, environment); +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + } else if (subprocess_option_inherit_environment == + (options & subprocess_option_inherit_environment)) { + used_environment = environ; + } else { + used_environment = empty_environment; + } + + if (0 != posix_spawn_file_actions_init(&actions)) { + return -1; + } + + // Close the stdin write end + if (0 != posix_spawn_file_actions_addclose(&actions, stdinfd[1])) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + // Map the read end to stdin + if (0 != + posix_spawn_file_actions_adddup2(&actions, stdinfd[0], STDIN_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + // Close the stdout read end + if (0 != posix_spawn_file_actions_addclose(&actions, stdoutfd[0])) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + // Map the write end to stdout + if (0 != + posix_spawn_file_actions_adddup2(&actions, stdoutfd[1], STDOUT_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + if (subprocess_option_combined_stdout_stderr == + (options & subprocess_option_combined_stdout_stderr)) { + if (0 != posix_spawn_file_actions_adddup2(&actions, STDOUT_FILENO, + STDERR_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } else { + // Close the stderr read end + if (0 != posix_spawn_file_actions_addclose(&actions, stderrfd[0])) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + // Map the write end to stdout + if (0 != posix_spawn_file_actions_adddup2(&actions, stderrfd[1], + STDERR_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wcast-qual" +#pragma clang diagnostic ignored "-Wold-style-cast" +#endif + if (subprocess_option_search_user_path == + (options & subprocess_option_search_user_path)) { + if (0 != posix_spawnp(&child, commandLine[0], &actions, SUBPROCESS_NULL, + SUBPROCESS_CONST_CAST(char *const *, commandLine), + used_environment)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } else { + if (0 != posix_spawn(&child, commandLine[0], &actions, SUBPROCESS_NULL, + SUBPROCESS_CONST_CAST(char *const *, commandLine), + used_environment)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + + // Close the stdin read end + close(stdinfd[0]); + // Store the stdin write end + out_process->stdin_file = fdopen(stdinfd[1], "wb"); + + // Close the stdout write end + close(stdoutfd[1]); + // Store the stdout read end + out_process->stdout_file = fdopen(stdoutfd[0], "rb"); + + if (subprocess_option_combined_stdout_stderr == + (options & subprocess_option_combined_stdout_stderr)) { + out_process->stderr_file = out_process->stdout_file; + } else { + // Close the stderr write end + close(stderrfd[1]); + // Store the stderr read end + out_process->stderr_file = fdopen(stderrfd[0], "rb"); + } + + // Store the child's pid + out_process->child = child; + + out_process->alive = 1; + + posix_spawn_file_actions_destroy(&actions); + return 0; +#endif +} + +FILE *subprocess_stdin(const struct subprocess_s *const process) { + return process->stdin_file; +} + +FILE *subprocess_stdout(const struct subprocess_s *const process) { + return process->stdout_file; +} + +FILE *subprocess_stderr(const struct subprocess_s *const process) { + if (process->stdout_file != process->stderr_file) { + return process->stderr_file; + } else { + return SUBPROCESS_NULL; + } +} + +int subprocess_join(struct subprocess_s *const process, + int *const out_return_code) { +#if defined(_WIN32) + const unsigned long infinite = 0xFFFFFFFF; + + if (process->stdin_file) { + fclose(process->stdin_file); + process->stdin_file = SUBPROCESS_NULL; + } + + if (process->hStdInput) { + CloseHandle(process->hStdInput); + process->hStdInput = SUBPROCESS_NULL; + } + + WaitForSingleObject(process->hProcess, infinite); + + if (out_return_code) { + if (!GetExitCodeProcess( + process->hProcess, + SUBPROCESS_PTR_CAST(unsigned long *, out_return_code))) { + return -1; + } + } + + process->alive = 0; + + return 0; +#else + int status; + + if (process->stdin_file) { + fclose(process->stdin_file); + process->stdin_file = SUBPROCESS_NULL; + } + + if (process->child) { + if (process->child != waitpid(process->child, &status, 0)) { + return -1; + } + + process->child = 0; + + if (WIFEXITED(status)) { + process->return_status = WEXITSTATUS(status); + } else { + process->return_status = EXIT_FAILURE; + } + + process->alive = 0; + } + + if (out_return_code) { + *out_return_code = process->return_status; + } + + return 0; +#endif +} + +int subprocess_destroy(struct subprocess_s *const process) { + if (process->stdin_file) { + fclose(process->stdin_file); + process->stdin_file = SUBPROCESS_NULL; + } + + if (process->stdout_file) { + fclose(process->stdout_file); + + if (process->stdout_file != process->stderr_file) { + fclose(process->stderr_file); + } + + process->stdout_file = SUBPROCESS_NULL; + process->stderr_file = SUBPROCESS_NULL; + } + +#if defined(_WIN32) + if (process->hProcess) { + CloseHandle(process->hProcess); + process->hProcess = SUBPROCESS_NULL; + + if (process->hStdInput) { + CloseHandle(process->hStdInput); + } + + if (process->hEventOutput) { + CloseHandle(process->hEventOutput); + } + + if (process->hEventError) { + CloseHandle(process->hEventError); + } + } +#endif + + return 0; +} + +int subprocess_terminate(struct subprocess_s *const process) { +#if defined(_WIN32) + unsigned int killed_process_exit_code; + int success_terminate; + int windows_call_result; + + killed_process_exit_code = 99; + windows_call_result = + TerminateProcess(process->hProcess, killed_process_exit_code); + success_terminate = (windows_call_result == 0) ? 1 : 0; + return success_terminate; +#else + int result; + result = kill(process->child, 9); + return result; +#endif +} + +unsigned subprocess_read_stdout(struct subprocess_s *const process, + char *const buffer, unsigned size) { +#if defined(_WIN32) + void *handle; + unsigned long bytes_read = 0; + struct subprocess_overlapped_s overlapped = {0, 0, {{0, 0}}, SUBPROCESS_NULL}; + overlapped.hEvent = process->hEventOutput; + + handle = SUBPROCESS_PTR_CAST(void *, + _get_osfhandle(_fileno(process->stdout_file))); + + if (!ReadFile(handle, buffer, size, &bytes_read, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped))) { + const unsigned long errorIoPending = 997; + unsigned long error = GetLastError(); + + // Means we've got an async read! + if (error == errorIoPending) { + if (!GetOverlappedResult(handle, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped), + &bytes_read, 1)) { + const unsigned long errorIoIncomplete = 996; + const unsigned long errorHandleEOF = 38; + error = GetLastError(); + + if ((error != errorIoIncomplete) && (error != errorHandleEOF)) { + return 0; + } + } + } + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#else + const int fd = fileno(process->stdout_file); + const ssize_t bytes_read = read(fd, buffer, size); + + if (bytes_read < 0) { + return 0; + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#endif +} + +unsigned subprocess_read_stderr(struct subprocess_s *const process, + char *const buffer, unsigned size) { +#if defined(_WIN32) + void *handle; + unsigned long bytes_read = 0; + struct subprocess_overlapped_s overlapped = {0, 0, {{0, 0}}, SUBPROCESS_NULL}; + overlapped.hEvent = process->hEventError; + + handle = SUBPROCESS_PTR_CAST(void *, + _get_osfhandle(_fileno(process->stderr_file))); + + if (!ReadFile(handle, buffer, size, &bytes_read, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped))) { + const unsigned long errorIoPending = 997; + unsigned long error = GetLastError(); + + // Means we've got an async read! + if (error == errorIoPending) { + if (!GetOverlappedResult(handle, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped), + &bytes_read, 1)) { + const unsigned long errorIoIncomplete = 996; + const unsigned long errorHandleEOF = 38; + error = GetLastError(); + + if ((error != errorIoIncomplete) && (error != errorHandleEOF)) { + return 0; + } + } + } + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#else + const int fd = fileno(process->stderr_file); + const ssize_t bytes_read = read(fd, buffer, size); + + if (bytes_read < 0) { + return 0; + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#endif +} + +int subprocess_alive(struct subprocess_s *const process) { + int is_alive = SUBPROCESS_CAST(int, process->alive); + + if (!is_alive) { + return 0; + } +#if defined(_WIN32) + { + const unsigned long zero = 0x0; + const unsigned long wait_object_0 = 0x00000000L; + + is_alive = wait_object_0 != WaitForSingleObject(process->hProcess, zero); + } +#else + { + int status; + is_alive = 0 == waitpid(process->child, &status, WNOHANG); + + // If the process was successfully waited on we need to cleanup now. + if (!is_alive) { + if (WIFEXITED(status)) { + process->return_status = WEXITSTATUS(status); + } else { + process->return_status = EXIT_FAILURE; + } + + // Since we've already successfully waited on the process, we need to wipe + // the child now. + process->child = 0; + + if (subprocess_join(process, SUBPROCESS_NULL)) { + return -1; + } + } + } +#endif + + if (!is_alive) { + process->alive = 0; + } + + return is_alive; +} + +#if defined(__clang__) +#if __has_warning("-Wunsafe-buffer-usage") +#pragma clang diagnostic pop +#endif +#endif + +#if defined(__cplusplus) +} // extern "C" +#endif + +#endif /* SHEREDOM_SUBPROCESS_H_INCLUDED */