Commit Graph

6799 Commits

Author SHA1 Message Date
Georgi Gerganov f0076dc5a0
metal : adjust .get_alloc_size to be alloc friendly 2025-10-19 17:20:54 +03:00
Sigbjørn Skjæret cec5edbcae
ci : avoid manual updates of docs/ops.md (#16663) 2025-10-19 14:03:25 +02:00
Aaron Teo fcb235b466
ci: include s390x release binaries (#16648)
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-10-19 18:37:47 +08:00
Aman Gupta 55754bebd5
CODEOWNERS: update for ggml-cuda/mmf (#16660) 2025-10-19 10:37:12 +03:00
Johannes Gäßler ee09828cb0
HIP: fix GPU_TARGETS (#16642) 2025-10-18 14:47:32 +02:00
Jeff Bolz e56abd2098
vulkan: Implement topk_moe fused shader, ported from CUDA (#16641)
This is similar to the CUDA shader from #16130, but doesn't use shared memory
and handles different subgroup sizes.
2025-10-18 12:22:57 +02:00
Aman Gupta 38355c6c8e
CUDA: use registers instead of smem in topk-moe (#16647)
Uses the technique used in the vulkan PR #16641. Neat trick!
2025-10-18 11:52:53 +02:00
Shawn Gu 81387858f1
opencl: transposed gemm/gemv moe kernel with mxfp4,f32 (#16602)
* opencl: transposed gemm/gemv moe kernel with mxfp4,f32

* add restore kernel for moe transpose

* fix trailing whitespaces

* resolve compilation warnings
2025-10-17 17:55:32 -07:00
Johannes Gäßler 66b0dbcb2d
llama-model: fix insonsistent ctxs <-> bufs order (#16581) 2025-10-17 17:41:09 +02:00
Radoslav Gerganov 41386cf365
rpc : report actual free memory (#16616)
* rpc : report actual free memory

Start reporting the free memory on every device instead of using
fixed values. Now llama-cli users can get a nice memory breakdown
when using RPC devices.

* drop --mem in rpc-server
2025-10-17 18:02:52 +03:00
Giuseppe Scrivano 3d4e86bbeb
vulkan: Add State Space Model (SSM) Operations Support (#16463)
* vulkan: implement SSM scan operation

Add State Space Model scan operation to the Vulkan backend.

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>

* vulkan: implement SSM conv operation

Add State Space Model conv operation to the Vulkan backend.

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>

---------

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
2025-10-17 14:23:47 +02:00
muggle-stack 342c728d03
ggml : fix SpaceMit IME array out-of-bounds in task assignment (#16629)
Fix incorrect task-to-batch index calculation in the quantization phase.

The bug caused out-of-bounds access to qnbitgemm_args array when
compute_idx exceeded per_gemm_block_count_m, leading to invalid
pointer dereferences and SIGBUS errors.

Correctly map tasks to batches by dividing compute_idx by
per_gemm_block_count_m instead of block_size_m.

Example:
  batch_feature=1, gemm_m=30, block_size_m=4
  per_gemm_block_count_m = 8, task_count = 8

  Old: gemm_idx = 4/4 = 1 (out of bounds  New: gemm_idx = 4/8 = 0 (correct)

Tested on SpaceMit K1 RISC-V64 with qwen2.5:0.5b model.

Co-authored-by: muggle <mingjun.rong@spacemit.com>
2025-10-17 13:01:23 +03:00
Pascal ababae7e1e
webui: reorganize settings layout (#16607)
* webui: reorganize settings layout

* chore: update webui build output

* fix: remove unused variable

* chore: update webui build output
2025-10-17 10:35:03 +02:00
Jeff Bolz b19491599d
vulkan: fix debug build (add_rms_len/data not found) (#16624) 2025-10-17 09:31:04 +02:00
Ilia Ilmer 9ad4f1931e
metal : add `CONV_TRANSPOSE_2D` (#16542)
* initial: headers and metal-device.cpp updates

* adding conv_transpose_2d

* fix type

* fix type: int32->int64

* Update ggml/src/ggml-metal/ggml-metal.metal

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* Update ggml/src/ggml-metal/ggml-metal.metal

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* Update ggml/src/ggml-metal/ggml-metal.metal

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* add checks for src[0] and src[1]; add type checks

* Update ggml-metal.metal

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* add more tests, add optimization to threading

* add dynamic memory allocation in metal

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-10-17 09:33:58 +03:00
Olivier Chafik 79967ec596
grammar : use int64_t to avoid int overflows in int schema to grammar conversion logic (#16626) 2025-10-17 08:59:31 +03:00
GittyBurstein ceff6bb253
SYCL SET operator optimized for F32 tensors (#16350)
* SYCL/SET: implement operator + wire-up; docs/ops updates; element_wise & ggml-sycl changes

* sycl(SET): re-apply post-rebase; revert manual docs/ops.md; style cleanups

* move SET op to standalone file, GPU-only implementation

* Update SYCL SET operator for F32

* ci: fix editorconfig issues (LF endings, trailing spaces, final newline)

* fixed ggml-sycl.cpp

---------

Co-authored-by: Gitty Burstein <gitty@example.com>
2025-10-17 10:36:40 +08:00
Xuan-Son Nguyen 1bb4f43380
mtmd : support home-cooked Mistral Small Omni (#14928) 2025-10-16 19:00:31 +02:00
Pascal 683fa6ba4e
fix: added a normalization step for MathJax-style \[\] and \(\) delimiters (#16599)
* fix: added a normalization step for MathJax-style \[\] and \(\) delimiters

So inline and block equations are converted before KaTeX rendering,
enabling proper display of model-generated LaTeX in the WebUI

* chore: update webui build output
2025-10-16 16:28:41 +02:00
GittyBurstein b22572e97d
sycl : add ARANGE operator (#16362)
* SYCL: update element-wise ops and presets

* clean arange

* Re-trigger CI

---------

Co-authored-by: Gitty Burstein <gitty@example.com>
2025-10-16 15:26:21 +02:00
Chenguang Li 7a50cf388a
CANN: format code using .clang-format (#15863)
This commit applies .clang-format rules to all source files under the
ggml-cann directory to ensure consistent coding style and readability.
The .clang-format option `SortIncludes: false` has been set to disable
automatic reordering of include directives.
No functional changes are introduced.

Co-authored-by: hipudding <huafengchun@gmail.com>
2025-10-16 16:41:11 +08:00
takasurazeem 6f5d924637
common : Update the docs on -t --threads (#16236)
* Update the docs on -t --threads

* Revert "Update the docs on -t --threads"

This reverts commit eba97345e2.

* docs: clarify -t/--threads parameter uses CPU threads and defaults to all available cores

* Update arg.cpp
2025-10-16 08:11:33 +03:00
takuya kodama adc9b60f19
ggml-cpu: replace putenv with setenv for const-correctness (#16573)
## Why it failed

When compiling with strict compiler flags (-Wwrite-strings -Werror=discarded-qualifiers),
the build fails with the following error:

```
cmake \
  -S . \
  -B ../llama.cpp.build \
  --preset=x64-linux-gcc-debug \
  -DCMAKE_INSTALL_PREFIX=/tmp/local \
  -DCMAKE_C_FLAGS="-Wwrite-strings -Werror=discarded-qualifiers" && \
cmake --build ../llama.cpp.build/
...
/home/otegami/work/cpp/llama.cpp/ggml/src/ggml-cpu/ggml-cpu.c: In function ‘ggml_cpu_init’:
/home/otegami/work/cpp/llama.cpp/ggml/src/ggml-cpu/ggml-cpu.c:3572:24: error: passing argument 1 of ‘putenv’ discards ‘const’ qualifier from pointer target type [-Werror=discarded-qualifiers]
 3572 |                 putenv("KMP_BLOCKTIME=200"); // 200ms
      |                        ^~~~~~~~~~~~~~~~~~~
In file included from /home/otegami/work/cpp/llama.cpp/ggml/src/./ggml-impl.h:10,
                 from /home/otegami/work/cpp/llama.cpp/ggml/src/ggml-cpu/ggml-cpu-impl.h:6,
                 from /home/otegami/work/cpp/llama.cpp/ggml/src/ggml-cpu/traits.h:3,
                 from /home/otegami/work/cpp/llama.cpp/ggml/src/ggml-cpu/ggml-cpu.c:6:
/usr/include/stdlib.h:786:26: note: expected ‘char *’ but argument is of type ‘const char *’
  786 | extern int putenv (char *__string) __THROW __nonnull ((1));
      |                    ~~~~~~^~~~~~~~
cc1: some warnings being treated as errors
ninja: build stopped: subcommand failed.
```

The issue is that putenv() expects a non-const char * but receives a string literal (const char *).

## How to fix

This PR replaces putenv("KMP_BLOCKTIME=200") with setenv("KMP_BLOCKTIME", "200", 0).

Benefits of setenv():
- Accepts const char * parameters (no qualifier warnings)
- Makes copies of the strings (safer memory handling)
- The third parameter (0) ensures we don't overwrite if already set
2025-10-16 08:10:32 +03:00
yael-works ee50ee1ead
SYCL: Add GGML_OP_MEAN operator support (#16009)
* SYCL: Add GGML_OP_MEAN operator support

* SYCL: Fix formatting for GGML_OP_MEAN case

* Update ggml/src/ggml-sycl/ggml-sycl.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-10-16 12:21:28 +08:00
Aleksei Nikiforov 7adc79c032
gguf-py : add support for endian conversion of BF16 data (#16594)
BF16 requires special handling in this script
while it's a 2-bytes data, but view is 1-byte by default.
Switch to correct view before attempting byteswapping.

With this change correctly byteswapping models like
Meta-Llama-3-8B-Instruct-bf16-GGUF
should be possible.
2025-10-15 22:43:08 +02:00
safranowith 466c1911ab
cpu : add FLOOR, CEIL, ROUND and TRUNC unary operators (#16083)
* CPU: Add support for FLOOR,CEIL,ROUND and TRUNC unary operators

- Added the operators to unary op enum
- Implemented API functions
- Implemented forward and unary-op logic in CPU backend
- Updated ggml_get_n_tasks
- Updated operators names array and static_assert
- Updated docs and enabled automatic tests

* docs: add documentation for ggml_trunc and ggml_trunc_inplace in ggml.h

* chore: remove trailing whitespace from ggml.h

* Remove unresolved merge markers

* Apply review suggestions: cleanup formatting, enum order and leftover artifacts

* Regenerate ops.md using create_ops_docs.py
2025-10-15 21:24:51 +02:00
lhez 0cb7a0683b
opencl: add q8_0 mm support (#16469)
* opencl: add mm_q8_0_f32

* opencl: fix data loading for incomplete tile

* opencl: use q8_0 mm for larger matrix

* opencl: add some tests to cover the path
2025-10-15 10:51:04 -07:00
lhez d93f8439b0
opencl: fix FA for f32 (#16584) 2025-10-15 10:48:28 -07:00
Aleksander Grygier f9fb33f263
Add server-driven parameter defaults and syncing (#16515) 2025-10-15 16:22:20 +02:00
Sam/Samuel f4ce81c45e
metal: optimise `GGML_OP_SUM` (#16559)
* optimise GGML_OP_SUM

* add non-contiguous tests by permuting the input

* change tests to require full contiguity of OP_SUM

* cuda : add check GGML_OP_SUM

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-10-15 17:05:56 +03:00
Georgi Gerganov 17304cbcc1
server : fix img token logs (#16595) 2025-10-15 16:53:12 +03:00
Xuan-Son Nguyen 3e3cb19f64
llama-quant: add support for mmproj (#16592)
* llama-quant: add support for mmproj

* Update src/llama.cpp

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* check prefix instead

* small fix

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-10-15 14:48:08 +02:00
Julius Tischbein 5acd455460
CUDA: Changing the CUDA scheduling strategy to spin (#16585)
* CUDA set scheduling strategy to spinning for cc121

* Using prop.major and prop.minor, include HIP and MUSA

* Exclude HIP and MUSA

* Remove trailing whitespace

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

* Remove empty line

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-10-15 14:54:15 +03:00
Georgi Gerganov 554fd578a5
server : fix mtmd checkpoints (#16591) 2025-10-15 11:51:27 +02:00
Georgi Gerganov fa882fd2b1
metal : avoid using Metal's gpuAddress property (#16576)
* metal : avoid using Metal's gpuAddress property

* metal : fix rope kernels buffer check
2025-10-14 20:33:05 +03:00
SavicStefan ffa059034c
vulkan: Add ACC_TYPE_VEC2 implementation (#16203)
Signed-off-by: Stefan Savic <stefan.savic@huawei.com>
Co-authored-by: Stefan Savic <stefan.savic@huawei.com>
2025-10-14 19:18:05 +02:00
Aman Gupta 120bf7046d
CUDA + openCL: fix bug in accessing rms_norm->src while doing fusion (#16577) 2025-10-14 07:48:08 -07:00
Jeff Bolz 4258e0cfe7
vulkan: Support FA with K/V in F32 (#16543) 2025-10-14 15:53:37 +02:00
Jeff Bolz 7ea15bb64c
vulkan: Improve build time for MSVC (#16545)
Enable CMP0147 so custom build steps (invoking vulkan-shader-gen) are run in parallel.

Enable /MP so source files are compiled in parallel.
2025-10-14 14:51:36 +02:00
Johannes Gäßler 9c7185dd28
CUDA: enable FA for FP32 KV cache (#16546) 2025-10-14 14:22:47 +02:00
Aman Gupta 1ee9d0b415
CUDA: use fastdiv + ggml_cuda_mad for mmvf (#16557)
* CUDA: use fastdiv + ggml_cuda_mad for mmvf

* use bf16 directly + fix formatting

* Add exception for HIP code
2025-10-14 13:16:21 +02:00
Aman Gupta 48e2fa9fb7
CUDA: add fp kernel for larger batch size MoE (#16512)
* CUDA: kernel for larger batch sizes for MoE

* WIP

* WIP

* WIP

* WIP

* WIP

* WIP

* fixup

* tests

* Move mmq_ids_helper to mmid

* cleanup

* Remove redundant checks
2025-10-14 13:15:15 +02:00
Anav Prasad 5b6913c47b
cuda : remove legacy copy-op pointer indirection code (#16485)
* remove legacy copy-op pointer indirection code

* further removal of copy-op indirection code

* renamed check_node_graph_compatibility_and_refresh_copy_ops function
2025-10-14 11:53:49 +02:00
Georgi Gerganov bc07349a7f
server : dynamic token limit for prompt cache (#16560)
* server : dynamic token limit for prompt cache

* cont : print estimated token limit
2025-10-14 08:48:50 +03:00
Georgi Gerganov e60f241eac
metal : FA support F32 K and V and head size = 32 (#16531)
* metal : FA support F32 K and V and head size = 32

* graph : remove obsolete comment [no ci]
2025-10-13 23:07:57 +03:00
Georgi Gerganov e38b7c6e9e
graph : support cacheless embeddings with FA and iSWA (#16528)
* graph : support cacheless embeddings with FA and iSWA

* cont : deduplicate mask creation

* cont : fix name
2025-10-13 22:42:37 +03:00
lhez 5016b72862
opencl: fix build targeting CL 2 (#16554) 2025-10-13 11:50:37 -07:00
Johannes Gäßler 7049736b2d
CUDA: fix numerical issues in tile FA kernel (#16540) 2025-10-13 17:29:45 +03:00
Jie Fu (傅杰) 01d2bdc2bc
ggml : fix build broken with -march=armv9-a on MacOS (#16520)
* ggml : fix build broken with -march=armv9-a on MacOS

Signed-off-by: Jie Fu <jiefu@tencent.com>

* Add #pragma message

Signed-off-by: Jie Fu <jiefu@tencent.com>

* Address review comment.

Signed-off-by: Jie Fu <jiefu@tencent.com>

* Update ggml/src/ggml-cpu/ggml-cpu.c

---------

Signed-off-by: Jie Fu <jiefu@tencent.com>
Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-10-13 15:48:47 +03:00
Chenguang Li 56fc38b965
CANN: fix CPU memory leak in CANN backend (#16549)
This commit fixes a CPU-side memory leak issue in the CANN backend,
which occurred when intermediate aclTensorList objects were not properly
released after operator execution. The leak happened during repeated
invocations of CANN ops (e.g., FlashAttention), leading to increasing
host memory usage over time.

Proper resource cleanup (aclDestroyTensorList and related release logic)
has been added to ensure that all temporary tensors are correctly freed.
2025-10-13 17:01:24 +08:00