6804 Commits

Author SHA1 Message Date
takuya kodama
06332e2867 llama-batch: fix build fails with -Werror=missing-braces (#16614)
## Why it failed

When compiling with strict compiler flags (-Wmissing-braces -Werror=missing-braces),
the build fails with the following error:

```
cmake \
  -S . \
  -B ../llama.cpp.build \
  --preset=x64-linux-gcc-debug \
  -DCMAKE_INSTALL_PREFIX=/tmp/local \
  -DCMAKE_CXX_FLAGS="-Wmissing-braces -Werror=missing-braces" && \
cmake --build ../llama.cpp.build/
...
In file included from /home/otegami/work/cpp/llama.cpp/src/llama-graph.h:4,
                 from /home/otegami/work/cpp/llama.cpp/src/llama-model.h:5,
                 from /home/otegami/work/cpp/llama.cpp/src/llama.cpp:8:
/home/otegami/work/cpp/llama.cpp/src/llama-batch.h:126:48: error: missing braces around initializer for 'std::__array_traits<int, 1>::_Type' {aka 'int [1]'} [-Werror=missing-braces]
  126 |     std::array<llama_seq_id, 1> seq_id_0 = { 0 }; // default sequence id
      |                                                ^
cc1plus: some warnings being treated as errors
```

The issue is that std::array initialization requires double braces.

## How to fix

This PR changes `{ 0 }` to `{{ 0 }}` for std::array initialization.

This is part of a series of commits to fix missing braces warnings across the codebase.
- src/llama-batch.h <- This PR is here.
- src/llama-context.cpp
- tests/test-backend-ops.cpp
- tests/test-gguf.cpp
- tools/mtmd/clip.cpp

Benefits:
- std::array is a struct containing a C-style array, requiring nested braces
- Enables stricter compiler warnings to catch potential issues
b6804
2025-10-20 11:27:09 +03:00
Ron Evans
72d53e6c4d readme: update bindings (#16651)
Signed-off-by: deadprogram <ron@hybridgroup.com>
2025-10-20 11:20:04 +03:00
safranowith
2330de7b84 SYCL: Add support for FLOOR,CEIL,ROUND and TRUNC unary operators (#16613)
* SYCL: Add support for FLOOR,CEIL,ROUND and TRUNC unary operators

Clean up unrelated changes from previous commit

* Chore: remove empty lines and fix indentation

* Clean up: remove leftover blank lines and fix spacing

* chore: fix trailing whitespace and ensure final newline

* Cleanup: remove redundant declarations already defined in header

* Sync docs/ops.md with updated backend operation support

* docs: update ops.md after rebase

* docs: update ops.md - Vulkan supports SSM_CONV and SSM_SCAN
b6802
2025-10-20 11:08:32 +03:00
takuya kodama
7062dd8460 llama-context: only warn on pooling_type when user specified (#16674)
The unexpeced pooling_type warning was incorrectly shown when users did not
specify the --pooling-type parameter. In this case, the parameter
defaults to `LLAMA_POOLING_TYPE_UNSPECIFIED (-1)`, and the code
automatically applies the model's default pooling type.

Example of spurious warning:
```
$ llama-embedding -hf ggml-org/bge-m3-Q8_0-GGUF -p "hello"
...
llama_init_from_model: model default pooling_type is [2], but [-1] was specified
...
```

This fix ensures the warning only appears when users explicitly specify
a pooling type that differs from the model's default (e.g., using
--pooling-type mean on a model that expects CLS pooling).
b6801
2025-10-20 10:44:21 +03:00
Giuseppe Scrivano
0398752dd4 model : add Granite Hybrid types (#16635)
add Granite 4 models mapping their embedding dimensions to the # of
parameters.

Information taken from https://huggingface.co/ibm-granite/granite-4.0-h-tiny

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
b6800
2025-10-19 23:54:31 +02:00
Aaron Teo
4f73d0a951 ci : fix binaries release failure for s390x (binaries may not work yet) (#16664)
* devops: initial patch

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* devops: forgot the z15 suffix

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* devops: attempt at impl GGML_CPU_ALL_VARIANTS for s390x

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* devops: rm baseline version

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
b6799
2025-10-19 23:06:39 +02:00
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) b6795 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.
b6794
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!
b6793
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
b6792
2025-10-17 17:55:32 -07:00
Johannes Gäßler
66b0dbcb2d llama-model: fix insonsistent ctxs <-> bufs order (#16581) b6791 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
b6790
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>
b6789
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>
b6788
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) b6786 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>
b6785
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) b6784 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>
b6783
2025-10-17 10:36:40 +08:00
Xuan-Son Nguyen
1bb4f43380 mtmd : support home-cooked Mistral Small Omni (#14928) b6782 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>
b6780
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>
b6779
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
b6778
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
b6777
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>
b6776
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.
b6775
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
b6774
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
b6773
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>
b6770
2025-10-15 17:05:56 +03:00
Georgi Gerganov
17304cbcc1 server : fix img token logs (#16595) b6769 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>
b6768
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>
b6767
2025-10-15 14:54:15 +03:00
Georgi Gerganov
554fd578a5 server : fix mtmd checkpoints (#16591) b6766 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
b6765
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>
b6764
2025-10-14 19:18:05 +02:00
Aman Gupta
120bf7046d CUDA + openCL: fix bug in accessing rms_norm->src while doing fusion (#16577) b6763 2025-10-14 07:48:08 -07:00
Jeff Bolz
4258e0cfe7 vulkan: Support FA with K/V in F32 (#16543) b6762 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.
b6761
2025-10-14 14:51:36 +02:00
Johannes Gäßler
9c7185dd28 CUDA: enable FA for FP32 KV cache (#16546) b6760 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
b6759
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
b6758
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
b6757
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
b6756
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]
b6755
2025-10-13 23:07:57 +03:00