6784 Commits

Author SHA1 Message Date
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
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
b6754
2025-10-13 22:42:37 +03:00
lhez
5016b72862 opencl: fix build targeting CL 2 (#16554) b6753 2025-10-13 11:50:37 -07:00
Johannes Gäßler
7049736b2d CUDA: fix numerical issues in tile FA kernel (#16540) b6752 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>
b6751
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.
b6750
2025-10-13 17:01:24 +08:00
Pascal
1fb9504eb7 fix: add remark plugin to render raw HTML as literal text (#16505)
* fix: add remark plugin to render raw HTML as literal text

Implemented a missing MDAST stage to neutralize raw HTML like major LLM WebUIs
do ensuring consistent and safe Markdown rendering

Introduced 'remarkLiteralHtml', a plugin that converts raw HTML nodes in the
Markdown AST into plain-text equivalents while preserving indentation and
line breaks. This ensures consistent rendering and prevents unintended HTML
execution, without altering valid Markdown structure

Kept 'remarkRehype' in the pipeline since it performs the required conversion
from MDAST to HAST for KaTeX, syntax highlighting, and HTML serialization

Refined the link-enhancement logic to skip unnecessary DOM rewrites,
fixing a subtle bug where extra paragraphs were injected after the first
line due to full innerHTML reconstruction, and ensuring links open in new
tabs only when required

Final pipeline: remarkGfm -> remarkMath -> remarkBreaks -> remarkLiteralHtml
-> remarkRehype -> rehypeKatex -> rehypeHighlight -> rehypeStringify

* fix: address review feedback from allozaur

* chore: update webui build output
2025-10-13 10:55:32 +02:00
Sam/Samuel
3f750f8d76 metal: add support for opt_step_sgd (#16539)
* metal: add support for opt_step_sgd

* add newline to pass EditorConfig check
b6748
2025-10-13 11:25:02 +03:00
Georgi Gerganov
c515fc5771 ggml : fix scalar path for computing norm (#16558) b6747 2025-10-13 11:22:27 +03:00
hipudding
f9bc66c3eb CANN: Update several operators to support FP16 data format (#16251)
Many Ascend operators internally use FP16 precision for computation.
If input data is in FP32, it must first be cast to FP16 before
computation, and then cast back to FP32 after computation, which
introduces unnecessary cast operations. Moreover, FP16 computation
requires significantly less workload compared to FP32, leading to
noticeable efficiency improvements.

In this change, `get_rows`, `rms_norm`, and `flash_attn_ext` are extended
to support multiple data types. Validation on the Qwen2 0.5b model shows
correct accuracy and about 10% performance gain in concurrent scenarios.

Co-authored-by: noemotiovon <757486878@qq.com>
b6746
2025-10-13 08:52:22 +08:00
Sam/Samuel
a31cf36ad9 metal : add opt_step_adamw and op_sum (#16529)
* scaffold to support opt step adamw on metal (not written so far)

* add opt-step-adamw kernel for metal

* pass op->src[4] as a separate buffer to the pipeline

* add bounds check to opt-step-adamw kernel

* complete scaffold for GGML_OP_SUM

* naive GGML_OP_SUM kernel

* remove unwanted comment

* change OP_SUM capability gate

* Add has_simdgroup_reduction to both ops to pass CI
b6745
2025-10-12 21:43:14 +03:00
Pascal
81d54bbfd5 webui: remove client-side context pre-check and rely on backend for limits (#16506)
* fix: make SSE client robust to premature [DONE] in agentic proxy chains

* webui: remove client-side context pre-check and rely on backend for limits

Removed the client-side context window pre-check and now simply sends messages
while keeping the dialog imports limited to core components, eliminating the
maximum context alert path

Simplified streaming and non-streaming chat error handling to surface a generic
'No response received from server' error whenever the backend returns no content

Removed the obsolete maxContextError plumbing from the chat store so state
management now focuses on the core message flow without special context-limit cases

* webui: cosmetic rename of error messages

* Update tools/server/webui/src/lib/stores/chat.svelte.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/stores/chat.svelte.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* chore: update webui build output

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-10-12 18:06:41 +02:00
Neo Zhang Jianyu
c7be9febcb [SYCL] fix UT fault cases: count-equal, argsort, pad OPs (#16521)
* fix/refactor OP argsort, pad

* fix count-equal op

* update SYCL OP list

* fix format issue

---------

Co-authored-by: Zhang Jianyu <zhang.jianyu@outlook.com>
b6743
2025-10-12 21:53:35 +08:00
Mathieu Baudier
8415f61e23 ci : add Vulkan on Ubuntu with default packages build (#16532)
* ci: build Vulkan on Ubuntu with default packages

* ci: disable tests in Vulkan build with default Ubuntu packages
2025-10-12 15:48:03 +02:00
Aldehir Rojas
2c301e91ab common : handle unicode during partial json parsing (#16526)
* common : handle unicode during partial json parsing

* common : set missing `ensure_ascii = true` during json dump
b6741
2025-10-12 16:18:47 +03:00
Georgi Gerganov
4b2dae383d common : update presets (#16504)
* presets : add --embd-gemma-default and remove old embedding presets

* presets : add gpt-oss presets

* presets : add vision presets

* cont : remove reasoning overrides [no ci]

* cont : fix batch size for embedding gemma [no ci]
2025-10-12 09:29:13 +03:00
sirus20x6
41aac5c69b ggml : Fix FP16 ELU positive branch (#16519)
Co-authored-by: Aaron <shelhamer.aaron@gmail.com>
b6739
2025-10-12 08:25:37 +03:00
Daniel Bevenius
a2fba89a42 hparams : add check for layer index in is_recurrent (#16511)
* hparams : add check for layer index in is_recurrent

This commit adds a check in the is_recurrent method to ensure that the
provided layer index is within the valid range.

The motivation for this change is to prevent potential out-of-bounds
and also be consistent with other methods in the class that perform
similar checks, like is_swa.
b6738
2025-10-12 07:19:06 +02:00
sirus20x6
20cc625edc ggml: Correct SVE implementation in ggml_vec_dot_f16_unroll (#16518)
The previous SVE implementation for `ggml_vec_dot_f16_unroll` contained a bug due to a copy-paste error. The wrong variable was used in an FMA instruction, leading to incorrect results. This commit corrects the variable usage and improves the clarity of the code by renaming variables to avoid confusion.

Co-authored-by: Aaron <shelhamer.aaron@gmail.com>
b6737
2025-10-12 08:15:00 +03:00
Johannes Gäßler
11f0af5504 CUDA: faster tile FA, add oob checks, more HSs (#16492) b6736 2025-10-11 20:54:32 +02:00
Georgi Gerganov
a3cb04744f metal : fix mul-mm condition + fix mul-mv permuted kernels (#16494) b6735 2025-10-11 16:54:10 +03:00