Commit graph

13000 commits

Author SHA1 Message Date
Georgi Gerganov
f4b5bf2f32
ci : re-enable mac workflows (#21894)
* ci : re-enable mac workflows

* vulkan : fix compile warning
2026-04-14 15:58:09 +03:00
Seyoung Jeong
aa0f1897b7
metal : add XIELU unary op (#20802) 2026-04-14 15:43:59 +03:00
Concedo
9c0b9b0bb1 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	docs/development/HOWTO-add-model.md
#	docs/multimodal.md
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/gated_delta_net.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/upscale.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	tests/test-backend-ops.cpp
#	tests/test-llama-archs.cpp
#	tools/mtmd/CMakeLists.txt
2026-04-14 20:06:04 +08:00
Adrien Gallouët
be76dd0bb2
vendor : update BoringSSL to 0.20260413.0 (#21881)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-04-14 14:25:09 +03:00
Richard Davison
2e05f06ffb
ggml : fix ARM NEON nvfp4 dot product on non-dotprod targets (#21559) 2026-04-14 14:23:45 +03:00
texasich
acc37a42ea
cmake: fix CMP0194 warning on Windows with MSVC (#21630)
* cmake: fix CMP0194 warning on Windows with MSVC

Set CMP0194 policy to NEW before project() call in ggml/CMakeLists.txt to suppress the "MSVC is not an assembler for language ASM" warning introduced in CMake 4.1.

The ggml project enables ASM globally for Metal (macOS) and KleidiAI (ARM) backends. On Windows/MSVC, no assembler sources are used, but CMake 4.1+ warns because cl.exe is not a valid ASM compiler.

This follows the same pattern used in ggml-vulkan (CMP0114, CMP0147).

Closes ggml-org/llama.cpp#20311

* cmake: apply cisc's formatting suggestion

---------

Co-authored-by: texasich <texasich@users.noreply.github.com>
2026-04-14 13:47:56 +03:00
Reese Levine
5a23695d5a
ggml-webgpu: Update register tiling matmul to use f32 accumulation (#21644)
* Update register tiling matmul to use f32 accumulation

* fix profiling code

* Fix register tiling matmul for chrome, i'm blaming dawn

* Update batch tuning value for iOS

* compile fix

* Fix use of new load function
2026-04-14 13:46:41 +03:00
Berk Idem
56666fa607
common: skip reasoning budget sampler when no budget is requested (#21870)
* common: skip reasoning budget sampler when no budget is requested

After I added thinking_start_tag / thinking_end_tag for gemma4 in #21697, the reasoning budget sampler gets unconditionally created even when no budget is configured (the default -1). The same applies to kimi_k2, lfm2, lfm2_5, and ministral_3 which also set these tags. The budget gets converted to INT_MAX, so the sampler never actually forces any tokens but still runs per-token checks (start tag matching in IDLE state, token-to-piece conversion + UTF-8 checks in COUNTING state).

More importantly, the mere existence of the sampler (non-null rbudget) disables backend sampling. Backend sampling lets the GPU select tokens directly, avoiding a full logits transfer from GPU to CPU every token. This could explain the 30% speed regression reported in #21784 (98 t/s to 70 t/s on Vulkan).

So I added a reasoning_budget_tokens >= 0 check to the sampler creation condition. When the budget is unlimited, the sampler is not created, backend sampling stays enabled, and no per-token overhead is added. When a budget is explicitly set (0, 128, 1024, etc.), the sampler is created and works as before.

* common: preserve rbudget when grammar is lazy

Following up on the review feedback on #21870: keep the reasoning budget sampler when grammar_lazy is true, so the thinking-block grammar suppression from #20970 still works when tools are in use. This way, we only skip the sampler when both no budget is set AND grammar is not lazy.
2026-04-14 12:43:06 +02:00
Jeff Bolz
6a6780a232
vulkan: Support GGML_TYPE_NVFP4 (#21455)
This adds nvfp4 support for get_rows, dequant, and mul_mat(_id). For
mul_mat, it does not add support for the dp4/q8_1 path, it's all via
fp16/fp32.
2026-04-14 11:34:23 +02:00
Concedo
0c65244dad updated sdui 2026-04-14 17:28:40 +08:00
Xuan-Son Nguyen
e489a5ca0e
server: support OAI /v1/audio/transcriptions API (#21863)
* server: support OAI /v1/audio/transcriptions API

* address autoreview comments

* correct default response_format value
2026-04-14 11:09:52 +02:00
Aldehir Rojas
e21cdc11a0
common/gemma4 : handle parsing edge cases (#21760) 2026-04-13 18:18:18 -05:00
Xuan-Son Nguyen
e974923698
docs: listing qwen3-asr and qwen3-omni as supported (#21857)
* docs: listing qwen3-asr and qwen3-omni as supported

* nits
2026-04-13 22:28:17 +02:00
Piotr Wilkin (ilintar)
1c0d9081fd
chat: dedicated DeepSeek v3.2 parser + "official" template (#21785) 2026-04-13 22:23:53 +02:00
Concedo
7786706833 updated sdui 2026-04-14 01:47:07 +08:00
Christian Kastner
a8bad3842e
ci: Also exempt 'security' tag from auto-close (#21844) 2026-04-14 01:18:44 +08:00
Concedo
ae60ea0009 handle updated gemma templates 2026-04-14 00:29:58 +08:00
Concedo
3f810dc8c7 fixed preload story import for large stories 2026-04-13 23:27:55 +08:00
Concedo
c984147c84 fix quotes 2026-04-13 22:50:08 +08:00
Ruben Ortlam
75f3bc94e6
vulkan: Flash Attention DP4A shader for quantized KV cache (#20797)
Some checks failed
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* use integer dot product for quantized KV flash attention

* small improvements

* fix SHMEM_STAGING indexing

* add missing KV type quants

* fixes

* add supported quants to FA tests

* readd fast paths for <8bit quants

* fix mmq gate and shmem checks
2026-04-13 14:21:31 +02:00
Adrien Gallouët
aa00911d12
common : add download cancellation and temp file cleanup (#21813)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-04-13 11:18:23 +02:00
Gaspard Petit
ce8fd4b1a6
server: Expose build_info in router mode (#21835) 2026-04-13 11:14:42 +02:00
Oliver Simons
9f5e1edb10
CUDA: Limit DeviceSegmentedSort to immediate mode (#21718)
* CUDA: Limit DeviceSegmentedSort to immediate mode

DeviceSegmentedSort is currently not capturable in a cuda graph. Hence,
we have to go for the slower DeviceSegmentedRadixSort in that case.

Perf numbers on RTX Pro 6000 Blackwell Max-Q:
DeviceSegmentedRadixSort in graph mode (i.e. CUDA Graphs)

  ARGSORT(type=f32,ne=[2048,512,1,1],order=1):                 12291 runs -   105.94 us/run -     8192 kB/run -   73.75 GB/s
  ARGSORT(type=f32,ne=[4096,512,1,1],order=1):                 10245 runs -   115.08 us/run -    16384 kB/run -  135.77 GB/s
  ARGSORT(type=f32,ne=[8192,512,1,1],order=1):                  5125 runs -   221.22 us/run -    32768 kB/run -  141.26 GB/s
  ARGSORT(type=f32,ne=[16384,512,1,1],order=1):                 2565 runs -   430.98 us/run -    65536 kB/run -  145.02 GB/s
  ARGSORT(type=f32,ne=[32768,512,1,1],order=1):                 1028 runs -  1185.83 us/run -   131072 kB/run -  105.41 GB/s
  ARGSORT(type=f32,ne=[65536,512,1,1],order=1):                  387 runs -  2748.62 us/run -   262144 kB/run -   90.95 GB/s

DeviceSegmentedSort in immediate mode

  ARGSORT(type=f32,ne=[2048,512,1,1],order=1):                 16388 runs -    71.17 us/run -     8192 kB/run -  109.78 GB/s
  ARGSORT(type=f32,ne=[4096,512,1,1],order=1):                 12294 runs -    81.38 us/run -    16384 kB/run -  192.00 GB/s
  ARGSORT(type=f32,ne=[8192,512,1,1],order=1):                  5125 runs -   240.81 us/run -    32768 kB/run -  129.77 GB/s
  ARGSORT(type=f32,ne=[16384,512,1,1],order=1):                 2565 runs -   406.60 us/run -    65536 kB/run -  153.71 GB/s
  ARGSORT(type=f32,ne=[32768,512,1,1],order=1):                 1285 runs -   873.23 us/run -   131072 kB/run -  143.15 GB/s
  ARGSORT(type=f32,ne=[65536,512,1,1],order=1):                  516 runs -  2288.46 us/run -   262144 kB/run -  109.24 GB/s

* Add test case for dispatch to DeviceSegmentedRadixSort

We currently lack a way to force graph mode in CUDA, patch callback to
invoke ggml_backend_compare_graph_backend twice to enforce each test to
run in graph mode
2026-04-13 11:14:06 +02:00
Xuan-Son Nguyen
920b3e78cb
mtmd: use causal attn for gemma 4 audio (#21824) 2026-04-13 09:47:55 +02:00
Rohan Jain
974c8c94cc
webui: add setting for first-line chat titles (#21797)
* webui: add setting for first-line chat titles

Add an opt-in setting (`titleGenerationUseFirstLine`) to use the first
non-empty line of a prompt as the generated conversation title.

Previously, the complete multi-line prompt was being used, which created
long titles for complex queries. Coupled with
"Ask for confirmation before changing conversation title", the dialog
would overflow.

* Update tools/server/webui/src/lib/utils/text.ts

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

* Update tools/server/webui/src/lib/utils/text.ts

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

* webui: Run build to update the bundle

As requested in:
https://github.com/ggml-org/llama.cpp/pull/21797#pullrequestreview-4094935065

* webui: Fix missing import for NEWLINE_SEPARATOR

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2026-04-13 09:30:46 +02:00
Aleksander Grygier
227ed28e12
webui: MCP Diagnostics improvements (#21803)
* Add MCP Connection diagnostics and CORS hint to web-ui

* tidy up test

* webui: Refactor and improve MCP diagnostic logging

---------

Co-authored-by: evalstate <1936278+evalstate@users.noreply.github.com>
2026-04-13 07:58:38 +02:00
Masashi Yoshimura
bafae27654
Remove extra conditional check on debug mode. (#21798) 2026-04-12 20:13:04 -07:00
Akarshan Biswas
873c825611
sycl: disable Q1_0 in backend and cleanup unused variables (#21807) 2026-04-13 09:44:58 +08:00
Sergiu
82764d8f40
mtmd: fix crash when sending image under 2x2 pixels (#21711) 2026-04-12 23:59:21 +02:00
Xuan-Son Nguyen
21a4933042
mtmd: qwen3 audio support (qwen3-omni and qwen3-asr) (#19441)
* add qwen3a

* wip

* vision ok

* no more deepstack for audio

* convert ASR model ok

* qwen3 asr working

* Apply suggestions from code review

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

* nits

* Apply suggestions from code review

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

* fix bad merge

* fix multi inheritance

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-04-12 23:57:25 +02:00
Sigbjørn Skjæret
1e9d771e2c
convert : force f16 or f32 on step3-vl conv weights (#21646) 2026-04-12 19:22:29 +02:00
Xuan-Son Nguyen
aa4695c5e5
mtmd: add gemma 4 test (vision + audio) [no ci] (#21806)
* mtmd: add gemma 4 test (vision + audio)

* add to docs
2026-04-12 16:29:03 +02:00
Stephen Cox
547765a93e
mtmd: add Gemma 4 audio conformer encoder support (#21421)
* mtmd: add Gemma 4 audio conformer encoder support

Add audio processing for Gemma 4 E2B/E4B via a USM-style Conformer.

Architecture:
- 12-layer Conformer: FFN → Self-Attention → Causal Conv1D → FFN → Norm
- Subsampling Conv Projection: 2x Conv2D(stride=2) with LayerNorm
- Full self-attention with sinusoidal RPE and sliding window mask (24)
- Logit softcapping at 50.0, ClippableLinear clamping
- Output: 1024 → 1536 → RMSNorm → multimodal embedder

Mel preprocessing (dedicated mtmd_audio_preprocessor_gemma4a):
- HTK mel scale, 128 bins, magnitude STFT, mel_floor=1e-3
- Standard periodic Hann window (320 samples), zero-padded to FFT size
- Semicausal left-padding (frame_length/2 samples)
- Frame count matched to PyTorch (unfold formula)
- No pre-emphasis, no Whisper-style normalization
- Mel cosine similarity vs PyTorch: 0.9998

Key fixes:
- Tensor loading dedup: prevent get_tensor() from creating duplicate
  entries in ctx_data. Fixed with std::set guard.
- ClippableLinear clamp_info loading moved after per-layer tensors.
- Sliding window mask (24 positions) matching PyTorch context_size.
- Skip Whisper normalization for Gemma4 mel output.

Tested on E2B and E4B with CPU and Vulkan backends.
Transcribes: "Glad to see things are going well and business is starting
to pick up" (matching ground truth).

Ref: #21325
2026-04-12 14:15:26 +02:00
Aleksander Grygier
9e209c5aee
fix: Proper messages rendering for "Show raw output" (#21672) 2026-04-12 13:08:11 +02:00
Xuan-Son Nguyen
6313acbef0
docs: add guide on how to add multimodal support (#21778)
* docs: add guide on how to add multimodal support

* nits
2026-04-12 13:02:38 +02:00
Concedo
d9724a4caa kcpp musicgen - disable flash attention as its not stable on vulkan. due to optimizations should still fit in 6gb in lowvram. 2026-04-12 18:28:30 +08:00
Concedo
7bf7b0aefc optimize lowvram for music 2026-04-12 18:17:08 +08:00
Concedo
5361b45fba Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	requirements/requirements-tool_bench.txt
2026-04-12 16:22:26 +08:00
Concedo
5a3369fd2a support for gpt oss jinja 2026-04-12 16:13:51 +08:00
Concedo
4084917cab fixed token counting limit (+1 squashed commits)
Squashed commits:

[314528eb2] fixed token counting limit, set to max supported ctx of 256k
2026-04-12 15:36:03 +08:00
Concedo
f07dcbf7af allow tokencount to handle messages 2026-04-12 11:46:37 +08:00
Concedo
63ce8ae64e fix tool builds 2026-04-12 02:36:30 +08:00
Concedo
6556161804 jinja tool streaming is now finally working 2026-04-12 02:05:39 +08:00
Concedo
c4abba8868 almost working 2026-04-12 01:44:41 +08:00
Johannes Gäßler
ff5ef82786
CUDA: skip compilation of superfluous FA kernels (#21768)
Some checks failed
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2026-04-11 18:52:11 +02:00
Sirui He
073bb2c20b
mtmd : add MERaLiON-2 multimodal audio support (#21756)
* mtmd : add MERaLiON-2 multimodal audio support

Adds support for A*STAR's MERaLiON-2 audio-language model (3B and 10B)
to the multimodal framework.

Architecture:
- Whisper large-v2 encoder for audio feature extraction
- Gated MLP adaptor: ln_speech -> frame stack (x15) -> Linear+SiLU -> GLU -> out_proj
- Gemma2 3B / 27B decoder

The mmproj GGUF is generated via convert_hf_to_gguf.py --mmproj on the full
MERaLiON-2 model directory (architecture: MERaLiON2ForConditionalGeneration).
The decoder is converted separately as a standard Gemma2 model after stripping
the text_decoder. weight prefix.

New projector type: PROJECTOR_TYPE_MERALION

Supports tasks: speech transcription (EN/ZH/MS/TA), translation, spoken QA.

Model: https://huggingface.co/MERaLiON/MERaLiON-2-3B
       https://huggingface.co/MERaLiON/MERaLiON-2-10B

* simplify comments in meralion adaptor

* meralion: use format_tensor_name, ascii arrows in comments
2026-04-11 14:15:48 +02:00
shaofeiqi
af1127d3c4
opencl: add basic support for q5_k (#21593)
* opencl: add general q5_k mv

* opencl: add flattened Q5_K mv and general Q5_K mm

* opencl: fix Q5_K unit tests
2026-04-11 01:46:19 -07:00
Concedo
d216aabfdc make sdui buttons more compact 2026-04-11 16:04:51 +08:00
Johannes Gäßler
865ff06b2f
TP: fix Qwen 3 Next data split (#21732) 2026-04-11 09:23:42 +02:00
Sigbjørn Skjæret
2b2cd57de6
ggml : fix a few instances of missing GGML_TYPE_Q1_0 cases (#21716) 2026-04-11 09:45:00 +03:00