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Author SHA1 Message Date
Concedo
79882d669a Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-android.yml
#	.github/workflows/build.yml
#	.github/workflows/release.yml
#	CMakeLists.txt
#	CODEOWNERS
#	common/CMakeLists.txt
#	common/common.h
#	docs/ops.md
#	docs/ops/Metal.csv
#	examples/batched/CMakeLists.txt
#	examples/convert-llama2c-to-ggml/CMakeLists.txt
#	examples/debug/CMakeLists.txt
#	examples/diffusion/CMakeLists.txt
#	examples/embedding/CMakeLists.txt
#	examples/eval-callback/CMakeLists.txt
#	examples/gen-docs/CMakeLists.txt
#	examples/idle/CMakeLists.txt
#	examples/lookahead/CMakeLists.txt
#	examples/lookup/CMakeLists.txt
#	examples/parallel/CMakeLists.txt
#	examples/passkey/CMakeLists.txt
#	examples/retrieval/CMakeLists.txt
#	examples/save-load-state/CMakeLists.txt
#	examples/speculative-simple/CMakeLists.txt
#	examples/speculative/CMakeLists.txt
#	examples/sycl/CMakeLists.txt
#	examples/training/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
#	ggml/src/ggml-hexagon/htp/htp-ops.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	pocs/vdot/CMakeLists.txt
#	src/CMakeLists.txt
#	tests/CMakeLists.txt
#	tests/test-quantize-stats.cpp
#	tools/batched-bench/CMakeLists.txt
#	tools/cli/CMakeLists.txt
#	tools/cli/cli.cpp
#	tools/completion/CMakeLists.txt
#	tools/cvector-generator/CMakeLists.txt
#	tools/cvector-generator/cvector-generator.cpp
#	tools/export-lora/CMakeLists.txt
#	tools/gguf-split/CMakeLists.txt
#	tools/gguf-split/gguf-split.cpp
#	tools/imatrix/CMakeLists.txt
#	tools/llama-bench/CMakeLists.txt
#	tools/llama-bench/llama-bench.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/perplexity/CMakeLists.txt
#	tools/quantize/CMakeLists.txt
#	tools/quantize/quantize.cpp
#	tools/results/CMakeLists.txt
#	tools/server/CMakeLists.txt
#	tools/tokenize/CMakeLists.txt
#	tools/tts/CMakeLists.txt
 2026-04-17 22:37:37 +08:00
Concedo
768527b031 Merge commit '1e796eb41f' into concedo_experimental 
# Conflicts:
#	.devops/nix/package.nix
#	.github/workflows/build-riscv.yml
#	.github/workflows/build-vulkan.yml
#	.github/workflows/build.yml
#	docs/backend/SYCL.md
#	docs/build.md
#	docs/development/HOWTO-add-model.md
#	embd_res/templates/Reka-Edge.jinja
#	ggml/CMakeLists.txt
#	ggml/src/ggml-rpc/CMakeLists.txt
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/get_rows.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_id.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_reg_tile.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_subgroup_matrix.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/unary.wgsl
#	tests/test-chat.cpp
#	tools/rpc/README.md
 2026-04-17 21:47:29 +08:00
Yuri Khrustalev
a279d0f0f4
ci : add android arm64 build and release (#21647)
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* server: respect the ignore eos flag

* ci: add android arm64 build and release

* patch

* pin android-setup actions to v4

* Apply suggestions from code review

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

* lf in the suggestion

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-04-17 11:32:24 +02:00
65a
268d61e178
mtmd: add missing struct tag (#22023) 2026-04-17 10:48:33 +02:00
Georgi Gerganov
6990e2f1f7
libs : rename libcommon -> libllama-common (#21936) 
* cmake : allow libcommon to be shared

* cmake : rename libcommon to libllama-common

* cont : set -fPIC for httplib

* cont : export all symbols

* cont : fix build_info exports

* libs : add libllama-common-base

* log : add common_log_get_verbosity_thold()
 2026-04-17 11:11:46 +03:00
Xuan-Son Nguyen
408225bb1a
server: use random media marker (#21962) 
* server: use random media marker

* nits

* remove legacy <__image__> token

* revert special char in random
 2026-04-15 23:52:22 +02:00
Concedo
ac29e6f0c0 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/vulkan.Dockerfile
#	.github/workflows/build-self-hosted.yml
#	.github/workflows/build.yml
#	.github/workflows/release.yml
#	.github/workflows/server-self-hosted.yml
#	docs/build.md
#	ggml/src/ggml-hexagon/htp/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/hex-utils.h
#	ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
#	ggml/src/ggml-hexagon/htp/hmx-utils.h
#	ggml/src/ggml-hexagon/htp/htp-ctx.h
#	ggml/src/ggml-hexagon/htp/htp-ops.h
#	ggml/src/ggml-hexagon/htp/hvx-base.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	tests/test-backend-ops.cpp
#	tests/test-mtmd-c-api.c
 2026-04-15 15:15:19 +08:00
Xuan-Son Nguyen
707c0b7a6e
mtmd: add mtmd_image_tokens_get_decoder_pos() API (#21851) 
* mtmd: add mtmd_image_tokens_get_decoder_pos() API

* consistent naming

* fix build
 2026-04-14 16:07:41 +02:00
Concedo
236ae27329 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/close-issue.yml
#	docs/multimodal.md
#	embd_res/templates/deepseek-ai-DeepSeek-V3.2.jinja
#	ggml/CMakeLists.txt
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_reg_tile.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_subgroup_matrix.wgsl
#	tests/peg-parser/test-gbnf-generation.cpp
#	tests/test-chat.cpp
 2026-04-14 21:01:41 +08:00
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
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
Xuan-Son Nguyen
920b3e78cb
mtmd: use causal attn for gemma 4 audio (#21824) 2026-04-13 09:47:55 +02:00
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
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
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
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
Concedo
8b90bfe094 Merge commit '4ef9301e4d' into concedo_experimental 
# Conflicts:
#	.github/labeler.yml
#	docs/multimodal.md
#	embd_res/ggml-vocab-gemma-4.gguf
#	embd_res/ggml-vocab-gemma-4.gguf.inp
#	embd_res/ggml-vocab-gemma-4.gguf.out
#	ggml/src/ggml-sycl/fattn-tile.cpp
#	ggml/src/ggml-sycl/fattn-tile.hpp
#	ggml/src/ggml-sycl/fattn-vec.hpp
#	ggml/src/ggml-sycl/fattn.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-f16.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q4_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q5_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-f16-q8_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-f16.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q4_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q5_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_0-q8_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-f16.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q4_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q5_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q4_1-q8_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-f16.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q4_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q5_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_0-q8_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-f16.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q4_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q5_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q5_1-q8_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-f16.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q4_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_0.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q5_1.cpp
#	ggml/src/ggml-sycl/template-instances/fattn-vec-instance-q8_0-q8_0.cpp
#	tests/CMakeLists.txt
#	tests/test-jinja.cpp
#	tools/mtmd/CMakeLists.txt
 2026-04-11 09:38:50 +08:00
Xuan-Son Nguyen
501aeed18f
mtmd: support dots.ocr (#17575) 
* convert gguf

* clip impl

* fix conversion

* wip

* corrections

* update docs

* add gguf to test script
 2026-04-09 12:16:38 +02:00
Concedo
c82c0b463a Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/labeler.yml
#	.github/workflows/release.yml
#	examples/debug/debug.cpp
#	ggml/src/ggml-cuda/common.cuh
#	ggml/src/ggml-cuda/mmq.cuh
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	src/llama-vocab.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tools/mtmd/CMakeLists.txt
 2026-04-09 17:45:04 +08:00
forforever73
09343c0198
model : support step3-vl-10b (#21287) 
* feat: support step3-vl-10b

* use fused QKV && mapping tensor in tensor_mapping.py

* guard hardcoded params and drop crop metadata

* get understand_projector_stride from global config

* img_u8_resize_bilinear_to_f32 move in step3vl class

* Apply suggestions from code review

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

* fix the \r\n mess

* add width and heads to MmprojModel.set_gguf_parameters

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-04-08 09:51:31 +02:00
Concedo
15d269197e Merge commit '506200cf8b' into concedo_experimental 
# Conflicts:
#	docs/multimodal.md
#	scripts/compare-llama-bench.py
#	src/llama-vocab.cpp
#	tools/llama-bench/README.md
#	tools/llama-bench/llama-bench.cpp
 2026-04-07 14:58:36 +08:00
Concedo
a395af65db Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-riscv.yml
#	.github/workflows/build.yml
#	ggml/src/ggml-hexagon/htp/argsort-ops.c
#	ggml/src/ggml-sycl/fattn-tile.hpp
#	tools/mtmd/CMakeLists.txt
 2026-04-06 20:56:02 +08:00
Xuan-Son Nguyen
3979f2bb08
docs: add hunyuan-ocr gguf, also add test [no ci] (#21490) 2026-04-06 14:02:37 +02:00
anchortense
58190cc84d
llama : correct platform-independent loading of BOOL metadata (#21428) 
* model-loader : fix GGUF bool array conversion

* model-loader : fix remaining GGUF bool pointer uses
 2026-04-06 01:40:38 +02:00
Richard Davison
af76639f72
model : add HunyuanOCR support (#21395) 
* HunyuanOCR: add support for text and vision models

- Add HunyuanOCR vision projector (perceiver-based) with Conv2d merge
- Add separate HUNYUAN_OCR chat template (content-before-role format)
- Handle HunyuanOCR's invalid pad_token_id=-1 in converter
- Fix EOS/EOT token IDs from generation_config.json
- Support xdrope RoPE scaling type
- Add tensor mappings for perceiver projector (mm.before_rms, mm.after_rms, etc.)
- Register HunYuanVLForConditionalGeneration for both text and mmproj conversion

* fix proper mapping

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>

* Update tools/mtmd/clip.cpp

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>

* address comments

* update

* Fix typecheck

* Update convert_hf_to_gguf.py

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

* Update convert_hf_to_gguf.py

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

* Update convert_hf_to_gguf.py

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

* Update convert_hf_to_gguf.py

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

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-04-05 23:32:14 +02:00
Concedo
e8cffa37c8 fixed gemma4v image crashing on encode, however images are not yet working correctly 2026-04-03 15:56:35 +08:00
Concedo
17678748ac fixed mtmd build 2026-04-03 14:41:24 +08:00
Concedo
34ad53e950 merged support for gemma4. the e2b, e4b and 26b work, the 31b does not 2026-04-03 11:07:46 +08:00
Xuan-Son Nguyen
63f8fe0ef4
model, mtmd: fix gguf conversion for audio/vision mmproj (#21309) 
* fix gguf conversion for audio/vision mmproj

* fix test
 2026-04-02 17:10:32 +02:00
Concedo
31aa072da1 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/release.yml
#	.gitignore
#	examples/batched/batched.cpp
#	examples/debug/debug.cpp
#	examples/eval-callback/eval-callback.cpp
#	examples/idle/idle.cpp
#	examples/lookahead/lookahead.cpp
#	examples/lookup/lookup-create.cpp
#	examples/lookup/lookup-stats.cpp
#	examples/lookup/lookup.cpp
#	examples/parallel/parallel.cpp
#	examples/passkey/passkey.cpp
#	examples/retrieval/retrieval.cpp
#	examples/save-load-state/save-load-state.cpp
#	examples/speculative-simple/speculative-simple.cpp
#	examples/speculative/speculative.cpp
#	examples/training/finetune.cpp
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-sycl/fattn-tile.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py
#	ggml/src/ggml-webgpu/wgsl-shaders/rope.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl
#	scripts/sync-ggml.last
#	tests/export-graph-ops.cpp
#	tests/test-chat.cpp
#	tests/test-state-restore-fragmented.cpp
#	tests/test-thread-safety.cpp
#	tools/batched-bench/batched-bench.cpp
#	tools/cli/cli.cpp
#	tools/cvector-generator/cvector-generator.cpp
#	tools/export-lora/export-lora.cpp
#	tools/imatrix/imatrix.cpp
#	tools/perplexity/perplexity.cpp
#	tools/results/results.cpp
#	tools/server/CMakeLists.txt
 2026-04-01 10:54:13 +08:00
Adrien Gallouët
41361c8599
common : move up common_init() and fix Windows UTF-8 logs (#21176) 
The build info is now only for debug, so we avoid the duplicate
with `--version`.

The UTF-8 setup at the beginning is needed to avoid logging
garbage on Windows.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
 2026-03-31 12:53:41 +02:00
Concedo
42ad89cd86 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/cann.Dockerfile
#	.devops/cpu.Dockerfile
#	.devops/llama-cli-cann.Dockerfile
#	.devops/nix/package.nix
#	.github/workflows/build-android.yml
#	.github/workflows/build-cann.yml
#	.github/workflows/build-msys.yml
#	.github/workflows/docker.yml
#	.github/workflows/editorconfig.yml
#	.github/workflows/gguf-publish.yml
#	.github/workflows/python-lint.yml
#	.github/workflows/release.yml
#	CMakeLists.txt
#	docs/backend/CANN.md
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
#	ggml/src/ggml-hexagon/htp/htp-ctx.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	scripts/sync_vendor.py
#	tests/test-chat-auto-parser.cpp
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tests/test-reasoning-budget.cpp
#	tools/cli/cli.cpp
#	tools/server/CMakeLists.txt
#	tools/server/README.md
 2026-03-30 20:45:38 +08:00
Concedo
923d5fc5d0 warning: clip_image_preprocess has been moved, now you must manually copy init_vision from mtmd into clip.cpp's setup_init_vision_shim_kcpp 2026-03-30 20:39:55 +08:00
Concedo
4a09f3805b prepare for breaking merge 2026-03-29 14:09:29 +08:00
Concedo
aac220f7e3 Merge commit '0fac87b157' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-android.yml
#	.github/workflows/hip-quality-check.yml
#	docs/multimodal.md
#	scripts/hip/gcn-cdna-vgpr-check.py
#	scripts/snapdragon/windows/run-bench.ps1
#	scripts/snapdragon/windows/run-cli.ps1
#	scripts/snapdragon/windows/run-tool.ps1
#	tests/test-backend-ops.cpp
#	tests/test-llama-archs.cpp
#	tools/imatrix/imatrix.cpp
#	tools/mtmd/CMakeLists.txt
 2026-03-29 01:14:33 +08:00
Xuan-Son Nguyen
871f1a2d2f
mtmd: add more sanity checks (#21047) 2026-03-27 11:00:52 +01:00
Xuan-Son Nguyen
a73bbd5d92
mtmd: refactor image preprocessing (#21031) 
* mtmd: refactor image pre-processing

* correct some places

* correct lfm2

* fix deepseek-ocr on server

* add comment to clarify about mtmd_image_preprocessor_dyn_size
 2026-03-26 19:49:20 +01:00
Saba Fallah
a970515bdb
mtmd: Add DeepSeekOCR Support (#17400) 
* mtmd: llama.cpp DeepSeekOCR support
init commit

* loading sam tensors

* mtmd: fix vision model processing

* deepseek-ocr clip-vit model impl

* mtmd: add DeepSeek-OCR LM support with standard attention

* mtmd: successfully runs DeepSeek-OCR LM in llama-cli

* mtmd: Fix RoPE type for DeepSeek-OCR LM.

* loading LM
testing Vision model loading

* sam warmup working

* sam erroneous return corrected

* clip-vit:  corrected cls_embd concat

* clip-vit: model convert  qkv_proj split

* corrected combining of image encoders' results

* fix: update callback for ffn_moe_weighted and add callback for attn_out in deepseek2 model

* concat image_newline and image_seperator tokens

* visual_model warmup (technically) works

* window partitioning using standard ggml ops

* sam implementation without using CPU only ops

* clip: fixed warnings

* Merge branch 'sf/deepseek-ocr' of github.com:sfallah/llama.cpp into sf/deepseek-ocr

* mtmd: fix get_rel_pos

* mtmd: fixed the wrong scaler for get_rel_pos

* image encoding technically works but the output can't be checked singe image decoding fails

* mtmd: minor changed

* mtmd: add native resolution support

* - image encoding debugged
- issues fixed mainly related wrong config like n_patches etc.
- configs need to be corrected in the converter

* mtmd: correct token order

* - dynamic resizing
- changes are concerning PR https://github.com/sfallah/llama.cpp/pull/4

* mtmd: quick fix token order

* mtmd: fix danling pointer

* mtmd: SAM numerically works

* mtmd: debug CLIP-L (vit_pre_ln)

* mtmd: debug CLIP-L & first working DeepSeek-OCR model

* mtmd : add --dsocr-mode CLI argument for DeepSeek-OCR resolution control & all native resolution modes work

* mtmd: simplify SAM patch embedding

* mtmd: adapt Pillow image resizing function

* mtmd:  simplify DeepSeek-OCR dynamic resolution preprocessing

* mtmd: remove --dsocr-mode argument

* mtmd: refactor code & remove unused helper functions

* mtmd: fix tensor names for image newlines and view separator

* clean up

* reverting automatically removed spaces

* reverting automatically removed spaces

* mtmd: fixed bad ocr check in Deepseek2 (LM)

* mtmd: support combined QKV projection in buid_vit

* using common build_attn in sam

* corrected code-branch when flash-attn disabled
enabling usage of --flash-attn option

* mtmd: minor fix

* minor formatting and style

* fixed flake8 lint issues

* minor editorconfig-check fixes

* minor editorconfig-check fixes

* mtmd: simplify get_rel_pos

* mtmd: make sam hparams configurable

* mtmd: add detailed comments for resize_bicubic_pillow

* mtmd: fixed wrong input setting

* mtmd: convert model in FP16

* mtmd: minor fix

* mtmd: remove tweak to llama-mtmd-cli & deepseek-ocr template

* fix: test-1.jpg ORC issue with small (640) resolution
setting min-resolution base (1024) max large (1280) for dynamic-resolution

* minor: editconfig-check fix

* merge with changes from https://github.com/ggml-org/llama.cpp/pull/17909
added new opt to tests.sh to disable flash-attn

* minor: editconfig-check fix

* testing deepseek-ocr
quick and dirty test script comparing results of Qwen2.5-VL vs DeepSeek-OCR

* quick and (potential) dirty merge with https://github.com/ggml-org/llama.cpp/pull/17909

* refactoring, one single builder function and static helpers

* added deepseek-ocr test to tests.sh

* minor formatting fixes

* check with fixed expected resutls

* minor formatting

* editorconfig-check fix

* merge with changes from https://github.com/ggml-org/llama.cpp/pull/18042

* minor
- added GLM-4.6V to big tests
- added missing deps for python test

* convert: minor fix

* mtmd: format code

* convert: quick fix

* convert: quick fix

* minor python formatting

* fixed merge build issue

* merge resolved
- fixed issues in convert
- tested several deepseek models

* minor fix

* minor

* Update convert_hf_to_gguf.py

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

* - removed clip_is_deepseekocr
- removed redundant RESIZE_ALGO_BICUBIC_PILLOW resize-algo
- simplified image-preprocessing
- removed/simplified debug functions

* - cleaning commented out code

* fixing instabilities issues reintroducing resize_bicubic_pillow

* - use f16 model for deepseek-ocr test
- ignore llama-arch test for deepseek-ocr

* rename fc_w --> mm_fc_w

* add links to OCR discussion

* cleaner loading code

* add missing .weight to some tensors

* add default jinja template (to be used by server)

* move test model to ggml-org

* rolling back upscale change

* Update convert_hf_to_gguf.py

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

---------

Co-authored-by: bluebread <hotbread70127@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
 2026-03-25 19:57:40 +01:00
Concedo
8a6c41dc5c Merge commit '841bc203e2' into concedo_experimental 
# Conflicts:
#	.github/workflows/ai-issues.yml
#	embd_res/templates/HuggingFaceTB-SmolLM3-3B.jinja
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/aclnn_ops.h
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cuda/CMakeLists.txt
#	ggml/src/ggml-hip/CMakeLists.txt
#	ggml/src/ggml-musa/CMakeLists.txt
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-openvino/ggml-openvino.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/test-chat-auto-parser.cpp
#	tests/test-jinja.cpp
#	tools/cli/README.md
#	tools/completion/README.md
#	tools/server/README.md
 2026-03-25 22:49:53 +08:00
bssrdf
ec2b787ebe
mtmd: Add dynamic high-resolution image preprocessing for InternVL model (#20847) 
* added support for internvl's dynamic high-resolution (Qianfan-OCR needed)

* add min/max dynamic patch to gguf meta

* clean up

* simplified handling min/max dynamic patch

* reuse llava_uhd logic for slice images

* provide default values for older models

* flake8

* prevent writing 0 value to gguf

* remove duplicated resolution candidates with a better algorithm

* fix indentation

* format

* add protection from divide by zero

* change to 0 to be safe

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
 2026-03-23 01:06:30 +01:00
DorianRudolph
d3ac030a5d
mtmd : fix LightOnOCR image preprocessing (#20877) 2026-03-23 01:04:14 +01:00
Concedo
98f099aecc Merge commit 'c1258830b2' into concedo_experimental 
# Conflicts:
#	docs/docker.md
#	docs/ops.md
#	docs/ops/WebGPU.csv
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/get_rows.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/unary.wgsl
 2026-03-21 12:00:52 +08:00
Xuan-Son Nguyen
1e64534570
mtmd: add clip_graph::build_mm() (#20751) 
* clip: add build_mm()

* apply to all models

* add TODO for bias overload
 2026-03-19 13:11:39 +01:00
Concedo
f3d2f58fa8 note: smartcache is broken for rnn currently 2026-03-15 11:31:47 +08:00
Concedo
b1c500ae2b Merge commit '2948e6049a' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	CONTRIBUTING.md
#	docs/backend/VirtGPU/development.md
#	docs/ops.md
#	docs/ops/WebGPU.csv
#	embd_res/templates/GigaChat3-10B-A1.8B.jinja
#	embd_res/templates/GigaChat3.1-10B-A1.8B.jinja
#	ggml/src/ggml-hip/CMakeLists.txt
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	scripts/sync_vendor.py
#	tests/CMakeLists.txt
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tests/test-grammar-integration.cpp
#	tests/test-quantize-fns.cpp
 2026-03-15 11:21:24 +08:00
Xuan-Son Nguyen
94d0262277
mtmd: add llama-mtmd-debug binary (#20508) 
* mtmd: add llama-mtmd-debug binary

* adapt

* fixes

* fix compile error

* fix windows compile error

* rm legacy clip_debug_encode()

* add MTMD_API to fix build
 2026-03-14 15:52:29 +01:00
Daniel Bevenius
8f974d2392
mtmd : rename mtmd_get_audio_bitrate to mtmd_get_audio_sample_rate (#20105) 
This commit renames the the function `mtmd_get_audio_bitrate` to
`mtmd_get_audio_sample_rate` to better reflect its purpose.

The motivation for this is that the function currently returns the audio
sample rate, not the bitrate (sample_rate × bit_depth × channels), and
that is how it is used in the code as well.

This is a breaking change, but I believe mtmd is still in
experimental/development phase so it might be alright to simply rename.
 2026-03-13 12:30:02 +01:00
DAN™
fdb17643d3
model : add support for Phi4ForCausalLMV (#20168) 
* Add support for Phi4ForCausalLMV.

* Fix Phi-4 vision parity (correcting SigLIP2 patch-kernel export layout) and matching HF NaFlex resize behavior in mtmd.

* Rename contants + fix tokenizer label

* Clean-ups.

* Fix GGUF export.

* Set tokenizer.ggml.pre explicitly.

* Default vocab name rather than forcing it.

* Clean-ups.

* Fix indent.

* Fix subscriptable error.

* remov overcomplicated code path

* Clean-ups.

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
 2026-03-12 00:25:54 +01:00