987 Commits

Author SHA1 Message Date
Concedo 0755f27372 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	.devops/openvino.Dockerfile
#	.github/workflows/build-self-hosted.yml
#	.github/workflows/build.yml
#	common/chat.cpp
#	docs/backend/OPENVINO.md
#	examples/speculative-simple/speculative-simple.cpp
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/htp-ctx.h
#	ggml/src/ggml-hexagon/htp/htp-ops.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/libggml-htp.inf
#	ggml/src/ggml-openvino/ggml-decoder.cpp
#	ggml/src/ggml-openvino/ggml-openvino-extra.cpp
#	ggml/src/ggml-openvino/ggml-openvino.cpp
#	ggml/src/ggml-openvino/ggml-quants.cpp
#	ggml/src/ggml-openvino/openvino/op/rope.cpp
#	ggml/src/ggml-openvino/openvino/op_table.cpp
#	ggml/src/ggml-openvino/openvino/op_table.h
#	ggml/src/ggml-openvino/openvino/translate_session.cpp
#	ggml/src/ggml-openvino/openvino/utils.cpp
#	ggml/src/ggml-openvino/openvino/utils.h
#	ggml/src/ggml-openvino/utils.cpp
#	ggml/src/ggml-openvino/utils.h
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/convert.hpp
#	ggml/src/ggml-sycl/gemm.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/set_rows.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-chat.cpp
#	tools/cli/cli.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/server/CMakeLists.txt
2026-04-23 00:55:05 +08:00
Concedo becf70d49b fixed logspam for fit 2026-04-23 00:43:09 +08:00
Piotr Wilkin (ilintar) 8bccdbbff9 chat: fix parallel_tool_calls default setting based on model capabilities, add tests for parallel tool calls and structured outputs (#22217)
* chat: fix parallel_tool_calls default setting based on model capabilities, add tests for parallel tool calls and structured outputs

* Fix ty errors.

* Fix flake8 err
2026-04-22 18:10:56 +02:00
Georgi Gerganov bcb5eeb645 speculative-simple : add checkpoint support (#22227)
* speculative-simple : add checkpoint support

* cont : fix build
2026-04-22 15:44:45 +03:00
Xuan-Son Nguyen 82d3f4d3b2 mtmd: also support LLAMA_ROPE_TYPE_NONE (#22242) 2026-04-22 12:16:29 +02:00
Xuan-Son Nguyen 17f6245168 server: ignore reasoning content from transcription api (#21905) 2026-04-22 12:10:50 +02:00
manayang 7bfe60fdf9 mtmd, llama : Update HunyuanVL vision-language model support (#22037)
* mtmd, llama : add HunyuanVL vision-language model support

- add LLM_ARCH_HUNYUAN_VL with M-RoPE (XD-RoPE) support
- add PROJECTOR_TYPE_HUNYUANVL with PatchMerger vision encoder
- add HunyuanVL-specific M-RoPE position encoding for image tokens
- add GGUF conversion for HunyuanVL vision and text models
- add smoke test in tools/mtmd/tests.sh

* fix: fix HunyuanVL XD-RoPE h/w section order

* fix: Remove redundant code

* convert : fix HunyuanOCR / HunyuanVL conversion
 - Tested locally: both HunyuanOCR and HunyuanVL-4B convert to GGUF
 - successfully and produce correct inference output on Metal (F16 / Q8_0).

* clip : fix -Werror=misleading-indentation in bilinear resize

* fix CI: convert_hf_to_gguf type check error
 - convert_hf_to_gguf.py: give HunyuanVLTextModel.__init__ an explicit `dir_model: Path` parameter so ty can infer the type for load_hparams instead of reporting `Unknown | None`.

---------

Co-authored-by: wendadawen <wendadawen@tencent.com>
2026-04-22 11:58:43 +02:00
Ethan Turner 750579ff14 common: Refactoring sampler parameters (#20429) (#22233)
This change refactors the reasoning_budget_message parameter from the
common params into the sampling parameters specifically. It also removes
the reasoning_budget common parameter and standardizes on the existing
reasoning_budget_tokens parameter in the sampling configuration.

Issue: https://github.com/ggml-org/llama.cpp/issues/20429
Original PR: https://github.com/ggml-org/llama.cpp/pull/20297
2026-04-22 10:40:19 +02:00
Piotr Wilkin (ilintar) 134d6e54d4 common/chat, server: refactor, move all conversion functions to common, add tests (#20690)
* Refactor conversion functions
2026-04-22 10:28:45 +02:00
Xuan-Son Nguyen 04fe84b69d server: allow cancel loading model (#21814) 2026-04-22 00:26:09 +02:00
Kwa Jie Hao 98d2d2884e mtmd: Add support for Reka Edge 2603 (#21616)
* feat: (vocab) fix stray text appended in llama_decode_text

Remove accidental concatenation of the full `text` string when
formatting UNK_BYTE hex escapes. Only the closing "]" should be appended.

* feat(mtmd): add Yasa2 vision encoder support

Add a Yasa2 (ConvNeXtV2-based) vision encoder for reka-edge:
- Register PROJECTOR_TYPE_YASA2 and tensor name definitions
- Add yasa2_block/yasa2_stage model structs
- Implement graph builder with ConvNeXt stages, GRN, adaptive pooling
- Wire into clip.cpp switch statements and mtmd.cpp init_vision
- Use mtmd_image_preprocessor_fixed_size for image preprocessing

* feat(chat): add reka-edge template handler (tools, thinking)

- Add chat-reka.cpp/h implementing PEG-based parser for reka-edge format
- Add Reka-Edge.jinja chat template
- Detect reka-edge template in try_specialized_template()
- Add LLAMA_EXAMPLE_MTMD to chat-template-file arg

* feat: add reka vlm to gguf conversion script

Converts Reka Yasa2 hf checkpoints to GGUF format:
- Text decoder: Llama-arch with tiktoken/BPE vocab
- Mmproj (--mmproj): ConvNeXt vision backbone + language_projection
- Generates 2D sincos positional embeddings for vision encoder

* test: add Reka Edge chat template and parser tests

- test-chat-template: oracle tests comparing Jinja engine output vs
  common_chat_templates_apply for text, tools, thinking, images, video
- test-chat: PEG parser tests for Reka Edge format, round-trip tests
  for image/video content parts, common path integration tests

* scripts: add Reka Edge mixed quantization helper

Q4_0 base quantization with Q8_0 override for the last 8 transformer
blocks (layers 24-31) via --tensor-type regex.

* fix: adapt chat-reka and tests to upstream API

- Use autoparser::generation_params (not templates_params)
- Add p.prefix(generation_prompt) to PEG parser
- Simplify reasoning parser to match LFM2 pattern
- Remove image/video oracle tests (unsupported by oaicompat parser;
  no other multimodal models test this path)

* fix: avoid duplicate tensor loading in yasa2 vision encoder

TN_YASA_PATCH_W and TN_PATCH_EMBD both resolve to "v.patch_embd.weight",
causing the same tensor to be loaded twice into ctx_data and overflowing
the memory pool. Reuse the tensors already loaded by the common section.

* chore: update image pre-processing settings

The reka-edge model depends on the following settings in an older
fork of llama.cpp:
1. Fixed square resize
2. BICUBIC
3. add_padding=false

In current llama.cpp, this means setting:
- image_resize_algo = RESIZE_ALGO_BICUBIC
- image_resize_pad = false

* chore: remove reka gguf conversion script

* chore: remove reka quantization script

* chore: remove unnecessary changes from PR scope

This commit removes a couple of unnecessary changes for the PR scope:
1. BPE decoder bug fix - this affects reka edge because there's a bug
in our tokenization that doesn't represent <think> tokens as special
tokens. However this isn't meant to be a thinking model so when run
with --reasoning off the edge case does not affect us

2. --chat-template-file support from llama-mtmd-cli - the focus is on
llama-server and the reka edge gguf contains the necessary metadata
to detect the chat template

3. reka edge oracle test cases - no other model has similar test cases,
so I removed it for standardization

* chore: remove unnecessary ggml_cast

This commit removes unnecessary ggml_cast after updating the
reka vlm -> gguf conversion script on hugging face.

* chore: remove redundant code

* chore: remove unnecessary ggml_cont calls

This commit removes all ggml_cont calls except the four that
precede ggml_reshape_3d/ggml_reshape_4d. Those are necessary
because ggml_reshape recomputes strides assuming contiguous
layout and asserts ggml_is_contiguous.

Other operations (ggml_mean, ggml_add, ggml_mul etc.) use
stride-based indexing and handle non-contiguous inputs
correctly and so we are ok to remove ggml_cont for those.

* chore: remove unnecessary ggml_repeat calls

This commit removes unnecessary ggml_repeat calls because the underlying
ops already broadcast automatically.

Every ggml_repeat in yasa2.cpp was expanding a smaller tensor to match
a larger one's shape before passing both to an elementwise op (ggml_add,
ggml_sub, ggml_mul, or ggml_div). This is unnecessary because all four
of these ops already support broadcasting internally.

* chore: restore ggml_cont needed for cpu operations

* refactor: locate reka chat template handler in chat.cpp

* chore: remove unnecessary warmup tokens

* chore: add code comments on image_resize_pad

* chore: remove custom reka parsing code

* chore: revert common/chat.cpp

* Uncomment debug logging for PEG input parsing

---------

Co-authored-by: Piotr Wilkin (ilintar) <piotr.wilkin@syndatis.com>
2026-04-21 20:02:49 +02:00
Concedo 4629b49afb updated to handle changes for clip_is_mrope 2026-04-21 19:34:32 +08:00
Concedo 19a12bb080 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	CODEOWNERS
#	common/CMakeLists.txt
#	ggml/CMakeLists.txt
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl
#	scripts/sync-ggml.last
#	tools/cli/cli.cpp
#	tools/llama-bench/llama-bench.cpp
#	tools/perplexity/perplexity.cpp
2026-04-21 18:53:03 +08:00
Xuan-Son Nguyen 9998d88bc8 mtmd: correct mtmd_decode_use_mrope() (#22188) 2026-04-21 10:53:37 +02:00
Georgi Gerganov cfe9838d26 fit-params : refactor + add option to output estimated memory per device (#22171)
* fit-params : add option to output estimated memory per device

* cont : minor

* cont : refactor

* cont : move fit params implementation to libcommon

* cont : header

* cont : headers

* cont : codeowners
2026-04-21 09:54:36 +03:00
xris99 ff6b1062af server : fix hardcoded proxy connection timeout in router mode (#18760) (#22003)
Fixes: https://github.com/ggml-org/llama.cpp/issues/18760

Co-authored-by: Christian <christian@example.com>
2026-04-21 06:41:14 +02:00
Xuan-Son Nguyen 86f8daacfe mtmd: correct get_n_pos / get_decoder_pos (#22175) 2026-04-20 23:29:19 +02:00
Georgi Gerganov cf8b0dbda9 server : remove /api endpoints (#22165)
* server : remove /api endpoints

* cont : remove /api/tags
2026-04-20 20:41:19 +03:00
Xuan-Son Nguyen a678916623 mtmd: refactor mtmd_decode_use_mrope (#22161) 2026-04-20 14:45:11 +02:00
Concedo cd6788007e Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	.github/workflows/build-cross.yml
#	.github/workflows/build-self-hosted.yml
#	.github/workflows/release.yml
#	examples/llama.android/lib/src/main/cpp/CMakeLists.txt
#	ggml/CMakeLists.txt
#	ggml/src/ggml-rpc/CMakeLists.txt
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	scripts/sync_vendor.py
#	tests/test-chat.cpp
#	tests/test-mtmd-c-api.c
#	tools/server/README.md
2026-04-20 20:19:11 +08:00
Georgi Gerganov de71b5f81c server : refactor "use checkpoint" logic (#22114) 2026-04-20 08:42:37 +03:00
Yes You Can Have Your Own 9d49acb2a7 server: rename --clear-idle to --cache-idle-slots (#21741) 2026-04-20 08:30:24 +03:00
Xuan-Son Nguyen 19124078be mtmd: add pos_0 to mtmd_image_tokens_get_decoder_pos (breaking change) (#22082)
* mtmd: add pos_0 to mtmd_image_tokens_get_decoder_pos

* fix build
2026-04-19 11:57:21 +02:00
Sascha Rogmann 455d8e4be8 server : speculative checkpointing (#19493)
* server : speculative decoding using checkpoints

* server : fix draft check with checkpoints

* server : rename spec vars

* server : log levels

* server : refactored spec logic to speculative.cpp

* server : renamed spec checkpoints option

* server : fix spec checkpoints, logging

* speculative : checkpoints with draft model, logging

* server : n_tokens_cur and create_checkpoint in draft

* server : fix server_speculative_callback (slot.id)

* spec : fix ngram-map/begin idx_last_check

* spec : init ckpt (begin() wasn't called)

* chore: update webui build output

* server : restore sampler in spec checkpoint and clear mem

* cont : avoid --spec-use-checkpoints argument

* cont : remove server_prompt_checkpoint_with_size

* spec : rename (leave_draft_state)

* cont : clean-up

* cont : do not ignore partial drafts even if the are short

* cont : spec callback owned by session

* cont : simplify

* cont : avoid empty speculative session

* cont : simplify

* cont : simplify

* cont : enable mtmd speculative decoding

* cont : keep the spec sampler alive

* cont : simplify

* cont : fix nullptr deref + draft checkpoints

* cont : remove common_speculative_accept_response

* cont : remove callback

* cont : simplify

* cont : minor

* cont : simplify

* cont : fix accepted number

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-04-19 10:24:06 +03:00
Cetarthoriphros 9e5647affa server: Expose media_tag on /props endpoint. (#22028) 2026-04-19 00:27:17 +02:00
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 '1e796eb41fb51950ada45811a303e57a5f4ea974' 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)
* 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
Sigbjørn Skjæret 30dce2cf29 cli : use get_media_marker (#22017) 2026-04-17 00:12:31 +02:00
Pascal 4adac43f6f server: tests: fetch random media marker via /apply-template (#21962) (#21980)
* server: tests: fetch random media marker via /apply-template (#21962 fix)

* server: allow pinning media marker via LLAMA_MEDIA_MARKER env var

get_media_marker() checks LLAMA_MEDIA_MARKER at first call and uses it
as-is if set, falling back to the random marker otherwise.

Tests no longer need to fetch the marker dynamically via /apply-template:
the fixture sets LLAMA_MEDIA_MARKER=<__media__> so the hardcoded prompts
work as before.

Address review feedback from ngxson

* server: make get_media_marker() thread-safe via magic statics

Use a C++11 static local with a lambda initializer instead of a global
static with an empty-check. The runtime guarantees initialization exactly
once without explicit locking.

Address review feedback from ggerganov

* nits

* nits
2026-04-16 20:46:21 +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
Valeriy Dubov adb541a6ad rpc : add native RDMA transport for RPC backend (RoCEv2) (#20590) 2026-04-15 16:44:02 +03:00
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 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
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
Gaspard Petit ce8fd4b1a6 server: Expose build_info in router mode (#21835) 2026-04-13 11:14:42 +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
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
Aleksander Grygier 9e209c5aee fix: Proper messages rendering for "Show raw output" (#21672) 2026-04-12 13:08:11 +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