9897 Commits

Author SHA1 Message Date
Xuan-Son Nguyen
d6d899580d server: real-time model load progress tracking via /models/sse (#24828)
* server: real-time model load progress tracking via /models/sse

* update docs

* add mutex for notify_to_router

* correct docs
2026-06-21 11:58:14 +02:00
Georgi Gerganov
8a118ee86c minor : clean-up whitespaces (#24862)
[no ci]
2026-06-21 11:37:12 +03:00
YiChen Lv
d789527482 spec : Support Step3.5/3.7 flash mtp3 (#24340)
* add mtp_layer_offset + include nextn flags in graph reuse

* add llama_set_mtp_layer_offset + llama_model_n_nextn_layer API

* offset head select + require all MTP blocks

* speculative multi-head process()

* speculative multi-head draft()

* gather outputs via inp_out_ids

* cleanup

* fix core

* minor cleanup

* merged draft_multi_head into draft()

* mtp rename nextn

* Apply suggestions from code review

Co-authored-by: Aman Gupta <amangupta052@gmail.com>

* clean-up comments

* fix for multi seq

* apply suggestions && chain-heads comment

* add a reference for chain_heads discussion

---------

Co-authored-by: Aman Gupta <amangupta052@gmail.com>
2026-06-21 11:33:18 +03:00
Aldehir Rojas
063d9c156e common/peg : refactor until gbnf grammar generation (#24839)
* common/peg : refactor until gbnf grammar into an ac automaton

* cont : add a test with multiple strings

* cont : pad state with 0s so rules line up

* cont : clean up comments

* cont : use set everywhere

* cont : inline state num string padding

* cont : add a ref to PR

* cont : fix regression in server-tools.cpp
2026-06-20 21:15:06 -05:00
Aldehir Rojas
c57607016a common/json-schema-to-grammar : align spacing rules with parsers (#24835) 2026-06-20 17:43:04 -05:00
Guanhuai Zhang
4a80943174 fix(hexagon): use padded stride for ssm-conv weights (#24470) 2026-06-20 14:58:49 -07:00
Adrien Gallouët
84de01a1f1 llama : use LLM_KV for quantization_version & file_type (#24802)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-06-20 20:07:01 +02:00
Xuan-Son Nguyen
75f460ac28 arg: try fixing test-args-parser randomly fails (#24826)
* arg: try fixing test-args-parser randomly fails

* return ref

* try triggering the workflow

* exception wrapper

* wip

* test

* test 2

* arg: guard win32 utf8 argv override

make_utf8_argv rebuilds argv from GetCommandLineW to fix utf8 handling of
non ascii arguments on windows. the override runs unconditionally inside
common_params_parse, so it also clobbers a programmatic argv passed by a
caller. test-arg-parser builds a synthetic argv but then sees the real
process command line instead, the model argument is never parsed, and the
assert that expects success aborts via fastfail (0xC0000409). this shows up
as a random failure in the openvino windows workflow.

only override argv when its length matches the caller argc, so the utf8
repair still applies to real binaries while a programmatic argv stays intact.

---------

Co-authored-by: Pascal <admin@serveurperso.com>
2026-06-20 19:45:27 +02:00
Muhammad Salem
8452824611 release: add missing link for win opencl adreno arm64 (#24809) 2026-06-20 23:08:59 +08:00
Matti4
e27f308597 server: avoid forwarding auth headers in CORS proxy (#24373)
* server: avoid forwarding auth headers in CORS proxy

* format

* fix test

* fix e2e test

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2026-06-20 15:34:47 +02:00
Aldehir Rojas
67e9fd3b74 docker : prebuild web UI for s390x build [no release] (#24829) 2026-06-20 05:54:42 -05:00
davidrhodus
796f41bedc model : glm-dsa load DSA indexer tensors as optional (#24770)
GLM-5.2 ships the DSA "lightning indexer" on only a subset of layers (the
"full" layers; others omit it), but the GLM_DSA loader created the five
indexer tensors on every layer as required, so loading any GLM-5.2 GGUF
failed with e.g. `missing tensor 'blk.3.indexer.k_norm.weight'`.

GLM_DSA's graph is llama_model_deepseek2::graph (plain MLA) and does not use
the indexer tensors (indexer runtime not yet implemented), so they are
loaded-but-unused. Marking them TENSOR_NOT_REQUIRED lets layers without an
indexer load as nullptr and the model runs as full MLA attention.

DeepSeek-V3.2 (uniform indexer on all layers) is unaffected.
2026-06-20 13:48:24 +03:00
Adrien Gallouët
37a77fb057 ggml : optimize AMX (#24806)
Flatten the partition over n_batch * M so every thread participates in
the quantization

    | CPU                             | Model                         | Test   |   t/s OLD |   t/s NEW |   Speedup |
    |:--------------------------------|:------------------------------|:-------|----------:|----------:|----------:|
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B IQ4_NL - 4.5 bpw  | pp512  |    730.71 |    779.86 |      1.07 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B IQ4_NL - 4.5 bpw  | tg128  |     87.88 |     86.79 |      0.99 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B IQ4_XS - 4.25 bpw | pp512  |    725.09 |   1023.31 |      1.41 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B IQ4_XS - 4.25 bpw | tg128  |     83.64 |     83.62 |      1.00 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_0              | pp512  |    820.51 |    924.05 |      1.13 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_0              | tg128  |     90.59 |     92.46 |      1.02 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_1              | pp512  |    776.88 |    872.79 |      1.12 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_1              | tg128  |     89.39 |     90.94 |      1.02 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_K_M            | pp512  |    719.28 |   1009.27 |      1.40 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_K_M            | tg128  |     80.62 |     80.86 |      1.00 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_K_S            | pp512  |    732.29 |   1077.29 |      1.47 |
    | Intel(R) Xeon(R) Platinum 8488C | qwen35 0.8B Q4_K_S            | tg128  |     86.42 |     83.53 |      0.97 |

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-06-20 13:43:06 +03:00
Sigbjørn Skjæret
f4043fec01 convert : more consistent handling of rope_parameters (#24833) 2026-06-20 13:42:36 +03:00
Masashi Yoshimura
f449e05537 ggml-webgpu: add adapter toggles for F16 on Vulkan + NVIDIA 2026-06-20 08:12:32 +09:00
Xuan-Son Nguyen
2b686a9120 server: refactor child --> router communication (#24821)
* server: refactor child --> router communication

* fix wakeup case

* add docs

* improve update_status()

* nits
2026-06-20 01:02:26 +02:00
Adrien Gallouët
4b48a53b6c server : optimize get_token_probabilities (#24796)
Use std::partial_sort to order only the requested top-n tokens instead
of the full vocabulary

    logprobs sort: vocab=128000 n_top=0 iters=100
    full    sort:   8555.6 us/op
    partial sort:    704.3 us/op

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-06-19 23:26:54 +02:00
Xuan-Son Nguyen
e475fa2b5f mtmd, arg: fix utf8 handling on windows (#24779)
* mtmd, arg: fix utf8 handling on windows

* also fix ggml_fopen

* fix build fail

* also fix CLI
2026-06-19 22:28:38 +02:00
Xuan-Son Nguyen
175147e8f6 server: remove all internal mentions about "webui" (#24817) 2026-06-19 22:12:46 +02:00
Mikolaj Kucharski
fabde3bf51 arg: Add comment line support to --api-key-file (#23168) 2026-06-19 17:33:54 +02:00
Alessandro de Oliveira Faria (A.K.A.CABELO)
0d2d9ccbf6 vendor : update cpp-httplib to 0.48.0 (#24787) 2026-06-19 22:16:35 +08:00
Xuan-Son Nguyen
8c2d6f6475 server: add --agent arg, remove redundant webui naming compat (#24801)
* server: add --agent arg, remove redundant webui naming compat

* corrent env

* fix the test

* llama-gen-docs

* nits: wordings
2026-06-19 16:06:13 +02:00
Aldehir Rojas
38724ab593 docker : build the UI (#24794)
* docker : build the UI

* cont : use existing APP_VERSION
2026-06-19 15:32:31 +02:00
Xuan-Son Nguyen
e2e7a9b2d0 mtmd: several bug fixes (#24784)
* mtmd: several bug fixes

* fix build

* fix gemma4ua

* add sanity check in get_u32()

* fix build (2)

* area() avoid overflow
2026-06-19 12:18:36 +02:00
Ruixiang Wang
b14e3fb90c spec: support eagle3 for qwen3.5 & 3.6 (#24593)
* spec: support qwen3.5 & 3.6 eagle3 draft

* eagle3: Add deferred boundary checkpoints restore support for hybrid models

* apply suggestions

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* spec: adapt to API change

* spec: fix naming

* cont : add TODO

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-19 13:08:50 +03:00
Xuan-Son Nguyen
159d093a43 server: fix non-bound n_discard value (ctx shifting) (#24786)
* server: fix non-bound n_discard value

* Update tools/server/server-context.cpp

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-19 10:53:44 +02:00
Georgi Gerganov
5fd2dc2c41 sync : ggml 2026-06-19 10:19:14 +03:00
Georgi Gerganov
1868af13ac ggml : bump version to 0.15.2 (ggml/1548) 2026-06-19 10:19:14 +03:00
Georgi Gerganov
5bd21b8555 pi : remove docs from system prompt (#24791) 2026-06-19 09:34:00 +03:00
Georgi Gerganov
80452d65b9 server : consolidate slot selection into get_available_slot (#24755)
Absorb get_slot_by_id logic into get_available_slot so slot selection
is handled by a single function call. When a specific slot id is
requested, the LCP similarity check still runs to enable proper
prompt cache updates.

Assisted-by: pi:llama.cpp/Qwen3.6-27B
2026-06-19 09:22:34 +03:00
shalinib-ibm
8141e730f1 ggml-cpu: support K tails in power10 Q8/Q4 MMA matmul (#24753)
* ggml-cpu: support K tails in Power10 MMA Q8/Q4 matmul

This patch removes the requirement that K be divisible by kc in the tinyBlas_Q0_PPC tiled matmul path. Process the final K panel using its actual depth and pass the reduced panel size through packing and kernel execution.  This allows more workloads to use the MMA kernel and reduces fallback to mnpack.

* Apply suggestion from @taronaeo

Co-authored-by: Aaron Teo <taronaeo@gmail.com>

---------

Co-authored-by: Aaron Teo <taronaeo@gmail.com>
2026-06-19 08:55:38 +03:00
Xuan-Son Nguyen
db52540f73 mtmd: add batching support for internvl (#24775) 2026-06-19 01:16:16 +02:00
Pascal
3a3edc9ac6 Ggml/cuda col2im 1d (#24417)
* cuda: add GGML_OP_COL2IM_1D, follow-up to the CPU op

* cuda: col2im_1d use fast_div_modulo for the index decomposition

* cuda: col2im_1d tighten supports_op, type match and contiguous dst
2026-06-18 22:23:01 +02:00
Reguna
40f3aafc45 server: add "X-Accel-Buffering": "no" header to streaming endpoints (#24774)
* server: add "X-Accel-Buffering": "no" header to streaming endpoints

This header tells Nginx (as a reverse proxy) to NOT buffer responses. (only affects streaming endpoints)
Without it, Nginx will break streaming with certain applications (notably the Pi coding harness).
2026-06-18 22:01:24 +02:00
Xuan-Son Nguyen
a6b3260a42 mtmd: add batching for mtmd-cli, add video tests (#24778) 2026-06-18 21:55:04 +02:00
o7si
32eddaf2ea cmake : fix ui build with read-only source (#24752) 2026-06-18 18:59:18 +02:00
Xuan-Son Nguyen
060ce1bf72 mtmd: refactor llava-uhd overview image handling (always use ov_img_first) (#24769)
* add dedicated "overview" for mtmd_image_preproc_out

* corrections

* correct (again)

* nits

* nits (2)
2026-06-18 18:53:49 +02:00
Max Krasnyansky
d2c67959b3 hexagon: support for op-trace (fine-grain tracing of HVX/HMX/DMA events) (#24592)
* hex-optrace: add support for optrace and instrument matmul and flash-atten code

* hex-trace: improve trace event and prefetto generator

* hex-trace: add new script dedicated to handling traces, specifically perfetto traces

* hex-trace: add --head/--tail options to profile and trace tools

* hex-trace: fix whitespaces

* hex-trace: fix flake8 warnings

* hex-trace: fix flake8 warnings

* hmx-fa: restore q_tiles clearing

* hex-profile: remove circular dep in includes

* hex-trace: simplify trace sizing check

* hex-profile: sort events in the summary by name
2026-06-18 08:35:02 -07:00
Kangjia Gao
7b6c5a2aed docs: fix export-lora --lora-scaled syntax [no release] (#24703)
Assisted-by: Codex
2026-06-18 16:46:17 +02:00
Xuan-Son Nguyen
fe7c8b2414 server: (router) fix stopping_thread potentially hang (#24728)
* server: (router) fix stopping_thread potentially hang

* fix windows build
2026-06-18 15:41:09 +02:00
Xuan-Son Nguyen
e1efd0991d server: add "schema" and validation (#24150)
* wip

* working

* correct some limits

* add field name to error message
2026-06-18 15:40:58 +02:00
Aarni Koskela
08023072ef server : add last-5-seconds generation speed display (#24291)
* server : add last-5-seconds generation speed display

* cont : clean-up

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-18 14:02:20 +02:00
Amos Wong
20832179e2 ui: provide touch accessible model selection UI (#24604)
* ui : add model selector storybook stories

Covers list, favorites, single-model, all status states
(loading/loaded/sleeping/failed/idle), and selection states.

* ui : improve model selector mobile UX with hover media queries

Use @media (hover:none) to show action buttons directly on touch
devices and color-code them by model status (amber=sleeping,
green=loaded, muted=idle). Status dots hidden on touch. Desktop
hover behavior unchanged.
2026-06-18 13:14:20 +02:00
Anuj Attri
10786217e9 server : return HTTP 400 on invalid grammar (#24144) (#24154)
Throw on grammar parse failure so the server returns HTTP 400
instead of silently dropping the constraint.
Add a regression test for the invalid-grammar response.

Fixes #24144
2026-06-18 12:49:14 +02:00
Xuan-Son Nguyen
552258c535 server: (router) rework -hf preset repo (#24739)
* server: temporary remove HF remote preset

* rework remove preset.ini support

* rm unused get_remote_preset_whitelist()

* print warning

* add docs

* rm stray file
2026-06-18 12:45:23 +02:00
Xuan-Son Nguyen
968c43891a server: fix router args not being forwarded to child instances (#24760) 2026-06-18 12:15:46 +02:00
Xuan-Son Nguyen
24bba7b98e mtmd: refactor preprocessor, add mtmd_image_preproc_out (#24736)
* add mtmd_image_preproc_out

* add dev docs

* remove unused clip API

* rm unused clip_image_f32_batch::grid

* change preprocess() call signature
2026-06-18 12:04:39 +02:00
Neo Zhang
9724f664e8 [SYCL] rename GGML_SYCL_SUPPORT_LEVEL_ZERO (#24719)
* rename GGML_SYCL_SUPPORT_LEVEL_ZERO to GGML_SYCL_SUPPORT_LEVEL_ZERO_API, and GGML_SYCL_ENABLE_LEVEL_ZERO to  GGML_SYCL_USE_LEVEL_ZERO_API

* fix code format

* fix error when rebase
2026-06-18 11:18:26 +03:00
Neo Zhang
dd69db2924 sycl : support MUL_MAT and OUT_PROD with Q1_0 (#24721) 2026-06-18 11:17:37 +03:00
Adrien Gallouët
6ec59ddaea app : enable self-update only when built with llama-install.sh (#24754)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-06-18 09:57:59 +02:00