Commit Graph

9774 Commits

Author SHA1 Message Date
Jeff Bolz
72a9269172 vulkan: support all backend tests for SQR/SQRT/SIN/COS/CLAMP/LEAKY_RELU/NORM (#24582)
* vulkan: make SQR/SQRT/SIN/COS/CLAMP/LEAKY_RELU use unary.comp

* vulkan: make NORM support noncontig

* add noncontiguous row test cases for norm/l2_norm, handle this in the CPU backend and l2_norm.comp

* fix supports_op for cuda and webgpu
2026-06-23 09:48:24 -05:00
Jeff Bolz
92e854ab83 vulkan: Support GET_ROWS_BACK (#24883) 2026-06-23 15:39:37 +02:00
Jeff Bolz
c5606364b2 vulkan: support CONV_3D (#24612)
* vulkan: support CONV_3D

This is a pretty direct port of conv2d_mm.comp to CONV_3D, done by codex
and cleaned up by me.

* disable slower perf tests
2026-06-23 15:39:20 +02:00
Jeff Bolz
0eb874d374 vulkan: make mul_mm ALIGNED a spec constant (#24689)
This trims down some of the shader variant explosion and reduces binary size.
2026-06-23 14:26:17 +02:00
Xuan-Son Nguyen
75ad0b23ed server: fix remote preset handling, add test (#24938)
* server: add test for remote preset

* fix remote preset handling

* fix

* fix test
2026-06-23 13:28:34 +02:00
Wyatt Caldwell
c926ad0985 vulkan: link ggml-cpu when GGML_VULKAN_CHECK_RESULTS / RUN_TESTS are enabled (#24444)
The result-checking and test debug paths in ggml-vulkan.cpp call ggml_graph_compute_with_ctx() to compute a CPU reference graph, but that symbol is defined in ggml-cpu, which ggml-vulkan does not link. Enabling -DGGML_VULKAN_CHECK_RESULTS=ON (or -DGGML_VULKAN_RUN_TESTS=ON) therefore fails to link with an unresolved external (e.g. LNK2019 on MSVC, undefined reference on GCC/Clang). This regressed after ggml-cpu was split into its own library. Link ggml-cpu under those two options so the debug builds link again.

Signed-off-by: Wyatt Caldwell <218154709+Detensable@users.noreply.github.com>
2026-06-23 12:55:46 +02:00
Gabe Goodhart
a3900a6694 model: Granite Speech Plus (#24818)
* feat: Add conversion support for Granite Speech Plus

Branch: GraniteSpeechPlus
AI-usage: full (Bob, OpenCode + Qwen3.6-35b)
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Extend granite_speech to support plus multi-layer concatenation

Branch: GraniteSpeechPlus
AI-usage: draft (Bob, OpenCode + Qwen3.6-35b)
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(conversion): Fix plural naming for feature_layers for audio

Branch: GraniteSpeechPlus
AI-usage: none
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(mtmd): Align feature_layer usage and naming everywhere

Branch: GraniteSpeechPlus
AI-usage: none
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* style: Use fstring for log

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

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

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2026-06-23 12:03:31 +02:00
Masashi Yoshimura
7c908502ea ggml-webgpu: improve MTP inference by using mat-vec path for small batches (#24811)
* ggml-webgpu: improve small batches decoding

* Add barrier to the NUM_COLS loop in mul-mat-vec
2026-06-23 17:13:55 +09:00
Masashi Yoshimura
035cd8f9a6 codeowners: add yomaytk to ggml-webgpu (#24930) 2026-06-23 15:19:34 +09:00
Aldehir Rojas
73618f27a8 server: improve user message detection and create checkpoints at every user message (#24176)
* server : improve message span logic

* cont : cast size_t to int32_t in comparisons

* server : create checkpoints before every user msg

* chat : remove \n in gemma4 delimiters

* chat : merge msg delimiter structs into one

* cont : reword comment

* cont : initialize tokens in delimiter

* cont : add server_tokens::get_raw_tokens() for mtmd

* cont : move message finding to server_tokens and skip mtmd tokens

* cont : update cohere2moe parser

* cont : increase min-step to 8192 and always produce a chkpt for last user message
2026-06-23 08:27:28 +03:00
Shawn Gu
23ee8797e1 opencl: q8_0 gemv precision improvement (#24923) 2026-06-22 22:25:21 -07:00
Matt Thompson
dec5ca5577 server : Add id to tool call responses api (#24882) 2026-06-22 23:03:12 +02:00
Mahdiou Diallo
9c0ac887f3 ui: Prioritize favorite models in model selection (#24766)
Updated model selection prioritization to include favorite models.
2026-06-22 21:00:21 +02:00
Xuan-Son Nguyen
721354fbdf server: (router) move model downloading to dedicated process (#24834)
* server: real-time model load progress tracking via /models/sse

* update docs

* server: move model download to child process

* rm unused

* fix most problems

* clean up

* nit fixes

* fix test case

* do not detact() thread

* shorter MODEL_DOWNLOAD_TIMEOUT in test

* throttle
2026-06-22 18:24:04 +02:00
Xuan-Son Nguyen
6ee0f65793 server: refactor/generalize input file schema (#24299)
* server: refactor/generalize input file schema

* wire up input_video, accept raw base64

* nits

* nits (2)

* fix windows
2026-06-22 16:42:47 +02:00
Pascal
099b579acb ui: model status and load progress via /models/sse feed (#24878)
* ui: model status and load progress via /models/sse feed

* ui: centralize SSE wire-format delimiters into shared constants for the chat and /models/sse parsers

* ui: type /models/sse event names as a ServerModelsSseEventType enum

Address review from allozaur
2026-06-22 15:55:30 +02:00
Neo Zhang
f8cc15f163 [SYCL] support bf16 on bin_bcast OP and unary OPs (#24838)
* support bf16 on bin_bcast OP and unary OPs

* support the older Intel compiler than 2026.0
2026-06-22 14:09:02 +03:00
Tim Neumann
37957e8531 sampling : remove unconditional softmax+sort in top-n-sigma sampler (#22645) 2026-06-22 14:08:32 +03:00
Pascal
d0f9d2e5ac server: fix edit_file crash on append at end of file (line_start -1) (#24893)
line_start -1 normalized to n+1, so append inserted at lines.begin() + n + 1,
one past end() -> heap-buffer-overflow in vector::_M_range_insert.

Normalize -1 to n (insert at end()), restrict -1 to append mode and reject it
for replace/delete instead of silently clobbering the last line. Parenthesize
the insert offset so empty-file append computes the position as int first,
avoiding a transient begin() - 1 on a null vector data pointer.
2026-06-22 10:55:28 +02:00
aafsmarak
0ef6f06d55 docs/android.md: Add dependency libandroid-spawn for building in termux (#21812)
Fixes https://github.com/ggml-org/llama.cpp/issues/18615
2026-06-22 05:48:31 +02:00
Aldehir Rojas
52b3df0023 common/peg : implement ac parser for stricter grammar generation (#24869)
* common/peg : implement ac parser

* cont : extract functions

* cont : tidy up

* cont : remove a test

* cont : move ac() def
2026-06-21 16:20:58 -05:00
Xuan-Son Nguyen
7c082bc417 server: fix report progress for loading spec models, add "stages" list (#24870)
* server: fix report progress for loading spec models, add "stages" list

* improve

* nits

* nits 2
2026-06-21 17:36:52 +02:00
Xuan-Son Nguyen
bddfd2b113 server: refactor batch construction (#24843)
* server: refactor batch construction

* wip

* wip 2

* wip 3

* wip 4

* add abort_all_slots

* handle batch full more carefully

* fix assert

* rm debug log

* small nits

* (debug) add timings

* debug: force llama_synchronize for accurate timings

* address comments

* disable DEBUG_TIMINGS
2026-06-21 14:16:11 +02:00
Xuan-Son Nguyen
0d135df48c mtmd: fix mtmd_get_memory_usage (#24867) 2026-06-21 14:12:15 +02:00
Sigbjørn Skjæret
bf533823cd jinja : implement call statement (#24847)
* implement call statement

* undo unintended change

* de-lambda

* simplify

* move caller context inside function handler
2026-06-21 14:04:52 +02:00
Xuan-Son Nguyen
2f89acc2bc mtmd: add load progress callback (#24865) 2026-06-21 13:40:52 +02:00
Xuan-Son Nguyen
bfa3219177 server: add "verbose" field to schema (#24864) 2026-06-21 13:03:14 +02:00
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