Commit Graph

127 Commits

Author SHA1 Message Date
compilade 90083283ec
imatrix : use GGUF to store importance matrices (#9400)
* imatrix : allow processing multiple chunks per batch

* perplexity : simplify filling the batch

* imatrix : fix segfault when using a single chunk per batch

* imatrix : use GGUF to store imatrix data

* imatrix : fix conversion problems

* imatrix : use FMA and sort tensor names

* py : add requirements for legacy imatrix convert script

* perplexity : revert changes

* py : include imatrix converter requirements in toplevel requirements

* imatrix : avoid using designated initializers in C++

* imatrix : remove unused n_entries

* imatrix : allow loading mis-ordered tensors

Sums and counts tensors no longer need to be consecutive.

* imatrix : more sanity checks when loading multiple imatrix files

* imatrix : use ggml_format_name instead of std::string concatenation

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>

* quantize : use unused imatrix chunk_size with LLAMA_TRACE

* common : use GGUF for imatrix output by default

* imatrix : two-way conversion between old format and GGUF

* convert : remove imatrix to gguf python script

* imatrix : use the function name in more error messages

* imatrix : don't use FMA explicitly

This should make comparisons between the formats easier
because this matches the behavior of the previous version.

* imatrix : avoid returning from void function save_imatrix

* imatrix : support 3d tensors with MUL_MAT

* quantize : fix dataset name loading from gguf imatrix

* common : move string_remove_suffix from quantize and imatrix

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

* imatrix : add warning when legacy format is written

* imatrix : warn when writing partial data, to help guess dataset coverage

Also make the legacy format store partial data
by using neutral values for missing data.
This matches what is done at read-time for the new format,
and so should get the same quality in case the old format is still used.

* imatrix : avoid loading model to convert or combine imatrix

* imatrix : avoid using imatrix.dat in README

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-07-19 12:51:22 -04:00
Georgi Gerganov 225e7a1438
llama : add high-throughput mode (#14363)
* kv-cache : prepare K/V buffers for separation

ggml-ci

* batched-bench : fix oob write

ggml-ci

* llama : add "virtual sequences"

ggml-ci

* llama : use "stream" vs "virtual sequence"

ggml-ci

* graph : fix stream splitting when KV cache is not used

ggml-ci

* kv-cache : add multi-stream save/load support

ggml-ci

* llama : add "--attn-streams" flag

ggml-ci

* kv-cache : fix handling when find_slot fails

ggml-ci

* kv-cache : restore find_slot impl

ggml-ci

* kv-cache : add comments

* kv-cache : add bounds checks for sequence id

ggml-ci

* cont : add n_seq_max to batch allocr

ggml-ci

* kv-cache : perform stream copies lazily after llama_synchronize

ggml-ci

* kv-cache : avoid throwing exceptions across the C boundary

ggml-ci

* CUDA: 4D FlashAttention support (#14628)

* CUDA: 4D FlashAttention support

* CUDA: fix WMMA FA kernel

* llama : rename attn_streams -> kv_unified

ggml-ci

* common : rename kv_split -> kv_unified

ggml-ci

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-07-16 16:35:42 +03:00
Georgi Gerganov 6ffd4e9c44
server : pre-calculate EOG logit biases (#14721)
ggml-ci
2025-07-16 14:04:12 +03:00
Georgi Gerganov 538cc77f7f
server : fix handling of the ignore_eos flag (#14710)
ggml-ci
2025-07-16 12:13:57 +03:00
Johannes Gäßler 5cae766541
scripts: synthetic prompt mode for server-bench.py (#14695) 2025-07-16 09:33:28 +02:00
Johannes Gäßler 494c5899cb
scripts: benchmark for HTTP server throughput (#14668)
* scripts: benchmark for HTTP server throughput

* fix server connection reset
2025-07-14 13:14:30 +02:00
Douglas Hanley 0c1df14b5f
server : fix pooled embedding output (#14645) 2025-07-12 13:21:02 +03:00
Eric Zhang a457551332
cmake : do not search for curl libraries by ourselves (#14613)
* cmake : do not search for curl libraries by ourselves

* run : do not search for curl libraries by ourselves
2025-07-10 15:29:05 +03:00
Alawode Oluwandabira 17a1f0d2d4
server: Add ability to mount server at prefix (#14544)
* Add server_prefix

* Correct server path env

* Rename cli flag to --api-prefix

* Change all to api_prefix
2025-07-08 11:47:33 +03:00
Sigbjørn Skjæret ddef99522d
server : fix assistant prefilling when content is an array (#14360) 2025-07-05 09:17:14 +02:00
Sigbjørn Skjæret 28657a8229
ggml : implement GEGLU_ERF and GEGLU_QUICK ops (#14445) 2025-07-03 23:07:22 +02:00
Vedran Miletić e9b6350e61
scripts : make the shell scripts cross-platform (#14341) 2025-06-30 10:17:18 +02:00
matteo caf5681fcb
server : support jinja extra template kwargs (Qwen3 enable_thinking feature), from command line and from client (#13196)
* initial commit for handling extra template kwargs

* enable_thinking and assistant prefill cannot be enabled at the same time

* can set chat_template_kwargs in command line

* added doc

* fixed formatting

* add support for extra context in generic template init

* coding standard: common/chat.cpp

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

* coding standard:  common/chat.cpp

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

* Apply suggestions from code review

coding standard: cosmetic changes

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

* fix merge conflict

* chat.cpp: simplify calls to apply to ensure systematic propagation of extra_context (+ the odd existing additional_context)

* normalize environment variable name

* simplify code

* prefill cannot be used with thinking models

* compatibility with the new reasoning-budget parameter

* fix prefill for non thinking models

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Olivier Chafik <olivier.chafik@gmail.com>
2025-06-29 20:02:53 +02:00
Renat 83790b0e7e
server : fix appearance of the chats list context menu for Safari (#14322) 2025-06-29 19:29:57 +02:00
Nigel Bosch 1b809cee22
server : move no API key doc to /health (#14352) 2025-06-24 10:59:11 +02:00
Sigbjørn Skjæret abf241045d
main : honor --verbose-prompt on interactive prompts (#14350) 2025-06-24 09:31:00 +02:00
Molly Sophia 72c6bc3f3d
llama : better rwkv chat template and add missing `inputs.use_jinja` setting (#14336)
* llama-cli : add missing `inputs.use_jinja` setting

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama : better legacy chat template for rwkv

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

---------

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-06-23 19:56:19 +08:00
Georgi Gerganov 7b50d589a8
kv-cells : fix tracking of seq_pos (#14339)
* kv-cells : fix tracking of seq_pos during cache reuse

ggml-ci

* cont : improve error message

ggml-ci

* cont : add more comments
2025-06-23 12:27:35 +03:00
Ed Addario fa4a9f2a1c
quantize : handle user-defined pruning of whole layers (blocks) (#13037) 2025-06-22 23:16:26 +02:00
Ruikai Peng 66aba7aca9
run : avoid double tokenization (#14327)
* run : avoid double tokenization by adopting common_tokenize heuristic

* build : fix windows gcc and clang warnings

* lint : fixed trailing whitepace

* run : fix is_first flag
2025-06-23 01:28:06 +08:00
Georgi Gerganov f1f5e82df6
examples : fix is_first logic for tokenization (#14329)
ggml-ci
2025-06-22 20:10:07 +03:00
yuiseki 5d5c066de8
mtmd : fix Pixtral OOM with large images by capping image_size to 1024 (#14326)
Mistral Small 2506 models using Pixtral vision encoder were running out
of GPU memory when processing images larger than 1024x1024 pixels due to
exponential memory growth from unlimited image size.

This fix applies the same 1024x1024 limit used by Qwen2VL models to
prevent OOM issues while maintaining compatibility with existing models.
2025-06-22 14:44:57 +02:00
Sigbjørn Skjæret 88fc854b4b
llama : improve sep token handling (#14272) 2025-06-20 14:04:09 +02:00
Georgi Gerganov 4c9fdfbe15
ubatch : new splitting logic (#14217)
ggml-ci
2025-06-20 10:14:14 +03:00
aa956 d67341dc18
server : add server parameters for draft model cache type (#13782)
Co-authored-by: aa956 <27946957+aa956@users.noreply.github.com>
2025-06-19 16:01:03 +03:00
bashayer hijji fffcce535e
llama-bench : add --no-warmup flag (#14224) (#14270)
Add no_warmup parameter to cmd_params struct and command-line parsing to allow users to skip warmup runs before benchmarking.

- Add no_warmup boolean field to cmd_params struct

- Add --no-warmup command-line argument parsing

- Add help text documentation for the new flag

- Wrap existing warmup logic in conditional check

- Maintain full backward compatibility (warmup enabled by default)

Addresses #14224
2025-06-19 12:24:12 +02:00
Xuan-Son Nguyen 413977de32
mtmd : refactor llava-uhd preprocessing logic (#14247)
* mtmd : refactor llava-uhd preprocessing logic

* fix editorconfig
2025-06-18 10:43:57 +02:00
Georgi Gerganov 89fea80d29
server : fix incorrect usage of llama_get_embeddings() (#14225)
* server : fix incorrect usage of llama_get_embeddings()

ggml-ci

* cont : fix the fix

ggml-ci
2025-06-16 22:33:27 +03:00
Georgi Gerganov d3e64b9f49
llama : rework embeddings logic (#14208)
* llama : rework embeddings logic

ggml-ci

* cont : fix rerank

ggml-ci

* cont : engrish [no ci]

* cont : fix rerank

ggml-ci

* server : support both embeddings and completions with single model

ggml-ci

* cont : avoid embeddings_org

ggml-ci
2025-06-16 14:14:00 +03:00
Eric Curtin cd355eda7d
server : When listening on a unix domain socket don't print http:// and port (#14180)
Instead show something like this:

main: server is listening on file.sock - starting the main loop

Signed-off-by: Eric Curtin <ecurtin@redhat.com>
2025-06-15 23:36:22 +02:00
Georgi Gerganov ffad043973
server : fix SWA condition for full context reprocess (#14163)
ggml-ci
2025-06-13 11:18:25 +03:00
Georgi Gerganov 7d516443dd
server : re-enable SWA speculative decoding (#14131)
ggml-ci
2025-06-12 11:51:38 +03:00
Aman 7781e5fe99
webui: Wrap long numbers instead of infinite horizontal scroll (#14062)
* webui: Wrap long numbers instead of infinite horizontal scroll

* Use tailwind class

* update index.html.gz
2025-06-11 16:42:25 +02:00
Taylor 2baf07727f
server : pass default --keep argument (#14120) 2025-06-11 13:43:43 +03:00
Juk Armstrong 3a12db23b6
Fixed spec timings to: accepted/tested instead of accepted/drafted (#14104) 2025-06-10 16:48:07 +01:00
R0CKSTAR dc0623fddb
webui: fix sidebar being covered by main content (#14082)
* webui: fix sidebar being covered by main content

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* webui: update index.html.gz

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-06-09 12:01:17 +02:00
Georgi Gerganov 87d34b381d
server : fix LRU check (#14079)
ggml-ci
2025-06-09 12:57:58 +03:00
Georgi Gerganov 745aa5319b
llama : deprecate llama_kv_self_ API (#14030)
* llama : deprecate llama_kv_self_ API

ggml-ci

* llama : allow llama_memory_(nullptr)

ggml-ci

* memory : add flag for optional data clear in llama_memory_clear

ggml-ci
2025-06-06 14:11:15 +03:00
Georgi Gerganov 3637576288
server : disable speculative decoding for SWA models (#13970)
* server : use swa-full fo draft context

ggml-ci

* server : disable speculative decoding for SWA models
2025-06-02 21:34:40 +03:00
Olivier Chafik c9bbc77931
`server`: update deepseek reasoning format (pass reasoning_content as diffs) (#13933)
* server: update deepseek reasoning format (now in reasoning_content diffs), add legacy option for compat
* update unit/test_tool_call.py::test_thoughts
2025-06-02 10:15:44 -07:00
Xuan-Son Nguyen bfd322796c
mtmd : fix memory leak in mtmd_helper_eval_chunk_single (#13961)
* mtmd : fix memory in mtmd_helper_eval_chunk_single

* mtmd-cli : fix mem leak

* Update tools/mtmd/mtmd-cli.cpp

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-06-02 16:29:28 +02:00
Max Krasnyansky 053b1539c0
threading: support for GGML_SCHED_PRIO_LOW, update thread info on Windows to avoid throttling (#12995)
* threading: support for GGML_SCHED_PRIO_LOW, update thread info on Windows to avoid throttling

We talked about adding LOW priority for GGML threads in the original threadpool PR.
It might be useful for some cases to avoid contention.

Latest Windows ARM64 releases started parking (offlining) the CPU cores
more aggresively which results in suboptimal performance with n_threads > 4.
To deal with that we now disable Power Throttling for our threads for the NORMAL
and higher priorities.

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* threading: disable SetThreadInfo() calls for older Windows versions

* Update tools/llama-bench/llama-bench.cpp

Co-authored-by: Diego Devesa <slarengh@gmail.com>

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-05-31 15:39:19 -07:00
Georgi Gerganov 3600cc2886
llama : use n_swa + n_ubatch cells for SWA cache (#13833)
* llama : use n_swa + n_ubatch cells for SWA cache

ggml-ci

* llama : add warning about multi-sqeuence SWA contexts
2025-05-31 15:57:44 +03:00
igardev c7e0a2054b
webui : Replace alert and confirm with custom modals. (#13711)
* Replace alert and confirm with custom modals. This is needed as Webview in VS Code doesn't permit alert and confirm for security reasons.

* use Modal Provider to simplify the use of confirm and alert modals.

* Increase the z index of the modal dialogs.

* Update index.html.gz

* also add showPrompt

* rebuild

---------

Co-authored-by: igardev <ivailo.gardev@akros.ch>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-05-31 11:56:08 +02:00
Georgi Gerganov 3f55f781f1
llama : auto-batch preparation (#13845)
* llama : auto-batch

ggml-ci

* context : simplify if branching
2025-05-31 12:55:57 +03:00
Xuan-Son Nguyen 51fa76f172
mtmd : drop `_shared` from `libmtmd` name, merge helpers into libmtmd (⚠️ breaking change) (#13917)
* mtmd : fix missing public header

* no object

* apply suggestion from Georgi

* rm mtmd-helper, merge it to mtmd

* missing vendor include dir
2025-05-31 10:14:29 +02:00
Georgi Gerganov 12d0188c0d
kv-cache : refactor + add llama_memory_state_i (#13746)
* kv-cache : simplify the "struct llama_kv_cache" interface

ggml-ci

* kv-cache : revert the (n_swa + n_ubatch) change (for next PR)

ggml-ci

* kv-cache : some comments

ggml-ci

* context : fix graph reserve for multiple sequences

ggml-ci

* kv-cache : fix typo [no ci]

* kv-cache : fix find_slot() logic for free slots

ggml-ci

* llama : add TODO for deprecating the defrag API in the future

* kv-cache : improve find_slot() using min/max seq pos info

ggml-ci

* llama : handle aborts and compute errors

ggml-ci

* memory : extract state into llama_memory_state

ggml-ci

* kv-cache : add comments

ggml-ci

* server : update batching logic to reset n_batch on successful decode

* server : upon full re-processing, remove the sequence from the cache

* kv-cache : add TODO for doing split_equal when split_simple fails

ggml-ci
2025-05-31 10:24:04 +03:00
Georgi Gerganov 53f925074d
sync : vendor (#13901)
* sync : vendor

ggml-ci

* cont : fix httplib version

ggml-ci

* cont : fix lint

* cont : fix lint

* vendor : move to common folder /vendor

ggml-ci

* cont : fix lint

* cont : move httplib to /vendor + use json_fwd.hpp

ggml-ci

* cont : fix server build

ggml-ci

* cont : add missing headers

ggml-ci

* cont : header clean-up

ggml-ci
2025-05-30 16:25:45 +03:00
Xuan-Son Nguyen 10961339b2
mtmd : move helpers to dedicated library (⚠️ breaking change) (#13866)
* mtmd : move helpers to dedicated library

* fix server build

* rm leftover cmakelist code
2025-05-28 22:35:22 +02:00
Đinh Trọng Huy e0e3aa231d
llama : add support for BertForSequenceClassification reranker (#13858)
* convert: add support for BertForSequenceClassification

* add support for reranking using BertForSequenceClassification

* merge checks of eos and sep

* fix lint

---------

Co-authored-by: dinhhuy <huy.dinh@brains-tech.co.jp>
2025-05-28 19:01:58 +02:00