Commit Graph

132 Commits

Author SHA1 Message Date
Ed Addario
45fc00e2c0 imatrix: add option to display importance score statistics for a given imatrix file (#12718)
* Add --show-statistics option

* Add --show-statistics logic

* Add tensor name parsing

* Tidy output format

* Fix typo in title

* Improve tensor influence ranking

* Add better statistics

* Change statistics' sort order

* Add Cosine Similarity

* Add header search path

* Change header search path to private

* Add weighted statistics per layer

* Update report title

* Refactor compute_statistics out of main

* Refactor compute_cossim out of load_imatrix

* Refactor compute_statistics out of load_imatrix

* Move imatrix statistics calculation into its own functions

* Add checks and validations

* Remove unnecessary include directory

* Rename labels

* Add m_stats getter and refactor compute_statistics out of load_imatrix

* Refactor variable names

* Minor cosmetic change

* Retrigger checks (empty commit)

* Rerun checks (empty commit)

* Fix unnecessary type promotion

Co-authored-by: compilade <git@compilade.net>

* Reverting change to improve code readability

* Rerun checks (empty commit)

* Rerun checks (empty commit)

* Rerun checks - third time's the Charm 🤞 (empty commit)

* Minor cosmetic change

* Update README

* Fix typo

* Update README

* Rerun checks (empty commit)

* Re-implement changes on top of #9400

* Update README.md

* Update README

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Update README.md

* Remove duplicate option in print_usage()

* Update README.md

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Remove input check

* Remove commented out code

---------

Co-authored-by: compilade <git@compilade.net>
2025-07-25 21:24:50 +08:00
stduhpf
888b75ba61 Mtmd: add a way to select device for vision encoder (#14236)
* Mtmd: add a way to select device for vision encoder

* simplify

* format

* Warn user if manual device selection failed

* initialize backend to nullptr
2025-07-25 21:24:50 +08:00
Molly Sophia
0dd3cd5540 server : allow setting --reverse-prompt arg (#14799)
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-07-25 21:24:50 +08:00
Molly Sophia
c82d48ec23 llama : fix --reverse-prompt crashing issue (#14794)
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-07-21 17:38:36 +08:00
IsaacDynamo
b4efd77f8a server : add parse_special option to /tokenize endpoint (#14783) 2025-07-21 10:24:51 +03:00
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