113 Commits

Author SHA1 Message Date
797990c4bc mtmd : add ultravox audio input (#13623)
* convert ok, load ok

* warmup ok

* test

* still does not work?

* fix padding

* temporary give up

* fix merge conflict

* build_ultravox()

* rm test

* fix merge conflict

* add necessary mtmd APIs

* first working version (only 4s of audio)

* will this monster compile?

* fix compile

* please compile

* fPIC

* fix windows

* various fixes

* clean up audio_helpers

* fix conversion

* add some debug stuff

* long audio input ok

* adapt the api

* add --audio arg

* final touch UX

* add miniaudio to readme

* fix typo

* refactor kv metadata

* mtmd_default_marker()
2025-05-22 20:42:48 +02:00
cc74d5be99 server : pad small embedding batches (#13692)
ggml-ci
2025-05-22 16:33:39 +03:00
5fbfe384d4 server : improve error reporting (#13680) 2025-05-21 19:46:56 +03:00
0d5c742161 server : Add the endpoints /api/tags and /api/chat (#13659)
* Add the endpoints /api/tags and /api/chat

Add the endpoints /api/tags and /api/chat, and improved the model metadata response

* Remove trailing whitespaces

* Removed code that is not needed for copilot to work.
2025-05-21 15:15:27 +02:00
42158ae2e8 server : fix first message identification (#13634)
* server : fix first message identification

When using the OpenAI SDK (https://github.com/openai/openai-node/blob/master/src/lib/ChatCompletionStream.ts#L623-L626) we noticed that the expected assistant role is missing in the first streaming message. Fix this by correctly checking for the first message.

Co-authored-by: Piotr Stankiewicz <piotr.stankiewicz@docker.com>
Signed-off-by: Dorin Geman <dorin.geman@docker.com>

* server : Fix checks for first role message for stream=True

Co-authored-by: Piotr Stankiewicz <piotr.stankiewicz@docker.com>
Signed-off-by: Dorin Geman <dorin.geman@docker.com>

---------

Signed-off-by: Dorin Geman <dorin.geman@docker.com>
Co-authored-by: Piotr Stankiewicz <piotr.stankiewicz@docker.com>
2025-05-21 15:07:57 +02:00
797f2ac062 kv-cache : simplify the interface (#13660)
* kv-cache : simplify the interface

ggml-ci

* context : revert llama_batch_allocr position change

ggml-ci
2025-05-21 15:11:13 +03:00
b7a17463ec mtmd-helper : bug fix to token batching in mtmd (#13650)
* Update mtmd-helper.cpp

* Update tools/mtmd/mtmd-helper.cpp

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

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-05-20 18:55:30 +02:00
e298d2fbd0 kv-cache : add SWA support (#13194)
* kv-cache : prepare for SWA

ggml-ci

* kv-cache : initial iSWA implementation

ggml-ci

* kv-cache : rework error recovery logic

ggml-ci

* models : fix Phi-3 SWA parameters

ggml-ci

* model : adjust Granite to rope factor changes

ggml-ci

* server : check if context can do shifts

ggml-ci

* iswa : for now, always enable shifts (experiment)

ggml-ci

* kv-cache : simplify SWA logic

ggml-ci

* kv-cache : apply defrag when we fail to find slots for the batch

ggml-ci

* llama : update docs about llama_decode

ggml-ci

* kv-cache : update warning logs when no space for the batch is available

ggml-ci

* llama : add llama_kv_self_seq_pos_min()

* kv-cache : keep track of partial SWA computes and print warnings

* server : disallow use cases involving partial SWA context

ggml-ci

* llama : add param to control SWA cache size

ggml-ci

* minor : clean-up

ggml-ci
2025-05-20 08:05:46 +03:00
f7c9429c85 sycl : Overcoming workaround for mmap() allocation on Windows (#13482)
* Remove mmap workaround on windows

After some testing I found that mmap is supported on windows and for
many GPUs on Linux. Therefore I remove the workaround for windows since
it is not necessary.

* Update llama-bench README

SYCL backend introduced a workaround that allows execution of
llama-bench also without specifying `--mmp 0` flag
2025-05-20 08:54:43 +08:00
92ecdcc06a mtmd : add vision support for llama 4 (#13282)
* wip llama 4 conversion

* rm redundant __init__

* fix conversion

* fix conversion

* test impl

* try this

* reshape patch_embeddings_0

* fix view

* rm ffn_post_norm

* cgraph ok

* f32 for pos embd

* add image marker tokens

* Llama4UnfoldConvolution

* correct pixel shuffle

* fix merge conflicts

* correct

* add debug_graph

* logits matched, but it still preceives the image incorrectly

* fix style

* add image_grid_pinpoints

* handle llama 4 preprocessing

* rm load_image_size

* rm unused line

* fix

* small fix 2

* add test & docs

* fix llava-1.6 test

* test: add notion of huge models

* add comment

* add warn about degraded quality
2025-05-19 13:04:14 +02:00
6a2bc8bfb7 server : added --no-prefill-assistant flag (#13608)
* added no-prefill-assistant flag

* reworded documentation comment

* updated server README.md
2025-05-17 23:59:48 +02:00
6aa892ec2a server : do not return error out of context (with ctx shift disabled) (#13577) 2025-05-16 21:50:00 +02:00
aea9f8b4e7 webui : improve accessibility for visually impaired people (#13551)
* webui : improve accessibility for visually impaired people

* add a11y for extra contents

* fix some labels being read twice

* add skip to main content
2025-05-16 21:49:01 +02:00
6c8b91500e llama-bench : fix -ot with dl backends (#13563) 2025-05-15 15:46:55 +02:00
3cc1f1f1d2 webui : handle PDF input (as text or image) + convert pasted long content to file (#13562)
* webui : handle PDF input (as text or image)

* handle the case where pdf image + server without mtmd

* fix bug missing pages
2025-05-15 14:24:50 +02:00
c753d7bed0 server : proper error handling for missing elements in messages array (OpenAI compatible backend) (#13540) 2025-05-15 08:40:58 +02:00
b2838049cc bench : handle decode errors (#13548)
ggml-ci
2025-05-15 05:57:02 +03:00
aa48e373f2 server: inject date_string in llama 3.x template + fix date for firefunction v2 (#12802)
* Inject date_string in llama 3.x + fix for functionary v2

https://github.com/ggml-org/llama.cpp/issues/12729

* move/fix detection of functionary v3.1 before llama 3.x, fix & test their non-tool mode

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

* generate more tokens in test_completion_with_required_tool_tiny_fast to avoid truncation

---------

Co-authored-by: ochafik <ochafik@google.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-05-15 02:39:51 +01:00
3198405e98 common: add partial regex support (#12808)
* move string_find_partial_stop & string_ends_with to common

* add common_regex (supports partial matches)

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

* Update common/regex-partial.cpp

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

* Update common/regex-partial.cpp

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

* Update common/regex-partial.h

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

* partial regex: add missing iterator end checks

* string utils: use string_views

* direct throw to avoid ggml.h include

* regex-partial: replace missed ggml_asserts

---------

Co-authored-by: ochafik <ochafik@google.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-05-14 19:50:57 +01:00
053174436f server : passthrough the /models endpoint during loading (#13535)
* server : passthrough the /models endpoint during loading

* server : update readme + return json for "meta" field
2025-05-14 15:42:10 +03:00
360a9c98e1 server : fix cache_tokens bug with no cache_prompt (#13533) 2025-05-14 13:35:07 +02:00
bb1681fbd5 webui : use fflate for more deterministic gzip compress (#13525)
* webui : use pako for more deterministic gzip compress

* simpler code

* use fflate instead of pako
2025-05-14 10:26:12 +02:00
d486dd3e8e webui: Allow pasting file from clipboard (#13526)
* server: Allow pasting file from clipboard

* server: Prevent default action on file paste

* update build

* format then build combined

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-05-14 10:07:31 +02:00
e5c834f718 quantize : improve tensor-type pattern matching (#13033) 2025-05-13 19:12:31 +02:00
71bdbdb587 clip : clip.h become private API (⚠️ breaking change) (#13510) 2025-05-13 17:07:21 +02:00
b89d605a91 batched-bench : fix pp batch contents (#13492) 2025-05-13 18:01:53 +03:00
b4726345ac mtmd : remove libllava, remove clip-quantize-cli (⚠️ breaking change) (#13460)
* mtmd : remove libllava, remove clip-quantize-cli

* rm clip_model_quantize
2025-05-13 15:33:58 +02:00
cf0a43bb64 llama-bench : add defrag-thold, check for invalid ranges (#13487) 2025-05-13 00:31:37 +02:00
de4c07f937 clip : cap max image size 1024 for qwen vl model (#13478) 2025-05-12 15:06:51 +02:00
91159ee9df server : allow content to be null in oaicompat_completion_params_parse (#13477) 2025-05-12 13:56:42 +02:00
22cdab343b llama-bench : accept ranges for integer parameters (#13410) 2025-05-12 13:08:22 +02:00
c104023994 mtmd : Use RMS norm for InternVL 3 38B and 78B mmproj (#13459) 2025-05-12 00:39:06 +02:00
9a390c4829 tools : fix uninitialized llama_batch in server (#13436)
* add constructor to initialize server_context::batch, preventing destructor's call to llama_batch_free from causing an invalid free()

* Update tools/server/server.cpp

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

* use C++11 initializer syntax

* switch from Copy-list-initialization to Direct-list-initialization

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-05-11 17:08:26 +02:00
7f323a589f Add --no-op-offload to improve -ot pp perf in MoE models like llama4 400B (#13386) 2025-05-11 14:18:39 +02:00
3eac209319 mtmd : support InternVL 3 38B and 78B mmproj (#13443)
* Support InternVL 3 38B and 78B mmproj

* Swap norms in clip.cpp

* Group variables together
2025-05-11 11:35:52 +02:00
a634d75d1b mtmd : move helpers to dedicated file (#13442)
* mtmd : move helpers to dedicated file

* fix windows build

* rm redundant include
2025-05-11 11:34:23 +02:00
15e6125a39 mtmd : add hard limit on image resolution for qwen2vl / qwen2.5vl (#13434)
* mtmd : add hard limit on image resolution for qwen2vl / qwen2.5vl

* fix typo
2025-05-10 19:57:54 +02:00
3b24d26c22 server : update docs (#13432) 2025-05-10 18:44:49 +02:00
053367d149 mtmd : support InternVL 2.5 and 3 (#13422)
* convert : internvl support

* InternVL3-1B working

* fix regression

* rm mobilevlm from test

* fix conversion

* add test for internvl

* add to list of pre-quant

* restore boi/eoi check

* add clarify comment for norm eps
2025-05-10 16:26:42 +02:00
33eff40240 server : vision support via libmtmd (#12898)
* server : (experimental) vision support via libmtmd

* mtmd : add more api around mtmd_image_tokens

* mtmd : add more api around mtmd_image_tokens

* mtmd : ability to calc image hash

* shared_ptr for mtmd_image_tokens

* move hash to user-define ID (fixed)

* abstract out the batch management

* small fix

* refactor logic adding tokens to batch

* implement hashing image

* use FNV hash, now hash bitmap instead of file data

* allow decoding image embedding to be split into batches

* rm whitespace

* disable some features when mtmd is on

* fix --no-mmproj-offload

* mtmd_context_params no timings

* refactor server_inp to server_tokens

* fix the failing test case

* init

* wip

* working version

* add mtmd::bitmaps

* add test target

* rm redundant define

* test: mtmd_input_chunks_free

* rm outdated comment

* fix merging issue

* explicitly create mtmd::input_chunks

* mtmd_input_chunk_copy

* add clone()

* improve server_input struct

* clip :  fix confused naming ffn_up and ffn_down

* rm ffn_i/o/g naming

* rename n_embd, n_ff

* small fix

* no check n_ff

* fix detokenize

* add const to various places

* add warning about breaking changes

* add c api

* helper: use mtmd_image_tokens_get_n_pos

* fix ctx_shift

* fix name shadowing

* more strict condition

* support remote image_url

* remote image_url log

* add CI test

* do not log base64

* add "has_multimodal" to /props

* remove dangling image

* speculative: use slot.cache_tokens.insert

* Apply suggestions from code review

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

* rm can_be_detokenized

* on prmpt processing done, assert cache_tokens.size

* handle_completions_impl returns void

* adapt the new web ui

* update docs and hot topics

* rm assert

* small fix (2)

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-05-09 19:29:37 +02:00
27ebfcacba llama : do not crash if there is no CPU backend (#13395)
* llama : do not crash if there is no CPU backend

* add checks to examples
2025-05-09 13:02:07 +02:00
efb8b47eda imatrix : Add --parse-special for enabling parsing of special tokens in imatrix calculation (#13389)
* Add --parse-special for enabling parsing of special tokens in imatrix calculation

* whitespace
2025-05-09 11:53:58 +02:00
0527771dd8 llama-run: add support for downloading models from ModelScope (#13370)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-05-09 10:25:50 +01:00
2189fd3b63 mtmd : fix batch_view for m-rope (#13397)
* mtmd : fix batch_view for m-rope

* nits : fix comment
2025-05-09 11:18:02 +02:00
3f96aeff39 llama : one-off chat template fix for Mistral-Small-2503 (#13398)
* llama : one-off chat template fix for Mistral-Small-2503

* update readme

* add mistral-v7-tekken
2025-05-09 11:17:51 +02:00
d9c4accaff server : (webui) rename has_multimodal --> modalities (#13393)
* server : (webui) rename has_multimodal --> modalities

* allow converting SVG to PNG

* less complicated code
2025-05-09 09:06:37 +02:00
f05a6d71a0 mtmd : Expose helper_decode_image_chunk (#13366)
* mtmd: Expose helper_decode_image, output_embd_copy, image_tokens_copy/free

* Slim down

* Cleanups
2025-05-08 20:25:39 +02:00
ee01d71e58 server : (webui) fix a very small misalignment (#13387)
* server : (webui) fix a very small misalignment

* restore font-bold
2025-05-08 18:51:45 +02:00
8c83449cb7 server : (webui) revamp the input area, plus many small UI improvements (#13365)
* rework the input area

* process selected file

* change all icons to heroicons

* fix thought process collapse

* move conversation more menu to sidebar

* sun icon --> moon icon

* rm default system message

* stricter upload file check, only allow image if server has mtmd

* build it

* add renaming

* better autoscroll

* build

* add conversation group

* fix scroll

* extra context first, then user input in the end

* fix <hr> tag

* clean up a bit

* build

* add mb-3 for <pre>

* throttle adjustTextareaHeight to make it less laggy

* (nits) missing padding in sidebar

* rm stray console log
2025-05-08 15:37:29 +02:00
0ccc121354 mtmd : fix the calculation of n_tokens for smolvlm (#13381)
Co-authored-by: Taichi Nishimura <Taichi.A.Nishimura@sony.com>
2025-05-08 15:03:53 +02:00