Commit Graph

30 Commits

Author SHA1 Message Date
Xuan-Son Nguyen 2f89acc2bc mtmd: add load progress callback (#24865) 2026-06-21 13:40:52 +02:00
Xuan-Son Nguyen e37abd6b5f mtmd: add batching API (#24384)
* mtmd: add batching API

* wip

* first working version (gemma4v)

* add arg

* nits

* wire up support_batch()

* fix 0.0 output embd

* fix audio

* nits

* refactor a bit

* nits

* fix non-batching case

* fix comment
2026-06-13 00:10:29 +02:00
Xuan-Son Nguyen 8f83d6c271 mtmd : add video input support (#24269)
* wip

* ok: lazy bitmap API

* remember to free lazy text

* wip

* add mtmd_helper_video

* support video input on server (base64 input)

* add MTMD_VIDEO config

* add timestamp

* update CLI

* cli: allow auto-completion for video

* add --video arg

* fix build

* update docs

* rename as suggested
2026-06-08 14:40:12 +03:00
Xuan-Son Nguyen 31e82494c0 mtmd: support "frame merge" for qwen-vl-based models (#21858)
* feat: add video support for Qwen3.5

* various clean up

* revise the design

* fix llava-uhd case

* nits

* nits 2

---------

Co-authored-by: andrewmd5 <1297077+andrewmd5@users.noreply.github.com>
2026-06-06 21:17:25 +02:00
Xuan-Son Nguyen f5c6ae1827 mtmd, server: add "placeholder bitmap" for counting tokens , add */input_tokens API (#23913)
* mtmd: add "placeholder bitmap" for counting tokens w/o preprocessing

* fast path skip preproc for placeholder

* fix build

* correct the api

* add server endpoint + tests

* add object name

* update docs

* add proxy handling

* fix build

* fix audio input path

* use is_placeholder in process_mtmd_prompt()

* nits

* nits (2)

* docs: clarify chat/completions/input_tokens is not official

* fix merge problem
2026-06-06 11:06:51 +02:00
Xuan-Son Nguyen e2b129e1bf mtmd: fit_params now take into account mmproj (#21489)
* mtmd: fit_params now take into account mmproj

* rename alloc_compute_meta to reserve_compute_meta

* rm unused functions

* add ggml_backend_dev_t support

* add debug log
2026-05-20 11:27:44 +02:00
Xuan-Son Nguyen 7bfe120c21 mtmd, server, common: expose modalities to /v1/models (#22952)
* mtmd, server, common: expose modalities to /v1/models

* fix build

* rename to mtmd_caps
2026-05-12 19:08:07 +02:00
Xuan-Son Nguyen 86f8daacfe mtmd: correct get_n_pos / get_decoder_pos (#22175) 2026-04-20 23:29:19 +02:00
Xuan-Son Nguyen 19124078be mtmd: add pos_0 to mtmd_image_tokens_get_decoder_pos (breaking change) (#22082)
* mtmd: add pos_0 to mtmd_image_tokens_get_decoder_pos

* fix build
2026-04-19 11:57:21 +02:00
Xuan-Son Nguyen 408225bb1a server: use random media marker (#21962)
* server: use random media marker

* nits

* remove legacy <__image__> token

* revert special char in random
2026-04-15 23:52:22 +02:00
Xuan-Son Nguyen 707c0b7a6e mtmd: add mtmd_image_tokens_get_decoder_pos() API (#21851)
* mtmd: add mtmd_image_tokens_get_decoder_pos() API

* consistent naming

* fix build
2026-04-14 16:07:41 +02:00
Xuan-Son Nguyen 920b3e78cb mtmd: use causal attn for gemma 4 audio (#21824) 2026-04-13 09:47:55 +02:00
Daniel Bevenius 8f974d2392 mtmd : rename mtmd_get_audio_bitrate to mtmd_get_audio_sample_rate (#20105)
This commit renames the the function `mtmd_get_audio_bitrate` to
`mtmd_get_audio_sample_rate` to better reflect its purpose.

The motivation for this is that the function currently returns the audio
sample rate, not the bitrate (sample_rate × bit_depth × channels), and
that is how it is used in the code as well.

This is a breaking change, but I believe mtmd is still in
experimental/development phase so it might be alright to simply rename.
2026-03-13 12:30:02 +01:00
Xuan-Son Nguyen 9eb5bfec1a mtmd : update docs to use llama_model_n_embd_inp (#18999) 2026-01-22 14:36:32 +01:00
Piotr Wilkin (ilintar) d98b548120 Restore clip's cb() to its rightful glory - extract common debugging elements in llama (#17914)
* Extract common debugging functions; plug eval-callback and mtmd's MTMD_DEBUG_GRAPH with same functionality

* Move to common

* Remove unneeded header

* Unlink from common

* chore: update webui build output

* Cleanup; properly pass params to mtmd without depending on common; factorize debug.cpp to use common debug code.

* Revert change to webapp

* Post-merge adjust

* Apply suggestions from code review

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

* Apply code review changes

* Remove changes to server-context

* Remove mtmd.h include

* Remove utility functions from header

* Apply suggestions from code review

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

* Rename functions

* Update tools/mtmd/clip.cpp

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

* Update tools/mtmd/clip.cpp

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

* Update tools/mtmd/clip.cpp

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

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2026-01-14 20:29:35 +01:00
Xuan-Son Nguyen cffa5c46ea mtmd: clarify that we no longer accept AI-generated PRs (#18406) 2025-12-28 09:57:04 +01:00
Xuan-Son Nguyen e39a2ce66d clip: move model cgraphs into their own files (#17965)
* clip: move model cgraphs into their own files

* more explicit enums

* fix linux build

* fix naming

* missing headers

* nits: add comments for contributors
2025-12-12 21:14:48 +01:00
Xuan-Son Nguyen ecf74a8417 mtmd: add mtmd_context_params::warmup option (#17652)
* mtmd: add mtmd_context_params::warmup option

* reuse the common_params::warmup
2025-12-01 21:32:25 +01:00
Xuan-Son Nguyen 9b17d74ab7 mtmd: add mtmd_log_set (#17268) 2025-11-14 15:56:19 +01:00
Xuan-Son Nguyen 070ff4d535 mtmd: add --image-min/max-tokens (#16921) 2025-11-03 11:11:18 +01:00
Georgi Gerganov 2f966b8ed8 clip : use FA (#16837)
* clip : use FA

* cont : add warning about unsupported ops

* implement "auto" mode for clip flash attn

* clip : print more detailed op support info during warmup

* cont : remove obsolete comment [no ci]

* improve debugging message

* trailing space

* metal : remove stray return

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-11-02 21:21:48 +01:00
Xuan-Son Nguyen e3af5563bd llama: store mrope data in KV cell (#16825)
* llama: store mrope data in KV cell

* correct x,y ordering

* address review comments

* add consistency checks

* Update src/llama-kv-cache.cpp

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

* add TODO

* fix asan error

* kv-cells : improve ext handling

* cont : fix headers

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-10-29 18:09:18 +01:00
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
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
Xuan-Son Nguyen 40aaa8a403 mtmd : add support for Qwen2-Audio and SeaLLM-Audio (#13760)
* mtmd : add Qwen2-Audio support

* small clean up

* update discussion link

* clarify mtmd_get_output_embd

* clarification in multimodal.md

* fix ultravox bug

* ggml_cont
2025-05-25 14:06:32 +02:00
Xuan-Son Nguyen 9ecf3e66a3 server : support audio input (#13714)
* server : support audio input

* add audio support on webui
2025-05-23 11:03:47 +02:00
Xuan-Son Nguyen 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
Xuan-Son Nguyen 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
Matt Clayton 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
Xuan-Son Nguyen 9b61acf060 mtmd : rename llava directory to mtmd (#13311)
* mv llava to mtmd

* change ref everywhere
2025-05-05 16:02:55 +02:00