25 Commits

Author SHA1 Message Date
Xuan-Son Nguyen
0713275082 mtmd: support Qwen3-TTS (note: breaking change to llama-tts binary) (#26254)
* convert text model

* main model load ok

* convert encoder ok

* speaker encoder loading ok

* speaker enc graph

* adapt vocab for backbone (with some tricks)

* add suppress_tokens

* poc new mtmd gen api

* convert code_predictor to gguf

* load gen_code model ok

* add clip_encode

* wire up

* code gen cgraph init version

Co-authored-by: Pascal <admin@serveurperso.com>

* code2wav convert to gguf

* code2wav graph ok

* wire up in/out

* (wip) subgraph

* wire up

* wip, correct code2wav

* demo (to be removed)

* code2wav preserve kv between calls

* demo voice clone

* llama: add llama_model_get_tok_embd

* mtmd_helper_gen_audio API

* fix clamp cold prefix

Co-authored-by: Pascal <admin@serveurperso.com>

* fuse snake op

Co-authored-by: Pascal <admin@serveurperso.com>

* demo: use proper sampling

* update dev docs

* polymorphism helper

* revamp llama-tts binary

* update docs

* fix compile

* fix lint

* nits

* add guide + docs

* more timings info

* clean up code comments

* security fixes

* update docs

* use ggml_build_forward_select, clean up comments

* fix ci

* use ISO 639-1 language code

* rename CODE2WAV --> GEN_WAV, update docs

* clean up

* clean up tts.cpp

* add seq_id

* add step_prompt()

* mtmd_helper_model_can_chat

* clean up comments

---------

Co-authored-by: Pascal <admin@serveurperso.com>
2026-08-04 17:26:15 +02:00
Xuan-Son Nguyen
0d47ea7427 mtmd: fix android build (#26150) 2026-07-27 00:22:02 +02:00
Niklas Wenzel
e0833bf686 mtmd: use RAII for setting and resetting non-causal attention (#25723)
* mtmd: use RAII for setting and resetting non-causal attention

* mtmd: drop dependency on <optional>

* mtmd: shorten class and variable names
2026-07-22 18:10:03 +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
Georgi Gerganov
e3cab403bf mtmd : add post-decode callback (#24645)
Assisted-by: pi:llama.cpp/Qwen3.6-27B
2026-06-15 16:02:05 +03:00
Xuan-Son Nguyen
9682e351b8 mtmd: refactor video subproc handling (#24316)
* mtmd: refactor video subproc handling

* Update tools/mtmd/mtmd-helper.cpp

Co-authored-by: Mikko Juola <mikjuo@gmail.com>

---------

Co-authored-by: Mikko Juola <mikjuo@gmail.com>
2026-06-09 13:15:12 +03:00
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
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
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
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
Xuan-Son Nguyen
871f1a2d2f mtmd: add more sanity checks (#21047) 2026-03-27 11:00:52 +01:00
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
Georgi Gerganov
37964f44f9 mtmd : fix padding of n_tokens (#19930) 2026-02-26 18:39:49 +02:00
Xuan-Son Nguyen
17158965ac mtmd: explicitly forbidden inclusion of private header and libcommon (#17946) 2025-12-12 15:16:06 +01:00
Xuan-Son Nguyen
9b17d74ab7 mtmd: add mtmd_log_set (#17268) 2025-11-14 15:56:19 +01:00
Georgi Gerganov
b8595b16e6 mtmd : fix embedding size for image input (#17123) 2025-11-09 18:31:02 +02:00
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
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
Xuan-Son Nguyen
bc583e3c63 mtmd : support Qwen 2.5 Omni (input audio+vision, no audio output) (#13784)
* mtmd : allow multiple modalities at the same time

* refactor mtmd tokenizer

* fix compile

* ok, missing SinusoidsPositionEmbedding

* first working version

* fix style

* more strict validate of n_embd

* refactor if..else to switch

* fix regression

* add test for 3B

* update docs

* fix tokenizing with add_special

* add more tests

* fix test case "huge"

* rm redundant code

* set_position_mrope_1d rm n_tokens
2025-05-27 14:06:10 +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
l3utterfly
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
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