Commit Graph

116 Commits

Author SHA1 Message Date
도로로도로또 62b4ae6d50
Merge 0bffc5c960 into 3bc8d2cf23 2026-02-02 00:18:18 +02:00
tc-mb ec6c7421e4
mtmd: support MiniCPM-o 4.5(vision only) (#19211)
Signed-off-by: tc-mb <caitianchi@modelbest.cn>
2026-01-30 23:19:30 +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
Tarek Dakhran c945aaaef2
mtmd : Fix ASR for LFM2.5-Audio-1.5B (#18876) 2026-01-16 11:23:08 +01:00
Xuan Son Nguyen 89db71702b add min/max pixels gguf metadata 2026-01-15 20:59:11 +09:00
suhyun-hwang 8bbeab0616 fix: use tensor stride for fused QKV support in vaetki 2026-01-15 20:59:11 +09:00
suhyun-hwang 808642295b fix: use mm_ffn_down_w for VAETKI projector embedding size 2026-01-15 20:59:11 +09:00
suhyun-hwang 566128ffb7 refactor: use standard tensor naming for VAETKI projector 2026-01-15 20:59:11 +09:00
suhyun-hwang 8657eceda5 fix: use num_patches instead of n_pos for position array size 2026-01-15 20:59:11 +09:00
suhyun-hwang 5d08f3e87b feat: VAETKI dynamic image size support 2026-01-15 20:59:11 +09:00
suhyun-hwang d61a3f817c refactor: use build_vit for VAETKI vision encoder 2026-01-15 20:59:11 +09:00
suhyun-hwang 9d531ea9d5 refactor: move class_pos_emb to VAETKI case 2026-01-15 20:59:11 +09:00
suhyun-hwang c5e9eac8c5 refactor: merge VAETKI positions case with QWEN2VL 2026-01-15 20:59:11 +09:00
suhyun-hwang b267aada03 mtmd : add VAETKI vision encoder support 2026-01-15 20:58:38 +09:00
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 e047f9ee9d
mtmd: fix use_non_causal being reported incorrectly (#18793)
* mtmd: fix use_non_causal being reported incorrectly

* move clip_is_mrope to mtmd_decode_use_mrope

* fix sloppy code ggml_cpy
2026-01-13 12:19:38 +01:00
Simranjeet Singh a61c8bc3bf
mtmd: Add Gemma3n multimodal support with MobileNetV5 vision encoder (#18256)
* Add Gemma3nVisionModel - MobileNetV5 vision encoder convertor to convert_hf_to_gguf.py. Add gemma3n to vision projectors in gguf-py/gguf/constants.py.

* Add mobilenetv5 impl

* Fix comments, remove unused vars

* Fix permute and remove transpose of projection weights

* Fix comments, remove debugging prints from hf_to_gguf

* 1. Hard-code image_mean = 0 and image_std = 1
2. Use available tensor mapping logic
3. Remove redundant chat template replacement of soft tokens placeholder with media placeholder

* 1. Move mobilenetv5 helpers declarations to `clip_graph_mobilenetv5` struct and definitions to mobilenetv5.cpp
2.Remove unused `clip_is_gemma3n` func declarations and definitions
3. Remove redundant `rescale_image_u8_to_f32` func and use `normalize_image_u8_to_f32` with zero mean and unit std
4. Calculate n_patches using image_size / patch_size

* Remove obsolete comments

* - convert_hf_to_gguf.py & constants.py & tensor_mapping.py: Use explicit mapping: Custom map for double indexed blocks and tensor_mapping.py for rest
- convert_hf_to_gguf.py: Unsqueeze Stem Bias and Layer scale tensors to correct shape while converting to gguf
- mobilenetv5.cpp: Remove explicit reshaping of Stem Bias and Layer scale which are now handled while converting to gguf, replace fprintf with LOG_*
- clip.cpp: Remove unused embedding and hard_emb_norm tensor loading

* - Rename tensors to v.conv..., v.blk..., v.msfa... to better align with already existing terminology

* Fix stem conv bias name

* Remove explicit handling of bias term for stem conv

* - Change order of addition in "project_per_layer_inputs" to support broadcasting of vision inp_per_layer
- Simplify the vision embeddings path of "get_per_layer_inputs" to output [n_embd_altup, n_layer, 1], broadcastable

* clean up conversion script

* fix code style

* also preserve audio tensors

* trailing space

* split arch A and V

* rm unused gemma3 func

* fix alignment

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2026-01-09 23:42:38 +01:00
Tarek Dakhran ccbc84a537
mtmd: mtmd_audio_streaming_istft (#18645)
Change is decoupled from https://github.com/ggml-org/llama.cpp/pull/18641.

[LFM2.5-Audio-1.5B](https://huggingface.co/LiquidAI/LFM2.5-Audio-1.5B)
needs streaming istft for generating output audio.

* add streaming ISTFT class (`mtmd_audio_streaming_istft`) with overlap-add for audio reconstruction
* replace global audio cache with per-instance cache, the model requires
  two independent caches, for preprocessing (audio input) and for istft
  (audio output).
* unified templated FFT/IFFT implementation supporting both forward and inverse transforms
2026-01-06 21:00:29 +01:00
Tarek Dakhran 4974bf53cf
model : mtmd : make input norm optional in LFM2-VL (#18594)
Upcoming LFM2-VL releases will have configurable input norm.
See https://github.com/huggingface/transformers/pull/43087 for details.
2026-01-04 18:50:02 +01:00
tt ced765be44
model: support youtu-vl model (#18479)
* Support Youtu-VL Model

* merge code

* fix bug

* revert qwen2 code & support rsplit in minja.hpp

* update warm info

* fix annotation

* u

* revert minja.hpp

* fix

* Do not write routed_scaling_factor to gguf when routed_scaling_factor is None

* fix expert_weights_scale

* LGTM after whitespace fixes

* fix

* fix

* fix

* layers to layer_index

* enum fix

---------

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-01-01 19:25:54 +01:00
Henry147147 9b8329de7a
mtmd : Adding support for Nvidia Music Flamingo Model (#18470)
* Inital commit, debugging q5_k_s quant

* Made hf_to_gguf extend whisper to reduce code duplication

* addressed convert_hf_to_gguf pull request issue

---------

Co-authored-by: Henry D <henrydorsey147@gmail.com>
2025-12-31 12:13:23 +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 8ea958d4d9
model : add ASR support for LFM2-Audio-1.5B (conformer) (#18106)
* ASR with LFM2-Audio-1.5B

* Set rope_theta

* Fix comment

* Remove rope_theta setting

* Address PR feedback

* rename functions to conformer

* remove some redundant ggml_cont

* fix missing tensor

* add prefix "a." for conv tensors

* remove redundant reshape

* clean up

* add test model

---------

Co-authored-by: Tarek Dakhran <tarek@liquid.ai>
2025-12-19 00:18:01 +01:00
HonestQiao 15dd67d869
model: fix GLM-ASR-Nano-2512 load error (#18130) (#18142) 2025-12-17 16:34:35 +01:00
Xuan-Son Nguyen 7b1db3d3b7
arg: clarify auto kvu/np being set on server (#17997)
* arg: clarify auto kvu/np being set on server

* improve docs

* use invalid_argument
2025-12-16 12:01:27 +01:00
Xuan-Son Nguyen 3d86c6c2b5
model: support GLM4V vision encoder (#18042)
* convert ok

* no deepstack

* less new tensors

* cgraph ok

* add mrope for text model

* faster patch merger

* add GGML_ROPE_TYPE_MRNORM

* add support for metal

* move glm4v do dedicated graph

* convert: add norm_embd

* clip: add debugging fn

* working correctly

* fix style

* use bicubic

* fix mrope metal

* improve cpu

* convert to neox ordering on conversion

* revert backend changes

* force stop if using old weight

* support moe variant

* fix conversion

* fix convert (2)

* Update tools/mtmd/clip-graph.h

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

* process mrope_section on TextModel base class

* resolve conflict merge

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-12-16 11:25:26 +01:00
Xuan-Son Nguyen 96a181a933
mtmd: refactor audio preprocessing (#17978)
* mtmd: refactor audio preprocessing

* refactor

Co-authored-by: Tarek <tdakhran@users.noreply.github.com>

* wip

* wip (2)

* improve constructor

* fix use_natural_log

* fix padding for short input

* clean up

* remove need_chunking

---------

Co-authored-by: Tarek <tdakhran@users.noreply.github.com>
2025-12-15 14:16:52 +01:00
piDack 745fa0e78b
model : add glm-asr support (#17901)
* [model] add glm-asr support

* fix format for ci

* fix convert format for ci

* update glm_asr convert script & use build_ffn for glm_asr clip & use build_stack for padding and review

* check root architecture for convert hf script

* fix conficlt with upstream

* fix convert script for glm asr & format clip-impl

* format

* restore hparams text

* improved conversion

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-12-15 03:18:46 +01:00
Haowei Wu 37f5a1093b
mtmd: enhance image resizing in llava_uhd (#18014) 2025-12-14 15:57:52 +01:00
Georgi Gerganov 254098a279
common : refactor common_sampler + grammar logic changes (#17937)
* common : refactor common_sampler + grammar logic changes

* tests : increase max_tokens to get needed response

* batched : fix uninitialized samplers
2025-12-14 10:11:13 +02:00
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 17158965ac
mtmd: explicitly forbidden inclusion of private header and libcommon (#17946) 2025-12-12 15:16:06 +01:00
Xuan-Son Nguyen c6b2c9310c
mtmd: some small clean up (#17909)
* clip: add support for fused qkv in build_vit

* use bulid_ffn whenever possible

* fix internvl

* mtmd-cli: move image to beginning

* test script: support custom args
2025-12-10 22:20:06 +01:00
Xuan-Son Nguyen 34a6d86982
cli: enable jinja by default (#17911)
* cli: enable jinja by default

* Update common/arg.cpp

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-12-10 22:19:42 +01:00
Georgi Gerganov 4dff236a52
ggml : remove GGML_KQ_MASK_PAD constant (#17910)
* ggml : remove GGML_KQ_MASK_PAD constant

* cont : remove comment
2025-12-10 20:53:16 +02:00
Xuan-Son Nguyen 6c2131773c
cli: new CLI experience (#17824)
* wip

* wip

* fix logging, add display info

* handle commands

* add args

* wip

* move old cli to llama-completion

* rm deprecation notice

* move server to a shared library

* move ci to llama-completion

* add loading animation

* add --show-timings arg

* add /read command, improve LOG_ERR

* add args for speculative decoding, enable show timings by default

* add arg --image and --audio

* fix windows build

* support reasoning_content

* fix llama2c workflow

* color default is auto

* fix merge conflicts

* properly fix color problem

Co-authored-by: bandoti <bandoti@users.noreply.github.com>

* better loading spinner

* make sure to clean color on force-exit

* also clear input files on "/clear"

* simplify common_log_flush

* add warning in mtmd-cli

* implement console writter

* fix data race

* add attribute

* fix llama-completion and mtmd-cli

* add some notes about console::log

* fix compilation

---------

Co-authored-by: bandoti <bandoti@users.noreply.github.com>
2025-12-10 15:28:59 +01:00
Rhys-T 63908b631a
cmake: fix Mach-O current version number (#17877)
PR #17091 set the VERSION of various libraries to 0.0.abcd, where abcd
is the LLAMA_BUILD_NUMBER. That build number is too large to fit in the
Mach-O 'current version' field's 'micro' part, which only goes up to
255. This just sets the Mach-O current version to 0 to get it building
properly again.

Fixes #17258.
2025-12-09 13:17:41 +02:00
Xuan-Son Nguyen a96283adc4
mtmd: fix --no-warmup (#17695) 2025-12-02 22:48:08 +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
Tarek Dakhran 2ba719519d
model: LFM2-VL fixes (#17577)
* Adjust to pytorch

* Add antialiasing upscale

* Increase number of patches to 1024

* Handle default marker insertion for LFM2

* Switch to flag

* Reformat

* Cuda implementation of antialias kernel

* Change placement in ops.cpp

* consistent float literals

* Pad only for LFM2

* Address PR feedback

* Rollback default marker placement changes

* Fallback to CPU implementation for antialias implementation of upscale
2025-11-30 21:57:31 +01:00
Xuan-Son Nguyen 7f8ef50cce
clip: fix nb calculation for qwen3-vl (#17594) 2025-11-30 15:33:55 +01:00
Han Qingzhe 1d594c295c
clip: (minicpmv) fix resampler kq_scale (#17516)
* debug:"solve minicpmv precision problem"

* “debug minicpmv”

* Apply suggestion from @ngxson

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-11-26 21:44:07 +01:00
Ankur Verma c7b7db0445
mtmd-cli: Avoid logging to stdout for model loading messages in mtmd-cli (#17277) 2025-11-15 12:41:16 +01:00
Xuan-Son Nguyen 9b17d74ab7
mtmd: add mtmd_log_set (#17268) 2025-11-14 15:56:19 +01:00
Mike Abbott 4a5b8aff40
cmake : add version to all shared object files (#17091)
When compiling llama.cpp in Yocto, it fails QA checks because the generated so files aren't versioned.  This applies a version to all generated so files, allowing the package to build without errors.
2025-11-11 13:19:50 +02:00
Xuan-Son Nguyen 4b13a684c5
mtmd: fix patch_size initialized to random value in audio models (#17128)
* mtmd: fix patch_size initialized to random value in audio models

* add default hparams
2025-11-10 11:41:05 +01:00
Georgi Gerganov b8595b16e6
mtmd : fix embedding size for image input (#17123) 2025-11-09 18:31:02 +02:00
Sigbjørn Skjæret 9008027aa3
hparams : add n_embd_inp() to support extended embed (#16928)
* add n_embd_full to support extended embed

* don't change output

* rename to n_embd_inp

* restore n_embd where applicable
2025-11-07 19:27:58 +01:00
Xuan-Son Nguyen 4882f0ff78
clip: implement minicpm-v sinusoidal embd using GGML (#17036)
* clip: implement minicpm-v sinusoidal embd using GGML

* fix repeat op
2025-11-06 11:02:54 +01:00
Xuan-Son Nguyen 92bb84f775
mtmd: allow QwenVL to process larger image by default (#17020) 2025-11-05 14:26:49 +01:00