Commit Graph

3237 Commits

Author SHA1 Message Date
Eon Kim
5c47d08b0d
Add Swin2SR ImageProcessorFast (#37169)
* Add fast image processor support for Swin2SR

* Add Swin2SR tests of fast image processing

* Update docs and remove unnecessary test func

* Fix docstring formatting

* Skip fast vs slow processing test

---------

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
2025-05-07 12:20:16 -04:00
Raushan Turganbay
17742bd9c8
🔴 [VLM] Add base model without head (#37033)
* i guessreverted all CdGen classes

* style

* llava onevision

* fix copies

* fix some tests

* some more tests

* dump

* skip these

* nevermind, i am dumb

* revert fix not needed

* fixup

* fixup

* another fixup

* more fixup to make ci finally happy

* fixup after rebasing

* fix qwen tests

* add internVL + typos here and there

* image token index -> id

* style

* fix init weights

* revert blip-2 not supported

* address comments

* fix copies

* revert blip2 test file as well

* as discussed internally, revert back CdGen models

* fix some tests

* fix more tests for compile

* CI red

* fix copies

* enumerate explicitly allowed models

* address comments

* fix tests

* fixup

* style again

* add tests for new model class

* another fixup ( x _ x )

* [fixup] unused attributes can be removed post-deprecation
2025-05-07 17:47:51 +02:00
eustlb
798f948e88
Add CSM model (#36719)
* draft structure

* depth decoder with forward pre hook

* full model forward draft

* draft update

* depth decoder update

* ConversationalSpeechModelForCausalLM udpates

* add generate

* max length criteria small fix

* udpate

* updates

* generation update

* update in loss compute

* conversion script

* update for correct input embeddings

* handle interleaved rope

* update

* update

* update

* support compile

* update training

* add doc

* update doc

* correct inits

* ConversationalSpeechModel -> Csm

* conf update

* name update

* tests CsmForCausalLMTest

* convert use cached_file

* conf + modeling updates

* generate utils handle third dim shape

* integration test

* modeling + conf updates

* common test handle more than 2 dims

* add nested audio list utils

* processing handle nested audio list

* csm processing draft

* mimi util

* init updates

* modular update

* convert modular

* processing update

* csm tests update

* generate tests handle third dim

* generate utils handle third dim

* propagate _get_initial_cache_position update

* tied_weight_keys update + convert correctly

* fix inputs_embeds

* revert audio nested list

* batch inference update + return audio

* audio_utils update

* processor update

* some more integration tests

* remove old test

* porcessing output labels

* improve

* fix

* update rope values with equivalent ones

* conversion update

* udpate tests

* handle depth decoder generation config

* remove default eos_token_id

* make style

* revert modeling_mimi

* add default generation_config

* remove sdpa since handled by default

* make

* fix conflict

* fix conflicts

* correct naming

* correct imports

* make

* causal -> conditional naming

* causal -> conditional naming

* auto update

* make

* make

* add doc

* test update

* fix weight init

* audio tokens offsets as buffer

* 4d mask in conditional class

* make

* doc update

* fix causal mask

* fix causal mask

* doc update

* doc update

* add processor doc

* update doc

* fix 4d causal mask

* update make_list_of_audio

* do not default to mutable

* remove duplicates

* remove useless reset_parameters

* use GradientCheckpointingLayer

* use can_return_tuple

* formatting

* prepend placeholder in _sample

* torch compile fix

* some more fixies

* convert modular

* fix

* default max_length in convert

* handle depth decoder generation config correctly

* clearer formulation

* handle output_loading_info

* handle softmax warning

* add doc

* propagate _get_initial_cache_position changes

* generation in its own module

* add processor tests

* fix compile witu cuda graphs

* fix compile with cuda graphs

* add csm.md

* include CSM loss

* doc nit

* doc nit

* doc nit

* Update docs/source/en/model_doc/csm.md

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* add save_audio to processor

* Update src/transformers/models/csm/modular_csm.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* doc update

* simplify audio_codes_mask computation

* doc update

* simplify loss computation

* fix static cache test

* fix

* remove comment

* simplify encoded length computation

* use hf-internal-testing

* doc update

* cast to float before numpy

* nit

* mem efficient codebook head

* nit

* cat input values with cutoffs

---------

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
2025-05-07 10:20:13 -04:00
Aritra Roy Gosthipaty
3c0796aaea
[Fast Processor] BEiT (#37005)
* adding fast processor for beit

* adding resample

* address review issues and add segmentation maps logic

* style

* chore: adding tests

* reduce label test

* adding batched tests

* Update src/transformers/models/beit/image_processing_beit_fast.py

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>

* fix imports and make segmentation masks

* fix tests

* build segmentation maps

* all tests pass

* style

* style fix

* style

* chore: delete demo.py file

* review suggestions

* Update docs/source/en/model_doc/beit.md

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>

---------

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
2025-05-06 17:40:28 -04:00
Kyungmin Lee
7db5d5b9ea
Fix typo (#37964) 2025-05-06 14:59:00 +01:00
omahs
274e79b326
Fix typos (#37978)
fix typos
2025-05-06 14:45:20 +01:00
nlhm
057ae00504
Small typo lines 47 and 199 perf_infer_gpu_one.md (#37938)
* Small typo line 199 perf_infer_gpu_one.md

* Typo l. 47 perf_infer_gpu_one.md
2025-05-06 14:32:55 +01:00
湛露先生
cc68070d41
fix docs serving typos. (#37936)
Signed-off-by: zhanluxianshen <zhanluxianshen@163.com>
2025-05-06 14:32:44 +01:00
Sukriti Sharma
471958b620
Add GraniteMoeHybrid support for 4.0 (#37658)
* initial config and MLA layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* first pass at decoder

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* completion of layers

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* modeling class

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* adding hybrid class to imports

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix imports granitemoehybrid

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix granitehybrid imports

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix granitehybrid import

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix generated modeling file

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* add some comments

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* minor fixes in layers

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* add sharedMLP layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* correct layer names

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fixes in mamba config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix mamba config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* change name of MLP layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix seq mizer layers

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* correct mamba config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fixes in param names

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* enable hybrid model

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* update config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix config granite hybrid

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix attention layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* cleanup to re-use mamba code

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* keep layer types

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* attention bias cleanup

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* update mamba layer name

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* first pass at tests

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* first pass at tests

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* use granite attention

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix: self attn weights

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* pass at making pos_emb optional

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* initialize self_attn only as needed

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* overwrite forward to create HybridMambaCache

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* Log invalid layer types

* Add attention outputs test

* Only emit attentions/logits if not None

* Fix config test hidden size divisibility

* mark granitmoehybrid as stateful

* Initialize mamba convolutional layers

* Formatting fixes

* config docstring, removed some unused attrs

* Fix missing arg in models test

* Fix create and check decoder model test

* support logits to keep in granitemoe

* regen to pass logits_to_keep

* Allow None or rope

* Fix gradient checkpointing

* Add granitemoehybrid as special cache for generate check

* Remove unused MLA refs

* Fix mamba layer mask

* Remove logits to keep from config

* Minor docstring nits

* Update licenses

* Enable cache by default

* map layer types to layer block type

* First pass at granite moe hybrid docs

* Ignore granite moe hybrid in valid checkpoint check

* Align attention interfaces

* regenerate modular granitemoeshared attention interface

* Align granite moe hybrid attn interface

* run formatting

* Handle mamba initialization

* avoid conditional attr defs

* Move hybrid layer validation to config

* Add placeholder integration tests

* Docs nits / Update model names

* Clean up forward conditions

* Use gradient checkpointing layer

* Remove some copied bamba tests + inherit

align test init

delete more tests

Use common layer init with bamba tests

finish test consolidation

* avoid redundant intermediate std var

* use @can_return_tuple

* Remove unused moe state

* make skipped test names consistent

* Fix docstring order

* Add missing toc

* Always create the shared mlp

* Fix name in docstring

* link preview model in docs

---------

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>
Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com>
2025-05-06 06:47:43 +02:00
Aritra Roy Gosthipaty
8a0a508f2b
Aligning modling code for GPT2 to work with vLLM (fallback) (#36934)
* aligning for vllm

* using input shape rather than attn outputs

* remove demo

* revert Conv1D

* style

* style

* Update src/transformers/models/gpt2/modeling_gpt2.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* fix copies

* Apply suggestions from code review

Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

* adding docs about vllm

* chore: style

---------

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-05-02 09:55:16 +02:00
Federico Baldassarre
e94a4807df
Add usage example for DINOv2 (#37398)
* Add usage example for DINOv2

* More explicit shape names

* More verbose text

* Moved example to Notes section

* Indentation
2025-05-01 08:54:22 -07:00
Bogeum Kim
d20aa68193
🌐 [i18n-KO] Translated gpu_selection.md to Korean (#36757)
* Add _toctree.yml

* feat: serving.md draft

* Add _toctree.yml

* feat: gpu_selection.md nmt draft

* fix: TOC edit

* Update docs/source/ko/serving.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/ko/gpu_selection.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/ko/serving.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update _toctree.yml

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-05-01 08:44:12 -07:00
Diogo Glória-Silva
7a3e208892
fixed gemma3 collection path pointing to llama 2 collection. (#37899) 2025-04-30 12:50:54 -07:00
Jerry Zhang
86777b5e2f
Support AOPerModuleConfig and include_embedding (#37802)
* Support `AOPerModuleConfig` and include_embedding

Summary:
This PR adds support per module configuration for torchao
Also added per module quantization examples:

1. Quantizing different layers with different quantization configs
2. Skip quantization for certain layers

Test Plan:
python tests/quantization/torchao_integration/test_torchao.py -k test_include_embedding
python tests/quantization/torchao_integration/test_torchao.py -k test_per_module_config_skip

Reviewers:

Subscribers:

Tasks:

Tags:

* format

* format

* inlcude embedding remove input embedding from module not to convert

* more docs

* Update docs/source/en/quantization/torchao.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update src/transformers/quantizers/quantizer_torchao.py

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update src/transformers/quantizers/quantizer_torchao.py

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

---------

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>
2025-04-30 20:16:29 +02:00
Sifal
c3aeaa8060
Enhance documentation to explain chat-based few-shot prompting (#37828)
* Enhance documentation to explain chat-based few-shot prompting

Updates the documentation on few-shot prompting to illustrate how to structure examples using the chat-based format for instruction-tuned models.

* Update docs/source/en/tasks/prompting.md

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* Update docs/source/en/tasks/prompting.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/prompting.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/prompting.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/prompting.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* fix typos

---------

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-04-30 11:00:10 -07:00
湛露先生
4fc976779e
Fix qwen2-vl-docs. (#37879)
Signed-off-by: zhanluxianshen <zhanluxianshen@163.com>
2025-04-30 13:32:21 +01:00
Lysandre Debut
d538293f62
Transformers cli clean command (#37657)
* transformers-cli -> transformers

* Chat command works with positional argument

* update doc references to transformers-cli

* doc headers

* deepspeed

---------

Co-authored-by: Joao Gante <joao@huggingface.co>
2025-04-30 12:15:43 +01:00
Kim Juwon
50f8caaa48
🌐 [i18n-KO] Translated electra.md to Korean (#36763)
* docs: ko: electra.md

* feat: nmt draft

* fix: manual edits

* fix: manual edits
2025-04-29 14:03:39 -07:00
regisss
91f3e9422f
Add Intel Gaudi doc (#37855)
* Add Intel Gaudi doc

* Use "TIP" instead of "NOTE"

* Address comments from reviews
2025-04-29 13:28:06 -07:00
Vladislav Bronzov
4abeb50f6e
Add D-FINE Model into Transformers (#36261)
* copy the last changes from broken PR

* small format

* some fixes and refactoring after review

* format

* add config attr for loss

* some fixes and refactoring

* fix copies

* fix style

* add test for d-fine resnet

* fix decoder layer prop

* fix dummies

* format init

* remove extra print

* refactor modeling, move resnet into separate folder

* fix resnet config

* change resnet on hgnet_v2, add clamp into decoder

* fix init

* fix config doc

* fix init

* fix dummies

* fix config docs

* fix hgnet_v2 config typo

* format modular

* add image classification for hgnet, some refactoring

* format tests

* fix dummies

* fix init

* fix style

* fix init for hgnet v2

* fix index.md, add init rnage for hgnet

* fix conversion

* add missing attr to encoder

* add loss for d-fine, add additional output for rt-detr decoder

* tests and docs fixes

* fix rt_detr v2 conversion

* some fixes for loos and decoder output

* some fixes for loss

* small fix for converted modeling

* add n model config, some todo comments for modular

* convert script adjustments and fixes, small refact

* remove extra output for rt_detr

* make some outputs optionsl, fix conversion

* some posr merge fixes

* small fix

* last field fix

* fix not split for hgnet_v2

* disable parallelism test for hgnet_v2 image classification

* skip multi gpu for d-fine

* adjust after merge init

* remove extra comment

* fix repo name references

* small fixes for tests

* Fix checkpoint path

* Fix consistency

* Fixing docs

---------

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>
2025-04-29 12:17:55 +01:00
Henrik Matthiesen
a847d4aa6b
Fast image processor for VitMatte added and bug in slow version fixed (#37616)
* added fast image processor for VitMatte including updated and new tests, fixed a bug in the slow image processor that processed images incorrectly for input format ChannelDimension.FIRST in which case the trimaps were not added in the correct dimension, this bug was also reflected in the tests through incorretly shaped trimaps being passed

* final edits for fast vitmatte image processor and tests

* final edits for fast vitmatte image processor and tests

---------

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
2025-04-28 14:51:50 -04:00
sushmanth reddy
65e940208c
Samhq model addition (#35147)
* added the configuartion for sam_hq

* added the modeelling for sam_hq

* added the sam hq mask decoder with hq features

* added the code for the samhq

* added the code for the samhq

* added the code for the samhq

* Delete src/transformers/models/sam_hq/modelling_sam_hq.py

* added the code for the samhq

* added the code for the samhq

* added the chnages for the modeelling

* added the code for sam hq for image processing

* added code for the sam hq model

* added the required changes

* added the changes

* added the key mappings for the sam hq

* adding the working code of samhq

* added the required files

* adding the pt object

* added the push to hub account

* added the args for the sam maks  decoder

* added the args for the sam hq vision config

* aded the some more documentation

* removed the unecessary spaces

* all required chnages

* removed the image processor

* added the required file

* added the changes for the checkcopies

* added the code for modular file

* added the changes for the __init file

* added the code for the interm embeds

* added the code for sam hq

* added the changes for modular file

* added the test file

* added the changes required

* added the changes required

* added the code for the

* added the cl errors

* added the changes

* added the required changes

* added the some code

* added the code for the removing image processor

* added the test dimensins

* added the code for the removing extra used variables

* added the code for modeluar file hf_mlp for a better name

* removed abbrevaation in core functionality

* removed abbrevaation in core functionality

* .contiguous() method is often used to ensure that the tensor is stored in a contiguous block of memory

* added the code which is after make fixup

* added some test for the intermediate embeddings test

* added the code for the torch support in sam hq

* added the code for the updated modular file

* added the changes for documentations as mentioned

* removed the heading

* add the changes for the code

* first mentioned issue resolved

* added the changes code to processor

* added the easy loading to init file

* added the changes to code

* added the code to changes

* added the code to work

* added the code for sam hq

* added the code for sam hq

* added the code for the point pad value

* added the small test for the image embeddings and intermediate embedding

* added the code

* added the code

* added the code for the tests

* added the code

* added ythe code for the processor file

* added the code

* added the code

* added the code

* added the code

* added the code

* added the code for tests and some checks

* added some code

* added the code

* added the code

* added some code

* added some code

* added the changes for required

* added the code

* added the code

* added the code

* added the code

* added the code

* added the code

* added the code

* added the code

* added the code

* added the code

* added some changes

* added some changes

* removed spaces and quality checks

* added some code

* added some code

* added some code

* added code quality checks

* added the checks for quality checks

* addded some code which fixes test_inference_mask_generation_no_point

* added code for the test_inference_mask_generation_one_point_one_bb

* added code for the test_inference_mask_generation_one_point_one_bb_zero

* added code for the test_inference_mask_generation_one_box

* added some code in modelling for testing

* added some code which sort maks with high score

* added some code

* added some code

* added some code for the move KEYS_TO_MODIFY_MAPPING

* added some code for the  unsqueeze removal

* added some code for the  unsqueeze removal

* added some code

* added some code

* add some code

* added some code

* added some code

* added some testign values changed

* added changes to code in sam hq for readbility purpose

* added pre commit checks

* added the fix samvisionmodel for compatibilty

* added the changes made on sam by cyyever

* fixed the tests for samhq

* added some the code

* added some code related to init file issue during merge conflicts

* remobved the merge conflicts

* added changes mentioned by aruther and mobap

* added changes mentioned by aruther and mobap

* solving quality checks

* added the changes for input clearly

* added the changes

* added changes in mask generation file rgearding model inputs and  sam hq quargs  in processor file

* added changes in processor file

* added the  Setup -> setupclass conversion

* added the code mentioned for processor

* added changes for the code

* added some code

* added some code

* added some code

---------

Co-authored-by: Pablo Montalvo <39954772+molbap@users.noreply.github.com>
2025-04-28 19:07:09 +02:00
Mohamed Mekkouri
b262680af4
Add Bitnet model (#37742)
* Adding BitNet b1.58 Model

* Add testing code for BitNet

* Fix format issues

* Fix docstring format issues

* Fix docstring

* Fix docstring

* Fix: weight back to uint8

* Fix

* Fix format issues

* Remove copy comments

* Add model link to the docstring

* Fix: set tie_word_embeddings default to false

* Update

* Generate modeling file

* Change config name for automatically generating modeling file.

* Generate modeling file

* Fix class name

* Change testing branch

* Remove unused param

* Fix config docstring

* Add docstring for BitNetQuantConfig.

* Fix docstring

* Update docs/source/en/model_doc/bitnet.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update docs/source/en/model_doc/bitnet.md

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

* Update bitnet config

* Update explanation between online and offline mode

* Remove space

* revert changes

* more revert

* spaces

* update

* fix-copies

* doc fix

* fix minor nits

* empty

* small nit

* empty

---------

Co-authored-by: Shuming Ma <shumingma@pku.edu.cn>
Co-authored-by: shumingma <shmingm@gmail.com>
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
2025-04-28 15:08:46 +02:00
Ken J
33493542aa
[doc] fix the code examples in qwen doc (#37803) 2025-04-28 11:56:32 +01:00
saswatmeher
57c620bf8a
chore: update SigLIP2 model card (#37624)
* update siglip2 model card

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* address comments

* separate naflex and fixres variant

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip2.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-04-25 12:46:17 -07:00
Minki Kim
eb4afdd1fb
[i18n-KO] Translated keypoint_detection.md to Korean (#36649)
* fix: manual edits

* fix: manual edits

* fix: manual edits

* Update docs/source/ko/tasks/keypoint_detection.md

Anchor lower modify

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>

* Update docs/source/ko/tasks/keypoint_detection.md

connect letter

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>

* Update docs/source/ko/tasks/keypoint_detection.md

modify to usual words

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>

* Update docs/source/ko/tasks/keypoint_detection.md

modify extension word

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/ko/tasks/keypoint_detection.md

modify to usual words

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>

* Update docs/source/ko/tasks/keypoint_detection.md

modify to usual words

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>

* Update docs/source/ko/tasks/keypoint_detection.md

modify to usual representation

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>

---------

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-04-25 12:24:12 -07:00
김가영
7bb619d710
🌐 [i18n-KO] Translated roberta.md to Korean (#37069)
* docs: ko: roberta.md

* fix: manual edits

* Apply suggestions from code review

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>
Co-authored-by: YONGSANG <71686691+4N3MONE@users.noreply.github.com>

---------

Co-authored-by: Woojun Jung <46880056+jungnerd@users.noreply.github.com>
Co-authored-by: YONGSANG <71686691+4N3MONE@users.noreply.github.com>
2025-04-24 10:00:24 -07:00
AfafEL
cfe666919e
Update model card for Gemma (#37674)
* Update Gemma model card

* Updated after review

* Update following review
2025-04-24 09:58:46 -07:00
Mohamed Mekkouri
b2d70e9c49
Fix auto-round hfoption (#37759)
fix
2025-04-24 18:19:38 +02:00
Mohamed Mekkouri
9b3bf4a206
Fix torchao doc examples (#37697)
fix

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
2025-04-24 11:10:27 +02:00
Daksh Maheshwari
b6d65e40b2
Add Fast Image Processor for MobileNetV1 (#37111)
* fast image processor template for MobileNetV1 via transformers-cli

* Add fast image processors and unify tests for slow/fast image processor classes

* added loop over image_processor_list for all tests and removed boilerplate comments.

---------

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
2025-04-23 15:55:41 -04:00
Vinh H. Pham
dea1919be4
Add Fast Image Processor for PoolFormer (#37182)
* support poolformer fast image processor

* support test for crop_pct=None

* run make style

* Apply suggestions from code review

* rename test

---------

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
2025-04-23 15:55:33 -04:00
Parteek
b491f128d6
Add Fast PVT Processor (#37204)
* Add Fast PVT Processor

* Update image_processing_pvt_fast.py

* Update image_processing_pvt_fast.py

* remove kwargs

---------

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
2025-04-23 15:55:20 -04:00
Yoni Gozlan
5cd6b64059
Process inputs directly in apply_chat_template in image-text-to-text pipeline (#35616)
* tokenize inputs directly in apply_chat_template

* refactor processing

* revert changes processing llava

* Update docs

* fix issue with str being iterable

* add test chat text only

* change function name
2025-04-23 13:31:33 -04:00
Raushan Turganbay
1e9087368c
[internvl] fix chat template (#37656)
* fix chat template

* update

* update conversion

* rename `fake_image_token` in tests
2025-04-23 16:56:36 +02:00
Vishesh-Mistry
1d9743edc2
Updated model card for mbart and mbart50 (#37619)
* new card for mbart and mbart50

* removed comment BADGES

* Update mBart overview

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* fix typo (MBart to mBart)

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* maybe fix typo

* update typo and combine notes

* changed notes

* changed the example sentence

* fixed grammatical error and removed some lines from notes example

* missed one word

* removed documentation resources and added some lines of example code back in notes.

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-04-22 12:26:47 -07:00
Jinyong Lee
fbfa1dd4db
🌐 [i18n-KO] Translated siglip.md to Korean (#37145)
* docs: ko: siglip.md

* feat: nmt draft

* fix: manual edits

* chore: Correct document title to kebab-case format

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Apply suggestions from code review

Convert unnatural language to natural Korean

Co-authored-by: Yijun Lee <119404328+yijun-lee@users.noreply.github.com>

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Yijun Lee <119404328+yijun-lee@users.noreply.github.com>
2025-04-22 12:23:19 -07:00
NielsRogge
d47cdae27e
[Docs] Move models to appropriate section (#37338)
* Move models

* update

---------

Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2025-04-22 18:23:14 +02:00
Mohamed Mekkouri
de182ba269
Refactor bitsandbytes doc (#37668)
* doc

* torch ops

* fix

* nits

* Update docs/source/en/quantization/bitsandbytes.md

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

---------

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
2025-04-22 16:13:25 +02:00
Marc Sun
9481e9e9f1
Fix autoround docs (#37675)
* fix

* empty
2025-04-22 15:33:13 +02:00
Wenhua Cheng
b3492ff9f7
Add AutoRound quantization support (#37393)
* add auto-round support

* Update src/transformers/quantizers/auto.py

Co-authored-by: Ilyas Moutawwakil <57442720+IlyasMoutawwakil@users.noreply.github.com>

* fix style issue

Signed-off-by: wenhuach <wenhuach87@gmail.com>

* tiny change

* tiny change

* refine ut and doc

* revert unnecessary change

* tiny change

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* fix doc issue

* Update tests/quantization/autoround/test_auto_round.py

* fix comments

* Update tests/quantization/autoround/test_auto_round.py

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

* Update tests/quantization/autoround/test_auto_round.py

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

* update doc

* Update src/transformers/quantizers/quantizer_auto_round.py

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

* update

* update

* fix

* try to fix style issue

* Update src/transformers/quantizers/auto.py

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update docs/source/en/quantization/auto_round.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update docs/source/en/quantization/auto_round.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update docs/source/en/quantization/auto_round.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* update

* fix style issue

* update doc

* update doc

* Refine the doc

* refine doc

* revert one change

* set sym to True by default

* Enhance the unit test's robustness.

* update

* add torch dtype

* tiny change

* add awq convert test

* fix typo

* update

* fix packing format issue

* use one gpu

---------

Signed-off-by: wenhuach <wenhuach87@gmail.com>
Co-authored-by: Ilyas Moutawwakil <57442720+IlyasMoutawwakil@users.noreply.github.com>
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>
Co-authored-by: Shen, Haihao <haihao.shen@intel.com>
2025-04-22 13:56:54 +02:00
Raushan Turganbay
dcf6df5b0d
[qwen-omni] fix training (#37517)
* fix

* add text config

* fixup

* fix docs
2025-04-22 12:36:07 +02:00
Pavel Iakubovskii
9167fadab9
Introduce GradientCheckpointingLayer (#37223)
* GradientCheckpointingLayer

* trigger

* Move GC layer to a separate file

* Update import

* Expose and document GC layer

* Fix dummy

* Apply to llama-based models

* Update modulars

* Update a few more models for consistency

* Update glm4

* Update Janus
2025-04-22 11:33:31 +01:00
Jerry Zhang
7eb1107cc2
Restructure torchao quantization examples (#37592)
* Restructure torchao quantization examples

Summary:
Mainly structured the examples by hardwares and then listed
the recommended quantization methods for each hardware H100 GPU, A100 GPU and CPU

Also added example for push_to_hub

Test Plan:
not required

Reviewers:

Subscribers:

Tasks:

Tags:

* update

* drop float8 cpu

* address comments and simplify

* small update

* link update

* minor update
2025-04-22 11:20:34 +02:00
JihadHammoud02
fee1190601
Refactor phi doc (#37583)
* Added documentation for phi model

* Update phi.md

* Update phi.md

* Update phi.md

* Update docs/source/en/model_doc/phi.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/phi.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/phi.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/phi.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Updated model card

* Update phi.md

* Update phi.md

* Update phi.md

* Update docs/source/en/model_doc/phi.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

---------

Co-authored-by: Jihad <jihadhammoud_@hotmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-04-21 10:31:04 -07:00
JihadHammoud02
b2db54f66b
Update longformer.md (#37622)
* Update longformer.md

* Update longformer.md

* Update docs/source/en/model_doc/longformer.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/longformer.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update longformer.md

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-04-21 10:30:51 -07:00
Manuel de Prada Corral
2c60a442f3
fix link in kv_cache.md (#37652)
fix typo in kv_cache.md
2025-04-21 09:01:11 -07:00
saswatmeher
27a25bee4f
chore: update model card for SigLIP (#37585)
* edit siglip model card

* fix syntax

* Update docs/source/en/model_doc/siglip.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/model_doc/siglip.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* address comments

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-04-18 13:30:41 -07:00
Xiaojian Ma
e1f379bb09
Fixing the example in generation strategy doc (#37598)
Update generation_strategies.md

The prompt text shown in the example does not match what is inside the generated output. As the generated output always include the prompt, the correct prompt should be "Hugging Face is an open-source company".
2025-04-18 12:50:17 -07:00
Pavel Iakubovskii
4f58fc9c82
Deprecate modeling_utils.py classes (#37298)
* Move utils classes into models

* Add deprecation warnings

* Remove from docs

* Update config attributes check
2025-04-18 18:47:34 +01:00