Commit Graph

26 Commits

Author SHA1 Message Date
Cyril Vallez
4b8ec667e9
Remove all traces of low_cpu_mem_usage (#38792)
* remove it from all py files

* remove it from the doc

* remove it from examples

* style

* remove traces of _fast_init

* Update test_peft_integration.py

* CIs
2025-06-12 16:39:33 +02:00
Raushan Turganbay
27459025b8
[video processors] support frame sampling within processors (#38105)
* apply updates smolVLM (still needs workaround for chat template)

* add other models

* dump qwen omni for now, come back later

* port qwen omni from their impl

* wait, all qwens sample videos in same way!

* clean up

* make smolvlm backwards compatible and fix padding

* dix some tests

* fox smolvlm tests

* more clean up and test fixing

* delete unused arg

* fix

* address comments

* style

* fix test
2025-06-12 09:34:30 +00:00
Raushan Turganbay
a31fa218ad
🔴 Video processors as a separate class (#35206)
* initial design

* update all video processors

* add tests

* need to add qwen2-vl (not tested yet)

* add qwen2-vl in auto map

* fix copies

* isort

* resolve confilicts kinda

* nit:

* qwen2-vl is happy now

* qwen2-5 happy

* other models are happy

* fix copies

* fix tests

* add docs

* CI green now?

* add more tests

* even more changes + tests

* doc builder fail

* nit

* Update src/transformers/models/auto/processing_auto.py

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* small update

* imports correctly

* dump, otherwise this is getting unmanagebale T-T

* dump

* update

* another update

* update

* tests

* move

* modular

* docs

* test

* another update

* init

* remove flakiness in tests

* fixup

* clean up and remove commented lines

* docs

* skip this one!

* last fix after rebasing

* run fixup

* delete slow files

* remove unnecessary tests + clean up a bit

* small fixes

* fix tests

* more updates

* docs

* fix tests

* update

* style

* fix qwen2-5-vl

* fixup

* fixup

* unflatten batch when preparing

* dump, come back soon

* add docs and fix some tests

* how to guard this with new dummies?

* chat templates in qwen

* address some comments

* remove `Fast` suffix

* fixup

* oops should be imported from transforms

* typo in requires dummies

* new model added with video support

* fixup once more

* last fixup I hope

* revert image processor name + comments

* oh, this is why fetch test is failing

* fix tests

* fix more tests

* fixup

* add new models: internvl, smolvlm

* update docs

* imprt once

* fix failing tests

* do we need to guard it here again, why?

* new model was added, update it

* remove testcase from tester

* fix tests

* make style

* not related CI fail, lets' just fix here

* mark flaky for now, filas 15 out of 100

* style

* maybe we can do this way?

* don't download images in setup class

---------

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>
2025-05-12 11:55:51 +02:00
Raushan Turganbay
d23aae2b8c
[VLMs] support attention backends (#37576)
* update models

* why rename

* return attn weights when sdpa

* fixes

* fix attn implementation composite

* fix moshi

* add message

* add typings

* use explicitly all flags for each attn type

* fix some tests

* import what is needed

* kosmos on main has ew attention already, yay

* new models in main, run fixup

* won't fix kosmos yet

* fix-copies

* clean up after rebasing

* fix tests

* style

* dont cast attns to fp32

* did we update ruff? oke, let's just do what it asks

* fix pixtral after rebase
2025-05-08 18:18:54 +02:00
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
Matt
4d0de5f73a
🚨 🚨 Setup -> setupclass conversion (#37282)
* More limited setup -> setupclass conversion

* make fixup

* Trigger tests

* Fixup UDOP

* Missed a spot

* tearDown -> tearDownClass where appropriate

* Couple more class fixes

* Fixups for UDOP and VisionTextDualEncoder

* Ignore errors when removing the tmpdir, in case it already got cleaned up somewhere

* CLIP fixes

* More correct classmethods

* Wav2Vec2Bert fixes

* More methods become static

* More class methods

* More class methods

* Revert changes for integration tests / modeling files

* Use a different tempdir for tests that actually write to it

* Remove addClassCleanup and just use teardownclass

* Remove changes in modeling files

* Cleanup get_processor_dict() for got_ocr2

* Fix regression on Wav2Vec2BERT test that was masked by this before

* Rework tests that modify the tmpdir

* make fix-copies

* revert clvp modeling test changes

* Fix CLIP processor test

* make fix-copies
2025-04-08 17:15:37 +01:00
cyyever
1e6b546ea6
Use Python 3.9 syntax in tests (#37343)
Signed-off-by: cyy <cyyever@outlook.com>
2025-04-08 14:12:08 +02:00
Cyril Vallez
f304318f5f
Remove low_cpu_mem_usage and _fast_init (#36963)
* Remove low_cpu_mem_usage and _fast_init

* Update deepspeed.py

* Update modeling_utils.py

* remove the first 2 tests everywhere

* Update test_modeling_common.py

* remove what was remaining about fast_init

* fix logic and simplify

* mismatched keys logic update

* Update modeling_utils.py

* Update modeling_utils.py

* Update modeling_utils.py

* Update modeling_utils.py

* fix 2 models init_weights

* extend to others

* remove grad

* Update modeling_fsmt.py

* init weights in tests

* style

* Update test_modeling_fsmt.py

* more old models

* fix more init_weights

* copies

* fix

* style

* Update modeling_lxmert.py

* fix inits

* more and more

* more

* should finalize

* style

* Update modeling_dinov2_with_registers.py

* fix

* Update modeling_encoder_decoder.py

* fix

* style

* Update modeling_lxmert.py

* post rebase cleanup

* Update modeling_informer.py

* back to start for device

* fix

* add test to detect all failing cases correctly

* Update test_modeling_common.py

* fix

* fix

* sam

* style

* Update modeling_maskformer_swin.py

* CIs

* CIs

* remove test - will add it on separate PR

* fix

* fix

* Update modeling_sam.py

* CIs

* CIs

* CIs

* convnext

* suggestions

* CIs

* fix copies after merge

---------

Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>
2025-03-31 17:18:43 +02:00
co63oc
996f512d52
Fix typos in tests (#36547)
Signed-off-by: co63oc <co63oc@users.noreply.github.com>
2025-03-05 15:04:06 -08:00
Raushan Turganbay
0c78ef6cd3
🔴 VLM: compile compatibility (#35724)
* llavas

* add mroe models

* fix `compile_forward` test for all models

* fix copies

* make style

* also doesn't support cache class

* fix some tests

* not copied from

* ci green?

* fix tests

* fix copies

* fix tests

* check with `numel` and remove `item`

* fix copies

* fix copies

* Update src/transformers/models/cohere2/modeling_cohere2.py

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

* opt remove cross attn

* gemma2

* fixup

* fixup

* fix newly added test

* maybe fixed?

* green please?

---------

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
2025-02-14 15:23:49 +01:00
Joao Gante
62c7ea0201
CI: avoid human error, automatically infer generative models (#33212)
* tmp commit

* move tests to the right class

* remove ALL all_generative_model_classes = ...

* skip tf roberta

* skip InstructBlipForConditionalGenerationDecoderOnlyTest

* videollava

* reduce diff

* reduce diff

* remove  on vlms

* fix a few more

* manual rebase bits

* more manual rebase

* remove all manual generative model class test entries

* fix up to ernie

* a few more removals

* handle remaining cases

* recurrent gemma

* it's better here

* make fixup

* tf idefics is broken

* tf bert + generate is broken

* don't touch tf :()

* don't touch tf :(

* make fixup

* better comments for test skips

* revert tf changes

* remove empty line removal

* one more

* missing one
2025-02-13 16:27:11 +01:00
Joao Gante
be2ac0916a
[generate] shape checks in tests compatible with fixed-length caches (+ some minor fixes) (#35993)
* shape checks compatible with static cache

* add test

* tmp

* manually turn on eager attn when we want to output attn

* typo

* generalize to encoder-decoder models

* force compilation on cpu

* tmp commit

* fix static cache shape checks

* models with odd caches

* fix copies

* shorter cache search loop

* use decoder_past_key_values everywhere

* better test variable names and comments

* signature

* rename _check_outputs into _check_generate_outputs

* add comments

* HybridCache future test note
2025-02-10 17:50:54 +00:00
Yoni Gozlan
d7188ba600
Add support for nested images to LLava and VipLLava (#35558)
* move make_flat_list_of_images and make_batched_videos to image_utils

* remove unnecessary is_vision_available

* move make_nested_list_of_images to image_utils

* fix fast pixtral image processor

* fix import mllama

* fix make_nested_list_of_images

* add tests

* convert 4d arrays/tensors to list

* add test_make_batched_videos

* add support nested batch of videos

* fix image processing qwen2vl
2025-01-30 16:49:20 -05:00
Fanli Lin
f0ae65c198
[tests] further fix Tester object has no attribute '_testMethodName' (#35781)
* bug fix

* update with more cases

* more entries

* Fix

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2025-01-29 16:05:33 +01:00
Arthur
b912f5ee43
use torch.testing.assertclose instead to get more details about error in cis (#35659)
* use torch.testing.assertclose instead to get more details about error in cis

* fix

* style

* test_all

* revert for I bert

* fixes and updates

* more image processing fixes

* more image processors

* fix mamba and co

* style

* less strick

* ok I won't be strict

* skip and be done

* up
2025-01-24 16:55:28 +01:00
Raushan Turganbay
09d5f76274
Clean-up composite configs (#34603)
* remove manual assignment tie-word-embeddings

* remove another unused attribute

* fix tests

* fix tests

* remove unnecessary overwrites

* fix

* decoder=True

* clean pix2struct

* run-all

* forgot `_tied_weights_keys` when adding Emu3

* also Aria + fix-copies

* and clean aria
2025-01-15 10:04:07 +01:00
Raushan Turganbay
893ad04fad
Load sub-configs from composite configs (#34410)
* save/load sub-configs

* nit forgot these

* fix copies

* move test to common

* use dict for sub-configs

* add load-save-laod test

* clean up modeling check

* oops this are correct keys

* fix some tests, missed some composite configs

* this model was missed
2024-11-05 11:34:01 +01:00
Raushan Turganbay
4cc0813e28
BLIP: enable generation tests (#34174)
* blip2 tests

* instructblips

* copies

* fix slow tests

* fix

* uncomment this

* clean up after rebase

* should be model main input

* fix overwritten tests

* oops len should be multiple of frame number

* style

* fix some tests
2024-11-01 08:54:48 +01:00
Raushan Turganbay
6beb3f1691
Blip: get/set input embeddings correctly (#34152)
* set-get embeds

* add tests

* fix tests

* remove

* return dict True

* fix tests

* why did i remove this

* enabel torchscript tests
2024-11-01 08:39:39 +01:00
Raushan Turganbay
21d5025826
Attn implementation for composite models (#32238)
* first try

* codestyle

* idefics2 is happy

* [run-slow] llava, llava_next, video_llava, vipllava, llava_next_video, idefics, idefics2, kosmos2, fuyu, blip, blip_2, instructblip, instructblipvideo, paligemma

* fix-copies

* [run-slow] llava, llava_next, video_llava, vipllava, llava_next_video, idefics, idefics2, kosmos2, fuyu, blip, blip_2, instructblip, instructblipvideo

* blip-2 needs to init vision from config

* when was this removed O_o

* minor fix

* tests

* this way?

* tests

* model-agnostic code

* codestyle

* add tests for idefics

* modify general test for VLMs

* no generation test for vlm yet!

* no generation test here also

* wanr in VIT-SDPA if output attn

* add more tests

* user can pass dict as attn impl

* repo consistency

* update

* muicgen

* no prints

* forgot speech enc-dec and clip

* how many composite models we have?

* musicgen meelody is same as mudicgen

* +siglip

* fix tests + add some more

* remove idefics custom overriden code

* make idefics2 automappable

* nits

* skip tests

* doctests

* Update src/transformers/models/idefics2/configuration_idefics2.py

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update tests/models/clip/test_modeling_clip.py

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update tests/models/idefics2/test_modeling_idefics2.py

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update tests/models/idefics2/test_modeling_idefics2.py

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update src/transformers/configuration_utils.py

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* major update, no need for automap

* clean up

* add FA2 test

* more tests

* style

* skip tests

* why did these started failing now?

* no attributes for FA2 needed

* one tiny test

* address comment about FA2 false warning

* style

* add new models and resolve conflicts

* fix copies

* let it be this way for now, come back tomorrow to review

* some more fixes

* update

* more updates

* update

* fix copies

* style and tests

* another big update

* fix tests

* fix tests

* update

* another update

* fix tests

* fix copies

* fix tests

---------

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
2024-10-22 06:54:44 +02:00
Yoni Gozlan
5f0c181f4e
Uniformize kwargs for image-text-to-text processors (#32544)
* uniformize FUYU processor kwargs

* Uniformize instructblip processor kwargs

* Fix processor kwargs and tests Fuyu, InstructBlip, Kosmos2

* Uniformize llava_next processor

* Fix save_load test for processor with chat_template only as extra init args

* Fix import Unpack

* Fix Fuyu Processor import

* Fix FuyuProcessor import

* Fix FuyuProcessor

* Add defaults for specific kwargs kosmos2

* Fix Udop to return BatchFeature instead of BatchEncoding and uniformize kwargs

* Add tests processor Udop

* remove Copied from in processing Udop as change of input orders caused by BatchEncoding -> BatchFeature

* Fix overwrite tests kwargs processors

* Add warnings and BC for changes in processor inputs order, change docs, add BC for text_pair as arg for Udop

* Fix processing test fuyu

* remove unnecessary pad_token check in instructblip ProcessorTest

* Fix BC tests and cleanup

* FIx imports fuyu

* Uniformize Pix2Struct

* Fix wrong name for FuyuProcessorKwargs

* Fix slow tests reversed inputs align fuyu llava-next, change udop warning

* Fix wrong logging import udop

* Add check images text input order

* Fix copies

* change text pair handling when positional arg

* rebase on main, fix imports in test_processing_common

* remove optional args and udop uniformization from this PR

* fix failing tests

* remove unnecessary test, fix processing utils and test processing common

* cleanup Unpack

* cleanup

* fix conflict grounding dino
2024-09-24 21:28:19 -04:00
Pablo Montalvo
413008c580
add uniform processors for altclip + chinese_clip (#31198)
* add initial design for uniform processors + align model

* add uniform processors for altclip + chinese_clip

* fix mutable default 👀

* add configuration test

* handle structured kwargs w defaults + add test

* protect torch-specific test

* fix style

* fix

* rebase

* update processor to generic kwargs + test

* fix style

* add sensible kwargs merge

* update test

* fix assertEqual

* move kwargs merging to processing common

* rework kwargs for type hinting

* just get Unpack from extensions

* run-slow[align]

* handle kwargs passed as nested dict

* add from_pretrained test for nested kwargs handling

* [run-slow]align

* update documentation + imports

* update audio inputs

* protect audio types, silly

* try removing imports

* make things simpler

* simplerer

* move out kwargs test to common mixin

* [run-slow]align

* skip tests for old processors

* [run-slow]align, clip

* !$#@!! protect imports, darn it

* [run-slow]align, clip

* [run-slow]align, clip

* update common processor testing

* add altclip

* add chinese_clip

* add pad_size

* [run-slow]align, clip, chinese_clip, altclip

* remove duplicated tests

* fix

* update doc

* improve documentation for default values

* add model_max_length testing

This parameter depends on tokenizers received.

* Raise if kwargs are specified in two places

* fix

* match defaults

* force padding

* fix tokenizer test

* clean defaults

* move tests to common

* remove try/catch block

* deprecate kwarg

* format

* add copyright + remove unused method

* [run-slow]altclip, chinese_clip

* clean imports

* fix version

* clean up deprecation

* fix style

* add corner case test on kwarg overlap

* resume processing - add Unpack as importable

* add tmpdirname

* fix altclip

* fix up

* add back crop_size to specific tests

* generalize tests to possible video_processor

* add back crop_size arg

* fixup overlapping kwargs test for qformer_tokenizer

* remove copied from

* fixup chinese_clip tests values

* fixup tests - qformer tokenizers

* [run-slow] altclip, chinese_clip

* remove prepare_image_inputs
2024-09-19 17:21:54 +02:00
amyeroberts
d2dcff96f8
[InstructBLIP] qformer_tokenizer is required input (#33222)
* [InstructBLIP] qformer_tokenizer is required input

* Bit safer

* Add to instructblipvideo processor

* Fix up

* Use video inputs

* Update tests/models/instructblipvideo/test_processor_instructblipvideo.py
2024-09-04 16:18:06 +01:00
Raushan Turganbay
a29eabd0eb
Expand inputs in processors for VLMs (#30962)
* let it be

* draft

* should not have changed

* add warnings

* fix & add tests

* fix tests

* ipnuts embeds cannot be passed with pixels

* more updates

* paligemma ready!

* minor typos

* update blip-2

* fix tests & raise error

* docstring

* add blip2 test

* tmp

* add image seq length to config

* update docstring

* delete

* fix tests

* fix blip

* fix paligemma

* out-of-place scatter

* add llava-next-video

* Update src/transformers/models/blip_2/modeling_blip_2.py

Co-authored-by: Pablo Montalvo <39954772+molbap@users.noreply.github.com>

* remove tmp

* codestyle

* nits

* more nits

* remove overriding in tests

* comprehension when merging video

* fix-copies

* revert changes for embeds test

* fix tests after making comprehension

* Update src/transformers/models/blip_2/processing_blip_2.py

Co-authored-by: Pablo Montalvo <39954772+molbap@users.noreply.github.com>

* Update src/transformers/models/blip_2/processing_blip_2.py

Co-authored-by: Pablo Montalvo <39954772+molbap@users.noreply.github.com>

* more updates

* fix tests

---------

Co-authored-by: Pablo Montalvo <39954772+molbap@users.noreply.github.com>
2024-08-13 10:14:39 +05:00
Pavel Iakubovskii
fb66ef8147
Update kwargs validation for preprocess with decorator (#32024)
* BLIP preprocess

* BIT preprocess

* BRIDGETOWER preprocess

* CHAMELEON preprocess

* CHINESE_CLIP preprocess

* CONVNEXT preprocess

* DEIT preprocess

* DONUT preprocess

* DPT preprocess

* FLAVA preprocess

* EFFICIENTNET preprocess

* FUYU preprocess

* GLPN preprocess

* IMAGEGPT preprocess

* INTRUCTBLIPVIDEO preprocess

* VIVIT preprocess

* ZOEDEPTH preprocess

* VITMATTE preprocess

* VIT preprocess

* VILT preprocess

* VIDEOMAE preprocess

* VIDEOLLAVA

* TVP processing

* TVP fixup

* SWIN2SR preprocess

* SIGLIP preprocess

* SAM preprocess

* RT-DETR preprocess

* PVT preprocess

* POOLFORMER preprocess

* PERCEIVER preprocess

* OWLVIT preprocess

* OWLV2 preprocess

* NOUGAT preprocess

* MOBILEVIT preprocess

* MOBILENETV2 preprocess

* MOBILENETV1 preprocess

* LEVIT preprocess

* LAYOUTLMV2 preprocess

* LAYOUTLMV3 preprocess

* Add test

* Update tests
2024-08-06 11:33:05 +01:00
Raushan Turganbay
fc689d75a0
Add video modality for InstrucBLIP (#30182)
* squash in single commit

* add docs

* dummy obj

* more changes in diff converter

* tiny fix

* make docs happy

* skip test

* repo consistency tests

* update docstring

* style

* fix tests

* change diff imports

* [run-slow] instructblipvideo

* [run-slow] instructblipvideo

* fix tests and remove logit check

* [run-slow] instructblipvideo
2024-06-25 15:45:39 +05:00