Commit Graph

50 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
rdonggroq
afdb821318
Fix smart resize (#38706)
* Fix smart_resize bug

* Add smart_resize test

* Remove unnecessary error checking

* Fix smart_resize tests

---------

Co-authored-by: Richard Dong <rdong@rdong.c.groq-143208.internal>
2025-06-10 08:59:22 +00:00
Yaswanth Gali
a6f7acb603
[Tests] Clean up test cases for few models (#38315)
* Update tests

* revert aria change

* too slow hence revert
2025-05-29 08:21:28 +00:00
Raushan Turganbay
a21f11fca2
[compile] re-enable for Qwen-VL models (#38127)
* compile qwen models

* delete TODO comment

* fix embeds test

* fix assisted decoding

* add comments
2025-05-21 09:50:39 +00:00
Yao Matrix
3bd1c20149
enable misc cases on XPU & use device agnostic APIs for cases in tests (#38192)
* use device agnostic APIs in tests

Signed-off-by: Matrix Yao <matrix.yao@intel.com>

* more

Signed-off-by: Matrix Yao <matrix.yao@intel.com>

* fix style

Signed-off-by: Matrix Yao <matrix.yao@intel.com>

* add reset_peak_memory_stats API

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

* update

---------

Signed-off-by: Matrix Yao <matrix.yao@intel.com>
Signed-off-by: YAO Matrix <matrix.yao@intel.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2025-05-20 10:09:01 +02:00
Ritwick Chaudhry
fe918d13b9
Fix temporal padding in Qwen2VLImageProcessor when the number of frames is not divisible by temporal_patch_size (#38076)
Qwen2VL: Fix temporal padding in Qwen2VLImageProcessor when frames are not divisible by temporal_patch_size
2025-05-14 12:28:21 +02:00
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
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
co63oc
d5fa7d2d19
Fix typos in strings and comments (#37799) 2025-04-28 11:39:11 +01:00
Raushan Turganbay
3bc44eaaee
[qwen-vl] Standardize config (#37268)
* update

* fix tests

* fixup

* update

* skip this one

* fixup

* fix
2025-04-17 09:38:12 +02:00
Raushan Turganbay
32eca7197a
[vlm] adjust max length for special tokens (#37342)
* update

* apply suggestion

* fix tests for main branch

* remove unused logger

* add special tokens in tests

* nit

* fix more tests

* fix test

* pg also
2025-04-16 20:49:20 +02:00
Raushan Turganbay
a563999a02
[processor] clean up mulitmodal tests (#37362)
* clkea up mulitmodal processor tests

* fixup

* fix tests

* fix one last test

* forgot
2025-04-11 13:32:19 +02:00
Raushan Turganbay
1ae8d54b04
[chat-template] Unify tests and clean up 🧼 (#37275)
* fix tests and some clean up

* make one general test for each modality

* remove redundant merging of kwargs

* edge cases

* dont enforce slow when reloading

* fix gemma3 tests

* has to adapt llama 4 after rebase

* remove also from overriden tests

* should be green now
2025-04-10 14:42:32 +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
Raushan Turganbay
41b9b92b52
[qwen-vl] fix image processor (#37258)
* fix

* add test
2025-04-03 19:48:56 +02:00
Matt
2d46a08b63
Purge unused ModelTester code (#37085)
* Purge correctly this time

* Remove more methods from recent PRs

* make fixup
2025-04-03 17:48:35 +01:00
Raushan Turganbay
211e4dc9a4
[chat-template] fix video loading (#37146)
* fix

* add video

* trigger

* push new iamges

* fix tests

* revert

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2025-04-02 11:27:50 +02:00
Raushan Turganbay
0f733110a6
Support return_tensors in audio chat templates (#34601)
* add audio chat templates

* update

* update

* nit

* green ci

* we dont care about the order anymore

* clean up after rebase

* overriden tests rename

* rename shieldgemma also

* one more rename

* require_read_token

* removde images/videos

* retrigger CI flaky
2025-03-25 11:08:47 +01:00
Yoni Gozlan
91455c1825
Fix processor kwargs qwen2 vl (#36890)
* Fix qwen2_vl and qwen2_5_vl processors cutom images kwargs

* change version warning
2025-03-24 13:19:26 -04:00
Joao Gante
179d02ffb8
[generate] vectorized beam search (#35802) 2025-03-18 18:39:36 +00:00
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
gewenbin0992
6a1ab634b6
qwen2.5vl: fix bugs when using flash2+bf16 or num_return_sequences>1 (#36083)
* qwen2.5vl: fix bugs when using flash2+bf16 or num_return_sequences>1

* fix

* fix

* fix

* fix

* add tests

* fix test bugs

* fix

* fix failed tests

* fix
2025-02-13 11:35:28 +01:00
Raushan Turganbay
eebd2c972c
Chat template: update for processor (#35953)
* update

* we need batched nested input to always process correctly

* update a bit

* fix copies
2025-02-10 09:52:19 +01:00
Raushan Turganbay
5d75a25b03
Qwen2-VL: fix rope delta calculation (#36013)
* fix rope delats calculation

* add test

* style
2025-02-04 09:48:29 +01:00
Yoni Gozlan
2b46943195
Add GOT-OCR 2.0 to Transformers (#34721)
* init modular got_ocr2

* Get correct got_ocr architecture

* add processing

* run modular with processing

* add working inference

* apply modular

* Refactor and fix style

* Refactor, cleanup, fix style

* fix init order

* Fix docs

* add base modeling tests

* fix style and consistency

* rename doc file

* fix repo consistency

* fix inference with box

* add image processing and support for crop_to_multi_page

* Fix batch inference

* add tests

* fixup

* fix slow test

* fix docstrings

* Add model doc

* update to new init

* fix input autocast pixel_values dtype

* update doc

* move doc to multimodal

* Reformat crop_image_to_patches and add docstrings

* Fix example in forward docstring

* Address Pablo review

* [run slow] got_ocr2

* remove defaults defined twice

* apply modular

* add torch_device to integration tests

* update modular

* follow-up Pavel review

* add device variable in doc

* fix doc multi-page

* Force eager attention for vision encoder to avoid attn implementation conflict

* revert qwen2vl doc changes

* use Qwen2ForCausalLM instead of Qwen2Model

* make fixup

* refactor gotocr2 to llava style

* uniformize function names and reduce checks

* final nits

* fix pixel_values dtype error

* change checkpoint names

* fix modular
2025-01-31 11:28:13 -05:00
Joao Gante
ece8c42488
Test: generate with torch.compile(model.forward) as a fast test (#34544) 2025-01-28 14:10:38 +00:00
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
Yoni Gozlan
107f9f5127
add Qwen2-VL image processor fast (#35733)
* add qwen2_vl image processor fast

* add device to ImagesKwargs

* remove automatic fix copies

* fix fast_is_faster_than_slow

* remove unnecessary import
2025-01-21 11:49:05 -05:00
Raushan Turganbay
8571bb145a
Fix CI for VLMs (#35690)
* fix some easy test

* more tests

* remove logit check here also

* add require_torch_large_gpu in Emu3
2025-01-20 11:15:39 +01:00
Arthur
e6f9b03464
[Compile] Only test compiling model forward pass (#35658)
* rename test to only compile forward!

* style emu
2025-01-13 13:43:29 +01:00
Raushan Turganbay
84a6789145
Enable different torch dtype in sub models (#34873)
* fix

* fix test

* add tests

* add more tests

* fix tests

* supposed to be a torch.dtype test

* handle BC and make fp32 default
2025-01-13 13:42:08 +01:00
Jacky Lee
3c1895aa65
Fix Qwen2VL processor to handle odd number of frames (#35431)
* fix: processing odd number of frames

* feat: add test case

* update: test one frame

* feat: support custom patch size

* fix: test with videos

* revert: change on patch repeat

* fix: much wow

* update: fixups

* fixup pls

* ruff fixup

* fix typo at least
2025-01-08 13:49:00 +01:00
Yih-Dar
05de764e9c
Aurevoir PyTorch 1 (#35358)
* fix

* fix

* fix

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2024-12-20 14:36:31 +01:00
Fanli Lin
bdd4201fdb
[tests] fix "Tester object has no attribute '_testMethodName'" (#34910)
* add more cases

* fix method not found in unittest

Signed-off-by: Lin, Fanli <fanli.lin@intel.com>

* fix more cases

* add more models

* add all

* no unittest.case

* remove for oneformer

* fix style

---------

Signed-off-by: Lin, Fanli <fanli.lin@intel.com>
2024-12-13 14:33:45 +01:00
Raushan Turganbay
c1a8520419
Cache: init empty cache when use_cache (#34274)
* fix

* fix tests

* fix copies

* add docs

* Revert "add docs"

This reverts commit 32d35634f1.

* qwen move deltas

* mllama can potentiall fullgraph compile

* enable mllama compile and fix tests

* remove mllama fixes
2024-11-25 10:11:33 +01:00
Jiahao Li
0db91c3c8d
Support gradient checkpointing in Qwen2VL ViT (#34724)
* Support gradient checkpointing in Qwen2VL ViT

* Enable gradient checkpoint tests for Qwen2VL

* [run-slow] qwen2_vl
2024-11-19 12:30:44 +01:00
Yih-Dar
f2d5dfbab2
Remove @slow for test_eager_matches_sdpa_inference (#34558)
* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2024-11-05 16:10:42 +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
Yoni Gozlan
203e27059b
Add image text to text pipeline (#34170)
* Standardize image-text-to-text-models-output

add post_process_image_text_to_text to chameleon and cleanup

Fix legacy kwarg behavior and deprecation warning

add post_process_image_text_to_text to qwen2_vl and llava_onevision

Add post_process_image_text_to_text to idefics3, mllama, pixtral processor

* nit var name post_process_image_text_to_text udop

* nit fix deprecation warnings

* Add image-text-to-text pipeline

* add support for image url in chat template for pipeline

* Reformat to be fully compatible with chat templates

* Add tests chat template

* Fix imports and tests

* Add pipeline tag

* change logic handling of single prompt ans multiple images

* add pipeline mapping to models

* fix batched inference

* fix tests

* Add manual batching for preprocessing

* Fix outputs with nested images

* Add support for all common processing kwargs

* Add default padding when multiple text inputs (batch size>1)

* nit change version deprecation warning

* Add support for text only inference

* add chat_template warnings

* Add pipeline tests and add copied from post process function

* Fix batched pipeline tests

* nit

* Fix pipeline tests blip2

* remove unnecessary max_new_tokens

* revert processing kosmos2 and remove unnecessary max_new_tokens

* fix pipeline tests idefics

* Force try loading processor if pipeline supports it

* revert load_processor change

* hardcode loading only processor

* remove unnecessary try except

* skip imagetexttotext tests for kosmos2 as tiny model causes problems

* Make code clearer

* Address review comments

* remove preprocessing logic from pipeline

* fix fuyu

* add BC resize fuyu

* Move post_process_image_text_to_text to ProcessorMixin

* add guard in post_process

* fix zero shot object detection pipeline

* add support for generator input in pipeline

* nit

* change default image-text-to-text model to llava onevision

* fix owlv2 size dict

* Change legacy deprecation warning to only show when True
2024-10-31 15:48:11 -04:00
Joao Gante
8a734ea2c3
Tests: move generate tests to the right mixin and delete redundant tests (#34464)
* tmp commit

* tmp commit

* cull overwrites of deleted tests

* typo

* more specific docstring

* make fixup

* parameterize at the top?

* correction

* more deletions :D

* tmp commit

* for VLMs too

* fix _check_outputs

* test nit

* make fixup

* fix another flaky

* test_generate_from_inputs_embeds -- handle missing attention mask
2024-10-30 10:59:08 +00:00
Raushan Turganbay
913330ca9f
VLMs: fix number of image tokens (#34332)
* fix

* fix tests

* add tests

* style

* style

* fix qwen after rebase

* fix video llava
2024-10-30 10:21:37 +01:00
Yoni Gozlan
62e8c759c3
rename all test_processing_*.py to test_processor_*.py (#33878)
* rename all test_processing_*.py to test_processor_*.py ans fix duplicate test processor paligemma

* fix copies

* fix broken tests

* fix-copies

* fix test processor bridgetower
2024-10-02 16:43:43 +02:00
Yoni Gozlan
c0c6815dc9
Add support for args to ProcessorMixin for backward compatibility (#33479)
* add check and prepare args for BC to ProcessorMixin, improve ProcessorTesterMixin

* change size and crop_size in processor kwargs tests to do_rescale and rescale_factor

* remove unnecessary llava processor kwargs test overwrite

* nit

* change data_arg_name to input_name

* Remove unnecessary test override

* Remove unnecessary tests Paligemma

* Move test_prepare_and_validate_optional_call_args to TesterMixin, add docstring
2024-09-20 11:40:59 -04:00
Raushan Turganbay
d7975a5874
VLMs: enable generation tests (#33533)
* add tests

* fix whisper

* update

* nit

* add qwen2-vl

* more updates!

* better this way

* fix this one

* fix more tests

* fix final tests, hope so

* fix led

* Update tests/generation/test_utils.py

Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* pr comments

* not pass pixels and extra for low-mem tests, very flaky because of visio tower

---------

Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>
2024-09-19 12:04:24 +02:00
Raushan Turganbay
2f611d30d9
Qwen2-VL: clean-up and add more tests (#33354)
* clean-up on qwen2-vl and add generation tests

* add video tests

* Update tests/models/qwen2_vl/test_processing_qwen2_vl.py

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

* fix and add better tests

* Update src/transformers/models/qwen2_vl/image_processing_qwen2_vl.py

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

* update docs and address comments

* Update docs/source/en/model_doc/qwen2_vl.md

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

* Update docs/source/en/model_doc/qwen2_vl.md

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

* update

* remove size at all

---------

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
2024-09-12 18:24:04 +02:00
GeLee
2b18354106
add self.head_dim for VisionAttention in Qwen2-VL (#33211)
* add self.head_dim for VisionAttention in Qwen2-VL

* add self.head_dim for VisionAttention in Qwen2-VL

* fix ci

* black the test_modeling_qwen2_vl.py

* use ruff to format test_modeling_qwen2_vl.py

* [run-slow] qwen2_vl

* use tying for python3.8

* fix the import format

* use ruff to fix the ci error I001

* [run-slow] qwen2_vl

* remove unused import

* commit for rebase

* use ruff fix ci

* [run-slow] qwen2_vl

---------

Co-authored-by: root <liji>
2024-09-06 17:19:29 +05:00
Shijie
21fac7abba
simple align qwen2vl kv_seq_len calculation with qwen2 (#33161)
* qwen2vl_align_kv_seqlen_to_qwen2

* flash att test

* [run-slow] qwen2_vl

* [run-slow] qwen2_vl fix OOM

* [run-slow] qwen2_vl

* Update tests/models/qwen2_vl/test_modeling_qwen2_vl.py

Co-authored-by: Raushan Turganbay <raushan.turganbay@alumni.nu.edu.kz>

* Update tests/models/qwen2_vl/test_modeling_qwen2_vl.py

Co-authored-by: Raushan Turganbay <raushan.turganbay@alumni.nu.edu.kz>

* code quality

---------

Co-authored-by: baishuai.bs <1051314669@qq.com>
Co-authored-by: ShuaiBai623 <baishuai623@icloud.com>
Co-authored-by: ShuaiBai623 <43326198+ShuaiBai623@users.noreply.github.com>
Co-authored-by: Raushan Turganbay <raushan.turganbay@alumni.nu.edu.kz>
2024-09-05 21:19:30 +05:00
Shijie
19e6e80e10
support qwen2-vl (#32318)
* support-qwen2-vl

* tidy

* tidy

* tidy

* tidy

* tidy

* tidy

* tidy

* hyphen->underscore

* make style

* add-flash2-tipd

* delete-tokenize=False

* remove-image_processor-in-init-file

* add-qwen2_vl-in-MODEL_FOR_VISION_2_SEQ_MAPPING_NAMES

* format-doct

* support-Qwen2VLVisionConfig

* remove-standardize_cache_format

* fix-letter-varaibles

* remove-torch-in-image-processor

* remove-useless-docstring

* fix-one-letter-varaible-name

* change-block-name

* default-quick-gelu-in-vision

* remove-useless-doc

* use-preimplemented-flash-forward

* fix-doc

* fix-image-processing-doc

* fix-apply-rotary-embed

* fix-flash-attn-sliding-window

* refactor

* remove-default_template

* remove-reorder_cache

* simple-get-rope_deltas

* update-prepare_inputs_for_generation

* update-attention-mask

* update-rotary_seq_len

* remove-state

* kv_seq_length

* remove-warning

* _supports_static_cache

* remove-legacy-cache

* refactor

* fix-replace

* mrope-section-doc

* code-quality

* code-quality

* polish-doc

* fix-image-processing-test

* update readme

* Update qwen2_vl.md

* fix-test

* Update qwen2_vl.md

* nit

* processor-kwargs

* hard-code-norm_layer

* code-quality

* discard-pixel-values-in-gen

* fix-inconsistent-error-msg

* unify-image-video

* hidden_act

* add-docstring

* vision-encode-as-PreTrainedModel

* pixel-to-target-dtype

* update doc and low memoryvit

* format

* format

* channel-foramt

* fix vit_flashatt

* format

* inherit-Qwen2VLPreTrainedModel

* simplify

* format-test

* remove-one-line-func-in-image-processing

* avoid-one-line-reshape

* simplify-rotary_seq_len

* avoid-single-letter-variable

* no-for-loop-sdpa

* avoid-single-letter-variable

* remove-one-line-reshape

* remove-one-line-reshape

* remove-no-rope-in-vit-logic

* default-mrope

* add-copied-from

* more-docs-for-mrope

* polish-doc

* comment-and-link

* polish-doc

* single-letter-variables

* simplify-image-processing

* video->images

* kv_seq_len-update

* vision-rope-on-the-fly

* vision-eager-attention

* change-processor-order

---------

Co-authored-by: baishuai <baishuai.bs@alibaba-inc.com>
Co-authored-by: ShuaiBai623 <43326198+ShuaiBai623@users.noreply.github.com>
2024-08-26 15:16:44 +02:00