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* Convert tokenizer outputs for Keras in doc example

* Das deutsche Beispiel auch korrigieren

* Create and translate to Spanish debugging.mdx

* solved typo error in a header

* Update debugging.mdx

* Update debugging.mdx

* Update docs/source/es/debugging.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/debugging.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/debugging.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/debugging.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/debugging.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update _toctree.yml
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Fix minor typo in question_answering.mdx

* Fixes minor typo in the english version of tasks/asr.mdx

* Update _toctree.yml

* Translate add_new_pipeline.mdx into Spanish

* Fixes some typos in the English version of add_new_pipeline.mdx

* Translate asr.mdx into Spanish

* Fixes small typos in add_new_pipeline.mdx

* Update docs/source/es/add_new_pipeline.mdx

Suggestion by @osanseviero
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/add_new_pipeline.mdx

Suggestion by @osanseviero: use "biblioteca" instead of "librería."
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/tasks/asr.mdx

Suggestion by @osanseviero.
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/add_new_pipeline.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/add_new_pipeline.mdx

Suggestion by @osanseviero.
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/add_new_pipeline.mdx

Suggestion by @osanseviero.
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/add_new_pipeline.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/tasks/asr.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/tasks/asr.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update docs/source/es/tasks/asr.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Update asr.mdx
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

* Fix rendering issue in quicktour

* Separate in two blocks

* Change transformers.onnx to use optimum.exporters.onnx

* Update doc

* Remove print

* Fix transformers.onnx cli

* Update documentation

* Update documentation

* Small fixes

* Fix log message

* Apply suggestions

* Update src/transformers/onnx/__main__.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Apply suggestions

* Add missing line break

* Ran make fix-copies

* Update src/transformers/onnx/__main__.py
Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Update src/transformers/onnx/__main__.py
Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>
Co-authored-by: Michael Benayoun <michael@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* 🚧 wip video classification pipeline

* 🚧 wip - add is_decord_available check

* 🐛 add missing import

* ✅ add tests

* 🔧 add decord to setup extras

* 🚧 add is_decord_available

* ✨ add video-classification pipeline

* 📝 add video classification pipe to docs

* 🐛 add missing VideoClassificationPipeline import

* 📌 add decord install in test runner

* ✅ fix url inputs to video-classification pipeline

* ✨ updates from review

* 📝 add video cls pipeline to docs

* 📝 add docstring

* 🔥 remove unused import

* 🔥 remove some code

* 📝 docfix

* Migrate torchdynamo to torch.compile

* Add docstring and generic option

* Properly use the function...

* Reorg args

* read to load

* base functionality

* revert init

* fix dummy data

* moving right along

* moving right along

* finally

* cleanup

* pull out comment

* add test

* update docstring for main class

* flake comments and rewriting copies from make repo-consistency`

* remove irrelevant differences/accidental spaces

* put copies back after space removals

* mid

* final test pass

* stray comment

* update test file

* update test file

* fixup

* black

* missed

* black missed one more

* sytle

* add doc update

* fix order of output class

* comment

* Revert "comment"

This reverts commit 03f86b6948808461939cc8ad4ad74305dfb67700.

* remove redundant function, and redundant reshape

* move change out of common

* style

* put common spaces back

* reorder kwargs in output

* doc style

* First draft

* More improvements

* Add backbone, first draft of ViT hybrid

* Add AutoBackbone

* More improvements

* Fix bug

* More improvements

* More improvements

* Convert ViT-hybrid

* More improvements

* add patch bit

* Fix style

* Improve code

* cleaned v1

* more cleaning

* more refactoring

* Improve models, add tests

* Add docs and tests

* Make more tests pass

* Improve default backbone config

* Update model_type

* Fix more tests

* Add more copied from statements

* More improvements

* Add push to hub to conversion scripts

* clean

* more cleanup

* clean

* replace to

* fix

* Update src/transformers/models/bit/configuration_bit.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* fix base model prefix

* more cleaning

* get rid of stem

* clean

* replace flag

* Update src/transformers/models/bit/configuration_bit.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/bit/configuration_bit.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* add check

* another check

* fix for hybrid vit

* final fix

* update config

* fix class name

* fix `make fix-copies`

* remove `use_activation`

* Update src/transformers/models/bit/configuration_bit.py

* rm unneeded file

* Add BiT image processor

* rm unneeded file

* add doc

* Add image processor to conversion script

* Add ViTHybrid image processor

* Add resources

* Move bit to correct position

* Fix auto mapping

* Rename hybrid to Hybrid

* Fix name in toctree

* Fix READMEs'

* Improve config

* Simplify GroupNormActivation layer

* fix test + make style

* Improve config

* Apply suggestions from code review
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* remove comment

* remove comment

* replace

* replace

* remove all conv_layer

* refactor norm_layer

* revert x

* add copied from

* last changes + integration tests

* make fixup

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* fix name

* fix message

* remove assert and refactor

* refactor + make fixup

* refactor - add  + sfety checker

* fix docstring + checkpoint names

* fix merge issues

* fix function name

* fix copies

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* fix model checkpoint

* fix doctest output

* vit name on doc

* fix name on doc

* fix small nits

* fixed integration tests

* final changes - slow tests pass
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: younesbelkada <younesbelkada@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* [WIP] Rework the pipeline tutorial

- Switch to `asr` instead of another NLP task.
- It also has simpler to understand results.
- Added a section with interaction with `datasets`.
- Added a section with writing a simple webserver.

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Addressing comments.

* Links.

* Fixing docs format.

* Adding pipeline_webserver to _toctree.

* Warnig -> Tip warnings={true}.

* Fix link ?

* Links ?

* Fixing link, adding chunk batching.

* Oops.

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/pipeline_tutorial.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* split autoclasses on modality

* apply review

* auto classes

* change to image_processor

* apply review

* rembert onnx config

* formatting
Co-authored-by: Ho <erincho@bcd0745f972b.ant.amazon.com>

* biogpt initial commit

* updated init

* fix faster decoding with use_cache

* 1. fix input_ids and input_embeds with correct device
2. added _keys_to_ignore_on_load_missing
3. updated prepare_inputs_for_generation

* add activation_dropout and scale_embedding

* replace fsmt attention with bart attention

* added test

* run make fix-copies

* doc init and fix build

* updated README with proper information

* 1. added tips to docs
2. updated BioGptTokenizer func

* 1. added tokenizer test
2. refactor tokenizer

* make fixup

* add biogpt fairseq to hf converter

* updated layer names more
similar to original checkpoints

* config update doc string and set defaults

* added "#copied" from bart model and
updated doc strings

* enable model_input_names in tokenizer

* 1.  positionalembedding depending on attention_mask
2. added attention mask to prepare for generation

* added test to verify past and generation

* BioGptLMHeadModel -> BioGptForCausalLM

* fix typo

* tokenization and test
Copyright and updated assertion

* updated Copyright and
one func at time in line

* Copyright updates and
minor doc fix

* replace assertion with ValueError

* rm extra space

* added code syntax

* revert cmnt position change

* add tokenizer to auto

* updated doc string

* tokenizer doc string update

* biogpt hub model update to microsoft/biogpt

* make fixup

* rm cmnt to fix flake8 5.0.4 vs 6 error

* init timesformer

* apply fix-copies

* reformat style

* revert back some incoorect style updates

* init timesformer

* apply fix-copies

* reformat style

* revert back some incoorect style updates

* update timseformer doc

* add some functions and classes

* add new config params

* implement multiple classes

* update TimeSformerLayer

* update TimeSformerModel, TimeSformerPreTrainedModel, TimeSformerEncoder

* several fixes

* reformat

* temporary update

* fix some typos

* fix weight converter

* more fixes

* fix a typo

* fix typo

* remove redundant params

* fix for latest hf-hub

* merge fix

* fix some checks

* video classification works with einops

* add paper info to docs

* merge fix

* remove redundant line

* remove redundant docstring

* update config

* fix some typos

* fix converter

* update some test constants

* refactor einops functions

* reformat

* fix a comment

* remove redundat imports

* reformat

* fix a typo

* remove comment

* remove unused imports

* remove redundant doc line

* reformat

* add missing line

* fix docs

* fix timesformer auto feat ext

* add unittests

* reformat

* fix docs

* some fixes and updates

* fix readme

* fix modeling

* fix readme

* update index

* revert _toctree.yml changes

* update timseformer.mdx

* update drop_path_prob to drop_path_rate

* add dosctring for drop_path_rate

* update TimeSformerPatchEmbed naming

* remove to_2tuple

* explicit use of nn.functional

* reformat

* many updates from review comments

* fix a typo

* reformat

* remove assert, better variable name

* make variable names more explicit

* add some adapted from

* more explicit variable names

* remove redundant docstring

* fix initilaization

* move permute inside embedding

* update class names

* remove unused imports

* add test for video classification

* update PretrainedModel with PreTrainedModel

* remove double permute

* update based on sylvain's review

* aply auto fix

* update image_processing_auto for timesformer

* update hub urls

* reformat

* remove duplicate import

* update doc link

* init chinese-clip model from clip

* init model tests and docs

* implement chinese-clip into hf

* implement chinese-clip into hf

* implement chinese-clip into hf

* implement chinese-clip into hf

* implement chinese-clip into hf

* update usecase example in model implementation

* fix codestyle

* fix model_type typo in readme

* add placeholder in doc

* add placeholder in doc

* update the init script

* update usecase

* fix codestyle

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* update testcase

* forward the convert_rgb

* update testcase

* update testcase

* update testcase

* merge the recent update from clip about model_input_name property

* update the doc

* update the doc

* update the doc

* update the doc

* remove unused imports

* reformat code style

* update the doc

* fix isort style

* bypass a weird failed unit test which is unrelated with my PR

* update the doc

* implement independent vision config class

* implement independent vision model class

* fix refactor bug

* fix refactor bug

* fix refactor bug

* make style

* fix refactor bug

* make style

* fix refactor bug

* fix refactor bug

* make style

* fix refactor bug

* fix refactor bug

* doc-build restyle

* implement independent text config class

* implement independent text model class

* implement independent text model class

* make style

* make fix-copies

* fix refactor bug

* fix refactor bug

* fix refactor bug

* fix refactor bug

* fix refactor bug

* fix refactor bug

* fix refactor bug

* fix refactor bug

* fix refactor bug

* fix refactor bug

* make style

* update doc

* black and isort

* update doc

* Update src/transformers/models/chinese_clip/configuration_chinese_clip.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/auto/tokenization_auto.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* modify the model type from chinese-clip to chinese_clip

* format the example comment of ChineseCLIPVisionConfig

* correct the copyright comment

* fix the tokenizer specification

* add copied from for loss function

* remove unused class

* update CHINESE_CLIP_TEXT_INPUTS_DOCSTRING

* update CHINESE_CLIP_INPUTS_DOCSTRING

* update doc

* update doc

* update code comment in config

* update copied from statement

* make style

* rename the doc file

* add copied statement

* remove unused attention_mask, causal_attention_mask in ChineseCLIPVisionEncoder

* remove ChineseCLIPTextPreTrainedModel

* fix bug

* fix bug

* fix bug

* update doc

* make style

* Update src/transformers/models/chinese_clip/configuration_chinese_clip.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/chinese_clip/configuration_chinese_clip.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* update ChineseCLIPImageProcessor in image_processing_auto

* fix config_class of chinesecliptextmodel

* fix the test case

* update the docs

* remove the copied from comment for ChineseCLIPTextModel, since it has diverged from BertModel with customed config_class

* update the testcase

* final fix
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Repurpose torchdynamo training args towards torch._dynamo

* Add doc

* Update doc example feature extractor -> image processor

* Apply suggestions from code review

* Add transforms for object detection

* DETR models + Yolos

* Scrappy additions

* Maskformer image processor

* Fix up; MaskFormer tests

* Update owlvit processor

* Add to docs

* OwlViT tests

* Update pad logic

* Remove changes to transforms

* Import fn directly

* Update to include pad transformation

* Remove uninstended changes

* Add new owlvit post processing function

* Tidy up

* Fix copies

* Fix some copies

* Include device fix

* Fix scipy imports

* Update _pad_image

* Update padding functionality

* Fix bug

* Properly handle ignore index

* Fix up

* Remove defaults to None in docstrings

* Fix docstrings & docs

* Fix sizes bug

* Resolve conflicts in init

* Cast to float after resizing

* Tidy & add size if missing

* Allow kwards when processing for owlvit

* Update test values

* add minimal working gpt2 tokenizer

* graph mode and output equivalence tests working

* not today tensorflow. serialization test passing!

* fix style, documentation, docstrings and all that jazz

* passing consistency checks

* move keras nlp to tf dependencies

* fix tf modeling utils and gpt2 attention to enable compiling

* fix (I hope) keras nlp dependencies

* rever changes on generation

* remove debug prints

* remove redundant tf dummy objects

* add from config, get config and max length settings to address review

* let flake ignore the error on distillation you are welcome

* test from config

* add padding test

* address sgugger review

* Add Donut image processor

* Update src/transformers/image_transforms.py
Co-authored-by: Alara Dirik <8944735+alaradirik@users.noreply.github.com>

* Fix docstrings

* Full var names in docstring
Co-authored-by: Alara Dirik <8944735+alaradirik@users.noreply.github.com>

* First draft

* Fix backwards compatibility

* More fixes

* More fixes

* Make backbone more general

* Improve backbone

* Improve test

* Fix config checkpoint

* Address comments

* Use model_type

* Address more comments

* Fix special model names

* Remove MaskFormerSwinModel and MaskFormerSwinPreTrainedModel from main init

* Fix typo

* Update backbone

* Apply suggestion
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>

* chore: add link to the video cls notebook.

* chore: segregate as resources.

* Update _toctree and clone original doc

* Forgot to translate (lol)

* Translate documentation and update toctree

* Add suggested changes from review

* Order and group topics in the right section

* Translate "Computer Vision"

* 📝 start adding inference section to task guides

* ✨ make style

* 📝 add multiple choice

* add rest of inference sections

* make style

* add compute_metric, push_to_hub, pipeline

* make style

* add updated sequence and token classification

* make style

* make edits in token classification

* add audio classification

* make style

* add asr

* make style

* add image classification

* make style

* add summarization

* make style

* add translation

* make style

* add multiple choice

* add language modeling

* add qa

* make style

* review and edits

* apply reviews

* make style

* fix call to processor

* apply audio reviews

* update to better asr model

* make style

* First draft

* Make conversion script work

* Add id2label mapping, run code quality

* Fix copies

* Add first draft of feature extractor

* Update conversion script to use feature extractor

* Make more tests pass

* Add docs

* update input_features to input_values + pad by default to max length

* Fix doc tests

* Add feature extractor tests

* Add proper padding/truncation to feature extractor

* Add support for conversion of all audioset checkpoints

* Improve docs and extend conversion script

* Fix README

* Rename spectogram to spectrogram

* Fix copies

* Add integration test

* Remove dummy conv

* Update to ast

* Update organization

* Fix init

* Rename model to AST

* Add require_torchaudio annotator

* Move import of ASTFeatureExtractor under a is_speech_available

* Fix rebase

* Add pipeline config

* Update name of classifier head

* Rename time_dimension and frequency_dimension for clarity

* Remove print statement

* Fix pipeline test

* Fix pipeline test

* Fix index table

* Fix init

* Fix conversion script

* Rename to ForAudioClassification

* Fix index table
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>

* add model files etc for MobileNetV2

rename files for MobileNetV1

initial implementation of MobileNetV1

fix conversion script

cleanup

write docs

tweaks

fix conversion script

extract hidden states

fix test cases

make fixup

fixup it all

remove main from doc link

fixes

fix tests

fix up

use google org

fix weird assert

* fixup

* use google organization for checkpoints

* Update _toctree and clone original content

* Translate first three sections

* Add more translated chapters. Only 3 more left.

* Finish translation

* Run style from doc-builder

* Address recommended changes from reviewer

* zh quicktour(#20095)

* add zh to doc workflow

* remove untranslation from toctree
Co-authored-by: BeifangSusu <BeifangSusu@bfss.com>