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

* Added missing code in exemplary notebook - custom datasets fine-tuning

Added missing code in tokenize_and_align_labels function in the exemplary notebook on custom datasets - token classification.
The missing code concerns adding labels for all but first token in a single word.
The added code was taken directly from huggingface official example - this [colab notebook](https://github.com/huggingface/notebooks/blob/master/transformers_doc/custom_datasets.ipynb).

* Changes requested in the review - keep the code as simple as possible

* add accelerate tutorial

* 🖍 apply feedback from review

* 📝 make edits

* Fix Swin device

* Remove print statement

* Avoid using get_list_of_files in config

* Wip, change tokenizer file getter

* Remove call in tokenizer files

* Remove last call to get_list_model_files

* Better tests

* Unit tests for new function

* Document bad API

* Add new model like command

* Bad doc-styler

* black and doc-styler, stop fighting!

* black and doc-styler, stop fighting!

* At last

* Clean up

* Typo

* Bad doc-styler

* Bad doc-styler

* All good maybe?

* Use constants

* Add doc and type hints

* More cleaning

* Add doc

* Fix Copied from

* Doc template

* Use typing.Pattern instead

* Framework-specific files

* Fixes

* Select frameworks clean model init

* Deal with frameworks in main init

* fixes

* Last fix

* Prompt user for info

* Delete exemple config

* Last fixes

* Add test config

* Fix bug with model_type included in each other

* Fixes

* More fixes

* More fixes

* Adapt config

* Remove print statements

* Will fix tokenization later, leave it broken for now

* Add test

* Quality

* Try this way

* Debug

* Maybe by setting the path?

* Let's try another way

* It should go better when actually passing the arg...

* Remove debug statements and style

* Fix config

* Add tests

* Test require the three backends

* intermediate commit

* Revamp pattern replacements and start work on feature extractors

* Adapt model info

* Finalize code for processors

* Fix in main init additions

* Finish questionnaire for processing classes

* Fix file name

* Fix for real

* Fix patterns

* Style

* Remove needless warnings

* Copied from should work now.

* Include Copied form in blocks

* Add test

* More fixes and tests

* Apply suggestions from code review
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Address review comment
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* up

* up

* make style

* apply sylvains suggestions

* apply changes to accelerate as well

* more changes

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

* better

* save intermediate

* finish code

* up

* docs

* Apply suggestions from code review

* up

* add compute transition  beam scores function to model and make sure scores are correct with eos

* apply nicos comments

* Apply suggestions from code review

* another fix

* [LayoutLMV2 Tests] Make sure input is on GPU

* correct empty line

* fix missing import jnp

* Fix missing jax and k=1
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Fix a typo in tag addition

* Put it back again

Fix typo in doc

* [PyTorch-nightly-test] Fix Wav2Vec2 LM & Phoneme tests

* Update .github/workflows/self-nightly-scheduled.yml

* change lines

* Apply suggestions from code review

* Refine errors for pretrained objects

* PoC to avoid using get_list_of_files

* Adapt tests to use new errors

* Quality + Fix PoC

* Revert "PoC to avoid using get_list_of_files"

This reverts commit cb93b7cae8504ef837c2a7663cb7955e714f323e.

* Revert "Quality + Fix PoC"

This reverts commit 3ba6d0d4ca546708b31d355baa9e68ba9736508f.

* Fix doc

* Revert PoC

* Add feature extractors

* More tests and PT model

* Adapt error message

* Feature extractor tests

* TF model

* Flax model and test

* Merge flax auto tests

* Add tokenization

* Fix test

* [Wav2Vec2ProcessorWithLM] improve multi processing

* close pool

* fix import

* remove import torch
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Specify providers explicitly in ORT session initialization
Co-authored-by: Ubuntu <wy@linux-v100.aidmrjtolptuzevavgwhrapqcd.jx.internal.cloudapp.net>

* Move BART + ONNX example to research_projects

* Add author information

* Fix

* make style

* Remove trailing commas

* make style

* Prepare ONNX export for torch v1.11

* Add missing __spec__ for transformers.models.auto

* Moves the __spec__-test to the UnitTest class

* Adds module_spec to all instances of _LazyModule

* Refactors an old test from pytest to unittest

* Add script

* Improve script

* Fix data collator

* Update README

* Add label_names argument

* Apply suggestions from code review

* Add config parameters

* Update script

* Fix bug

* Improve README

* Improve README and add test

* Fix import

* Add image_column_name

* Add all files

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Updates

* Apply suggestions from review

* Fix failing tests

* Update __init__.py

* Update configuration_swin.py

* Update auto_factory.py

* Fix pytests

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Fix tests and default checkpoint

* Fix Recursion error

* Code quality

* Remove copied from

* Update modeling_swin.py

* Code quality

* Update modeling_swin.py

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

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

* Fix feature extractor

* Fix code quality

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

* Update configuration_swin.py

* Update default checkpoint

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/model_doc/swin.mdx
Co-authored-by: Mishig Davaadorj <mishig.davaadorj@coloradocollege.edu>

* Update conversion script

* Reformat conversion script
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Mishig Davaadorj <mishig.davaadorj@coloradocollege.edu>

* Fixes tf_default_data_collator sometimes guessing the wrong dtype for labels

* Add test for numpy scalar inputs

* fix import

* fix style
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>