* Add init to BORT

* BORT should be in init

* Example script for PushToHubCallback

* Expanding description slightly

* Add proper documentation for Keras callbacks

* Add dummies

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

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

* add new test

* add a feature to same the sentencepiece tokenizer model when the init file was deleted

* update marian

* update m2m_100

* fix marian

* update speech to text

* override test for layoutxlm

* fix saving bartpho

* remove harcoded values bartpho

* special token string version

* finish bartpho

* override layoutxml test

* add mbart

* move special tokens list

* format

* Revert "format"

This reverts commit 37a40df37903a932c2f951cbd33acb684246bae7.

* simplify list of string of special tokens

* Re-write `self.fairseq_tokens_to_ids ` initialization logic with special tokens

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>

* Device argument for the eval script

* Default to none

* isort

* Fix prediction with generate() and the inference of column names
Should now have very few differences with the PyTorch implementation

* Minor edit to parent class

* Update src/transformers/keras_callbacks.py

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

* Explaining the dict conversion

* Putting main_input_name back

* Fixes to main_input_name

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

* Adapt doc and push at every save

* style

* fix_torch_device_generate_test

* remove @

* doc tests

* up

* up

* fix doctests

* adapt files

* finish refactor

* up

* save intermediate

* add more logic

* new change

* improve

* next try

* next try

* next try

* next try

* fix final spaces

* fix final spaces

* improve

* renaming

* correct more bugs

* finish wavlm

* add comment

* run on test runner

* finish all speech models

* adapt

* finish

* [docs] post-PR merge fix

* Update docs/source/main_classes/deepspeed.mdx

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

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

* Add cookiecutter files

* Add cuda kernels and cpp files

* Update modeling_yoso.py

* Add .h files

* Update configuration_yoso.py

* Updates

* Remove tokenizer

* Code quality

* Update modeling_yoso.py

* Update modeling_yoso.py

* Fix failing test

* Update modeling_yoso.py

* Fix code quality

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

* Apply suggestions from code review

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

* Apply suggestions from code review and fix integration tests

* Update src/transformers/models/yoso/modeling_yoso.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Apply suggestions from code review

* Fix copied from statement

* Fix docstring

* Fix code quality

* Apply suggestions from code review

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

* Apply suggestions and fix mask

* Apply suggestions from code review

* Fix code quality

* Apply suggestions from code review

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

* Fix docstrings

* Fix code quality

* Remove trailing whitespace

* Update yoso.mdx

* Move kernel loading to YosoEncoder

* make style

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/yoso/modeling_yoso.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Add short summary to docs

* Update docs/source/model_doc/yoso.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update yoso.mdx

* Update docs/source/model_doc/yoso.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Remove CausalLM model and add copied from

* Remove autoregressive code

* Remove unused imports

* add copied from for embeddings

* Fix code quality

* Update docs/source/model_doc/yoso.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestion from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

The default is correct (`test`) but the description is not.

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