* 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>

fix few spelling mistakes

Clarify OVH instruction

Add an OVHcloud tutorial URL for the Robust Speech Challenge

Fix usage of additional kwargs in `from_encoder_decoder_pretrained` in encoder-decoder models (#15056)

* [EncoderDecoder] Add test for usage of extra kwargs

* [EncoderDecoder] Fix usage of extra kwargs in from pretrained

* [EncoderDecoder] apply suggested changes (passing **kwargs_encoder)

* [EncoderDecoder] create new test function and make sure it passes

Co-authored-by: jonas <jsnfly@gmx.de>

* [WIP] Make chuking smartly (long files) work on asr ctc_with_lm.

* Slow test with functionality.

* Fixing regular test.

* fix for batch size 1

* Handling batch outside `rescale_Stride`.

- Renamed to `rescale_stride`.

* Disable equality in the test.

* Remove print.

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

* Update code example

* Fix code quality

* Add comment

* First commit

* Add conversion script

* Make conversion script work for base model

* More improvements

* Update conversion script, works for vqa

* Add indexing argument to meshgrid

* Make conversion script work for ViltForPreTraining

* Add ViltForPreTraining to docs

* Fix device issue

* Add processor

* Add MinMaxResize to feature extractor

* Implement call method of ViltProcessor

* Fix tests

* Add integration test

* Add loss calculation for VQA

* Improve tests

* Improve some more tests

* Debug tests

* Small improvements

* Add support for attention_mask

* Remove mask_it

* Add pixel_mask

* Add tests for ViltFeatureExtractor

* Improve tests

* Add ViltForNaturalLanguageVisualReasoning

* Add ViltForNaturalLanguageVisualReasoning to conversion script

* Minor fixes

* Add support for image_embeds, update docstrings to markdown

* Update docs to markdown

* Improve conversion script

* Rename ViltForPreTraining to ViltForMaskedLM

* Improve conversion script

* Convert docstrings to markdown

* Fix code example of retrieval model

* Properly convert masked language model

* Add integration test for nlvr

* Fix code quality

* Apply suggestions from code review

* Add copied from statements

* Fix pretrained_config_archive_map

* Fix docs

* Add model to README

* Apply suggestions from code review

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

* Apply more suggestions from code review

* Make code more readable

* Add ViltForNaturalLanguageVisualReasoning to the tests

* Rename ViltForVisualQuestionAnswering to ViltForQuestionAnswering

* Replace pixel_values_2 by single tensor

* Add hidden_states and attentions

* Fix one more test

* Fix all tests

* Update year

* Fix rebase issues

* Fix another rebase issue

* Remove ViltForPreTraining from auto mapping

* Rename ViltForImageRetrievalTextRetrieval to ViltForImageAndTextRetrieval

* Make it possible to use BertTokenizerFast in the processor

* Use BertTokenizerFast by default

* Rename ViltForNaturalLanguageVisualReasoning, define custom model output

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

* Fix PR number

* Fix PR number

* Fix typo

* Fix copies

* Add MAE to AutoFeatureExtractor

* Add link to notebook

* Fix relative paths