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* Device argument for the eval script

* Default to none

* isort

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

* 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>

* Move BART + ONNX example to research_projects

* Add author information

* 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

Clarify OVH instruction

Add an OVHcloud tutorial URL for the Robust Speech Challenge

* refactor run_flax_glue.py

* updated readme

* rm unused import and args typo fix

* refactor

* make consistent arg name across task

* has_tensorboard check

* argparse -> argument dataclasses

* refactor according to review

* fix

* up

* improve readme

* up

* up

* more info

* up

* up

* Apply suggestions from code review
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>

* add more stuff for eval

* update

* up

* Update README.md

* Update examples/research_projects/xls_r/README.md
Co-authored-by: Omar Sanseviero <osanseviero@users.noreply.github.com>

* apply omar's suggestions
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>
Co-authored-by: Omar Sanseviero <osanseviero@users.noreply.github.com>

* Fix deprecation warnings for int div
Co-authored-by: mgoldey <matthew.goldey@gmail.com>

* Fix import

* ensure that tensor output is python scalar

* make backward compatible

* make code more readable

* adapt test functions
Co-authored-by: mgoldey <matthew.goldey@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update run_summarization.py

* Fixed languages and added missing code

* fixed obj, docs, removed source_lang and target_lang

* make style, run_summarization.py reformatted

* use block_size instead of max_seq_length

* fixup

* remove pad_to_block_size
Co-authored-by: Russell Klopfer <russell@kloper.us>

* up

* up

* up

* up

* up

* up

* improve

* up

* up

* Update src/transformers/trainer.py

* up

* up

* up

* add image captioning example

* update README

* fix style & quality

* simplify

* apply review suggestions

* Apply suggestions from code review
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Apply suggestions from code review
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Apply review suggestions

* add comments about using np instead jax array

* remove unused lines

* add model creation script

* only support from_pretrained

* fix style

* fix

* not use cache_dir when creating model

* fix tokenizer creation

* update README

* fix quality

* apply suggestion

* simplify some blocks

* Update examples/flax/image-captioning/README.md


* Update examples/flax/image-captioning/run_image_captioning_flax.py
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* apply suggestion
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* rename classes

* clean up more namings

* remove bogus file

* Apply suggestions from code review

* Apply suggestions from code review

* replace more names

* more regex replace

* make style

* correct

* correct more

* make style

* finish

* correct more in wav2vec2

* make style

* improve freeze_extractor

* add aliases

* add tf aliases

* start

* add gradient checkpointing and feature extractor freezing

* Apply suggestions from code review

* up

* up

* up

* correct

* up

* more changes

* up

* up

* up

* remove rst

* Update example

* Remove skip in tests

* [examples/summarization] deal with None in data records

* rewrite to use a simpler (slower) variant

* up

* load up

* up