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* 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>

* Adding QoL for `batch_size` arg (like others enabled everywhere).

* Typo.

* fix doc example - AttributeError: 'numpy.ndarray' object has no attribute 'to'

* fix more

* Apply suggestions from code review

* Update src/transformers/models/unispeech/modeling_unispeech.py
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* [megatron convert] PYTHONPATH requirements

* more info

* Update parallelism.mdx

* Update parallelism.mdx

* Hotfix `chunk_length_s` instead of `_ms`.

* Adding fix of `pad_token` which should be last/previous token for CTC

proper decoding

* Fixing ChunkPipeline unwrapping.

* Adding a PackIterator specific test.

* Add FlaxRoFormer

* Clean code + make quality

* Fix output pooling for FlaxRoFormerForMultipleChoiceModule

* Apply suggestions from code review

* add flax model to repos
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* up

* up

* up

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

* Naive ASR chunking

* Fixing batching for ASR.
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>

* Enabling `truncation_side` for Slow and Fast tokenizer.
Co-Authored-by: Niels Rogge <48327001+NielsRogge@users.noreply.github.com>

* Disable failing tests.

* Layout xlm.

* assert -> assertEqual.
Co-authored-by: Niels Rogge <48327001+NielsRogge@users.noreply.github.com>

Backward compatibility broken in
https://github.com/huggingface/transformers/pull/14988

* Map model_type and doc pages names

* Add script

* Fix typo

* Quality

* Manual check for Auto
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>

* Allow training to resume even if RNG states are not properly loaded

* Proper f-string

* Enabling `tokenizers` upgrade.

* Moved ugly comment.

* Tokenizers==0.11.1 needs an update to keep borrow checker

happy in highly contiguous calls.

* Support both 0.11.1 and 0.11.0

* Adding `num_return_sequences` support for text2text generation.
Co-Authored-By: Enze <pu.miao@foxmail.com>

* Update tests/test_pipelines_text2text_generation.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update tests/test_pipelines_text2text_generation.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Enze <pu.miao@foxmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* [Generate] correct encoder_outputs are passed without attention_mask

* Apply suggestions from code review

* up

* [AutoProcessor] Correct AutoProcessor and automatically add processor class

* up

* up

* up

* up

* up

* up

* up

* up

* continue tomorrow

* up

* up

* up

* make processor class private

* fix loop

* Fixing a pathological case for slow tokenizers

* Update src/transformers/tokenization_utils.py

the absl workaround hasn't been needed since 2019-04 https://github.com/abseil/abseil-py/issues/99 so it should be safe to remove it.

* 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

* speed up canine and mluke

* speed up mbart and mbart50 toks

* upload files

* 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

* [doc] :class: hunt

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

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

* Fix bad examples

* Add black formatting to style_doc

* Use first nonempty line

* Put it at the right place

* Don't add spaces to empty lines

* Better templates

* Deal with triple quotes in docstrings

* Result of style_doc

* Enable mdx treatment and fix code examples in MDXs

* Result of doc styler on doc source files

* Last fixes

* Break copy from

* redo sans examples

* style

* [doc] consistent True/False/None default format

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

* New doc styler

* Fix issue with args at the start

* Code sample fixes

* Style code examples in MDX

* Fix more patterns

* Typo

* Typo

* More patterns

* Do without black for now

* Get more info in error

* Docstring style

* Re-enable check

* Quality

* Fix add_end_docstring decorator

* Fix docstring

* Fix duplicate call to save_checkpoint when using deepspeed / stage3_gather_fp16_weights_on_model_save

* Revert "Fix duplicate call to save_checkpoint when using deepspeed / stage3_gather_fp16_weights_on_model_save"

This reverts commit 6a3dec0397723a8417351dc38fdebf14ab17756c.

* Delete correct duplicate invocation of deepspeed save_checkpoint