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* 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

* Add ElectraForCausalLM and cover some basic tests & need to fix a few tests

* Fix bugs

* make style

* make fix-copies

* Update doc

* Change docstring to markdown format

* Remove redundant update_keys_to_ignore

* Pipeline chunks.

* Batching for Chunking pipelines ?

* Batching for `question-answering` and `zero-shot-cls`.

* Fixing for FNet.

* Making ASR a chunk pipeline.

* Chunking ASR API.

* doc style.

* Fixing ASR test.

* Fixing QA eror (p_mask, padding is 1, not 0).

* Enable both vad and simple chunking.

* Max length for vad.

* remove inference mode, crashing on s2t.

* Revert ChunkPipeline for ASRpipeline.

Too many knobs for simple integration within the pipeline, better stick
to external convenience functions instead, more control to be had,
simpler pipeline and also easier to replace with other things later.

* Drop necessity for PT for these.

* Enabling generators.

* Add mic + cleanup.

* Typo.

* Typo2.

* Remove ASR work, it does not belong in this PR anymore.

* Update src/transformers/pipelines/pt_utils.py
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Update src/transformers/pipelines/zero_shot_classification.py
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Adding many comments.

* Doc quality.

* `hidden_states` handling.

* Adding doc.

* Bad rebase.

* Autofixing docs.

* Fixing CRITICAL bug in the new Zerocls pipeline.
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

As `jax` cuda requires special instructions to be installed correctly add a link to jax installation instructions. 

Note: Flax install page only covers cpu jax installation info.

* Better logic for getting tokenizer config in AutoTokenizer

* Remove needless import

* Remove debug statement

* Address review comments

* Fix failing GPU trainer tests

* Remove print statements

* up

* save

* correct

* up

* correct more

* up

* up

* up

* up

* up

* correct

* fix tf

* fix

* remove tokenizer

found a few oddities:

1. https://huggingface.co/docs/transformers/main_classes/logging#transformers.utils.logging.enable_explicit_format
has a :: - this PR fixes it

2.  this looks borked too:
https://huggingface.co/docs/transformers/main_classes/logging#transformers.utils.logging.set_verbosity
 has a <

but I'm not sure where this one is coming from