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* fix typo in conversion script

* style
Co-authored-by: Stas Bekman <stas@stason.org>

* Integrate DeBERTa v2(the 1.5B model surpassed human performance on SuperGLUE); Add DeBERTa v2 900M,1.5B models;

* DeBERTa-v2

* Fix v2 model loading issue (#10129)

* Doc members

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

* Address Sylvain's comments

* Address Patrick's comments
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Style
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

Introduce logging_strategy training argument
in TrainingArguments and TFTrainingArguments. (#9838)

* Fix AMP and XLA

* Remove useless var

* Fix AMP

* Apply style

* Remove unused import

* Fix XLA

* Rework cast

* Apply style

* Fix AMP

* Trigger CI

* Rework cast

* Fix AMP

* Rework cast

* Apply style

* propose using google colab to reproduce problems

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

* implement --fp16_full_eval

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

* style

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

* add zero-shot distillation script

* readme wordsmithing

* clean up code

* add multi-gpu teacher inference
plus tidying up more code

* add use_fast_tokenizer arg

* update results in readme

* more readme wordsmithing

* style

* Add handle to readme
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* fix code block

* add error+docs about distributed & tpu

* add @sgugger format requests

* xla -> tpu

* support fp16 for teacher preds

* no checkpoint by default

* add demo colab link

* add model sharing prompt + model link

* correct resulting acc of example
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* memory tracker metrics

* go back to eval for somewhat consistency

* handle no-gpu case

* deal with stackable eval calls

* restore callback order

* style

* simplify the API

* add test

* docs

* consistently use eval_ prefix

* improve docs

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

* rename method

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

Introduce warmup_ratio training argument in both
TrainingArguments and TFTrainingArguments classes (#6673)

* rework savedmodel slow test

* Improve savedmodel tests

* Remove useless content

* Fix XLA and AMP

* Fix AMP and XLA

* Apply style

* Apply Patrick's comment

* refactor place_model_on_device logic, add deepspeed

* doc

* style

* fix invalid port

* missing requirements

* Fix XLA and AMP

* Apply style

* Remove useless cast

* Fix Flaubert and XLM

* Remove useless cast

* Tiny fix

* Tiny fix

* Update BART

* Update Blenderbot

* Update BlenderbotSmall

* Update Marian

* Update MBart

* Update MBart

* Update Pegasus

* Update template

* Fix Marian and Pegasus

* Apply style

* Default initializer

* Default initializer

* Default initializer

* Remove int32 casts

* Fix template

* Remove more cast

* Fix head_mask and decoder_head_mask in TFT5 models

* Enable test_headmasking both fot TFT5 tester
and TFT5EncoderOnly tester
Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>

* [trainer] fix ignored columns logger

This PR fixes a confusing log entry that says:
```
The following columns in the evaluation set don't have a corresponding argument in `T5ForConditionalGeneration.forward` and have been ignored: .
```
when everything is in order.

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

* move old s2s scripts to legacy

* add the tests back

* proper rename

* restore

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Stas Bekman <stas@stason.org>
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>