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Fixes bug reported in https://github.com/huggingface/transformers/issues/4669

See #3967 for context

* pass on tokenizer to pipeline

* order input names when convert to onnx

* update style

* remove unused imports

* make ordered inputs list needs to be mutable

* add test custom bert model

* remove unused imports

Co-authored-by: Julien Chaumond <chaumond@gmail.com>

Co-authored-by: Julien Chaumond <chaumond@gmail.com>

Readme for HooshvareLab/bert-base-parsbert-armananer-uncased

Readme for HooshvareLab/bert-base-parsbert-peymaner-uncased

mBERT results added regarding NER datasets!

* fix bug

* add more tests

* Fix longformer attention mask casting when using apex

* remove extra type casting

* better api

* improve automatic setting of global attention mask

* fix longformer bug

* fix global attention mask in test

* fix global attn mask flatten

* fix slow tests

* update docstring

* update docs and make more robust

* improve attention mask

Change the example code to use encode_plus since the token_type_id
wasn't being correctly set.

* add multiple choice for longformer

* add models to docs

* adapt docstring

* add test to longformer

* add longformer for mc in init and modeling auto

* fix tests

* fix longformer model names in examples

* a better name for the notebook

* gpt2 typo

* Add files via upload

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

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