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* Fix minor typos

* Additional typos

* Style fix
Co-authored-by: guyrosin <guyrosin@assist-561.cs.technion.ac.il>

* Important files

* Styling them all

* Revert "Styling them all"

This reverts commit 7d029395fdae8513b8281cbc2a6c239f8093503e.

* Syling them for realsies

* Fix syntax error

* Fix benchmark_utils

* More fixes

* Fix modeling auto and script

* Remove new line

* Fixes

* More fixes

* Fix more files

* Style

* Add FSMT

* More fixes

* More fixes

* More fixes

* More fixes

* Fixes

* More fixes

* More fixes

* Last fixes

* Make sphinx happy

* Clean up model documentation

* Formatting

* Preparation work

* Long lines

* Main work on rst files

* Cleanup all config files

* Syntax fix

* Clean all tokenizers

* Work on first models

* Models beginning

* FaluBERT

* All PyTorch models

* All models

* Long lines again

* Fixes

* More fixes

* Update docs/source/model_doc/bert.rst
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Update docs/source/model_doc/electra.rst
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Last fixes
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>

* Add onnxruntime transformers optimization support
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Added Optimization section in ONNX/ONNXRuntime documentation.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Improve note reference
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Fixing imports order.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Add warning about different level of optimization between torch and tf export.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Address @LysandreJik wording suggestion
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Address @LysandreJik wording suggestion
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Always optimize model before quantization for maximum performances.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Address comments on the documentation.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Improve TensorFlow optimization message as suggested by @yufenglee
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Removed --optimize parameter
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Warn the user about current quantization limitation when model is larger than 2GB.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Trigger CI for last check

* Small change in print for the optimization section.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Added capability to quantize a model while exporting through ONNX.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

We do not support multiple extensions
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Reformat files
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* More quality
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Ensure test_generate_identified_name compares the same object types
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Added documentation everywhere on ONNX exporter
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Use pathlib.Path instead of plain-old string
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Use f-string everywhere
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Use the correct parameters for black formatting
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Use Python 3 super() style.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Use packaging.version to ensure installed onnxruntime version match requirements
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Fixing imports sorting order.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Missing raise(s)
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Added quantization documentation
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Fix some spelling.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Fix bad list header format
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Move torchscript and add ONNX documentation under modle_export
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>

* Let's follow guidelines by the gurus: Renamed torchscript.rst to serialization.rst
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>

* Remove previously introduced tree element
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>

* WIP doc
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>

* ONNX documentation
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Fix invalid link
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Improve spelling
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

* Final wording pass
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>

Import fixed to pytorch_transformers else torchscript flag can't be used.