* Ensure padding and question cannot have higher probs than context.
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Add bart the the list of tokenizers adding two <sep> tokens for squad_convert_example_to_feature
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Format.
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Addressing @patrickvonplaten comments.
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Addressing @patrickvonplaten comments about masking non-context element when generating the answer.
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Addressing @sshleifer comments.
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Make sure we mask CLS after handling impossible answers
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Mask in the correct vectors ...
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Add B I handling to grouping
* Add fix to include separate entity as last token
* move last_idx definition outside loop
* Use first entity in entity group as reference for entity type
* Add test cases
* Take out extra class accidentally added
* Return tf ner grouped test to original
* Take out redundant last entity
* Get last_idx safely
Co-authored-by: ColleterVi <36503688+ColleterVi@users.noreply.github.com>
* Fix first entity comment
* Create separate functions for group_sub_entities and group_entities (splitting call method to testable functions)
* Take out unnecessary last_idx
* Remove additional forward pass test
* Move token classification basic tests to separate class
* Move token classification basic tests back to monocolumninputtestcase
* Move base ner tests to nerpipelinetests
* Take out unused kwargs
* Add back mandatory_keys argument
* Add unitary tests for group_entities in _test_ner_pipeline
* Fix last entity handling
* Fix grouping fucntion used
* Add typing to group_sub_entities and group_entities
Co-authored-by: ColleterVi <36503688+ColleterVi@users.noreply.github.com>
* Add deebert code
* Add readme of deebert
* Add test for deebert
Update test for Deebert
* Update DeeBert (README, class names, function refactoring); remove requirements.txt
* Format update
* Update test
* Update readme and model init methods
* Default decoder inputs to encoder ones for T5 if neither are specified.
* Fixing typo, now all tests are passing.
* Changing einsum to operations supported by onnx
* Adding a test to ensure T5 can be exported to onnx op>9
* Modified test for onnx export to make it faster
* Styling changes.
* Styling changes.
* Changing notation for matrix multiplication
Co-authored-by: Abel Riboulot <tkai@protomail.com>
* Added data collator for XLNet language modeling and related calls
Added DataCollatorForXLNetLanguageModeling in data/data_collator.py
to generate necessary inputs for language modeling training with
XLNetLMHeadModel. Also added related arguments, logic and calls in
examples/language-modeling/run_language_modeling.py.
Resolves: #4739, #2008 (partially)
* Changed name to `DataCollatorForPermutationLanguageModeling`
Changed the name of `DataCollatorForXLNetLanguageModeling` to the more general `DataCollatorForPermutationLanguageModelling`.
Removed the `--mlm` flag requirement for the new collator and defined a separate `--plm_probability` flag for its use.
CTRL uses a CLM loss just like GPT and GPT-2, so should work out of the box with this script (provided `past` is taken care of
similar to `mems` for XLNet).
Changed calls and imports appropriately.
* Added detailed comments, changed variable names
Added more detailed comments to `DataCollatorForPermutationLanguageModeling` in `data/data_collator.py` to explain working. Also cleaned up variable names and made them more informative.
* Added tests for new data collator
Added tests in `tests/test_trainer.py` for DataCollatorForPermutationLanguageModeling based on those in DataCollatorForLanguageModeling. A specific test has been added to check for odd-length sequences.
* Fixed styling issues
Stas Bekman
Lysandre Debut
Lysandre
Funtowicz Morgan
Txus
Lorenzo Ampil
Suraj Patil
Bashar Talafha
Patrick von Platen
Sylvain Gugger
Ji Xin
Joe Davison
Sam Shleifer
Julien Chaumond
Quentin Lhoest
Savaş Yıldırım
Manuel Romero
Vitalii Radchenko
Moseli Motsoehli
Abel
Shashank Gupta
Anthony MOI
Thomas Wolf
Mohamed Taher Alrefaie