Commit Graph

2356 Commits

Author SHA1 Message Date
NielsRogge
ccd4180f8a
[EncoderDecoder] Improve docs (#18271)
* Improve docs

* Improve docs of speech one as well

* Apply suggestions from code review

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-07-27 10:08:59 +02:00
Ian Castillo
a5d504834d
Add Spanish translation of custom_models.mdx (#17807)
* Update index

* Translate to Spanish two sections from custom_models

* Translate to Spanish custom models documentation

* Fixing typos and grammatical errors

* Add requested changes from reviewer
2022-07-26 10:10:37 -04:00
Federico Panero
7ea7eba39d
Add Italian translation of sharing_custom_models.mdx (#17631)
* work in progress: custom_models

* Update custom_models.mdx

* Update custom_models.mdx

* Update _toctree.yml

* Update _toctree.yml

* Update custom_models.mdx

* Update custom_models.mdx

* Update _toctree.yml

* Update _toctree.yml

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-26 09:48:58 -04:00
Federico Panero
bbc28106e0
Add Italian translation of converting_tensorflow_models.mdx (#18283)
* Add Italian translation of converting_tensorflow_models.mdx

* Update _toctree.yml

* Update converting_tensorflow_models.mdx

* Update docs/source/it/_toctree.yml

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-26 08:37:34 -04:00
Fellip Silva Alves
5e0ffd9183
[ create_a_model.mdx ] translate to pt (#18098)
* [ fast_tokenizers.mdx ] - Added translation to portuguese to tutorial

* Delete docs/source/pt-br directory

* [ fast_tokenizers.mdx ] - Continuing work on file

* [ fast_tokenizers.mdx ] - Continuing work on file

* Add fast tokenizers to _toctree.yml

* Eliminated config and toctree.yml

* Nits in fast_tokenizers.mdx

* Finishing create_a_model

* [ create_a_model.mdx ] finishing create a model in pt-br

* [ Changing _toctree.yml ] adding create a model in pt

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-07-26 08:01:08 -04:00
Gorkem Ozkaya
f58b9c0522
Update translation.mdx (#18169)
* Update translation.mdx

* update translation.mdx by running make style
2022-07-26 07:56:40 -04:00
gilad19
2b09650885
Add ViltForTokenClassification e.g. for Named-Entity-Recognition (NER) (#17924)
* Add ViltForTokenClassification e.g. for Named-Entity-Recognition (NER)

* Add ViltForTokenClassification e.g. for Named-Entity-Recognition (NER)

* provide classifier only text hidden states

* add test_for_token_classification

* Update src/transformers/models/vilt/modeling_vilt.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/vilt/modeling_vilt.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/vilt/modeling_vilt.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/vilt/modeling_vilt.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* add test_for_token_classification

Co-authored-by: gfuchs <gfuchs@ebay.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-07-26 10:11:32 +02:00
Alara Dirik
002915aa2a
Owlvit docs test (#18257)
* fix docs and add owlvit docs test

* fix minor bug in post_process, add to processor

* improve owlvit code examples

* fix hardcoded image size
2022-07-26 10:55:14 +03:00
Muhammad Ahmed
7cb4da13fe
change bloom parameters to 176B (#18235) 2022-07-22 10:17:48 -04:00
Fx039482
4935409757
Add Italian translation of create_model.mdx and serialization.mdx (#17640)
* First commit

* final changes

* Changed create_model to create_a_model
Translated into crea un'architettura personalizzata in the file it/_toctree.yml

* Added _toctree.yml in the italian translation loca: serialization title Esporta modelli transformers

* Edit translation for create_model.mdx

* t with '#' will be ignored, and an empty message aborts the commit.

* Added file serialization for translation in italian

* Fix toctree serialization position

I checked the eng toctree and realized I made a mistake.

* Update _toctree.yml

Correct spacing

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-22 13:53:54 +02:00
Alara Dirik
12d66b4701
Add OWL-ViT model for zero-shot object detection (#17938)
* add owlvit model skeleton

* add class and box predictor heads

* convert modified flax clip to pytorch

* fix box and class predictors

* add OwlViTImageTextEmbedder

* convert class and box head checkpoints

* convert image text embedder checkpoints

* add object detection head

* fix bugs

* update conversion script

* update conversion script

* fix q,v,k,out weight conversion conversion

* add owlvit object detection output

* fix bug in image embedder

* fix bugs in text embedder

* fix positional embeddings

* fix bug in inference mode vision pooling

* update docs, init tokenizer and processor files

* support batch processing

* add OwlViTProcessor

* remove merge conflicts

* readd owlvit imports

* fix bug in OwlViTProcessor imports

* fix bugs in processor

* update docs

* fix bugs in processor

* update owlvit docs

* add OwlViTFeatureExtractor

* style changes, add postprocess method to feature extractor

* add feature extractor and processor tests

* add object detection tests

* update conversion script

* update config paths

* update config paths

* fix configuration paths and bugs

* fix bugs in OwlViT tests

* add import checks to processor

* fix docs and minor issues

* fix docs and minor issues

* fix bugs and issues

* fix bugs and issues

* fix bugs and issues

* fix bugs and issues

* update docs and examples

* fix bugs and issues

* update conversion script, fix positional embeddings

* process 2D input ids, update tests

* fix style and quality issues

* update docs

* update docs and imports

* update OWL-ViT index.md

* fix bug in OwlViT feature ext tests

* fix code examples, return_dict by default

* return_dict by default

* minor fixes, add tests to processor

* small fixes

* add output_attentions arg to main model

* fix bugs

* remove output_hidden_states arg from main model

* update self.config variables

* add option to return last_hidden_states

* fix bug in config variables

* fix copied from statements

* fix small issues and bugs

* fix bugs

* fix bugs, support greyscale images

* run fixup

* update repo name

* merge OwlViTImageTextEmbedder with obj detection head

* fix merge conflict

* fix merge conflict

* make fixup

* fix bugs

* fix bugs

* add additional processor test
2022-07-22 13:35:32 +03:00
Sayak Paul
561b9a8c00
[SegFormer] TensorFlow port (#17910)
* add: segformer utils and img. classification.

* add: segmentation layer.

* feat: working implementation of segformer.

* chore: remove unused variable.

* add test, remaining modifications.

* remove: unnecessary files.

* add: rest of the files.

Co-authored-by: matt <rocketknight1@gmail.com>

* chore: remove ModuleList comment.

* chore: apply make style.

* chore: apply make fixup-copies.

* add  to check_repo.py

* add decode head to IGNORE_NON_TESTED

* chore: run make style.

* chore: PR comments.

* chore: minor changes to model doc.

* tests: reduction across samples.

* add a note on the space.

* sort importats.

* fix: reduction in loss computation.

* chore: align loss function with that of NER.

* chore: correct utils/documentation_tests.txt

Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* chore: simplify the interpolation of logits in loss computation.

* chore: return transposed logits when return_dict=False.

* chore: add link to the tf fine-tuning repo.

* address pr comments.

* address niels's comments.

* remove from_pt=True since tf weights are in.

* remove comment from pt model.

* address niels's comments.

Co-authored-by: matt <rocketknight1@gmail.com>
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>
2022-07-21 18:22:37 +01:00
Martina Fumanelli
07575e869d
Italian/accelerate (#17698)
* Add 'accelerate' to _toctree file

* Fix 'training with a nb' title

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-21 14:23:47 +02:00
Martina Fumanelli
8881e58b22
Italian/model sharing (#17828)
* Add Italian translation of the doc file model_sharing.mdx

* Fix style

* Fix typo

* Update docs/source/it/_toctree.yml

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-21 14:07:53 +02:00
Lorenzo Balzani
0d971be84f
Italian translation of run_scripts.mdx gh-17459 (#17642)
* Run_scripts Italian translation gh-17459

* Updated run_scripts gh-17642

* Updated run_scripts gh-17642

Made the text more gender-neutral.

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-21 12:02:08 +02:00
Nicola Procopio
9f787ce874
Translation/debugging (#18230)
* added debugging.mdx

* updated debugging.mdx

* updated translation

* updated translation debugging

* translated debugging

* updated _toctree.yml
2022-07-21 11:02:26 +02:00
Zhi Zheng
dbfeffd7c9
Update add_new_pipeline.mdx (#18224)
fix typo
2022-07-21 07:55:30 +02:00
Steven Liu
ff56b8fbff
Add custom config to quicktour (#18115)
* 📝 first draft of new quicktour

* make style

* 🖍 edit and review

* 🖍 small fixes

* 🖍 only add custom config section

* 🖍 use autoclass instead
2022-07-20 12:23:03 -05:00
Raghavan
dcec4c4387
Adding OPTForSeqClassification class (#18123)
* Adding OPTForSeqClassification class

* Fix import issues

* Add documentation for optforseqclassification

* Remove checkout

* fix failing tests

* fix typo

* Fix code formatting

* Incorporating the PR feedbacks

* Incorporate PR Feedbacks

* Fix failing test and add new test for multi label setup

* Fix formatting issue

* Fix failing tests

* Fix formatting issues

* Fix failing tests

* Fix failing tests

* Fix failing tests

* Fix failing tests

* PR feedback
2022-07-20 10:14:21 +02:00
Sylvain Gugger
dc9147ff36
Custom pipeline (#18079)
* Initial work

* More work

* Add tests for custom pipelines on the Hub

* Protect import

* Make the test work for TF as well

* Last PyTorch specific bit

* Add documentation

* Style

* Title in toc

* Bad names!

* Update docs/source/en/add_new_pipeline.mdx

Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

* Auto stash before merge of "custom_pipeline" and "origin/custom_pipeline"

* Address review comments

* Address more review comments

* Update src/transformers/pipelines/__init__.py

Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>
2022-07-19 12:02:35 +02:00
Nicola Procopio
8e445ca51d
Translation/training: italian translation training.mdx (#17662)
* added training.mdx

* updated training.mdx

* updated training.mdx

* updated training.mdx

* updated _toctree.yml

* fixed typos after review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-18 19:21:07 +02:00
Nicola Procopio
c4cc894086
Translation italian: multilingual.mdx (#17768)
* added multilingual.mdx

* updated multilingual.mdx

* italian translation multilingual.mdx

* updated _toctree.yml

* fixed typos _toctree.yml

* fixed typos after review

* fixed error after review
2022-07-18 19:09:08 +02:00
Nicola Procopio
0a5b61d004
Added preprocessing.mdx italian translation (#17600)
* updated _toctree.yml

* added preprocessing

* updated preprocessing.mdx

* updated preprocessing.mdx

updated after review
2022-07-18 19:06:10 +02:00
gcheron
8c14b342aa
add ONNX support for LeVit (#18154)
Co-authored-by: Guilhem Chéron <guilhemc@authentifier.com>
2022-07-18 15:17:07 +02:00
Lysandre Debut
c1c79b0655
NLLB tokenizer (#18126)
* NLLB tokenizer

* Apply suggestions from code review - Thanks Stefan!

Co-authored-by: Stefan Schweter <stefan@schweter.it>

* Final touches

* Style :)

* Update docs/source/en/model_doc/nllb.mdx

Co-authored-by: Stefan Schweter <stefan@schweter.it>

* Apply suggestions from code review

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

* PR reviews

* Auto models

Co-authored-by: Stefan Schweter <stefan@schweter.it>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-18 08:12:34 -04:00
amyeroberts
8581a798c0
Add TF DeiT implementation (#17806)
* Initial TF DeiT implementation

* Fix copies naming issues

* Fix up + docs

* Properly same main layer

* Name layers properly

* Initial TF DeiT implementation

* Fix copies naming issues

* Fix up + docs

* Properly same main layer

* Name layers properly

* Fixup

* Fix import

* Fix import

* Fix import

* Fix weight loading for tests whilst not on hub

* Add doc tests and remove to_2tuple

* Add back to_2tuple
Removing to_2tuple results in many downstream changes needed because of the copies checks

* Incorporate updates in Improve vision models #17731 PR

* Don't hard code num_channels

* Copy PyTorch DeiT embeddings and remove pytorch operations with mask

* Fix patch embeddings & tidy up

* Update PixelShuffle to move logic into class layer

* Update doc strings - remove PT references

* Use NHWC format in internal layers

* Fix up

* Use linear activation layer

* Remove unused import

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Move dataclass to top of file

* Remove from_pt now weights on hub

* Fixup

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Amy Roberts <amyeroberts@users.noreply.github.com>
2022-07-13 18:04:08 +01:00
Wei
7ea6ccc2b3
Enable torchdynamo with torch_tensorrt(fx path) (#17765)
* enable fx2trt

* Update perf_train_gpu_one.mdx

* Update perf_train_gpu_one.mdx

* add lib check

* update

* format

* update

* fix import check

* fix isort

* improve doc

* refactor ctx manager

* fix isort

* black format

* isort fix

* fix format

* update args

* update black

* cleanups

* Update perf_train_gpu_one.mdx

* code refactor

* code refactor to init

* remove redundancy

* isort

* replace self.args with args

Co-authored-by: Stas Bekman <stas@stason.org>
2022-07-13 12:43:28 -04:00
Yulv-git
95113d1365
Fix some typos. (#17560)
* Fix some typos.

Signed-off-by: Yulv-git <yulvchi@qq.com>

* Fix typo.

Signed-off-by: Yulv-git <yulvchi@qq.com>

* make fixup.
2022-07-11 05:00:13 -04:00
varshith
91c4a3ab1a
Added Command for windows VENV activation in installation docs (#18008)
* Added command for windows VENV activation

* changed linux and macos  specification
2022-07-07 08:18:44 -04:00
Sylvain Gugger
1b749a7f8d
Sort doc toc (#18034)
* Add script to sort doc ToC

* Style and fixes

* Add check to quality job
2022-07-07 08:17:58 -04:00
Sylvain Gugger
2e90c3df8f
Doc to dataset (#18037)
* Link to the Datasets doc

* Remove unwanted file
2022-07-06 12:10:06 -04:00
NielsRogge
22edb68d49
Squash commits (#17981)
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-07-06 08:11:48 -04:00
Matthijs Hollemans
6cb19540c9
sort list of models (#18011) 2022-07-04 09:20:55 -04:00
amyeroberts
77ea5130a1
Add TF ResNet model (#17427)
* Rought TF conversion outline

* Tidy up

* Fix padding differences between layers

* Add back embedder - whoops

* Match test file to main

* Match upstream test file

* Correctly pass and assign image_size parameter

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Add in MainLayer

* Correctly name layer

* Tidy up AdaptivePooler

* Small tidy-up

More accurate type hints and remove whitespaces

* Change AdaptiveAvgPool

Use the AdaptiveAvgPool implementation by @Rocketknight1, which correctly pools if the output shape does not evenly divide by input shape c.f. 9e26607e22 (r900109509)

Co-authored-by: From: matt <rocketknight1@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Use updated AdaptiveAvgPool

Co-authored-by: matt <rocketknight1@gmail.com>

* Make AdaptiveAvgPool compatible with CPU

* Remove image_size from configuration

* Fixup

* Tensorflow -> TensorFlow

* Fix pt references in tests

* Apply suggestions from code review - grammar and wording

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Add TFResNet to doc tests

* PR comments - GlobalAveragePooling and clearer comments

* Remove unused import

* Add in keepdims argument

* Add num_channels check

* grammar fix: by -> of

Co-authored-by: matt <rocketknight1@gmail.com>

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* Remove transposes - keep NHWC throughout forward pass

* Fixup look sharp

* Add missing layer names

* Final tidy up - remove from_pt now weights on hub

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: matt <rocketknight1@gmail.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
2022-07-04 10:59:15 +01:00
Lysandre Debut
7b18702ca7
Add link to existing documentation (#17931) 2022-07-04 04:13:05 -04:00
Nouamane Tazi
b68d408f1b
add ONNX support for BLOOM (#17961)
* add onnx support for BLOOM

* use TYPE_CHECKING for type annotations

* fix past_shape for bloom (different from gpt2)

* use logical_or instead of `+` for onnx support

* bigger `atol_for_validation` for larger bloom models

* copied -> taken because it's no longer an exact copy

* remove "copied from" comment

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-07-01 10:44:42 -04:00
Billy Cao
cb42502410
Fix typo in perf_train_gpu_one.mdx (#17983) 2022-07-01 09:19:13 -04:00
Aaron Pham
49cd736a28
feat: add pipeline registry abstraction (#17905)
* feat: add pipeline registry abstraction

- added `PipelineRegistry` abstraction
- updates `add_new_pipeline.mdx` (english docs) to reflect the api addition
- migrate `check_task` and `get_supported_tasks` from
  transformers/pipelines/__init__.py to
  transformers/pipelines/base.py#PipelineRegistry.{check_task,get_supported_tasks}

Signed-off-by: Aaron Pham <29749331+aarnphm@users.noreply.github.com>

* fix: update with upstream/main

chore: Apply suggestions from sgugger's code review

Signed-off-by: Aaron Pham <29749331+aarnphm@users.noreply.github.com>

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

* chore: PR updates

- revert src/transformers/dependency_versions_table.py from upstream/main
- updates pipeline registry to use global variables

Signed-off-by: Aaron Pham <29749331+aarnphm@users.noreply.github.com>

* tests: add tests for pipeline registry

Signed-off-by: Aaron Pham <29749331+aarnphm@users.noreply.github.com>

* tests: add test for output warning.

Signed-off-by: Aaron Pham <29749331+aarnphm@users.noreply.github.com>

* chore: fmt and cleanup unused imports

Signed-off-by: Aaron Pham <29749331+aarnphm@users.noreply.github.com>

* fix: change imports to top of the file and address comments

Signed-off-by: Aaron Pham <29749331+aarnphm@users.noreply.github.com>

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-06-30 12:11:08 -04:00
regisss
9cb7cef285
Add ONNX support for LayoutLMv3 (#17953)
* Add ONNX support for LayoutLMv3

* Update docstrings

* Update empty description in docstring

* Fix imports and type hints
2022-06-30 12:09:52 -04:00
Crystina
692e61e91a
Flax t5 Encoder (#17784)
* first draft adding Flax-t5-encoder and Flax-mt5-encoder

* imports

* after make fixup

* flax t5 encoder test

* black on test

* make fix-copies

* clean

* all_model_classes -> tuple

* clean test

* is_encoder_decoder=False in t5-enc tester

* remove file docstring before FlaxT5Encoder

* black

* isort

* commit suggestions on src/transformers/models/t5/modeling_flax_t5.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* commit suggestions on src/transformers/models/t5/modeling_flax_t5.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* remove _get_encoder_module

* self.decoder_seq_length -> self.encoder_seq_length as t5-enc does not have decoder

* bugfix - self.module_class is class itself, not instance;

* docs for mt5 and t5

* call -> __call__ in t5 doc

* FlaxMT5EncoderModel to TYPE_HINT

* run doc-builder to allow change the files

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2022-06-30 00:49:02 +02:00
Matthijs Hollemans
fbc7598bab
add MobileViT model (#17354)
* add MobileViT

* fixup

* Update README.md

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* remove empty line

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* use clearer variable names

* rename to MobileViTTransformerLayer

* no longer inherit from nn.Sequential

* fixup

* fixup

* not sure why this got added twice

* rename organization for checkpoints

* fix it up

* Update src/transformers/models/mobilevit/__init__.py

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

* Update src/transformers/models/mobilevit/configuration_mobilevit.py

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

* Update src/transformers/models/mobilevit/configuration_mobilevit.py

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

* Update src/transformers/models/mobilevit/configuration_mobilevit.py

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

* Update tests/models/mobilevit/test_modeling_mobilevit.py

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

* Update src/transformers/models/mobilevit/modeling_mobilevit.py

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

* Update src/transformers/models/mobilevit/modeling_mobilevit.py

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

* Update src/transformers/models/mobilevit/modeling_mobilevit.py

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

* Update src/transformers/models/mobilevit/modeling_mobilevit.py

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

* code style improvements

* fixup

* Update docs/source/en/model_doc/mobilevit.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/mobilevit.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/mobilevit/configuration_mobilevit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/mobilevit/configuration_mobilevit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* download labels from hub

* rename layers

* rename more layers

* don't compute loss in separate function

* remove some nn.Sequential

* replace nn.Sequential with new MobileViTTransformer class

* replace nn.Sequential with MobileViTMobileNetLayer

* fix pruning since model structure changed

* fixup

* fix doc comment

* remove custom resize from feature extractor

* fix ONNX import

* add to doc tests

* use center_crop from image_utils

* move RGB->BGR flipping into image_utils

* fix broken tests

* wrong type hint

* small tweaks

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-06-29 16:07:51 -04:00
StevenTang1998
3cff4cc587
Add MVP model (#17787)
* Add MVP model

* Update README

* Remove useless module

* Update docs

* Fix bugs in tokenizer

* Remove useless test

* Remove useless module

* Update vocab

* Remove specifying

* Remove specifying

* Add #Copied ... statement

* Update paper link

* Remove useless TFMvp

* Add #Copied ... statement

* Fix style in test mvp model

* Fix some typos

* Fix properties of unset special tokens in non verbose mode

* Update paper link

* Update MVP doc

* Update MVP doc

* Fix README

* Fix typos in docs

* Update docs
2022-06-29 09:30:55 -04:00
Aritra Roy Gosthipaty
a7eba83161
TF implementation of RegNets (#17554)
* chore: initial commit

Copied the torch implementation of regnets and porting the code to tf step by step. Also introduced an output layer which was needed for regnets.

* chore: porting the rest of the modules to tensorflow

did not change the documentation yet, yet to try the playground on the model

* Fix initilizations (#1)

* fix: code structure in few cases.

* fix: code structure to align tf models.

* fix: layer naming, bn layer still remains.

* chore: change default epsilon and momentum in bn.

* chore: styling nits.

* fix: cross-loading bn params.

* fix: regnet tf model, integration passing.

* add: tests for TF regnet.

* fix: code quality related issues.

* chore: added rest of the files.

* minor additions..

* fix: repo consistency.

* fix: regnet tf tests.

* chore: reorganize dummy_tf_objects for regnet.

* chore: remove checkpoint var.

* chore: remov unnecessary files.

* chore: run make style.

* Update docs/source/en/model_doc/regnet.mdx

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

* chore: PR feedback I.

* fix: pt test. thanks to @ydshieh.

* New adaptive pooler (#3)

* feat: new adaptive pooler

Co-authored-by: @Rocketknight1

* chore: remove image_size argument.

Co-authored-by: matt <rocketknight1@gmail.com>

Co-authored-by: matt <rocketknight1@gmail.com>

* Empty-Commit

* chore: remove image_size comment.

* chore: remove playground_tf.py

* chore: minor changes related to spacing.

* chore: make style.

* Update src/transformers/models/regnet/modeling_tf_regnet.py

Co-authored-by: amyeroberts <aeroberts4444@gmail.com>

* Update src/transformers/models/regnet/modeling_tf_regnet.py

Co-authored-by: amyeroberts <aeroberts4444@gmail.com>

* chore: refactored __init__.

* chore: copied from -> taken from./g

* adaptive pool -> global avg pool, channel check.

* chore: move channel check to stem.

* pr comments - minor refactor and add regnets to doc tests.

* Update src/transformers/models/regnet/modeling_tf_regnet.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* minor fix in the xlayer.

* Empty-Commit

* chore: removed from_pt=True.

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: matt <rocketknight1@gmail.com>
Co-authored-by: amyeroberts <aeroberts4444@gmail.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-06-29 13:45:14 +01:00
Jerry Jiarui XU
6c8f4c9a93
Adding GroupViT Models (#17313)
* add group vit and fixed test (except slow)

* passing slow test

* addressed some comments

* fixed test

* fixed style

* fixed copy

* fixed segmentation output

* fixed test

* fixed relative path

* fixed copy

* add ignore non auto configured

* fixed docstring, add doc

* fixed copies

* Apply suggestions from code review

merge suggestions

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* resolve comment, renaming model

* delete unused attr

* use fix copies

* resolve comments

* fixed attn

* remove unused vars

* refactor tests

* resolve final comments

* add demo notebook

* fixed inconsitent default

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* rename stage->stages

* Create single GroupViTEncoderLayer class

* Update conversion script

* Simplify conversion script

* Remove cross-attention class in favor of GroupViTAttention

* Convert other model as well, add processor to conversion script

* addressing final comment

* fixed args

* Update src/transformers/models/groupvit/modeling_groupvit.py

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

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-06-28 20:51:47 +02:00
regisss
76d13de5ae
Add ONNX support for DETR (#17904) 2022-06-28 14:48:43 +02:00
Bill Ray
bfcd5743ee
In group_texts function, drop last block if smaller than block_size (#17908) 2022-06-28 08:34:55 -04:00
Matt
ee0d001de7
Add a TF in-graph tokenizer for BERT (#17701)
* Add a TF in-graph tokenizer for BERT

* Add from_pretrained

* Add proper truncation, option handling to match other tokenizers

* Add proper imports and guards

* Add test, fix all the bugs exposed by said test

* Fix truncation of paired texts in graph mode, more test updates

* Small fixes, add a (very careful) test for savedmodel

* Add tensorflow-text dependency, make fixup

* Update documentation

* Update documentation

* make fixup

* Slight changes to tests

* Add some docstring examples

* Update tests

* Update tests and add proper lowercasing/normalization

* make fixup

* Add docstring for padding!

* Mark slow tests

* make fixup

* Fall back to BertTokenizerFast if BertTokenizer is unavailable

* Fall back to BertTokenizerFast if BertTokenizer is unavailable

* make fixup

* Properly handle tensorflow-text dummies
2022-06-27 12:06:21 +01:00
rooa
d6b6fb9963
Add CodeGen model (#17443)
* Add CodeGen model

* Add missing key and switch order of super()

* Fix torch.ones init with uint8 instead of bool

* Address comments: copy statements and doc

* update tests

* remove old model parallel

* fix batch gen tests

* fix batch gen test

* update test_gpt2_sample_max_time

* fix codgen test and revert gpt2 test change

* Fix incorrect tie_word_embedding value, typo, URL

* Fix model order in README and styling

* Reorder model list alphabetically

* Set tie_word_embedding to False by default

* Apply suggestions from code review

* Better attn mask name & remove attn masked_bias

* add tokenizer for codegen

* quality

* doc tokenizer

* fix-copies

* add CodeGenTokenizer in converter

* make truncation optional

* add test for truncation

* add copyright

* fix-copies

* fix fast tokenizer decode

* Update src/transformers/models/codegen/tokenization_codegen.py

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

* increase vocab_size in tests

Co-authored-by: patil-suraj <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-06-24 17:10:38 +02:00
Vishwas
c2c0d9db5f
Improve encoder decoder model docs (#17815)
* Copied all the changes from the last PR

* added in documentation_tests.txt

* Update docs/source/en/model_doc/encoder-decoder.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/encoder-decoder.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/encoder-decoder.mdx

Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

* Update docs/source/en/model_doc/encoder-decoder.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/encoder-decoder.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/encoder-decoder.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/encoder-decoder.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

Co-authored-by: vishwaspai <vishwas.pai@emplay.net>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>
2022-06-24 14:48:19 +02:00
Sijun He
7cf52a49de
Nezha Pytorch implementation (#17776)
* wip

* rebase

* all tests pass

* rebase

* ready for PR

* address comments

* fix styles

* add require_torch to pipeline test

* remove remote image to improve CI consistency

* address comments; fix tf/flax tests

* address comments; fix tf/flax tests

* fix tests; add alias

* repo consistency tests

* Update src/transformers/pipelines/visual_question_answering.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* address comments

* Update src/transformers/pipelines/visual_question_answering.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* merge

* wip

* wip

* wip

* most basic tests passes

* all tests pass now

* relative embedding

* wip

* running make fixup

* remove bert changes

* fix doc

* fix doc

* fix issues

* fix doc

* address comments

* fix CI

* remove redundant copied from

* address comments

* fix broken test

Co-authored-by: Sijun He <sijunhe@Sijuns-MacBook-Pro.local>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-06-23 12:36:22 -04:00
Leandro von Werra
6f29029b05
Improve performance docs (#17750)
* add skeleton files

* fix cpu inference link

* add hint to make clear that single gpu section contains general info

* add new files to ToC

* update toctree to have subsection for performance

* add "coming soon" to the still empty sections

* fix missing title

* fix typo

* add reference to empty documents

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2022-06-23 14:51:54 +02:00
Anugunj Naman
27e907386a
Fix Automatic Download of Pretrained Weights in DETR (#17712)
* added use_backbone_pretrained

* style fixes

* update

* Update detr.mdx

* Update detr.mdx

* Update detr.mdx

* update using doc py

* Update detr.mdx

* Update src/transformers/models/detr/configuration_detr.py

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-06-21 16:45:35 +02:00
mrbean
eb16be415a
add onnx support for deberta and debertav2 (#17617)
* add onnx support for debertav2

* debertav2 -> deberta-v2 in onnx features file

* remove causal lm

* add deberta-v2-xlarge to onnx tests

* use self.type().dtype() in xsoftmax

Co-authored-by: Jingya HUANG <44135271+JingyaHuang@users.noreply.github.com>

* remove hack for deberta

* remove unused imports

* Update src/transformers/models/deberta_v2/configuration_deberta_v2.py

Co-authored-by: Jingya HUANG <44135271+JingyaHuang@users.noreply.github.com>

* use generate dummy inputs

* linter

* add imports

* add support for deberta v1 as well

* deberta does not support multiple choice

* Update src/transformers/models/deberta/configuration_deberta.py

Co-authored-by: Jingya HUANG <44135271+JingyaHuang@users.noreply.github.com>

* Update src/transformers/models/deberta_v2/configuration_deberta_v2.py

Co-authored-by: Jingya HUANG <44135271+JingyaHuang@users.noreply.github.com>

* one line ordered dict

* fire build

Co-authored-by: Jingya HUANG <44135271+JingyaHuang@users.noreply.github.com>
2022-06-21 11:04:15 +02:00
Patrick von Platen
8fcbe275c3
Add UL2 (just docs) (#17740)
* Add UL2
Co-authored-by: Daniel Hesslow <Daniel.Hesslow@gmail.com>

* Correct naming

* sort better

* up

* apply sylvains suggestion
2022-06-21 10:24:50 +02:00
Rafael Zimmer
0d92798b45
Added translation of index.mdx to Portuguese Issue #16824 (#17565)
* Added translation of installation.mdx to Portuguese, as well
as default templates of _toctree.yml and _config.py

* [ build_documentation.yml ] - Updated doc_builder to build
documentation in Portuguese.
[ pipeline_tutorial.mdx ] - Created translation for the pipeline_tutorial.mdx.

* [ build_pr_documentation.yml ] - Added pt language to pr_documentation builder.

[ pipeline_tutorial.mdx ] - Grammar changes.

* [ accelerate.mdx ] - Translated to Portuguese the acceleration tutorial.

* [ multilingual.mdx ] - Added portuguese translation for multilingual tutorial.

[ training.mdx ] - Added portuguese translation for training tutorial.

* [ preprocessing.mdx ] - WIP

* Update _toctree.yml

* Adding Pré-processamento to _toctree.yml

* Update accelerate.mdx

* Nits and eliminate preprocessing file while it is ready

* [ index.mdx ] - Translated to Portuguese the index apresentation page.

* [ docs/source/pt ] - Updated _toctree.yml to match newest translations.

* Fix build_pr_documentation.yml

* Fix index nits

* nits in _toctree

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-06-17 20:06:05 -04:00
Sylvain Gugger
3981ee8650
Sort the model doc Toc Alphabetically (#17723) 2022-06-15 16:11:56 -04:00
Patrick von Platen
7f14839f55
[Wav2Vec2Conformer] Official release (#17709)
* [Wav2Vec2Conformer] Official release

* remove from not-in-readme
2022-06-15 18:34:15 +02:00
Hailey Schoelkopf
edb672ac5e
Add BloomForSequenceClassification and BloomForTokenClassification classes (#17639)
* add new bloom classes

* (feat) add bloom classification tests; make style

* style: change import in test

* add some typehints to bloom classes

* merge main into branch

* fix: input checking in bloom seq classification

* fix tests

* change model class tests

* fix few tests

- more tests should pass
- one test left

* make token classifier return hidden states

* style: make BLOOM typehints consistent

Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

Co-authored-by: younesbelkada <younesbelkada@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
2022-06-14 17:10:12 +02:00
jianan-gu
3b29c9fdb7
Extend Transformers Trainer Class to Enable PyTorch Torchscript for Inference (#17153)
* add jit mode option and model wrap

* Update src/transformers/training_args.py

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

* Update src/transformers/training_args.py

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

* refine code

* Update src/transformers/trainer.py

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

* Update src/transformers/trainer.py

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

* add ut and refine code

* code refine

* refine code

* add inference doc

* Update src/transformers/trainer.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update src/transformers/trainer.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* add cpu inference performance doc

* Update perf_infer_cpu.mdx

* Update perf_infer_cpu.mdx

* Update performance.mdx

* Update _toctree.yml

* refine jit func naming

* Update _toctree.yml

* Delete perf_infer_gpu_one.mdx

* Update perf_infer_cpu.mdx

* Update docs/source/en/perf_infer_cpu.mdx

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* add none check before jit

* Update docs/source/en/perf_infer_cpu.mdx

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

* Update docs/source/en/perf_infer_cpu.mdx

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

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>
2022-06-14 07:56:47 -04:00
Daniel Stancl
a72f1c9f5b
Add LongT5 model (#16792)
* Initial commit

* Make some fixes

* Make PT model full forward pass

* Drop TF & Flax implementation, fix copies etc

* Add Flax model and update some corresponding stuff

* Drop some TF things

* Update config and flax local attn

* Add encoder_attention_type to config

* .

* Update docs

* Do some cleansing

* Fix some issues -> make style; add some docs

* Fix position_bias + mask addition + Update tests

* Fix repo consistency

* Fix model consistency by removing flax operation over attn_mask

* [WIP] Add PT TGlobal LongT5

* .

* [WIP] Add flax tglobal model

* [WIP] Update flax model to use the right attention type in the encoder

* Fix flax tglobal model forward pass

* Make the use of global_relative_attention_bias

* Add test suites for TGlobal model

* Fix minor bugs, clean code

* Fix pt-flax equivalence though not convinced with correctness

* Fix LocalAttn implementation to match the original impl. + update READMEs

* Few updates

* Update: [Flax] improve large model init and loading #16148

* Add ckpt conversion script accoring to #16853 + handle torch device placement

* Minor updates to conversion script.

* Typo: AutoModelForSeq2SeqLM -> FlaxAutoModelForSeq2SeqLM

* gpu support + dtype fix

* Apply some suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* * Remove (de)parallelize stuff
* Edit shape comments
* Update README.md
* make fix-copies

* Remove caching logic for local & tglobal attention

* Apply another batch of suggestions from code review

* Add missing checkpoints
* Format converting scripts
* Drop (de)parallelize links from longT5 mdx

* Fix converting script + revert config file change

* Revert "Remove caching logic for local & tglobal attention"

This reverts commit 2a619828f6ddc3e65bd9bb1725a12b77fa883a46.

* Stash caching logic in Flax model

* Make side relative bias used always

* Drop caching logic in PT model

* Return side bias as it was

* Drop all remaining model parallel logic

* Remove clamp statements

* Move test files to the proper place

* Update docs with new version of hf-doc-builder

* Fix test imports

* Make some minor improvements

* Add missing checkpoints to docs
* Make TGlobal model compatible with torch.onnx.export
* Replace some np.ndarray with jnp.ndarray

* Fix TGlobal for ONNX conversion + update docs

* fix _make_global_fixed_block_ids and masked neg  value

* update flax model

* style and quality

* fix imports

* remove load_tf_weights_in_longt5 from init and fix copies

* add slow test for TGlobal model

* typo fix

* Drop obsolete is_parallelizable and one warning

* Update __init__ files to fix repo-consistency

* fix pipeline test

* Fix some device placements

* [wip]: Update tests -- need to generate summaries to update expected_summary

* Fix quality

* Update LongT5 model card

* Update (slow) summarization tests

* make style

* rename checkpoitns

* finish

* fix flax tests

Co-authored-by: phungvanduy <pvduy23@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: patil-suraj <surajp815@gmail.com>
2022-06-13 22:36:58 +02:00
Sijun He
66336dc183
Add Visual Question Answering (VQA) pipeline (#17286)
* wip

* rebase

* all tests pass

* rebase

* ready for PR

* address comments

* fix styles

* add require_torch to pipeline test

* remove remote image to improve CI consistency

* address comments; fix tf/flax tests

* address comments; fix tf/flax tests

* fix tests; add alias

* repo consistency tests

* Update src/transformers/pipelines/visual_question_answering.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* address comments

* Update src/transformers/pipelines/visual_question_answering.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* merge

* Update src/transformers/models/auto/modeling_auto.py

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

* merge

Co-authored-by: Sijun He <sijunhe@Sijuns-MacBook-Pro.local>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-06-13 07:49:44 -04:00
Martina Fumanelli
e0b58fb5ba
Translation/autoclass (#17615)
* Add Italian translation for autoclass_tutorial.mdx

* Fix synthesis

Co-authored-by: martina.fumanelli <martina.fumanelli@MBP-di-martinafumanelli.local>
2022-06-09 20:56:44 -04:00
Sylvain Gugger
29080643eb
Mention in the doc we drop support for fairscale (#17610) 2022-06-09 12:20:39 -04:00
regisss
e0be053e43
Add ONNX support for ConvNeXT (#17627) 2022-06-09 09:31:02 -04:00
regisss
5323094a22
Add ONNX support for ResNet (#17585)
* Add ONNX support for ResNet

* Add ONNX test

* make fix-copies
2022-06-09 08:44:27 -04:00
Younes Belkada
ca2a55e9df
BLOOM (#17474)
* adding template

* update model

* model update

* update conf for debug model

* update conversion

* update conversion script

* update conversion script

* fix missing keys check

* add tests to test the tokenizer in the local machine

* Change variable name

* add tests on xnli dataset

* add more description

* add descriptions + clearer code

* clearer code

* adding new tests + skipping few tests because of env problems

* change comment

* add dtype on the configuration

* add test embeddings

* add hardcoded test

* fix dtype issue

* adding torch.float16 to config

* adding more metrics (min, max, mean)

* add sum

* now the test passes with almost equal

* add files for conversion - test passes on cpu  gpu

* add final changes

* cleaning code

* add new args in the docstring

* fix one liner function

* remove macros

* remove forward attention

* clean up init funtion

* add comments on the issue

* rm scale mask softmax

* do make style

* fix dtype in init

* fixing for loop on att probs

* fix style with black

* fix style + doc error

* fix and debug CI errors (docs + style)

* some updates

- change new operations
- finally add scaled softmax
- added new args in the config

* make use cache working

* add changes

- save sharded models
- final changes on the modeling script

* add changes

- comment on alibi
- add TODO on seq length

* test commit

- added a text to test the commit

Co-authored-by: thomasw21 <24695242+thomasw21@users.noreply.github.com>

* final changes

- attention mask change
- generation works on BS176b

Co-authored-by: thomasw21 <24695242+thomasw21@users.noreply.github.com>

* changes - model + conversion

* move to correct dir

* put ,

* fex fixes

* fix tokenizer autodoc

* fix minor CI issues

* fix minor CI issues

* fix minor CI issues

* fix style issue

* fix minor import issues

* fix few issues

* remove def main on the test

* add require torch

* replace decorator with 'with'

* fix style

* change to bloom

* add quick fix tokenizer

* fix tokenizer file

* fix tokenizer

- merge tests
- small fixes

* fix import issue

* add bloom to readme

* fix consistency

* Update docs/source/en/model_doc/bloom.mdx

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

* Apply suggestions from code review

fix comment issues on file headers

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

* fix doc issue

* small fix - modeling test

* some changes

- refactor some code
- taking into account reviews
- more tests should pass
- removed pruning tests

* remove useless division

* more tests should pass

* more tests should pass

* more tests should pass

* let's try this one

-add alibi offset
- remove all permutes to make the grad operations work
- finger crossed

* refactor

- refactor code
- style changes
- add new threshold for test

* major changes

- change BLOOM to Bloom
- add quick doc on bloom.mdx
- move embeddings test on modeling test

* modify readme

* small fixes

* small fix

- better threshold for a test

* remove old test file from fetcher

* fix small typo

* major change

- change BloomLMHead to BloomForCausalLM

* remove onnx config

* major changes

- refactor the code
- remove asserts
- change tol for test

* make style

* small change

* adding a slow test + commenting old ones for now

* make style

* Apply suggestions from code review

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

* make style

* fix duplicates

* cleaning comments on config

* clean a bit conversion file

* refacor a bit modeling file

* refactor tokenizer file

* fix tokenization test issue

* fix tokenization issue #2

* fix tokenization issue second try

* fix test issue

* make style + add suggestions

* change test fetcher

* try this one

- slow tests should pass
- finger crossed

* possible final changes

* make style

* try fix padding side issue

* fix side

* fix padding issue

* fix ko-readme

* fix config auto

* cleaning modeling file

* keep bloom in caps in ko

* update config docs

* remove pretraining_pp

* remove model parallel

* update config

- add correct config files

* fix duplicates

* fix fetcher

* fix refactor issue

- remove divide function

* try to remove alibi

* small fixes

- fix alibi
- remove seq length
- refactor a bit the code

* put correct values

- fix bos and eos token ids

* fix attention mask loop

Co-authored-by: thomasw21 <24695242+thomasw21@users.noreply.github.com>

* small fixes:

- remove skip bias add

* small fixes

- fix typo in readme
- fix typos in config

* small changes

- remove a test
- add reconstruction test
- change config

* small changes

- change Scaled Softmax to BloomScaledSoftmax

* small fixes

- fix alibi dtype

* major changes

- removing explicit dtype when loading modules
- fixing test args (torch_dtype=auto)
- add dosctring

* fix readmes

* major changes

- now bloom supports alibi shifting
- refactor a bit the code
- better test tolerance now

* refactor a bit

* refactor a bit

* put correct name on test

* change docstring

* small changes

- fix docstring modeling
- fix test tolerance

* fix small nit

- take dtype from tensors in the conversion script

* minor fix

- fix mdx issue

* minor fix

- change config docstring

* forward contrib credits from PR14084

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* apply modifications

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* resolve softmax upcast

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update src/transformers/models/bloom/modeling_bloom.py

Co-authored-by: Niklas Muennighoff <n.muennighoff@gmail.com>

* final changes modeling

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Merge commit 'd156898f3b9b2c990e5963f5030a7143d57921a2'

* merge commit

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* apply suggestions

Apply suggestions from Stas comments
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Fix gradient checkpointing

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* add slow but exact

* add accelerate compatibility

Co-authored-by: Nicolas Patry <Narsil@users.noreply.github.com>

* forward contrib credits

Co-authored-by: thomasw21 <thomasw21@users.noreply.github.com>
Co-authored-by: sgugger <sgugger@users.noreply.github.com>
Co-authored-by: patrickvonplaten <patrickvonplaten@users.noreply.github.com>
Co-authored-by: Niklas Muennighoff <n.muennighoff@gmail.com>
Co-authored-by: LysandreJik <LysandreJik@users.noreply.github.com>

* Apply suggestions from code review

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

* fix torch device on tests

* make style

* Apply suggestions from code review

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

* fix nits

Co-authored-by: patrickvonplaten<patrickvonplaten@users.noreply.github.com>

* remove final nits

* fix doc

- add more details on the doc
- add links to checkpoints

* Update src/transformers/__init__.py

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

* Update src/transformers/models/bloom/modeling_bloom.py

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

* apply suggestions

Co-authored-by: sgugger <sgugger@users.noreply.github.com>

* put test torchscript to false

* Update src/transformers/models/bloom/modeling_bloom.py

Co-authored-by: justheuristic <justheuristic@gmail.com>

* fix alibi

- create alibi only once

* add small doc

* make quality

* replace torch.nn

* remove token type emb

* fix fused op + output bias

* add fused op

- now can control fused operation from config

* remove fused op

* make quality

* small changes

- remove unsed args on config
- removed bias gelu file
- make the model torchscriptable
- add torchscript slow tests

* Update src/transformers/models/bloom/modeling_bloom.py

* fix slow

* make style

* add accelerate support

* add bloom to deepspeed tests

* minor changes

* Apply suggestions from code review

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

* minor change

* slow tests pass

* Apply suggestions from code review

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

* Update docs/source/en/model_doc/bloom.mdx

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

* minor changes:

- change docstring
- add link to paper

Co-authored-by: Thomwolf <thomwolf@gmail.com>
Co-authored-by: Thomas Wolf <thomas@huggingface.co>
Co-authored-by: thomasw21 <24695242+thomasw21@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: sIncerass <sheng.s@berkeley.edu>
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Niklas Muennighoff <n.muennighoff@gmail.com>
Co-authored-by: Nicolas Patry <Narsil@users.noreply.github.com>
Co-authored-by: thomasw21 <thomasw21@users.noreply.github.com>
Co-authored-by: sgugger <sgugger@users.noreply.github.com>
Co-authored-by: patrickvonplaten <patrickvonplaten@users.noreply.github.com>
Co-authored-by: LysandreJik <LysandreJik@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: justheuristic <justheuristic@gmail.com>
Co-authored-by: Stas Bekman <stas@stason.org>
2022-06-09 12:00:40 +02:00
jianan-gu
34097b3304
Extend Transformers Trainer Class to Enable CPU AMP and Integrate Intel Extension for PyTorch (#17138)
* init PR

* fix import ipex

* minor fix on bf16

* refine optimizer

* refine args notes

* refine code

* refine ipex optimize args

* refine half_precision_backend

* black format

* isort format

* isort format files

* flake8 format

* doc builder format

* refine codes

* remove jit and optim bits

* black preview format

* Update src/transformers/trainer.py

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

* refine code

* refine notes

* Update src/transformers/trainer.py

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

* Update src/transformers/trainer.py

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

* code refine

* add ipex ut

* add performance cpu doc

* link to the cpu doc from main perf doc

* install ipex into CI's docker

* Update perf_train_cpu.mdx

* Update docs/source/en/perf_train_cpu.mdx

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update perf_train_cpu.mdx

* Update perf_train_cpu.mdx

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>
2022-06-08 09:41:57 -04:00
Sayak Paul
9d99489f2f
Add TFData2VecVision for semantic segmentation (#17271)
* feat: initial implementation of data2vec segmentation model in TF.

* chore: minor corrections to make the segmenter work.

* chore: removed unncessary files.

* chore: add tests and other modifications.

* fix: loss computation for segmentation.

* chore: remove unused variable.

* chore: formatting.

* added a dummy adaptive pooling layer.

* removed unnecessary file.

* potentially add identifiers to layer names.

* fix: layer naming.

* chore: removed unnecessary print.

* Skipping unneeded test

* chore: add logging to debug tolerance.

* fix: segmentation tests for tfdata2vecvision

* chore: make style.

* fix: layer names, assertion to be resolved.

* Bumping test tolerance a bit

* chore: bump the tol in PT test.

Co-authored-by: matt <rocketknight1@gmail.com>
2022-06-08 14:03:18 +01:00
Chan Woo Kim
119e3c0fc8
M-CTC-T Model (#16402)
* added cbs to notebooks, made copy-paste error fix in generation_utils

* initial push for mctc model

* mctc feature extractor done

* added processor, tokenizer and their tests for MCTC. Have added an MCTC modeling test, adjusting model code accordingly.

* added processor, tokenizer and their tests for MCTC. Have added an MCTC modeling test, adjusting model code accordingly.

* passing attention, now struggling to figure out how attention masks make sense here

* works when excluding attention masks. ask later how one would integrate attention maskshere

* bizarre configuration error (model prefix comes first in config dict json and messes up the order)

* all passing but bizzarre config dict ordering issue when to_dict

* passing all major tests

* feature extraction, processor, tokenizer added & tests passing

* style & consistency & other logistical fixes

* copy paste fix

* model after feature extraction working

* commiting final feature extraction results; need to fix normalization

* feature extraction passing tests; probably should add tests on the specific flashlight-copied functions?

* delete print ; format code a bit

* fixing tests

* passing major tests

* fixing styles

* completed tokenization test with real example; not sure if these values are entirely correct.

* last test fixes from local

* reverting accidentally included custom setup configs

* remove load tf weights; fix config error

* testing couldnt import featureextractor

* fix docs

* fix docs

* resolving comments

* style fixes

* style fixes

* Update to MCTCConv1dSubSampler

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

* relposemb fixes

* conv1d name issue; expecting config fail with paraentheses

* fix config issue

* fix config issue

* fix config issue

* change everything to MCTCT

* fixing naming change errors

* archive list

* copyrights and docs

* copyrights and docs

* copyrights and docs

* merge resolution

* move tests, fix to changed optionaldependency structure

* test directories changed

* fixing tests

* how to avoid tf tests?

* how to avoid tf tests?

* tests passing locally

* allow mctctprocessor imported any env

* allow mctctprocessor imported any env

* fixed second round of feedback, need to fix docs

* doc changes not being applied

* all fixed

* style fix

* feedback fixes

* fix copies and feature extraction style fix

* Update tests/models/visual_bert/test_modeling_visual_bert.py

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

* copy paste huggingface:main visual bert

* added eof newline to visual bert; all tests are passing otherwise

* fix slow tests by adding attention mask

* change model id to speechbrain

* make fix-copies

* fix readme unwanted deletes

* fixing readmes, make fix-copies

* consistent M-CTC-T naming

* Update src/transformers/models/mctct/__init__.py

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

* all fixed but variable naming

* adjust double quotes

* fixed variable names

* copyright and mr quilter

* Apply suggestions from code review

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

* correct slow tests

* make fix-copies

* Update src/transformers/models/mctct/configuration_mctct.py

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

* Update src/transformers/models/mctct/configuration_mctct.py

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

* m-ctc-t not mctct

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-06-08 00:33:07 +02:00
Vítor Fróis
706bb8364d
quicktour.mdx en -> pt translation (#17074)
* Quicktour Portuguese Translation

Translated quicktour.mdx until line 161

* Finished translating quicktour.mdx

Ready to upload and adjust eventual .mdx or translation mistakes.

* Add _toctree.yml and fix nits

* Fixed pt-br mdx syntax problem

Closed <frameworkcontent> instance

* Changed </frameworkcontent> line

* Copied missing block from english version of quicktour.mdx

* Reviwed the entire file once again. It should be working now.

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-06-07 17:35:05 -04:00
Omar U. Espejel
b118730745
Fix gendered sentence in Spanish translation(#17558) 2022-06-07 14:09:39 +02:00
Nicola Procopio
34a886fce3
Translation/italian: added pipeline_tutorial.mdx [Issue: #17459] (#17507)
* added toctree.yml file

* first translation

* added pipeline_tutorial.mdx translation

added pipeline_tutorial.mdx
updated _toctree.yml

* updated pipeline_tutorial.mdx

* updated _toctree.yml

Updated preprocessing and training

* updated preprocessing.mdx

start translation

* Update _toctree.yml

* Delete preprocessing.mdx

* Update _toctree.yml

* updated _toctree.yml

* added preprocessing

* Update _toctree.yml

* updated _toctree.yml

* undo

* Revert "undo"

This reverts commit 5d38d76875.

* Revert "Revert "undo""

This reverts commit 8aa0830b58.
2022-06-06 10:35:20 -04:00
Martina Fumanelli
f6ad0e0556
Add installation.mdx Italian translation (#17530)
* Add the Italian translation of the file installation.mdx and edit _toctree

* Add the Italian translation of the file installation.mdx and edit _toctree
2022-06-06 07:48:08 -04:00
Jonatas Grosman
4aed1dc81b
Adding the Portuguese version of the tasks/token_classification.mdx documentation (#17492)
* add tasks/token_classification pt doc structure

* add tasks/token_classification pt doc translation

* add tasks/token_classification pt doc translation
2022-06-06 07:47:34 -04:00
Britney Muller
72f5b94984
Update index.mdx (#17547)
This PR updates our Expert Acceleration Program image with a new image featuring our experts.

This is similar to our Transformers/README.md image update that has proven to be successful.
2022-06-03 12:56:37 -05:00
Patrick Deutschmann
babeff5524
Add support for Perceiver ONNX export (#17213)
* Start adding perceiver support for ONNX

* Fix pad token bug for fast tokenizers

* Fix formatting

* Make get_preprocesor more opinionated (processor priority, otherwise tokenizer/feature extractor)

* Clean docs format

* Minor cleanup following @sgugger's comments

* Fix typo in docs

* Fix another docs typo

* Fix one more typo in docs

* Update src/transformers/onnx/utils.py

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

* Update src/transformers/onnx/utils.py

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

* Update src/transformers/onnx/utils.py

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-06-03 07:40:22 -04:00
Robert Dargavel Smith
5c17918fe4
Allow from transformers import TypicalLogitsWarper (#17477)
* Allow from transformers import TypicalLogitsWarper

* Added TypicalLogitsWarper

* Allow from transformers import TypicalLogitsWarper

* Allow from transformers import TypicalLogitsWarper

* Allow from transformers import TypicalLogitsWarper

* Allow from transformers import TypicalLogitsWarper

Added TypicalLogitsWarper

Allow from transformers import TypicalLogitsWarper

Allow from transformers import TypicalLogitsWarper

Allow from transformers import TypicalLogitsWarper
2022-06-03 11:08:35 +02:00
Sylvain Gugger
048dd73bba
Check list of models in the main README and sort it (#17517)
* Script for README

* Fix copies

* Complete error message
2022-06-02 08:10:08 -04:00
Anugunj Naman
84aaadd8c5
Adding LeViT Model by Facebook (#17466)
* levit files

* levit tests

* weights script

* weights script

* update

* style fixes

* few minor corrections

* Added teacher model

* edit docs

* fix-copies

* style fixes

* pr error resolved

* Update README.md

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/index.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/levit.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/levit.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/levit.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/levit.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/__init__.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/__init__.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/configuration_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/configuration_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/feature_extraction_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* suggested pr changes

* style fixes

* minor bug

* update

* minor doc edit

* style

* Update src/transformers/models/levit/feature_extraction_levit.py

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

* Update src/transformers/models/levit/feature_extraction_levit.py

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

* Update tests/models/levit/test_modeling_levit.py

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

* Update src/transformers/models/levit/modeling_levit.py

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

* Update src/transformers/models/levit/feature_extraction_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* residual layer readable

* style

* Update docs/source/en/model_doc/levit.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/feature_extraction_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/feature_extraction_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/feature_extraction_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/feature_extraction_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/modeling_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/modeling_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/modeling_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update tests/models/levit/test_feature_extraction_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* change checkpoints and style

* update

* minor changes

* Update src/transformers/models/levit/modeling_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/levit/modeling_levit.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-06-01 17:06:20 +02:00
Ruihua Fang
4f38808e9e
Add OnnxConfig for SqueezeBert iss17314 (#17315)
* add onnx config for SqueezeBert

* add test for onnx config for SqueezeBert

* add automatically updated doc for onnx config for SqueezeBert

* Update src/transformers/onnx/features.py

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Update src/transformers/models/squeezebert/configuration_squeezebert.py

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>
2022-06-01 06:16:15 -04:00
Arthur
7822a9b7a7
Opt in flax and tf (#17388)
* initial commit

* add init file

* update globakl init

* update index and dummy objects

* style

* update modelling auto

* fix initi typo in src/transformers

* fix typo in modeling tf auto, opt was in wrong mapping name

* fixed a slow test : saved_model

* style

* fix positionnal embedding if no position id is provided

* update tf test

* update test flax requirements

* fixed serialization

* update

* update tf name to allow smooth convertion

* update flax tests

* style

* fix test typo

* fix tf typo test

* add xla for generate support in causal LM

* fixed bug

* cleaned tf tests

* style

* removed from PT for slow tests

* fix typp

* opt test as slow

* trying to fix GPT2 undefined

* correct documentation and add to test doc

* update tf doc

* fix doc

* fake commit

* Apply suggestions from code review

Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* update test based on review

* merged main layer for functionning test

* fixup + quality

* Apply suggestions from code review

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

* update long comment

* make fix copies

Co-authored-by: Arthur <arthur@huggingface.co>
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-31 18:41:22 +02:00
Martina Fumanelli
dfc38463b8
Setup for Italian translation and add quicktour.mdx translation (#17472)
* Setup for Italian translation and add first document

- Add 'it' folder for files translated into Italian
- Add _config.py and _toctree.yml files
- Add translation of quicktour.mdx

* Fix style issue of italian documentation files

* Add 'it' to the languages section in the .github/workflows

* Remove - installation from _toctree for Italian

* Translation for index file

- Add index to _toctree.yml
- Add translation of index.mdx

* Fix typo in docs/source/it/index.mdx

* Translate code comments in docs/source/it/_config.py

Co-authored-by: Martina Fumanelli <martinafumanelli@Martinas-MBP.homenet.telecomitalia.it>
2022-05-31 09:57:43 -04:00
Ritik Nandwal
5af38953bb
Added XLM onnx config (#17030)
* Add onnx configuration for xlm

* Add supported features for xlm

* Add xlm to models exportable with onnx

* Add xlm architecture to test file

* Modify docs

* Make code quality fixes
2022-05-31 09:26:06 -04:00
Omar U. Espejel
2ef09ecfb8
Fix nits (#17349) 2022-05-31 08:41:54 -04:00
Yhary Arias
2295bcaea8
Spanish translation of the file preprocessing.mdx (#16299)
* Spanish translation of the file training.mdx

* Settings - Spanish translation of the file training.mdx

* Latest changes to the Spanish translation of the training.mdx file

* Delete Hugging.mdx

* Last changes to the training fil Espanish version

* Latest modifications

* Latest changes, document ready for PR

* Nits

* Spanish translation of the preprocessing file

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Update docs/source_es/preprocessing.mdx

* Nits and add preprocessing to _toctree.yml

Co-authored-by: Yhary Arias <yharystefa@gmail.com>
Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-26 07:28:14 -04:00
Juanjo do Olmo
8f46ac9849
Spanish translation of the files sagemaker.mdx and image_classification.mdx (#17262)
* Duplication of the source eng file

* Spanish translation of the file multilingual.mdx

* Update docs/source_es/multilingual.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/multilingual.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/multilingual.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/multilingual.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/multilingual.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/multilingual.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/multilingual.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Fix nits and finish translation

* Spanish translation of sagemaker.mdx

* Was deleted in main

* Security saving

* Complete translation of image_classification.mdx

* Nits

* nits

* Update docs/source/es/image_classification.mdx

* Add files to _toctree.yml

* Fix toctree and add tasks folder

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-25 19:10:16 -04:00
Joaq
5e7f085fcc
Added es version of bertology.mdx doc (#17255)
* added bertology es doc

* toctree fix

* Update docs/source/es/bertology.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source/es/bertology.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source/es/bertology.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* change position of bertology in _toctree.yml

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-25 18:46:53 -04:00
Jonatas Grosman
70484a8d74
Adding the Portuguese version of the tasks/sequence_classification.mdx documentation (#17352)
* add sequence_classification pt doc structure

* add Portuguese tasks/sequence_classification.mdx
2022-05-25 16:21:27 -04:00
Leandro von Werra
740a1574f1
fix link in performance docs (#17419) 2022-05-25 20:54:43 +02:00
Jason Phang
71e602725b
[WIP] Adding GPT-NeoX-20B (#16659)
* initial

* first try

* working 20B

* 20B tokenizers

* Docs

* Import fixes for missing classes

* Update docs, fixup

* black formatting

* isort

* flake

* dummy objects

* documentation

* Documentation yml

* more docs

* tweaks for tests

* tokenization auto

* fix neox tests

* test

* test

* einsum

* address PR feedback

* Documentation

* Update README.md

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

* Update src/transformers/models/gpt_neox/__init__.py

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

* Update src/transformers/models/gpt_neox/configuration_gpt_neox.py

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

* Apply suggestions from code review

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

* Remove undefined LaTeX syntax

* Update to full url to avoid confusion about if that's supposed to refer to the Hub

* fix auto

* move tests

* documentation fix

* more doc fixes

* test refactor

* fix import

* fix import

* fix import

* fix import

* fix import

* style fixes

* More modeling fixes

Co-authored-by: Jason Phang <zp489@gr057.hpc.nyu.edu>
Co-authored-by: Stella Biderman <stellabiderman@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-24 09:31:10 -04:00
NielsRogge
31ee80d556
Add LayoutLMv3 (#17060)
* Make forward pass work

* More improvements

* Remove unused imports

* Remove timm dependency

* Improve loss calculation of token classifier

* Fix most tests

* Add docs

* Add model integration test

* Make all tests pass

* Add LayoutLMv3FeatureExtractor

* Improve integration test + make fixup

* Add example script

* Fix style

* Add LayoutLMv3Processor

* Fix style

* Add option to add visual labels

* Make more tokenizer tests pass

* Fix more tests

* Make more tests pass

* Fix bug and improve docs

* Fix import of processors

* Improve docstrings

* Fix toctree and improve docs

* Fix auto tokenizer

* Move tests to model folder

* Move tests to model folder

* change default behavior add_prefix_space

* add prefix space for fast

* add_prefix_spcae set to True for Fast

* no space before `unique_no_split` token

* add test to hightligh special treatment of added tokens

* fix `test_batch_encode_dynamic_overflowing` by building a long enough example

* fix `test_full_tokenizer` with add_prefix_token

* Fix tokenizer integration test

* Make the code more readable

* Add tests for LayoutLMv3Processor

* Fix style

* Add model to README and update init

* Apply suggestions from code review

* Replace asserts by value errors

* Add suggestion by @ducviet00

* Add model to doc tests

* Simplify script

* Improve README

* a step ahead to fix

* Update pair_input_test

* Make all tokenizer tests pass - phew

* Make style

* Add LayoutLMv3 to CI job

* Fix auto mapping

* Fix CI job name

* Make all processor tests pass

* Make tests of LayoutLMv2 and LayoutXLM consistent

* Add copied from statements to fast tokenizer

* Add copied from statements to slow tokenizer

* Remove add_visual_labels attribute

* Fix tests

* Add link to notebooks

* Improve docs of LayoutLMv3Processor

* Fix reference to section

Co-authored-by: SaulLu <lucilesaul.com@gmail.com>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-05-24 09:53:45 +02:00
Sylvain Gugger
56f50590d5
Use Accelerate in from_pretrained for big model inference (#17341)
* Initial work

* More or less finished with first draft

* Update src/transformers/modeling_utils.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update src/transformers/modeling_utils.py

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

* Fix randomly initialized weights

* Update src/transformers/modeling_utils.py

Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

* Address review comments

* Rename DeepSpeed folder to temporarily fix the test issue?

* Revert to try if Accelerate fix works

* Use latest Accelerate release

* Quality and fixes

* Style

* Quality

* Add doc

* Test + fix

* More blocks

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>
2022-05-23 14:32:21 -04:00
Anugunj Naman
c86aad6110
Fix cvt docstrings (#17367) 2022-05-23 16:11:09 +02:00
ghlai9665
7b8cb26953
Correct & Improve Doctests for LayoutLMv2 (#17168)
* add inference example to LayoutLMv2ForQuestionAnswering, passing doctest

* add loss example to LayoutLMv2ForQuestionAnswering, passing doctest

* Add correct doctest for LayoutLMv2ForTokenClassification, passing doctest

* add correct doctest for LayoutLMv2ForSequenceClassification, passing test

* add correct doctest for LayoutLMv2Model, passing test

* make fixup

* fix to address review comments

* make style

* fix doctest line break issue, add to documentaiton_tests.txt, address review comments

* move comment about layoutlmv2 dependencies to the doc page

* format doc page as suggested

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

* delete extraneous backtick

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-23 08:02:31 -04:00
NielsRogge
adc0ff2502
Add CvT (#17299)
* Adding cvt files

* Adding cvt files

* changes in init file

* Adding cvt files

* changes in init file

* Style fixes

* Address comments from code review

* Apply suggestions from code review

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

* Format lists in docstring

* Fix copies

* Apply suggestion from code review

Co-authored-by: AnugunjNaman <anugunjjha@gmail.com>
Co-authored-by: Ayushman Singh <singhayushman13@protonmail.com>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-18 17:47:18 +02:00
Carl
d6b8e9cec7
Add trajectory transformer (#17141)
* Add trajectory transformer


Fix model init


Fix end of lines for .mdx files

Add trajectory transformer model to toctree

Add forward input docs

Fix docs, remove prints, simplify prediction test

Apply suggestions from code review

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Update docs, more descriptive comments

Apply suggestions from code review

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

Small comment update and add conversion script

Rebase and reformat

Fix copies

Fix rebase, remove duplicates

Fix rebase, remove duplicates

* Remove tapex

* Remove tapex

* Remove tapex
2022-05-17 19:07:43 -04:00
Cesare Campagnano
d9050dc768
[LED] fix global_attention_mask not being passed for generation and docs clarification about grad checkpointing (#17112)
* [LED] fixed global_attention_mask not passed for generation + docs clarification for gradient checkpointing

* LED docs clarification

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

* [LED] gradient_checkpointing=True should be passed to TrainingArguments

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

* [LED] docs: remove wrong word

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

* [LED] docs fix typo

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

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-05-17 23:44:37 +02:00
Jean Vancoppenolle
bad358398a
Add support for pretraining recurring span selection to Splinter (#17247)
* Add SplinterForSpanSelection for pre-training recurring span selection.

* Formatting.

* Rename SplinterForSpanSelection to SplinterForPreTraining.

* Ensure repo consistency

* Fixup changes

* Address SplinterForPreTraining PR comments

* Incorporate feedback and derive multiple question tokens per example.

* Update src/transformers/models/splinter/modeling_splinter.py

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

* Update src/transformers/models/splinter/modeling_splinter.py

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

Co-authored-by: Jean Vancoppenole <jean.vancoppenolle@retresco.de>
Co-authored-by: Tobias Günther <tobias.guenther@retresco.de>
Co-authored-by: Tobias Günther <github@tobigue.de>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-05-17 23:42:14 +02:00
Patrick von Platen
5a9957358c
Add Wav2Vec2Conformer (#16812)
* save intermediate

* add wav2vec2 conformer

* add more code

* more

* first test passes

* make all checkpoints work

* update

* up

* more clean ups

* save clean-up

* save clean-up

* save more

* remove bogus

* finalize design conformer

* remove vision

* finish all tests

* more changes

* finish code

* add doc tests

* add slow tests

* fix autoconfig test

* up

* correct docstring

* up

* update

* fix

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>

* Update docs/source/en/model_doc/wav2vec2-conformer.mdx

* upload

* save copied from

* correct configs

* fix model outputs

* add to docs

* fix imports

* finish

* finish code

* correct copied from

* correct again

* correct make fix

* improve make fix copies

* save

* correct fix copy from

* correct init structure

* correct

* fix import

* apply suggestions

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>
2022-05-17 00:43:16 +02:00
amyeroberts
f6a6388972
Add Tensorflow Swin model (#16988)
Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-16 22:19:53 +01:00
Kevin Zehnder
6cb7187324
docs(transformers): fix typo (#17263) 2022-05-16 17:04:30 -04:00
Sander Land
053a80c606
logging documentation update (#17174)
* logging documentation

* style

Co-authored-by: Sander Land <sander@chatdesk.com>
2022-05-16 16:47:28 -04:00
Sylvain Gugger
ddb1a47ec8
Automatically sort auto mappings (#17250)
* Automatically sort auto mappings

* Better class extraction

* Some auto class magic

* Adapt test and underlying behavior

* Remove re-used config

* Quality
2022-05-16 13:24:20 -04:00
Stas Bekman
71abd3ade1
[WIP] [doc] performance/scalability revamp (#15723)
* [doc] performance/scalability revamp

* link the new docs

* no :

* mixed precision

* work on the first doc

* expand the main doc

* Trigger CI

* style

* revamp single GPU training section

* work on training performance

* remove files not used anymore or will be added later

* final touches

* fix rebase

* Add hardware section to toctree

* fix toctree again

* Apply suggestions from code review

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

* remove `fast_tokenizers` entry that was copied in rebase

* add warning about DP vs DDP

* remove todo

* Apply suggestions from code review

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

* fix missing closure of codeblock

* Update docs/source/en/perf_train_gpu_many.mdx

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

* sync with #16860

* update toc

Co-authored-by: leandro <leandro.vonwerra@spoud.io>
Co-authored-by: Leandro von Werra <lvwerra@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-16 13:36:41 +02:00
Ignacio Talavera
ee393c009a
Guide to create custom models in Spanish (#17158)
* file copied and toctree updated

* Intro and configuration translated

* model section translated

* enter hotfix

* Translation over, correction pending

* Typos and corrections

* Update docs/source/es/create_a_model.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source/es/create_a_model.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source/es/create_a_model.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source/es/create_a_model.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-13 16:19:29 -04:00
Gerardo Huerta Robles
16be422912
Translated version of model_sharing.mdx doc to spanish (#16184)
* Translated version of model_sharing to spanish

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Update docs/source_es/model_sharing.mdx

* Addind model sharing to _toctree.yml

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-13 16:18:46 -04:00
Fellip Silva Alves
f9024814e1
[ fast_tokenizers.mdx ] - Added translation to portuguese to tutorial (#17076)
* [ fast_tokenizers.mdx ] - Added translation to portuguese to tutorial

* Delete docs/source/pt-br directory

* [ fast_tokenizers.mdx ] - Continuing work on file

* [ fast_tokenizers.mdx ] - Continuing work on file

* Add fast tokenizers to _toctree.yml

* Eliminated config and toctree.yml

* Nits in fast_tokenizers.mdx

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-13 16:18:14 -04:00
Rafael Zimmer
85fc455972
Added translation of installation.mdx to Portuguese Issue #16824 (#16979)
* Added translation of installation.mdx to Portuguese, as well
as default templates of _toctree.yml and _config.py

* [ build_documentation.yml ] - Updated doc_builder to build
documentation in Portuguese.
[ pipeline_tutorial.mdx ] - Created translation for the pipeline_tutorial.mdx.

* [ build_pr_documentation.yml ] - Added pt language to pr_documentation builder.

[ pipeline_tutorial.mdx ] - Grammar changes.

* [ accelerate.mdx ] - Translated to Portuguese the acceleration tutorial.

* [ multilingual.mdx ] - Added portuguese translation for multilingual tutorial.

[ training.mdx ] - Added portuguese translation for training tutorial.

* [ preprocessing.mdx ] - WIP

* Update _toctree.yml

* Adding Pré-processamento to _toctree.yml

* Update accelerate.mdx

* Nits and eliminate preprocessing file while it is ready

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-13 07:55:44 -04:00
Sayak Paul
9f16a1cc13
Update data2vec.mdx to include a Colab Notebook link (that shows fine-tuning) (#17194)
* Update data2vec.mdx

* Update data2vec.mdx

* Update docs/source/en/model_doc/data2vec.mdx

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-12 10:22:00 -04:00
Younes Belkada
b971c769e8
Add OPT (#17088)
* First version - OPT model

* Final changes

- putting use cache to False

* few changes

- remove commented block

* few changes

- remove unecessary files

* fix style issues

* few changes

- remove a test file
- added the logits test

* Update src/transformers/models/auto/tokenization_auto.py

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

* add gen tests

* few changes

- rm mask filling example on docstring

* few changes

- remove useless args

* some changes

- more tests should pass now
- needs to clean more
- documentation still needs to be done

* fix code quality

* major changes

- change attention architecture to BART-like
- modify some tests
- style fix

* rm useless classes

- remove opt for:
- QA
- cond generation
- seq classif

* Removed autodoc calls to non-existant classes

TOkenizers are not implemented

* Update src/transformers/__init__.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/__init__.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/models/auto/modeling_tf_auto.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Replaced OPTTokeniser with GPT2 tokenizer

* added GPT2Tokenizer.from_pretrained("patrickvonplaten/opt_gpt2_tokenizer")

* Removed OPTTokenizer

* make style

* Make style replaces

``` ...).unsqueeze(```
by
``` >>>).unsqueeze(```

* make repo consistency

* Removed PretrainedOPTModel

* fix opt.mdx removed other heads

* fix init, removed 3 heads

* removed heads

* finished cleaning head

* removed seauence classif and question answering

* removed unused imports

* removed useless dummy object for QA, SC and CG

* removed tests for removed useless dummy object for QA, SC and CG

* Removed head_mask using encoder layers which don't exist

* fixed test

* fix line

* added OPT to toctree

* Updated model path with pushed weigths

* fix model path

* fixed code quality

* fixed embeddings and generation tests

* update paths

* clean comments

* removed OPTClassificationHead for sentence classification

* renamed hidden layer

* renamed num layers to standard num_hidden_layers

* num_attention_heads fix

* changes for 125m

* add first version for 125m

* add first version - flax

* add new version

* causal LM output

* replace output type with BaseModelOutputWithPastAndCrossAttentions

* revert working config from 150m to 350m

* clean

* removed decoder input ids

* fixed embed dim

* more embed_dim issues

* make style + removed enc_dec test

* update falx model

* removed troublesome copy

* added is_encoder_decoder=False to config

* added set_input emb fuinction to model class

* requires torch on embed test

* use head mask instead of decoder head mask input param solves a test

* 8 test remaining, update

* Updated create_and_check_decoder_model_past_large_inputs

* Make style

* update op tokenizer with condition

* make style

* See if I can push

* some clean up

* remove linear head hack

* save intermediate

* save correct attention

* add copied from from bart

* Update src/transformers/models/opt/modeling_opt.py

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

* fix part of the reviewss
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* same changes in naming / conversion

* correct mask

* more fixes

* delete FlaxOPT and TfOPT

* clean traces of Flax and Tf

* fix mask

* fixed positionnal embedding length when past key value is provoded

* get 125m, 6.7b to work

* Added do_layer_norm

* solved mismatch in load dictionnary

* clean up preapre opt input dict

* fixed past key value as bool

* fix previus

* fixed return dict False tuple issue

* All tests are passing

* Make style

* Ignore OPTDecoder non tested

* make fix-copies

* make repo consistency

* small fix

* removed uselss @torch.no_grad decorator

* make styl;e

* fix previous opt test

* style

* make style

* added opt documentation

* update OPT_PRETRAINED_MODEL_ARCHIVE_LIST

* up

* more fixes

* model & config work

* Update src/transformers/models/opt/modeling_opt.py

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* Update src/transformers/models/opt/modeling_opt.py

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* Update src/transformers/models/opt/modeling_opt.py

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* added comment on padding hack (+2)

* cleaup

* review update

* docstring for missing arg

* Update docs/source/en/model_doc/opt.mdx

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* Update docs/source/en/model_doc/opt.mdx

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* Update docs/source/en/model_doc/opt.mdx

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* Update src/transformers/models/opt/__init__.py

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* update pretrained map

* update path and tests

* make style

* styling

* make consistency

* add gpt2 tok new

* more tok fixes

* Update src/transformers/models/auto/tokenization_auto.py

* Update docs/source/en/model_doc/opt.mdx

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* Update docs/source/en/model_doc/opt.mdx

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* Update docs/source/en/model_doc/opt.mdx

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* Update src/transformers/models/opt/modeling_opt.py

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* Update tests/models/opt/test_modeling_opt.py

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* Update src/transformers/models/opt/modeling_opt.py

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* Update src/transformers/models/opt/modeling_opt.py

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* Update src/transformers/models/opt/modeling_opt.py

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* Update src/transformers/models/opt/modeling_opt.py

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* Update src/transformers/models/opt/modeling_opt.py

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* Update based on reviews

* Apply suggestions from code review

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* make style

* make tokenizer auto tests pass

* apply Lysandre suggestion

* finish tests

* add some good tokenizer tests

* improve docs slighly

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2022-05-12 12:24:35 +02:00
Omar U. Espejel
1a688709b3
Fix contents in index.mdx to match docs' sidebar (#17198)
* Fix contents in index.mdx to match docs' sidebar

* Eliminates api section from contents
2022-05-12 02:37:13 -05:00
Omar Sanseviero
b17b78897b
Fix style error in Spanish docs (#17197) 2022-05-12 08:51:46 +02:00
Omar U. Espejel
1a66a6c677
Translate index.mdx (to ES) and add Spanish models to quicktour.mdx examples (#16685)
* Change nits in Spanish for quicktour.mdx

- Add tasks names in English too.
- Fix small nits in Spanish

* Translate index.mdx to Spanish

* Translate body of index.
* Translated the compatible models list (not the papers´ names). Since this should not be updated manually, I can come back to the original text.

* Add models and a  dataset for Spanish in the code exmaples

* Replaced the English models to Spanish versions.

* Add index to _toctree.yml and fix Spanish

* Fix double ““ error

* Change negative example in ASR example

* make style

* Debug style in quicktour.mdx
2022-05-11 23:35:07 -05:00
Jorge Loayza R
e2d678b71c
Documentation: Spanish translation of fast_tokenizers.mdx (#16882)
* Spanish translation of fast_tokenizers.mdx

* add fast_tokenizers to the spanish _toctree.yml

* Update docs/source/es/fast_tokenizers.mdx

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* Update docs/source/es/fast_tokenizers.mdx

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* Update docs/source/es/fast_tokenizers.mdx

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* Update docs/source/es/fast_tokenizers.mdx

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* Update docs/source/es/fast_tokenizers.mdx

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* Update docs/source/es/fast_tokenizers.mdx

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2022-05-11 22:25:44 -05:00
Joaq
ae82da2181
Added es version of language_modeling.mdx doc (#17021)
* Spanish version of language_modeling.mdx doc file

* modification to toctree.yml file

* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Update docs/source/es/language_modeling.mdx

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* Correct position of Guías conceptuales

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2022-05-11 22:04:56 -05:00
jkmg
36ddcc0d35
Spanish translation of philosophy.mdx #15947 (#16922)
* adding philosophy.mdx translation to Spanish

* adding philosophy.mdx translation to Spanish

* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* Update docs/source/es/philosophy.mdx

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* philosophy translation to Spanish

* Update _toctree.yml

* Update _toctree.yml

* nits

Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>
2022-05-11 20:47:50 -05:00
Amanpreet Singh
a10f61834d
[feat] Add FLAVA model (#16654)
* [WIP] Add FLAVA model

This PR aims to add [FLAVA](ihttps://arxiv.org/abs/2112.04482) model to the transformers repo.

Following checklist delineates the list of things to be done for this PR
to be complete:

[x] Flava init
[x] Flava base models
[x] Flava layers
[x] Flava Configs
[x] Flava encoders
[x] Flava pretraining models
[ ] Flava classification/retrieval models (To be added in a separate PR)
[x] Documentation updates 
[x] Imports updates 
[x] Argstring updates
[x] Flava pretrained checkpoints 
[x] Flava tests
[x] Flava processors 
[x] Sanity check
[x] Lint
2022-05-11 14:56:48 -07:00
hasan salim kanmaz
c33f6046c3
[WIP] Enable reproducibility for distributed trainings (#16907)
* add seed worker and set_deterministic_seed_for_cuda function to enforce reproducability

* change function name to enable determinism, add docstrings, reproducability support for tf

* change function name to enable_determinism_for_distributed_training

* revert changes in set_seed and call set_seed within enable_full_determinism

* add one position argument for seed_worker function

* add full_determinism flag in training args and call enable_full_determinism when it is true

* add enable_full_determinism to documentation

* apply make fixup after the last commit

* Update src/transformers/training_args.py

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-05-11 09:37:13 -04:00
Jason Phang
48a8f3daa1
Add DebertaV2ForMultipleChoice (#17135) 2022-05-10 16:21:44 -04:00
Patrick Haller
259eeb6dab
Fixing the output of code examples in the preprocessing chapter (#17162) 2022-05-10 12:16:28 -04:00
Zachary Mueller
d719bcd46a
Fix all docs for accelerate install directions (#17145) 2022-05-09 15:45:18 -04:00
Sylvain Gugger
7783fa6bb3 Fix quality and repo consistency 2022-05-09 11:14:36 -04:00
Sourab Mangrulkar
05fc1766ff
PyTorch FSDP integration in Trainer (#17136)
* PyTorch FSDP integration in Trainer

* reformatting

make style and make quality are now compliant.

* Updating dependency check

* Trigger CI

Co-authored-by: Sylvain Gugger <Sylvain.gugger@gmail.com>
2022-05-09 20:40:56 +05:30
Manan Dey
dc3645dc9c
add mobilebert onnx configs (#17029)
* update docs of length_penalty

* Revert "update docs of length_penalty"

This reverts commit 466bf4800b.

* add mobilebert onnx config

* address suggestions

* Update auto.mdx

* Update __init__.py

* Update features.py
2022-05-09 10:36:53 -04:00
Ritik Nandwal
215e0681e4
Added BigBirdPegasus onnx config (#17104)
* Add onnx configuration for bigbird-pegasus

* Modify docs
2022-05-06 17:31:00 +02:00
Steven Liu
cad61b6839
Fix link to example scripts (#17103) 2022-05-05 15:20:27 -05:00
Daniel Espejel
db377a0b37
Added spanish translation of autoclass_tutorial. (#17069)
* Added spanish translation of autoclass_tutorial.
Added 'local' and 'title' fields for autoclass_tutorial.

* Fixed autoclass_tutorial title in _toctree.yml and autoclass_tutorial.mdx
2022-05-04 14:18:24 -05:00
Steven Liu
23619ef6b7
📝 open fresh PR for pipeline doctests (#17073) 2022-05-04 11:30:34 -05:00
Sayak Paul
049e791758
Add Data2Vec for Vision in TF (#17008)
* add utilities till TFData2VecVisionLayer.

* chore: pass window_size to attention layer.

* feat: add TFData2VecVisionRelativePositionBias.

* feat: initial implementation ready for tf data2vec.

* fix: relative position bias index, table to be fixed.

* chore: implementation added, tests remaining.

* add: tests, other PR files.

* fix: code quality.

* fix: import structure in init.

* chore: run make fix-copies.

* chore: address PR feedback (round I).

* chore: styling nit.

* fix: tests due to removal of to_2tuple().

* chore: rebase with upstream main and move the test.

* Update src/transformers/models/auto/modeling_tf_auto.py

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

* Update src/transformers/models/auto/modeling_tf_auto.py

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* fix: layer call.

* chore: remove from_pt=True and rerun test.

* chore: remove cast and tf.divide.

* chore: minor edits to the test script.

* Update src/transformers/models/data2vec/modeling_tf_data2vec_vision.py

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* fix: expand() on TF tensors with broadcast_to().

* fix: test import.

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2022-05-04 08:08:25 -04:00
Sylvain Gugger
a8fa2f91f4
Make Trainer compatible with sharded checkpoints (#17053)
* Make Trainer compatible with sharded checkpoints

* Add doc
2022-05-03 09:55:10 -04:00
Sanchit Gandhi
cd9274d010
[FlaxBert] Add ForCausalLM (#16995)
* [FlaxBert] Add ForCausalLM

* make style

* fix output attentions

* Add RobertaForCausalLM

* remove comment

* fix fx-to-pt model loading

* remove comment

* add modeling tests

* add enc-dec model tests

* add big_bird

* add electra

* make style

* make repo-consitency

* add to docs

* remove roberta test

* quality

* amend cookiecutter

* fix attention_mask bug in flax bert model tester

* tighten pt-fx thresholds to 1e-5

* add 'copied from' statements

* amend 'copied from' statements

* amend 'copied from' statements

* quality
2022-05-03 11:26:19 +02:00
Lysandre Debut
bb2e088be7
Allow all imports from transformers (#17050) 2022-05-02 12:47:39 -04:00
NielsRogge
1ac698744c
Add YOLOS (#16848)
* First draft

* Add YolosForObjectDetection

* Make forward pass work

* Add mid position embeddings

* Add interpolation of position encodings

* Add expected values

* Add YOLOS to tests

* Add integration test

* Support tiny model as well

* Support all models in conversion script

* Remove mid_pe_size attribute

* Make more tests pass

* Add model to README and fix config

* Add copied from statements

* Rename base_model_prefix to vit

* Add missing YOLOS_PRETRAINED_CONFIG_ARCHIVE_MAP

* Apply suggestions from code review

* Apply more suggestions from code review

* Convert remaining checkpoints

* Improve docstrings

* Add YolosFeatureExtractor

* Add feature extractor to docs

* Add corresponding tests

* Fix style

* Fix docs

* Apply suggestion from code review

* Fix bad rebase

* Fix some more bad rebase

* Fix missing character

* Improve docs and variable names

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-05-02 18:30:55 +02:00
Yih-Dar
ede5e04191
Add a check on config classes docstring checkpoints (#17012)
* Add the check

* add missing ckpts

* add a list to ignore

* call the added check script

* better regex pattern

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2022-04-30 10:40:46 +02:00
Sylvain Gugger
7152ed2bae
Result of new doc style with fixes (#17015)
* Result of new doc style with fixes

* Add last two files

* Bump hf-doc-builder
2022-04-29 17:42:15 -04:00
Mishig Davaadorj
cf8a7c2490
Update custom_models.mdx (#16964)
BertModelForSequenceClassification -> BertForSequenceClassification
2022-04-27 16:46:55 +02:00
Yang Ming
10dfa126b7
documentation: some minor clean up (#16850) 2022-04-26 16:56:08 -04:00
Krishna Sirumalla
aaee4038c3
Add onnx config for RoFormer (#16861)
* add roformer onnx config
2022-04-26 16:51:15 +02:00
Rushi Chaudhari
8246caf3eb
added deit onnx config (#16887)
* added deit onnx config
2022-04-25 20:50:45 +02:00
Patrick von Platen
3a71e94a92
Fix doc test quicktour dataset (#16929)
* fix doc test

* fix doc test

Co-authored-by: Patrick <patrick@pop-os.localdomain>
2022-04-25 16:26:59 +02:00
Patrick von Platen
72728be3db
[DocTests] Fix some doc tests (#16889)
* [DocTests] Fix some doc tests

* hacky fix

* correct
2022-04-23 08:40:14 +02:00
Thomas Chaigneau
ec81c11a18
Add OnnxConfig for ConvBERT (#16859)
* add OnnxConfig for ConvBert

Co-authored-by: ChainYo <t.chaigneau.tc@gmail.com>
2022-04-22 18:19:15 +02:00
Nicolas Patry
e789418ebe
Adding support for array key in raw dictionnaries in ASR pipeline. (#16827)
* Adding support for `array` key in raw dictionnaries in ASR pipeline.

* ES .

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Making it work by not popping `array` first.

* Black 22.3

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-04-21 14:39:10 +02:00
Stas Bekman
67ed0e43dc
[docs] fix url (#16860) 2022-04-20 11:01:24 -07:00
Yang Ming
ff06b17791
add DebertaV2 fast tokenizer (#15529)
Co-authored-by: alcinos <carion.nicolas@gmail.com>
Co-authored-by: SaulLu <55560583+SaulLu@users.noreply.github.com>
Co-authored-by: Nicolas Carion <carion.nicolas@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-04-20 10:26:51 +02:00
Patrick von Platen
8d3f952adb
[Data2Vec] Add data2vec vision (#16760)
* save intermediate

* add vision

* add vision

* save

* finish models

* finish models

* continue

* finish

* up

* up

* up

* tests all pass

* clean up

* up

* up

* fix bugs in beit

* correct docs

* finish

* finish docs

* make style

* up

* more fixes

* fix type hint

* make style

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update tests/data2vec/test_modeling_data2vec_vision.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* fix test

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-04-18 17:52:13 +02:00
Patrick von Platen
9a2995ee39
[Quicktour Audio] Improve && remove ffmpeg dependency (#16723)
* [Quicktour Audio] Improve && remove ffmpeg dependency

* final fix

* final touches
2022-04-18 16:50:13 +02:00
Patrick von Platen
b24201fa44
[Doctests] Fix all T5 doc tests (#16646)
* [Doctests] Fix all T5 doc tests

* make style

* Update docs/source/en/model_doc/t5.mdx

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

* Apply Sylvains comments

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-04-13 11:36:54 +02:00
Minh Chien Vu
9c9db751e2
add Bigbird ONNX config (#16427)
* add Bigbird ONNX config
2022-04-12 20:46:06 +02:00
Anmol Joshi
a315988bae
Moved functions to pytorch_utils.py (#16625)
* Moved functions to pytorch_utils.py

* isort formatting

* Reverted tf changes

* isort, make fix-copies

* documentation fix

* Fixed Conv1D import

* Reverted research examples file

* backward compatibility for pytorch_utils

* missing import

* isort fix
2022-04-12 12:38:50 -04:00
Sylvain Gugger
0711c45eae
Remove duplicate header (#16732) 2022-04-12 12:37:13 -04:00
Patrick von Platen
098b002644
[Doctests] Correct task summary (#16644) 2022-04-11 14:59:35 +02:00
Yih-Dar
8e93dc7eaf
Fix some doc examples in task summary (#16666)
* Fix some doc examples

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2022-04-11 11:20:03 +02:00
Steven Liu
7c5d79912a
Update audio examples with MInDS-14 (#16633)
*  update audio examples with minds dataset

* 🖍 make style

* 🖍 minor fixes for doctests
2022-04-08 15:55:42 -05:00
NielsRogge
4ef0abb738
Add TAPEX (#16473)
* Add TapexTokenizer

* Improve docstrings and provide option to provide answer

* Remove option for pretokenized inputs

* Add TAPEX to README

* Fix copies

* Remove option for pretokenized inputs

* Initial commit: add tapex fine-tuning examples on both table-based question answering and table-based fact verification.

* - Draft a README file for running the script and introducing some background.
- Remove unused code lines in tabfact script.
- Disable the deafult `pad_to_max_length` option which is memory-consuming.

* * Support `as_target_tokenizer` function for TapexTokenizer.
* Fix the do_lower_case behaviour of TapexTokenizer.
* Add unit tests for target scenarios and cased/uncased scenarios for both source and target.

* * Replace the label BartTokenizer with TapexTokenizer's as_target_tokenizer function.
* Fix typos in tapex example README.

* * fix the evaluation script - remove the property `task_name`

* * Make the label space more clear for tabfact tasks

* * Using a new fine-tuning script for tapex-base on tabfact.

* * Remove the lowercase code outside the tokenizer - we use the tokenizer to control whether do_lower_case
* Guarantee the hyper-parameter can be run without out-of-memory on 16GB card and report the new reproduced number on wikisql

* * Remove the default tokenizer_name option.
* Provide evaluation command.

* * Support for WikiTableQuestion dataset.

* Fix a typo in README.

* * Fix the datasets's key name in WikiTableQuestions

* Run make fixup and move test to folder

* Fix quality

* Apply suggestions from code review

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Apply suggestions from code review

* Apply suggestions from code review

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

* Apply some more suggestions from code review

* Improve docstrings

* Overwrite failing test

* Improve comment in example scripts

* Fix rebase

* Add TAPEX to Auto mapping

* Add TAPEX to auto config mappings

* Put TAPEX higher than BART in auto mapping

* Add TAPEX to doc tests

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>
Co-authored-by: SivilTaram <qianlxc@outlook.com>
Co-authored-by: Niels Rogge <nielsrogge@nielss-mbp.home>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-04-08 10:57:51 +02:00
Francesco Saverio Zuppichini
af14c61973
RegNet (#16188)
* base model done

* make style

* done

* added files

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

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

* Trigger doc build

* resolved conversations

* resolved conversations

* seer models

* minor changes

* minor changes

* make fixup

* glob variables

* minor changes

* fix copies

* config when possibile

* resolved conflicts

* resolved conflicts

* resolved conflicts

* CI

* conversion script for 10b param

* fixed for 10b model

* minor updates in the doc + make style

* removed unused code

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* removed unused code

* removed unused code

* updated modeling_utils from main

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <Sylvain.gugger@gmail.com>
2022-04-07 21:58:00 +02:00
Joao Gante
3f43d824b9
TF generate refactor - Beam Search (#16374)
* refactor TF beam search

* refactored generate can now properly use attention masks

* add force bos/eos logit processors
2022-04-06 18:19:34 +01:00
Patrick von Platen
c65633156b
[Speech2Text Doc] Fix docs (#16611)
* [Speech2Text Doc] Fix docs

* apply ydshiehs suggestions
2022-04-06 14:19:00 +02:00
Patrick von Platen
0bf18643f4
[Minds14] Correct quicktour (#16626) 2022-04-06 11:27:11 +02:00
Sylvain Gugger
208f4c109a Quality 2022-04-05 14:12:01 -04:00
Steven Liu
f553c3ce4c
Update summary of the tasks (#16528)
* 📝 add image/vision classification and asr

* 🖍 minor formatting fixes

* Fixed a typo in legacy seq2seq_trainer.py (#16531)

* Add ONNX export for BeiT (#16498)

* Add beit onnx conversion support

* Updated docs

* Added cross reference to ViT ONNX config

* call on_train_end when trial is pruned (#16536)

* Type hints added (#16529)

* Fix Bart type hints (#16297)

* Add type hints to PLBart PyTorch

* Remove pending merge conflicts

* Fix PLBart Type Hints

* Add changes from review

* Add VisualBert type hints (#16544)

* Adding missing type hints for mBART model (PyTorch) (#16429)

* added type hints for mbart tensorflow tf implementation

* Adding missing type hints for mBART model 

Tensorflow Implementation model added with missing type hints

* Missing Type hints - correction

For TF model

* Code fixup using make quality tests

* Hint types - typo error

* make fix-copies and make fixup

* type hints

* updated files

* type hints update

* making dependent modesls coherent

Co-authored-by: matt <rocketknight1@gmail.com>

* Remove MBart subclass of XLMRoberta in tokenzier docs (#16546)

* Remove MBart subclass of XLMRoberta in tokenzier

* Fix style

* Copy docs from MBart50 tokenizer

* Use random_attention_mask for TF tests (#16517)

* use random_attention_mask for TF tests

* Fix for TFCLIP test (for now).

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Improve code example (#16450)

Co-authored-by: Niels Rogge <nielsrogge@nielss-mbp.home>

* Pin tokenizers version <0.13 (#16539)

* Pin tokenizers version <0.13

* Style

* Add code samples for TF speech models (#16494)

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* [FlaxSpeechEncoderDecoder] Fix dtype bug (#16581)

* [FlaxSpeechEncoderDecoder] Fix dtype bug

* more fixes

* Making the impossible to connect error actually report the right URL. (#16446)

* Fix flax import in __init__.py: modeling_xglm -> modeling_flax_xglm (#16556)

* Add utility to find model labels (#16526)

* Add utility to find model labels

* Use it in the Trainer

* Update src/transformers/utils/generic.py

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* Quality

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* Enable doc in Spanish (#16518)

* Reorganize doc for multilingual support

* Fix style

* Style

* Toc trees

* Adapt templates

* Add use_auth to load_datasets for private datasets to PT and TF examples (#16521)

* fix formatting and remove use_auth

* Add use_auth_token to Flax examples

* add a test checking the format of `convert_tokens_to_string`'s output (#16540)

* add new tests

* add comment to overridden tests

* TF: Finalize `unpack_inputs`-related changes (#16499)

* Add unpack_inputs to remaining models

* removed kwargs to `call()` in TF models

* fix TF T5 tests

* [SpeechEncoderDecoderModel] Correct Encoder Last Hidden State Output (#16586)

* initialize the default rank set on TrainerState (#16530)

* initialize the default rank set on TrainerState

* fix style

* Trigger doc build

* Fix CI: test_inference_for_pretraining in ViTMAEModelTest (#16591)

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* add a template to add missing tokenization test (#16553)

* add a template to add missing tokenization test

* add cookiecutter setting

* improve doc

* Update templates/adding_a_missing_tokenization_test/README.md

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

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

* made _load_pretrained_model_low_mem static + bug fix (#16548)

* handle torch_dtype in low cpu mem usage (#16580)

* [Doctests] Correct filenaming (#16599)

* [Doctests] Correct filenaming

* improve quicktour

* make style

* Adding new train_step logic to make things less confusing for users (#15994)

* Adding new train_step logic to make things less confusing for users

* DO NOT ASK WHY WE NEED THAT SUBCLASS

* Metrics now working, at least for single-output models with type annotations!

* Updates and TODOs for the new train_step

* Make fixup

* Temporary test workaround until T5 has types

* Temporary test workaround until T5 has types

* I think this actually works! Needs a lot of tests though

* MAke style/quality

* Revert changes to T5 tests

* Deleting the aforementioned unmentionable subclass

* Deleting the aforementioned unmentionable subclass

* Adding a Keras API test

* Style fixes

* Removing unneeded TODO and comments

* Update test_step too

* Stop trying to compute metrics with the dummy_loss, patch up test

* Make style

* make fixup

* Docstring cleanup

* make fixup

* make fixup

* Stop expanding 1D input tensors when using dummy loss

* Adjust T5 test given the new compile()

* make fixup

* Skipping test for convnext

* Removing old T5-specific Keras test now that we have a common one

* make fixup

* make fixup

* Only skip convnext test on CPU

* Update src/transformers/modeling_tf_utils.py

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

* Update src/transformers/modeling_tf_utils.py

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

* Avoiding TF import issues

* make fixup

* Update compile() to support TF 2.3

* Skipping model.fit() on template classes for now

* Skipping model.fit() on template class tests for now

* Replace ad-hoc solution with find_labels

* make fixup

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

* Adding missing type hints for BigBird model   (#16555)

* added type hints for mbart tensorflow tf implementation

* Adding missing type hints for mBART model 

Tensorflow Implementation model added with missing type hints

* Missing Type hints - correction

For TF model

* Code fixup using make quality tests

* Hint types - typo error

* make fix-copies and make fixup

* type hints

* updated files

* type hints update

* making dependent modesls coherent

* Type hints for BigBird

* removing typos

Co-authored-by: matt <rocketknight1@gmail.com>

* [deepspeed] fix typo, adjust config name (#16597)

* 🖍 apply feedback

Co-authored-by: Cathy <815244047@qq.com>
Co-authored-by: Jim Rohrer <jrohrer1@gmail.com>
Co-authored-by: Ferdinand Schlatt <fschlatt@gmail.com>
Co-authored-by: Dahlbomii <101373053+Dahlbomii@users.noreply.github.com>
Co-authored-by: Gunjan Chhablani <chhablani.gunjan@gmail.com>
Co-authored-by: Rishav Chandra Varma <rishavchandra.v16@iiits.in>
Co-authored-by: matt <rocketknight1@gmail.com>
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Niels Rogge <nielsrogge@nielss-mbp.home>
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
Co-authored-by: Daniel Stancl <46073029+stancld@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
Co-authored-by: Karim Foda <35491698+KMFODA@users.noreply.github.com>
Co-authored-by: SaulLu <55560583+SaulLu@users.noreply.github.com>
Co-authored-by: Joao Gante <joao@huggingface.co>
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: Andres Codas <andrescodas@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <Sylvain.gugger@gmail.com>
Co-authored-by: Francesco Saverio Zuppichini <francesco.zuppichini@gmail.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2022-04-05 12:48:42 -05:00
Patrick von Platen
7ccacdf10f
[Doctests] Correct filenaming (#16599)
* [Doctests] Correct filenaming

* improve quicktour

* make style
2022-04-05 14:15:02 +02:00
Sylvain Gugger
b9a768b3ff
Enable doc in Spanish (#16518)
* Reorganize doc for multilingual support

* Fix style

* Style

* Toc trees

* Adapt templates
2022-04-04 10:25:46 -04:00
Jim Rohrer
9de70f213e
Add ONNX export for BeiT (#16498)
* Add beit onnx conversion support

* Updated docs

* Added cross reference to ViT ONNX config
2022-04-01 10:52:42 +02:00
Francesco Saverio Zuppichini
a8b6443e06
Refactor Modeling Outputs (#16341)
* first proposal

* replace model outputs in various models

* conflicts

* docstring

* update poolformer

* minor change in docstring

* CI

* removed poolformer specific outputs from doc

* removed convnext specific outputs from doc

* CI

* weird char in segformer

* conversations

* reverted docstring for BaseModelOutputWithPooling

* update outputs

* changed docstring in BaseModelOutput

* updated docstring in modeling outputs

* typos :)

* fixed typo after copy & paste it all around

* CI

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* segformer

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-03-31 09:32:33 +02:00
Sayak Paul
5b40a37bc4
Add TF ViT MAE (#16255)
* ported TFViTMAEIntermediate and TFViTMAEOutput.

* added TFViTMAEModel and TFViTMAEDecoder.

* feat: added a noise argument in the implementation for reproducibility.

* feat: vit mae models with an additional noise argument for reproducibility.

Co-authored-by: ariG23498 <aritra.born2fly@gmail.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2022-03-29 18:24:15 +01:00
Wesley A. Cheng
875e07a9e3
[doc] Fix missing trainer import (#16469) 2022-03-29 18:57:43 +02:00
Wesley A. Cheng
3015d12bfb
fix wrong variable name (#16467) 2022-03-29 18:55:40 +02:00
Steven Liu
45abb37ac9
Remove duplicate mLuke (#16460)
* Remove duplicate mLuke

* 🖍 apply feedback
2022-03-29 10:34:30 -05:00
NielsRogge
979b039c89
Add DPT (#15991)
* First draft

* More improvements

* Add fusion blocks

* Make conversion script work for dpt_large

* Make conversion script work

* Improve implementation

* Improve conversion script

* Add DPTForSemanticSegmentation

* Make conversion work for semantic segmentation

* Add tests

* Remove print statements

* First draft

* Redesign neck

* Improve tests

* Improve implementation some more

* Make neck output list of tensors

* Improve neck and feature extractor

* Fix integration tests

* Make more tests pass

* Make all tests pass

* Add missing config archive map

* Add in_index attribute to make heads accept list of tensors

* Apply suggestions from code review

* Apply suggestions from code review

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

* Apply some more suggestions

* Add copied from statements

* Remove assert

* Apply suggestions from code review

* Apply suggestions from code review

* Remove DPTInterpolate in favor of nn.Upsample

* Add comments

* Apply suggestions from code review

* Apply suggestions from code review

* Add proposed design

* Update design

* Add DPTReassembleLayer

* Add DPTFeatureFusionStage

* Apply more suggestions from code review

* Apply suggestions from code review

* Apply suggestions from code review

* Fix rebase

* Update in_index and out_indices

* Fix conversion script

* Fix code quality

* Add model to toctree and use DepthEstimatorOutput

* Fix rebase

* Fix code examples

* Improve code

* Fix copied from statements

* Apply suggestions from code review

* Remove compute_loss method

* Apply suggestions from code review

* Fix documentation tests file

* Remove test.py file

* Improve doc example

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Niels Rogge <nielsrogge@nielss-mbp.home>
2022-03-28 16:28:10 +02:00
Sylvain Gugger
473709fc76
Use doc builder styler (#16412)
* Config update

* Use doc-builder styler

* Cleanup

* Adapt import

* We need it there too!
2022-03-28 07:45:18 -04:00
Kurian Benoy
c88ff66cc8
Fix broken links (#16113)
* Update marian.mdx

* Update marian.mdx

* Update docs/source/model_doc/marian.mdx

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

* Update marian.mdx

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2022-03-28 05:38:17 -04:00
Nathan Glenn
e02f95b229
remove references to PDF reading via PIL (#15293)
* fix confusing PIL instructions

As stated in the documentation
[here](https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html?highlight=pdf#write-only-formats),
PIL can only write PDF's, not read them. Remove references to reading
PDF's via PIL from this page to avoid confusion.

* mention PDF in doc examples using PIL

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Be explicit: PDFs must be converted to images

* fix formatting

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-03-28 05:00:29 -04:00
Steven Liu
b320d87ece
Create concept guide section (#16369)
*  create concept guide section

* 🖍 make fixup

* 🖍 apply feedback

Co-authored-by: Steven <stevhliu@gmail.com>
2022-03-25 14:51:43 -05:00
Daniel Stancl
ed2ee373d0
Add TF implementation of GPT-J (#15623)
* Initial commit

* Add TFGPTJModel

* Fix a forward pass

* Add TFGPTJCausalLM

* Add TFGPTJForSequenceClassification

* Add TFGPTJForQuestionAnswering

* Fix docs

* Deal with TF dynamic shapes

* Add Loss parents to models

* Adjust split and merge heads to handle 4 and 5-dim tensors

* Update outputs for @tooslow tests
2022-03-25 19:27:19 +00:00
lewtun
a97f3150c4
Add ONNX support for Blenderbot and BlenderbotSmall (#15875)
* Add ONNX support for Blenderbot

* Add BlenderbotSmall ONNX configuration

* Update serialization table
2022-03-25 17:04:43 +01:00
Sylvain Gugger
867f3950fa
Rename master to main for notebooks links and leftovers (#16397) 2022-03-25 09:12:23 -04:00
Sylvain Gugger
088c1880b7
Big file_utils cleanup (#16396)
* Big file_utils cleanup

* This one still needs to be treated separately
2022-03-25 07:25:20 -04:00
Sylvain Gugger
3a0f1684c3
Fix readme links and add CI check (#16392)
* Fix doc links in README

* Fix name

* Fix links in READMEs and doc index

* Error if there is something wrong so the CI knows
2022-03-24 11:59:09 -04:00
Thomas Chaigneau
029b0d95ed
add GPT-J ONNX config to Transformers (#16274)
* add GPT-J ONNX config to Transformers

* remove token-classification features mapping

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* add question-answering features mapping

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* add GPT2 config init to GPT2 config + copie shebang for fix-copies

Co-authored-by: ChainYo <t.chaigneau.tc@gmail.com>
Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>
2022-03-23 16:36:11 -04:00
Edward Beeching
aff9bc405a
Decision transformer gym (#15845)
* Created the Decision Transformer Modle

* updating tests, copy to other machine

* Added last hidden size to Decision Transformer modelling outputs

* Removed copy of original DT file

* made a temporary change to gpt2 to have it conform with the Decision Transformer version

* Updated tests

* Ignoring a file used to test the DT model

* added comments to config file

* added comments and argument descriptions to decision transformer file

* Updated doc

* Ran "make style"

* Remove old model imports

* Removed unused imports, cleaned up init file

* Update docs/source/model_doc/decision_transformer.mdx

added my username

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

* Reverted changes made to gpt2

* Removed datasets submodule

* Update the modeling outputs to include gpt2 attentions, hidden states and last hidden states

* Added support for return of hidden states, attentions and return dict of gpt2 model.

* Updated tests to include many of the ModelTesterMixin tests. 

The following tests are skipped: test_generate_without_input_ids, test_pruning, test_resize_embeddings, test_head_masking, test_attention_outputs, test_hidden_states_output, test_inputs_embeds, test_model_common_attributes

* Added missing line to the end of gpt2 file

* Added an integration test for the Decision Transformer

Test performs and autoregressive evaluation for two time steps

* Set done and info to _ to fix failing test

* Updated integration test to be deterministic and check expected outputs

* Apply suggestions from code review

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

* Removed unnecessary config options

* Cleaned up commented code and old comments.

* Cleaned up commented code.

* Changed DecisionTransformer to Decision Transformer

* Added Decision Transformer to the main README file

* Added copy of GTP2 called DecisionTranformerGPT2Model

* isorted imports

* isorted imports

* Added model to non-English README files

* Ran make fix-copies and corrected some cases.

* Updated index file to include Decision Transformer

* Added gpt2 model as copy inside the Decision Transformer model file

* Added the unit test file to the list of TEST_FILES_WITH_NO_COMMON_TESTS

* Deleted redundant checkpoint files (I don't know how these got committed)

* Removed testing files. (These should have never been committed)

* Removed accidentally committed files

* Moved the Decision Transformer test to its own directory

* Add type hints for Pegasus (#16324)

* Funnel type hints (#16323)

* add pt funnel type hints

* add tf funnel type hints

* Add type hints for ProphetNet PyTorch (#16272)

* [GLPN] Improve docs (#16331)

* Add link to notebook

* Add link

* Fix bug

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>

* Added type hints for Pytorch Marian calls (#16200)

* Added type hinting for forward functions in pytorch marian

* typo correction

* Removed type hints on functions from BART per Suraj Patil request

* fix import pb

* fix typo

* corrected tuple call

* ran black

* after fix-copies
Some optional tags on primitives were removed, past_key_values in MarianForCausalLM changed from Tuple of Tuple to List

* Fixing copies to roformer and pegasus

Co-authored-by: Clementine Fourrier <cfourrie@inria.fr>
Co-authored-by: matt <rocketknight1@gmail.com>

* Moved DecisionTransformOutput to modeling_decision_transformer

* Moved the example usage to research project and cleaned comments

* Made tests ignore the copy of gpt2 in Decision Transformer

* Added module output to modelling decision transformer

* removed copied gpt2 model from list of transformers models

* Updated tests and created __init__ file for new test location

* Update README.md

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

* Update src/transformers/models/decision_transformer/configuration_decision_transformer.py

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

* Removed unneeded summary type from config file

* Fixed copies

* Updated pretrained config map to refer to hopper-medium checkpoint

* done (#16340)

* Added Decision transformer to model docs

* Update src/transformers/models/decision_transformer/modeling_decision_transformer.py

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

* Update src/transformers/models/decision_transformer/modeling_decision_transformer.py

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

* Update src/transformers/models/decision_transformer/configuration_decision_transformer.py

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

* Add type annotations for Rembert/Splinter and copies (#16338)

* undo black autoformat

* minor fix to rembert forward with default

* make fix-copies, make quality

* Adding types to template model

* Removing List from the template types

* Remove `Optional` from a couple of types that don't accept `None`

Co-authored-by: matt <rocketknight1@gmail.com>

* [Bug template] Shift responsibilities for long-range (#16344)

* Fix code repetition in serialization guide (#16346)

* Adopt framework-specific blocks for content (#16342)

*  refactor code samples with framework-specific blocks

*  update training.mdx

* 🖍 apply feedback

* Updates the default branch from master to main (#16326)

* Updates the default branch from master to main

* Links from `master` to `main`

* Typo

* Update examples/flax/README.md

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

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

* Updated model with custom docstring example

* Created the Decision Transformer Modle

* updating tests, copy to other machine

* Added last hidden size to Decision Transformer modelling outputs

* Removed copy of original DT file

* made a temporary change to gpt2 to have it conform with the Decision Transformer version

* Updated tests

* Ignoring a file used to test the DT model

* added comments to config file

* added comments and argument descriptions to decision transformer file

* Updated doc

* Ran "make style"

* Remove old model imports

* Removed unused imports, cleaned up init file

* Update docs/source/model_doc/decision_transformer.mdx

added my username

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

* Reverted changes made to gpt2

* Removed datasets submodule

* Update the modeling outputs to include gpt2 attentions, hidden states and last hidden states

* Added support for return of hidden states, attentions and return dict of gpt2 model.

* Updated tests to include many of the ModelTesterMixin tests. 

The following tests are skipped: test_generate_without_input_ids, test_pruning, test_resize_embeddings, test_head_masking, test_attention_outputs, test_hidden_states_output, test_inputs_embeds, test_model_common_attributes

* Added missing line to the end of gpt2 file

* Added an integration test for the Decision Transformer

Test performs and autoregressive evaluation for two time steps

* Set done and info to _ to fix failing test

* Updated integration test to be deterministic and check expected outputs

* Apply suggestions from code review

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

* Removed unnecessary config options

* Cleaned up commented code and old comments.

* Cleaned up commented code.

* Changed DecisionTransformer to Decision Transformer

* Added Decision Transformer to the main README file

* Added copy of GTP2 called DecisionTranformerGPT2Model

* isorted imports

* isorted imports

* Added model to non-English README files

* Ran make fix-copies and corrected some cases.

* Updated index file to include Decision Transformer

* Added gpt2 model as copy inside the Decision Transformer model file

* Added the unit test file to the list of TEST_FILES_WITH_NO_COMMON_TESTS

* Deleted redundant checkpoint files (I don't know how these got committed)

* Removed testing files. (These should have never been committed)

* Removed accidentally committed files

* Moved the Decision Transformer test to its own directory

* Moved DecisionTransformOutput to modeling_decision_transformer

* Moved the example usage to research project and cleaned comments

* Made tests ignore the copy of gpt2 in Decision Transformer

* Added module output to modelling decision transformer

* removed copied gpt2 model from list of transformers models

* Updated tests and created __init__ file for new test location

* Update README.md

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

* Update src/transformers/models/decision_transformer/configuration_decision_transformer.py

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

* Removed unneeded summary type from config file

* Fixed copies

* Updated pretrained config map to refer to hopper-medium checkpoint

* Added Decision transformer to model docs

* Update src/transformers/models/decision_transformer/modeling_decision_transformer.py

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

* Update src/transformers/models/decision_transformer/modeling_decision_transformer.py

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

* Update src/transformers/models/decision_transformer/configuration_decision_transformer.py

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

* Updated model with custom docstring example

* Updated copies, config auto, and readme files.

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Dan Tegzes <48134725+Tegzes@users.noreply.github.com>
Co-authored-by: Adam Montgomerie <adam@avanssion.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: Clémentine Fourrier <22726840+clefourrier@users.noreply.github.com>
Co-authored-by: Clementine Fourrier <cfourrie@inria.fr>
Co-authored-by: matt <rocketknight1@gmail.com>
Co-authored-by: Francesco Saverio Zuppichini <francesco.zuppichini@gmail.com>
Co-authored-by: Jacob Dineen <54680234+jacobdineen@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>
2022-03-23 16:18:43 -04:00
Lysandre Debut
eca77f4719
Updates the default branch from master to main (#16326)
* Updates the default branch from master to main

* Links from `master` to `main`

* Typo

* Update examples/flax/README.md

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-03-23 03:46:59 -04:00
Steven Liu
7732148124
Adopt framework-specific blocks for content (#16342)
*  refactor code samples with framework-specific blocks

*  update training.mdx

* 🖍 apply feedback
2022-03-22 16:14:58 -05:00
Omar Sanseviero
62cbd8423b
Fix code repetition in serialization guide (#16346) 2022-03-22 16:57:19 -04:00
NielsRogge
a2379b9257
[GLPN] Improve docs (#16331)
* Add link to notebook

* Add link

* Fix bug

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-03-22 15:45:29 +01:00
NielsRogge
0c55d47cde
Add GLPN (#16199)
* First draft

* Fix logits calculation

* Improve tests

* Add copied from statements

* Fix base_model_prefix

* Improve implementation, upload new models

* Update design

* Fix integration test

* Add model to README and toctree

* Add document image

* Apply suggestions from code review

* Apply suggestions from code review

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

* Add decoder_hidden_size attribute

* Update design of decoder

* Add DepthEstimatorOutput class

* Rename in_index to head_in_index and add feature extractor tests

* Apply suggestions from code review

* Apply suggestions from code review

* Update pretrained model name and add to doc tests

* Remove test.py script

* Update copied from statements and clean up

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-03-22 08:51:13 +01:00
Thomas Chaigneau
0aac9ba2da
Add Flaubert OnnxConfig to Transformers (#16279)
* Add Flaubert to ONNX to make it available for conversion.

* Fixed features for FlauBERT. fixup command remove flaubert to docs list.

Co-authored-by: ChainYo <t.chaigneau.tc@gmail.com>
2022-03-21 21:46:31 +01:00
Steven Liu
5a42bb431e
Update troubleshoot with more content (#16243)
* 📝 first draft

* 🖍 apply feedback
2022-03-21 11:37:18 -05:00
NielsRogge
fbb454307d
[SegFormer] Remove unused attributes (#16285)
* Remove unused attributes

* Add link to blog and add clarification about input size

* Improve readability of the code

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-03-21 17:34:10 +01:00
Gunjan Chhablani
3f0f75e497
Remove disclaimer from Longformer docs (#16296) 2022-03-21 10:05:47 -04:00
PolarisRisingWar
abf3cc7064
Fix a typo (add a coma) (#16291)
As mentioned: https://github.com/huggingface/transformers/issues/16277
2022-03-21 12:10:24 +00:00
Aflah
f393868073
Fixed Error Raised Due to Wrongly Accessing Training Sample (#16115)
* Update training.mdx

Fixed Error Raised Due to Wrongly Accessing Training Sample

* Ran make style

* Revert to Old Commit

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2022-03-21 12:54:54 +01:00
Sylvain Gugger
4ecb022eb1
Draft a guide with our code quirks for new models (#16237)
* Draft a guide with our code quirks for new models

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Joao Gante <joao@huggingface.co>

* Apply suggestions from code review

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

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Joao Gante <joao@huggingface.co>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-03-21 07:44:03 -04:00
Patrick von Platen
c1af180dfe
Add Slack notification support for doc tests (#16253)
* up

* up

* up

* fix

* yeh

* ups

* Empty test commit

* correct quicktour

* correct

* correct

* up

* up

* uP

* uP

* up

* up

* uP

* up

* up

* up

* up

* up

* up

* up

* up

* up

* up

* Update src/transformers/models/van/modeling_van.py

* finish

* apply suggestions

* remove folder

* revert to daily testing
2022-03-21 11:33:18 +01:00
Steven Liu
ffc319e7b8
Fix links in guides (#16182)
* 🖍 fix links in guides

* 🖍 apply feedback
2022-03-18 16:16:16 -05:00
Stas Bekman
47cccb5318
[Deepspeed] non-HF Trainer doc update (#16238) 2022-03-17 13:33:55 -07:00
Patrick von Platen
8a96b0f10a
[Generate Docs] Correct docs (#16133)
* [Generate Docs] Correct docs

* Apply suggestions from code review

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2022-03-17 20:05:28 +01:00
Francesco Saverio Zuppichini
667b823b89
Swin support for any input size (#15986)
* padding done

* correctly return one attention per layer

* almost correct, attentions are not flatten one tuple per stage

* tests green

* doc

* conversations

* reshaping hidden_states

* view in the test

* reshape_hidden_states in Encoder and Model

* new outputs with reshaped_hidden_states

* conversations

* doc

* Update docs/source/model_doc/swin.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* conversations

* fix tests

* minor changes

* resolved conversations

* attentions one per stage

* typo

* typos

* typos

* function signature

* CI

* clean up tests

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-03-16 18:38:25 +01:00
Sylvain Gugger
4f4e5ddbcb
Framework split (#16030)
* First files

* More files

* Last files

* Style
2022-03-15 10:13:34 -04:00
Markus Sagen
bcaf566038
[Fix doc example] Fix first example for the custom_datasets tutorial (#16087)
* Fix inconsistent example variable naming

- Example code for a sequence classification in Tensorflow had spelling mistakes and incorrect and inconsistent naming
- Changed variable naming to be consistent with the two other TF examples

* Fix incorrect incorrect training examples
2022-03-15 08:17:51 -04:00
Francesco Saverio Zuppichini
0a057201a9
Visual Attention Network (VAN) (#16027)
* encoder works

* addded files

* norm in stage

* convertion script

* tests

* fix copies

* make fix-copies

* fixed __init__

* make fix-copies

* fix

* shapiro test needed

* make fix-copie

* minor changes

* make style + quality

* minor refactor conversion script

* rebase + tests

* removed unused variables

* updated doc

* toctree

* CI

* doc

* Apply suggestions from code review

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

* resolved conversations

* make fixup

* config passed to modules

* config passed to modules

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* conversations

* conversations

* copyrights

* normal test

* tests

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-03-15 08:47:12 +01:00
Francesco Saverio Zuppichini
e3008c679f
[WIP] Resnet (#15770)
* first commit

* ResNet model correctly implemented.

basic modeling + weights conversion is done

removed unused doc

mdx file

doc and conversion script

added feature_extractor to auto

test

minor changes + style + quality

doc

test

Delete process.yml

A left over from my attempt of running circleci locally

* minor changes

* Apply suggestions from code review

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

* new test format

* minor changes from conversations

* minor changes from conversations

* make style + quality

* readded the tests

* test + README

* minor changes from conversations

* error in README

* make fix-copies

* removed regression for classification head

* make quality

* fixed loss control flow

* fixed loss control flow

* resolved conversations

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* READMEs

* index.mdx

* minor changes

* updated tests and models

* unused import

* outputs

* Update docs/source/model_doc/resnet.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* added embeddings_size

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* conversation

* added push to hub

* test

* embedding_size

* make fix-copies

* resolved conversations

* CI

* changed organization

* minor changes

* CI

* minor changes

* conversations

* conversation

* doc

* tests

* removed unused docstring

* conversation

* removed unused outputs

* CI

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-03-14 19:57:55 +01:00
Omar Sanseviero
802984ad42
Fix and document Zero Shot Image Classification (#16079) 2022-03-14 08:50:36 +01:00
lewtun
6e1e88fd38
Add TFCamembertForCausalLM and ONNX integration test (#16073)
* Make Camembert great again!

* Add Camembert to TensorFlow ONNX tests
2022-03-14 08:40:42 +01:00
Stas Bekman
580dd87c55
[Deepspeed] add support for bf16 mode (#14569)
* [WIP] add support for bf16 mode

* prep for bf16

* prep for bf16

* fix; zero2/bf16 is ok

* check bf16 is available

* test fixes

* enable zero3_bf16

* config files

* docs

* split stage_dtype; merge back to non-dtype-specific config file

* fix doc

* cleanup

* cleanup

* bfloat16 => bf16 to match the PR changes

* s/zero_gather_fp16_weights_on_model_save/zero_gather_16bit_weights_on_model_save/; s/save_fp16_model/save_16bit_model/

* test fixes/skipping

* move

* fix

* Update docs/source/main_classes/deepspeed.mdx

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

* backticks

* cleanup

* cleanup

* cleanup

* new version

* add note about grad accum in bf16

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-03-11 17:53:53 -08:00
Steven Liu
ae2dd42be5
Audio/vision task guides (#15808)
* 📝 first draft of audio/vision guides

*  make fixup

* 🖍 fix typo

* 🖍 close parentheses

* 🖍 apply feedback

* 🖍 apply feedback, make fixup

* 🖍 more fixup for perceiver

* 🖍 apply feedback

*  make fixup

* 🖍 fix data collator
2022-03-11 16:43:49 -06:00
Steven Liu
5b4c97d09d
Update troubleshoot guide (#16001)
* 📝 first draft

* 🖍 apply feedback

* 🖍 apply feedback
2022-03-11 13:05:44 -06:00
Sylvain Gugger
f7708e1bed Force default brnahc name via the config 2022-03-11 10:09:15 -05:00
David S. Batista
96ac7549cb
updating fine-tune classifier documentation (#16063) 2022-03-10 16:21:56 -05:00
Patrick von Platen
6ce11c2c0f
[Docs] Improve PyTorch, Flax generate API (#15988)
* Move generate docs

* up

* Update docs/source/_toctree.yml

* correct

* correct some stuff

* correct tests

* more fixes

* finish generate

* add to doc stest

* finish

* finalize

* add warning to generate method
2022-03-10 11:54:45 +01:00
NielsRogge
0835119bf3
Add Document Image Transformer (DiT) (#15984)
* Add conversion script

* Improve script

* Fix bug

* Add option to push to hub

* Add support for classification models

* Update model name

* Upload feature extractor files first

* Remove hash checking

* Fix config

* Add id2label

* Add import

* Fix id2label file name

* Fix expected shape

* Add model to README

* Improve docs

* Add integration test and fix CI

* Fix code style

* Add missing init

* Add model to SPECIAL_MODULE_TO_TEST_MAP

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-03-10 11:34:44 +01:00
Sanchit Gandhi
b256f3518d
Add FlaxBartForCausalLM (#15995)
* add causal lm

* add CausalLM tests

* Add FlaxBartForCausalLM

* Add EncoderDecoder model tests

* change docstring

* make repo-consistency

* suggested changes

* remove jax ops

* correction

* rename pre-trained decoder model
2022-03-09 19:53:01 +01:00
lewtun
50dd314d93
Add ONNX export for ViT (#15658)
* Add ONNX support for ViT

* Refactor to use generic preprocessor

* Add vision dep to tests

* Extend ONNX slow tests to ViT

* Add dummy image generator

* Use model_type to determine modality

* Add deprecation warnings for tokenizer argument

* Add warning when overwriting the preprocessor

* Add optional args to docstrings

* Add minimum PyTorch version to OnnxConfig

* Refactor OnnxConfig class variables from CONSTANT_NAME to snake_case

* Add reasonable value for default atol

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-03-09 17:36:59 +01:00
Patrick von Platen
c1aaa43935
[Doctests] Move doctests to new GPU & Fix bugs (#15969)
* test

* up

* up

* Empty test commit

* up

* update tests

* up

* fix some vision models

* correct

* correct docs

* Trigger notification

* finalize

* check

* correct quicktour

* Apply suggestions from code review

* improve doctests

* Trigger Build

* next try

* next try

* and again

* Output current clone information

* Output current clone information

* Correct path

* add tf round again

* revert to daily job

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2022-03-09 13:09:56 +01:00
Steven Liu
38cc35069c
Update training scripts docs (#15931)
* 📝 first draft

* 🖍 apply feedback

* 🖍 remove examples from toctree

* 🗑 remove examples from docs/source
2022-03-07 13:29:14 -06:00
Chan Woo Kim
5c6f57ee75
Constrained Beam Search [*With* Disjunctive Decoding] (#15761)
* added classes to get started with constrained beam search

* in progress, think i can directly force tokens now but not yet with the round robin

* think now i have total control, now need to code the bank selection

* technically works as desired, need to optimize and fix design choices leading to undersirable outputs

* complete PR #1 without disjunctive decoding

* removed incorrect tests

* Delete k.txt

* Delete test.py

* Delete test.sh

* revert changes to test scripts

* genutils

* full implementation with testing, no disjunctive yet

* shifted docs

* passing all tests realistically ran locally

* removing accidentally included print statements

* fixed source of error in initial PR test

* fixing the get_device() vs device trap

* fixed documentation docstrings about constrained_beam_search

* fixed tests having failing for Speech2TextModel's floating point inputs

* fix cuda long tensor

* added examples and testing for them and founx & fixed a bug in beam_search and constrained_beam_search

* deleted accidentally added test halting code with assert False

* code reformat

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

* fixing based on comments on PR

* took out the testing code that should but work fails without the beam search moditification ; style changes

* fixing comments issues

* docstrings for ConstraintListState

* typo in PhrsalConstraint docstring

* docstrings improvements

* finished adding what is sort of an opinionated implementation of disjunctive generation, but it revealed errors in inner beam search logic during testing.

* fixed bug found in constrained beam search that used beam_idx that were not global across all the batches

* disjunctive constraint working 100% correctly

* passing all tests

* Accidentally included mlruns

* Update src/transformers/generation_beam_constraints.py

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

* Update src/transformers/generation_beam_constraints.py

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

* complete overhaul of type complexities and other nits

* strict type checks in generate()

* fixing second round of feedback by narsil

* fixed failing generation test because of type check overhaul

* generation test fail fix

* fixing test fails

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-03-04 18:18:34 +01:00
Javier de la Rosa
01485ceec3
Add missing support for Flax XLM-RoBERTa (#15900)
* Adding Flax XLM-RoBERTa

* Add Flax to __init__

* Adding doc and dummy objects

* Add tests

* Add Flax XLM-R models autodoc

* Fix tests

* Add Flask XLM-RoBERTa to TEST_FILES_WITH_NO_COMMON_TESTS

* Update src/transformers/models/xlm_roberta/modeling_flax_xlm_roberta.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update tests/xlm_roberta/test_modeling_flax_xlm_roberta.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update tests/xlm_roberta/test_modeling_flax_xlm_roberta.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Remove test on large Flask XLM-RoBERTa

* Add tokenizer to the test

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2022-03-04 14:36:28 +01:00
Nicolas Patry
89c7d9cfba
Making MaskFormerForInstanceSegmentation. (#15934)
Small adjustments.

Adding in type hint.

Last fix ?

Only include the default dict thing, not the pipelines.
2022-03-04 13:56:15 +01:00
Li-Huai (Allan) Lin
7b3bd1f21a
Fix and improve REALM fine-tuning (#15297)
* Draft

* Add test

* Update src/transformers/models/realm/modeling_realm.py

* Apply suggestion

* Add block_mask

* Update

* Update

* Add block_embedding_to

* Remove no_grad

* Use AutoTokenizer

* Remove model.to overridding
2022-03-03 14:10:15 +01:00
Patrick von Platen
439de3f7f9
[Fix link in pipeline doc] (#15906) 2022-03-03 07:43:13 -05:00
Joao Gante
baab5e7cdf
TF generate refactor - Sample (#15793)
* Add TF logits wrappers 

* Add sample method

* add tests for TF logit wrappers

* TF generate sample tests now run on CPU

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
2022-03-02 16:13:54 +00:00
Francesco Saverio Zuppichini
d83d22f578
Maskformer (#15682)
* maskformer

* conflicts

* conflicts

* minor fixes

* feature extractor test fix

refactor MaskFormerLoss following conversation

MaskFormer related types should not trigger a module time import error

missed one

removed all the types that are not used

update config mapping

minor updates in the doc

resolved conversation that doesn't need a discussion

minor changes

resolved conversations

fixed DetrDecoder

* minor changes

minor changes

fixed mdx file

test feature_extractor return types

functional losses -> classes

removed the return type test for the feature extractor

minor changes + style + quality

* conflicts?

* rebase master

* readme

* added missing files

* deleded poolformers test that where in the wrong palce

* CI

* minor changes

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* resolved conversations

* minor changes

* conversations

[Unispeech] Fix slow tests (#15818)

* remove soundfile old way of loading audio

* Adapt slow test

[Barthez Tokenizer] Fix saving (#15815)

[TFXLNet] Correct tf xlnet generate (#15822)

* [TFXLNet] Correct tf xlnet

* adapt test comment

Fix the push run (#15807)

Fix semantic segmentation pipeline test (#15826)

Fix dummy_inputs() to dummy_inputs in symbolic_trace doc (#15776)

Add model specific output classes to PoolFormer model docs (#15746)

* Added model specific output classes to poolformer docs

* Fixed Segformer typo in Poolformer docs

Adding the option to return_timestamps on pure CTC ASR models. (#15792)

* Adding the option to return_timestamps on pure CTC ASR models.

* Remove `math.prod` which was introduced in Python 3.8

* int are not floats.

* Reworking the PR to support "char" vs "word" output.

* Fixup!

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Quality.

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

HFTracer.trace should use/return self.graph to be compatible with torch.fx.Tracer (#15824)

Fix tf.concatenate + test past_key_values for TF models (#15774)

* fix wrong method name tf.concatenate

* add tests related to causal LM / decoder

* make style and quality

* clean-up

* Fix TFBertModel's extended_attention_mask when past_key_values is provided

* Fix tests

* fix copies

* More tf.int8 -> tf.int32 in TF test template

* clean-up

* Update TF test template

* revert the previous commit + update the TF test template

* Fix TF template extended_attention_mask when past_key_values is provided

* Fix some styles manually

* clean-up

* Fix ValueError: too many values to unpack in the test

* Fix more: too many values to unpack in the test

* Add a comment for extended_attention_mask when there is past_key_values

* Fix TFElectra extended_attention_mask when past_key_values is provided

* Add tests to other TF models

* Fix for TF Electra test: add prepare_config_and_inputs_for_decoder

* Fix not passing training arg to lm_head in TFRobertaForCausalLM

* Fix tests (with past) for TF Roberta

* add testing for pask_key_values for TFElectra model

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

[examples/summarization and translation] fix readme (#15833)

Add ONNX Runtime quantization for text classification notebook (#15817)

Re-enable doctests for the quicktour (#15828)

* Re-enable doctests for the quicktour

* Re-enable doctests for task_summary (#15830)

* Remove &

Framework split model report (#15825)

Add TFConvNextModel (#15750)

* feat: initial implementation of convnext in tensorflow.

* fix: sample code for the classification model.

* chore: added checked for  from the classification model.

* chore: set bias initializer in the classification head.

* chore: updated license terms.

* chore: removed ununsed imports

* feat: enabled  argument during using drop_path.

* chore: replaced tf.identity with layers.Activation(linear).

* chore: edited default checkpoint.

* fix: minor bugs in the initializations.

* partial-fix: tf model errors for loading pretrained pt weights.

* partial-fix: call method updated

* partial-fix: cross loading of weights (4x3 variables to be matched)

* chore: removed unneeded comment.

* removed playground.py

* rebasing

* rebasing and removing playground.py.

* fix: renaming TFConvNextStage conv and layer norm layers

* chore: added initializers and other minor additions.

* chore: added initializers and other minor additions.

* add: tests for convnext.

* fix: integration tester class.

* fix: issues mentioned in pr feedback (round 1).

* fix: how output_hidden_states arg is propoagated inside the network.

* feat: handling of  arg for pure cnn models.

* chore: added a note on equal contribution in model docs.

* rebasing

* rebasing and removing playground.py.

* feat: encapsulation for the convnext trunk.

* Fix variable naming; Test-related corrections; Run make fixup

* chore: added Joao as a contributor to convnext.

* rebasing

* rebasing and removing playground.py.

* rebasing

* rebasing and removing playground.py.

* chore: corrected copyright year and added comment on NHWC.

* chore: fixed the black version and ran formatting.

* chore: ran make style.

* chore: removed from_pt argument from test, ran make style.

* rebasing

* rebasing and removing playground.py.

* rebasing

* rebasing and removing playground.py.

* fix: tests in the convnext subclass, ran make style.

* rebasing

* rebasing and removing playground.py.

* rebasing

* rebasing and removing playground.py.

* chore: moved convnext test to the correct location

* fix: locations for the test file of convnext.

* fix: convnext tests.

* chore: applied  sgugger's suggestion for dealing w/ output_attentions.

* chore: added comments.

* chore: applied updated quality enviornment style.

* chore: applied formatting with quality enviornment.

* chore: revert to the previous tests/test_modeling_common.py.

* chore: revert to the original test_modeling_common.py

* chore: revert to previous states for test_modeling_tf_common.py and modeling_tf_utils.py

* fix: tests for convnext.

* chore: removed output_attentions argument from convnext config.

* chore: revert to the earlier tf utils.

* fix: output shapes of the hidden states

* chore: removed unnecessary comment

* chore: reverting to the right test_modeling_tf_common.py.

* Styling nits

Co-authored-by: ariG23498 <aritra.born2fly@gmail.com>
Co-authored-by: Joao Gante <joao@huggingface.co>
Co-authored-by: Sylvain Gugger <Sylvain.gugger@gmail.com>

* minor changes

* doc fix in feature extractor

* doc

* typose

* removed detr logic from config

* removed detr logic from config

* removed num_labels

* small fix in the config

* auxilary -> auxiliary

* make style

* some test is failing

* fix a weird char in config prevending doc-builder

* retry to fix the doc-builder issue

* make style

* new try to fix the doc builder

* CI

* change weights to facebook

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: ariG23498 <aritra.born2fly@gmail.com>
Co-authored-by: Joao Gante <joao@huggingface.co>
Co-authored-by: Sylvain Gugger <Sylvain.gugger@gmail.com>
2022-03-02 15:48:20 +01:00
Patrick von Platen
40040727ab
[Bart] Fix implementation note doc (#15879) 2022-03-02 10:24:32 +01:00
Michael Benayoun
4bfe75bd08
M2M100 support for ONNX export (#15193)
* Add M2M100 support for ONNX export

* Delete useless imports

* Add M2M100 to tests

* Fix protobuf issue
2022-03-02 10:03:14 +01:00
Steven Liu
6ccfa2170c
Inference for multilingual models (#15836)
* 📝 first draft for multilingual models

* 🖍 make style
2022-03-01 15:10:31 -06:00
NielsRogge
c008afea3c
Add link to notebooks (#15791)
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-03-01 17:44:20 +01:00
Patrick von Platen
9863f7d228
[Benchmark tools] Deprecate all (#15848)
* [Benchmark tools] Deprecate all

* up
2022-03-01 11:26:20 +01:00
Eduardo Gonzalez Ponferrada
df5a4094a6
Add Data2Vec (#15507)
* Add data2vec model cloned from roberta

* Add checkpoint conversion script

* Fix copies

* Update docs

* Add checkpoint conversion script

* Remove fairseq data2vec_text script and fix format

* Add comment on where to get data2vec_text.py

* Remove mock implementation cheat.py and fix style

* Fix copies

* Remove TF and Flax classes from init

* Add back copy from fairseq data2vec_text.py and fix style

* Update model name in docs/source/index.mdx to be CamelCase

* Revert model name in table to lower-case to get check_table test to pass

* Update src/transformers/models/data2vec/__init__.py

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

* Update src/transformers/models/data2vec/convert_data2vec_original_pytorch_checkpoint_to_pytorch.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update docs/source/model_doc/data2vec.mdx

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

* Update docs/source/model_doc/data2vec.mdx

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

* Update src/transformers/models/auto/configuration_auto.py

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

* Update src/transformers/models/data2vec/configuration_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update tests/test_modeling_data2vec.py

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

* Update src/transformers/models/data2vec/configuration_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update documentation

* Copy-paste Data2VecConfig from BertConfig

* Update config checkpoint to point to edugp/data2vec-nlp-base. Fix style and repo-consistency

* Update config special tokens to match RoBERTa

* Split multiple assertions and add individual error messages

* Rename Data2VecModel to Data2VecForTextModel

* Add Data2Vec to _toctree.yml

* Rename Data2VecEmbeddings to Data2VecForTextEmbeddings

* Add initial Data2VecForAudio model (unfinished). Only matching fairseq's implementation up to the feature encoder (before positional encoding).

* finish audio model

* finish audio file

* Update names and fix style, quality and repo consistency

* Remove Data2VecAudioForPretraining. Add tests for Data2VecAudio, mimicking the Wav2Vec2 test suite. Fix bias initilization in positional conv layers. Move back configurations for audio and text to separate files.

* add inputs to logits to data2vec'

* correct autio models

* correct config auto

* correct tok auto

* Update utils/tests_fetcher.py

* delete unnecessary files

* delete unnecessary files

* further renaming

* make all tests pass

* finish

* remove useless test file

* Update tests/test_modeling_common.py

* Update utils/check_repo.py

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

* Update src/transformers/models/data2vec/modeling_data2vec_text.py

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

* Fix copies

* Update docs

* Remove fairseq data2vec_text script and fix format

* Add comment on where to get data2vec_text.py

* Remove mock implementation cheat.py and fix style

* Fix copies

* Remove TF and Flax classes from init

* Add back copy from fairseq data2vec_text.py and fix style

* Update model name in docs/source/index.mdx to be CamelCase

* Revert model name in table to lower-case to get check_table test to pass

* Update documentation

* Update src/transformers/models/data2vec/__init__.py

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

* Update src/transformers/models/data2vec/convert_data2vec_original_pytorch_checkpoint_to_pytorch.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/auto/configuration_auto.py

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

* Update src/transformers/models/data2vec/configuration_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Update tests/test_modeling_data2vec.py

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

* Update src/transformers/models/data2vec/configuration_data2vec.py

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

* Update src/transformers/models/data2vec/modeling_data2vec.py

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

* Copy-paste Data2VecConfig from BertConfig

* Update config checkpoint to point to edugp/data2vec-nlp-base. Fix style and repo-consistency

* Update config special tokens to match RoBERTa

* Split multiple assertions and add individual error messages

* Rename Data2VecModel to Data2VecForTextModel

* Add Data2Vec to _toctree.yml

* Rename Data2VecEmbeddings to Data2VecForTextEmbeddings

* Add initial Data2VecForAudio model (unfinished). Only matching fairseq's implementation up to the feature encoder (before positional encoding).

* finish audio model

* finish audio file

* add inputs to logits to data2vec'

* Update names and fix style, quality and repo consistency

* Remove Data2VecAudioForPretraining. Add tests for Data2VecAudio, mimicking the Wav2Vec2 test suite. Fix bias initilization in positional conv layers. Move back configurations for audio and text to separate files.

* correct autio models

* correct config auto

* correct tok auto

* delete unnecessary files

* delete unnecessary files

* Update utils/tests_fetcher.py

* further renaming

* make all tests pass

* finish

* remove useless test file

* Update tests/test_modeling_common.py

* Update utils/check_repo.py

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

* Update src/transformers/models/data2vec/modeling_data2vec_text.py

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

* Move data2vec tests to new structure

* Fix test imports for text tests

* Remove fairseq files

* Change paper link to arxiv

* Modify Data2Vec documentation to reflect that the encoder is not shared across the audio and text models in the current implementation.

* Update text model checkpoint to be facebook/data2vec-text-base

* Add 'Copy from' statements and update paper links and docs

* fix copy from statements

* improve copied from

* correct more copied from statements

* finish copied from stuff

* make style

* add model to README

* add to master

Co-authored-by: Eduardo Gonzalez Ponferrada <eduardo@ferrumhealth.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-03-01 11:09:20 +01:00
Sanchit Gandhi
e3342edc4e
Flax Speech-Encoder-Decoder Model (#15613)
* rebase

* Delete shift tokens func

* downsample decoder input seq len for init

* correct attention mask

* add tests

* pt flax cross test

* make fixup

* init file for import

* change pt-flax cross test threshold

* pt-flax test logits only

* move tests

* make repo-consistency

* consistent indentation

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-02-28 12:22:36 +01:00
Sayak Paul
84eaa6acf5
Add TFConvNextModel (#15750)
* feat: initial implementation of convnext in tensorflow.

* fix: sample code for the classification model.

* chore: added checked for  from the classification model.

* chore: set bias initializer in the classification head.

* chore: updated license terms.

* chore: removed ununsed imports

* feat: enabled  argument during using drop_path.

* chore: replaced tf.identity with layers.Activation(linear).

* chore: edited default checkpoint.

* fix: minor bugs in the initializations.

* partial-fix: tf model errors for loading pretrained pt weights.

* partial-fix: call method updated

* partial-fix: cross loading of weights (4x3 variables to be matched)

* chore: removed unneeded comment.

* removed playground.py

* rebasing

* rebasing and removing playground.py.

* fix: renaming TFConvNextStage conv and layer norm layers

* chore: added initializers and other minor additions.

* chore: added initializers and other minor additions.

* add: tests for convnext.

* fix: integration tester class.

* fix: issues mentioned in pr feedback (round 1).

* fix: how output_hidden_states arg is propoagated inside the network.

* feat: handling of  arg for pure cnn models.

* chore: added a note on equal contribution in model docs.

* rebasing

* rebasing and removing playground.py.

* feat: encapsulation for the convnext trunk.

* Fix variable naming; Test-related corrections; Run make fixup

* chore: added Joao as a contributor to convnext.

* rebasing

* rebasing and removing playground.py.

* rebasing

* rebasing and removing playground.py.

* chore: corrected copyright year and added comment on NHWC.

* chore: fixed the black version and ran formatting.

* chore: ran make style.

* chore: removed from_pt argument from test, ran make style.

* rebasing

* rebasing and removing playground.py.

* rebasing

* rebasing and removing playground.py.

* fix: tests in the convnext subclass, ran make style.

* rebasing

* rebasing and removing playground.py.

* rebasing

* rebasing and removing playground.py.

* chore: moved convnext test to the correct location

* fix: locations for the test file of convnext.

* fix: convnext tests.

* chore: applied  sgugger's suggestion for dealing w/ output_attentions.

* chore: added comments.

* chore: applied updated quality enviornment style.

* chore: applied formatting with quality enviornment.

* chore: revert to the previous tests/test_modeling_common.py.

* chore: revert to the original test_modeling_common.py

* chore: revert to previous states for test_modeling_tf_common.py and modeling_tf_utils.py

* fix: tests for convnext.

* chore: removed output_attentions argument from convnext config.

* chore: revert to the earlier tf utils.

* fix: output shapes of the hidden states

* chore: removed unnecessary comment

* chore: reverting to the right test_modeling_tf_common.py.

* Styling nits

Co-authored-by: ariG23498 <aritra.born2fly@gmail.com>
Co-authored-by: Joao Gante <joao@huggingface.co>
Co-authored-by: Sylvain Gugger <Sylvain.gugger@gmail.com>
2022-02-25 18:19:16 +01:00
Sylvain Gugger
0118c4f6a8
Re-enable doctests for the quicktour (#15828)
* Re-enable doctests for the quicktour

* Re-enable doctests for task_summary (#15830)

* Remove &
2022-02-25 17:46:38 +01:00
Tanay Mehta
7566734d6f
Add model specific output classes to PoolFormer model docs (#15746)
* Added model specific output classes to poolformer docs

* Fixed Segformer typo in Poolformer docs
2022-02-25 13:43:56 +01:00
Steven Liu
fecb08c2b8
🧼 NLP task guides (#15731)
* clean commit of changes to NLP tasks

* 🖍 apply feedback

* 📝 move tf data collator in multiple choice

Co-authored-by: Steven <stevhliu@gmail.com>
2022-02-23 13:58:33 -06:00
Julien Chaumond
32f5de10a0
[doc] custom_models: mention security features of the Hub (#15768)
* custom_models: tiny doc addition

* mention security feature earlier in the section

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2022-02-23 11:40:06 -05:00
Nicolas Patry
f9582c205a
Adding ZeroShotImageClassificationPipeline (#12119)
* [Proposal] Adding ZeroShotImageClassificationPipeline

- Based on CLIP

* WIP, Resurection in progress.

* Resurrection... achieved.

* Reword handling different `padding_value` for `feature_extractor` and
`tokenizer`.

* Thanks doc-builder !

* Adding docs + global namespace `ZeroShotImageClassificationPipeline`.

* Fixing templates.

* Make the test pass and be robust to floating error.

* Adressing suraj's comments on docs mostly.

* Tf support start.

* TF support.

* Update src/transformers/pipelines/zero_shot_image_classification.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2022-02-23 09:41:42 +01:00
Patrick von Platen
c44d3675c2
Time stamps for CTC models (#15687)
* [Wav2Vec2 Time Stamps]

* Add first version

* add word time stamps

* Fix

* save intermediate space

* improve

* [Finish CTC Tokenizer]

* remove @

* remove @

* push

* continue with phonemes

* up

* finish PR

* up

* add example

* rename

* finish

* Apply suggestions from code review

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

* correct split

* finalize

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-02-22 19:26:44 +01:00
Francesco Saverio Zuppichini
38bed912e3
added link to our writing-doc document (#15756) 2022-02-22 09:57:28 +01:00
Joao Gante
3956b133b6
TF text classification examples (#15704)
* Working example with to_tf_dataset

* updated text_classification

* more comments
2022-02-21 17:17:59 +00:00
Gunjan Chhablani
2c2a31ffbc
Add missing PLBart entry in README (#15721)
* Add missing PLBart entry in index

* Fix README

* Fix README

* Fix style

* Change to master model doc
2022-02-18 21:11:42 +01:00
Gunjan Chhablani
ae1f835028
Add PLBart (#13269)
* Init PLBART

* Add missing configuration file

* Add conversion script and configurationf ile

* Fix style

* Update modeling and conversion scripts

* Fix scale embedding in config

* Add comment

* Fix conversion script

* Add classification option to conversion script

* Fix vocab size in config doc

* Add tokenizer files from MBart50

* Allow no lang code in regular tokenizer

* Add PLBart Tokenizer Converters

* Remove mask from multi tokenizer

* Remove mask from multi tokenizer

* Change from MBart-50 to MBart tokenizer

* Fix names and modify src/tgt behavior

* Fix imports for tokenizer

* Remove <mask> from multi tokenizer

* Fix style

* Change tokenizer_class to processor_class

* Add attribute map to config class

* Update modeling file to modified MBart code

* Update configuration file to MBart style configuration

* Fix tokenizer

* Separate tokenizers

* Fix error in tokenization auto

* Copy MBart tests

* Replace with MBart tokenization tests

* Fix style

* Fix language code in multi tokenizer

* Fix configuration docs

* Add entry for plbart_multi in transformers init

* Add dummy objects and fix imports

* Fix modeling tests

* Add TODO in config

* Fix copyright year

* Fix modeling docs and test

* Fix some tokenization tests and style

* Add changes from review

* Fix copies

* Fix docs

* Fix docs

* Fix style

* Fix year

* Add changes from review

* Remove extra changes

* Fix base tokenizer and doc

* Fix style

* Fix modeling and slow tokenizer tests

* Remove Multi-tokenizer Converter and Tests

* Delete QA model and Multi Tokenizer dummy objects

* Fix repo consistency and code quality issues

* Fix example documentation

* Fix style

* Remove PLBartTokenizer from type checking in init

* Fix consistency issue

* Add changes from review

* Fix style

* Remove PLBartTokenizerFast

* Remove FastTokenizer converter

* Fix AutoTokenzier mapping

* Add plbart to toctree and fix consistency issues

* Add language codes tokenizer test

* Fix styling and doc issues

* Add fixes for failing tests

* Fix copies

* Fix failing modeling test

* Change assert to assertTrue in modeling tests
2022-02-18 14:17:09 +01:00
Francesco Saverio Zuppichini
240cc6cbdc
Adding a model, more doc for pushing to the hub (#15690)
* doc for adding a model to the hub

* run make style

* resolved conversation

* removed a line

* removed )

* Update docs/source/add_new_model.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/add_new_model.mdx

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

* make style

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-02-18 09:11:18 +01:00
NielsRogge
57882177be
Add SimMIM (#15586)
* Add first draft

* Make model importable

* Make SwinForMaskedImageModeling importable

* Fix imports

* Add missing inits

* Add support for Swin

* Fix bug

* Fix bug

* Fix another bug

* Fix Swin MIM implementation

* Fix default encoder stride

* Fix Swin

* Add print statements for debugging

* Add image_size data argument

* Fix Swin

* Fix image_size

* Add print statements for debugging

* Fix print statement

* Remove print statements

* Improve reshaping of bool_masked_pos

* Add support for DeiT, fix tests

* Improve docstrings

* Apply new black version

* Improve script

* Fix bug

* Improve README

* Apply suggestions from code review

* Remove DS_Store and add to gitignore

* Apply suggestions from code review + fix BEiT Flax

* Revert BEiT changes

* Improve README

* Fix code quality

* Improve README

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
2022-02-17 19:44:55 +01:00
Yih-Dar
92a537d938
Minor fix on README.md (#15688)
* fix README

* fix more arxiv links

* make fix-copies

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2022-02-17 08:38:32 -05:00
Tanay Mehta
f84e0dbd2a
Add PoolFormer (#15531)
* Added all files, PoolFormerFeatureExtractor still failing tests

* Fixed PoolFormerFeatureExtractor not being able to import

* Completed Poolformer doc

* Applied Suggested fixes

* Fixed errors in modeling_auto.py

* Fix feature extractor, convert docs to Markdown, styling of code

* Remove PoolFormer from check_repo and fix integration test

* Remove Poolformer from check_repo

* Fixed configuration_poolformer.py docs and removed inference.py from poolformer

* Ran with black v22

* Added PoolFormer to _toctree.yml

* Updated poolformer doc

* Applied suggested fixes and added on README.md

* Did make fixup and make fix-copies, tests should pass now

* Changed PoolFormer weights conversion script name and fixed README

* Applied fixes in test_modeling_poolformer.py and modeling_poolformer.py

* Added PoolFormerFeatureExtractor to AutoFeatureExtractor API

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>
2022-02-17 13:16:37 +01:00
Francesco Saverio Zuppichini
b87c044c79
Usage examples for logger (#15657)
* logger

* Update docs/source/main_classes/logging.mdx

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update docs/source/main_classes/logging.mdx

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2022-02-16 10:15:13 +01:00
Stas Bekman
bee361c6f1
[t5/t0/mt5 models] faster/leaner custom layer norm (#14656)
* [t5] faster/leaner custom layer norm

* wip

* apex.normalization.FusedRMSNorm

* cleanup

* cleanup

* add doc

* add catch all

* Trigger CI

* expand
2022-02-15 16:49:57 -08:00
Patrick von Platen
2e12b907ae
TF generate refactor - Greedy Search (#15562)
* TF generate start refactor

* Add tf tests for sample generate

* re-organize

* boom boom

* Apply suggestions from code review

* re-add

* add all code

* make random greedy pass

* make encoder-decoder random work

* further improvements

* delete bogus file

* make gpt2 and t5 tests work

* finish logits tests

* correct logits processors

* correct past / encoder_outputs drama

* refactor some methods

* another fix

* refactor shape_list

* fix more shape list

* import shape
_list

* finish docs

* fix imports

* make style

* correct tf utils

* Fix TFRag as well

* Apply Lysandre's and Sylvais suggestions

* Update tests/test_generation_tf_logits_process.py

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* Update src/transformers/tf_utils.py

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* remove cpu according to gante

* correct logit processor

Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
2022-02-15 17:54:43 +01:00
Nicolas Patry
cdf19c501d
Re-export KeyDataset. (#15645)
* Re-export `KeyDataset`.

* Update the docs locations.
2022-02-15 17:49:38 +01:00
Stas Bekman
28e6155d8a
add a network debug script and document it (#15652)
* add a network debug script and document it

* doc
2022-02-15 08:48:00 -08:00
jonrbates
86a7845c0c
Fix typo in speech2text2 doc (#15617)
Forward looks for inputs, not input_ids
2022-02-15 13:54:34 +01:00
fra
05a8580964 Revert "logger doc"
This reverts commit 41168a49ce.
2022-02-15 10:46:45 +01:00
fra
41168a49ce logger doc 2022-02-15 10:03:28 +01:00
NielsRogge
b090b79022
Make Swin work with VisionEncoderDecoderModel (#15527)
* Add attribute_map

* Add mention in docs

* Set hidden_size attribute correctly

* Add note about Transformer-based models only

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>
2022-02-14 17:33:35 +01:00
Daniel Erenrich
4f403ea899
Fix grammar in tokenizer_summary (#15614)
"to make ensure" is redundant.
2022-02-11 16:51:30 -05:00
Stas Bekman
f15c99fabf
[deepspeed docs] misc additions (#15585)
* [deepspeed docs] round_robin_gradients

* training and/or eval/predict loss is

* Update docs/source/main_classes/deepspeed.mdx

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-02-11 10:54:04 -08:00
Steven Liu
85aee09e9a
🖍 remove broken link (#15615) 2022-02-11 12:33:55 -06:00
Sylvain Gugger
6cf06d198c
Mark "code in the Hub" API as experimental (#15624) 2022-02-11 09:55:31 -05:00
Ngo Quang Huy
c0864d98ba
Correct JSON format (#15600) 2022-02-10 09:02:03 -08:00
lewtun
2e8b85f72e
Add local and TensorFlow ONNX export examples to docs (#15604)
* Add local and TensorFlow ONNX export examples to docs

* Use PyTorch - TensorFlow split
2022-02-10 16:31:00 +01:00
Alberto Bégué
cb7ed6e083
Add Tensorflow handling of ONNX conversion (#13831)
* Add TensorFlow support for ONNX export

* Change documentation to mention conversion with Tensorflow

* Refactor export into export_pytorch and export_tensorflow

* Check model's type instead of framework installation to choose between TF and Pytorch

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Alberto Bégué <alberto.begue@della.ai>
Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>
2022-02-10 11:18:41 +01:00
Sylvain Gugger
c722753afd
Expand tutorial for custom models (#15587)
* Expand tutorial for custom models

* Style

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>
2022-02-09 17:44:28 -05:00
NielsRogge
a86ee2261e
Add link (#15588)
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>
2022-02-09 23:33:39 +01:00
Stas Bekman
dee17d5676
[trainer docs] document how to select specific gpus (#15551)
* [trainer docs] document how to select specific gpus

* expand

* add urls

* add accelerate launcher
2022-02-09 10:12:29 -08:00
Chan Woo Kim
2b5603f6ac
Constrained Beam Search [without disjunctive decoding] (#15416)
* added classes to get started with constrained beam search

* in progress, think i can directly force tokens now but not yet with the round robin

* think now i have total control, now need to code the bank selection

* technically works as desired, need to optimize and fix design choices leading to undersirable outputs

* complete PR #1 without disjunctive decoding

* removed incorrect tests

* Delete k.txt

* Delete test.py

* Delete test.sh

* revert changes to test scripts

* genutils

* full implementation with testing, no disjunctive yet

* shifted docs

* passing all tests realistically ran locally

* removing accidentally included print statements

* fixed source of error in initial PR test

* fixing the get_device() vs device trap

* fixed documentation docstrings about constrained_beam_search

* fixed tests having failing for Speech2TextModel's floating point inputs

* fix cuda long tensor

* added examples and testing for them and founx & fixed a bug in beam_search and constrained_beam_search

* deleted accidentally added test halting code with assert False

* code reformat

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

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

* Update tests/test_generation_utils.py

* fixing based on comments on PR

* took out the testing code that should but work fails without the beam search moditification ; style changes

* fixing comments issues

* docstrings for ConstraintListState

* typo in PhrsalConstraint docstring

* docstrings improvements

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-02-09 16:59:26 +01:00
Leandro von Werra
d923f76203
add model scaling section (#15119)
* add model scaling section

* Apply suggestions from code review

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

* integrate reviewer feedback

* initialize GPU properly

* add note about BnB optimizer

* move doc from `scaling.mdx` to `performance.mdx`

* integrate reviewer feedback

* revert section levels

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-02-09 15:27:30 +01:00
Sylvain Gugger
b5c6fdecf0
PoC for a ProcessorMixin class (#15549)
* PoC for a ProcessorMixin class

* Documentation

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Roll out to other processors

* Add base feature extractor class in init

* Use args and kwargs

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-02-09 09:24:49 -05:00
Nathan Raw
fcb4f11c92
📝 Add codecarbon callback to docs (#15563) 2022-02-08 14:10:53 -05:00
Joao Gante
8406fa6dd5
Add TFSpeech2Text (#15113)
* Add wrapper classes

* convert inner layers to tf

* Add TF Encoder and Decoder layers

* TFSpeech2Text models

* Loadable model

* TF model with same outputs as PT model

* test skeleton

* correct tests and run the fixup

* correct attention expansion

* TFSpeech2Text pask_key_values with TF format
2022-02-08 16:27:23 +00:00
aaron
87d08afb16
electra is added to onnx supported model (#15084)
* electra is added to onnx supported model

* add google/electra-base-generator for test onnx module

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>
2022-02-08 15:47:49 +01:00
Steven Liu
552f8d3091
Create a custom model guide (#15489)
* 📝 add config section

* 📝 finish first draft

* 📝 add feature extractor and processor

* 🖍 apply feedback from review

* 📝 minor edits

* last review
2022-02-07 12:34:56 -06:00
lewtun
6775b211b6
Remove Longformers from ONNX-supported models (#15273) 2022-02-07 17:32:13 +01:00
NielsRogge
84eec9e6ba
Add ConvNeXT (#15277)
* First draft

* Add conversion script

* Improve conversion script

* Improve docs and implement tests

* Define model output class

* Fix tests

* Fix more tests

* Add model to README

* Apply suggestions from code review

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

* Apply more suggestions from code review

* Apply suggestions from code review

* Rename dims to hidden_sizes

* Fix equivalence test

* Rename gamma to gamma_parameter

* Clean up conversion script

* Add ConvNextFeatureExtractor

* Add corresponding tests

* Implement feature extractor correctly

* Make implementation cleaner

* Add ConvNextStem class

* Improve design

* Update design to also include encoder

* Fix gamma parameter

* Use sample docstrings

* Finish conversion, add center cropping

* Replace nielsr by facebook, make feature extractor tests smaller

* Fix integration test

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-02-07 16:11:37 +01:00
Stas Bekman
8ce1330631
[deepspeed docs] DeepSpeed ZeRO Inference (#15486)
* [deepspeed docs] DeepSpeed ZeRO Inference

* Apply suggestions from code review

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

* tweak

* deal with black

* extra cleanup, better comments

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-02-04 13:51:02 -08:00
Sylvain Gugger
ac6aa10f23
Standardize semantic segmentation models outputs (#15469)
* Standardize instance segmentation models outputs

* Rename output

* Update src/transformers/modeling_outputs.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Add legacy argument to the config and model forward

* Update src/transformers/models/beit/modeling_beit.py

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

* Copy fix in Segformer

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2022-02-04 14:52:07 -05:00
Stas Bekman
31be2f45a9
[deepspeed docs] Megatron-Deepspeed info (#15488) 2022-02-04 11:15:13 -08:00
Stas Bekman
21dcaec5d5
[deepspeed docs] memory requirements (#15506) 2022-02-03 10:55:14 -08:00
Sylvain Gugger
44b21f117b
Save code of registered custom models (#15379)
* Allow dynamic modules to use relative imports

* Work for configs

* Fix last merge conflict

* Save code of registered custom objects

* Map strings to strings

* Fix test

* Add tokenizer

* Rework tests

* Tests

* Ignore fixtures py files for tests

* Tokenizer test + fix collection

* With full path

* Rework integration

* Fix typo

* Remove changes in conftest

* Test for tokenizers

* Add documentation

* Update docs/source/custom_models.mdx

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

* Add file structure and file content

* Add more doc

* Style

* Update docs/source/custom_models.mdx

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Address review comments

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2022-02-02 10:44:37 -05:00
Steven Liu
b9418a1d97
Update tutorial docs (#15165)
* first draft of pipeline, autoclass, preprocess tutorials

* apply review feedback

* 🖍 apply feedback from patrick/niels

* 📝add output image to preprocessed image

* 🖍 apply feedback from patrick
2022-02-01 18:31:35 -06:00
Steven Liu
c157c7e3fd
Update fine-tune docs (#15259)
* add fine-tune tutorial

* make edits, fix style

* 📝 make edits

* 🖍 fix code format links to external libraries

* 🔄revert code formatting

* 🖍 use DefaultDataCollator instead of DataCollatorWithPadding
2022-02-01 18:28:12 -06:00
Stas Bekman
44c7857b87
[deepspeed doc] fix import, extra notes (#15400)
* [deepspeed doc] fix import, extra notes

* typo
2022-01-31 08:28:10 -08:00
NielsRogge
47df0f2234
Add header (#15434) 2022-01-31 11:15:54 -05:00
Ogundepo Odunayo
282ae123e2
add t5 ner finetuning (#15432) 2022-01-31 17:03:06 +01:00
Soonhwan-Kwon
e09473a817
Add support for XLM-R XL and XXL models by modeling_xlm_roberta_xl.py (#13727)
* add xlm roberta xl

* add convert xlm xl fairseq checkpoint to pytorch

* fix init and documents for xlm-roberta-xl

* fix indention

* add test for XLM-R xl,xxl

* fix model hub name

* fix some stuff

* up

* correct init

* fix more

* fix as suggestions

* add torch_device

* fix default values of doc strings

* fix leftovers

* merge to master

* up

* correct hub names

* fix docs

* fix model

* up

* finalize

* last fix

* Apply suggestions from code review

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

* add copied from

* make style

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-01-29 13:42:37 +01:00
Steven Liu
16d4acbfdb
Get started docs (#15098)
* clean commit of changes

* apply review feedback, make edits

* fix backticks, minor formatting

* 🖍 make fixup and minor edits

* 🖍 fix # in header

* 📝 update code sample without from_pt

* 📝 final review
2022-01-28 19:01:37 -06:00
Steven Liu
cabd6d26a2
Update model share tutorial (#15288)
* add model sharing tutorial

* 🖍 apply feedback from review

* 📝 make edits

* 🖍 fix formatting

* 📝 convert from pt checkpoint to flax

* 📝 final review
2022-01-28 18:49:26 -06:00
Suraj Patil
d25e25ee2b
Add XGLM models (#14876)
* add xglm

* update vocab size

* fix model name

* style and tokenizer

* typo

* no mask token

* fix pos embed compute

* fix args

* fix tokenizer

* fix positions

* fix tokenization

* style and dic fixes

* fix imports

* add fast tokenizer

* update names

* add pt tests

* fix tokenizer

* fix typo

* fix tokenizer import

* fix fast tokenizer

* fix tokenizer

* fix converter

* add tokenizer test

* update checkpoint names

* fix tokenizer tests

* fix slow tests

* add copied from comments

* rst -> mdx

* flax model

* update flax tests

* quality

* style

* doc

* update index and readme

* fix copies

* fix doc

* update toctrr

* fix indent

* minor fixes

* fix config doc

* don't save embed_pos weights

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* address Sylvains commnets, few doc fixes

* fix check_repo

* align order of arguments

* fix copies

* fix labels

* remove unnecessary mapping

* fix saving tokenizer

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-01-28 18:55:23 +01:00
Ngo Quang Huy
4996922b6d
[docs] fix wrong file name in pr_check (#15380) 2022-01-28 07:52:01 -05:00
Steven Liu
f5db6ce76a
Fix code format for Accelerate doc (#15335)
* 🖍 fix code syntax to external libraries and replace image

* 🔄revert code formatting, replace image with code block

* 🖍 apply feedback
2022-01-27 13:49:04 -06:00
Lysandre
f87db5e412 Release: v4.16.0 2022-01-27 13:06:33 -05:00
Sylvain Gugger
8f6454bfac
Add proper documentation for Keras callbacks (#15374)
* Add proper documentation for Keras callbacks

* Add dummies
2022-01-27 10:51:38 -05:00
Stas Bekman
fc8fc400e3
[docs] post-PR merge fix (#15355)
* [docs] post-PR merge fix

* Update docs/source/main_classes/deepspeed.mdx

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-01-26 11:23:32 -08:00
novice
99a2771189
Add YOSO (#15091)
* Add cookiecutter files

* Add cuda kernels and cpp files

* Update modeling_yoso.py

* Add .h files

* Update configuration_yoso.py

* Updates

* Remove tokenizer

* Code quality

* Update modeling_yoso.py

* Update modeling_yoso.py

* Fix failing test

* Update modeling_yoso.py

* Fix code quality

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

* Apply suggestions from code review

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

* Apply suggestions from code review and fix integration tests

* Update src/transformers/models/yoso/modeling_yoso.py

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

* Apply suggestions from code review

* Fix copied from statement

* Fix docstring

* Fix code quality

* Apply suggestions from code review

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

* Apply suggestions and fix mask

* Apply suggestions from code review

* Fix code quality

* Apply suggestions from code review

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

* Fix docstrings

* Fix code quality

* Remove trailing whitespace

* Update yoso.mdx

* Move kernel loading to YosoEncoder

* make style

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/yoso/modeling_yoso.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Add short summary to docs

* Update docs/source/model_doc/yoso.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update yoso.mdx

* Update docs/source/model_doc/yoso.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Remove CausalLM model and add copied from

* Remove autoregressive code

* Remove unused imports

* add copied from for embeddings

* Fix code quality

* Update docs/source/model_doc/yoso.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestion from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-01-26 19:18:29 +01:00
Ngo Quang Huy
5d8b98608c
Fix deepspeed docs (#15346) 2022-01-26 07:24:33 -05:00
Jacob Deppen
96161ac408
make table into valid Markdown table syntax (#15337) 2022-01-26 07:10:00 -05:00
Maciej Pawłowski
e79a0faeae
Added missing code in exemplary notebook - custom datasets fine-tuning (#15300)
* Added missing code in exemplary notebook - custom datasets fine-tuning

Added missing code in tokenize_and_align_labels function in the exemplary notebook on custom datasets - token classification.
The missing code concerns adding labels for all but first token in a single word.
The added code was taken directly from huggingface official example - this [colab notebook](https://github.com/huggingface/notebooks/blob/master/transformers_doc/custom_datasets.ipynb).

* Changes requested in the review - keep the code as simple as possible
2022-01-25 17:26:17 -05:00
Steven Liu
0501beb846
Add 🤗 Accelerate tutorial (#15263)
* add accelerate tutorial

* 🖍 apply feedback from review

* 📝 make edits
2022-01-25 13:46:11 -06:00
novice
d43e308e7f
Add Swin Transformer (#15085)
* Add all files

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Updates

* Apply suggestions from review

* Fix failing tests

* Update __init__.py

* Update configuration_swin.py

* Update auto_factory.py

* Fix pytests

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Fix tests and default checkpoint

* Fix Recursion error

* Code quality

* Remove copied from

* Update modeling_swin.py

* Code quality

* Update modeling_swin.py

* Apply suggestions from code review

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

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

* Fix feature extractor

* Fix code quality

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

* Update configuration_swin.py

* Update default checkpoint

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/model_doc/swin.mdx

Co-authored-by: Mishig Davaadorj <mishig.davaadorj@coloradocollege.edu>

* Update conversion script

* Reformat conversion script

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Mishig Davaadorj <mishig.davaadorj@coloradocollege.edu>
2022-01-21 12:10:41 +01:00
NielsRogge
515ed3ad2a
Fix doc examples (#15257) 2022-01-20 21:51:51 +01:00
Kamal Raj
08b41b413a
Update pipelines.mdx (#15243)
fix few spelling mistakes
2022-01-20 08:46:48 -05:00
NielsRogge
80f7296091
Update Trainer code example (#15070)
* Update code example

* Fix code quality

* Add comment
2022-01-19 20:15:12 +01:00
NielsRogge
ac227093e4
Add ViLT (#14895)
* First commit

* Add conversion script

* Make conversion script work for base model

* More improvements

* Update conversion script, works for vqa

* Add indexing argument to meshgrid

* Make conversion script work for ViltForPreTraining

* Add ViltForPreTraining to docs

* Fix device issue

* Add processor

* Add MinMaxResize to feature extractor

* Implement call method of ViltProcessor

* Fix tests

* Add integration test

* Add loss calculation for VQA

* Improve tests

* Improve some more tests

* Debug tests

* Small improvements

* Add support for attention_mask

* Remove mask_it

* Add pixel_mask

* Add tests for ViltFeatureExtractor

* Improve tests

* Add ViltForNaturalLanguageVisualReasoning

* Add ViltForNaturalLanguageVisualReasoning to conversion script

* Minor fixes

* Add support for image_embeds, update docstrings to markdown

* Update docs to markdown

* Improve conversion script

* Rename ViltForPreTraining to ViltForMaskedLM

* Improve conversion script

* Convert docstrings to markdown

* Fix code example of retrieval model

* Properly convert masked language model

* Add integration test for nlvr

* Fix code quality

* Apply suggestions from code review

* Add copied from statements

* Fix pretrained_config_archive_map

* Fix docs

* Add model to README

* Apply suggestions from code review

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

* Apply more suggestions from code review

* Make code more readable

* Add ViltForNaturalLanguageVisualReasoning to the tests

* Rename ViltForVisualQuestionAnswering to ViltForQuestionAnswering

* Replace pixel_values_2 by single tensor

* Add hidden_states and attentions

* Fix one more test

* Fix all tests

* Update year

* Fix rebase issues

* Fix another rebase issue

* Remove ViltForPreTraining from auto mapping

* Rename ViltForImageRetrievalTextRetrieval to ViltForImageAndTextRetrieval

* Make it possible to use BertTokenizerFast in the processor

* Use BertTokenizerFast by default

* Rename ViltForNaturalLanguageVisualReasoning, define custom model output

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-01-19 19:51:59 +01:00
NielsRogge
842298f84f
[ViTMAE] Various fixes (#15221)
* Add MAE to AutoFeatureExtractor

* Add link to notebook

* Fix relative paths
2022-01-19 15:27:57 +01:00
Li-Huai (Allan) Lin
841d979190
Add FastTokenizer to REALM (#15211)
* Remove BertTokenizer abstraction

* Add FastTokenizer to REALM

* Fix config archive map

* Fix copies

* Update realm.mdx

* Apply suggestions from code review
2022-01-19 15:19:36 +01:00
Sylvain Gugger
db3503949d Finish conversion of REALM doc to MDX 2022-01-18 18:00:30 -05:00
Jake Tae
fe78fe98ca
Enable tqdm toggling (#15167)
* feature: enable tqdm toggle

* test: add tqdm unit test

* style: run linter

* Update tests/test_tqdm_utils.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* refactor: use tiny model, run linter

* docs: add tqdm to logging

* docs: add tqdm reference to `http_get`

* style: run linter

* Update docs/source/main_classes/logging.mdx

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* fix: use `AutoConfig` for framework agnostic testing

* chore: mv tqdm test to `test_logging.py`

* feature: implement enable/disable functions

* docs: mv docstring to comment

* chore: mv tqdm functions to `logging.py`

* docs: update docs to reference `enable/disable` funcs

* test: update test to use `enable/disable` func

* chore: update function reference in comment

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2022-01-18 17:52:35 -05:00
NielsRogge
74bec9865c
Add MAE (#15120)
* First draft

* More improvements

* More improvements

* More improvements

* Fix embeddings

* Add conversion script

* Finish conversion script

* More improvements

* Fix forward pass

* Remove print statements

* Add weights initialization

* Add initialization of decoder weights

* Add support for other models in the conversion script

* Fix patch_size for huge model

* Fix most of the tests

* Fix integration test

* Fix docs

* Fix archive_list

* Apply suggestions from code review

* Improve documentation

* Apply more suggestions

* Skip some tests due to non-deterministic behaviour

* Fix test_initialization

* Remove unneccessary initialization of nn.Embedding

* Improve docs

* Fix dummies

* Remove ViTMAEFeatureExtractor from docs

* Add model to README and table of contents

* Delete inference file
2022-01-18 16:21:32 +01:00
Li-Huai (Allan) Lin
22454ae492
Add REALM (#13292)
* REALM initial commit

* Retriever OK (Update new_gelu).

* Encoder prediction score OK

* Encoder pretrained model OK

* Update retriever comments

* Update docs, tests, and imports

* Prune unused models

* Make embedder as a module `RealmEmbedder`

* Add RealmRetrieverOutput

* Update tokenization

* Pass all tests in test_modeling_realm.py

* Prune RealmModel

* Update docs

* Add training test.

* Remove completed TODO

* Style & Quality

* Prune `RealmModel`

* Fixup

* Changes:
1. Remove RealmTokenizerFast
2. Update docstrings
3. Add a method to RealmTokenizer to handle candidates tokenization.

* Fix up

* Style

* Add tokenization tests

* Update `from_pretrained` tests

* Apply suggestions

* Style & Quality

* Copy BERT model

* Fix comment to avoid docstring copying

* Make RealmBertModel private

* Fix bug

* Style

* Basic QA

* Save

* Complete reader logits

* Add searcher

* Complete searcher & reader

* Move block records init to constructor

* Fix training bug

* Add some outputs to RealmReader

* Add finetuned checkpoint variable names parsing

* Fix bug

* Update REALM config

* Add RealmForOpenQA

* Update convert_tfrecord logits

* Fix bugs

* Complete imports

* Update docs

* Update naming

* Add brute-force searcher

* Pass realm model tests

* Style

* Exclude RealmReader from common tests

* Fix

* Fix

* convert docs

* up

* up

* more make style

* up

* upload

* up

* Fix

* Update src/transformers/__init__.py

* adapt testing

* change modeling code

* fix test

* up

* up

* up

* correct more

* make retriever work

* update

* make style

* finish main structure

* Resolve merge conflict

* Make everything work

* Style

* Fixup

* Fixup

* Update training test

* fix retriever

* remove hardcoded path

* Fix

* Fix modeling test

* Update model links

* Initial retrieval test

* Fix modeling test

* Complete retrieval tests

* Fix

* style

* Fix tests

* Fix docstring example

* Minor fix of retrieval test

* Update license headers and docs

* Apply suggestions from code review

* Style

* Apply suggestions from code review

* Add an example to RealmEmbedder

* Fix

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-01-18 07:24:13 -05:00
Stas Bekman
edd3fce2f7
[doc] new MoE paper (#15184)
add new paper
2022-01-17 09:10:51 -08:00
Stas Bekman
669e3c50c9
[doc] performance: Efficient Software Prebuilds (#15147)
* Efficient Software Prebuilds

* improve
2022-01-14 18:25:20 -08:00
AK391
4663c609b9
Add "open in hf spaces" gradio button issue #73 (#15106)
* update XLMProphetNet link

* update DPR link

* change prophetnet link

* change link MBART

* change link GPT

* update gpt2 link

* ctrl update link

* update Transformer-XL link

* Update Reformer link

* update xlnet link

* bert update link

* udpate albert link

* roberta update link

* update distilbert link

* update convbert link

* update XLM link

* xlm roberta update link

* update Flaubert link

* update electra link

* update funnel transformer and longformer

* bart update link

* pegasus update link

* udpate marianmt link

* t5 update link

* mt5 update link
2022-01-14 10:12:30 -05:00
Carlos Aguayo
3fc221d077
Update model_sharing.mdx (#15142)
Fix typo
2022-01-13 12:26:02 -05:00
lewtun
021f2ea987
Add ONNX configuration classes to docs (#15121)
* Add ONNX classes to main package

* Remove permalinks from ONNX guide

* Fix ToC entry

* Revert "Add ONNX classes to main package"

This reverts commit eb794a5b00.

* Add ONNX classes to main doc

* Fix syntax highlighting in doc

* Fix text

* Add FeaturesManager to doc

* Use paths to reference ONNX classes

* Add FeaturesManager to init

* Add missing ONNX paths
2022-01-12 16:33:32 +01:00
Sylvain Gugger
c425d60bb9 Fix link to deepspeed config 2022-01-12 09:32:53 -05:00
lewtun
16f0b7d72c
Update ONNX docs (#14904)
* Remove docs for deprecated ONNX export

* Tidy up the CLI help messages

* Revamp ONNX docs

* Update auto-config table

* Use DistilBERT as example for consistency

* Wrap up first pass at ONNX docs

* Fix table check

* Add tweaks and introduction

* Add cross-ref

* Fix missing import

* Fix style

* Add permalinks to ONNX configs

* Clarify role of OrderedDict

* Update docs/source/serialization.mdx

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

* Add doctest syntax to code blocks

* Remove permalinks

* Revert "Remove permalinks"

This reverts commit 099701daf0.

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-01-11 18:06:05 +01:00
AK391
68d925195e
Merge branch 'master' into master 2022-01-11 11:11:29 -05:00
novice
28e091430e
Add Nystromformer (#14659)
* Initial commit

* Config and modelling changes

Added Nystromformer-specific attributes to config and removed all decoder functionality from modelling.

* Modelling and test changes

Added Nystrom approximation and removed decoder tests.

* Code quality fixes

* Modeling changes and conversion script

Initial commits to conversion script, modeling changes.

* Minor modeling changes and conversion script

* Modeling changes

* Correct modeling, add tests and documentation

* Code refactor

* Remove tokenizers

* Code refactor

* Update __init__.py

* Fix bugs

* Update src/transformers/__init__.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/__init__.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/nystromformer/__init__.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/model_doc/nystromformer.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/nystromformer/configuration_nystromformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/nystromformer/configuration_nystromformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/nystromformer/configuration_nystromformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/nystromformer/configuration_nystromformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/nystromformer/convert_nystromformer_original_pytorch_checkpoint_to_pytorch.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/nystromformer/configuration_nystromformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update modeling and test_modeling

* Code refactor

* .rst to .mdx

* doc changes

* Doc changes

* Update modeling_nystromformer.py

* Doc changes

* Fix copies

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update configuration_nystromformer.py

* Fix copies

* Update tests/test_modeling_nystromformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update test_modeling_nystromformer.py

* Apply suggestions from code review

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

* Fix code style

* Update modeling_nystromformer.py

* Update modeling_nystromformer.py

* Fix code style

* Reformat modeling file

* Update modeling_nystromformer.py

* Modify NystromformerForMultipleChoice

* Fix code quality

* Apply suggestions from code review

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

* Code style changes and torch.no_grad()

* make style

* Apply suggestions from code review

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-01-11 14:25:49 +01:00
Virus
c4fa908fa9
Adds IBERT to models exportable with ONNX (#14868)
* Add IBertOnnxConfig and tests

* add all the supported features for IBERT and remove outputs in IbertOnnxConfig

* use OnnxConfig

* fix codestyle

* remove serialization.rst

* codestyle
2022-01-11 12:17:08 +01:00
AK391
5cd7086fdb
XLM-ProphetNet Spaces badge 2022-01-11 00:11:31 -05:00
AK391
4e3208662e
DPR Spaces badge 2022-01-10 13:50:40 -05:00
AK391
ac2c06d492
ProphetNet spaces badge 2022-01-10 13:43:34 -05:00
AK391
bf0201e184
MBART spaces badge 2022-01-10 13:37:17 -05:00
Yih-Dar
b67fd797be
Add TFVisionEncoderDecoderModel (#14148)
* Start the work on TFVisionEncoderDecoderModel

* Expose TFVisionEncoderDecoderModel

* fix import

* Add modeling_tf_vision_encoder_decoder to _ignore_modules in get_model_modules()

* reorder

* Apply the fix for checkpoint loading as in #14016

* remove attention_mask + fix VISION_DUMMY_INPUTS

* A minimal change to make TF generate() work for vision models as encoder in encoder-decoder setting

* fix wrong condition: shape_list(input_ids) == 2

* add tests

* use personal TFViTModel checkpoint (for now)

* Add equivalence tests + projection layer

* style

* make sure projection layer can run

* Add examples

* Apply suggestions from code review

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

* Clean comments (need to work on TODOs for PyTorch models)

* Remove TF -> PT in check_pt_tf_equivalence for TFVisionEncoderDecoderModel

* fixes

* Revert changes in PT code.

* Update tests/test_modeling_tf_vision_encoder_decoder.py

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

* Add test_inference_coco_en for TF test

* fix quality

* fix name

* build doc

* add main_input_name

* Fix ckpt name in test

* fix diff between master and this PR

* fix doc

* fix style and quality

* fix missing doc

* fix labels handling

* Delete auto.rst

* Add the changes done in #14016

* fix prefix

* Apply suggestions from code review

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

* make style

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-01-10 13:30:14 -05:00
AK391
c9504b2f50
MT5 Spaces badge 2022-01-10 12:57:08 -05:00
AK391
daec528ca9
T5 Spaces badge 2022-01-10 12:51:39 -05:00
AK391
0554e4d5c5
MarianMT Spaces badge 2022-01-10 12:47:12 -05:00
AK391
7ec6aad23d
Pegasus Spaces badge 2022-01-10 12:39:22 -05:00
AK391
03f8b9c9e0
BART Spaces badge 2022-01-10 12:33:59 -05:00
Stas Bekman
37bc0b4e53
[performance doc] Power and Cooling (#14935)
* [performance doc] Power and Cooling

* more docs

* Update docs/source/performance.mdx

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

* reword

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-01-10 09:21:04 -08:00
AK391
20f169b523
Longformer Spaces badge 2022-01-10 12:14:18 -05:00
AK391
4fbc924d0a
Funnel Transformer spaces badge 2022-01-10 12:06:05 -05:00
AK391
222c09a635
ELECTRA Spaces badge 2022-01-10 11:53:23 -05:00
Stas Bekman
31838d3e11
[doc] normalize HF Transformers string (#15023) 2022-01-10 08:44:33 -08:00
AK391
84f360e862
FlauBERT spaces badge 2022-01-10 11:41:10 -05:00
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16b6df6fca
ConvBERT spaces badge 2022-01-10 10:33:03 -05:00
Santiago Castro
f21bc4215a
Use tqdm.auto in Pipeline docs (#14920)
It's better for e.g. notebook.
2022-01-10 10:28:34 -05:00
Mishig Davaadorj
f012c00ada
Model summary horizontal banners (#15058) 2022-01-10 10:06:14 -05:00
Minghao Li
b2c477fc6d
support the trocr small models (#14893)
* support the trocr small models

* resolve conflict

* Update docs/source/model_doc/trocr.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/model_doc/trocr.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/model_doc/trocr.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/trocr/processing_trocr.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/trocr/processing_trocr.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/trocr/processing_trocr.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/trocr/processing_trocr.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* fix unexpected indent in processing_trocr.py

* Update src/transformers/models/trocr/processing_trocr.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* update the docstring of processing_trocr

* remove extra space

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2022-01-10 09:28:03 -05:00
Yih-Dar
0a03a86813
fix model table cell text alignment (#14999)
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2022-01-10 06:44:11 -05:00
AK391
5be1242ac0
Merge branch 'huggingface:master' into master 2022-01-07 11:48:22 -05:00
AK391
484e7a441f
Distilbert spaces badge 2022-01-07 11:47:56 -05:00
K.C. Tung
f18c6fa94c
Resubmit changes after rebase to master (#14982) 2022-01-07 08:34:12 +01:00
AK391
1d71227295
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59fb636948
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AK391
2380136722
add spaces badges 2022-01-04 16:13:57 -05:00
Kevin Ko
857ab55c01
[doc] Update parallelism.mdx (#15018)
* Update parallelism.mdx

* Update parallelism.mdx
2022-01-04 09:58:27 -08:00
Daniel Stancl
21aecc0971
Add Flax RoFormer (#15005)
* Add FlaxRoFormer

* Clean code + make quality

* Fix output pooling for FlaxRoFormerForMultipleChoiceModule

* Apply suggestions from code review

* add flax model to repos

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2022-01-04 13:23:10 +01:00
Kevin Ko
f2ab21833f
Update parallelism.mdx (#15013)
* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx

* Update parallelism.mdx
2022-01-03 11:49:27 -08:00
Sylvain Gugger
8f6373c61c
Map model_type and doc pages names (#14944)
* 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>
2022-01-03 05:08:55 -05:00
Sylvain Gugger
2c5597f6c7 Style 2021-12-27 19:18:08 -05:00
Sylvain Gugger
b5e2b183af
Doc styler examples (#14953)
* 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
2021-12-27 19:07:46 -05:00
Stas Bekman
e13f72fbff
[doc] :obj: hunt (#14954)
* redo sans examples

* style
2021-12-27 15:49:48 -08:00
Stas Bekman
133c5e40c4
[doc] consistent True/False/None default format (#14951)
* [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>
2021-12-27 14:31:40 -08:00
Sylvain Gugger
b2f500256e
Convert last rst file (#14952) 2021-12-27 17:09:37 -05:00
Daniel Stancl
501307b58b
Add ElectraForCausalLM -> Enable Electra encoder-decoder model (#14729)
* 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
2021-12-27 12:37:52 +01:00
Nicolas Patry
b058490ceb
ChunkPipeline (batch_size enabled on zero-cls and qa pipelines. (#14225)
* 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>
2021-12-27 11:26:20 +01:00
Yih-Dar
8f2cc1c3ab
Add TFCLIPModel (#13967)
* Start the work for TFCLIPModel

* Convert to TF code (TODO: loss + doc)

* Clean up

* Fix pooled_output for TFCLIPTextTransformer - using tf.gather_nd

* assert -> raise error

* Expose TFCLIPModel

* Deal with dummy_inputs

* Add tests

* Fix all tests. TODO: manual check weight loading + add more comments

* Fix pt tf equivalence test

* fixes

* update TFCLIPVisionEmbeddings's Conv2D

* Fix loss + overwrite test_pt_tf_model_equivalence from common

* Add a comment about the change about MainLayer in test_keras_save_load

* Set return_loss=True in TFCLIPModelTester + make tests pass

* overwrite test_pt_tf_model_equivalence from tf common

* fix base_model_prefix

* Fix examples

* remove unused

* Apply suggestions from code review

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

* apply review suggestions

* change self.pre_layrnorm to self.pre_layernorm

* apply more review suggestions

* return attention probs before dropout (to align with PT)

* fix weight init

* fix

* build doc

* fix missing doc

* fix for test

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-12-23 11:19:44 -05:00
lewtun
6b655cc63f
Add ONNX support for MarianMT models (#14586)
* First commit to add MarianMT to ONNX

* Now MarianModel.forward() automatically generates decoder_input_ids, like BartModel.forward()

* Adjusted MarianOnnxConfig.inputs and outputs to work with seq2seq-lm feature

* Style fix

* Added support for other features for already supported models

* Partial support for causal and seq2seq models

* Partial support for causal and seq2seq models

* Add default task for MarianMT ONNX

* Remove automatic creation of decoder_input_ids

* Extend inputs and outputs for MarianMT ONNX config

* Add MarianMT to ONNX unit tests

* Refactor

* OnnxSeq2SeqConfigWithPast to support seq2seq models

* Parameterized the onnx tests

* Restored run_mlm.py

* Restored run_mlm.py

* [WIP] BART update

* BART and MBART

* Add past_key_values and fix dummy decoder inputs

Using a sequence length of 1 in generate_dummy_outputs() produces large discrepancies, presumably due to some hidden optimisations.

* Refactor MarianOnnxConfig to remove custom past_key_values logic

* Fix quality

* Revert "Revert "Added support for other features for already supported models (#14358)" (#14679)"

This reverts commit 0f4e39c559.

* is_torch_available test to avoid failing imports

* sorting parameterize parameters to solve ERROR gw0 gw1

* tests fix

* tests fix

* GPT2 with past fix

* Fixed stateful class attribute change that was breaking things when converting multiple models sequentially

* Removed onnx file

* Refactor Marian export to account for base changes

* Fix copies

* Implemented suggestions

* Extend support for causal LM

* Revert "Revert "Added support for other features for already supported models (#14358)" (#14679)"

This reverts commit 0f4e39c559.

* is_torch_available test to avoid failing imports

* sorting parameterize parameters to solve ERROR gw0 gw1

* tests fix

* tests fix

* GPT2 with past fix

* Fixed stateful class attribute change that was breaking things when converting multiple models sequentially

* Removed onnx file

* Implemented suggestions

* Fixed __init__ to resolve conflict with master

* Revert "Revert "Added support for other features for already supported models (#14358)" (#14679)"

This reverts commit 0f4e39c559.

* is_torch_available test to avoid failing imports

* sorting parameterize parameters to solve ERROR gw0 gw1

* tests fix

* tests fix

* GPT2 with past fix

* Fixed stateful class attribute change that was breaking things when converting multiple models sequentially

* Removed onnx file

* Implemented suggestions

* Fixed __init__ to resolve conflict with master

* Remove commented import

* Remove ONNX model

* Remove redundant class method

* Tidy up imports

* Fix quality

* Refactor dummy input function

* Add copied from statements to Marian config functions

* Remove false copied from comments

* Fix copy from comment

Co-authored-by: Massimiliano Bruni <massimiliano.bruni@hcl.com>
Co-authored-by: Michael Benayoun <mickbenayoun@gmail.com>
2021-12-23 13:35:56 +01:00
Sylvain Gugger
207594be81
Convert rst files (#14888)
* Convert all tutorials and guides

* Convert all remaining rst to mdx

* Track and fix bad links
2021-12-22 16:14:35 -05:00
NielsRogge
7df4b90c76
Fix Perceiver docs (#14879) 2021-12-22 14:18:03 +01:00
Ryokan RI
824fd44fc3
Feature/fix slow test in mluke (#14749)
* make MLukeTokenizerTest fast

* make LukeTokenizerTest fast

* add entry to _toctree.yaml
2021-12-22 06:35:59 -05:00
Lysandre Debut
ec3567fe20
Convert model files from rst to mdx (#14865)
* First pass

* Apply suggestions from code review

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-12-22 03:27:30 -05:00
Stas Bekman
185876392c
[doc porting] several docs (#14858)
* [doc porting] 2 docs

* [doc porting] 2 docs

* Apply suggestions from code review

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

* Update docs/source/main_classes/deepspeed.mdx

* cleanup

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-12-21 09:55:25 -08:00
Stas Bekman
b6ec956976
[logging] implement warning_advice / TRANSFORMERS_NO_ADVISORY_WARNINGS (#14669)
* [logging] implement warning_advice / TRANSFORMERS_NO_ADVISORY_WARNINGS

* reword
2021-12-20 20:48:38 -08:00
Stas Bekman
c1125dc2ba
[doc] typo (#14849)
fix small typo
2021-12-20 12:20:21 -05:00
Patrick von Platen
952a77b05d
[Perceiver] Skip multi-gpu tests for now (#14813)
* [Perceiver] Skip multi-gpu tests for now

* Update tests/test_modeling_perceiver.py

* up

* up
2021-12-20 15:22:50 +01:00
Derek Chia
8a818c26cb
Fix dead link to benchmarks.ipynb (#14842)
Notebook has been updated here https://github.com/huggingface/notebooks/tree/master/examples/benchmark.ipynb
2021-12-20 09:08:05 -05:00
Anton Lozhkov
3883e3a75e
Add SD and SV heads for WavLM (#14847)
* Add converted heads

* Add dummies
2021-12-20 16:40:56 +03:00
Patrick von Platen
c4a96cecbc
Wav2Vec2 meets phonemes (#14353)
* up

* add tokenizer

* improve more

* finish tokenizer

* finish

* adapt speech recognition script

* adapt convert

* more fixes

* more fixes

* update phonemizer wav2vec2

* better naming

* fix more tests

* more fixes swedish

* correct tests

* finish

* improve script

* remove file

* up

* lets get those 100 model architectures until the end of the month

* make fix-copies

* correct more

* correct script

* more fixes

* more fixes

* add to docs

* Apply suggestions from code review

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

* replace assert

* fix copies

* fix docs

* new try docs

* boom boom

* update

* add phonemizer to audio tests

* make fix-copies

* up

* upload models

* some changes

* Update tests/test_tokenization_wav2vec2_phoneme.py

Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>

* more fixes

* remove @

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>
2021-12-17 19:56:44 +01:00
Lysandre Debut
77d6c826d8
Convert rst to mdx bert (#14806)
* BERT to mdx
mdx :)
c

* Update docs/source/model_doc/bert.mdx

Co-authored-by: Julien Chaumond <julien@huggingface.co>

* Remove all
Co-authored-by: sgugger <sylvain.gugger@gmail.com>

Co-authored-by: Julien Chaumond <julien@huggingface.co>
2021-12-17 11:13:34 -05:00
Patrick von Platen
bef1e3e4a0
Add WavLM (#14354)
* first commit

* fix some stuff

* fix more readme

* Apply suggestions from code review

* update

* correct

* up

* attn layer works

* push code

* make modedls work

* Small change

* more refactor

* finish

* up

* fix convertsion

* fix position bias

* Fix style

* fix conversion

* make fix-copies

* add

* clean

* fix docs

* fix

* Apply suggestions from code review

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

* apply final changes

* make fix-copies

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-12-16 18:57:05 +01:00
Anton Lozhkov
48463ebb33
Add Speaker Diarization and Verification heads (#14723)
* Models

* Squashed commit of the following:

commit 72278e1e931a16d0879acc77f65762f3364833d0
Author: anton-l <aglozhkov@gmail.com>
Date:   Fri Dec 10 21:45:08 2021 +0300

* Add unispeech heads

* Add sd/sv automodels

* Docs cleanup

* Fix docstrings

* rename xvector classes

* examples

* Tests cleanup

* Style

* Better checkpoints for tests

* leftover docs

* apply review suggestions

* Style + init tests

* Update unispeech-sat tdnn downsampling
2021-12-16 19:22:14 +03:00
Lysandre Debut
8010fda9bf
Removes images to put them in a dataset (#14781)
* First try

* Update instructions
2021-12-16 04:42:02 -05:00
Sylvain Gugger
459677aebe
PoC for conserving old links (#14754)
* PoC for conserving old links

* Do the same for other links

* remap the redirects section

* add instructions on how to move sections

* improve

Co-authored-by: Stas Bekman <stas@stason.org>
2021-12-15 11:40:47 -08:00
NielsRogge
50bc57cef8
Update Perceiver code examples (#14783)
* Fix code examples

* Fix code example
2021-12-15 11:06:38 -05:00
Xing Han Lu
72c6e8b8bf
Update t5.rst (#14776) 2021-12-15 14:59:11 +01:00
Stas Bekman
fdf3ce2827
[doc] performance: groups of operations by compute-intensity (#14757) 2021-12-14 19:01:23 -08:00
Amit Chaudhary
851a78978a
Fix broken links to distillation on index page of documentation (#14722)
* Fix broken links to distillation on index page of documentation

* Fix broken link for distillation in main README

* Run make fixup
2021-12-14 21:55:33 -05:00
Sylvain Gugger
322d416916
Update Table of Contents (#14755) 2021-12-13 17:15:19 -05:00
Sylvain Gugger
7533d30acd
Convert Trainer doc page to MarkDown (#14753)
* Convert Trainer doc page to MarkDown

* Fix repo consistency

* Fix the doc build test job
2021-12-13 13:09:50 -05:00
Sylvain Gugger
c3cd88a9ba
Small fixes for the doc (#14751) 2021-12-13 11:17:01 -05:00
Lucien
fc74c84537
Swap TF and PT code inside two blocks (#14742) 2021-12-13 10:31:11 -05:00
Lysandre Debut
6e05bb1c96
Fix the perceiver docs (#14748) 2021-12-13 09:29:47 -05:00
NielsRogge
4c99e553c1
Improve documentation of some models (#14695)
* Migrate docs to mdx

* Update TAPAS docs

* Remove lines

* Apply suggestions from code review

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

* Apply some more suggestions from code review

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

* Add pt/tf switch to code examples

* More improvements

* Improve docstrings

* More improvements

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-12-13 13:24:36 +01:00
Stas Bekman
027074f4d0
[doc] document MoE model approach and current solutions (#14725)
* document MoE model approach

* additional info from Samyam

* fix
2021-12-10 18:24:38 -08:00
Sylvain Gugger
5eca742f6c
Fix special character in MDX (#14721) 2021-12-10 16:02:48 -05:00
Sylvain Gugger
63c284c2d4 Prevent style_doc from tempering the config file 2021-12-10 15:31:43 -05:00
Sylvain Gugger
1b75d7238c
Automatically build doc notebooks (#14718)
* Test workflow

* Build doc

* Make a clean build

* Add doc config

* Restore other workflows

* Final job

* Print something in else statements

* Pull before making changes
2021-12-10 14:20:56 -05:00
Sylvain Gugger
bab1556456
Put back open in colab markers (#14684) 2021-12-09 12:00:06 -05:00
Tikeng Notsawo Pascal Junior
3bc7d70e9c
Fix : wrong link in the documentation (ConvBERT vs DistilBERT) (#14705) 2021-12-09 11:35:22 -05:00
Mishig Davaadorj
60be4bf8ac
Fix typo in toctree (#14704) 2021-12-09 09:25:31 -05:00
Sylvain Gugger
13186d7152
Move pyctcdecode (#14686)
* Move pyctcdecode dep

* Fix doc and last objects

* Quality

* Style

* Ignore this black
2021-12-08 15:41:58 -05:00
Stas Bekman
1228661285
[bf16 support] tweaks (#14580)
* [bf16 support] tweaks

* corrections

Co-authored-by: Manuel R. Ciosici <manuelrciosici@gmail.com>
2021-12-08 11:33:24 -08:00
Sylvain Gugger
01b8cd5932
Revert open-in-colab and add perceiver (#14683) 2021-12-08 13:52:31 -05:00
Sylvain Gugger
cf36f4d7a8
Convert tutorials (#14665)
* Convert a few docs

* And another

* Last tutorials

* New syntax for colab links

* Convert a few docs

* And another

* Last tutorials

* New syntax for colab links
2021-12-08 13:19:46 -05:00
NielsRogge
65b20b739b
Add Perceiver IO (#14487)
* First draft

* Style and remove mlm

* Make forward pass work

* More improvements

* More improvements

* Fix bug

* More improvements

* More improvements

* Add PerceiverTokenizer first draft

* Improve conversion script

* More improvements

* Make conversion script work for the encoder

* Make conversion script work with local pickle files

* Style & quality, fix-copies

* Add dummy input to conversion script

* Add absolute position embeddings to TextPreProcessor

* Make forward pass of encoder work

* More improvements

* Move text preprocessor to separate script

* More improvements

* More improvements

* Add post processor

* Make MLM model work

* Style

* Add PerceiverForMaskedLM

* Add PerceiverImagePreprocessor

* Make style

* Make PerceiverForImageClassification work

* More improvements

* More improvements

* Use tokenizer in conversion script

* Use PerceiverForMaskedLM in conversion script

* Define custom PerceiverModelOutput

* Improve PerceiverAttention to make it work for both MLM and image classification

* More improvements

* More improvements

* More improvements to the conversion script

* Make conversion script work for both MLM and image classification

* Add PerceiverFeatureExtractor

* More improvements

* Style and quality

* Add center cropping

* Fix bug

* Small fix

* Add print statement

* Fix bug in image preprocessor

* Fix bug with conversion script

* Make output position embeddings an nn.Parameter layer instead of nn.Embedding

* Comment out print statements

* Add position encoding classes

* More improvements

* Use position_encoding_kwargs

* Add PerceiverForImageClassificationFourier

* Make style & quality

* Add PerceiverForImageClassificationConvProcessing

* Style & quality

* Add flow model

* Move processors to modeling file

* Make position encodings modular

* Make basic decoder use modular position encodings

* Add PerceiverForOpticalFlow to conversion script

* Add AudioPreprocessor

* Make it possible for the basic decoder to use Fourier position embeddings

* Add PerceiverForMultimodalAutoencoding

* Improve model for optical flow

* Improve _build_network_inputs method

* Add print statement

* Fix device issue

* Fix device of Fourier embeddings

* Add print statements for debugging

* Add another print statement

* Add another print statement

* Add another print statement

* Add another print statement

* Improve PerceiverAudioPreprocessor

* Improve conversion script for multimodal modal

* More improvements

* More improvements

* Improve multimodal model

* Make forward pass multimodal model work

* More improvements

* Improve tests

* Fix some more tests

* Add output dataclasses

* Make more tests pass

* Add print statements for debuggin

* Add tests for image classification

* Add PerceiverClassifierOutput

* More improvements

* Make more tests pass for the optical flow model

* Make style & quality

* Small improvements

* Don't support training for optical flow model for now

* Fix _prepare_for_class for tests

* Make more tests pass, add some docs

* Add multimodal model to tests

* Minor fixes

* Fix tests

* Improve conversion script

* Make fixup

* Remove pos_dim argument

* Fix device issue

* Potential fix for OOM

* Revert previous commit

* Fix test_initialization

* Add print statements for debugging

* Fix print statement

* Add print statement

* Add print statement

* Add print statement

* Add print statement

* Add print statement

* Add print statement

* Remove need for output_shape

* Comment out output_shape

* Remove unnecessary code

* Improve docs

* Fix make fixup

* Remove PerceiverTextProcessor from init

* Improve docs

* Small improvement

* Apply first batch of suggestions from code review

* Apply more suggestions from code review

* Update docstrings

* Define dicts beforehand for readability

* Rename task to architecture in conversion script, include PerceiverModel in tests

* Add print statements for debugging

* Fix tests on GPU

* Remove preprocessors, postprocessors and decoders from main init

* Add integration test

* Fix docs

* Replace einops by torch

* Update for new docs frontend

* Rename PerceiverForImageClassification

* Improve docs

* Improve docs

* Improve docs of PerceiverModel

* Fix some more tests

* Improve center_crop

* Add PerceiverForSequenceClassification

* Small improvements

* Fix tests

* Add integration test for optical flow model

* Clean up

* Add tests for tokenizer

* Fix tokenizer by adding special tokens properly

* Fix CI
2021-12-08 14:20:34 +01:00
Patrick von Platen
961732c276
[Wav2Vec2] PyCTCDecode Integration to support language model boosted decoding (#14339)
* up

* up

* up

* make it cleaner

* correct

* make styhahalal

* add more tests

* finish

* small fix

* make style

* up

* tryout to solve cicrle ci

* up

* fix more tests

* fix more tests

* apply sylvains suggestions

* fix import

* correct docs

* add pyctcdecode only to speech tests

* fix more tests

* add tf, flax and pt tests

* add pt

* fix last tests

* fix more tests

* Apply suggestions from code review

* change lines

* Apply suggestions from code review

Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>

* correct tests

* correct tests

* add doc string

Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>
2021-12-08 12:07:54 +01:00
Ryokan RI
30646a0a3c
Add mLUKE (#14640)
* implement MLukeTokenizer and LukeForMaskedLM

* update tests

* update docs

* add LukeForMaskedLM to check_repo.py

* update README

* fix test and specify the entity pad id in tokenization_(m)luke

* fix EntityPredictionHeadTransform
2021-12-07 00:25:28 -05:00
tucan9389
0f3f045ebd
Add GPTJForQuestionAnswering (#14503)
* Add GPTJForQuestionAnswering

* Reformat for GPTJForQuestionAnswering

* Fix isort error

* make style for GPTJForQA

* Add _keys_to_ignore_on_load_missing

* Change the sequence of qa and classification

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-12-06 11:44:10 -05:00
Matt
73ec4340ec
Make DefaultDataCollator importable from root (#14588)
* Make DefaultDataCollator importable from root

* Add documentation for DefaultDataCollator and add return_tensors argument to all class docstrings

* make style

* Add DefaultDataCollator to data_collator.rst

* Add DefaultDataCollator to data_collator.rst
2021-12-03 15:15:09 -05:00
Stas Bekman
71b1bf7ea8
[trainer] add tf32-mode control (#14606)
* [trainer] add --tf32 support

* it's pt>=.17

* it's pt>=.17

* flip the default to True

* add experimental note

* simplify logic

* style

* switch to 3-state logic

* doc

* Apply suggestions from code review

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

* re-style code

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-12-03 10:08:58 -08:00
Lysandre Debut
ec47baeba2
2022 is the year of multi-modality (#14610)
* 2022 is the year of multi-modality

* Small fix

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>

* Apply suggestions from code review

* Apply to documentation index

* Apply suggestions from code review

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Update README.md

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Apply suggestions from code review

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>
Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>
2021-12-03 11:35:44 -05:00
Daniel Stancl
50d909be28
[Flax] Add FlaxBlenderbotSmall (#14576)
* [WIP] Add FlaxBlenderbotSmall

* Revert some unintentionally changed files

Revert some unintentionally files changed by improperly filled cookiecutter instructions.

* Fix repo consistency

* Fix Flax-PT equivalence

* Apply suggestions from code review

* Update index.mdx

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-12-02 14:21:48 +05:30
Mishig Davaadorj
275402bf2b
Update doc img links (#14593)
* Update doc img links

* Rename toctree.yml -> _toctree.yml (#14594)

* Update doc img links

* Update performance.md img link
2021-12-02 09:01:35 +01:00
Mishig Davaadorj
4f68de625c
Rename toctree.yml -> _toctree.yml (#14594) 2021-12-02 08:58:39 +01:00
Stas Bekman
fbe278c76c
[doc] bf16/tf32 guide (#14579)
* [doc] bf16/tf32 guide

* expand

* expand

* Update docs/source/performance.md

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-12-01 14:18:58 -08:00
Sylvain Gugger
4df7d05a87
Doc new front (#14590)
* Convert PretrainedConfig doc to Markdown

* Use syntax

* Add necessary doc files (#14496)

* Doc fixes (#14499)

* Fixes for the new front

* Convert DETR file for table

* Title is needed

* Simplify a bit

* Even simpler

* Remove imports

* Fix typo in toctree (#14516)

* Fix checkpoints badge

* Update versions.yml format (#14517)

* Doc new front github actions (#14512)

* Doc new front github actions

* Fix docstring

* Fix feature extraction utils import (#14515)

* Address Julien's comments

* Push to doc-builder

* Ready for merge

* Remove old build and deploy

* Doc misc fixes (#14583)

* Rm versions.yml from doc

* Fix converting.rst

* Rm pretrained_models from toctree

* Fix index links (#14567)

* Fix links in README

* Localized READMEs

* Fix copy script

* Fix find doc script

* Update README_ko.md

Co-authored-by: Julien Chaumond <julien@huggingface.co>

Co-authored-by: Julien Chaumond <julien@huggingface.co>

* Adapt build command to new CLI tools (#14578)

* Fix typo

* Fix doc interlinks (#14589)

* Convert PretrainedConfig doc to Markdown

* Use syntax

* Rm pattern <[a-z]+(.html).*>

* Rm huggingface.co/transformers/master

* Rm .html

* Rm .html from index.mdx

* Rm .html from model_summary.rst

* Update index.mdx rm html

* Update remove .html

* Fix inner doc links

* Fix interlink in preprocssing.rst

* Update pr_checks

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Convert PretrainedConfig doc to Markdown

* Use syntax

* Add necessary doc files (#14496)

* Doc fixes (#14499)

* Fixes for the new front

* Convert DETR file for table

* Title is needed

* Simplify a bit

* Even simpler

* Remove imports

* Fix checkpoints badge

* Fix typo in toctree (#14516)

* Update versions.yml format (#14517)

* Doc new front github actions (#14512)

* Doc new front github actions

* Fix docstring

* Fix feature extraction utils import (#14515)

* Address Julien's comments

* Push to doc-builder

* Ready for merge

* Remove old build and deploy

* Doc misc fixes (#14583)

* Rm versions.yml from doc

* Fix converting.rst

* Rm pretrained_models from toctree

* Fix index links (#14567)

* Fix links in README

* Localized READMEs

* Fix copy script

* Fix find doc script

* Update README_ko.md

Co-authored-by: Julien Chaumond <julien@huggingface.co>

Co-authored-by: Julien Chaumond <julien@huggingface.co>

* Adapt build command to new CLI tools (#14578)

* Fix typo

* Fix doc interlinks (#14589)

* Convert PretrainedConfig doc to Markdown

* Use syntax

* Rm pattern <[a-z]+(.html).*>

* Rm huggingface.co/transformers/master

* Rm .html

* Rm .html from index.mdx

* Rm .html from model_summary.rst

* Update index.mdx rm html

* Update remove .html

* Fix inner doc links

* Fix interlink in preprocssing.rst

* Update pr_checks

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Styling

Co-authored-by: Mishig Davaadorj <mishig.davaadorj@coloradocollege.edu>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Julien Chaumond <julien@huggingface.co>
2021-12-01 14:13:02 -05:00
Suraj Patil
4c0dd199c8
FlaxGPTJ (#14396)
* add flax gptj

* no bias in attention dense

* no wpe

* fix rotary embeddings

* fix rotary embeds

* fix rotray embeds

* quality

* doc and quality

* fix equivalence tests
2021-12-01 10:57:39 +05:30
Suraj Patil
fc1d97f29d
VisionTextDualEncoder (#13511)
* init vision_text_dual_encoder

* fix merge

* remove extra heads

* fix tests

* remove VISION_TEXT_DUAL_ENCODER_PRETRAINED_CONFIG_ARCHIVE_MAP

* remove archive map

* fix imports

* fix more imports

* fix init

* delete tokenizers

* fix imports

* clean

* support clip's vision model

* handle None config

* begin tests

* more test and few fixes

* warn about newly init weights

* more tests

* add loss to model

* remove extra classes from doc

* add processor

* doc and small fixes

* add start docstr

* update flax model

* flax tests

* more flax tests

* doc

* quality

* doc and quality

* fix doc

* doc

* remove comments

* update warning

* quality

* fix docs

* Apply suggestions from code review

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

* replace asserts, fix imports

* update imports

* fix import

* address some review comments

* fix check

* reduce tolerance

* fix test

* add flax integration test

* Apply suggestions from code review

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

* address Sylvain's comments

* fix style

* add pt_flax_equivalence test in PT tests

* add pt integration test

* update test

* use pre-trained checkpoint in examples

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-11-30 22:21:48 +05:30
Daniel Stancl
faacd74729
[Flax] Add FlaxBlenderbot (#13633)
* Init Flax implementation for Blenderbot

* Add a majority of stuff except for tests

* make style quality

* Add tests and fix some bugs

* Add tests

* Clean source code and fix some bugs

* Fix copies and docs

* Fix jax device condition for tests

* Fix layer norm in the encoder

* Fix a few typos in the test file

* make fix-copies

* make fix-copies

* fix layer norm

* Fix Flax params dtype (#13090)

* Fix PR reference (#13098)

* make fix-copies

* Update tests/test_modeling_flax_blenderbot.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-11-30 17:36:54 +05:30
Kamal Raj
c468a87a69
Tapas tf (#13393)
* TF Tapas first commit

* updated docs

* updated logger message

* updated pytorch weight conversion
script to support scalar array

* added use_cache to tapas model config to
work properly with tf input_processing

* 1. rm embeddings_sum
2. added # Copied
3. + TFTapasMLMHead
4. and lot other small fixes

* updated docs

* + test for tapas

* updated testing_utils to check
is_tensorflow_probability_available

* converted model logits post processing using
numpy to work with both PT and TF models

* + TFAutoModelForTableQuestionAnswering

* added TF support

* added test for
TFAutoModelForTableQuestionAnswering

* added test for
TFAutoModelForTableQuestionAnswering pipeline

* updated auto model docs

* fixed typo in import

* added tensorflow_probability to run tests

* updated MLM head

* updated tapas.rst with TF  model docs

* fixed optimizer import in docs

* updated convert to np
data from pt model is not
`transformers.tokenization_utils_base.BatchEncoding`
after pipeline upgrade

* updated pipeline:
1. with torch.no_gard removed, pipeline forward handles
2. token_type_ids converted to numpy

* updated docs.

* removed `use_cache` from config

* removed floats_tensor

* updated code comment

* updated Copyright Year and
logits_aggregation Optional

* updated docs and comments

* updated docstring

* fixed model weight loading

* make fixup

* fix indentation

* added tf slow pipeline test

* pip upgrade

* upgrade python to 3.7

* removed from_pt from tests

* revert commit f18cfa9
2021-11-30 11:07:55 +01:00
NielsRogge
25156eb296
Rename ImageGPT (#14526)
* Rename

* Add MODEL_FOR_CAUSAL_IMAGE_MODELING_MAPPING
2021-11-29 10:19:11 +01:00
Xing Han Lu
ebbe8cc3fe
Tokenizers docs: Specify which class contains __call__ method (#14379)
* Update tokenizer.rst

* Apply `make fixup`
2021-11-28 18:55:38 -05:00
Lysandre Debut
2318bf77eb
Fixes (#14534) 2021-11-26 04:35:08 -05:00
Lysandre Debut
c15f4f203f
Quicktour updates (#14533) 2021-11-26 04:09:31 -05:00
Chris Fregly
1bbd6fcdeb
added save_directories for _psave_pretrained_pt and _tf, changed model to tf_model and pt_model, enable the notebook to run cleanly from top to bottom without error (#14529)
* added save_directories for _psave_pretrained_pt and _tf, changed model to tf_model and pt_model, enable the notebook to run cleanly from top to bottom without error

* Update quicktour.rst

* added >>>

* dependencies

* added space
2021-11-26 03:46:07 -05:00
Stas Bekman
956a483173
[deepspeed] zero inference (#14253)
* [deepspeed] zero inference

* only z3 makes sense for inference

* fix and style

* docs

* rework

* fix test

* Apply suggestions from code review

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

* responding to suggestions

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-11-23 14:09:15 -08:00
Sylvain Gugger
204d251310
Auto processor (#14465)
* Add AutoProcessor class

* Init and tests

* Add doc

* Fix init

* Update src/transformers/models/auto/processing_auto.py

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

* Reverts to tokenizer or feature extractor when available

* Adapt test

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-11-22 12:17:38 -05:00
Daniel Stancl
e0e2da1194
Improve a add-new-pipeline docs a bit (#14485) 2021-11-22 10:35:49 -05:00
Shang Zhang
a59e7c1ed4
Add QDQBert model and quantization examples of SQUAD task (#14066)
* clean up branch for add-qdqbert-model

* README update for QAT example; update docstrings in modeling_qdqbert.py

* Update qdqbert.rst

* Update README.md

* Update README.md

* calibration data using traning set; QAT example runs in fp32

* re-use BERTtokenizer for qdqbert

* Update docs/source/model_doc/qdqbert.rst

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

* Update docs/source/model_doc/qdqbert.rst

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

* Update docs/source/model_doc/qdqbert.rst

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

* remove qdqbert tokenizer

* Update qdqbert.rst

* update evaluate-hf-trt-qa.py

* update configuration_qdqbert.py

* update modeling_qdqbert.py: add copied statement; replace assert with ValueError

* update copied from statement

* add is_quantization_available; run make fix-copies

* unittest add require_quantization

* add backend dependency to qdqbert model

* update README; update evaluate script; make style

* lint

* docs qdqbert update

* circleci build_doc add pytorch-quantization for qdqbert

* update README

* update example readme with instructions to upgrade TensorRT to 8.2

* Update src/transformers/models/qdqbert/configuration_qdqbert.py

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

* Update src/transformers/models/qdqbert/configuration_qdqbert.py

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

* Update src/transformers/models/qdqbert/configuration_qdqbert.py

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

* Update src/transformers/models/qdqbert/configuration_qdqbert.py

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

* change quantization to pytorch_quantization for backend requirement

* feed_forward_chunking not supported in QDQBert

* make style

* update model docstrings and comments in testing scripts

* rename example to quantization-qdqbert; rename example scripts from qat to quant

* Update src/transformers/models/qdqbert/modeling_qdqbert.py

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

* rm experimental functions in quant_trainer

* qa cleanup

* make fix-copies for docs index.rst

* fix doctree; use post_init() for qdqbert

* fix early device assignment for qdqbert

* fix CI:Model templates runner

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-11-19 13:33:39 -05:00
NielsRogge
0490b98877
[ImageGPT] Small fixes (#14460)
* Add integration test

* Fix typo
2021-11-19 15:15:02 +01:00
NielsRogge
da36c557f7
Add ImageGPT (#14240)
* First draft

* More improvements

* Improve conversion script

* Fix init weights for layer norm

* Fix correct model for conversion script

* Don't tie input and output embeddings

* Add print statements for debugging

* Add print statements for debugging

* Fix vocab size of model

* Improve documentation, remove fast tokenizer

* Add ImageGPTForImageClassification, improve docs

* Fix docs issue

* Set verbosity level back to info

* Improve tests

* Fix tests and add figure

* Delete tokenizer file

* Remove ImageGPTTokenizer from init files

* Remove ImageGPTLayer from init files

* Remove ImageGPT tokenizer from docs

* First draft of ImageGPTFeatureExtractor

* Fix typo

* Fix bug

* More improvements

* Apply suggestions from code review, add tests for feature extractor

* Fix layernorm

* Update save_pretrained method

* Fix issue

* Make all tests of ImageGPTFeatureExtractor pass

* Update code examples

* Rename model inputs to pixel_values

* Improve code examples

* Update init_weights to post_init

* Fix post_init
2021-11-18 16:24:34 +01:00
Patrick von Platen
754202de4f
[Bart] Fix docs (#14434) 2021-11-17 19:02:33 +01:00
Lysandre
c6c075544d Docs for version v4.12.5 2021-11-17 11:39:12 -05:00
NielsRogge
a2864a50e7
Improve semantic segmentation models (#14355)
* Improve tests

* Improve documentation

* Add ignore_index attribute

* Add semantic_ignore_index to BEiT model

* Add segmentation maps argument to BEiTFeatureExtractor

* Simplify SegformerFeatureExtractor and corresponding tests

* Improve tests

* Apply suggestions from code review

* Minor docs improvements

* Streamline segmentation map tests of SegFormer and BEiT

* Improve reduce_labels docs and test

* Fix code quality

* Fix code quality again
2021-11-17 15:29:58 +01:00
Lysandre
888fb21159 Docs for v4.12.4 2021-11-16 17:40:58 -05:00
Patrick von Platen
4ce74edf51
[Speech2Text2] Enable tokenizers (#14390)
* [Speech2Text2] Enable tokenizers

* minor fix

* Apply suggestions from code review

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-11-15 16:34:11 +01:00
Stas Bekman
29dfb2dbb1
[doc] performance and parallelism updates (#14391)
* [doc] performance and parallelism doc update

* improve

* improve
2021-11-14 17:19:15 -08:00
Nicolas Patry
5c153079e2
Adding some quality of life for pipeline function. (#14322)
* Adding some quality of life for `pipeline` function.

* Update docs/source/main_classes/pipelines.rst

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

* Update src/transformers/pipelines/__init__.py

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

* Improve the tests.

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-11-10 10:18:35 +01:00
Steven Liu
e4d8f517b9
Rewrite guides for fine-tuning with Datasets (#13923)
* rewrite guides for fine-tuning with datasets

* simple qa code example

* use anonymous rST links

* style
2021-11-09 14:12:50 -05:00
Yih-Dar
be4a6c64dc
Add TFViTModel (#13778)
* Start the work for TFViTModel

* Convert to TF code - need to check in the follow up commits

* Clean up model code

* Expose TFViTModel

* make style

* make quality

* Add test

* make style & quality

* Fix some imports

* fix wrong usage - *kwargs => ** kwargs

* Fix Conv2D weight loading (PT->TF) issue

* Add tests for images with different sizes + fix model

* Fix some common tests for TFViTModel

* Use inputs instead of input_ids in test_compile_tf_model

* Add a comment about transpose and Conv2D in convert_tf_weight_name_to_pt_weight_name

* Avoid transpose in TFViT call

* Fix Conv2D issue in load_tf2_weights_in_pytorch_model

* Use tf.keras.layers.Conv2D instead of tf.nn.conv2d

* Using simpler heuristic to detect Conv2D layer

* Change convert_tf_weight_name_to_pt_weight_name to return TransposeType

* Check tf_weight_shape is not None before using it

* Apply suggestions from code review

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

* fix missing comma

* fix input dtype

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-11-09 07:54:37 -05:00
Yih-Dar
95b3ec3bc9
Add FlaxVisionEncoderDecoderModel (#13359)
* Start the work on FlaxVisionEncoderDecoderModel

* Add FlaxVisionEncoderDecoderModel

* Add VisionEncoderDecoderConfig

* Make FlaxVisionEncoderDecoderModel visible to transformers

* Add test

* Fix wrong getattr usage

* Fix tests

* Add FlaxAutoModelForVision2Seq

* Expose FLAX_MODEL_FOR_VISION_2_SEQ_MAPPING

* clean-up

* add integration test

* update expected logits

* update expected scores

* Add ViT2GPT2ModelIntegrationTest + some cleaning

* Add projection layer + PT/Flax equivalence tests

* Fix import

* minor changes

* make test slow again

* Apply suggestions

* Add modeling_flax_vision_encoder_decoder to _ignore_modules in get_model_modules()

* fix copies

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* split long strings in multiple lines

* decoder_input_ids can't be None

* Add back test_configuration_tie

* Remove attention_mask parameter

* fix test - encoder_last_hidden_state should be encoder_outputs.last_hidden_state instead of the projected vector

* Apply suggestions from code review

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

* Remove more encoder_attention_mask

* remove encoder_attention_mask when calling self.decode (in FlaxVisionEncoderDecoderModule)

* Fix style + pass 1s instead of None as encoder_attention_mask

* fix init_weights

* pass None for encoder_attention_mask

* pass 1s instead of None as encoder_attention_mask

* Fix doc style

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-11-09 15:14:28 +05:30
Xing Han Lu
843c326ee1
Update dpr.rst (#14300) 2021-11-06 09:41:02 -04:00
Sylvain Gugger
f0d6e952c0
Quality explain (#14264)
* Start PR doc

* Cleanup the quality checks and document them

* Add reference in the contributing guide

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Rename file as per review suggestion

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2021-11-03 17:43:19 -04:00
NielsRogge
5f789a687a
Add LayoutXLMProcessor (and LayoutXLMTokenizer, LayoutXLMTokenizerFast) (#14115)
* Add LayoutXLMTokenizer and LayoutXLMTokenizerFast

* Fix styling issues

* Fix more styling issues

* Fix more styling issues

* Fix docstring

* Fix unit tests

* Fix docs

* Fix unit tests

* Fix typos and styling issues

* Fix styling issues

* Fix docstring

* Make all tests of test_tokenization_layoutxlm pass

* Add LayoutXLMProcessor

* Make fixup

* Make all LayoutXLMProcessor tests pass

* Minor fixes

* Leave LayoutLMv2Processor tests unchanged

* Fix code quality

* Move LayoutXLM tokenizers and processor to separate folder

* Fix code quality

* Apply suggestions from code review

* Replace assertions by value errors

* Remove methods from fast tokenizer

Co-authored-by: King Yiu Suen <kingyiusuen@gmail.com>
2021-11-03 08:59:44 +01:00
Sylvain Gugger
558f8543ba
Update Transformers to huggingface_hub >= 0.1.0 (#14251)
* Update Transformers to huggingface_hub >= 0.1.0

* Forgot to save...

* Style

* Fix test
2021-11-02 18:58:42 -04:00
lumliolum
519a677e87
Added Beit model output class (#14133)
* add Beit model ouput class

* inherting from BaseModelOuputWithPooling

* updated docs if use_mean_pooling is False

* added beit specific outputs in model docs

* changed the import path

* Fix docs

Co-authored-by: Niels Rogge <niels.rogge1@gmail.com>
2021-11-02 18:29:14 +01:00
NielsRogge
e20faa6f03
Add BeitForSemanticSegmentation (#14096)
* Add first draft

* Make forward pass work

* Improve conversion script

* Add notebook that checks if it works

* Add BeitForSemanticSegmentation to the tests

* More improvements

* Make BeitForSemanticSegmentation consistent with Segformer

* Small bug fix

* Add BeitForSemanticSegmentation to docs

* Make sure model doesn't output hidden states when the user doesn't want to

* Make it possible to convert the large model

* Fix issue

* Fix conversion script for large model

* Add auxiliary_head option to semantic segmentation model

* Apply suggestions from @sgugger's review

* Apply suggestions from code review

* Fix failing test

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2021-11-01 19:55:45 +01:00
Lysandre
9fc1951711 Docs for v4.12.2 2021-10-29 14:51:05 -04:00
Lysandre
513fa30a63 Docs for v4.12.1 2021-10-29 13:49:50 -04:00
Daniel Stancl
d37f1fb8ba
Add BlenderbotTokenizerFast (#13720)
* Add the support for the fast (rust) implementation of BlenbderbotTokenizer

* Fix a converter and a typo in a doc

* Apply the patil-suraj's suggestion

* (Nitpick) Fast tokenization -> Fast Tokenization in doc

* Apply the SaulLu's suggestion

* Apply Narsil's suggestion to fix test pipelines

* Add encoder_no_repeat_ngram_size according to the Narsil's suggestion

* Revert the last (unnecessary) commit

* Override pipeline config for Blenderbot to allow for larger pos. emb.

* make fix-copies
2021-10-29 09:19:01 -04:00
Nicolas Patry
be236361f1
Adding batch_size support for (almost) all pipelines (#13724)
* Tentative enabling of `batch_size` for pipelines.

* Add systematic test for pipeline batching.

* Enabling batch_size on almost all pipelines

- Not `zero-shot` (it's already passing stuff as batched so trickier)
- Not `QA` (preprocess uses squad features, we need to switch to real
tensors at this boundary.

* Adding `min_length_for_response` for conversational.

* Making CTC, speech mappings avaiable regardless of framework.

* Attempt at fixing automatic tests (ffmpeg not enabled for fast tests)

* Removing ffmpeg dependency in tests.

* Small fixes.

* Slight cleanup.

* Adding docs

and adressing comments.

* Quality.

* Update docs/source/main_classes/pipelines.rst

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

* Update src/transformers/pipelines/question_answering.py

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

* Update src/transformers/pipelines/zero_shot_classification.py

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

* Improving docs.

* Update docs/source/main_classes/pipelines.rst

Co-authored-by: Philipp Schmid <32632186+philschmid@users.noreply.github.com>

* N -> oberved_batch_size

softmax trick.

* Follow `padding_side`.

* Supporting image pipeline batching (and padding).

* Rename `unbatch` -> `loader_batch`.

* unbatch_size forgot.

* Custom padding for offset mappings.

* Attempt to remove librosa.

* Adding require_audio.

* torchaudio.

* Back to using datasets librosa.

* Adding help to set a pad_token on the tokenizer.

* Update src/transformers/pipelines/base.py

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

* Update src/transformers/pipelines/base.py

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

* Update src/transformers/pipelines/base.py

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

* Quality.

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Philipp Schmid <32632186+philschmid@users.noreply.github.com>
2021-10-29 11:34:18 +02:00
Lysandre
b8fad022a0 v4.13.0.dev0 2021-10-28 12:56:46 -04:00
Lysandre
62bf536631 Release v4.12.0 2021-10-28 12:09:49 -04:00
NielsRogge
1dc96a760d
Add SegFormer (#14019)
* First draft

* Make style & quality

* Improve conversion script

* Add print statement to see actual slice

* Make absolute tolerance smaller

* Fix image classification models

* Add post_process_semantic method

* Disable padding

* Improve conversion script

* Rename to ForSemanticSegmentation, add integration test, remove post_process methods

* Improve docs

* Fix code quality

* Fix feature extractor tests

* Fix tests for image classification model

* Delete file

* Add is_torch_available to feature extractor

* Improve documentation of feature extractor methods

* Apply suggestions from @sgugger's code review

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

* Apply some more suggestions of code review

* Rebase with master

* Fix rebase issues

* Make sure model only outputs hidden states when the user wants to

* Apply suggestions from code review

* Add pad method

* Support padding of 2d images

* Add print statement

* Add print statement

* Move padding method to SegformerFeatureExtractor

* Fix issue

* Add casting of segmentation maps

* Add test for padding

* Add small note about padding

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-10-28 08:23:52 -04:00
Patrick von Platen
9f3aa46f45
Add Unispeech & Unispeech-SAT (#13963)
* unispeech

* add copy from

* remove hubert copy from

* finish for today

* add unispeech-sat

* adapt more

* up

* up

* up

* up

* add modeling

* add tests

* up

* up

* finish

* up

* Apply suggestions from code review

* up

* up

* Apply suggestions from code review

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

* up

* up

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-10-26 18:59:58 +02:00
Thomas Chaigneau
1f60df81b2
Add Camembert to models exportable with ONNX (#14059)
Add Camembert to models exportable with ONNX

Co-authored-by: Thomas.Chaigneau <thomas.chaigneau@arkea.com>
Co-authored-by: Michael Benayoun <mickbenayoun@gmail.com>
2021-10-26 11:22:22 +02:00
Matt
84b9579da7
Remove unneeded to_tensor() in TF inline example (#14140) 2021-10-25 15:04:36 +01:00
Reza Gharibi
3e04a41a9b
Fix some writing issues in the docs (#14136)
* Fix some writing issues in the docs

* Run code quality check
2021-10-25 07:48:02 -04:00
Reza Gharibi
6b83090e80
Fix some typos in the docs (#14126)
* Fix some typos in the docs

* Fix a styling issue

* Fix code quality check error
2021-10-25 07:40:44 -04:00
Kevin Ko
95bab53868
Update TP parallel GEMM image (#14112)
* Update TP parallel GEMM image

* Delete parallelism-tp-parallel_gemm.png

* Update parallelism-tp-parallel_gemm.png
2021-10-22 12:57:48 -07:00
Reza Gharibi
7888914edd
Fix a typo in preprocessing docs (#14108) 2021-10-21 17:00:26 -04:00
Reza Gharibi
49155d2431
Fix broken link in translation section (#14087) 2021-10-20 15:10:57 -04:00
Ihor Omelchenko
9eda0d156d
Fix typo (#14056) 2021-10-18 18:03:39 -04:00
Patrick von Platen
d5ff69fce9
[Speech] Refactor Examples (#14040)
* adapt_examples

* up

* up

* up

* up

* add auto models

* finish
2021-10-18 17:43:35 +02:00
Sylvain Gugger
2c60ff2fe2
Add an API to register objects to Auto classes (#13989)
* Add API to register a new object in auto classes

* Fix test

* Documentation

* Add to tokenizers and test

* Add cleanup after tests

* Be more careful

* Move import

* Move import

* Cleanup in TF test too

* Add consistency check

* Add documentation

* Style

* Update docs/source/model_doc/auto.rst

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

* Update src/transformers/models/auto/auto_factory.py

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-10-18 10:22:46 -04:00
Dat Quoc Nguyen
3d587c5343
Add BARTpho: Pre-trained Sequence-to-Sequence Models for Vietnamese (#13788)
* Add the pre-trained BARTpho model

* Add the pre-trained BARTpho model

* Add the pre-trained BARTpho model

* Fix incorrectly sorted and/or formatted imports

* Fix incorrectly sorted and/or formatted style

* Fix check_dummies

* Fix check_dummies

* Fix check_dummies

* Update docs/source/model_doc/bartpho.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update src/transformers/models/bartpho/__init__.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update src/transformers/models/bartpho/tokenization_bartpho.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update tests/test_tokenization_bartpho.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update src/transformers/models/bartpho/tokenization_bartpho.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update tests/test_tokenization_bartpho.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update docs/source/model_doc/bartpho.rst

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

* Update docs/source/model_doc/bartpho.rst

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

* Update src/transformers/models/bartpho/__init__.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Add the pre-trained BARTpho model

* Add Tips section in doc and details of monolingual_vocab_file

* Fix conflicts

* Add another tip related to monolingual_vocab_file

* Readd dependency_versions_table.py

* Handle failing checks

* Remove test_list.txt

* Remove md5sum.saved

* Revise Readme.md

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-10-18 10:16:46 -04:00
Anton Lozhkov
cd3166a8ed
Add the SEW and SEW-D speech models (#13962)
* Working encoder

* SEW-D and tests

* Further conv fixes

* Automodels and conv inits

* Update integration tests, add docs

* Docs cleanup, resolve todos

* Conf fix

* Fix docs

* Fix tests, apply suggestions

* Update src/transformers/models/sew/modeling_sew.py

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

* Model conversion and updated no-mask tests

* Remove copy of feature_proj

* Style

* Update src/transformers/models/auto/feature_extraction_auto.py

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

* Update src/transformers/models/auto/feature_extraction_auto.py

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

* Move orgs

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-10-15 18:26:26 +03:00
Patrick von Platen
7fb2a8b3d9
up (#14008) 2021-10-14 15:46:22 +02:00
NielsRogge
408b2d2bd0
Add TrOCR + VisionEncoderDecoderModel (#13874)
* First draft

* Update self-attention of RoBERTa as proposition

* Improve conversion script

* Add TrOCR decoder-only model

* More improvements

* Make forward pass with pretrained weights work

* More improvements

* Some more improvements

* More improvements

* Make conversion work

* Clean up print statements

* Add documentation, processor

* Add test files

* Small improvements

* Some more improvements

* Make fix-copies, improve docs

* Make all vision encoder decoder model tests pass

* Make conversion script support other models

* Update URL for OCR image

* Update conversion script

* Fix style & quality

* Add support for the large-printed model

* Fix some issues

* Add print statement for debugging

* Add print statements for debugging

* Make possible fix for sinusoidal embedding

* Further debugging

* Potential fix v2

* Add more print statements for debugging

* Add more print statements for debugging

* Deubg more

* Comment out print statements

* Make conversion of large printed model possible, address review comments

* Make it possible to convert the stage1 checkpoints

* Clean up code, apply suggestions from code review

* Apply suggestions from code review, use Microsoft models in tests

* Rename encoder_hidden_size to cross_attention_hidden_size

* Improve docs
2021-10-13 10:28:56 +02:00
Stas Bekman
61f6426269
[parallel doc] dealing with layers larger than one gpu (#13980) 2021-10-12 15:37:55 -07:00
Yih-Dar
8b240a0661
Add TFEncoderDecoderModel + Add cross-attention to some TF models (#13222)
* Add cross attentions to TFGPT2Model

* Add TFEncoderDecoderModel

* Add TFBaseModelOutputWithPoolingAndCrossAttentions

* Add cross attentions to TFBertModel

* Fix past or past_key_values argument issue

* Fix generation

* Fix save and load

* Add some checks and comments

* Clean the code that deals with past keys/values

* Add kwargs to processing_inputs

* Add serving_output to TFEncoderDecoderModel

* Some cleaning + fix use_cache value issue

* Fix tests + add bert2bert/bert2gpt2 tests

* Fix more tests

* Ignore crossattention.bias when loading GPT2 weights into TFGPT2

* Fix return_dict_in_generate in tf generation

* Fix is_token_logit_eos_token bug in tf generation

* Finalize the tests after fixing some bugs

* Fix another is_token_logit_eos_token bug in tf generation

* Add/Update docs

* Add TFBertEncoderDecoderModelTest

* Clean test script

* Add TFEncoderDecoderModel to the library

* Add cross attentions to TFRobertaModel

* Add TFRobertaEncoderDecoderModelTest

* make style

* Change the way of position_ids computation

* bug fix

* Fix copies in tf_albert

* Remove some copied from and apply some fix-copies

* Remove some copied

* Add cross attentions to some other TF models

* Remove encoder_hidden_states from TFLayoutLMModel.call for now

* Make style

* Fix TFRemBertForCausalLM

* Revert the change to longformer + Remove copies

* Revert the change to albert and convbert + Remove copies

* make quality

* make style

* Add TFRembertEncoderDecoderModelTest

* make quality and fix-copies

* test TFRobertaForCausalLM

* Fixes for failed tests

* Fixes for failed tests

* fix more tests

* Fixes for failed tests

* Fix Auto mapping order

* Fix TFRemBertEncoder return value

* fix tf_rembert

* Check copies are OK

* Fix missing TFBaseModelOutputWithPastAndCrossAttentions is not defined

* Add TFEncoderDecoderModelSaveLoadTests

* fix tf weight loading

* check the change of use_cache

* Revert the change

* Add missing test_for_causal_lm for TFRobertaModelTest

* Try cleaning past

* fix _reorder_cache

* Revert some files to original versions

* Keep as many copies as possible

* Apply suggested changes - Use raise ValueError instead of assert

* Move import to top

* Fix wrong require_torch

* Replace more assert by raise ValueError

* Add test_pt_tf_model_equivalence (the test won't pass for now)

* add test for loading/saving

* finish

* finish

* Remove test_pt_tf_model_equivalence

* Update tf modeling template

* Remove pooling, added in the prev. commit, from MainLayer

* Update tf modeling test template

* Move inputs["use_cache"] = False to modeling_tf_utils.py

* Fix torch.Tensor in the comment

* fix use_cache

* Fix missing use_cache in ElectraConfig

* Add a note to from_pretrained

* Fix style

* Change test_encoder_decoder_save_load_from_encoder_decoder_from_pt

* Fix TFMLP (in TFGPT2) activation issue

* Fix None past_key_values value in serving_output

* Don't call get_encoderdecoder_model in TFEncoderDecoderModelTest.test_configuration_tie until we have a TF checkpoint on Hub

* Apply review suggestions - style for cross_attns in serving_output

* Apply review suggestions - change assert + docstrings

* break the error message to respect the char limit

* deprecate the argument past

* fix docstring style

* Update the encoder-decoder rst file

* fix Unknown interpreted text role "method"

* fix typo

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-10-13 00:10:34 +02:00
Adam Kaczmarek
23ee06ed55
Fixed typo: herBERT -> HerBERT (#13936) 2021-10-08 10:27:32 -04:00
Mishig Davaadorj
026866df92
Image Segmentation pipeline (#13828)
* Implement img seg pipeline

* Update src/transformers/pipelines/image_segmentation.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/pipelines/image_segmentation.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update output shape with individual masks

* Rm dev change

* Remove loops in test

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2021-10-08 09:59:53 +02:00
Lysandre
5be59a3649 Deploy docs for v4.11.3 2021-10-06 12:58:47 -04:00
Sylvain Gugger
7d83655da9
Autodocument the list of ONNX-supported models (#13884) 2021-10-05 22:43:16 -04:00
Hyunwoong Ko
36fc401621
Update parallelism.md (#13892)
* Update parallelism.md

* Update docs/source/parallelism.md

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update docs/source/parallelism.md

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update docs/source/parallelism.md

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update docs/source/parallelism.md

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update docs/source/parallelism.md

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update docs/source/parallelism.md

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2021-10-05 17:42:12 -07:00
Evgeniy Zheltonozhskiy
6c08840628
Fix broken link to distill models in docs (#13848)
* Fix broken link to distill models

* Missing symbol

* Fix spaces
2021-10-04 11:57:54 -04:00
Sidd Karamcheti
3a8de58c51
Add Mistral GPT-2 Stability Tweaks (#13573)
* Add layer-wise scaling

* Add reorder & upcasting argument

* Add OpenAI GPT-2 weight initialization scheme

* start `layer_idx` count at zero for consistency

* disentangle attn and reordered and upscaled attn function

* rename `scale_attn_by_layer` to `scale_attn_by_layer_id`

* make autocast from amp compatible with pytorch<1.6

* fix docstring

* style fixes

* Add fixes from PR feedback, style tweaks

* Fix doc whitespace

* Reformat

* First pass scale_attn_by_layer_idx and reorder_and_upcast_attn tests

* Rename scale_attn_by_layer_idx, add tip

* Remove extra newline

* add test for weight initialization

* update code format

* add assert check weights are fp32

* remove assert

* Fix incorrect merge

* Fix shape mismatch in baddbmm

* Add generation test for Mistral flags

Co-authored-by: leandro <leandro.vonwerra@spoud.io>
Co-authored-by: Keshav Santhanam <keshav2@stanford.edu>
Co-authored-by: J38 <jebolton@stanford.edu>
2021-10-04 07:37:09 -04:00
Yaser Abdelaziz
955fd4fea9
[docs/gpt-j] fix typo (#13851) 2021-10-04 12:30:50 +02:00
Patrick von Platen
41436d3dfb
[DPR] Correct init (#13796)
* update

* add to docs and init

* make fix-copies
2021-09-30 18:55:20 +02:00
Stas Bekman
e1d1c7c087
[testing] auto-replay captured streams (#13803) 2021-09-30 09:26:49 -07:00
Sylvain Gugger
5f25855b3e Update doc for v4.11.2 2021-09-30 11:58:33 -04:00
Suraj Patil
bf6118e70c
[docs/gpt-j] addd instructions for how minimize CPU RAM usage (#13795)
* add a note about tokenizer

* add  tips to load model is less RAM

* fix link

* fix more links
2021-09-29 23:43:46 +05:30
Sylvain Gugger
cf4aa3597f Update doc for v4.11.1 2021-09-29 12:09:40 -04:00
Nishant Prabhu
a1ea3adb28
Fix LayoutLM ONNX test error (#13710)
Fix LayoutLM ONNX test error
2021-09-29 06:50:15 -07:00
Matt
3a8a8013ad
Keras callback to push to hub each epoch, or after N steps (#13773)
* Keras callback to push to hub each epoch, or after N steps

* Reworked the callback to use Repository

* Use an Enum for save_strategy

* Style pass

* Correct type for tokenizer

* Update src/transformers/keras_callbacks.py

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

* Update src/transformers/keras_callbacks.py

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

* Update src/transformers/keras_callbacks.py

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

* Update src/transformers/keras_callbacks.py

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

* Update src/transformers/keras_callbacks.py

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

* Update src/transformers/keras_callbacks.py

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

* Adding print message to the final upload

* Adding print message to the final upload

* Change how we wait for the last process to finish

* is_done is a property, not a method, derp

* Docstrings and documentation

* Style pass

* Style edit

* Docstring reformat

* Docstring rewrite

* Replacing print with internal logger

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-09-29 12:47:35 +01:00
Lysandre
11c69b8045 Docs for version v4.11.0 2021-09-27 14:19:38 -04:00
Lysandre
dc193c906d Release: v4.11.0 2021-09-27 14:14:09 -04:00
Lysandre Debut
5b57075449
Add BlenderBot small tokenizer to the init (#13367)
* Add BlenderBot small tokenizer to the init

* Update src/transformers/__init__.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Style

* Bugfix

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-09-22 19:00:47 -04:00
Suraj Patil
6dc41d9f8e
add a note about tokenizer (#13696) 2021-09-22 17:18:13 -04:00
Sylvain Gugger
27d4639779
Make gradient_checkpointing a training argument (#13657)
* Make gradient_checkpointing a training argument

* Update src/transformers/modeling_utils.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update src/transformers/configuration_utils.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Fix tests

* Style

* document Gradient Checkpointing as a performance feature

* Small rename

* PoC for not using the config

* Adapt BC to new PoC

* Forgot to save

* Rollout changes to all other models

* Fix typo

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Stas Bekman <stas@stason.org>
2021-09-22 07:51:38 -04:00
Kamal Raj
a2dec768a2
beit-flax (#13515)
* beit-flax

* updated FLAX_BEIT_MLM_DOCSTRING

* removed bool_masked_pos from classification

* updated Copyright

* code refactoring: x -> embeddings

* updated test: rm from_pt

* Update docs/source/model_doc/beit.rst

* model code dtype updates and
other changes according to review

* relative_position_bias
revert back to pytorch design
2021-09-21 13:34:19 +02:00
Patrick von Platen
48fa42e5d5
Add Speech AutoModels (#13655)
* upload

* correct

* correct

* correct

* finish

* up

* up

* up again
2021-09-21 08:50:33 +02:00
flozi00
ea92136597
Fix typo distilbert doc (#13643) 2021-09-20 15:10:33 -04:00
flozi00
aeb2dac04d
Change https:/ to https:// (#13644) 2021-09-20 12:31:46 -04:00
Ayaka Mikazuki
04976a32dc
Fix mT5 documentation (#13639)
* Fix MT5 documentation

The abstract is incomplete

* MT5 -> mT5
2021-09-20 07:53:31 -04:00
Gunjan Chhablani
d8049331dc
Add FNet (#13045)
* Init FNet

* Update config

* Fix config

* Update model classes

* Update tokenizers to use sentencepiece

* Fix errors in model

* Fix defaults in config

* Remove position embedding type completely

* Fix typo and take only real numbers

* Fix type vocab size in configuration

* Add projection layer to embeddings

* Fix position ids bug in embeddings

* Add minor changes

* Add conversion script and remove CausalLM vestiges

* Fix conversion script

* Fix conversion script

* Remove CausalLM Test

* Update checkpoint names to dummy checkpoints

* Add tokenizer mapping

* Fix modeling file and corresponding tests

* Add tokenization test file

* Add PreTraining model test

* Make style and quality

* Make tokenization base tests work

* Update docs

* Add FastTokenizer tests

* Fix fast tokenizer special tokens

* Fix style and quality

* Remove load_tf_weights vestiges

* Add FNet to  main README

* Fix configuration example indentation

* Comment tokenization slow test

* Fix style

* Add changes from review

* Fix style

* Remove bos and eos tokens from tokenizers

* Add tokenizer slow test, TPU transforms, NSP

* Add scipy check

* Add scipy availabilty check to test

* Fix tokenizer and use correct inputs

* Remove remaining TODOs

* Fix tests

* Fix tests

* Comment Fourier Test

* Uncomment Fourier Test

* Change to google checkpoint

* Add changes from review

* Fix activation function

* Fix model integration test

* Add more integration tests

* Add comparison steps to MLM integration test

* Fix style

* Add masked tokenization fix

* Improve mask tokenization fix

* Fix index docs

* Add changes from review

* Fix issue

* Fix failing import in test

* some more fixes

* correct fast tokenizer

* finalize

* make style

* Remove additional tokenization logic

* Set do_lower_case to False

* Allow keeping accents

* Fix tokenization test

* Fix FNet Tokenizer Fast

* fix tests

* make style

* Add tips to FNet docs

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>
2021-09-20 13:24:30 +02:00
elishowk
054b6013c2
separate model card git push from the rest (#13514)
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-09-14 18:07:36 +02:00
Bhadresh Savani
c1e47bf4fe
[Flax] Addition of FlaxPegasus (#13420)
* added initial files

* fixes pipeline

* fixes style and quality

* fixes doc issue and positional encoding

* fixes layer norm and test

* fixes quality issue

* fixes code quality

* removed extra layer norm

* added layer norm back in encoder and decoder

* added more code copy quality checks

* update tests

* Apply suggestions from code review

* fix import

* fix test

Co-authored-by: patil-suraj <surajp815@gmail.com>
2021-09-14 17:15:19 +02:00
Sylvain Gugger
3081d3868e
Push to hub when saving checkpoints (#13503)
* Push to hub when saving checkpoints

* Add model card

* Revert partial model card

* Small fix for checkpoint

* Add tests

* Add documentation

* Fix tests

* Bump huggingface_hub

* Fix test
2021-09-14 08:02:15 -04:00
SaulLu
149c833b75
Small changes in perplexity.rstto make the notebook executable on google collaboratory (#13541)
* add imports

* Update docs/source/perplexity.rst

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-09-13 13:32:32 +02:00
patrickvonplaten
72ec2f3eb5 Docs for v4.10.1 2021-09-10 16:45:19 +02:00
Nicolas Patry
c63fcabfe9
[Large PR] Entire rework of pipelines. (#13308)
* Enabling dataset iteration on pipelines.

Enabling dataset iteration on pipelines.

Unifying parameters under `set_parameters` function.

Small fix.

Last fixes after rebase

Remove print.

Fixing text2text `generate_kwargs`

No more `self.max_length`.

Fixing tf only conversational.

Consistency in start/stop index over TF/PT.

Speeding up drastically on TF (nasty bug where max_length would increase
a ton.)

Adding test for support for non fast tokenizers.

Fixign GPU usage on zero-shot.

Fix working on Tf.

Update src/transformers/pipelines/base.py

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

Update src/transformers/pipelines/base.py

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

Small cleanup.

Remove all asserts + simple format.

* Fixing audio-classification for large PR.

* Overly explicity null checking.

* Encapsulating GPU/CPU pytorch manipulation directly within `base.py`.

* Removed internal state for parameters of the  pipeline.

Instead of overriding implicitly internal state, we moved
to real named arguments on every `preprocess`, `_forward`,
`postprocess` function.

Instead `_sanitize_parameters` will be used to split all kwargs
of both __init__ and __call__ into the 3 kinds of named parameters.

* Move import warnings.

* Small fixes.

* Quality.

* Another small fix, using the CI to debug faster.

* Last fixes.

* Last fix.

* Small cleanup of tensor moving.

* is not None.

* Adding a bunch of docs + a iteration test.

* Fixing doc style.

* KeyDataset = None guard.

* RRemoving the Cuda test for pipelines (was testing).

* Even more simple iteration test.

* Correct import .

* Long day.

* Fixes in docs.

* [WIP] migrating object detection.

* Fixed the target_size bug.

* Fixup.

* Bad variable name.

* Fixing `ensure_on_device` respects original ModelOutput.
2021-09-10 14:47:48 +02:00
Aleksander Smywiński-Pohl
c37573806a
Fix typo in deepspeed documentation (#13482)
* Fix typo in deepspeed documentation

* Add missing import in deepspeed configuration
2021-09-08 11:24:10 -07:00
Mohan Zhang
41cd52a768
fixed document (#13414) 2021-09-08 11:48:00 -04:00
Mishig Davaadorj
2a15e8ccfb
Object detection pipeline (#12886)
* Implement object-detection pipeline

* Define threshold const

* Add `threshold` argument

* Refactor

* Uncomment test inputs

* `rm

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Fix typo

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* Fix typo

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* Chore better doc

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* Rm unnecessary lines

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* Chore better naming

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* Update src/transformers/pipelines/object_detection.py

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* Update src/transformers/pipelines/object_detection.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Fix typo

* Add `detr-tiny` for tests

* Add `ObjectDetectionPipeline` to `trnsfrmrs/init`

* Implement new bbox format

* Update detr post_process

* Update `load_img` method obj det pipeline

* make style

* Implement new testing format for obj det pipeln

* Add guard pytorch specific code in pipeline

* Add doc

* Make pipeline_obj_tet tests deterministic

* Revert some changes to `post_process` COCO api

* Chore

* Update src/transformers/pipelines/object_detection.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/pipelines/object_detection.py

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* Update src/transformers/pipelines/object_detection.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/pipelines/object_detection.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/pipelines/object_detection.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/pipelines/object_detection.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Rm timm requirement

* make fixup

* Add timm requirement to test

* Make fixup

* Guard torch.Tensor

* Chore

* Delete unnecessary comment

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2021-09-08 17:17:32 +02:00
Li-Huai (Allan) Lin
18447c206d
Enable automated model list copying for localized READMEs (#13465)
* Complete basic mechanism

* Save

* Complete everything

* Style & Quality

* Update READMEs

* Add testing

* Fix README.md format

* Apply suggestions

* Fix format

* Update utils/check_copies.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-09-08 08:03:35 -04:00
shabie
4be082ce39
[docs] update dead quickstart link on resuing past for GPT2 (#13455)
* [docs] update dead quickstart link on resuing past for GPT2

Thed dead link have been replaced by two links of forward and call methods of the GPT2 class for torch and tensorflow respectively.

* [docs] fix formatting for gpt2 page update
2021-09-07 16:57:58 -04:00
Nils Reimers
c8be8a9adb
Update model configs - Allow setters for common properties (#13026)
* refactor GPT Config to allow dyn. properties

* make attribute_map a class attribute

* remove old code

* update unit test to test config: Add test for common properties setter

* update unit test to test config: Add test for common properties passed as parameters to __init__

* update to black code format

* Allow that setters are not defined for certain config classes

* update config classes to implement attribute_map

* bugfix lxmert config - id2labels was not defined when num_labels was set

* update broken configs - add attribute_maps

* update bart config

* update black codestyle

* update documentation on common config attributes

* update GPTJ config to new attribute map

* update docs on common attributes

* gptj config: add max_position_embeddings

* gptj config: format with black

* update speech to text 2 config

* format doc file to max_len 119

* update config template
2021-09-06 16:30:13 +02:00
Aman Madaan
596bb85f2f
[docs] Update perplexity.rst to use negative log likelihood (#13386)
* [docs] Update perplexity.rst to use negative log likelihood

Model `forward` returns the negative log likelihood. The document correctly defines and calculates perplexity, but the description and variable names are inconsistent, which might cause confusion.

* [docs] restyle perplexity.rst
2021-09-02 07:49:12 -04:00
Suraj Patil
e92140c567
fix example (#13387) 2021-09-02 11:32:18 +02:00
NielsRogge
4114c9a75b
Add tokenizer docs (#13373) 2021-09-02 09:46:05 +02:00
NielsRogge
4766e009b0
Improve T5 docs (#13240)
* Remove disclaimer

* First draft

* Fix rebase

* Improve docs some more

* Add inference section

* Improve example scripts section

* Improve code examples of modeling files

* Add docs regarding task prefix

* Address @craffel's comments

* Apply suggestions from @patrickvonplaten's review

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

* Add suggestions from code review

* Apply @sgugger's suggestions

* Fix Flax code examples

* Fix index.rst

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-09-01 15:05:40 +02:00
Patrick von Platen
0b8c84e110
Add SpeechEncoderDecoder & Speech2Text2 (#13186)
* fix_torch_device_generate_test

* remove @

* up

* correct some bugs

* correct model

* finish speech2text extension

* up

* up

* up

* up

* Update utils/custom_init_isort.py

* up

* up

* update with tokenizer

* correct old tok

* correct old tok

* fix bug

* up

* up

* add more tests

* up

* fix docs

* up

* fix some more tests

* add better config

* correct some more things
"

* fix tests

* improve docs

* Apply suggestions from code review

* Apply suggestions from code review

* final fixes

* finalize

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* apply suggestions Lysandre and Sylvain

* apply nicos suggestions

* upload everything

* finish

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
Co-authored-by: your_github_username <your_github_email>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-09-01 13:33:31 +02:00
Anton Lozhkov
b9c6a97694
Add the AudioClassificationPipeline (#13342)
* Add the audio classification pipeline

* Remove autoconfig exception

* Mark ffmpeg test as slow

* Rearrange pipeline tests

* Add small test

* Replace asserts with ValueError
2021-09-01 11:03:48 +03:00
Stella Biderman
c02cd95c56
GPT-J-6B (#13022)
* Test GPTJ implementation

* Fixed conflicts

* Update __init__.py

* Update __init__.py

* change GPT_J to GPTJ

* fix missing imports and typos

* use einops for now
(need to change to torch ops later)

* Use torch ops instead of einsum

* remove einops deps

* Update configuration_auto.py

* Added GPT J

* Update gptj.rst

* Update __init__.py

* Update test_modeling_gptj.py

* Added GPT J

* Changed configs to match GPT2 instead of GPT Neo

* Removed non-existent sequence model

* Update configuration_auto.py

* Update configuration_auto.py

* Update configuration_auto.py

* Update modeling_gptj.py

* Update modeling_gptj.py

* Progress on updating configs to agree with GPT2

* Update modeling_gptj.py

* num_layers -> n_layer

* layer_norm_eps -> layer_norm_epsilon

* attention_layers -> num_hidden_layers

* Update modeling_gptj.py

* attention_pdrop -> attn_pdrop

* hidden_act -> activation_function

* Update configuration_gptj.py

* Update configuration_gptj.py

* Update configuration_gptj.py

* Update configuration_gptj.py

* Update configuration_gptj.py

* Update modeling_gptj.py

* Update modeling_gptj.py

* Update modeling_gptj.py

* Update modeling_gptj.py

* Update modeling_gptj.py

* Update modeling_gptj.py

* fix layernorm and lm_head size
delete attn_type

* Update docs/source/model_doc/gptj.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* removed claim that GPT J uses local attention

* Removed GPTJForSequenceClassification

* Update src/transformers/models/gptj/configuration_gptj.py

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

* Removed unsupported boilerplate

* Update tests/test_modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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

* Update tests/test_modeling_gptj.py

Co-authored-by: Eric Hallahan <eric@hallahans.name>

* Update tests/test_modeling_gptj.py

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* Update tests/test_modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update __init__.py

* Update configuration_gptj.py

* Update modeling_gptj.py

* Corrected indentation

* Remove stray backslash

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

* Update docs to match

* Remove tf loading

* Remove config.jax

* Remove stray `else:` statement

* Remove references to `load_tf_weights_in_gptj`

* Adapt tests to match output from GPT-J 6B

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Default `activation_function` to `gelu_new`

- Specify the approximate formulation of GELU to ensure parity with the default setting of `jax.nn.gelu()`

* Fix part of the config documentation

* Revert "Update configuration_auto.py"

This reverts commit e9860e9c04.

* Revert "Update configuration_auto.py"

This reverts commit cfaaae4c4d.

* Revert "Update configuration_auto.py"

This reverts commit 687788954f.

* Revert "Update configuration_auto.py"

This reverts commit 194d024ea8.

* Hyphenate GPT-J

* Undid sorting of the models alphabetically

* Reverting previous commit

* fix style and quality issues

* Update docs/source/model_doc/gptj.rst

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* Update src/transformers/__init__.py

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* Update tests/test_modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/__init__.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/configuration_gptj.py

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* Update src/transformers/models/gptj/configuration_gptj.py

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* Update src/transformers/models/gptj/configuration_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Update src/transformers/models/gptj/modeling_gptj.py

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* Replaced GPTJ-specific code with generic code

* Update src/transformers/models/gptj/modeling_gptj.py

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* Made the code always use rotary positional encodings

* Update index.rst

* Fix documentation

* Combine attention classes

- Condense all attention operations into `GPTJAttention`
- Replicate GPT-2 and improve code clarity by renaming `GPTJAttention.attn_pdrop` and `GPTJAttention.resid_pdrop` to `GPTJAttention.attn_dropout` and `GPTJAttention.resid_dropout`

* Removed `config.rotary_dim` from tests

* Update test_modeling_gptj.py

* Update test_modeling_gptj.py

* Fix formatting

* Removed depreciated argument `layer_id` to `GPTJAttention`

* Update modeling_gptj.py

* Update modeling_gptj.py

* Fix code quality

* Restore model functionality

* Save `lm_head.weight` in checkpoints

* Fix crashes when loading with reduced precision

* refactor self._attn(...)` and rename layer weights"

* make sure logits are in fp32 for sampling

* improve docs

* Add `GPTJForCausalLM` to `TextGenerationPipeline` whitelist

* Added GPT-J to the README

* Fix doc/readme consistency

* Add rough parallelization support

- Remove unused imports and variables
- Clean up docstrings
- Port experimental parallelization code from GPT-2 into GPT-J

* Clean up loose ends

* Fix index.rst

Co-authored-by: kurumuz <kurumuz1@gmail.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
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2021-08-31 17:53:02 +02:00
Lysandre
20677b22fe Adjust documentation index 2021-08-31 16:15:49 +02:00
Lysandre
5ee67a4412 Docs for v4.10.0 2021-08-31 16:02:31 +02:00
Lysandre
d12bbe4942 Release: v4.10.0 2021-08-31 15:53:10 +02:00
Matt
854260ca44
TF/Numpy variants for all DataCollator classes (#13105)
* Adding a TF variant of the DataCollatorForTokenClassification to get feedback

* Added a Numpy variant and a post_init check to fail early if a missing import is found

* Fixed call to Numpy variant

* Added a couple more of the collators

* Update src/transformers/data/data_collator.py

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

* Fixes, style pass, finished DataCollatorForSeqToSeq

* Added all the LanguageModeling DataCollators, except SOP and PermutationLanguageModeling

* Adding DataCollatorForPermutationLanguageModeling

* Style pass

* Add missing `__call__` for PLM

* Remove `post_init` checks for frameworks because the imports inside them were making us fail code quality checks

* Remove unused imports

* First attempt at some TF tests

* A second attempt to make any of those tests actually work

* TF tests, round three

* TF tests, round four

* TF tests, round five

* TF tests, all enabled!

* Style pass

* Merging tests into `test_data_collator.py`

* Merging tests into `test_data_collator.py`

* Fixing up test imports

* Fixing up test imports

* Trying shuffling the conditionals around

* Commenting out non-functional old tests

* Completed all tests for all three frameworks

* Style pass

* Fixed test typo

* Style pass

* Move standard `__call__` method to mixin

* Rearranged imports for `test_data_collator`

* Fix data collator typo "torch" -> "pt"

* Fixed the most embarrassingly obvious bug

* Update src/transformers/data/data_collator.py

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

* Renaming mixin

* Updating docs

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Dalton Walker <dalton_walker@icloud.com>
Co-authored-by: Andrew Romans <andrew.romans@hotmail.com>
2021-08-31 13:06:48 +01:00
Jake Tae
180c6de6a6
docs: fix minor typo (#13289)
`at` should be `a1`
2021-08-31 06:49:05 -04:00
Stas Bekman
066fd047cc
correct TP implementation resources (#13248)
fix a few implementation links
2021-08-31 06:47:23 -04:00
Kamal Raj
3efcfeab67
Deberta_v2 tf (#13120)
* Deberta_v2 tf

* added new line at the end of file, make style

* +V2, typo

* remove never executed branch of code

* rm cmnt and fixed typo in url filter

* cleanup according to review comments

* added #Copied from
2021-08-31 06:32:47 -04:00
Apoorv Garg
286ccefb48
doc mismatch fixed (#13345) 2021-08-31 06:28:37 -04:00
tucan9389
41c559415a
Add GPT2ForTokenClassification (#13290)
* Add GPT2ForTokenClassification

* Fix dropout exception for GPT2 NER

* Remove sequence label in test

* Change TokenClassifierOutput to TokenClassifierOutputWithPast

* Fix for black formatter

* Remove dummy

* Update docs for GPT2ForTokenClassification

* Fix check_inits ci fail

* Update dummy_pt_objects after make fix-copies

* Remove TokenClassifierOutputWithPast

* Fix tuple input issue

Co-authored-by: danielsejong55@gmail.com <danielsejong55@gmail.com>
2021-08-31 12:19:04 +02:00
Serhiy-Shekhovtsov
11fbc32e3e
Fixing a typo in the data_collator documentation (#13309) 2021-08-31 06:01:12 -04:00
Sylvain Gugger
4ebe798ff2
Fix release utils (#13337)
* Fix release utils

* Update docs/source/conf.py

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-08-30 12:09:14 -04:00
Kamal Raj
98e409abb3
albert flax (#13294)
* albert flax

* year -> 2021

* docstring updated for flax

* removed head_mask

* removed from_pt

* removed passing attention_mask to embedding layer
2021-08-30 17:29:27 +02:00
Kamal Raj
774760e6f3
distilbert-flax (#13324)
* distilbert-flax

* added missing self

* docs fix

* removed tied kernal extra init

* updated docs

* x -> hidden states

* removed head_mask

* removed from_pt, +FLAX

* updated year
2021-08-30 14:16:18 +02:00
arfy slowy
01977466f4
fix: typo spelling grammar (#13212)
* fix: typo spelling grammar

* fix: make fixup
2021-08-30 08:09:14 -04:00
NielsRogge
b6ddb08a66
Add LayoutLMv2 + LayoutXLM (#12604)
* First commit

* Make style

* Fix dummy objects

* Add Detectron2 config

* Add LayoutLMv2 pooler

* More improvements, add documentation

* More improvements

* Add model tests

* Add clarification regarding image input

* Improve integration test

* Fix bug

* Fix another bug

* Fix another bug

* Fix another bug

* More improvements

* Make more tests pass

* Make more tests pass

* Improve integration test

* Remove gradient checkpointing and add head masking

* Add integration test

* Add LayoutLMv2ForSequenceClassification to the tests

* Add LayoutLMv2ForQuestionAnswering

* More improvements

* More improvements

* Small improvements

* Fix _LazyModule

* Fix fast tokenizer

* Move sync_batch_norm to a separate method

* Replace dummies by requires_backends

* Move calculation of visual bounding boxes to separate method + update README

* Add models to main init

* First draft

* More improvements

* More improvements

* More improvements

* More improvements

* More improvements

* Remove is_split_into_words

* More improvements

* Simply tesseract - no use of pandas anymore

* Add LayoutLMv2Processor

* Update is_pytesseract_available

* Fix bugs

* Improve feature extractor

* Fix bug

* Add print statement

* Add truncation of bounding boxes

* Add tests for LayoutLMv2FeatureExtractor and LayoutLMv2Tokenizer

* Improve tokenizer tests

* Make more tokenizer tests pass

* Make more tests pass, add integration tests

* Finish integration tests

* More improvements

* More improvements - update API of the tokenizer

* More improvements

* Remove support for VQA training

* Remove some files

* Improve feature extractor

* Improve documentation and one more tokenizer test

* Make quality and small docs improvements

* Add batched tests for LayoutLMv2Processor, remove fast tokenizer

* Add truncation of labels

* Apply suggestions from code review

* Improve processor tests

* Fix failing tests and add suggestion from code review

* Fix tokenizer test

* Add detectron2 CI job

* Simplify CI job

* Comment out non-detectron2 jobs and specify number of processes

* Add pip install torchvision

* Add durations to see which tests are slow

* Fix tokenizer test and make model tests smaller

* Frist draft

* Use setattr

* Possible fix

* Proposal with configuration

* First draft of fast tokenizer

* More improvements

* Enable fast tokenizer tests

* Make more tests pass

* Make more tests pass

* More improvements

* Addd padding to fast tokenizer

* Mkae more tests pass

* Make more tests pass

* Make all tests pass for fast tokenizer

* Make fast tokenizer support overflowing boxes and labels

* Add support for overflowing_labels to slow tokenizer

* Add support for fast tokenizer to the processor

* Update processor tests for both slow and fast tokenizers

* Add head models to model mappings

* Make style & quality

* Remove Detectron2 config file

* Add configurable option to label all subwords

* Fix test

* Skip visual segment embeddings in test

* Use ResNet-18 backbone in tests instead of ResNet-101

* Proposal

* Re-enable all jobs on CI

* Fix installation of tesseract

* Fix failing test

* Fix index table

* Add LayoutXLM doc page, first draft of code examples

* Improve documentation a lot

* Update expected boxes for Tesseract 4.0.0 beta

* Use offsets to create labels instead of checking if they start with ##

* Update expected boxes for Tesseract 4.1.1

* Fix conflict

* Make variable names cleaner, add docstring, add link to notebooks

* Revert "Fix conflict"

This reverts commit a9b46ce9afe47ebfcfe7b45e6a121d49e74ef2c5.

* Revert to make integration test pass

* Apply suggestions from @LysandreJik's review

* Address @patrickvonplaten's comments

* Remove fixtures DocVQA in favor of dataset on the hub

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2021-08-30 12:35:42 +02:00
Anton Lozhkov
b6f332ecaf
Add Wav2Vec2 & Hubert ForSequenceClassification (#13153)
* Add hubert classifier + tests

* Add hubert classifier + tests

* Dummies for all classification tests

* Wav2Vec2 classifier + ER test

* Fix hubert integration tests

* Add hubert IC

* Pass tests for all classification tasks on Hubert

* Pass all tests + copies

* Move models to the SUPERB org
2021-08-27 20:52:51 +03:00
NielsRogge
0759f2510c
Add DINO conversion script (#13265)
* First commit

* Add interpolation of patch embeddings

* Comment out code

* Fix bug

* Fix another bug

* Fix bug

* Fix another bug

* Remove print statements

* Update conversion script

* Use the official vit implementation

* Add support for converting dino_vits8

* Add DINO to docs of ViT

* Remove assertion

* Add interpolation of position encodings

* Fix bug

* Add align_corners

* Add interpolate_pos_encoding option to forward pass of ViTModel

* Improve interpolate_pos_encoding method

* Add docstring
2021-08-26 17:25:20 +02:00
Ori Ram
cf57447648
Fix broken links in Splinter documentation (#13237) 2021-08-24 07:55:21 -04:00
Yih-Dar
2e20c0f34a
Make Flax GPT2 working with cross attention (#13008)
* make flax gpt2 working with cross attention

* Remove encoder->decoder projection layer

* A draft (incomplete) for FlaxEncoderDecoderModel

* Add the method from_encoder_decoder_pretrained + the docstrings

* Fix the mistakes of using EncoderDecoderModel

* Fix style

* Add FlaxEncoderDecoderModel to the library

* Fix cyclic imports

* Add FlaxEncoderDecoderModel to modeling_flax_auto.py

* Remove question comments

* add tests for FlaxEncoderDecoderModel

* add flax_encoder_decoder to the lists of ignored entries in check_repo.py

* fix missing required positional arguments

* Remove **kwargs when creating FlaxEncoderDecoderModel in from_encoder_decoder_pretrained()

Also fix generation eos/pad tokens issue

* Fix: Use sequences from the generated_output

* Change a check from assert to raise ValueError

* Fix examples and token ids issues

* Fix missing all_cross_attentions when outputting tuple in modeling_gpt2

* Remove the changes in configuration docstrings.

* allow for bert 2 gpt2

* make fix-copies

* Apply suggestions from code review

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

* Change remaining examples to bert2gpt2

* Change the test to Bert2GPT2

* Fix examples

* Fix import

* Fix unpack bug

* Rename to FlaxEncoderDecoderModelTest and change the test to bert2gpt2

* Apply suggestions from code review

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

* Fix: NotImplentedError -> NotImplementedError

* Apply suggestions from code review

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

* up

* finalize

Co-authored-by: ydshieh <ydshieh@user.noreply>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-08-23 17:57:29 +02:00
Ori Ram
439a43b6b4
Add splinter (#12955)
* splinter template

* initialize splinter classes

* Splinter Tokenizer

* splinter.rst

* tokenization fixes

* Documentation & some minor variable name changes

* bug fix (added back question_token_id to config) + variable names

* Minor bug fixes + variable name changes

* Fix Splinter references after merge with new transformers

* changes after running make style & quality

* Fix documentation unindent

* Fix doc indentation in tokenization_splinter

* Fix also SplinterTokenizerFast

* Add Splinter to index.rst and README

* Fixdouble whitespace from index.rst

* Fixed index.rst with 'make fix-copies'

* Update docs/source/model_doc/splinter.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update docs/source/model_doc/splinter.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update docs/source/model_doc/splinter.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update docs/source/model_doc/splinter.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update src/transformers/models/splinter/__init__.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Added "copied from BERT" comments

* Removing unnexessary code from modeling_splinter

* Update README.md

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

* Update src/transformers/models/splinter/configuration_splinter.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Remove references to TF modeling from splinter

* Update src/transformers/models/splinter/modeling_splinter.py

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

* Remove unnecessary check

* Update src/transformers/models/splinter/modeling_splinter.py

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

* Add differences between Splinter and Bert tokenizers

* Update src/transformers/models/splinter/modeling_splinter.py

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

* Update src/transformers/models/splinter/tokenization_splinter_fast.py

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

* Remove unnecessary check

* Doc formatting

* Update src/transformers/models/splinter/tokenization_splinter.py

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

* Update src/transformers/models/splinter/tokenization_splinter.py

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

* bug fix: remove load_tf_weights attribute

* Some minor quality changes

* Update docs/source/model_doc/splinter.rst

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

* Update src/transformers/models/splinter/configuration_splinter.py

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

* Change FullyConnectedLayer to SplinterFullyConnectedLayer

* Variable naming

* Reove gather_positions function

* Remove ClassificationHead as it's outdated

* Update src/transformers/models/splinter/modeling_splinter.py

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

* Remove hardcoded 102 token id

* Minor style change

* Added "tau" organization to all model identifiers & URLS

* Added tau to the tests as well

* Copy-from comments

* Removed all unnecessary classes (e.g. SplinterForMaskedLM)

* Running make fix-copies

* Bug fix: Further removed unnecessary classes

* Add Splinter to AutoTokenization

* Add an integration test for Splinter

* Removed initialize_new_qass from config - It will be done through different checkpoints

* Removed `initialize_new_qass` from documentation as well

* Added new checkpoint names (`tau/splinter-base-qass` and same for large) in the code

* Minor change to test

* SplinterTokenizer now doesn't abstract from BertTokenizer

* SplinterTokenizerFast also dosn't abstract from Bert

* style and quality

* bug fix: import ing torch in tests only if it's available

* Auto mappings

* Changed copyrights in Splinter's files

* Update src/transformers/models/splinter/configuration_splinter.py

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

Co-authored-by: yuvalkirstain <kirstain.yuval@gmail.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-08-17 08:29:01 -04:00
Omar Sanseviero
c066598c23
Fix frameworks table so it's alphabetical (#13118)
* Fix frameworks table so it's alphabetical

* Update index.rst

* Don't differentiate when sorting between upper and lower case
2021-08-16 15:45:19 +02:00
Gunjan Chhablani
bda1cb0236
Fix VisualBERT docs (#13106)
* Fix VisualBERT docs

* Show example notebooks as lists

* Fix style
2021-08-13 11:44:04 +05:30
Sylvain Gugger
9a498c37a2
Rely on huggingface_hub for common tools (#13100)
* Remove hf_api module and use hugginface_hub

* Style

* Fix to test_fetcher

* Quality
2021-08-12 14:59:02 +02:00
Sylvain Gugger
f176fbf588 Fix doc building error 2021-08-12 05:49:02 -04:00
Kamal Raj
d329b63369
Deberta tf (#12972)
* TFDeberta

moved weights to build and fixed name scope

added missing ,

bug fixes to enable graph mode execution

updated setup.py

fixing typo

fix imports

embedding mask fix

added layer names avoid autmatic incremental names

+XSoftmax

cleanup

added names to layer

disable keras_serializable
Distangled attention output shape hidden_size==None
using symbolic inputs

test for Deberta tf

make style

Update src/transformers/models/deberta/modeling_tf_deberta.py

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

Update src/transformers/models/deberta/modeling_tf_deberta.py

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

Update src/transformers/models/deberta/modeling_tf_deberta.py

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

Update src/transformers/models/deberta/modeling_tf_deberta.py

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

Update src/transformers/models/deberta/modeling_tf_deberta.py

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

Update src/transformers/models/deberta/modeling_tf_deberta.py

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

Update src/transformers/models/deberta/modeling_tf_deberta.py

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

removed tensorflow-probability

removed blank line

* removed tf experimental api
+torch_gather tf implementation from @Rocketknight1

* layername DeBERTa --> deberta

* copyright fix

* added docs for TFDeberta & make style

* layer_name change to fix load from pt model

* layer_name change as pt model

* SequenceClassification layername change,
to same as pt model

* switched to keras built-in LayerNormalization

* added `TFDeberta` prefix most layer classes

* updated to tf.Tensor in the docstring
2021-08-12 05:01:26 -04:00
Lysandre Debut
53b38d6269
Doctests job (#13088)
* Doctests

* Limit to 4 decimals

* Try with separate PT/TF tests

* Remove test for TF

* Ellips the predictions

* Doctest continue on failure

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>
2021-08-12 03:42:25 -04:00
Sylvain Gugger
83424ade1a
[Doctest] Setup, quicktour and task_summary (#13078)
* Fix doctests for quicktour

* Adapt causal LM exemple

* Remove space

* Fix until summarization

* End of task summary

* Style

* With last changes in quicktour
2021-08-11 13:45:25 +02:00
Aleksey Korshuk
3157fa3c53
docs: add HuggingArtists to community notebooks (#13050)
* Adding HuggingArtists to Community Notebooks

* Adding HuggingArtists to Community Notebooks

* Adding HuggingArtists to Community Notebooks

* docs: add HuggingArtists to community notebooks

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-08-10 09:36:44 +02:00
SaulLu
76cadb7943
replace tgt_lang by tgt_text (#13061) 2021-08-09 22:47:05 +05:30
Lysandre
a8bf2fa76e Documentation for patch v4.9.2 2021-08-09 16:14:17 +02:00
Lysandre Debut
5008e08885
Add to ONNX docs (#13048)
* Add to ONNX docs

* Add MBART example

* Update docs/source/serialization.rst

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-08-09 09:51:49 -04:00
Sasha Luccioni
8aa01d2a6d
Create perplexity.rst (#13004)
Updating the import for load_dataset
2021-08-05 02:56:13 -04:00
NielsRogge
83e5a10603
Add BEiT (#12994)
* First pass

* Make conversion script work

* Improve conversion script

* Fix bug, conversion script working

* Improve conversion script, implement BEiTFeatureExtractor

* Make conversion script work based on URL

* Improve conversion script

* Add tests, add documentation

* Fix bug in conversion script

* Fix another bug

* Add support for converting masked image modeling model

* Add support for converting masked image modeling

* Fix bug

* Add print statement for debugging

* Fix another bug

* Make conversion script finally work for masked image modeling models

* Move id2label for datasets to JSON files on the hub

* Make sure id's are read in as integers

* Add integration tests

* Make style & quality

* Fix test, add BEiT to README

* Apply suggestions from @sgugger's review

* Apply suggestions from code review

* Make quality

* Replace nielsr by microsoft in tests, add docs

* Rename BEiT to Beit

* Minor fix

* Fix docs of BeitForMaskedImageModeling

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-08-04 18:29:23 +02:00
Patrick von Platen
fbf468b057
[Flax] Correct flax docs (#12782)
* fix_torch_device_generate_test

* remove @

* fix flax docs

* correct more docs in flax

* another correction

* fix flax docs

* Apply suggestions from code review
2021-08-04 16:31:23 +02:00
Patrick von Platen
a317e6c3be
[Flax] Correctly Add MT5 (#12988)
* finish PR

* finish mt5

* push

* up

* Update tests/test_modeling_flax_mt5.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-08-04 16:03:13 +02:00
Kevin Canwen Xu
8ff619d95e
Add multilingual documentation support (#12952)
* Add multilingual documentation support

* Add multilingual documentation support

* make style

* make style

* revert
2021-07-30 20:56:14 +08:00
Sylvain Gugger
a492aec82d Update doc 2021-07-26 10:27:14 -04:00
Thibault FEVRY
434022adac
Add RemBERT model code to huggingface (#10692)
* Faster list concat for trainer_pt_utils.get_length_grouped_indices() (#11825)

get_length_grouped_indices() in LengthGroupedSampler and DistributedLengthGroupedSampler
is prohibitively slow for large number of megabatches (in test case takes hours for ~270k
megabatches with 100 items each) due to slow list concatenation with sum(megabatches, []).

Resolves: #11795

Co-authored-by: ctheodoris <cvtheodo@ds.dfci.harvard.edu>

* Replace double occurrences as the last step (#11367)

* [Flax] Fix PyTorch import error (#11839)

* fix_torch_device_generate_test

* remove @

* change pytorch import to flax import

* Fix reference to XLNet (#11846)

* Switch mem metrics flag (#11851)

* Switch mem metrics flag

* Update src/transformers/training_args.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Fix flos single node (#11844)

* fixing flos bug/typo in non-distributed setting

* storing flos every logging_interval

* Fix two typos in docs (#11852)

* typo2

* fix typo

* [Trainer] Report both steps and num samples per second (#11818)

* [Trainer] Report both steps and num samples per second

* Fix batch number

* Update src/transformers/trainer_utils.py

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Address review comments

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Add some tests to the slow suite #11860

* Enable memory metrics in tests that need it (#11859)

* fixed a small typo in the doc (#11856)

* typo (#11858)

* Add option to log only once in multinode training (#11819)

* Add option to long only once in multinode training

* Use an alternate property

* [Wav2Vec2] SpecAugment Fast (#11764)

* first try

* finish

* [lm examples] fix overflow in perplexity calc (#11855)

* fix overflow in perplexity calc

* use inf

* fix

* [Examples] create model with custom config on the fly (#11798)

* create custom model on the flight

* better wording

* add update_from_string

* cleanup

* cleanup

* Update src/transformers/configuration_utils.py

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

* more bool options

* style

* fix logger

* add test

* add the doc

* assert on conflict of options

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

* [Wav2Vec2ForCTC] example typo fixed (#11878)

* Ensure input tensor are on device. (#11874)

The feature extractor does not create tensors on the appropriate device,
so we call `ensure_tensor_on_device` before feeding the processed inputs
to the model.

* Fix usage of head masks by TF encoder-decoder models' `generate()` function (#11775)

* Fix Bart

* Fix Blenderbot{,_small}

* Fix LED

* Fix Marian

* Fix MBart

* Fix Pegasus

* Fix T5

* Add test for generation with head_mask

* Add a common TF test

* Override a test for the LED model as head masking is not yet properly implemented

* Remove all head_masks from input preparation for LED

* Drop masking for T5 as it needs a bit of refactor

* Correcting comments in T5Stack to reflect correct tuple order  (#11330)

* Correcting comments to reflect correct tuple order

In order to match the actual order (line 513 and 516, and as accessed in 968), I've changed the order mentioned in comments L962 and L966-967.

* Update modeling_t5.py

Updating another comment as well

* Removing extra space

* Fixing style and quality

* style & quality

* Update src/transformers/models/t5/modeling_t5.py

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

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

* [Flax] Allow dataclasses to be jitted (#11886)

* fix_torch_device_generate_test

* remove @

* change dataclasses to flax ones

* fix typo

* fix jitted tests

* fix bert & electra

* changing find_batch_size to work with tokenizer outputs (#11890)

* changing find_batch_size to work with tokenizer outputs

trainer_pt_utils.find_batch_size does not recognize the batch size of BatchEncoding objects. This can cause an error when a trainer relies on find_batch_size to report the number of observed examples in the evaluation loop.

* Trigger CI

Co-authored-by: jrenner <joseph.renner@inria.fr>

* Link official Cloud TPU JAX docs (#11892)

* Flax Generate (#11777)

* fix_torch_device_generate_test

* remove @

* add

* indexing

* correct a couple of tests

* fix tests

* add logits processor

* finish top_k, top_p, temp

* add docs

* correct flax prng key default

* improve generate

* add generation docs

* add docs

* make style

* revert model outputs change

* make style

* correct typo

* fix tests

* fix slow test

* add raise

* finish generation

Co-authored-by: Patrick von Platen <patrick@huggingface.co>

* Add Emotion Speech Noteboook (#11900)

* Update deepspeed config to reflect hyperparameter search parameters (#11896)

* rebuild deepspeed config for hyperparameter search

* reformat code to fix style issues

* Adding new argument `max_new_tokens` for generate. (#11476)

* Adding new argument `max_new_tokens` for generate.

This is a proposal to add a new argument `max_new_tokens` to `generate`.
This include a `MaxNewTokensCriteria` that enables callers that don't
know about the token length ahead (like pipelines callers) to manage
more easily the length of their generated output.

* Adding a test for the user warning when both`max_length` and
`max_new_tokens` are used together.

* Removed redundant `no_grad`.

* Added Sequence Classification class in GPTNeo (#11906)

* seq classification changes

* fix tests

* [Flax] Return Attention from BERT, ELECTRA, RoBERTa and GPT2 (#11918)

* Added logic to return attention from flax-bert model and added test cases to check that

* Added new line at the end of file to test_modeling_flax_common.py

* fixing code style

* Fixing Roberta and Elextra models too from cpoying bert

* Added temporary hack to not run test_attention_outputs for FlaxGPT2

* Returning attention weights from GPT2 and changed the tests accordingly.

* last fixes

* bump flax dependency

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

* Test optuna and ray (#11924)

* Remove `datasets` submodule

* fix assert (#11935)

* Remove redundant `nn.log_softmax` in `run_flax_glue.py` (#11920)

* Remove redundant `nn.log_softmax` in `run_flax_glue.py`

`optax.softmax_cross_entropy` expects unnormalized logits, and so it already calls `nn.log_softmax`, so I believe it is not needed here. `nn.log_softmax` is idempotent so mathematically it shouldn't have made a difference.

* Remove unused 'flax.linen' import

* Add MT5ForConditionalGeneration as supported arch. to summarization README (#11961)

* Add MT5ForConditionalGeneration as supported arch.

* Update README.md

* Add FlaxCLIP (#11883)

* add flax CLIP

* default input_shape

* add tests

* fix test

* fix name

* fix docs

* fix shapes

* attend at least 1 token

* flax conv to torch conv

* return floats

* fix equivalence tests

* fix import

* return attention_weights and update tests

* fix dosctrings

* address patricks comments

* input_shape arg

* add tests for get_image_features and get_text_features methods

* fix tests

* RAG-2nd2end-revamp (#11893)

* initial

* code quality test

* code quality

* added test functions in test_modeling_rag.py and test_retrieval_rag.py to test end2end retreiver

* minor change in test_modeling_rag

* fixed tests

* Update examples/research_projects/rag-end2end-retriever/README.md

typo corrected as suggested by lhoestq

Co-authored-by: Quentin Lhoest <42851186+lhoestq@users.noreply.github.com>

* Update examples/research_projects/rag-end2end-retriever/finetune_rag.py

type change suggested by lhoestq

Co-authored-by: Quentin Lhoest <42851186+lhoestq@users.noreply.github.com>

* Update src/transformers/models/rag/retrieval_rag.py

Adding this change as mentioned by lhoestq.

Co-authored-by: Quentin Lhoest <42851186+lhoestq@users.noreply.github.com>

* completed the minor changes suggested by the reviewers

Co-authored-by: Quentin Lhoest <42851186+lhoestq@users.noreply.github.com>

* modify qa-trainer (#11872)

* modify qa-trainer

* fix flax model

* bugfixes training_args.py (#11922)

modified according to:
https://pytorch.org/xla/release/1.8.1/_modules/torch_xla/core/xla_model.html

* reinitialize wandb config for each hyperparameter search run (#11945)

* Add regression tests for slow sentencepiece tokenizers.  (#11737)

* add test_vocab_size for sentencepiece tok.

* add test_get_vocab for sentencepiece tok.

* add test_convert_token_and_id for sentencepiece tok.

* add test_tokenize_and_convert_tokens_to_string for all tok.

* improve test_tokenize_and_convert_tokens_to_string for sp. tok.

* add common tokenizer integration tests
- for albert
- for barthez

* add tokenizer integration tests to bert gen.

* add most tokenizer integration tests

* fix camembert tokenizer integration test

* add tokenizer integration test to marian

* add tokenizer integration test to reformer

* add typing and doc to tokenizer_integration_test_util

* fix tokenizer integration test of reformer

* improve test_sentencepiece_tokenize_and_convert_tokens_to_string

* empty commit to trigger CI

* fix tokenizer integration test of reformer

* remove code not needed anymore

* empty commit to trigger CI

* empty commit to trigger CI

* Authorize args when instantiating an AutoModel (#11956)

* Neptune.ai integration (#11937)

An option that turns on neptune.ai logging
--report_to 'neptune'

Additional ENV variables:
	NEPTUNE_PROJECT
	NEPTUNE_API_TOKEN
	NEPTUNE_RUN_NAME (optional)
	NEPTUNE_STOP_TIMEOUT (optional)

* Run the integration tests on schedule tests instead of master tests

* [deepspeed] docs (#11940)

* deepspeed docs

* cleanup

* cleanup

* typo correction (#11973)

* typo correction

* type corrections

* ByT5 model (#11971)

* allow tf to use uneven num of layers

* add tokenizer

* finish docs

* finish docs

* Apply suggestions from code review

* include in index

* finish

* Update docs/source/model_doc/byt5.rst

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* apply sylvais suggestions

* make style

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Typo in usage example, changed to device instead of torch_device (#11979)

* [DeepSpeed] decouple `DeepSpeedConfigHF` from `Trainer` (#11966)

* decouple DeepSpeedConfigHF from Trainer

* add LoggingLevel ctx manager; add new test

* cleanup

* add docs

* Apply suggestions from code review

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

* implemented suggested renames

* formatter workaround

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

* [Trainer] add train loss and flops metrics reports (#11980)

* add train loss and flops metrics reports

* consistency

* add train_loss to skip keys

* restore on_train_end call timing

* Bump urllib3 from 1.25.8 to 1.26.5 in /examples/research_projects/lxmert (#11983)

Bumps [urllib3](https://github.com/urllib3/urllib3) from 1.25.8 to 1.26.5.
- [Release notes](https://github.com/urllib3/urllib3/releases)
- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)
- [Commits](https://github.com/urllib3/urllib3/compare/1.25.8...1.26.5)

---
updated-dependencies:
- dependency-name: urllib3
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [RAG] Fix rag from pretrained question encoder generator behavior (#11962)

* fix_torch_device_generate_test

* remove @

* fix rag from pretrained loading

* add test

* uplaod

* finish

* VisualBERT (#10534)

* Init VisualBERT

* Add cookie-cutter, Config, and Embeddings

* Add preliminary Model

* Add Bert analogous classes

* Add basic code for NLVR, VQA, Flickr

* Update Init

* Fix VisualBert Downstream Models

* Rename classifier to cls

* Comment position_ids buffer

* Remove sentence image predictor output

* Update output dicts

* Remove unnecessary files

* Fix Auto Modeling

* Fix transformers init

* Add conversion script

* Add conversion script

* Fix docs

* Update visualbert modelling

* Update configuration

* Style fixes

* Add model and integration tests

* Add all tests

* Update model mapping

* Add simple detector from original repository

* Update docs and configs

* Fix style

* Fix style

* Update docs

* Fix style

* Fix import issues in style

* Fix style

* Add changes from review

* Fix style

* Fix style

* Update docs

* Fix style

* Fix style

* Update docs/source/model_doc/visual_bert.rst

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update tests/test_modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Add changes from review

* Remove convert run script

* Add changes from review

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Add changes from review

* Add changes from review

* Add visual embedding example in docs

* Fix "copied from" comments

* Add changes from review

* Fix error, style, checkpoints

* Update docs

* Fix integration tests

* Fix style

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

* Fix examples (#11990)

* [docs] fix xref to `PreTrainedModel.generate` (#11049)

* fix xref to generate

* do the same for search methods

* style

* style

* Update return introduction (#11976)

Make it clear that the `forward` method now returns a dict instead of tuple.

Fix style

* [deepspeed] Move code and doc into standalone files (#11984)

* move code and docs

* style

* moved

* restore

* [deepspeed] add nvme test skip rule (#11997)

* add nvme skip rule

* fix

* Fix weight decay masking in `run_flax_glue.py` (#11964)

* Fix weight decay masking in `run_flax_glue.py`

Issues with the previous implementation:
- The `dict` from `traverse_util.flatten_dict` has keys which are tuples of strings, not one long string with the path separated by periods.
- `optax.masked` applies the transformation wherever the mask is True, so the masks are flipped.
- Flax's LayerNorm calls the scale parameter `scale` not `weight`

* Fix formatting with black

* adapt results

Co-authored-by: Patrick von Platen <patrick@huggingface.co>

* [Flax] Refactor MLM  (#12013)

* fix_torch_device_generate_test

* remove @

* finish refactor

Co-authored-by: Patrick von Platen <patrick@huggingface.co>

* [Deepspeed] Assert on mismatches between ds and hf args (#12021)

* wip

* add mismatch validation + test

* renames

* Update docs/source/main_classes/deepspeed.rst

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

* renames

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

* [TrainerArguments] format and sort __repr__, add __str__ (#12018)

* format and sort __repr__, add __str__

* typo

* use __str__ directly

* alias __repr__ = __str__

* Fixed Typo in modeling_bart.py (#12035)

* Fixed Typo in modeling_bart.py - Issue #11895

* Fixed Typo in modeling_bart.py

* fix deberta 2 tokenizer integration test (#12017)

* fix docs of past_key_values (#12049)

* [JAX] Bump jax lib (#12053)

* fix_torch_device_generate_test

* remove @

* bump up jax lib

* Fixes bug that appears when using QA bert and distilation. (#12026)

* Fixing bug that appears when using distilation (and potentially other uses).
During backward pass Pytorch complains with:
RuntimeError: one of the variables needed for gradient computation has been modified by an inplace operation
This happens because the QA model code modifies the start_positions and end_positions input tensors, using clamp_ function: as a consequence the teacher and the student both modifies the inputs, and backward pass fails.

* Fixing all models QA clamp_ bug.

* Extend pipelines for automodel tupels (#12025)

* fix_torch_device_generate_test

* remove @

* finish

* refactor

* add test

* fix test

* Attempt at simplification.

* Small fix.

* Fixing non existing AutoModel for TF.

* Naming.

* Remove extra condition.

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>

* Add optional grouped parsers description to HfArgumentParser (#12042)

* Adding optional argument group to HfArgumentParser

* Minor

* remove whitespace

* Minor styling

* adds metric prefix. (#12057)

* adds metric prefix.

* update tests to include prefix

* skip failing test (#12059)

* Fix integration tests (#12066)

* Fix tapas issue (#12063)

* Fix scatter function to be compatible with torch-scatter 2.7.0

* Allow test again

* updated the original RAG implementation to be compatible with latest Pytorch-Lightning (#11806)

* updated the original RAG implementation to be compatible with the latest PL version

* updated the requirements.txt file

* execute make style

* code quality test

* code quality

* conflix resolved in requirement.txt

* code quality

* changed the MyDDP class name to CustomDDP

* Replace legacy tensor.Tensor with torch.tensor/torch.empty (#12027)

* Replace legacy torch.Tensor constructor with torch.{tensor, empty}

* Remove torch.Tensor in examples

* Add torch to requirements.txt in language-modeling (#12040)

* Add torch to requirements.txt in language-modeling

* Update examples/pytorch/language-modeling/requirements.txt

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

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

* Properly indent block_size (#12070)

* [Deepspeed] various fixes (#12058)

* replace deprecated config

* sub_group_size was too big

* complete deprecation removal

* [Deepspeed Wav2vec2] integration (#11638)

* wip

* wip - but working with https://github.com/microsoft/DeepSpeed/pull/1044

* cleanup

* workaround

* working 5/8 modes

* solve fp32 distributed zero3

* style

* sync

* sync

* rework

* deprecation

* cleanup

* https://github.com/microsoft/DeepSpeed/pull/1044 pr was merged

* clean up

* add a guide

* more prose

* more prose

* fix

* more prose

* sub_group_size was too big

* Apply suggestions from code review

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

* refactor

* bug fix

* make the true check explicit

* new deepspeed release

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

* typo

* Update run_ner.py with id2label config (#12001)

* sync LayerDrop for Wav2Vec2Encoder + tests (#12076)

* Add DETR (#11653)

* Squash all commits of modeling_detr_v7 branch into one

* Improve docs

* Fix tests

* Style

* Improve docs some more and fix most tests

* Fix slow tests of ViT, DeiT and DETR

* Improve replacement of batch norm

* Restructure timm backbone forward

* Make DetrForSegmentation support any timm backbone

* Fix name of output

* Address most comments by @LysandreJik

* Give better names for variables

* Conditional imports + timm in setup.py

* Address additional comments by @sgugger

* Make style, add require_timm and require_vision to testsé

* Remove train_backbone attribute of DetrConfig, add methods to freeze/unfreeze backbone

* Add png files to fixtures

* Fix type hint

* Add timm to workflows

* Add `BatchNorm2d` to the weight initialization

* Fix retain_grad test

* Replace model checkpoints by Facebook namespace

* Fix name of checkpoint in test

* Add user-friendly message when scipy is not available

* Address most comments by @patrickvonplaten

* Remove return_intermediate_layers attribute of DetrConfig and simplify Joiner

* Better initialization

* Scipy is necessary to get sklearn metrics

* Rename TimmBackbone to DetrTimmConvEncoder and rename DetrJoiner to DetrConvModel

* Make style

* Improve docs and add 2 community notebooks

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>

* [test] support more than 2 gpus (#12074)

* support more than 2 gpus

* style

* Wav2Vec2 Pretraining (#11306)

* Working quantizer forward

* Working quantizer forward

* Clean up unused model parts, test reproducibility

* Working quantizer forward

* Clean up unused model parts, test reproducibility

* Remove custom outputs from the shared ones

* correct conversion

* correct bug

* add first pretrain script

* save intermediate

* static shapes

* save intermediate

* finish first pretrain script version

* more refactor

* remove wanddb

* refactor more

* improve test

* correct perplexity compute bug

* finish model implementation

* add to docs

* finish docs

* finish pretraining script

* finish pretraining script

* remove wandb

* finish PR for merge

* finish config

* finish

* make deepspeed work

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* apply suggestions

* fix flaky test

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* pass decay_mask fn to optimizer (#12087)

* rm require_version_examples (#12088)

* [Wav2Vec2ForPretraining] Correct checkpoints wav2vec2 & fix tests (#12089)

* fix_torch_device_generate_test

* remove @

* fix tests

* Add text_column_name and label_column_name to run_ner and run_ner_no_trainer args (#12083)

* Add text_column_name and label_column_name to run_ner args

* Minor fix: grouping for text and label column name

* CLIPFeatureExtractor should resize images with kept aspect ratio (#11994)

* Resize with kept aspect ratio

* Fixed failed test

* Overload center_crop and resize methods instead

* resize should handle non-PIL images

* update slow test

* Tensor => tensor

Co-authored-by: patil-suraj <surajp815@gmail.com>

* New TF GLUE example (#12028)

* Pushing partially-complete new GLUE example

* First draft of the new TF GLUE example! Needs a little more testing to be sure but it's almost ready.

* Fix to the fit() call

* Bugfixes, making sure TPU and multi-GPU support is ready

* Remove logger line that depends on Pytorch

* Style pass

* Deleting old TF GLUE example

* Include label2id and id2label in the saved model config

* Don't clobber the existing model.config.label2id

* Style fixes

* Update examples/tensorflow/text-classification/run_glue.py

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

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

* Fix quality

* Update README.md to cover the TF GLUE example.

* Minor style edits

* Appending label2id and id2label to models to ensure inference works properly (#12102)

* Fix a condition in test_generate_with_head_masking (#11911)

* Fix a condition in test_generate_with_head_masking

* Fix usage of head_mask in bigbirg_pegasus

* Fix head masking for speech2text

* Resolve copy mismatch + drop unwanted print statement

* Fix the condition

* Flax VisionTransformer (#11951)

* adding vit for flax

* added test for Flax-vit and some bug-fixes

* overrided methods where variable changes were necessary for flax_vit test

* added FlaxViTForImageClassification for test

* Update src/transformers/models/vit/modeling_flax_vit.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* made changes suggested in PR

* Adding jax-vit models for autoimport

* swapping num_channels and height,width dimension

* fixing the docstring for torch-like inputs for VIT

* add model to main init

* add docs

* doc, fix-copies

* docstrings

* small test fixes

* fix docs

* fix docstr

* Apply suggestions from code review

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

* style

Co-authored-by: jayendra <jayendra@infocusp.in>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* add relevant description to tqdm in examples (#11927)

* add relevant `desc` in examples

* require_version datasets>=1.8.0

* Fix head masking generate tests (#12110)

* fix_torch_device_generate_test

* remove @

* fix tests

* Flax CLM script (#12023)

* first draft

* max_seq_length => block_size

* fix arg names

* fix typos

* fix loss calculation

* add max examples, fix  train eval steps, metrics

* optimizer mask

* fix perpelexity, metric logging

* fix logging

* data_collator = > data_loader

* refactor loss_fn

* support single GPU

* pass distributed to write_metric

* fix jitting

* fix single device training

* fix single device metrics

* close inner progress bars once finished

* add overwrite_cache arg

* ifx dataset caching issue

* add more logs

* few small fixes,

* address nicholas suggestions

* fix docstr

* address patricks suggestions

* make flake happy

* pass new new_dropout_rng to apply_gradients

* reset train metrics after every epoc

* remove distributed logis, small fixes

* Add from_pretrained to dummy timm objects (#12097)

* Add from_pretrained to dummy timm

* Fix at the source

* Update utils/check_dummies.py

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

* Missing pretrained dummies

* Style

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Fix t5 error message (#12136)

* Fix t5 error message

* Fix again

* Fix megatron_gpt2 attention block's causal mask (#12007)

* Fix megatron_gpt2 attention block's causal mask.

* compatibility with checkpoints created with recent versions of Megatron-LM

* added integration test for the released Megatron-GPT2 model

* code style changes

* added option to megatron conversion script to read from config file

Co-authored-by: Guido Novati <gnovati@nvidia.com>

* Add mlm pretraining xla torch readme (#12011)

* fix_torch_device_generate_test

* remove @

* upload

* Apply suggestions from code review

* Apply suggestions from code review

* Apply suggestions from code review

* Update examples/flax/language-modeling/README.md

* add more info

* finish

* fix

Co-authored-by: Patrick von Platen <patrick@huggingface.co>

* add readme for flax clm (#12111)

* add readme for flax clm

* use section link for tokenizer

* Apply suggestions from code review

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

* update metrics

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

* FlaxBart (#11537)

* Start working on FlaxBart

* Create modeling_flax_bart.py

* Write FlaxBartAttention

* Add FlaxBartEncoderLayer

* Add FlaxBartDecoderLayer and some typing

* Add helepr function for FlaxBart

* shift_tokens_right

* _make_causal_mask

* _expand_mask

* Add PositionalEmbedding and fix init_std naming

* Add FlaxBartPretrainedModel

* Add FlaxBartEncoder

* Add FlaxBartEncoder

* Add FlaxBartEncoder among modules to be imported

* YET WE CANNOT INITIALIZE THAT!! :(

* Make BartEncoder working

Change BartEncoder to instance of nn.Module so far

* Add FlaxBartDecoder

* Add FlaxBartModel

* TODO to make model run -> Prepapre model inputs

* Resolve padding

* Add FlaxBartModel

* Add FlaxBartModel into importable modules

* Remove FlaxBartEncoder and FlaxBartDecoder from importable modules

* make style; not properly working

* make style; make quality not pass due to some import I left

* Remove TODO for padding_idx in nn.Embed so far

* Add FlaxBartForConditionalGeneration

* Incorporate Flax model output classes, i.e. return_dict

* Add another models and incorporate use_cache arg

* Add FlaxBartForSequenceClassification and FlaxBartForQuestionAnswering

* Incorporate use_cache arg from PyTorch implementation

* Add all necessary Flax output utils

* Add FlaxBartForCausalLM; not working yet'

* Add minor improvements; still lacks some functionality

* Update docs, src and tests

* Add support of FlaxBart to docs/source

* Fix some bugs in FlaxBart souce code

* Add some neccessary tests for FlaxBart models - jit_compilation not passing

* Fix tests and add test_head_masking

* Fix tests for @jax.jit computation

* Add test_head_masking

* Migrate FlaxBart tests from jax.numpy to numpy

* Remove FlaxBartForCausalLM

* Clean repo

* fix bart model weight structure

* Fix FlaxBartForSequenceClassification

Slicing is not possible to use below jit, therefore, selecting sentence
representation from hidden_states must be changed.

* Allow FlaxBartForSequenceClassification for testing pt_flax equivalence

* Allow testing for FlaxBartForQA for pt_flax equivalence

* Add a comment to FlaxBartForSequenceClassification + change noise from 1e-3 to 1e-6

* remove past_key_values

* remove inputs_mebeds and make input_ids required

* add position ids

* re-write attention layer

* fix dataclass

* fix pos embeds and attention output

* fix pos embeds

* expose encode method

* expose decode method

* move docstring to top

* add cache for causal attn layer

* remove head masking for now

* s2s greedy search first pass

* boom boom

* fix typos

* fix greedy generate for bart

* use encoder, decoder layers instead of num_hidden_layers

* handle encoder_outputs

* cleanup

* simplify decoding

* more clean-up

* typos

* Change header + add {decoder_,}position_ids into 2 models

* add BartConfig

* fix existing tests

* add encode, decode methods

* Fix shift_tokens_right for JIT compilation + clarify one condition

* fix decode

* encoder => encode

* simplify generate

* add tests for encode and decode

* style

* add tests for cache

* fix equivalence tests

* sample generate now works with seq2seq

* generation tests

* initialize dense layers

* docstring and cleanup

* quality

* remove get/set input_embeddings

* address Patricks suggestions

* decode for every model, remove encoder_outputs from call

* update tests accordingly

* decode returns only decoder outputs and logits

* fix arguments

* doc encode, decode methods

* correct base_model_prefix

* fix test for seq classif model

* fix docs

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Feature to use the PreTrainedTokenizerFast class as a stand-alone tokenizer (#11810)

* feature for tokenizer without slow/legacy version

* format

* modify common test

* add tests

* add PreTrainedTokenizerFast to AutoTokenizer

* format

* change tokenizer common test in order to be able to run test without a slow version

* update tokenizer fast test in order to use `rust_tokenizer_class` attribute instead of `tokenizer_class`

* add autokenizer test

* replace  `if self.tokenizer_class is not None` with ` if self.tokenizer_class is None`

* remove obsolete change in comment

* Update src/transformers/tokenization_utils_base.py

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

* Update src/transformers/tokenization_utils_fast.py

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

* change `get_main_tokenizer` into `get_tokenizers`

* clarify `get_tokenizers` method

* homogenize with `test_slow_tokenizer` and `test_rust_tokenizer`

* add `test_rust_tokenizer = False` to tokenizer which don't define a fast version

* `test_rust_tokenizer = False` for BertJapaneseTokenizer

* `test_rust_tokenizer = False` for BertJapaneseCharacterTokenizationTest

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* [Flax] Add links to google colabs (#12146)

* fix_torch_device_generate_test

* remove @

* add colab links

* Don't log anything before logging is setup in examples (#12121)

* Don't log anything before logging is setup in examples

* Last example

* Use text_column_name variable instead of "text" (#12132)

* Use text_column_name variable instead of "text"

`text_column_name` was already defined above where I made the changes and it was also used below where I made changes.

This is a very minor change. If a dataset does not use "text" as the column name, then the `tokenize_function` will now use whatever column is assigned to `text_column_name`. `text_column_name` is just the first column name if "text" is not a column name. It makes the function a little more robust, though I would assume that 90% + of datasets use "text" anyway.

* black formatting

* make style

Co-authored-by: Nicholas Broad <nicholas@nmbroad.com>

* [lm examples] Replicate --config_overrides addition to other LM examples (#12135)

* [lm examples] Replicate --config_overrides addition to other LM examples

* Removing no trainer files changes

* Update README

Co-authored-by: Kumar Abhishek <kabhishek@expedia.com>

* fix error message (#12148)

* [optim] implement AdafactorSchedule (#12123)

* implement AdafactorSchedule

* typo

* fix

* Update src/transformers/optimization.py

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

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

* [style] consistent nn. and nn.functional (#12124)

* consistent nn. and nn.functional

* fix glitch

* fix glitch #2

* Adding TFWav2Vec2Model (#11617)

* [WIP] Add TFWav2Vec2Model

Work in progress for adding a tensorflow version of Wav2Vec2

* feedback changes

* small fix

* Test Feedback Round 1

* Add SpecAugment and CTC Loss

* correct spec augment mask creation

* docstring and correct copyright

* correct bugs

* remove bogus file

* finish tests correction

* del unnecessary layers

* Update src/transformers/models/wav2vec2/modeling_tf_wav2vec2.py

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

* make style

* correct final bug

* Feedback Changes

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

* [Flax] Fix flax pt equivalence tests (#12154)

* fix_torch_device_generate_test

* remove @

* upload

* consistent nn. and nn.functional: p2 templates (#12153)

* Flax Big Bird (#11967)

* add flax bert

* bert -> bigbird

* original_full ported

* add debugger

* init block sparse

* fix copies ; gelu_fast -> gelu_new

* block sparse port

* fix block sparse

* block sparse working

* all ckpts working

* fix-copies

* make quality

* init tests

* temporary fix for FlaxBigBirdForMultipleChoice

* skip test_attention_outputs

* fix

* gelu_fast -> gelu_new ; fix multiple choice model

* remove nsp

* fix sequence classifier

* fix

* make quality

* make fix-copies

* finish

* Delete debugger.ipynb

* Update src/transformers/models/big_bird/modeling_flax_big_bird.py

* make style

* finish

* bye bye jit flax tests

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

* [style] consistent nn. and nn.functional: part 3 `tests` (#12155)

* consistent nn. and nn.functional: p3 templates

* restore

* [style] consistent nn. and nn.functional: part 4 `examples` (#12156)

* consistent nn. and nn.functional: p4 examples

* restore

* consistent nn. and nn.functional: part 5 docs (#12161)

* Add video links to the documentation (#12162)

* [Flax generate] Add params to generate (#12171)

* fix_torch_device_generate_test

* remove @

* add params as input

* finish

* Use a released version of optax rather than installing from Git. (#12173)

Use a released version of optax rather than installing from Git

* Have dummy processors have a `from_pretrained` method (#12145)

* Add course banner (#12157)

* Add course banner

* Update course banner

* Adjust banner width

* Enable add_prefix_space if model_type is roberta or gpt2 (#12116)

* Update AutoModel classes in summarization example (#12178)

- Convert use of deprecated AutoModelWithLMHead to AutoModelForSeq2SeqLM
- Add newly required `truncation=True` to `tokenizer.encode` with `max_length`

This silences all warnings.

* Ray Tune Integration Updates (#12134)

* fix

* fixes

* add back to scheduled tests

* formatting

* Update integrations.py

* [testing] ensure concurrent pytest workers use a unique port for torch.dist (#12166)

* ensure concurrent pytest workers use a unique port for torch.distributed.launch

* reword

* Model card defaults (#12122)

* [WIP] Model card defaults

* finetuned_from default value

* Add all mappings to the mapping file

* Be more defensive on finetuned_from arg

* Add default task tag

* Separate tags from tasks

* Edge case for dataset

* Apply suggestions from code review

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

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

* Temporarily deactivate torch-scatter while we wait for new release (#12181)

* Temporarily deactivate torch-scatter while we wait for new release

* torch-1.8.1 binary for scatter

* Revert to 1.8.0

* Pin torch dependency

* torchaudio and torchvision

* Temporarily deactivate torchhub test (#12184)

* [Flax] Add Beam Search (#12131)

* fix_torch_device_generate_test

* remove @

* push new logit processors

* add processors

* save first working version

* save intermediate

* finish

* make style

* make fix-copies

* finish

* Update tests/test_modeling_flax_bart.py

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

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Hubert (#11889)

* fix_torch_device_generate_test

* remove @

* add hubert

* add first test file

* more docs

* fix bugs

* fix bug

* finish

* finish

* finish docstring

* fix

* fix

* finalize

* add to ignored

* finish

* Apply suggestions from code review

* correct naming

* finish

* fix auto config

* finish

* correct convert script

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* apply suggestions lysandre & suraj

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* updated DLC images and sample notebooks (#12191)

* Enabling AutoTokenizer for HubertConfig. (#12198)

* Use yaml to create metadata (#12185)

* Use yaml to create metadata

* Fix typo

* Remove pin

* [Docs] fixed broken link (#12205)

* fixed broken link

* Update docs/source/benchmarks.rst

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

* Update docs/source/benchmarks.rst

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

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

* Pipeline update & tests (#12207)

* Improve detr (#12147)

* Remove unused variables

* Improve docs

* Fix docs of segmentation masks

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

* Add link to the course (#12229)

* Support for torch 1.9.0 (#12224)

* Support for torch 1.9.0

* Torch scatter for 1.9.0

* Github Actions run on 1.9.0

* fix pt-1.9.0 `add_` deprecation (#12217)

* fix pt-1.9.0 add_ deprecation

* add () for clarity

* Trigger CI

* require_version(torch

* Release: v4.7.0

* Docs for v4.8.0

* AutoTokenizer: infer the class from the tokenizer config if possible (#12208)

* AutoTokenizer: infer the class from the tokenizer config if possible

* Add tests

* Update src/transformers/models/auto/tokenization_auto.py

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

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

* update desc for map in all examples (#12226)

* update desc for map in all examples

* added plm

* suggestions

* [Flax] FlaxAutoModelForSeq2SeqLM (#12228)

* add FlaxAutoModelForSeq2SeqLM

* [FlaxBart] few small fixes (#12247)

* boom boom

* remove flax clip example

* few small fixes

* Depreciate pythonic Mish and support PyTorch 1.9 version of Mish (#12240)

* Moved Mish to Torch 1.9 version

* Run black formatting

* [t5 doc] make the example work out of the box (#12239)

* [run_clm.py] restore caching

* style

* [t5 doc] make the example work out of the box

This PR expands the training example to include the correct model type for the example to work, e.g. with `T5Model` this example will break.

* Update docs/source/model_doc/t5.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* expand the other example

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Fix the scheduled CI

* Better CI feedback (#12279)

* Better run ID

* Only part of CI

* Revert "Only part of CI"

This reverts commit 29f7f248d2.

* Fix for making student ProphetNet for Seq2Seq Distillation (#12130)

* make_student.py: fix to make student ProphetNet

* reformat

* [FlaxClip] fix test from/save pretrained test (#12284)

* boom boom

* remove flax clip example

* fix from_save_pretrained

* [Flax] [WIP] allow loading head model with base model weights (#12255)

* boom boom

* remove flax clip example

* allow loading head model with base model weights

* add test

* fix imports

* disable save, load test for clip

* add test_save_load_to_base

* [DeepSpeed] don't ignore --adafactor (#12257)

* [Flax] Fix flax test save pretrained (#12256)

* fix_torch_device_generate_test

* remove @

* fix flax save pretrained test

* Tensorflow QA example (#12252)

* New Tensorflow QA example!

* Style pass

* Updating README.md for the new example

* flake8 fixes

* Update examples/tensorflow/question-answering/README.md

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

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

* [Flax] Add jax flax to env command (#12251)

* fix_torch_device_generate_test

* remove @

* add commands for flax/jax

* reset report_to to none, avoid deprecation warning (#12293)

* [trainer + examples] set log level from CLI (#12276)

* set log level from CLI

* add log_level_replica + test + extended docs

* cleanup

* Apply suggestions from code review

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

* rename datasets objects to allow datasets module

* improve the doc

* style

* doc improve

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

* [tests] multiple improvements (#12294)

* [tests] multiple improvements

* cleanup

* style

* todo to investigate

* fix

* Fix for the issue of device-id getting hardcoded for token_type_ids during Tracing [WIP] (#11252)

* registering a buffer for token_type_ids, to pass the error of device-id getting hardcoded when tracing

* sytle format

* adding persistent flag to the resgitered buffers that prevent from adding them to the state_dict and addresses the Backward compatibility issue

* adding the try catch to the fix as persistent flag is only available from PT >1.6

* adding version check

* added the condition to only use the token_type_ids buffer when its autogenerated not passed by user

* adding comments and making the conidtion where token_type_ids are None to use the registered buffer

* taking out position-embeddding from the if block

* adding comments

* handling the case if buffer for position_ids was not registered

* reverted the changes on position_ids, fix the issue with size of token_type_ids buffer, moved the modification for generated token_type_ids to Bertmodel, instead of Embeddings

* reverting the token_type_ids in case of None to the previous version

* reverting changes on position_ids adding back the if block

* changes added by running make fix-copies

* changes added by running make fix-copies and added the import version as it was getting used

* changes added by running make fix-copies

* changes added by running make fix-copies

* fixing the import format

* fixing the import format

* modified to use temp tensor for trimed and expanded token_type_ids buffer

* changes made by fix-copies after temp tensor modifications

* changes made by fix-copies after temp tensor modifications

* changes made by fix-copies after temp tensor modifications

* clean up

* clean up

* clean up

* clean up

* Nit

* Nit

* Nit

* modified according to support device conversion on traced models

* modified according to support device conversion on traced models

* modified according to support device conversion on traced models

* modified according to support device conversion on traced models

* changes based on latest in master

* Adapt templates

* Add version import

Co-authored-by: Ubuntu <ubuntu@ip-172-31-32-81.us-west-2.compute.internal>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>

* trainer_tf: adjust wandb installation command (#12291)

* add FlaxAutoModelForImageClassification in main init (#12298)

* Fix and improve documentation for LEDForConditionalGeneration (#12303)

* Replace conditional generation example (fixes #12268)

* Replace model in summarization example with finetuned checkpoint, adapt example text

* Fix typo in new summarization example

* Fix docstring formatting, add missing import statement to example

* [Flax] Main doc for event orga (#12305)

* fix_torch_device_generate_test

* remove @

* push

* finish

* some typos

* add more info on communication

* add suggestions

* [trainer] 2 bug fixes and a rename (#12309)

* bug fixes and a rename

* add extended DDP test

* FlaxBartPretrainedModel -> FlaxBartPreTrainedModel (#12313)

* [docs]  performance  (#12258)

* initial performance document

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* rewrites based on suggestions

* 8x multiple is for AMP only

* add contribute section

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* Add CodeCarbon Integration (#12304)

* Add optional dependency

* Add CodeCarbon integration

* Add CodeCarbon integration

* Add CodeCarbon integration

* typo

* Optimizing away the `fill-mask` pipeline. (#12113)

* Optimizing away the `fill-mask` pipeline.

- Don't send anything to the tokenizer unless needed. Vocab check is
much faster
- Keep BC by sending data to the tokenizer when needed. User handling warning messages will see performance benefits again
- Make `targets` and `top_k` work together better `top_k` cannot be
higher than `len(targets)` but can be smaller still.
- Actually simplify the `target_ids` in case of duplicate (it can happen
because we're parsing raw strings)
- Removed useless code to fail on empty strings. It works only if empty
string is in first position, moved to ignoring them instead.
- Changed the related tests as only the tests would fail correctly
(having incorrect value in first position)

* Make tests compatible for 2 different vocabs... (at the price of a
warning).

Co-authored-by: @EtaoinWu

* ValueError working globally

* Update src/transformers/pipelines/fill_mask.py

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

* `tokenizer.vocab` -> `tokenizer.get_vocab()` for more compatiblity +
fallback.

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

* Add output in a dictionary for TF `generate` method (#12139)

* Add output args to greedy search

* Fix critical typo + make style quality

* Handle generate_beam_search

* Add dict_specific tests and fix the placement of encoder outputs

* Add  specific outputs

* Update doc

* Fix typo

* Adjust handling encoder_outputs + Fix generating for T5

* Fix generate for RAG

* Fix handling ouptut_attentions when target_mapping is not None

Take care of situations when target_mapping is provided
as there are 2-tuple of attentions

Change from:
if inputs["output_attentions"]:
    attentions = tuple(tf.transpose(t, perm(2, 3, 0, 1)) for t in attentions)

to:
if inputs["output_attentions"]:
    if inputs["target_mapping"] is not None:
        # when target_mapping is provided, there are 2-tuple of attentions
         attentions = tuple(
             tuple(tf.transpose(attn_stream, perm=(2, 3, 0, 1)) for attn_stream in t) for t in attentions
        )
    else:
        attentions = tuple(tf.transpose(t, perm=(2, 3, 0, 1)) for t in attentions)

* Rename kwargs to model_kwargs

* make style quality

* Move imports in test_modeling_tf_common.py

Move ModelOutput-related imports in test_modeling_tf_common.py
into the `is_tf_available():` statement.

* Rewrite nested if-statements

* Fix added tests

* Flax summarization script  (#12230)

* add summrization script

* fix arguments, preprocessing, metrics

* add generation and metrics

* auto model, prediction loop

* prettify

* label smoothing

* adress Sylvain and Patricks suggestions

* dynamically import shift_tokens_right

* fix shift_tokens_right_fn call

* Rewrite ProphetNet to adapt converting ONNX friendly (#11981)

* Rewrite

* [ONNX] rewrite

* Flax T5 (#12150)

* copy pytorch-t5

* init

* boom boom

* forward pass same

* make generation work

* add more tests

* make test work

* finish normal tests

* make fix-copies

* finish quality

* correct slow example

* correct slow test

* version table

* upload models

* Update tests/test_modeling_flax_t5.py

* correct incorrectly deleted line

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

* Add mention of the huggingface_hub methods for offline mode (#12320)

* [Flax/JAX] Add how to propose projects markdown (#12311)

* fix_torch_device_generate_test

* remove @

* finish

* make style

* [TFWav2Vec2] Fix docs (#12283)

* fix error

* make style check happy

Co-authored-by: chenhaitao <chenhaitao@qiyi.com>

* Clean push to hub API (#12187)

* Clean push to hub API

* Create working dir if it does not exist

* Different tweak

* New API + all models + test Flax

* Adds the Trainer clean up

* Update src/transformers/file_utils.py

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

* Address review comments

* (nit) output types

* No need to set clone_from when folder exists

* Update src/transformers/trainer.py

Co-authored-by: Julien Chaumond <julien@huggingface.co>

* Add generated_from_trainer tag

* Update to new version

* Fixes

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Julien Chaumond <julien@huggingface.co>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>

* Add all XxxPreTrainedModel to the main init (#12314)

* Add all XxxPreTrainedModel to the main init

* Add to template

* Add to template bis

* Add FlaxT5

* Conda build (#12323)

* Temporarily revert the `fill-mask` improvements.

* changed modeling_fx_utils.py to utils/fx.py for clarity (#12326)

Co-authored-by: Michael Benayoun <michael@huggingface.co>

* Pin good version of huggingface_hub

* [Flax T5] Fix weight initialization and fix docs (#12327)

* finish t5 flax fixes

* improve naming

* Release: v4.8.0

* v4.9.0.dev0

* Update training_args.py (#12328)

mention in `save_strategy` param description that `load_best_model_at_end` can override

* [Deepspeed] new docs (#12077)

* document sub_group_size

* style

* install + issues reporting

* style

* style

* Update docs/source/main_classes/deepspeed.rst

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

* indent 4

* restore

* style

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

* Fix default to logging_dir lost in merge conflict

* try-this (#12338)

Signed-off-by: Richard Liaw <rliaw@berkeley.edu>

* [examples/Flax] move the examples table up (#12341)

* Fix torchscript tests (#12336)

* Fix torchscript tests

* Better test

* Remove bogus print

* Document patch release v4.8.1

* Add flax/jax quickstart (#12342)

* Update README.md

* fixed typo (#12356)

* Fix exception in prediction loop occurring for certain batch sizes (#12350)

* fix distributed_concat for scalar outputs

* Update README.md

* fixed typo (#12356)

* simplify fix with terser syntax

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

* Trigger CI

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: michal pitr <21157924+MichalPitr@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Add FlaxBigBird QuestionAnswering script (#12233)

* port bigbird script

* adapt script a bit

* change location

* adapt more

* save progress

* init commit

* style

* dataset script tested

* readme add

* Replace NotebookProgressReporter by ProgressReporter in Ray Tune run (#12357)

* Replace NotebookProgressReporter by ProgressReporter in Ray Tune run

* Move to local import

* Style

* remove extra white space from log format (#12360)

* fixed multiplechoice tokenization (#12362)

* fixed multiplechoice tokenization

The model would have seen two sequences:
1. [CLS]prompt[SEP]prompt[SEP]
2. [CLS]choice0[SEP]choice1[SEP]
that is not correct as we want a contextualized embedding of prompt and choice

* removed outer brackets for proper sequence generation

* [trainer] add main_process_first context manager (#12351)

* main_process_first context manager

* handle multi-node, add context description

* sync desc

* [Examples] Replicates the new --log_level feature to all trainer-based pytorch (#12359)

* added log_level

* fix comment

* fixed log_level

* Trigger CI

* Unfied logging

* simplified args for log_level

* updated example template (#12365)

* replace print with logger (#12368)

* [Documentation] Warn that DataCollatorForWholeWordMask is limited to BertTokenizer-like tokenizers (#12371)

* Notify users that DataCollatorForWholeWordMask is limited to BertTokenier-like tokenizers

* Fix code formatting

* Update run_mlm.py (#12344)

Before the code could not be used for validation only because of this line:
extension = data_args.train_file.split(".")[-1]
was assuming that extension must be extracted from the training dataset. This line would run regardless of the training or validation options of the user. This would lead to an error if the user only wants to run an evaluation only and does not want to do train (because the training file does not exist). I modified it to extract extension from the training file if the user wants to do train and extract it from the validation file if the user wants to run eval. This way the code can be used for both training and validation separately.

* Add possibility to maintain full copies of files (#12312)

* [CI] add dependency table sync verification (#12364)

* add dependency table sync verification

* improve the message

* improve the message

* revert

* ready to merge

* [Examples] Added context manager to datasets map (#12367)

* added cotext manager to datasets map

* fixed style and spaces

* fixed warning of deprecation

* changed desc

* [Flax community event] Add more description to readme (#12398)

* fix_torch_device_generate_test

* remove @

* boom boom

* correct typos

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Apply suggestions from code review

Co-authored-by: Suzana Ilić <io.suzanai@gmail.com>

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Suzana Ilić <io.suzanai@gmail.com>

* Update README.md

* Fix copies

* Remove the need for `einsum` in Albert's attention computation (#12394)

* debug albert einsum

* Fix matmul computation

* Let's use torch linear layer.

* Style.

* [Flax] Adapt flax examples to include `push_to_hub` (#12391)

* fix_torch_device_generate_test

* remove @

* finish

* correct summary writer

* correct push to hub

* fix indent

* finish

* finish

* finish

* finish

* finish

Co-authored-by: Patrick von Platen <patrick@huggingface.co>

* Tensorflow LM examples (#12358)

* Tensorflow MLM example

* Add CLM example

* Style fixes, adding missing checkpoint code from the CLM example

* Fix TPU training, avoid massive dataset warnings

* Fix incorrect training length calculation for multi-GPU training

* Fix incorrect training length calculation for multi-GPU training

* Refactors and nitpicks from the review

* Style pass

* Adding README

* pass the matching trainer log level to deepspeed (#12401)

* [Flax] Add T5 pretraining script (#12355)

* fix_torch_device_generate_test

* remove @

* add length computatan

* finish masking

* finish

* upload

* fix some bugs

* finish

* fix dependency table

* correct tensorboard

* Apply suggestions from code review

* correct processing

* slight change init

* correct some more mistakes

* apply suggestions

* improve readme

* fix indent

* Apply suggestions from code review

Co-authored-by: SaulLu <55560583+SaulLu@users.noreply.github.com>

* correct tokenizer

* finish

* finish

* finish

* finish

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
Co-authored-by: SaulLu <55560583+SaulLu@users.noreply.github.com>

* [models] respect dtype of the model when instantiating it (#12316)

* [models] respect dtype of the model when instantiating it

* cleanup

* cleanup

* rework to handle non-float dtype

* fix

* switch to fp32 tiny model

* improve

* use dtype.is_floating_point

* Apply suggestions from code review

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

* fix the doc

* recode to use explicit torch_dtype_auto_detect, torch_dtype args

* docs and tweaks

* docs and tweaks

* docs and tweaks

* merge 2 args, add docs

* fix

* fix

* better doc

* better doc

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

* Rename detr targets to labels (#12280)

* Rename target to labels in DetrFeatureExtractor

* Update DetrFeatureExtractor tests accordingly

* Improve docs of DetrFeatureExtractor

* Improve docs

* Make style

* Add out of vocabulary error to ASR models (#12288)

* Add OOV error to ASR models

* Feedback changes

* Fix TFWav2Vec2 SpecAugment (#12289)

* Fix TFWav2Vec2 SpecAugment

* Invert masks

* Feedback changes

* [example/flax] add summarization readme (#12393)

* add readme

* update readme and add requirements

* Update examples/flax/summarization/README.md

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

* [Flax] Example scripts - correct weight decay  (#12409)

* fix_torch_device_generate_test

* remove @

* finish

* finish

* correct style

* fix ids_to_tokens naming error in tokenizer of deberta v2 (#12412)

Co-authored-by: Jipeng Huang <jihuan@microsoft.com>

* minor fixes in original RAG training (#12395)

* Added talks (#12415)

* Easily train a new fast tokenizer from a given one (#12361)

* [WIP] Easily train a new fast tokenizer from a given one

* Fix test

* Roll out to other tokenizers and add tests

* Fix bug with unk id and add emoji to test

* Really use something different in test

* Implement special tokens map

* Map special tokens in the Transformers tokenizers

* Fix test

* Make test more robust

* Fix test for BPE

* More robust map and test

Co-authored-by SaulLu

* Test file

* Stronger tests

Co-authored-by: SaulLu <lucilesaul.com@gmail.com>

* Map unk token for Wordpiece and address review comment

* Fix lowercase test and address review comment

* Fix all tests

* Simplify test

* Fix tests for realsies

* Easily train a new fast tokenizer from a given one - tackle the special tokens format (str or AddedToken) (#12420)

* Propose change in tests regarding lower case

* add new test for special tokens types

* put back the test part about decoding

* add feature: the AddedToken is re-build with the different mapped content

* Address review comment: simplify AddedToken building

Co-authored-by: sgugger <sylvain.gugger@gmail.com>

* Update src/transformers/tokenization_utils_fast.py

Co-authored-by: sgugger <sylvain.gugger@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

Co-authored-by: SaulLu <lucilesaul.com@gmail.com>
Co-authored-by: SaulLu <55560583+SaulLu@users.noreply.github.com>

* [modelcard] fix (#12422)

this PR is fixing an incorrect attribute - probably some tests are needed?

* Add option to save on each training node (#12421)

* Add option to save on each training node

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Address review comments

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Added to talks section (#12433)

Added one more confirmed speaker, zoom links and gcal event links

* Fix default bool in argparser (#12424)

* Fix default bool in argparser

* Add more to test

* Add default bos_token and eos_token for tokenizer of deberta_v2 (#12429)

* fix ids_to_tokens naming error in tokenizer of deberta v2

* Update tokenization_deberta_v2.py

Add bos_token and eos_token.

* format code

Co-authored-by: Jipeng Huang <jihuan@microsoft.com>

* Add CANINE (#12024)

* First pass

* More progress

* Add support for local attention

* More improvements

* More improvements

* Conversion script working

* Add CanineTokenizer

* Make style & quality

* First draft of integration test

* Remove decoder test

* Improve tests

* Add documentation

* Mostly docs improvements

* Add CanineTokenizer tests

* Fix most tests on GPU, improve upsampling projection

* Address most comments by @dhgarrette

* Remove decoder logic

* Improve Canine tests, improve docs of CanineConfig

* All tokenizer tests passing

* Make fix-copies and fix tokenizer tests

* Fix test_model_outputs_equivalence test

* Apply suggestions from @sgugger's review

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

* Address some more comments

* Add support for hidden_states and attentions of shallow encoders

* Define custom CanineModelOutputWithPooling, tests pass

* First pass

* More progress

* Add support for local attention

* More improvements

* More improvements

* Conversion script working

* Add CanineTokenizer

* Make style & quality

* First draft of integration test

* Remove decoder test

* Improve tests

* Add documentation

* Mostly docs improvements

* Add CanineTokenizer tests

* Fix most tests on GPU, improve upsampling projection

* Address most comments by @dhgarrette

* Remove decoder logic

* Improve Canine tests, improve docs of CanineConfig

* All tokenizer tests passing

* Make fix-copies and fix tokenizer tests

* Fix test_model_outputs_equivalence test

* Apply suggestions from @sgugger's review

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

* Address some more comments

* Make conversion script work for Canine-c too

* Fix tokenizer tests

* Remove file

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

* Document patch release v4.8.2

* fix typo in mt5 configuration docstring (#12432)

* Add to talks section (#12442)

* [JAX/Flax readme] add philosophy doc (#12419)

* add philosophy doc

* fix typos

* update doc

* Apply suggestions from code review

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

* address Patricks suggestions

* add a training example and fix typos

* jit the training step

* jit train step

* fix example code

* typo

* Apply suggestions from code review

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

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

* [Flax] Add wav2vec2 (#12271)

* fix_torch_device_generate_test

* remove @

* start flax wav2vec2

* save intermediate

* forward pass has correct shape

* add weight norm

* add files

* finish ctc

* make style

* finish gumbel quantizer

* correct docstrings

* correct some more files

* fix vit

* finish quality

* correct tests

* correct docstring

* correct tests

* start wav2vec2 pretraining script

* save intermediate

* start pretraining script

* finalize pretraining script

* finish

* finish

* small typo

* finish

* correct

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* make style

* push

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Add missing Copied from statements

* Reference model uploaded under Google org

* Fix various duplicates from merging

* Rembert-large -> rembert, fix overeager Copied from, return type

* Incorporate PR comments from Patrick and Sylvain

Co-authored-by: ctheodoris <seanymphoceana@yahoo.com>
Co-authored-by: ctheodoris <cvtheodo@ds.dfci.harvard.edu>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
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2021-07-24 11:31:42 -04:00
Lysandre
40de2d5a4f Docs for v4.10.0dev0 2021-07-22 12:52:25 +02:00
Stas Bekman
27a8c9e4f1
[parallelism doc] document Deepspeed-Inference and parallelformers (#12836)
* document Deepspeed-Inference and parallelformers

* Apply suggestions from code review

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-07-21 15:11:02 -07:00
Stas Bekman
807b6bd160
[Deepspeed] warmup_ratio docs (#12830)
* [Deepspeed] warmup_ratio docs

* Update docs/source/main_classes/deepspeed.rst

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

* style

* Update docs/source/main_classes/deepspeed.rst

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

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-07-21 10:49:29 -07:00
Stas Bekman
cf0755aa6e
[debug] DebugUnderflowOverflow doesn't work with DP (#12816) 2021-07-21 09:36:02 -07:00
Suraj Patil
b5b4e54920
add and fix examples (#12810) 2021-07-20 09:28:50 -04:00
Sylvain Gugger
da72ac6e26
Fix push_to_hub docstring and make it appear in doc (#12770) 2021-07-17 15:52:33 +02:00
Stas Bekman
6989264963
[doc] testing: how to trigger a self-push workflow (#12724)
* [testing] details of how to start self-push workflow

* style

* fix

* Apply suggestions from code review

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-07-15 16:18:56 -07:00
Stas Bekman
31cfcbd3e2
[doc] performance: batch sizes (#12725) 2021-07-15 09:39:34 -07:00
Stas Bekman
68605e9db1
[doc] parallelism: Which Strategy To Use When (#12712) 2021-07-15 09:38:51 -07:00
Lysandre Debut
eb4d7ef97b
Remove framework mention (#12731) 2021-07-15 11:49:02 -04:00
Stas Bekman
5dd0c956a8
non-native optimizers are mostly ok with zero-offload (#12690) 2021-07-13 20:18:51 -07:00
Stas Bekman
78f5fe1416
[Deepspeed] adapt multiple models, add zero_to_fp32 tests (#12477)
* zero_to_fp32 tests

* args change

* remove unnecessary work

* use transformers.trainer_utils.get_last_checkpoint

* document the new features

* cleanup

* wip

* fix fsmt

* add bert

* cleanup

* add xlm-roberta

* electra works

* cleanup

* sync

* split off the model zoo tests

* cleanup

* cleanup

* cleanup

* cleanup

* reformat

* cleanup

* casing

* deepspeed>=0.4.3

* adjust distilbert

* Update docs/source/main_classes/deepspeed.rst

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

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-07-13 12:07:32 -07:00
Patrick von Platen
cee2d2135f
[Flax Generation] Correct inconsistencies PyTorch/Flax (#12662)
* fix_torch_device_generate_test

* remove @

* correct greedy search

* save intertmed

* add final logits bias

* correct

* up

* add more tests

* fix another bug

* finish tests

* finish marian tests

* up

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
2021-07-13 18:53:30 +01:00
Jeroen Steggink
9519f0cd63
Wrong model is used in example, should be character instead of subword model (#12676)
* Wrong model is used, should be character instead of subword

In the original Google repo for CANINE there was mixup in the model names in the README.md, which was fixed 2 weeks ago. Since this transformer model was created before, it probably resulted in wrong use in this example.

s = subword, c = character

* canine.rst style fix

* Update docs/source/model_doc/canine.rst

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

* Styling canine.rst

* Added links to model cards.

* Fixed links to model cards.

Co-authored-by: Jeroen Steggink <978411+jsteggink@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-07-13 08:40:27 -04:00
Ahmed Khaled
b90d499372
fixed docs (#12646) 2021-07-12 12:03:13 -04:00
Philipp Schmid
da0e9ee697
remove documentation (#12657) 2021-07-12 18:02:51 +02:00
Stas Bekman
9ee66adadb
fix anchor (#12620) 2021-07-09 18:48:28 -07:00
Stas Bekman
0dcc3c86e4
[doc] DP/PP/TP/etc parallelism (#12524)
* wip

* complete the doc

* missing img

* improve

* correction

* Apply suggestions from code review

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-07-09 17:39:09 -07:00
Will Rice
fb65f65ea6
Add TFHubertModel (#12206)
* TFHubert

* Update with TFWav2Vec Bug Fixes

* Add OOV Error

* Feedback changes

* Fix kwargs call
2021-07-09 18:55:25 +01:00
Patrick von Platen
934222e3c5
[FLax] Fix marian docs 2 (#12615)
* fix_torch_device_generate_test

* remove @

* up
2021-07-09 18:28:57 +01:00
Patrick von Platen
165606e5b4
[Flax Marian] Add marian flax example (#12614)
* fix_torch_device_generate_test

* remove @

* finish better examples for marian flax
2021-07-09 18:01:58 +01:00
Patrick von Platen
65e27215ba
[Flax] Add flax marian (#12595)
* fix_torch_device_generate_test

* remove @

* add marian

* finish make style

* add model

* add docs

* add test

* add integration tests

* up

* solve bug

* correct tests

* correct some tests

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* correct adapt marian

* finish

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-07-09 11:42:13 +01:00
Funtowicz Morgan
2aa3cd935d
[RFC] Laying down building stone for more flexible ONNX export capabilities (#11786)
* Laying down building stone for more flexible ONNX export capabilities

* Ability to provide a map of config key to override before exporting.

* Makes it possible to export BART with/without past keys.

* Supports simple mathematical syntax for OnnxVariable.repeated

* Effectively apply value override from onnx config for model

* Supports export with additional features such as with-past for seq2seq

* Store the output path directly in the args for uniform usage across.

* Make BART_ONNX_CONFIG_* constants and fix imports.

* Support BERT model.

* Use tokenizer for more flexibility in defining the inputs of a model.

* Add TODO as remainder to provide the batch/sequence_length as CLI args

* Enable optimizations to be done on the model.

* Enable GPT2 + past

* Improve model validation with outputs containing nested structures

* Enable Roberta

* Enable Albert

* Albert requires opset >= 12

* BERT-like models requires opset >= 12

* Remove double printing.

* Enable XLM-Roberta

* Enable DistilBERT

* Disable optimization by default

* Fix missing setattr when applying optimizer_features

* Add value field to OnnxVariable to define constant input (not from tokenizers)

* Add T5 support.

* Simplify model type retrieval

* Example exporting token_classification pipeline for DistilBERT.

* Refactoring to package `transformers.onnx`

* Solve circular dependency & __main__

* Remove unnecessary imports in `__init__`

* Licences

* Use @Narsil's suggestion to forward the model's configuration to the ONNXConfig to avoid interpolation.

* Onnx export v2 fixes (#12388)

* Tiny fixes
Remove `convert_pytorch` from onnxruntime-less runtimes
Correct reference to model

* Style

* Fix Copied from

* LongFormer ONNX config.

* Removed optimizations

* Remvoe bad merge relicas.

* Remove unused constants.

* Remove some deleted constants from imports.

* Fix unittest to remove usage of PyTorch model for onnx.utils.

* Fix distilbert export

* Enable ONNX export test for supported model.

* Style.

* Fix lint.

* Enable all supported default models.

* GPT2 only has one output

* Fix bad property name when overriding config.

* Added unittests and docstrings.

* Disable with_past tests for now.

* Enable outputs validation for default export.

* Remove graph opt lvls.

* Last commit with on-going past commented.

* Style.

* Disabled `with_past` for now

* Remove unused imports.

* Remove framework argument

* Remove TFPreTrainedModel reference

* Add documentation

* Add onnxruntime tests to CircleCI

* Add test

* Rename `convert_pytorch` to `export`

* Use OrderedDict for dummy inputs

* WIP Wav2Vec2

* Revert "WIP Wav2Vec2"

This reverts commit f665efb04c92525c3530e589029f0ae7afdf603e.

* Style

* Use OrderedDict for I/O

* Style.

* Specify OrderedDict documentation.

* Style :)

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-07-08 10:54:42 -04:00
Sylvain Gugger
0a6b9048d1
Init pickle (#12567)
* Try to pickle transformers

* Deal with special objs better

* Make picklable
2021-07-08 07:20:46 -04:00
Daniel Stancl
61400e1ec7
[Flax] Add FlaxMBart (#12236)
* Copy BART to MBart and rename some stuff

* Add copy statements pointing to FlaxBart

* Update/add some common files

* Update shift_tokens_rigth + fix imports

* Fix shift_tokens_right method according to MBart implementation

* Update shift_tokens_right in tests accordingly

* Fix the import issue and update docs file
* make style quality

* Do some minor changes according to patil-suraj suggestions

* Change the order of normalization layer and attention

* Add some copu statementes

* Update generate method and add integration test for mBart

* Make a few updates after a review

Besides, add `lang_code_to_id` to MBartTokenizeFast

* fix-copies; make style quality

* Apply suggestions from code review

* Apply suggestions from code review

* Apply suggestions from code review

* fix output type, style

* add copied from

* resolve conflicts

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-07-07 12:20:38 +05:30
Suraj Patil
7a259c190c
FlaxGPTNeo (#12493)
* flax gpt neo

* fix query scaling

* update generation test

* use flax model for test
2021-07-06 18:55:18 +05:30
yujun
626a0a0147
[RoFormer] Fix some issues (#12397)
* add RoFormerTokenizerFast into AutoTokenizer

* fix typo in roformer docs

* make onnx export happy

* update RoFormerConfig embedding_size

* use jieba not rjieba

* fix 12244 and make test_alignement passed

* update ARCHIVE_MAP

* make style & quality & fixup

* update

* make style & quality & fixup

* make style quality fixup

* update

* suggestion from LysandreJik

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

* make style

* use rjieba

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-07-06 03:31:57 -04:00
Patrick von Platen
0d1f67e651
[Flax] Add wav2vec2 (#12271)
* fix_torch_device_generate_test

* remove @

* start flax wav2vec2

* save intermediate

* forward pass has correct shape

* add weight norm

* add files

* finish ctc

* make style

* finish gumbel quantizer

* correct docstrings

* correct some more files

* fix vit

* finish quality

* correct tests

* correct docstring

* correct tests

* start wav2vec2 pretraining script

* save intermediate

* start pretraining script

* finalize pretraining script

* finish

* finish

* small typo

* finish

* correct

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* make style

* push

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-06-30 18:44:23 +01:00
Lysandre
89073a95ba Document patch release v4.8.2 2021-06-30 14:39:52 +02:00
NielsRogge
6e68597877
Add CANINE (#12024)
* First pass

* More progress

* Add support for local attention

* More improvements

* More improvements

* Conversion script working

* Add CanineTokenizer

* Make style & quality

* First draft of integration test

* Remove decoder test

* Improve tests

* Add documentation

* Mostly docs improvements

* Add CanineTokenizer tests

* Fix most tests on GPU, improve upsampling projection

* Address most comments by @dhgarrette

* Remove decoder logic

* Improve Canine tests, improve docs of CanineConfig

* All tokenizer tests passing

* Make fix-copies and fix tokenizer tests

* Fix test_model_outputs_equivalence test

* Apply suggestions from @sgugger's review

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

* Address some more comments

* Add support for hidden_states and attentions of shallow encoders

* Define custom CanineModelOutputWithPooling, tests pass

* First pass

* More progress

* Add support for local attention

* More improvements

* More improvements

* Conversion script working

* Add CanineTokenizer

* Make style & quality

* First draft of integration test

* Remove decoder test

* Improve tests

* Add documentation

* Mostly docs improvements

* Add CanineTokenizer tests

* Fix most tests on GPU, improve upsampling projection

* Address most comments by @dhgarrette

* Remove decoder logic

* Improve Canine tests, improve docs of CanineConfig

* All tokenizer tests passing

* Make fix-copies and fix tokenizer tests

* Fix test_model_outputs_equivalence test

* Apply suggestions from @sgugger's review

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

* Address some more comments

* Make conversion script work for Canine-c too

* Fix tokenizer tests

* Remove file

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-30 08:05:44 -04:00
Stas Bekman
7682e97702
[models] respect dtype of the model when instantiating it (#12316)
* [models] respect dtype of the model when instantiating it

* cleanup

* cleanup

* rework to handle non-float dtype

* fix

* switch to fp32 tiny model

* improve

* use dtype.is_floating_point

* Apply suggestions from code review

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

* fix the doc

* recode to use explicit torch_dtype_auto_detect, torch_dtype args

* docs and tweaks

* docs and tweaks

* docs and tweaks

* merge 2 args, add docs

* fix

* fix

* better doc

* better doc

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-28 20:11:21 -07:00
Stas Bekman
4a872caef4
remove extra white space from log format (#12360) 2021-06-25 13:20:14 -07:00
Sylvain Gugger
5b1b5635d3 Document patch release v4.8.1 2021-06-24 10:15:15 -04:00
Stas Bekman
07ae6103c3
[Deepspeed] new docs (#12077)
* document sub_group_size

* style

* install + issues reporting

* style

* style

* Update docs/source/main_classes/deepspeed.rst

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

* indent 4

* restore

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-23 11:07:37 -07:00
Sylvain Gugger
2150dfed31 v4.9.0.dev0 2021-06-23 13:31:19 -04:00
Lysandre Debut
ef3dceff4a
Add mention of the huggingface_hub methods for offline mode (#12320) 2021-06-23 09:45:30 -04:00
Vasudev Gupta
e98233dde1
Flax T5 (#12150)
* copy pytorch-t5

* init

* boom boom

* forward pass same

* make generation work

* add more tests

* make test work

* finish normal tests

* make fix-copies

* finish quality

* correct slow example

* correct slow test

* version table

* upload models

* Update tests/test_modeling_flax_t5.py

* correct incorrectly deleted line

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Patrick von Platen <patrick@huggingface.co>
2021-06-23 13:13:32 +01:00
Stas Bekman
bfd5da8e28
[docs] performance (#12258)
* initial performance document

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* rewrites based on suggestions

* 8x multiple is for AMP only

* add contribute section

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-06-22 15:34:19 -07:00
Stas Bekman
ebe5413589
[trainer] 2 bug fixes and a rename (#12309)
* bug fixes and a rename

* add extended DDP test
2021-06-22 11:13:23 -07:00
Suraj Patil
1498eb9888
add FlaxAutoModelForImageClassification in main init (#12298) 2021-06-22 18:26:05 +05:30
Stas Bekman
0d97ba8a98
[tests] multiple improvements (#12294)
* [tests] multiple improvements

* cleanup

* style

* todo to investigate

* fix
2021-06-21 19:51:36 -07:00
Stas Bekman
dad414d5f9
[trainer + examples] set log level from CLI (#12276)
* set log level from CLI

* add log_level_replica + test + extended docs

* cleanup

* Apply suggestions from code review

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

* rename datasets objects to allow datasets module

* improve the doc

* style

* doc improve

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-21 19:30:50 -07:00
Stas Bekman
2e5dbdf2db
[t5 doc] make the example work out of the box (#12239)
* [run_clm.py] restore caching

* style

* [t5 doc] make the example work out of the box

This PR expands the training example to include the correct model type for the example to work, e.g. with `T5Model` this example will break.

* Update docs/source/model_doc/t5.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* expand the other example

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-06-18 10:00:19 -07:00
Suraj Patil
f74655cd9b
[Flax] FlaxAutoModelForSeq2SeqLM (#12228)
* add FlaxAutoModelForSeq2SeqLM
2021-06-18 13:20:09 +05:30
Lysandre
0daadc1919 Docs for v4.8.0 2021-06-17 18:17:42 +02:00
Lysandre
7a6c9fab8e Release: v4.7.0 2021-06-17 17:57:42 +02:00
Sylvain Gugger
afdd9e3663
Add link to the course (#12229) 2021-06-17 11:14:53 -04:00
NielsRogge
29b0aef871
Improve detr (#12147)
* Remove unused variables

* Improve docs

* Fix docs of segmentation masks

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-06-17 10:37:54 -04:00
Bhadresh Savani
700cee3446
[Docs] fixed broken link (#12205)
* fixed broken link

* Update docs/source/benchmarks.rst

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

* Update docs/source/benchmarks.rst

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-16 15:14:53 -04:00
Philipp Schmid
afa414d060
updated DLC images and sample notebooks (#12191) 2021-06-16 07:24:00 -04:00
Patrick von Platen
ccca510276
Hubert (#11889)
* fix_torch_device_generate_test

* remove @

* add hubert

* add first test file

* more docs

* fix bugs

* fix bug

* finish

* finish

* finish docstring

* fix

* fix

* finalize

* add to ignored

* finish

* Apply suggestions from code review

* correct naming

* finish

* fix auto config

* finish

* correct convert script

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* apply suggestions lysandre & suraj

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-06-16 12:14:12 +01:00
Patrick von Platen
c3c39f7e84
[Flax] Add Beam Search (#12131)
* fix_torch_device_generate_test

* remove @

* push new logit processors

* add processors

* save first working version

* save intermediate

* finish

* make style

* make fix-copies

* finish

* Update tests/test_modeling_flax_bart.py

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

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-06-16 09:43:54 +01:00
Kilian Kluge
a79585bbf9
Update AutoModel classes in summarization example (#12178)
- Convert use of deprecated AutoModelWithLMHead to AutoModelForSeq2SeqLM
- Add newly required `truncation=True` to `tokenizer.encode` with `max_length`

This silences all warnings.
2021-06-15 10:36:10 -04:00
Sylvain Gugger
a8694b8850 Adjust banner width 2021-06-15 09:37:15 -04:00
Sylvain Gugger
60b1d6b45b
Add course banner (#12157)
* Add course banner

* Update course banner
2021-06-15 09:25:49 -04:00
Sylvain Gugger
a55dc157e3
Add video links to the documentation (#12162) 2021-06-15 06:37:37 -04:00
Stas Bekman
040283170c
consistent nn. and nn.functional: part 5 docs (#12161) 2021-06-14 13:34:32 -07:00
Vasudev Gupta
d9c0d08f9a
Flax Big Bird (#11967)
* add flax bert

* bert -> bigbird

* original_full ported

* add debugger

* init block sparse

* fix copies ; gelu_fast -> gelu_new

* block sparse port

* fix block sparse

* block sparse working

* all ckpts working

* fix-copies

* make quality

* init tests

* temporary fix for FlaxBigBirdForMultipleChoice

* skip test_attention_outputs

* fix

* gelu_fast -> gelu_new ; fix multiple choice model

* remove nsp

* fix sequence classifier

* fix

* make quality

* make fix-copies

* finish

* Delete debugger.ipynb

* Update src/transformers/models/big_bird/modeling_flax_big_bird.py

* make style

* finish

* bye bye jit flax tests

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-06-14 20:01:03 +01:00
Will Rice
d438eee030
Adding TFWav2Vec2Model (#11617)
* [WIP] Add TFWav2Vec2Model

Work in progress for adding a tensorflow version of Wav2Vec2

* feedback changes

* small fix

* Test Feedback Round 1

* Add SpecAugment and CTC Loss

* correct spec augment mask creation

* docstring and correct copyright

* correct bugs

* remove bogus file

* finish tests correction

* del unnecessary layers

* Update src/transformers/models/wav2vec2/modeling_tf_wav2vec2.py

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

* make style

* correct final bug

* Feedback Changes

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-06-14 18:58:54 +01:00
Daniel Stancl
4a51b1dd9b
FlaxBart (#11537)
* Start working on FlaxBart

* Create modeling_flax_bart.py

* Write FlaxBartAttention

* Add FlaxBartEncoderLayer

* Add FlaxBartDecoderLayer and some typing

* Add helepr function for FlaxBart

* shift_tokens_right

* _make_causal_mask

* _expand_mask

* Add PositionalEmbedding and fix init_std naming

* Add FlaxBartPretrainedModel

* Add FlaxBartEncoder

* Add FlaxBartEncoder

* Add FlaxBartEncoder among modules to be imported

* YET WE CANNOT INITIALIZE THAT!! :(

* Make BartEncoder working

Change BartEncoder to instance of nn.Module so far

* Add FlaxBartDecoder

* Add FlaxBartModel

* TODO to make model run -> Prepapre model inputs

* Resolve padding

* Add FlaxBartModel

* Add FlaxBartModel into importable modules

* Remove FlaxBartEncoder and FlaxBartDecoder from importable modules

* make style; not properly working

* make style; make quality not pass due to some import I left

* Remove TODO for padding_idx in nn.Embed so far

* Add FlaxBartForConditionalGeneration

* Incorporate Flax model output classes, i.e. return_dict

* Add another models and incorporate use_cache arg

* Add FlaxBartForSequenceClassification and FlaxBartForQuestionAnswering

* Incorporate use_cache arg from PyTorch implementation

* Add all necessary Flax output utils

* Add FlaxBartForCausalLM; not working yet'

* Add minor improvements; still lacks some functionality

* Update docs, src and tests

* Add support of FlaxBart to docs/source

* Fix some bugs in FlaxBart souce code

* Add some neccessary tests for FlaxBart models - jit_compilation not passing

* Fix tests and add test_head_masking

* Fix tests for @jax.jit computation

* Add test_head_masking

* Migrate FlaxBart tests from jax.numpy to numpy

* Remove FlaxBartForCausalLM

* Clean repo

* fix bart model weight structure

* Fix FlaxBartForSequenceClassification

Slicing is not possible to use below jit, therefore, selecting sentence
representation from hidden_states must be changed.

* Allow FlaxBartForSequenceClassification for testing pt_flax equivalence

* Allow testing for FlaxBartForQA for pt_flax equivalence

* Add a comment to FlaxBartForSequenceClassification + change noise from 1e-3 to 1e-6

* remove past_key_values

* remove inputs_mebeds and make input_ids required

* add position ids

* re-write attention layer

* fix dataclass

* fix pos embeds and attention output

* fix pos embeds

* expose encode method

* expose decode method

* move docstring to top

* add cache for causal attn layer

* remove head masking for now

* s2s greedy search first pass

* boom boom

* fix typos

* fix greedy generate for bart

* use encoder, decoder layers instead of num_hidden_layers

* handle encoder_outputs

* cleanup

* simplify decoding

* more clean-up

* typos

* Change header + add {decoder_,}position_ids into 2 models

* add BartConfig

* fix existing tests

* add encode, decode methods

* Fix shift_tokens_right for JIT compilation + clarify one condition

* fix decode

* encoder => encode

* simplify generate

* add tests for encode and decode

* style

* add tests for cache

* fix equivalence tests

* sample generate now works with seq2seq

* generation tests

* initialize dense layers

* docstring and cleanup

* quality

* remove get/set input_embeddings

* address Patricks suggestions

* decode for every model, remove encoder_outputs from call

* update tests accordingly

* decode returns only decoder outputs and logits

* fix arguments

* doc encode, decode methods

* correct base_model_prefix

* fix test for seq classif model

* fix docs

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-06-14 15:16:08 +05:30
Jayendra
9a9314f6d9
Flax VisionTransformer (#11951)
* adding vit for flax

* added test for Flax-vit and some bug-fixes

* overrided methods where variable changes were necessary for flax_vit test

* added FlaxViTForImageClassification for test

* Update src/transformers/models/vit/modeling_flax_vit.py

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* made changes suggested in PR

* Adding jax-vit models for autoimport

* swapping num_channels and height,width dimension

* fixing the docstring for torch-like inputs for VIT

* add model to main init

* add docs

* doc, fix-copies

* docstrings

* small test fixes

* fix docs

* fix docstr

* Apply suggestions from code review

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

* style

Co-authored-by: jayendra <jayendra@infocusp.in>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-06-10 21:17:13 +05:30
Anton Lozhkov
d472bd7b18
Wav2Vec2 Pretraining (#11306)
* Working quantizer forward

* Working quantizer forward

* Clean up unused model parts, test reproducibility

* Working quantizer forward

* Clean up unused model parts, test reproducibility

* Remove custom outputs from the shared ones

* correct conversion

* correct bug

* add first pretrain script

* save intermediate

* static shapes

* save intermediate

* finish first pretrain script version

* more refactor

* remove wanddb

* refactor more

* improve test

* correct perplexity compute bug

* finish model implementation

* add to docs

* finish docs

* finish pretraining script

* finish pretraining script

* remove wandb

* finish PR for merge

* finish config

* finish

* make deepspeed work

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* apply suggestions

* fix flaky test

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-09 18:40:56 +01:00
NielsRogge
d3eacbb829
Add DETR (#11653)
* Squash all commits of modeling_detr_v7 branch into one

* Improve docs

* Fix tests

* Style

* Improve docs some more and fix most tests

* Fix slow tests of ViT, DeiT and DETR

* Improve replacement of batch norm

* Restructure timm backbone forward

* Make DetrForSegmentation support any timm backbone

* Fix name of output

* Address most comments by @LysandreJik

* Give better names for variables

* Conditional imports + timm in setup.py

* Address additional comments by @sgugger

* Make style, add require_timm and require_vision to testsé

* Remove train_backbone attribute of DetrConfig, add methods to freeze/unfreeze backbone

* Add png files to fixtures

* Fix type hint

* Add timm to workflows

* Add `BatchNorm2d` to the weight initialization

* Fix retain_grad test

* Replace model checkpoints by Facebook namespace

* Fix name of checkpoint in test

* Add user-friendly message when scipy is not available

* Address most comments by @patrickvonplaten

* Remove return_intermediate_layers attribute of DetrConfig and simplify Joiner

* Better initialization

* Scipy is necessary to get sklearn metrics

* Rename TimmBackbone to DetrTimmConvEncoder and rename DetrJoiner to DetrConvModel

* Make style

* Improve docs and add 2 community notebooks

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2021-06-09 11:51:13 -04:00
Stas Bekman
0e82f0cbc2
typo 2021-06-08 12:55:17 -07:00
Stas Bekman
32290d87f6
[Deepspeed] various fixes (#12058)
* replace deprecated config

* sub_group_size was too big

* complete deprecation removal
2021-06-08 08:36:15 -07:00
Stas Bekman
2c73b93099
[Deepspeed] Assert on mismatches between ds and hf args (#12021)
* wip

* add mismatch validation + test

* renames

* Update docs/source/main_classes/deepspeed.rst

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

* renames

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-04 08:58:23 -07:00
Stas Bekman
640318befa
[deepspeed] Move code and doc into standalone files (#11984)
* move code and docs

* style

* moved

* restore
2021-06-02 09:56:00 -07:00
Stas Bekman
d406a2729a
[docs] fix xref to PreTrainedModel.generate (#11049)
* fix xref to generate

* do the same for search methods

* style

* style
2021-06-02 09:21:05 -07:00
Gunjan Chhablani
88ca6a231d
VisualBERT (#10534)
* Init VisualBERT

* Add cookie-cutter, Config, and Embeddings

* Add preliminary Model

* Add Bert analogous classes

* Add basic code for NLVR, VQA, Flickr

* Update Init

* Fix VisualBert Downstream Models

* Rename classifier to cls

* Comment position_ids buffer

* Remove sentence image predictor output

* Update output dicts

* Remove unnecessary files

* Fix Auto Modeling

* Fix transformers init

* Add conversion script

* Add conversion script

* Fix docs

* Update visualbert modelling

* Update configuration

* Style fixes

* Add model and integration tests

* Add all tests

* Update model mapping

* Add simple detector from original repository

* Update docs and configs

* Fix style

* Fix style

* Update docs

* Fix style

* Fix import issues in style

* Fix style

* Add changes from review

* Fix style

* Fix style

* Update docs

* Fix style

* Fix style

* Update docs/source/model_doc/visual_bert.rst

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update tests/test_modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Add changes from review

* Remove convert run script

* Add changes from review

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Update src/transformers/models/visual_bert/modeling_visual_bert.py

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

* Add changes from review

* Add changes from review

* Add visual embedding example in docs

* Fix "copied from" comments

* Add changes from review

* Fix error, style, checkpoints

* Update docs

* Fix integration tests

* Fix style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-02 18:13:08 +05:30
Stas Bekman
7ec596ecda
[DeepSpeed] decouple DeepSpeedConfigHF from Trainer (#11966)
* decouple DeepSpeedConfigHF from Trainer

* add LoggingLevel ctx manager; add new test

* cleanup

* add docs

* Apply suggestions from code review

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

* implemented suggested renames

* formatter workaround

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-06-01 13:24:52 -07:00
Alberto Villa
1c3ab3e5d6
Typo in usage example, changed to device instead of torch_device (#11979) 2021-06-01 14:58:49 -04:00
Patrick von Platen
47a98fc4cb
ByT5 model (#11971)
* allow tf to use uneven num of layers

* add tokenizer

* finish docs

* finish docs

* Apply suggestions from code review

* include in index

* finish

* Update docs/source/model_doc/byt5.rst

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* apply sylvais suggestions

* make style

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
2021-06-01 19:07:37 +01:00
Stas Bekman
79712e7e7a
[deepspeed] docs (#11940)
* deepspeed docs

* cleanup

* cleanup
2021-06-01 09:21:21 -07:00
Suraj Patil
ad25fd62bd
Add FlaxCLIP (#11883)
* add flax CLIP

* default input_shape

* add tests

* fix test

* fix name

* fix docs

* fix shapes

* attend at least 1 token

* flax conv to torch conv

* return floats

* fix equivalence tests

* fix import

* return attention_weights and update tests

* fix dosctrings

* address patricks comments

* input_shape arg

* add tests for get_image_features and get_text_features methods

* fix tests
2021-06-01 09:44:31 +05:30
Bhadresh Savani
e1205e478a
Added Sequence Classification class in GPTNeo (#11906)
* seq classification changes

* fix tests
2021-05-28 06:27:02 -04:00
Patrick von Platen
42fe0dc23e
Add Emotion Speech Noteboook (#11900) 2021-05-27 10:46:10 +01:00
Patrick von Platen
996a315e76
Flax Generate (#11777)
* fix_torch_device_generate_test

* remove @

* add

* indexing

* correct a couple of tests

* fix tests

* add logits processor

* finish top_k, top_p, temp

* add docs

* correct flax prng key default

* improve generate

* add generation docs

* add docs

* make style

* revert model outputs change

* make style

* correct typo

* fix tests

* fix slow test

* add raise

* finish generation

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
2021-05-27 00:18:17 +01:00
Nick Lane-Smith
eaab9397cd
Fix two typos in docs (#11852)
* typo2

* fix typo
2021-05-24 14:26:02 -04:00
yujun
206f06f2dd
Add new model RoFormer (use rotary position embedding ) (#11684)
* add roformer

* Update docs/source/model_doc/roformer.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Update docs/source/model_doc/roformer.rst

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* update

* add TFRoFormerSinusoidalPositionalEmbedding and fix TFMarianSinusoidalPositionalEmbedding

* update docs

* make style and make quality

* roback

* unchanged

* rm copies from , this is a error in TFMarianSinusoidalPositionalEmbedding

* update Copyright year

* move # Add modeling imports here to the correct position

* max_position_embeddings can be set to 1536

* # Copied from transformers.models.bert.modeling_bert.BertOutput with Bert->RoFormer

* # Copied from transformers.models.bert.modeling_bert.BertLayer.__init__ with Bert->RoFormer

* update tokenization_roformer

* make style

* add staticmethod apply_rotary_position_embeddings

* add TF staticmethod apply_rotary_position_embeddings

* update torch apply_rotary_position_embeddings

* fix tf apply_rotary_position_embeddings error

* make style

* add pytorch RoFormerSelfAttentionRotaryPositionEmbeddingTest

* add TF rotary_position_embeddings test

* update test_modeling_rofomer

* Update docs/source/model_doc/roformer.rst

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

* Update src/transformers/__init__.py

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

* Update src/transformers/__init__.py

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

* Update src/transformers/__init__.py

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

* Update src/transformers/__init__.py

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

* Update src/transformers/models/roformer/convert_roformer_original_tf_checkpoint_to_pytorch.py

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

* Update src/transformers/models/roformer/modeling_roformer.py

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

* Update src/transformers/models/roformer/modeling_roformer.py

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

* Update src/transformers/models/roformer/modeling_tf_roformer.py

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

* refact roformer tokenizer

* add RoFormerTokenizerFast

* add RoFormerTokenizationTest

* add require_jieba

* update Copyright

* update tokenizer & add copy from

* add option rotary_value

* use rust jieba

* use rjieba

* use rust jieba

* fix test_alignement_methods

* slice normalized_string is too slow

* add config.embedding_size when embedding_size!=hidden_size

* fix pickle tokenizer

* Update docs/source/model_doc/roformer.rst

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

* make style and make quality

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-05-20 08:00:34 -04:00
Suraj Patil
ca33278fdb
FlaxGPT2 (#11556)
* flax gpt2

* combine masks

* handle shared embeds

* add causal LM sample

* style

* add tests

* style

* fix imports, docs, quality

* don't use cache

* add cache

* add cache 1st version

* make use cache work

* start adding test for generation

* finish generation loop compilation

* rewrite test

* finish

* update

* update

* apply sylvains suggestions

* update

* refactor

* fix typo

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-05-18 22:50:51 +01:00
Vyom Pathak
fd3b12e8c3
Fixed: Better names for nlp variables in pipelines' tests and docs. (#11752)
* Fixed: Better names for nlp variables in pipelines' tests and docs.

* Fixed: Better variable names
2021-05-18 09:47:28 -04:00
Patrick von Platen
cebb96f53a
Add more subsections to main doc (#11758)
* add headers to main doc

* Apply suggestions from code review

* update

* upload
2021-05-18 14:38:56 +01:00
Julien Chaumond
0fc56df5fb
Add visual + link to Premium Support webpage (#11740)
* Update README.md

* Update index.rst
2021-05-17 05:28:56 -04:00
Sylvain Gugger
cbbf49f644 Fix doc deployment 2021-05-13 10:34:14 -04:00
NielsRogge
fa84540e98
Vit deit fixes (#11309)
* Improve docs of DeiT and ViT, add community notebook

* Add gitignore for test_samples

* Add notebook with Trainer

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-05-12 11:46:02 -04:00
Lysandre
d77eb0cf92 Docs for v4.7.0.dev0 2021-05-12 17:08:35 +02:00
Suraj Patil
f063c56d94
Fix clip docs (#11694)
* fix doc url

* fix example
2021-05-12 15:28:30 +05:30
Suraj Patil
8719afa1ad
CLIP (#11445)
* begin second draft

* fix import, style

* add loss

* fix embeds, logits_scale, and projection

* fix imports

* add conversion script

* add feature_extractor and processor

* style

* add tests for tokenizer, extractor and processor

* add vision model tests

* add weight init

* add more tests

* fix save_load  test

* model output, dosstrings, causal mask

* config doc

* add clip model tests

* return dict

* bigin integration test

* add integration tests

* fix-copies

* fix init

* Clip => CLIP

* fix module name

* docs

* fix doc

* output_dim => projection_dim

* fix checkpoint names

* remoe fast tokenizer file

* fix conversion script

* fix tests, quality

* put causal mask on device

* Apply suggestions from code review

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

* fix attribute test

* style

* address sylvains comments

* style

* fix docstrings

* add qucik_gelu in activations, docstrings

* clean-up attention test

* fix act fun

* fix config

* fix torchscript tests

* even batch_size

* remove comment

* fix ouput tu_tuple

* fix save load tests

* fix add tokens test

* add fast tokenizer

* update copyright

* new processor API

* fix docs

* docstrings

* docs

* fix doc

* fix doc

* fix tokenizer

* fix import in doc example

* Apply suggestions from code review

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

* check types of config

* valhalla => openai

* load image using url

* fix test

* typo

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-05-12 13:48:15 +05:30
Vasudev Gupta
575c979144
Update community.md (#11654) 2021-05-10 09:48:21 +01:00
Tanmay Laud
f7f872955d
Big Bird Fast Tokenizer implementation (#11075)
* Added Big Bird Fast Tokenizer initial file

* style fixes

* flake fixes

* Added big bird fast tokenizer to init files

* Added big bird fast to Auto tokenization

* fix styles

* minor quality fixes

* Added initial test code

* Fix SpmConverter when precompiled_charsmap doesn't exist

* fixed post processor

* minor style fix

* minor fix input names

* Actually fix identity normalization

* style

* Added token type ids to fast tokenizer

* style

* flake fix

* fix copies

Co-authored-by: Anthony MOI <m.anthony.moi@gmail.com>
2021-05-10 03:01:23 -04:00
Lysandre Debut
39084ca663
Add the ImageClassificationPipeline (#11598)
* Add the ImageClassificationPipeline

* Code review

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>

* Have `load_image` at the module level

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>
2021-05-07 08:08:40 -04:00
Vasudev Gupta
dc3f6758cf
Add BigBirdPegasus (#10991)
* init bigbird pegasus

* add debugging nb ; update config

* init conversion

* update conversion script

* complete conversion script

* init forward()

* complete forward()

* add tokenizer

* add some slow tests

* commit current

* fix copies

* add docs

* add conversion script for bigbird-roberta-summarization

* remove TODO

* small fixups

* correct tokenizer

* add bigbird core for now

* fix config

* fix more

* revert pegasus-tokenizer back

* make style

* everything working for pubmed; yayygit status

* complete tests finally

* remove bigbird pegasus tok

* correct tokenizer

* correct tests

* add tokenizer files

* finish make style

* fix test

* update

* make style

* fix tok utils base file

* make fix-copies

* clean a bit

* small update

* fix some suggestions

* add to readme

* fix a bit, clean tests

* fix more tests

* Update src/transformers/__init__.py

* Update src/transformers/__init__.py

* make fix-copies

* complete attn switching, auto-padding left

* make style

* fix auto-padding test

* make style

* fix batched attention tests

* put tolerance at 1e-1 for stand-alone decoder test

* fix docs

* fix tests

* correct slow tokenizer conversion

* Apply suggestions from code review

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* complete remaining suggestions

* fix test

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-05-07 09:27:43 +02:00
Stas Bekman
c065025c47
[trainer] document resume randomness (#11588)
* document resume randomness

* fix link

* reword

* fix

* reword

* style
2021-05-04 14:17:11 -07:00
Patrick Fernandes
0afe4a90f9
[Flax] Add Electra models (#11426)
* add electra model to flax

* Remove Electra Next Sentence Prediction model added by mistake

* fix parameter sharing and loosen equality threshold

* fix styling issues

* add mistaken removen imports

* fix electra table

* Add FlaxElectra to automodels and fixe docs

* fix issues pointed out the PR

* fix flax electra to comply with latest changes

* remove stale class

* add copied from

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-05-04 20:56:09 +02:00
Patrick von Platen
084a187da3
[FlaxRoberta] Add FlaxRobertaModels & adapt run_mlm_flax.py (#11470)
* add flax roberta

* make style

* correct initialiazation

* modify model to save weights

* fix copied from

* fix copied from

* correct some more code

* add more roberta models

* Apply suggestions from code review

* merge from master

* finish

* finish docs

Co-authored-by: Patrick von Platen <patrick@huggingface.co>
2021-05-04 19:57:59 +02:00
Sylvain Gugger
fe82b1bfa0
Update training tutorial (#11533)
* Update training tutorial

* Apply suggestions from code review

Co-authored-by: Hamel Husain <hamelsmu@github.com>

* Address review comments

* Update docs/source/training.rst

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

* More review comments

* Last review comments

Co-authored-by: Hamel Husain <hamelsmu@github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-05-03 13:18:46 -04:00
NielsRogge
f3cf8ae7b3
Add LUKE (#11223)
* Rebase with master

* Minor bug fix in docs

* Copy files from adding_luke_v2 and improve docs

* change the default value of use_entity_aware_attention to True

* remove word_hidden_states

* fix head models

* fix tests

* fix the conversion script

* add integration tests for the pretrained large model

* improve docstring

* Improve docs, make style

* fix _init_weights for pytorch 1.8

* improve docs

* fix tokenizer to construct entity sequence with [MASK] entity when entities=None

* Make fix-copies

* Make style & quality

* Bug fixes

* Add LukeTokenizer to init

* Address most comments by @patil-suraj and @LysandreJik

* rename _compute_extended_attention_mask to get_extended_attention_mask

* add comments to LukeSelfAttention

* fix the documentation of the tokenizer

* address comments by @patil-suraj, @LysandreJik, and @sgugger

* improve docs

* Make style, quality and fix-copies

* Improve docs

* fix docs

* add "entity_span_classification" task

* update example code for LukeForEntitySpanClassification

* improve docs

* improve docs

* improve the code example in luke.rst

* rename the classification layer in LukeForEntityClassification from typing to classifier

* add bias to the classifier in LukeForEntitySpanClassification

* update docs to use fine-tuned hub models in code examples of the head models

* update the example sentences

* Make style & quality

* Add require_torch to tokenizer tests

* Add require_torch to tokenizer tests

* Address comments by @sgugger and add community notebooks

* Make fix-copies

Co-authored-by: Ikuya Yamada <ikuya@ikuya.net>
2021-05-03 09:07:29 -04:00
Stas Bekman
4e7bf94e72
[DeepSpeed] fp32 support (#11499)
* prep for deepspeed==0.3.16

* new version

* too soon

* support and test fp32 mode

* troubleshooting doc start

* workaround no longer needed

* add fp32 doc

* style

* cleanup, add tf32 note

* clarify

* release was made
2021-04-30 12:51:48 -07:00
Stas Bekman
282f3ac3ef
[debug utils] activation/weights underflow/overflow detector (#11274)
* sync

* add activation overflow debug utility

* cleanup

* document detect_overflow

* import torch

* add deprecation warning

* Apply suggestions from code review

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

* convert to rst, add note

* add class

* fix docs

* improve the doc

* rework to dump a lot more info about each frame

* complete expansion

* cleanup

* format

* cleanup

* doesn't have to be transformers

* Apply suggestions from code review

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

* wrap long line

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-30 11:15:46 -07:00
Hamel Husain
804c2974d5
Improve task summary docs (#11513)
* fix task summary docs

* refactor to use model.config.id2label instead of list

* fix nit

* Update docs/source/task_summary.rst

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-30 09:06:47 -04:00
Shubham Sanghavi
30ede8994e
Implement Fast Tokenization for Deberta (#11387) 2021-04-30 08:08:15 -04:00
Nicolas Patry
db9dd09cf9
Adding AutomaticSpeechRecognitionPipeline. (#11337)
* Adding `AutomaticSpeechRecognitionPipeline`.

- Because we added everything to enable this pipeline, we probably
should add it to `transformers`.
- This PR tries to limit the scope and focuses only on the pipeline part
(what should go in, and out).
- The tests are very specific for S2T and Wav2vec2 to make sure both
architectures are supported by the pipeline. We don't use the mixin for
tests right now, because that requires more work in the `pipeline`
function (will be done in a follow up PR).
- Unsure about the "helper" function `ffmpeg_read`. It makes a lot of
  sense from a user perspective, it does not add any additional
dependencies (as in hard dependency, because users can always use their
own load mechanism). Meanwhile, it feels slightly clunky to have so much
optional preprocessing.
- The pipeline is not done to support streaming audio right now.

Future work:

- Add `automatic-speech-recognition` as a `task`. And add the
FeatureExtractor.from_pretrained within `pipeline` function.
- Add small models within tests
- Add the Mixin to tests.
- Make the logic between ForCTC vs ForConditionalGeneration better.

* Update tests/test_pipelines_automatic_speech_recognition.py

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

* Adding docs + main import + type checking + LICENSE.

* Doc style !.

* Fixing TYPE_HINT.

* Specifying waveform shape in the docs.

* Adding asserts + specify in the documentation the shape of the input
np.ndarray.

* Update src/transformers/pipelines/automatic_speech_recognition.py

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

* Adding require to tests + move the `feature_extractor` doc.

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-04-30 11:54:08 +02:00
Hamel Husain
3f6add8bab
fix #1149 (#11493) 2021-04-28 11:16:41 -04:00
Sylvain Gugger
2d27900b5d
Update min versions in README and add Flax (#11472)
* Update min versions in README and add Flax

* Adapt index
2021-04-28 09:10:06 -04:00
Hamel Husain
7ceff67e1a
Finish Making Quick Tour respect the model object (#11467)
* finish quicktour

* fix import

* fix print

* explain config default better

* Update docs/source/quicktour.rst

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-27 10:04:12 -04:00
Hamel Husain
88ac60f7b5
update QuickTour docs to reflect model output object (#11462)
* update docs to reflect model output object

* run make style`
2021-04-26 22:18:37 -04:00
Stas Bekman
bc2571e61c
[Deepspeed] ZeRO-Infinity integration plus config revamp (#11418)
* adding Z-inf

* revamp config process

* up version requirement

* wip

* massive rewrite

* cleanup

* cleanup

* Apply suggestions from code review

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

* consistent json commas

* act on suggestions

* leave this feature for 0.3.16

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-26 10:40:32 -07:00
Stas Bekman
a753cafdc0
[docs] fix invalid class name (#11438)
* fix invalid class name

* proper ref

* proper ref
2021-04-26 08:37:32 -07:00
Sylvain Gugger
bf2e0cf70b
Trainer push to hub (#11328)
* Initial support for upload to hub

* push -> upload

* Fixes + examples

* Fix torchhub test

* Torchhub test I hate you

* push_model_to_hub -> push_to_hub

* Apply mixin to other pretrained models

* Remove ABC inheritance

* Add tests

* Typo

* Run tests

* Install git-lfs

* Change approach

* Add push_to_hub to all

* Staging test suite

* Typo

* Maybe like this?

* More deps

* Cache

* Adapt name

* Quality

* MOAR tests

* Put it in testing_utils

* Docs + torchhub last hope

* Styling

* Wrong method

* Typos

* Update src/transformers/file_utils.py

Co-authored-by: Julien Chaumond <julien@huggingface.co>

* Address review comments

* Apply suggestions from code review

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

Co-authored-by: Julien Chaumond <julien@huggingface.co>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-04-23 09:17:37 -04:00
Stas Bekman
9f72e8f4e1
[testing doc] bring doc up to date (#11359)
* bring doc up to date

* fix
2021-04-21 08:51:00 -07:00
Sylvain Gugger
dabeb15292
Examples reorg (#11350)
* Base move

* Examples reorganization

* Update references

* Put back test data

* Move conftest

* More fixes

* Move test data to test fixtures

* Update path

* Apply suggestions from code review

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

* Address review comments and clean

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-04-21 11:11:20 -04:00
Sylvain Gugger
74712e22f3
Honor contributors to models (#11329)
* Honor contributors to models

* Fix typo

* Address review comments

* Add more authors
2021-04-21 09:47:27 -04:00
Stas Bekman
63ca402380
[troubleshooting] add 2 points of reference to the offline mode (#11236)
* add 2 points of reference to the offline mode

* link the new doc

* add error message

* Update src/transformers/modeling_utils.py

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

* style

* rename

* Trigger CI

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-14 08:39:23 -07:00
Yusuke Mori
075e821d1d
Add prefix to examples in model_doc rst (#11226)
* Add prefix to examples in model_doc rst

* Apply suggestions from code review

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-14 10:58:55 -04:00
Sylvain Gugger
f38cd4373f
Indent code block in the documentation (#11233)
* Indent code block

* Indent code blocks version 2

* Quality
2021-04-13 15:36:36 -04:00
Sylvain Gugger
3312e96bfb
Doc check: a bit of clean up (#11224) 2021-04-13 12:14:25 -04:00
Sylvain Gugger
893e51a53f Document v4.5.1 2021-04-13 11:28:17 -04:00
Yusuke Mori
22fa0a6004
Add documentation for BertJapanese (#11219)
* Start writing BERT-Japanese doc

* Fix typo, Update toctree

* Modify model file to use comment for document, Add examples

* Clean bert_japanese by make style

* Apply suggestions from code review

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

* Split a big code block into two

* Apply suggestions from code review

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

* Add prefix >>> to all lines in code blocks

* Clean bert_japanese by make fixup

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-13 09:49:15 -04:00
NielsRogge
9f1260971f
Add DeiT (PyTorch) (#11056)
* First draft of deit

* More improvements

* Remove DeiTTokenizerFast from init

* Conversion script works

* Add DeiT to ViT conversion script

* Add tests, add head model, add support for deit in vit conversion script

* Update model checkpoint names

* Update image_mean and image_std, set resample to bicubic

* Improve docs

* Docs improvements

* Add DeiTForImageClassificationWithTeacher to init

* Address comments by @sgugger

* Improve feature extractors

* Make fix-copies

* Minor fixes

* Address comments by @patil-suraj

* All models uploaded

* Fix tests

* Remove labels argument from DeiTForImageClassificationWithTeacher

* Fix-copies, style and quality

* Fix tests

* Fix typo

* Multiple docs improvements

* More docs fixes
2021-04-12 18:07:10 -04:00
fghuman
0c6fcd3034
Added documentation for data collator. (#10941)
* Added documentation for data collator.

* Update docs/source/data_collator.rst

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

* Added documentation for data collator.

* Added documentation for the data collator.

* Merge branch 'doc_DataCollator' of C:\Users\mahii\PycharmProjects\transformers with conflicts.

* Update documentation for the data collator.

* Update documentation for the data collator.

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Amna <A.A.Ahmad@student.tudelft.nl>
2021-04-12 11:59:46 -04:00
Kevin Canwen Xu
fb41f9f50c
Add a special tokenizer for CPM model (#11068)
* Add a special tokenizer for CPM model

* make style

* fix

* Add docs

* styles

* cpm doc

* fix ci

* fix the overview

* add test

* make style

* typo

* Custom tokenizer flag

* Add REAMDE.md

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2021-04-10 02:07:47 +08:00
Sylvain Gugger
45fc8c7951
Make get_special_tokens_mask consider all tokens (#11163) 2021-04-09 11:57:44 -04:00
Niklas Muennighoff
8b78a32be1
[Community notebooks] Add Wav2Vec notebook for creating captions for YT Clips (#11142)
* Add Wav2Vec Inference notebook

* Update docs/source/community.md

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-04-09 12:10:37 +05:30
Stas Bekman
0311ba2153
typo (#11152)
* typo

* style
2021-04-08 19:47:31 -07:00
Stas Bekman
c2e0fd5283
[setup] make fairscale and deepspeed setup extras (#11151)
* make fairscale and deepspeed setup extras

* fix default

* Apply suggestions from code review

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

* no reason not to ask for the good version

* update the CIs

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-08 15:46:54 -07:00
Stas Bekman
66446909b2
[tests] relocate core integration tests (#11146)
* relocate core integration tests

* add sys.path context manager

* cleanup

* try

* try2

* fix path

* doc

* style

* add dep

* add 2 more deps
2021-04-08 13:13:17 -07:00
Julien Demouth
02ec02d6d3
Add nvidia megatron models (#10911)
* Add support for NVIDIA Megatron models

* Add support for NVIDIA Megatron GPT2 and BERT

Add the megatron_gpt2 model. That model reuses the existing GPT2 model. This
commit includes a script to convert a Megatron-GPT2 checkpoint downloaded
from NVIDIA GPU Cloud. See examples/megatron-models/README.md for details.

Add the megatron_bert model. That model is implemented as a modification of
the existing BERT model in Transformers. This commit includes a script to
convert a Megatron-BERT checkpoint downloaded from NVIDIA GPU Cloud. See
examples/megatron-models/README.md for details.

* Update src/transformers/models/megatron_bert/configuration_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/configuration_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/configuration_megatron_bert.py

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

* Remove model.half in tests + add "# Copied ..."

Remove the model.half() instruction which makes tests fail on the CPU.

Add a comment "# Copied ..." before many classes in the model to enable automatic
tracking in CI between the new Megatron classes and the original Bert ones.

* Fix issues

* Fix Flax/TF tests

* Fix copyright

* Update src/transformers/models/megatron_bert/configuration_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/configuration_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update docs/source/model_doc/megatron_bert.rst

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

* Update docs/source/model_doc/megatron_gpt2.rst

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

* Update src/transformers/models/megatron_bert/__init__.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_gpt2/convert_megatron_gpt2_checkpoint.py

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

* Update src/transformers/models/megatron_gpt2/convert_megatron_gpt2_checkpoint.py

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

* Update src/transformers/models/megatron_gpt2/convert_megatron_gpt2_checkpoint.py

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

* Update src/transformers/models/megatron_bert/convert_megatron_bert_checkpoint.py

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

* Update src/transformers/models/megatron_bert/convert_megatron_bert_checkpoint.py

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

* Update src/transformers/models/megatron_bert/convert_megatron_bert_checkpoint.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Update src/transformers/models/megatron_bert/modeling_megatron_bert.py

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

* Resolve most of 'sgugger' comments

* Fix conversion issue + Run make fix-copies/quality/docs

* Apply suggestions from code review

* Causal LM & merge

* Fix init

* Add CausalLM to last auto class

Co-authored-by: Julien Demouth <jdemouth@nvidia.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2021-04-08 14:09:11 -04:00
Stas Bekman
c6d664849b
[DeepSpeed] ZeRO Stage 3 (#10753)
* synced gpus

* fix

* fix

* need to use t5-small for quality tests

* notes

* complete merge

* fix a disappearing std stream problem

* start zero3 tests

* wip

* tune params

* sorting out the pre-trained model loading

* reworking generate loop wip

* wip

* style

* fix tests

* split the tests

* refactor tests

* wip

* parameterized

* fix

* workout the resume from non-ds checkpoint pass + test

* cleanup

* remove no longer needed code

* split getter/setter functions

* complete the docs

* suggestions

* gpus and their compute capabilities link

* Apply suggestions from code review

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

* style

* remove invalid paramgd

* automatically configure zero3 params that rely on hidden size

* make _get_resized_embeddings zero3-aware

* add test exercising resize_token_embeddings()

* add docstring

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-04-08 09:53:01 -07:00
Yusuke Mori
5bf5d50c8d
Typo fix of the name of BertLMHeadModel in BERT doc (#11133) 2021-04-08 08:22:58 -04:00
Sylvain Gugger
403d530eec
Auto feature extractor (#11097)
* AutoFeatureExtractor

* Init and first tests

* Tests

* Damn you gitignore

* Quality

* Defensive test for when not all backends are here

* Use pattern for Speech2Text models
2021-04-06 19:20:08 -04:00
Stas Bekman
520198f56f
[doc] gpt-neo (#11098)
make the example work
2021-04-06 16:42:06 -04:00
Lysandre
9853c5dd58 Development on v4.6.0dev0 2021-04-06 12:53:25 -04:00
Philipp Schmid
b219d6b5a5
added social thumbnail for docs (#11083) 2021-04-06 14:56:18 +02:00
Sylvain Gugger
6c1bee7d89 Link to new blog 2021-04-06 08:55:40 -04:00
Amala Deshmukh
e1c02e018c
Add example for registering callbacks with trainers (#10928)
* Add example for callback registry

Resolves: #9036

* Update callback registry documentation

* Added comments for other ways to register callback
2021-04-05 12:27:23 -04:00
Lysandre Debut
9f4e0c23d6
Documentation about loading a fast tokenizer within Transformers (#11029)
* Documentation about loading a fast tokenizer within Transformers

* Apply suggestions from code review

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

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-05 10:51:16 -04:00
Sylvain Gugger
6c25f5228e
Refactor AutoModel classes and add Flax Auto classes (#11027)
* Refactor AutoModel classes and add Flax Auto classes

* Add new objects to the init

* Fix hubconf and sort models

* Fix TF tests

* Missing coma

* Update src/transformers/models/auto/auto_factory.py

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

* Fix init

* Fix dummies

* Other init to fix

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-04-05 10:11:28 -04:00
Lysandre Debut
773e4c7263
Remove unnecessary space (#11060) 2021-04-05 09:36:20 -04:00
Eren Şahin
6e31014110
[doc] update code-block rendering (#11053)
double : prevents code-block section to be rendered, so made it single :
2021-04-05 09:06:07 -04:00
Philipp Schmid
34e1bec649
added new notebook and merge of trainer (#11015)
* added new notebook and merge of trainer

* Update docs/source/sagemaker.md

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-04-01 23:13:47 +02:00
Julien Chaumond
e8da77d181
[doc] no more bucket 2021-04-01 14:25:47 -04:00
Joe Davison
f4ad3d8cea
minor typo fix
*negative* log-likelihood
2021-04-01 11:58:37 -06:00
NielsRogge
30677dc743
Add Vision Transformer and ViTFeatureExtractor (#10950)
* Squash all commits into one

* Update ViTFeatureExtractor to use image_utils instead of torchvision

* Remove torchvision and add Pillow

* Small docs improvement

* Address most comments by @sgugger

* Fix tests

* Clean up conversion script

* Pooler first draft

* Fix quality

* Improve conversion script

* Make style and quality

* Make fix-copies

* Minor docs improvements

* Should use fix-copies instead of manual handling

* Revert "Should use fix-copies instead of manual handling"

This reverts commit fd4e591bce.

* Place ViT in alphabetical order

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-04-01 11:16:05 -04:00
Patrick von Platen
01068abdb9
add blog to docs (#10997) 2021-03-31 18:36:00 +03:00
Patrick von Platen
b6dddda4d2
add notebook (#10995) 2021-03-31 17:00:56 +03:00
Patrick von Platen
e87505f3a1
[Flax] Add other BERT classes (#10977)
* add first code structures

* add all bert models

* add to init and docs

* correct docs

* make style
2021-03-31 09:45:58 +03:00
Philipp Schmid
e3c8443f08
improved sagemaker documentation for git_config and examples (#10966)
* improved branch usage

* fixed grammar and comma
2021-03-30 18:00:52 +02:00
Suraj Patil
83d38c9ff3
GPT Neo few fixes (#10968)
* fix checkpoint names

* auto model

* fix doc
2021-03-30 11:15:55 -04:00
Suraj Patil
860264379f
GPT Neo (#10848)
* lets begin

* boom boom

* fix out proj in attn

* fix attention

* fix local attention

* add tokenizer

* fix imports

* autotokenizer

* fix checkpoint name

* cleanup

* more clean-up

* more cleanup

* output attentions

* fix attn mask creation

* fix imports

* config doc

* add tests

* add slow tests

* quality

* add conversion script

* copyright

* typo

* another bites the dust

* fix attention tests

* doc

* add embed init in convert function

* fix copies

* remove tokenizer

* enable caching

* address review comments

* improve config and create attn layer list internally

* more consistent naming

* init hf config from mesh-tf config json file

* remove neo tokenizer from doc

* handle attention_mask in local attn layer

* attn_layers => attention_layers

* add tokenizer_class in config

* fix docstring

* raise if len of attention_layers is not same as num_layers

* remove tokenizer_class from config

* more consistent naming

* fix doc

* fix checkpoint names

* fp16 compat

* Apply suggestions from code review

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-03-30 09:42:30 -04:00
Vasudev Gupta
6dfd027279
BigBird (#10183)
* init bigbird

* model.__init__ working, conversion script ready, config updated

* add conversion script

* BigBirdEmbeddings working :)

* slightly update conversion script

* BigBirdAttention working :) ; some bug in layer.output.dense

* add debugger-notebook

* forward() working for BigBirdModel :) ; replaced gelu with gelu_fast

* tf code adapted to torch till rand_attn in bigbird_block_sparse_attention ; till now everything working :)

* BigBirdModel working in block-sparse attention mode :)

* add BigBirdForPreTraining

* small fix

* add tokenizer for BigBirdModel

* fix config & hence modeling

* fix base prefix

* init testing

* init tokenizer test

* pos_embed must be absolute, attn_type=original_full when add_cross_attn=True , nsp loss is optional in BigBirdForPreTraining, add assert statements

* remove position_embedding_type arg

* complete normal tests

* add comments to block sparse attention

* add attn_probs for sliding & global tokens

* create fn for block sparse attn mask creation

* add special tests

* restore pos embed arg

* minor fix

* attn probs update

* make big bird fully gpu friendly

* fix tests

* remove pruning

* correct tokenzier & minor fixes

* update conversion script , remove norm_type

* tokenizer-inference test add

* remove extra comments

* add docs

* save intermediate

* finish trivia_qa conversion

* small update to forward

* correct qa and layer

* better error message

* BigBird QA ready

* fix rebased

* add triva-qa debugger notebook

* qa setup

* fixed till embeddings

* some issue in q/k/v_layer

* fix bug in conversion-script

* fixed till self-attn

* qa fixed except layer norm

* add qa end2end test

* fix gradient ckpting ; other qa test

* speed-up big bird a bit

* hub_id=google

* clean up

* make quality

* speed up einsum with bmm

* finish perf improvements for big bird

* remove wav2vec2 tok

* fix tokenizer

* include docs

* correct docs

* add helper to auto pad block size

* make style

* remove fast tokenizer for now

* fix some

* add pad test

* finish

* fix some bugs

* fix another bug

* fix buffer tokens

* fix comment and merge from master

* add comments

* make style

* commit some suggestions

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

* Fix typos

* fix some more suggestions

* add another patch

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

* fix copies

* another path

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

* update

* update nit suggestions

* make style

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-03-30 08:51:34 +03:00
Sylvain Gugger
06a6fea782
Instantiate model only once in pipeline (#10888)
* Instantiate model only once in pipeline

* Remove documentation of deprecated method

* Add FutureWarning

* Update src/transformers/pipelines/base.py

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-03-29 10:39:14 -04:00
Sylvain Gugger
b0595d33c1
Add ImageFeatureExtractionMixin (#10905)
* Add ImageFeatureExtractionMixin

* Add dummy vision objects

* Add require_vision

* Add tests

* Fix test
2021-03-26 11:23:56 -04:00
Tomy Hsieh
4b2b50aa7b
Rename NLP library to Datasets library (#10920)
* Rename NLP library to Datasets library

* Update github template

* Fix styling
2021-03-26 08:07:59 -04:00
Amir Tahmasbi
4684bfc757
Layout lm tf 2 (#10636)
* Added embeddings layer

* Added layoutlm layers, main model, maskedlm and token classification classes

* Added model classes to tf auto models

* Added model to PT to TF conversion script

* Added model to doc README

* Added tests

* Removed unused imports

* Added layoutlm model, test, and doc for sequence classification, and fix imports in __init__.py

* Made tests pass!

* Fixed typos in imports and docs

* Fixed a typo in embeddings layer

* Removed imports

* Fixed formatting issues, imports, tests

* Added layoutlm layers, main model, maskedlm and token classification classes

* Added model classes to tf auto models

* Added model to PT to TF conversion script

* Removed unused imports

* Added layoutlm model, test, and doc for sequence classification, and fix imports in __init__.py

* Made tests pass!

* Fixed typos in imports and docs

* Removed imports

* Fixed small formatting issues

* Removed duplicates import from main __init__.py

* Chnaged deafult arg to true for adding  pooling layer to tf layoutlm

* Fixed formatting issues

* Style

* Added copied from to classes copied from bert

* Fixed doc strings examples to work with layoutlm inputs

* Removed PyTorch reference in doc strings example

* Added integration tests

* Cleaned up initialization file

* Updated model checkpoint identifiers

* Fixed imports

Co-authored-by: Amir Tahmasbi <amir@ehsai.ca>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2021-03-25 12:32:38 -04:00
Philipp Schmid
1a3e0c4fe6
make local setup more clearer and added missing links (#10899) 2021-03-25 09:01:31 -04:00
Eliza Szczechla
1f5ea9e04a
Add notebook on fine-tuning Bart (#10883)
Co-authored-by: Eliza <eliza@habanero.tiger.com.pl>
2021-03-24 11:03:37 -04:00
Philipp Schmid
77ffd5edd5
Amazon SageMaker Documentation (#10867)
* added finished documentation

* changed version from 1.6 to 1.6.0 for distributed

* updated versions

* updated urls
2021-03-23 10:56:44 -04:00
Patrick von Platen
77bf3fe787
[Generate] Add save mode logits processor to remove nans and infs if necessary (#10769)
* push

* finish

* finish

* make fix copies

* change name
2021-03-23 01:00:05 +03:00
Eric Lam
be87b84276
Add new community notebook - wav2vec2 with GPT (#10794)
* Add new community notebook - wav2vec2 with GPT

* Update:community.md, new nb add
* feat: notebook of wav2vec xlsr ctc decoding with gpt logit adjustment
* Update: Wav2vec2 CTC decoding with gpt2 adjustment

* Update docs/source/community.md

Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-03-21 13:29:53 +05:30
Sylvain Gugger
dcebe254fa Document v4.4.2 2021-03-18 15:19:25 -04:00
Stas Bekman
8715d20c97
[doc] [testing] extend the pytest -k section with more examples (#10761)
* [doc] [testing] extend -k section

This PR adds more examples on using `pytest -k` - I always forget that I want to use `-k A OR B` when I want several tests - I keep trying AND and it doesn't match any.

* style
2021-03-17 09:23:38 -04:00
Cheng Li
c83fbc5f2d
[Deepspeed] Allow HF optimizer and scheduler to be passed to deepspeed (#10464)
* pass hf optimizer and scheduler to deepspeed if not specified in ds config

* pass hf optimizer and scheduler to deepspeed if not specified in ds config

* update

* make init_deepspeed support config dict

* fix docstring formatting

* clean up trainer's comments

* add new tests

* fix type

* composit argparse doesn't work

* style

* add a new test, rename others

* document new functionality

* complete tests, add docs

* style

* correct level

* Apply suggestions from code review

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

* add new methods to the doc

* must tell DS we are using a non-native optimizer

* add protection against cpu_offload + HF optimizer combo

* fix the cli overrides

* sync docs + tests

* restore AdamW

* better docs

* need new version

* no longer needed

* remove outdate information

* refactor duplicated code

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>
2021-03-16 15:51:09 -07:00
Lysandre
73fe40898d Docs for v4.4.1 2021-03-16 15:41:49 -04:00
Lysandre
1b5ce1e63b Development on v4.5.0dev0 2021-03-16 11:41:15 -04:00
Lysandre
c988db5af2 Release v4.4.0 2021-03-16 11:33:35 -04:00
Suraj Patil
d3d388b934
fix M2M100 example (#10745) 2021-03-16 20:20:00 +05:30
Lysandre Debut
5dcc08f1df
Fix S2T example (#10741) 2021-03-16 08:55:07 -04:00
Théo Matussière
6f840990a7
split seq2seq script into summarization & translation (#10611)
* split seq2seq script, update docs

* needless diff

* fix readme

* remove test diff

* s/summarization/translation

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

* cr

* fix arguments & better mbart/t5 refs

* copyright

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* reword readme

Co-authored-by: Suraj Patil <surajp815@gmail.com>

* s/summarization/translation

* short script names

* fix tests

* fix isort, include mbart doc

* delete old script, update tests

* automate source prefix

* automate source prefix for translation

* s/translation/trans

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* fix script name (short version)

* typos

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* exact parameter

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* remove superfluous source_prefix calls in docs

* rename scripts & warn for source prefix

* black

* flake8

Co-authored-by: theo <theo@matussie.re>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2021-03-15 09:11:42 -04:00
Stas Bekman
4c32f9f26e
AdamW is now supported by default (#9624) 2021-03-12 13:40:07 -08:00
Sylvain Gugger
e8246f78f9
Add auto_wrap option in fairscale integration (#10673)
* Add auto_wrap option in fairscale integration

* Style
2021-03-12 07:50:20 -05:00
Nicolas Patry
543d0549f8
Adding new parameter to generate: max_time. (#9846)
* [WIP] Adding new parameter to `generate`:  `max_time`.

Generation by tokens number is sometimes a bit clunky because we don't
know how many tokens are good enough or even how many tokens are in
the payload (for pipelines users for instance). This leads to hard
to understand behavior.

This PR proposes a new argument `max_time` which is a float of seconds
for the allowed time for `generate` to run on.
Ideally combinations of `max_tokens=None`, `max_time=2` could be used to
generate as many tokens as possible within time budget.

NB: Another possible approach consists of passing a callback to `generate`
  putting the caller in charge of the actual decision of when to stop
  generating tokens. It opens the door to 'which args should we pass'
  to this callback. It's hard to imagine other use-cases for this
  early stopping behavior than time (that are not already covered by
  parameters of generate)

* Revamp with StoppingCriteria

* Removing deprecated mentions.

* Forgot arguments to stopping criteria.

* Readding max_length it's not just used as a stopping criteria.

* Default value for `stopping_criteria`.

* Address @patrickvonplaten comments.

- More docstrings
- Actual doc
- Include in global namespace
- Remove TF work.

* Put back `max_length` (deprecation different PR).

* Doc quality.

* Fixing old behavior without `stopping_criteria` but with `max_length`.

Making sure we don't break that in the future.

* Adding more tests for possible inconsistencies between

`max_length` and `stopping_criteria`.

* Fixing the torch imports.
2021-03-12 10:11:50 +01:00
WybeKoper
2f8485199c
Fix broken link (#10656)
* Fixed broken link

* fixed max length violation

Co-authored-by: WybeKoper <WybeKoper@users.noreply.github.com>
2021-03-11 14:29:02 -05:00
Suraj Patil
055ed78f52
[S2T] fix example in docs (#10667) 2021-03-11 22:43:37 +05:30
Patrick von Platen
602d63f05c
[XLSR-Wav2Vec2] Add multi-lingual Wav2Vec2 models (#10648)
* add conversion script

* add wav2vec2 xslr models

* finish

* Update docs/source/model_doc/xlsr_wav2vec2.rst

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-03-11 17:44:18 +03:00
Sylvain Gugger
26a33cfd8c
Document Trainer limitation on custom models (#10635) 2021-03-10 14:58:22 -05:00
Suraj Patil
d26b37e744
Speech2TextTransformer (#10175)
* s2t

* fix config

* conversion script

* fix import

* add tokenizer

* fix tok init

* fix tokenizer

* first version working

* fix embeds

* fix lm head

* remove extra heads

* fix convert script

* handle encoder attn mask

* style

* better enc attn mask

* override _prepare_attention_mask_for_generation

* handle attn_maks in encoder and decoder

* input_ids => input_features

* enable use_cache

* remove old code

* expand embeddings if needed

* remove logits bias

* masked_lm_loss => loss

* hack tokenizer to support feature processing

* fix model_input_names

* style

* fix error message

* doc

* remove inputs_embeds

* remove input_embeds

* remove unnecessary docstring

* quality

* SpeechToText => Speech2Text

* style

* remove shared_embeds

* subsample => conv

* remove Speech2TextTransformerDecoderWrapper

* update output_lengths formula

* fix table

* remove max_position_embeddings

* update conversion scripts

* add possibility to do upper case for now

* add FeatureExtractor and Processor

* add tests for extractor

* require_torch_audio => require_torchaudio

* add processor test

* update import

* remove classification head

* attention mask is now 1D

* update docstrings

* attention mask should be of type long

* handle attention mask from generate

* alwyas return attention_mask

* fix test

* style

* doc

* Speech2TextTransformer => Speech2Text

* Speech2TextTransformerConfig => Speech2TextConfig

* remove dummy_inputs

* nit

* style

* multilinguial tok

* fix tokenizer

* add tgt_lang setter

* save lang_codes

* fix tokenizer

* add forced_bos_token_id to tokenizer

* apply review suggestions

* add torchaudio to extra deps

* add speech deps to CI

* fix dep

* add libsndfile to ci

* libsndfile1

* add speech to extras all

* libsndfile1 -> libsndfile1

* libsndfile

* libsndfile1-dev

* apt update

* add sudo to install

* update deps table

* install libsndfile1-dev on CI

* tuple to list

* init conv layer

* add model tests

* quality

* add integration tests

* skip_special_tokens

* add speech_to_text_transformer in toctree

* fix tokenizer

* fix fp16 tests

* add tokenizer tests

* fix copyright

* input_values => input_features

* doc

* add model in readme

* doc

* change checkpoint names

* fix copyright

* fix code example

* add max_model_input_sizes in tokenizer

* fix integration tests

* add do_lower_case to tokenizer

* remove clamp trick

* fix "Add modeling imports here"

* fix copyrights

* fix tests

* SpeechToTextTransformer => SpeechToText

* fix naming

* fix table formatting

* fix typo

* style

* fix typos

* remove speech dep from extras[testing]

* fix copies

* rename doc file,

* put imports under is_torch_available

* run feat extract tests when torch is available

* dummy objects for processor and extractor

* fix imports in tests

* fix import in modeling test

* fxi imports

* fix torch import

* fix imports again

* fix positional embeddings

* fix typo in import

* adapt new extractor refactor

* style

* fix torchscript test

* doc

* doc

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* fix docs, copied from, style

* fix docstring

* handle imports

* remove speech from all extra deps

* remove s2t from seq2seq lm mapping

* better names

* skip training tests

* add install instructions

* List => Tuple

* doc

* fix conversion script

* fix urls

* add instruction for libsndfile

* fix fp16 test

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-03-10 21:42:04 +05:30
Patrick von Platen
9a06b6b11b
[FeatureExtractorSavingUtils] Refactor PretrainedFeatureExtractor (#10594)
* save first version

* finish refactor

* finish refactor

* correct naming

* correct naming

* shorter names

* Update src/transformers/feature_extraction_common_utils.py

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

* change name

* finish

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-03-09 12:16:59 +03:00
Ratthachat (Jung)
696e8a4365
Add TFRag (#9002)
* Create modeling_tf_dpr.py

* Add TFDPR

* Add back TFPegasus, TFMarian, TFMBart, TFBlenderBot

last commit accidentally deleted these 4 lines, so I recover them back

* Add TFDPR

* Add TFDPR

* clean up some comments, add TF input-style doc string

* Add TFDPR

* Make return_dict=False as default

* Fix return_dict bug (in .from_pretrained)

* Add get_input_embeddings()

* Create test_modeling_tf_dpr.py

The current version is already passed all 27 tests!
Please see the test run at : 
https://colab.research.google.com/drive/1czS_m9zy5k-iSJbzA_DP1k1xAAC_sdkf?usp=sharing

* fix quality

* delete init weights

* run fix copies

* fix repo consis

* del config_class, load_tf_weights

They shoud be 'pytorch only'

* add config_class back

after removing it, test failed ... so totally only removing "use_tf_weights = None" on Lysandre suggestion

* newline after .. note::

* import tf, np (Necessary for ModelIntegrationTest)

* slow_test from_pretrained with from_pt=True

At the moment we don't have TF weights (since we don't have official official TF model)
Previously, I did not run slow test, so I missed this bug

* Add simple TFDPRModelIntegrationTest

Note that this is just a test that TF and Pytorch gives approx. the same output.
However, I could not test with the official DPR repo's output yet

* upload correct tf model

* remove position_ids as missing keys

* create modeling_tf_rag

* add tests for tf

* add tf tests

* revert wrong pt commit

* further refactor

* further refactor

* refactor

* Update modeling_tf_rag.py

- input_processing
- fix prepare_input_for_generation (mostly fix generate bug)
- bring back from_pretrained hack in order to test generate

* delete colab pieces of code

* Show case of greedy "generate"

Temporarily change from beam_search test to greedy_search test to show case that TF and PT do get equivalent output.

* cosmetic update

* correct typos

* update

* push some progress

* make easy check

* fix rag save from pretrained

* Update src/transformers/modeling_tf_utils.py

* remove commented out lines

* delete unnecessary lines

* add simple test case for nq_checkpoint

Add nq_checkpoint test to show that current version without hack still fails

* temporarily put ugly hack back again

* Add TFRagSequenceForGeneration!!

* __init__.py , import TFRagSequenceForGeneration

* Add TFRagSequence tests!

* rag init.py - add TFRagSequenceForGeneration

* fix from_pretrained

* fix prepare_inputs_for_generation

* Beam search for RagToken!

* minor clean up

* add tf.cast in TFRagModel

* More tf.cast

* Add all remaining tests (still have issues)

* delete all T5 related

* make style

* fix load weight prefix

* fix bart

* fix return_dict for tf_rag

make all tests pass .. Hooray

* fix some tests

* fix code quality

* fix qualtiy check

* finish tests tf rag

* add tf rag to docs

* remove TFT5 from docstring

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

* remove TFT5 from docstring

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

* Delete outdated comments

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

* improve doc strings

* add generative model classes

* fix adjust token logic

* refactor generate for TFRag

* using shape_list, not _get_shape

Co-authored-by: Julien Plu <plu.julien@gmail.com>

* axis=[1]->axis=1

* delete NEED_HELP comment

* improve readability

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

* improve readability

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

* improve readability

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

* Indicating model is in a developing state in docstrings

As suggested by Julien

* small last changes

* apply sylvains suggestions

* finish tf rag

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: patrickvonplaten <patrick@huggingface.co>
Co-authored-by: Julien Plu <plu.julien@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-03-09 00:49:51 +03:00
Sylvain Gugger
5469369480
Fix version control with anchors (#10595)
* Fix version control with anchors

* Simplify
2021-03-08 10:19:22 -05:00
Suraj Patil
f6e74a63ca
Add m2m100 (#10236)
* m2m_100

* no layernorm_embedding

* sinusoidal positional embeddings

* update pos embeddings

* add default config values

* tokenizer

* add conversion script

* fix config

* fix pos embed

* remove _float_tensor

* update tokenizer

* update lang codes

* handle lang codes

* fix pos embeds

* fix spm key

* put embedding weights on device

* remove qa and seq classification heads

* fix convert script

* lang codes pn one line

* fix embeds

* fix tokenizer

* fix tokenizer

* add fast tokenizer

* style

* M2M100MT => M2M100

* fix copyright, style

* tokenizer converter

* vocab file

* remove fast tokenizer

* fix embeds

* fix tokenizer

* fix tests

* add tokenizer tests

* add integration test

* quality

* fix model name

* fix test

* doc

* doc

* fix doc

* add copied from statements

* fix tokenizer tests

* apply review suggestions

* fix urls

* fix shift_tokens_right

* apply review suggestions

* fix

* fix doc

* add lang code to id

* remove unused function

* update checkpoint names

* fix copy

* fix tokenizer

* fix checkpoint names

* fix merge issue

* style
2021-03-06 22:14:16 +05:30
Stas Bekman
88a951e3cc
offline mode for firewalled envs (#10407)
* offline mode start

* add specific values

* fix fallback

* add test

* better values check and range

* test that actually works

* document the offline mode

* Apply suggestions from code review

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

* more strict check

* cleaner test

* pt-only test

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-03-05 17:27:48 -08:00
lewtun
12b66215cf
Fix example of custom Trainer to reflect signature of compute_loss (#10537) 2021-03-05 07:44:53 -05:00
Sylvain Gugger
948b730f97
Remove unsupported methods from ModelOutput doc (#10505) 2021-03-03 14:55:18 -05:00
Jeff Yang
39f70a4058
feat(docs): navigate with left/right arrow keys (#10481)
* feat(docs): navigate with left/right arrow keys

* fix: add missing comma
2021-03-03 11:17:12 -05:00
Lysandre Debut
0c2325198f
Add I-BERT to README (#10462) 2021-03-01 12:12:31 -05:00
Patrick von Platen
0234de8418
Add Fine-Tuning for Wav2Vec2 (#10145)
* add encode labels function to tokenizer

* start adding finetuning

* init dropout

* upload

* correct convert script

* apply changes

* fix second typo

* make first dummy training run

* adapt convert script

* push confg for comparison

* remove conf

* finish training

* adapt data collator

* add research folder

* update according to fairseq feedback

* some minor corrections

* refactor masking indices a bit

* some minor changes

* clean tokenizer

* finish clean-up

* remove previous logic

* update run script

* correct training

* finish changes

* finish model

* correct bug

* fix training a bit more

* add some tests

* finish gradient checkpointing

* finish example

* correct gradient checkpointing

* improve tokenization method

* revert changes in tokenizer

* revert general change

* adapt fine-tuning

* update

* save intermediate test

* Update README.md

* finish finetuning

* delete conversion script

* Update src/transformers/models/wav2vec2/configuration_wav2vec2.py

* Update src/transformers/models/wav2vec2/processing_wav2vec2.py

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

* finish wav2vec2 script

* finish wav2vec2 fine-tuning

* finalize test

* correct test

* adapt tests

* finish

* remove test file

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-03-01 12:13:17 +03:00
Patrick von Platen
3c733f3208
Update ibert.rst (#10445) 2021-02-28 19:03:49 +03:00
Darigov Research
aeba4f95bb
Adds terms to Glossary (#10443)
* feat: Adds three definitions to glossary from @cronoik

Needed a definition for transformer which in turn needed 2 more definitions

To do with issue https://github.com/huggingface/transformers/issues/9078

* fix: Adjusts definition of neural network to make it easier to read
2021-02-28 08:27:54 -05:00
Tanmay Garg
256482ac92
Introduce save_strategy training argument (#10286)
* Introduce save_strategy training argument

* deprecate EvaluationStrategy

* collapse EvaluationStrategy and LoggingStrategy into a single
  IntervalStrategy enum

* modify tests to use modified enum
2021-02-27 19:34:22 -05:00
Andrea Bacciu
b040e6efc1
Fix None in add_token_positions - issue #10210 (#10374)
* Fix None in add_token_positions - issue #10210

Fix None in add_token_positions related to the issue #10210

* add_token_positions fix None values in end_positions vector

add_token_positions fix None in end_positions vector as proposed by @joeddav
2021-02-25 09:18:33 -07:00
Sylvain Gugger
9d14be5c20
Add support for ZeRO-2/3 and ZeRO-offload in fairscale (#10354)
* Ass support for ZeRO-2/3 and ZeRO-offload in fairscale

* Quality

* Rework from review comments

* Add doc

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Address review comments

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
2021-02-25 11:07:53 -05:00
Sehoon Kim
63645b3b11
I-BERT model support (#10153)
* IBertConfig, IBertTokentizer added

* IBert Model names moified

* tokenizer bugfix

* embedding -> QuantEmbedding

* quant utils added

* quant_mode added to configuration

* QuantAct added, Embedding layer + QuantAct addition

* QuantAct added

* unused path removed, QKV quantized

* self attention layer all quantized, except softmax

* temporarl commit

* all liner layers quantized

* quant_utils bugfix

* bugfix: requantization missing

* IntGELU added

* IntSoftmax added

* LayerNorm implemented

* LayerNorm implemented all

* names changed: roberta->ibert

* config not inherit from ROberta

* No support for CausalLM

* static quantization added, quantize_model.py removed

* import modules uncommented

* copyrights fixed

* minor bugfix

* quant_modules, quant_utils merged as one file

* import * fixed

* unused runfile removed

* make style run

* configutration.py docstring fixed

* refactoring: comments removed, function name fixed

* unused dependency removed

* typo fixed

* comments(Copied from), assertion string added

* refactoring: super(..) -> super(), etc.

* refactoring

* refarctoring

* make style

* refactoring

* cuda -> to(x.device)

* weight initialization removed

* QuantLinear set_param removed

* QuantEmbedding set_param removed

* IntLayerNorm set_param removed

* assert string added

* assertion error message fixed

* is_decoder removed

* enc-dec arguments/functions removed

* Converter removed

* quant_modules docstring fixed

* conver_slow_tokenizer rolled back

* quant_utils docstring fixed

* unused aruments e.g. use_cache removed from config

* weight initialization condition fixed

* x_min, x_max initialized with small values to avoid div-zero exceptions

* testing code for ibert

* test emb, linear, gelu, softmax added

* test ln and act added

* style reformatted

* force_dequant added

* error tests overrided

* make style

* Style + Docs

* force dequant tests added

* Fix fast tokenizer in init

* Fix doc

* Remove space

* docstring, IBertConfig, chunk_size

* test_modeling_ibert refactoring

* quant_modules.py refactoring

* e2e integration test added

* tokenizers removed

* IBertConfig added to tokenizer_auto.py

* bugfix

* fix docs & test

* fix style num 2

* final fixes

Co-authored-by: Sehoon Kim <sehoonkim@berkeley.edu>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-02-25 10:06:42 -05:00
Patrick von Platen
cb38ffcc5e
[PretrainedFeatureExtractor] + Wav2Vec2FeatureExtractor, Wav2Vec2Processor, Wav2Vec2Tokenizer (#10324)
* push to show

* small improvement

* small improvement

* Update src/transformers/feature_extraction_utils.py

* Update src/transformers/feature_extraction_utils.py

* implement base

* add common tests

* make all tests pass for wav2vec2

* make padding work & add more tests

* finalize feature extractor utils

* add call method to feature extraction

* finalize feature processor

* finish tokenizer

* finish general processor design

* finish tests

* typo

* remove bogus file

* finish docstring

* add docs

* finish docs

* small fix

* correct docs

* save intermediate

* load changes

* apply changes

* apply changes to doc

* change tests

* apply surajs recommend

* final changes

* Apply suggestions from code review

* fix typo

* fix import

* correct docstring
2021-02-25 17:42:46 +03:00
abhishek thakur
9dc7825744
Remove unused variable in example for Q&A (#10392) 2021-02-25 09:18:47 -05:00
Lysandre
3591844306 v4.3.3 docs 2021-02-24 15:19:01 -05:00
Stas Bekman
eab0afc19c
[Trainer] implement gradient_accumulation_steps support in DeepSpeed integration (#10310)
* implement gradient_accumulation_steps support in DeepSpeed integration

* typo

* cleanup

* cleanup
2021-02-22 11:15:59 -08:00
Sylvain Gugger
9e147d31f6
Deprecate prepare_seq2seq_batch (#10287)
* Deprecate prepare_seq2seq_batch

* Fix last tests

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* More review comments

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
2021-02-22 12:36:16 -05:00
Lysandre Debut
cd8c4c3fc2
DeBERTa-v2 fixes (#10328)
Co-authored-by: Pengcheng He <penhe@microsoft.com>

Co-authored-by: Pengcheng He <penhe@microsoft.com>
2021-02-22 07:45:18 -05:00
Pengcheng He
9a7e63729f
Integrate DeBERTa v2(the 1.5B model surpassed human performance on Su… (#10018)
* 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>
2021-02-19 18:34:44 -05:00
Sylvain Gugger
f6e53e3c2b
Fix example links in the task summary (#10291) 2021-02-19 18:04:15 -05:00
Stas Bekman
5da7c78ed8
update to new script; notebook notes (#10241) 2021-02-17 15:58:08 -08:00
Joe Davison
4210cd96fc
fix add_token_positions fn (#10217) 2021-02-16 14:00:05 -05:00
Suraj Patil
6fc940ed09
Add mBART-50 (#10154)
* add tokenizer for mBART-50

* update tokenizers

* make src_lang and tgt_lang optional

* update tokenizer test

* add setter

* update docs

* update conversion script

* update docs

* update conversion script

* update tokenizer

* update test

* update docs

* doc

* address Sylvain's suggestions

* fix test

* fix formatting

* nits
2021-02-15 20:58:54 +05:30
Sylvain Gugger
803498318c
[Doc] Fix version control in internal pages (#10124) 2021-02-13 08:52:30 -05:00
Stas Bekman
b54cb0bd82
[DeepSpeed in notebooks] Jupyter + Colab (#10130)
* init devices/setup explicitly

* docs + test

* simplify

* cleanup

* cleanup

* cleanup

* correct the required dist setup

* derive local_rank from env LOCAL_RANK
2021-02-11 14:02:05 -08:00
Tanmay Thakur
2f3b5f4dcc
Add new community notebook - Blenderbot (#10126)
* Update:community.md, new nb add

* feat: updated grammar on  nb description

* Update: Train summarizer for BlenderBotSmall
2021-02-11 12:53:40 +03:00
Stas Bekman
7c07a47dfb
[DeepSpeed docs] new information (#9610)
* how to specify a specific gpu

* new paper

* expand on buffer sizes

* style

* where to find config examples

* specific example

* small updates
2021-02-09 22:16:20 -08:00
Boris Dayma
7c7962ba89
doc: update W&B related doc (#10086)
* doc: update W&B related doc

* doc(wandb): mention report_to

* doc(wandb): commit suggestion

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

* doc(wandb): fix typo

* doc(wandb): remove WANDB_DISABLED

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-02-09 14:47:52 -05:00
Sylvain Gugger
0c3d23dff7 Add patch releases to the doc 2021-02-09 14:17:09 -05:00
Lysandre Debut
78f4a0e7e5
Logging propagation (#10092)
* Enable propagation by default

* Document enable/disable default handler
2021-02-09 10:27:49 -05:00
Patrick von Platen
b972125ced
Deprecate Wav2Vec2ForMaskedLM and add Wav2Vec2ForCTC (#10089)
* add wav2vec2CTC and deprecate for maskedlm

* remove from docs
2021-02-09 03:49:02 -05:00
Juan Cruz-Benito
e4bf9910dc
Removing run_pl_glue.py from text classification docs, include run_xnli.py & run_tf_text_classification.py (#10066)
* Removing run_pl_glue.py from seq classification docs

* Adding run_tf_text_classification.py

* Using :prefix_link: to refer local files

* Applying "make style" to the branch

* Update docs/source/task_summary.rst

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

* Removing last underscores

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-02-08 13:04:21 -05:00
Lysandre
0dd579c9cf Docs for v4.3.0 2021-02-08 18:53:24 +01:00
Sylvain Gugger
45aaf5f7ab
A few fixes in the documentation (#10033) 2021-02-08 05:02:01 -05:00
Patrick von Platen
89be094e29
[Templates] Add template "call-for-model" markdown and "call-for-big-bird" markdown (#9921)
* add big bird

* change teacher to mentor

* add proposal template

* adapt template

* delete old template

* correct some links

* finish template

* create big bird from template

* add big bird

* improve boxes

* finish boxes

* add pointers for BigBird

* finish big bird

* up

* up

* up

* up

* apply lysandres and sylvains suggestions

* delete bogus file

* correct markdown

* try different style

* try different style

* finalize
2021-02-05 15:47:54 +03:00
Sylvain Gugger
3be965c5db
Update doc for pre-release (#10014)
* Update doc for pre-release

* Use stable as default

* Use the right commit :facepalms:
2021-02-04 16:52:27 -05:00
Sylvain Gugger
b72f16b3ec Fix doc for TFConverBertModel 2021-02-04 10:14:46 -05:00
demSd
00031785a8
BartForCausalLM analogs to ProphetNetForCausalLM (#9128)
* initiliaze bart4causalLM

* create BartDecoderWrapper, setters/getters

* delete spaces

* forward and additional methods

* update cache function, loss function, remove ngram* params in data class.

* add bartcausallm, bartdecoder testing

* correct bart for causal lm

* remove at

* add mbart as well

* up

* fix typo

* up

* correct

* add pegasusforcausallm

* add blenderbotforcausallm

* add blenderbotsmallforcausallm

* add marianforcausallm

* add test for MarianForCausalLM

* add Pegasus test

* add BlenderbotSmall test

* add blenderbot test

* fix a fail

* fix an import fail

* a fix

* fix

* Update modeling_pegasus.py

* fix models

* fix inputs_embeds setting getter

* adapt tests

* correct repo utils check

* finish test improvement

* fix tf models as well

* make style

* make fix-copies

* fix copies

* run all tests

* last changes

* fix all tests

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-02-04 11:56:12 +03:00
yylun
5442a11f5f
fix steps_in_epoch variable in trainer when using max_steps (#9969)
* fix steps_in_epoch variable when using max_steps

* redundant sentence

* Revert "redundant sentence"

This reverts commit ad5c0e9b6e.

* remove redundant sentence

Co-authored-by: wujindou <wujindou@sogou-inc.com>
2021-02-03 09:30:37 -05:00
Patrick von Platen
d6217fb30c
Wav2Vec2 (#9659)
* add raw scaffold

* implement feat extract layers

* make style

* remove +

* correctly convert weights

* make feat extractor work

* make feature extraction proj work

* run forward pass

* finish forward pass

* Succesful decoding example

* remove unused files

* more changes

* add wav2vec tokenizer

* add new structure

* fix run forward

* add other layer norm architecture

* finish 2nd structure

* add model tests

* finish tests for tok and model

* clean-up

* make style

* finish docstring for model and config

* make style

* correct docstring

* correct tests

* change checkpoints to fairseq

* fix examples

* finish wav2vec2

* make style

* apply sylvains suggestions

* apply lysandres suggestions

* change print to log.info

* re-add assert statement

* add input_values as required input name

* finish wav2vec2 tokenizer

* Update tests/test_tokenization_wav2vec2.py

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

* apply sylvains suggestions

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-02-02 15:52:10 +03:00
Sylvain Gugger
de38a6e4d2
Fix 9918 (#9932)
* Initial work

* Fix doc styler and other models
2021-02-02 05:22:20 -05:00
Patrick von Platen
0e3be1ac8f
Add new model docs (#9667)
* add new model logic

* fix docs

* change structure

* improve add_new_model

* push new changes

* up

* up

* correct spelling

* improve docstring

* correct line length

* update readme

* correct links

* correct typos

* only add rst file for now

* Apply suggestions from code review 1

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>

* Apply suggestions from code review

Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Stefan Schweter <stefan@schweter.it>
Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Pierric Cistac <Pierrci@users.noreply.github.com>

* finish adding all suggestions

* make style

* apply Niels feedback

* Apply suggestions from code review

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

* apply sylvains suggestions

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>
Co-authored-by: Stefan Schweter <stefan@schweter.it>
Co-authored-by: Pierric Cistac <Pierrci@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-02-01 17:55:10 +03:00
Stas Bekman
40cfc355f1
[doc] nested markup is invalid in rst (#9898)
Apparently nested markup in RST is invalid: https://docutils.sourceforge.io/FAQ.html#is-nested-inline-markup-possible

So currently this line doesn't get rendered properly, leaving inner markdown unrendered, resulting in:
```
https://docutils.sourceforge.io/FAQ.html#is-nested-inline-markup-possible
```

This PR removes the bold which fixes the link.
2021-01-30 09:59:19 -05:00
Stas Bekman
15e4ce353a
[docs] expand install instructions (#9817)
* expand install instructions

* fix

* white space

* rewrite as discussed in the PR

* Apply suggestions from code review

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

* change the wording to encourage issue report

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-01-28 09:36:46 -08:00
Joe Davison
caddf9126b
tutorial typo 2021-01-28 09:21:58 -05:00
Stefan Schweter
5ed5a54684
ADD BORT (#9813)
* tests: add integration tests for new Bort model

* bort: add conversion script from Gluonnlp to Transformers 🚀

* bort: minor cleanup (BORT -> Bort)

* add docs

* make fix-copies

* clean doc a bit

* correct docs

* Update docs/source/model_doc/bort.rst

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

* Update docs/source/model_doc/bort.rst

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

* correct dialogpt doc

* correct link

* Update docs/source/model_doc/bort.rst

* Update docs/source/model_doc/dialogpt.rst

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

* make style

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-01-27 21:25:11 +03:00
abhishek thakur
f617490e71
ConvBERT Model (#9717)
* finalize convbert

* finalize convbert

* fix

* fix

* fix

* push

* fix

* tf image patches

* fix torch model

* tf tests

* conversion

* everything aligned

* remove print

* tf tests

* fix tf

* make tf tests pass

* everything works

* fix init

* fix

* special treatment for sepconv1d

* style

* 🙏🏽

* add doc and cleanup

* add electra test again

* fix doc

* fix doc again

* fix doc again

* Update src/transformers/modeling_tf_pytorch_utils.py

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

* Update src/transformers/models/conv_bert/configuration_conv_bert.py

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

* Update docs/source/model_doc/conv_bert.rst

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

* Update src/transformers/models/auto/configuration_auto.py

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

* Update src/transformers/models/conv_bert/configuration_conv_bert.py

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

* conv_bert -> convbert

* more fixes from review

* add conversion script

* dont use pretrained embed

* unused config

* suggestions from julien

* some more fixes

* p -> param

* fix copyright

* fix doc

* Update src/transformers/models/convbert/configuration_convbert.py

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

* comments from reviews

* fix-copies

* fix style

* revert shape_list

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>
2021-01-27 03:20:09 -05:00
Yusuke Mori
cb73ab5a38
Fix broken links in the converting tf ckpt document (#9791)
* Fix broken links in the converting tf ckpt document

* Update docs/source/converting_tensorflow_models.rst

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

* Reflect the review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-01-26 03:37:57 -05:00
Sylvain Gugger
7acfa95afb Add missing new line 2021-01-20 14:13:16 -05:00
Darigov Research
5a307ece82
Adds flashcards to Glossary & makes small corrections (#8949)
* fix: Makes small typo corrections & standardises glossary

* feat: Adds introduction & links to transformer flashcards

* feat: Adds attribution & adjustments requested in #8949

* feat: Adds flashcards to community.md

* refactor: Removes flashcards from glossary
2021-01-20 13:28:40 -05:00
NielsRogge
88583d4958
Add notebook (#9696) 2021-01-20 10:19:26 -05:00
NielsRogge
d1370d29b1
Add DeBERTa head models (#9691)
* Add DebertaForMaskedLM, DebertaForTokenClassification, DebertaForQuestionAnswering

* Add docs and fix quality

* Fix Deberta not having pooler
2021-01-20 10:18:50 -05:00
acul3
8940c7662d
Add t5 convert to transformers-cli (#9654)
* Update run_mlm.py

* add t5 model to transformers-cli convert

* update rum_mlm.py same as master

* update converting model docs

* update converting model docs

* Update convert.py

* Trigger notification

* update import sorted

* fix typo t5
2021-01-20 09:34:27 -05:00
Sylvain Gugger
76f36e183a
Add a community page to the docs (#9682) 2021-01-20 04:54:36 -05:00
Stas Bekman
82498cbc37
[deepspeed doc] install issues + 1-gpu deployment (#9582)
* [doc] install + 1-gpu deployment

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* improvements

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-01-14 11:05:04 -08:00
Lysandre
e43f3b6190 v4.2.1 in docs 2021-01-14 14:25:30 +01:00
Lysandre
33a8497db8 v4.2.0 documentation 2021-01-13 16:15:40 +01:00
Lysandre
7d9a9d0c72 Release: v4.2.0 2021-01-13 16:01:51 +01:00
Julien Chaumond
247a7b2029
Doc: Update pretrained_models wording (#9545)
* Update pretrained_models.rst

To clarify things cf. this tweet for instance https://twitter.com/RTomMcCoy/status/1349094111505211395

* format
2021-01-13 05:58:05 -05:00
Stas Bekman
2df34f4aba
[trainer] deepspeed integration (#9211)
* deepspeed integration

* style

* add test

* ds wants to do its own backward

* fp16 assert

* Update src/transformers/training_args.py

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

* style

* for clarity extract what args are being passed to deepspeed

* introduce the concept of self.wrapped_model

* s/self.wrapped_model/self.model_wrapped/

* complete transition to self.wrapped_model / self.model

* fix

* doc

* give ds its own init

* add custom overrides, handle bs correctly

* fix test

* clean up model_init logic, fix small bug

* complete fix

* collapse --deepspeed_config into --deepspeed

* style

* start adding doc notes

* style

* implement hf2ds optimizer and scheduler configuration remapping

* oops

* call get_num_training_steps absolutely when needed

* workaround broken auto-formatter

* deepspeed_config arg is no longer needed - fixed in deepspeed master

* use hf's fp16 args in config

* clean

* start on the docs

* rebase cleanup

* finish up --fp16

* clarify the supported stages

* big refactor thanks to discovering deepspeed.init_distributed

* cleanup

* revert fp16 part

* add checkpoint-support

* more init ds into integrations

* extend docs

* cleanup

* unfix docs

* clean up old code

* imports

* move docs

* fix logic

* make it clear which file it's referring to

* document nodes/gpus

* style

* wrong format

* style

* deepspeed handles gradient clipping

* easier to read

* major doc rewrite

* Apply suggestions from code review

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

* docs

* switch to AdamW optimizer

* style

* Apply suggestions from code review

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

* clarify doc

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-01-12 19:05:18 -08:00
NielsRogge
e45eba3b1c
Improve LayoutLM (#9476)
* Add LayoutLMForSequenceClassification and integration tests

Improve docs

Add LayoutLM notebook to list of community notebooks

* Make style & quality

* Address comments by @sgugger, @patrickvonplaten and @LysandreJik

* Fix rebase with master

* Reformat in one line

* Improve code examples as requested by @patrickvonplaten

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2021-01-12 09:26:32 -05:00
Patrick von Platen
7f28613213
[TFBart] Split TF-Bart (#9497)
* make templates ready

* make add_new_model_command_ready

* finish tf bart

* prepare tf mbart

* finish tf bart

* add tf mbart

* add marian

* prep pegasus

* add tf pegasus

* push blenderbot tf

* add blenderbot

* add blenderbot small

* clean-up

* make fix copy

* define blend bot tok

* fix

* up

* make style

* add to docs

* add copy statements

* overwrite changes

* improve

* fix docs

* finish

* fix last slow test

* fix missing git conflict line

* fix blenderbot

* up

* fix blenderbot small

* load changes

* finish copied from

* upload fix
2021-01-12 02:06:32 +01:00
Sylvain Gugger
8d25df2c7a
Make doc styler detect lists on rst (#9488) 2021-01-11 08:53:41 -05:00
Patrick von Platen
9e1ea846bc
[README] Add new models (#9465)
* add new models

* make fix-copies
2021-01-08 05:49:43 -05:00
Patrick von Platen
ae5a32bb0d
up (#9454) 2021-01-07 11:51:02 +01:00
Simon Brandeis
c89f1bc92e
Add flags to return scores, hidden states and / or attention weights in GenerationMixin (#9150)
* Define new output dataclasses for greedy generation

* Add output_[...] flags in greedy generation methods

Added output_attentions, output_hidden_states, output_scores flags in
generate and greedy_search methods in GenerationMixin.

* [WIP] Implement logic and tests for output flags in generation

* Update GreedySearchOutput classes & docstring

* Implement greedy search output accumulation logic

Update greedy_search unittests

Fix generate method return value docstring

Properly init flags with the default config

* Update configuration to add output_scores flag

* Fix test_generation_utils

Sort imports and fix isinstance tests for GreedySearchOutputs

* Fix typo in generation_utils

* Add return_dict_in_generate for backwards compatibility

* Add return_dict_in_generate flag in config

* Fix tyPo in configuration

* Fix handling of attentions and hidden_states flags

* Make style & quality

* first attempt attentions

* some corrections

* improve tests

* special models requires special test

* disable xlm test for now

* clean tests

* fix for tf

* isort

* Add output dataclasses for other generation methods

* Add logic to return dict in sample generation

* Complete test for sample generation

- Pass output_attentions and output_hidden_states flags to encoder in
encoder-decoder models
- Fix import satements order in test_generation_utils file

* Add logic to return dict in sample generation

- Refactor tests to avoid using self.assertTrue, which provides
scarce information when the test fails
- Add tests for the three beam_search methods: vanilla, sample and
grouped

* Style doc

* Fix copy-paste error in generation tests

* Rename logits to scores and refactor

* Refactor group_beam_search for consistency

* make style

* add sequences_scores

* fix all tests

* add docs

* fix beam search finalize test

* correct docstring

* clean some files

* Made suggested changes to the documentation

* Style doc ?

* Style doc using the Python util

* Update src/transformers/generation_utils.py

* fix empty lines

* fix all test

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2021-01-06 17:11:42 +01:00
Qbiwan
ecfcac223c
Improve documentation coverage for Phobert (#9427)
* first commit

* change phobert to phoBERT as per author in overview

* v3 and v4 both runs on same code hence there is no need to differentiate them

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-01-06 10:04:32 -05:00
Qbiwan
be898998bb
Improve documentation coverage for Herbert (#9428)
* first commit

* changed XLMTokenizer to HerbertTokenizer in code example
2021-01-06 09:13:43 -05:00
Patrick von Platen
b972c1bfb0
finalize (#9431) 2021-01-06 14:36:55 +01:00
Sylvain Gugger
bcb55d33ce
Upgrade styler to better handle lists (#9423)
* Add missing lines before a new list.

* Update doc styler and restyle some files.

* Fix docstrings of LED and Longformer
2021-01-06 07:46:17 -05:00
NielsRogge
b7e548976f
Fix URLs to TAPAS notebooks (#9435) 2021-01-06 07:20:41 -05:00
Stas Bekman
d64372fdfc
[docs] outline sharded ddp doc (#9208)
* outline sharded dpp doc

* fix link

* add example

* Apply suggestions from code review

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

* narrow the command and remove non-essentials

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-01-05 17:34:15 -08:00
Patrick von Platen
eef66035a2
[PyTorch Bart] Split Bart into different models (#9343)
* first try

* remove old template

* finish bart

* finish mbart

* delete unnecessary line

* init pegasus

* save intermediate

* correct pegasus

* finish pegasus

* remove cookie cutter leftover

* add marian

* finish blenderbot

* replace in file

* correctly split blenderbot

* delete "old" folder

* correct "add statement"

* adapt config for tf comp

* correct configs for tf

* remove ipdb

* fix more stuff

* fix mbart

* push pegasus fix

* fix mbart

* more fixes

* fix research projects code

* finish docs for bart, mbart, and marian

* delete unnecessary file

* correct attn typo

* correct configs

* remove pegasus for seq class

* correct peg docs

* correct peg docs

* finish configs

* further improve docs

* add copied from statements to mbart

* fix copied from in mbart

* add copy statements to marian

* add copied from to marian

* add pegasus copied from

* finish pegasus

* finish copied from

* Apply suggestions from code review

* make style

* backward comp blenderbot

* apply lysandres and sylvains suggestions

* apply suggestions

* push last fixes

* fix docs

* fix tok tests

* fix imports code style

* fix doc
2021-01-05 22:00:05 +01:00
Patrick von Platen
189387e9b2
LED (#9278)
* create model

* add integration

* save current state

* make integration tests pass

* add one more test

* add explanation to tests

* remove from bart

* add padding

* remove unnecessary test

* make all tests pass

* re-add cookie cutter tests

* finish PyTorch

* fix attention test

* Update tests/test_modeling_common.py

* revert change

* remove unused file

* add string to doc

* save intermediate

* make tf integration tests pass

* finish tf

* fix doc

* fix docs again

* add led to doctree

* add to auto tokenizer

* added tips for led

* make style

* apply jplus statements

* correct tf longformer

* apply lysandres suggestions

* apply sylvains suggestions

* Apply suggestions from code review
2021-01-05 13:14:30 +01:00
Sugeeth
314cca2842
Fix documentation links always pointing to master. (#9217)
* Use extlinks to point hyperlink with the version of code

* Point to version on release and master until then

* Apply style

* Correct links

* Add missing backtick

* Simple missing backtick after all.

Co-authored-by: Raghavendra Sugeeth P S <raghav-5305@raghav-5305.csez.zohocorpin.com>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2021-01-05 06:18:48 -05:00
Qbiwan
086718ac6e
Improve documentation coverage for Bertweet (#9379)
* bertweet docs coverage

* style doc max len 119

* maxlen style rst

* run main() from style_doc

* changed according to  comments
2021-01-04 13:12:59 -05:00
Patrick von Platen
75ff530551
correct docs (#9378) 2021-01-04 17:27:29 +01:00
Patrick von Platen
52b3a05e83
[Bart doc] Fix outdated statement (#9299)
* fix bart doc

* fix docs
2020-12-24 14:47:53 +01:00
Suraj Patil
88ef8893cd
Add caching mechanism to BERT, RoBERTa (#9183)
* add past_key_values

* add use_cache option

* make mask before cutting ids

* adjust position_ids according to past_key_values

* flatten past_key_values

* fix positional embeds

* fix _reorder_cache

* set use_cache to false when not decoder, fix attention mask init

* add test for caching

* add past_key_values for Roberta

* fix position embeds

* add caching test for roberta

* add doc

* make style

* doc, fix attention mask, test

* small fixes

* adress patrick's comments

* input_ids shouldn't start with pad token

* use_cache only when decoder

* make consistent with bert

* make copies consistent

* add use_cache to encoder

* add past_key_values to tapas attention

* apply suggestions from code review

* make coppies consistent

* add attn mask in tests

* remove copied from longformer

* apply suggestions from code review

* fix bart test

* nit

* simplify model outputs

* fix doc

* fix output ordering
2020-12-23 23:01:32 +05:30
Connor Brinton
bcc87c639f
Minor documentation revisions from copyediting (#9266)
* typo: Revise "checkout" to "check out"

* typo: Change "seemlessly" to "seamlessly"

* typo: Close parentheses in "Using the tokenizer"

* typo: Add closing parenthesis to supported models aside

* docs: Treat ``position_ids`` as plural

Alternatively, the word "argument" could be added to make the subject singular.

* docs: Remove comma, making subordinate clause

* docs: Remove comma separating verb and direct object

* docs: Fix typo ("next" -> "text")

* docs: Reverse phrase order to simplify sentence

* docs: "quicktour" -> "quick tour"

* docs: "to throw" -> "from throwing"

* docs: Remove disruptive newline in padding/truncation section

* docs: "show exemplary" -> "show examples of"

* docs: "much harder as" -> "much harder than"

* docs: Fix typo "seach" -> "search"

* docs: Fix subject-verb disagreement in WordPiece description

* docs: Fix style in preprocessing.rst
2020-12-23 10:15:49 -05:00
Sylvain Gugger
490b39e614
Seq2seq trainer (#9241)
* Add label smoothing in Trainer

* Add options for scheduler and Adafactor in Trainer

* Put Seq2SeqTrainer in the main lib

* Apply suggestions from code review

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Address review comments and adapt scripts

* Documentation

* Move test not using script to tests folder

Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2020-12-22 11:33:44 -05:00
Sylvain Gugger
1fc7119181
Fix script that check objects are documented (#9259) 2020-12-22 11:12:58 -05:00
Suraj Patil
f4432b7e01
add base model classes to bart subclassed models (#9230)
* add base model classes to  bart subclassed models

* add doc
2020-12-21 19:56:46 +05:30
Stas Bekman
3ff5e8955a
[t5 doc] typos (#9199)
* [t5 doc] typos

a few run away backticks

@sgugger

* style
2020-12-18 16:03:26 -08:00
Sylvain Gugger
3e56e2ce04 Fix typo 2020-12-18 10:11:07 -05:00
sandip
467e9158b4
Added TF CTRL Sequence Classification (#9151)
* Added TF CTRL Sequence Classification

* code refactor
2020-12-17 18:10:57 -05:00
Lysandre
bd40345d3e v4.1.1 docs 2020-12-17 11:28:38 -05:00
Lysandre
bfa4ccf77d Release: v4.1.1 2020-12-17 11:25:49 -05:00
Lysandre
e0790cca78 Fix TAPAS doc 2020-12-17 11:25:05 -05:00
Sylvain Gugger
6d2e864db7
Put all models in the constants (#9170)
* Put all models in the constants

* Add Google AI mention in the main README
2020-12-17 11:23:21 -05:00
Lysandre
f83d9c8da7 v4.1.0 docs 2020-12-17 10:16:07 -05:00
Lysandre
f5438ab8a2 Release: v4.1.0 2020-12-17 10:04:55 -05:00
Lysandre
ac2c7e398f Remove erroneous character 2020-12-17 09:47:19 -05:00
Lysandre Debut
1aca3d6afa
Add disclaimer to TAPAS rst file (#9167)
Co-authored-by: sgugger <sylvain.gugger@gmail.com>

Co-authored-by: sgugger <sylvain.gugger@gmail.com>
2020-12-17 09:34:06 -05:00
Lysandre Debut
1c1a2ffbff
TableQuestionAnsweringPipeline (#9145)
* AutoModelForTableQuestionAnswering

* TableQuestionAnsweringPipeline

* Apply suggestions from Patrick's code review

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

* Sylvain and Patrick comments

* Better PyTorch/TF error message

* Add integration tests

* Argument Handler naming

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>

* Fix docs to appease the documentation gods

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2020-12-16 12:31:50 -05:00
Lysandre Debut
07384baf7a
AutoModelForTableQuestionAnswering (#9154)
* AutoModelForTableQuestionAnswering

* Update src/transformers/models/auto/modeling_auto.py

* Style
2020-12-16 12:14:33 -05:00
Hayden Housen
34334662df
Add message to documentation that longformer doesn't support token_type_ids (#9152)
* Add message to documentation that longformer doesn't support token_type_ids

* Format changes
2020-12-16 11:06:14 -05:00
Patrick von Platen
640e6fe190
[Flax] Align FlaxBertForMaskedLM with BertForMaskedLM, implement from_pretrained, init (#9054)
* save intermediate

* save intermediate

* save intermediate

* correct flax bert model file

* new module / model naming

* make style

* almost finish BERT

* finish roberta

* make fix-copies

* delete keys file

* last refactor

* fixes in run_mlm_flax.py

* remove pooled from run_mlm_flax.py`

* fix gelu | gelu_new

* remove Module from inits

* splits

* dirty print

* preventing warmup_steps == 0

* smaller splits

* make fix-copies

* dirty print

* dirty print

* initial_evaluation argument

* declaration order fix

* proper model initialization/loading

* proper initialization

* run_mlm_flax improvements: improper model inputs bugfix + automatic dataset splitting + tokenizers parallelism warning + avoiding warmup_steps=0 bug

* removed tokenizers warning hack, fixed model re-initialization

* reverted training_args.py changes

* fix flax from pretrained

* improve test in flax

* apply sylvains tips

* update init

* make 0.3.0 compatible

* revert tevens changes

* revert tevens changes 2

* finalize revert

* fix bug

* add docs

* add pretrained to init

* Update src/transformers/modeling_flax_utils.py

* fix copies

* final improvements

Co-authored-by: TevenLeScao <teven.lescao@gmail.com>
2020-12-16 13:03:32 +01:00
NielsRogge
1551e2dc6d
[WIP] Tapas v4 (tres) (#9117)
* First commit: adding all files from tapas_v3

* Fix multiple bugs including soft dependency and new structure of the library

* Improve testing by adding torch_device to inputs and adding dependency on scatter

* Use Python 3 inheritance rather than Python 2

* First draft model cards of base sized models

* Remove model cards as they are already on the hub

* Fix multiple bugs with integration tests

* All model integration tests pass

* Remove print statement

* Add test for convert_logits_to_predictions method of TapasTokenizer

* Incorporate suggestions by Google authors

* Fix remaining tests

* Change position embeddings sizes to 512 instead of 1024

* Comment out positional embedding sizes

* Update PRETRAINED_VOCAB_FILES_MAP and PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES

* Added more model names

* Fix truncation when no max length is specified

* Disable torchscript test

* Make style & make quality

* Quality

* Address CI needs

* Test the Masked LM model

* Fix the masked LM model

* Truncate when overflowing

* More much needed docs improvements

* Fix some URLs

* Some more docs improvements

* Test PyTorch scatter

* Set to slow + minify

* Calm flake8 down

* First commit: adding all files from tapas_v3

* Fix multiple bugs including soft dependency and new structure of the library

* Improve testing by adding torch_device to inputs and adding dependency on scatter

* Use Python 3 inheritance rather than Python 2

* First draft model cards of base sized models

* Remove model cards as they are already on the hub

* Fix multiple bugs with integration tests

* All model integration tests pass

* Remove print statement

* Add test for convert_logits_to_predictions method of TapasTokenizer

* Incorporate suggestions by Google authors

* Fix remaining tests

* Change position embeddings sizes to 512 instead of 1024

* Comment out positional embedding sizes

* Update PRETRAINED_VOCAB_FILES_MAP and PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES

* Added more model names

* Fix truncation when no max length is specified

* Disable torchscript test

* Make style & make quality

* Quality

* Address CI needs

* Test the Masked LM model

* Fix the masked LM model

* Truncate when overflowing

* More much needed docs improvements

* Fix some URLs

* Some more docs improvements

* Add add_pooling_layer argument to TapasModel

Fix comments by @sgugger and @patrickvonplaten

* Fix issue in docs + fix style and quality

* Clean up conversion script and add task parameter to TapasConfig

* Revert the task parameter of TapasConfig

Some minor fixes

* Improve conversion script and add test for absolute position embeddings

* Improve conversion script and add test for absolute position embeddings

* Fix bug with reset_position_index_per_cell arg of the conversion cli

* Add notebooks to the examples directory and fix style and quality

* Apply suggestions from code review

* Move from `nielsr/` to `google/` namespace

* Apply Sylvain's comments

Co-authored-by: sgugger <sylvain.gugger@gmail.com>

Co-authored-by: Rogge Niels <niels.rogge@howest.be>
Co-authored-by: LysandreJik <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: sgugger <sylvain.gugger@gmail.com>
2020-12-15 17:08:49 -05:00
sandip
389aba34bf
Added TF OpenAi GPT1 Sequence Classification (#9105)
* TF OpenAI GPT Sequence Classification

* Update src/transformers/models/openai/modeling_tf_openai.py

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-12-15 11:27:08 -05:00
Julien Plu
df3f4d2aef
Fix T5 and BART for TF (#9063)
* Fix T5 for graphe compilation+execution

* Fix BART

* Fix import

* Fix naming

* fix attribute name

* Oops

* fix import

* fix tests

* fix tests

* Update test

* Add mising import

* Address Patrick's comments

* Style

* Address Patrick's comment
2020-12-14 18:47:00 +01:00
Ahmed Elnaggar
a9c8bff724
Add parallelization support for T5EncoderModel (#9082)
* add model parallelism to T5EncoderModel

add model parallelism to T5EncoderModel

* remove decoder from T5EncoderModel parallelize

* uodate T5EncoderModel docs

* Extend T5ModelTest for T5EncoderModel

* fix T5Stask using range for get_device_map

* fix style

Co-authored-by: Ahmed Elnaggar <elnaggar@rostlab.informatik.tu-muenchen.de>
2020-12-14 12:00:45 -05:00
Stas Bekman
b00eb4fb02
Testing Experimental CI Features (#9070) 2020-12-14 10:34:59 -05:00
Simon Brandeis
74daf1f954
Fixed a broken link in documentation (#9101) 2020-12-14 09:12:27 -05:00
Julien Chaumond
3552d0e0d8
[model_cards] Migrate cards from this repo to model repos on huggingface.co (#9013)
* rm all model cards

* Update the .rst

@sgugger it is still not super crystal clear/streamlined so let me know if any ideas to make it simpler

* Add a rootlevel README.md with simple instructions/context

* Update docs/source/model_sharing.rst

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

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* make style

* rm all model cards

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2020-12-11 18:24:42 -05:00
Sylvain Gugger
1310e1a758
Enforce all objects in the main init are documented (#9014) 2020-12-10 11:57:12 -05:00
Sylvain Gugger
51e81e5895
MPNet copyright files (#9015) 2020-12-10 09:29:38 -05:00
Patrick von Platen
06971ac4f9
[Bart] Refactor - fix issues, consistency with the library, naming (#8900)
* remove make on the fly linear embedding

* start refactor

* big first refactor

* save intermediate

* save intermediat

* correct mask issue

* save tests

* refactor padding masks

* make all tests pass

* further refactor

* make pegasus test pass

* fix bool if

* fix leftover tests

* continue

* bart renaming

* delete torchscript test hack

* fix imports in tests

* correct shift

* fix docs and repo cons

* re-add fix for FSTM

* typo in test

* fix typo

* fix another typo

* continue

* hot fix 2 for tf

* small fixes

* refactor types linting

* continue

* finish refactor

* fix import in tests

* better bart names

* further refactor and add test

* delete hack

* apply sylvains and lysandres commens

* small perf improv

* further perf improv

* improv perf

* fix typo

* make style

* small perf improv
2020-12-09 20:55:24 +01:00
StillKeepTry
df2af6d8b8 Add MP Net 2 (#9004) 2020-12-09 10:32:43 -05:00
Patrick von Platen
da37a21c89
push (#9008) 2020-12-09 15:14:33 +01:00
Sylvain Gugger
7e1d709e2a
Fix link to stable version in the doc navbar (#9007) 2020-12-09 09:11:39 -05:00
Patrick von Platen
02d0e0355c
Diverse beam search 2 (#9006)
* diverse beam search

* bug fixes

* bug fixes

* bug fix

* separate out diverse_beam_search function

* separate out diverse_beam_search function

* bug fix

* improve code quality

* bug fix

* bug fix

* separate out diverse beam search scorer

* code format

* code format

* code format

* code format

* add test

* code format

* documentation changes

* code quality

* add slow integration tests

* more general name

* refactor into logits processor

* add test

* avoid too much copy paste

* refactor

* add to docs

* fix-copies

* bug fix

* Revert "bug fix"

This reverts commit c99eb5a8dc.

* improve comment

* implement sylvains feedback

Co-authored-by: Ayush Jain <a.jain@sprinklr.com>
Co-authored-by: ayushtiku5 <40797286+ayushtiku5@users.noreply.github.com>
2020-12-09 15:00:37 +01:00
Sylvain Gugger
00aa9dbca2
Copyright (#8970)
* Add copyright everywhere missing

* Style
2020-12-07 18:36:34 -05:00
Navjot
c108d0b5a4
add max_length to showcase the use of truncation (#8975) 2020-12-07 18:35:39 -05:00
sandip
483e13273f
Add TFGPT2ForSequenceClassification based on DialogRPT (#8714)
* Add TFGPT2ForSequenceClassification based on DialogRPT

* Add TFGPT2ForSequenceClassification based on DialogRPT

* TFGPT2ForSequenceClassification based on DialogRPT-refactored code, implemented review comments and added input processing

* Add TFGPT2ForSequenceClassification based on DialogRPT

* TFGPT2ForSequenceClassification based on DialogRPT-refactored code, implemented review comments and added input processing

* code refactor for latest other TF PR

* code refactor

* code refactor

* Update modeling_tf_gpt2.py
2020-12-07 16:58:37 +01:00
Lysandre Debut
0c5615af66
Put Transformers on Conda (#8918)
* conda

* Guide

* correct tag

* Update README.md

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

* Update docs/source/installation.md

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

* Sylvain's comments

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-12-03 14:28:49 -05:00
Julien Chaumond
9ad6194318
Tweak wording + Add badge w/ number of models on the hub (#8914)
* Add badge w/ number of models on the hub

* try to apease @sgugger 😇

* not sure what this `c` was about [ci skip]

* Fix script and move stuff around

* Fix doc styling error

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>
2020-12-03 10:56:55 -05:00
sandip
f6b44e6190
Transfoxl seq classification (#8868)
* Transfoxl sequence classification

* Transfoxl sequence classification
2020-12-02 10:08:32 -05:00
elk-cloner
4a9e502a36
Ctrl for sequence classification (#8812)
* add CTRLForSequenceClassification

* pass local test

* merge with master

* fix modeling test for sequence classification

* fix deco

* fix assert
2020-12-01 09:49:27 +01:00
LysandreJik
9995a341c9 Update docs 2020-11-30 12:07:52 -05:00
LysandreJik
22b0ff757a Release: v4.0.0 2020-11-30 12:07:43 -05:00
Sylvain Gugger
75f8100fc7
Add a direct link to the big table (#8850) 2020-11-30 10:29:23 -05:00
Ahmed Elnaggar
40ecaf0c2b
Add T5 Encoder for Feature Extraction (#8717)
* Add T5 Encoder class for feature extraction

* fix T5 encoder add_start_docstrings indent

* update init with T5 encoder

* update init with TFT5ModelEncoder

* remove TFT5ModelEncoder

* change T5ModelEncoder order in init

* add T5ModelEncoder to transformers init

* clean T5ModelEncoder

* update init with TFT5ModelEncoder

* add TFModelEncoder for Tensorflow

* update init with TFT5ModelEncoder

* Update src/transformers/models/t5/modeling_t5.py

change output from Seq2SeqModelOutput to BaseModelOutput

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

* remove encoder_outputs

1. remove encoder_outputs from the function call.
2. remove the encoder_outputs If statement.
3. remove isinstance from return_dict.

* Authorize missing decoder keys

* remove unnecessary input parameters

remove pask_key_values and use_cache

* remove use_cache

remove use_cache from the forward method

* add doctoring for T5 encoder

add doctoring for T5 encoder with T5_ENCODER_INPUTS_DOCSTRING

* change return_dict to dot access

* add T5_ENCODER_INPUTS_DOCSTRING for TF T5

* change TFT5Encoder output type to BaseModelOutput

* remove unnecessary parameters for TFT5Encoder

* remove unnecessary if statement

* add import BaseModelOutput

* fix BaseModelOutput typo to TFBaseModelOutput

* update T5 doc with T5ModelEncoder

* add T5ModelEncoder to tests

* finish pytorch

* finish docs and mt5

* add mtf to init

* fix init

* remove n_positions

* finish PR

* Update src/transformers/models/mt5/modeling_mt5.py

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

* Update src/transformers/models/t5/modeling_t5.py

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

* Update src/transformers/models/t5/modeling_tf_t5.py

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

* Update src/transformers/models/mt5/modeling_tf_mt5.py

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

* make style

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-11-30 08:34:40 +01:00
Lysandre Debut
610cb106a2
Migration guide from v3.x to v4.x (#8763)
* Migration guide from v3.x to v4.x

* Better wording

* Apply suggestions from code review

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

* Sylvain's comments

* Better wording.

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-11-29 20:13:07 -05:00
Guy Rosin
3a08cc1ce7
Minor docs typo fixes (#8797)
* Fix minor typos

* Additional typos

* Style fix

Co-authored-by: guyrosin <guyrosin@assist-561.cs.technion.ac.il>
2020-11-29 11:27:00 -05:00
Stas Bekman
00ea45659f
suggest a numerical limit of 50MB for determining @slow (#8824) 2020-11-27 16:04:54 -05:00
Moussa Kamal Eddine
81fe0bf085
Add barthez model (#8393)
* Add init barthez

* Add barthez model, tokenizer and docs

BARThez is a pre-trained french seq2seq model that uses BART objective.

* Apply suggestions from code review docs typos

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

* Add license

* Change URLs scheme

* Remove barthez model keep tokenizer

* Fix style

* Fix quality

* Update tokenizer

* Add fast tokenizer

* Add fast tokenizer test

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-11-27 12:31:42 -05:00
Patrick von Platen
2a6fbe6a40
[XLNet] Fix mems behavior (#8567)
* fix mems in xlnet

* fix use_mems

* fix use_mem_len

* fix use mems

* clean docs

* fix tf typo

* make xlnet tf for generation work

* fix tf test

* refactor use cache

* add use cache for missing models

* correct use_cache in generate

* correct use cache in tf generate

* fix tf

* correct getattr typo

* make sylvain happy

* change in docs as well

* do not apply to cookie cutter statements

* fix tf test

* make pytorch model fully backward compatible
2020-11-25 16:54:59 -05:00
Sylvain Gugger
4821ea5aeb
Big model table (#8774)
* First draft

* Styling

* With all changes staged

* Update docs/source/index.rst

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

* Styling

Co-authored-by: Julien Chaumond <chaumond@gmail.com>
2020-11-25 12:02:15 -05:00
Lysandre Debut
02f48b9bfc
Model parallel documentation (#8741)
* Add parallelize methods to the .rst files

* Correct format
2020-11-23 20:14:48 -05:00
Colin Brochtrup
8ffc01a76a
Add early stopping callback to pytorch trainer (#8581)
* Add early stopping patience and minimum threshold metric must improve to prevent early stopping to pytorch trainer

* Add early stopping test

* Set patience counter to 0 if best metric not defined yet

* Make early stopping a callback. Add callback event for updating the best metric for early stopping callback to trigger on.

* Run make style

* make funciton name sensible

* Improve new argument docstring wording and hope that flakey CI test passes.

* Use on_evaluation callback instead of custom. Remove some debug printing

* Move early stopping arguments and state into early stopping callback

* Run make style

* Remove old code

* Fix docs formatting. make style went rogue on me.

* Remove copied attributes and fix variable

* Add assertions on training arguments instead of mutating them. Move comment out of public docs.

* Make separate test for early stopping callback. Add test of invalid arguments.

* Run make style... I remembered before CI this time!

* appease flake8

* Add EarlyStoppingCallback to callback docs

* Make docstring EarlyStoppingCallabck match other callbacks.

* Fix typo in docs
2020-11-23 17:25:35 -05:00
Sylvain Gugger
900024273b
Change default cache path (#8734)
* Change default cache path

* Document changes

* Apply suggestions from code review

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-11-23 13:56:45 -05:00
Santiago Castro
e1f3156b21
Fix many typos (#8708) 2020-11-21 22:58:10 -05:00
Sylvain Gugger
cb3e5c33f7
Fix a few last paths for the new repo org (#8666) 2020-11-19 11:56:42 -05:00
elk-cloner
5362bb8a6b
Tf longformer for sequence classification (#8231)
* working on LongformerForSequenceClassification

* add TFLongformerForMultipleChoice

* add TFLongformerForTokenClassification

* use add_start_docstrings_to_model_forward

* test TFLongformerForSequenceClassification

* test TFLongformerForMultipleChoice

* test TFLongformerForTokenClassification

* remove test from repo

* add test and doc for TFLongformerForSequenceClassification, TFLongformerForTokenClassification, TFLongformerForMultipleChoice

* add requested classes to modeling_tf_auto.py
update dummy_tf_objects
fix tests
fix bugs in requested classes

* pass all tests except test_inputs_embeds

* sync with master

* pass all tests except test_inputs_embeds

* pass all tests

* pass all tests

* work on test_inputs_embeds

* fix style and quality

* make multi choice work

* fix TFLongformerForTokenClassification signature

* fix TFLongformerForMultipleChoice, TFLongformerForSequenceClassification signature

* fix mult choice

* fix mc hint

* fix input embeds

* fix input embeds

* refactor input embeds

* fix copy issue

* apply sylvains changes and clean more

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2020-11-19 10:37:27 -05:00
cronoik
dcc9c64299
Updated the Extractive Question Answering code snippets (#8636)
* Updated the Extractive Question Answering code snippets

The Extractive Question Answering code snippets do not work anymore since the models return task-specific output objects. This commit fixes the pytorch and tensorflow examples but adding `.values()` to the model call.

* Update task_summary.rst
2020-11-18 18:56:47 -05:00
Patrick von Platen
cdfa56afe0
[Tokenizer Doc] Improve tokenizer summary (#8622)
* improve summary

* small fixes

* cleaned line length

* correct "" formatting

* apply sylvains suggestions
2020-11-18 17:14:15 +01:00
Lysandre Debut
3095ee9dab
Tokenizers should be framework agnostic (#8599)
* Tokenizers should be framework agnostic

* Run the slow tests

* Not testing

* Fix documentation

* Apply suggestions from code review

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

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2020-11-17 14:03:03 -05:00
Julien Chaumond
042a6aa777
Tokenizers: ability to load from model subfolder (#8586)
* <small>tiny typo</small>

* Tokenizers: ability to load from model subfolder

* use subfolder for local files as well

* Uniformize model shortcut name => model id

* from s3 => from huggingface.co

Co-authored-by: Quentin Lhoest <lhoest.q@gmail.com>
2020-11-17 08:58:45 -05:00
Patrick von Platen
5104223552
[MT5] More docs (#8589)
* add docs

* make style
2020-11-17 12:47:57 +01:00
Patrick von Platen
86822a358b
T5 & mT5 (#8552)
* add mt5 and t5v1_1 model

* fix tests

* correct some imports

* add tf model

* finish tf t5

* improve examples

* fix copies

* clean doc
2020-11-17 12:23:09 +01:00
Sylvain Gugger
c89bdfbe72
Reorganize repo (#8580)
* Put models in subfolders

* Styling

* Fix imports in tests

* More fixes in test imports

* Sneaky hidden imports

* Fix imports in doc files

* More sneaky imports

* Finish fixing tests

* Fix examples

* Fix path for copies

* More fixes for examples

* Fix dummy files

* More fixes for example

* More model import fixes

* Is this why you're unhappy GitHub?

* Fix imports in conver command
2020-11-16 21:43:42 -05:00
Sylvain Gugger
1073a2bde5
Switch return_dict to True by default. (#8530)
* Use the CI to identify failing tests

* Remove from all examples and tests

* More default switch

* Fixes

* More test fixes

* More fixes

* Last fixes hopefully

* Use the CI to identify failing tests

* Remove from all examples and tests

* More default switch

* Fixes

* More test fixes

* More fixes

* Last fixes hopefully

* Run on the real suite

* Fix slow tests
2020-11-16 11:43:00 -05:00
Julien Chaumond
725269746b
Model sharing doc: more tweaks (#8520)
* More doc tweaks

* Update model_sharing.rst

* make style

* missing newline

* Add email tip

Co-authored-by: Pierric Cistac <pierric@huggingface.co>
2020-11-13 12:10:26 -05:00
Sylvain Gugger
bb03a14edd Update doc for v3.5.1 2020-11-13 10:29:58 -05:00
Sylvain Gugger
7933054638
Model sharing doc (#8498)
* Model sharing doc

* Style
2020-11-12 11:53:23 -05:00
Chengxi Guo
d65e0bfea3
Fix doc bug (#8500)
* fix doc bug

Signed-off-by: mymusise <mymusise1@gmail.com>

* fix example bug

Signed-off-by: mymusise <mymusise1@gmail.com>
2020-11-12 11:47:23 -05:00
Funtowicz Morgan
a5b682329c
Flax/Jax documentation (#8331)
* First addition of Flax/Jax documentation

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

* make style

* Ensure input order match between Bert & Roberta

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

* Install dependencies "all" when building doc

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

* wraps build_doc deps with ""

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

* Addressing @sgugger comments.

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

* Use list to highlight JAX features.

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

* Make style.

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

* Let's not look to much into the future for now.

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

* Style

Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
2020-11-11 14:53:36 -05:00
Ratthachat (Jung)
026a2ff225
Add TFDPR (#8203)
* Create modeling_tf_dpr.py

* Add TFDPR

* Add back TFPegasus, TFMarian, TFMBart, TFBlenderBot

last commit accidentally deleted these 4 lines, so I recover them back

* Add TFDPR

* Add TFDPR

* clean up some comments, add TF input-style doc string

* Add TFDPR

* Make return_dict=False as default

* Fix return_dict bug (in .from_pretrained)

* Add get_input_embeddings()

* Create test_modeling_tf_dpr.py

The current version is already passed all 27 tests!
Please see the test run at : 
https://colab.research.google.com/drive/1czS_m9zy5k-iSJbzA_DP1k1xAAC_sdkf?usp=sharing

* fix quality

* delete init weights

* run fix copies

* fix repo consis

* del config_class, load_tf_weights

They shoud be 'pytorch only'

* add config_class back

after removing it, test failed ... so totally only removing "use_tf_weights = None" on Lysandre suggestion

* newline after .. note::

* import tf, np (Necessary for ModelIntegrationTest)

* slow_test from_pretrained with from_pt=True

At the moment we don't have TF weights (since we don't have official official TF model)
Previously, I did not run slow test, so I missed this bug

* Add simple TFDPRModelIntegrationTest

Note that this is just a test that TF and Pytorch gives approx. the same output.
However, I could not test with the official DPR repo's output yet

* upload correct tf model

* remove position_ids as missing keys

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: patrickvonplaten <patrick@huggingface.co>
2020-11-11 12:28:09 -05:00
Santiago Castro
8fe6629bb4
Add missing tasks to pipeline docstring (#8428) 2020-11-10 13:44:25 -05:00
Stas Bekman
02bdfc0251
using multi_gpu consistently (#8446)
* s|multiple_gpu|multi_gpu|g; s|multigpu|multi_gpu|g'

* doc
2020-11-10 13:23:58 -05:00
Stas Bekman
e21340da7a
[testing utils] get_auto_remove_tmp_dir more intuitive behavior (#8401)
* [testing utils] get_auto_remove_tmp_dir default change

Now that I have been using `get_auto_remove_tmp_dir default change` for a while, I realized that the defaults aren't most optimal.

99% of the time we want the tmp dir to be empty at the beginning of the test - so changing the default to `before=True` - this shouldn't impact any tests since this feature is used only during debug.

* simplify things

* update docs

* fix doc layout

* style

* Update src/transformers/testing_utils.py

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

* better 3-state doc

* style

* Apply suggestions from code review

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

* s/tmp/temporary/ + style

* correct the statement

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-11-10 11:57:21 -05:00
Sam Shleifer
c314b1fd3b
[docs] improve bart/marian/mBART/pegasus docs (#8421) 2020-11-10 10:18:34 -05:00
Lysandre
aec51e5696 v3.5.0 documentation 2020-11-10 08:58:47 -05:00
Lysandre
818878dc88 Release: v3.5.0 2020-11-10 08:50:43 -05:00
Lysandre Debut
9cebee38ad
Model sharing rst (#8439)
* Update RST

* Finer details

* Re-organize

* Style
2020-11-10 08:35:11 -05:00
Stas Bekman
ef032ddd1e
[docs] [testing] gpu decorators table (#8422)
* gpu decorators table

* whitespace

* Update docs/source/testing.rst

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

* whitespace

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-11-09 14:27:42 -05:00
Sam Shleifer
46509d1c19
[docs] remove sshleifer from issue-template :( (#8418) 2020-11-09 12:51:38 -05:00
Patrick von Platen
9c83b96e62
[Tests] Add Common Test for Training + Fix a couple of bugs (#8415)
* add training tests

* correct longformer

* fix docs

* fix some tests

* fix some more train tests

* remove ipdb

* fix multiple edge case model training

* fix funnel and prophetnet

* clean gpt models

* undo renaming of albert
2020-11-09 18:24:41 +01:00
Yossi Synett
bc0d26d1de
[All Seq2Seq model + CLM models that can be used with EncoderDecoder] Add cross-attention weights to outputs (#8071)
* Output cross-attention with decoder attention output

* Update src/transformers/modeling_bert.py

* add cross-attention for t5 and bart as well

* fix tests

* correct typo in docs

* add sylvains and sams comments

* correct typo

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2020-11-06 19:34:48 +01:00
Leandro von Werra
17450397a7
Docs bart training ref (#8330)
Co-authored-by: Sam Shleifer <sshleifer@gmail.com>
2020-11-05 17:20:57 -05:00
Stas Bekman
d787935a14
[s2s] test_distributed_eval (#8315)
Co-authored-by: Sam Shleifer <sshleifer@gmail.com>
2020-11-05 16:01:15 -05:00
Guillaume Filion
27b402cab0
Output global_attentions in Longformer models (#7562)
* Output global_attentions in Longformer models

* make style

* small refactoring

* fix tests

* make fix-copies

* add for tf as well

* remove comments in test

* make fix-copies

* make style

* add docs

* make docstring pretty

Co-authored-by: patrickvonplaten <patrick.v.platen@gmail.com>
2020-11-05 21:10:43 +01:00
Patrick von Platen
a1bbcf3f6c
Refactoring the generate() function (#6949)
* first draft

* show design proposition for new generate method

* up

* make better readable

* make first version

* gpt2 tests pass

* make beam search for gpt2 work

* add first encoder-decoder code

* delete typo

* make t5 work

* save indermediate

* make bart work with beam search

* finish beam search bart / t5

* add default kwargs

* make more tests pass

* fix no bad words sampler

* some fixes and tests for all distribution processors

* fix test

* fix rag slow tests

* merge to master

* add nograd to generate

* make all slow tests pass

* speed up generate

* fix edge case bug

* small fix

* correct typo

* add type hints and docstrings

* fix typos in tests

* add beam search tests

* add tests for beam scorer

* fix test rag

* finish beam search tests

* move generation tests in seperate file

* fix generation tests

* more tests

* add aggressive generation tests

* fix tests

* add gpt2 sample test

* add more docstring

* add more docs

* finish doc strings

* apply some more of sylvains and sams comments

* fix some typos

* make fix copies

* apply lysandres and sylvains comments

* final corrections on examples

* small fix for reformer
2020-11-03 16:04:22 +01:00
Sam Shleifer
566b083eb1
TFMarian, TFMbart, TFPegasus, TFBlenderbot (#7987)
* Start plumbing

* Marian close

* Small stubs for all children

* Fixed bart

* marian working

* pegasus test is good, but failing

* Checkin tests

* More model files

* Subtle marian, pegasus integration test failures

* Works well

* rm print

* boom boom

* Still failing model2doc

* merge master

* Equivalence test failing, all others fixed

* cleanup

* Fix embed_scale

* Cleanup marian pipeline test

* Undo extra changes

* Smaller delta

* Cleanup model testers

* undo delta

* fix tests import structure

* cross test decorator

* Cleaner set_weights

* Respect authorized_unexpected_keys

* No warnings

* No warnings

* style

* Nest tf import

* black

* Apply suggestions from code review

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

* functional dropout

* fixup

* Fixup

* style_doc

* embs

* shape list

* delete slow force_token_id_to_be_generated func

* fixup

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-10-30 11:23:16 -04:00
Santiago Castro
969859d5f6
Fix doc errors and typos across the board (#8139)
* Fix doc errors and typos across the board

* Fix a typo

* Fix the CI

* Fix more typos

* Fix CI

* More fixes

* Fix CI

* More fixes

* More fixes
2020-10-29 10:33:33 -04:00
Sylvain Gugger
6241c873cd
Document the various LM Auto models (#8118) 2020-10-28 13:41:56 -04:00
Stas Bekman
5423f2a9d4
[testing] port test_trainer_distributed to distributed pytest + TestCasePlus enhancements (#8107)
* move the helper code into testing_utils

* port test_trainer_distributed to work with pytest

* improve docs

* simplify notes

* doc

* doc

* style

* doc

* further improvements

* torch might not be available

* real fix

* Apply suggestions from code review

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-10-28 11:51:32 -04:00
Davide Fiocco
995006eabb
Add AzureML in integrations via dedicated callback (#8062)
* first attempt to add AzureML callbacks

* func arg fix

* var name fix, but still won't fix error...

* fixing as in https://discuss.huggingface.co/t/how-to-integrate-an-azuremlcallback-for-logging-in-azure/1713/2

* Avoid lint check of azureml import

* black compliance

* Make isort happy

* Fix point typo in docs

* Add AzureML to Callbacks docs

* Attempt to make sphinx happy

* Format callback docs

* Make documentation style happy

* Make docs compliant to style

Co-authored-by: Davide Fiocco <davide.fiocco@frontiersin.net>
2020-10-27 14:21:54 -04:00
Sylvain Gugger
08f534d2da
Doc styling (#8067)
* Important files

* Styling them all

* Revert "Styling them all"

This reverts commit 7d029395fd.

* 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
2020-10-26 18:26:02 -04:00
Sylvain Gugger
04a17f8550
Doc fixes in preparation for the docstyle PR (#8061)
* Fixes in preparation for doc styling

* More fixes

* Better syntax

* Fixes

* Style

* More fixes

* More fixes
2020-10-26 15:01:09 -04:00
Yusuke Mori
a9ac1db276
Minor error fix of 'bart-large-cnn' details in the pretrained_models doc (#8053) 2020-10-26 11:05:16 -04:00
Samuel
fc2d6eac3c
Minor typo fixes to the preprocessing tutorial in the docs (#8046)
* Fix minor typos

Fix minor typos in the docs.

* Update docs/source/preprocessing.rst

Clearer data structure description.

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-10-26 10:22:29 -04:00
noise-field
c48b16b8da
Mlflow integration callback (#8016)
* Add MLflow integration class

Add integration code for MLflow in integrations.py along with the code
that checks that MLflow is installed.

* Add MLflowCallback import

Add import of MLflowCallback in trainer.py

* Handle model argument

Allow the callback to handle model argument and store model config items as hyperparameters.

* Log parameters to MLflow in batches

MLflow cannot log more than a hundred parameters at once.
Code added to split the parameters into batches of 100 items and log the batches one by one.

* Fix style

* Add docs on MLflow callback

* Fix issue with unfinished runs

The "fluent" api used in MLflow integration allows only one run to be active at any given moment. If the Trainer is disposed off and a new one is created, but the training is not finished, it will refuse to log the results when the next trainer is created.

* Add MLflow integration class

Add integration code for MLflow in integrations.py along with the code
that checks that MLflow is installed.

* Add MLflowCallback import

Add import of MLflowCallback in trainer.py

* Handle model argument

Allow the callback to handle model argument and store model config items as hyperparameters.

* Log parameters to MLflow in batches

MLflow cannot log more than a hundred parameters at once.
Code added to split the parameters into batches of 100 items and log the batches one by one.

* Fix style

* Add docs on MLflow callback

* Fix issue with unfinished runs

The "fluent" api used in MLflow integration allows only one run to be active at any given moment. If the Trainer is disposed off and a new one is created, but the training is not finished, it will refuse to log the results when the next trainer is created.
2020-10-26 09:41:58 -04:00
Stas Bekman
101186bc1f
[docs] [testing] distributed training (#7993)
* distributed training

* fix

* fix formatting

* wording
2020-10-26 08:15:05 -04:00
Samuel
9aa2826687
Minor typo fixes to the tokenizer summary (#8045)
Minor typo fixes to the tokenizer summary
2020-10-26 08:08:33 -04:00
Stas Bekman
8348105692
[testing] slow tests should be marked as slow (#7895)
* slow tests should be slow

* exception note

* style

* integrate LysandreJik's notes with some expansions

* Apply suggestions from code review

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

* another slow test

* fix link, and prose

* clarify.

* note from Sam

* typo

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-10-22 06:34:05 -04:00
Sam Shleifer
829842159e
Add TFBartForConditionalGeneration (#5411)
* half done

* doc improvement

* Cp test file

* brokedn

* broken test

* undo some mess

* ckpt

* borked

* Halfway

* 6 passing

* boom boom

* Much progress but still 6

* boom boom

* merged master

* 10 passing

* boom boom

* Style

* no t5 changes

* 13 passing

* Integration test failing, but not gibberish

* Frustrated

* Merged master

* 4 fail

* 4 fail

* fix return_dict

* boom boom

* Still only 4

* prepare method

* prepare method

* before delete classif

* Skip tests to avoid adding boilerplate

* boom boom

* fast tests passing

* style

* boom boom

* Switch to supporting many input types

* remove FIXMENORM

* working

* Fixed past_key_values/decoder_cached_states confusion

* new broken test

* Fix attention mask kwarg name

* undo accidental

* Style and reviewers

* style

* Docs and common tests

* Cleaner assert messages

* copy docs

* style issues

* Sphinx fix

* Simplify caching logic

* test does not require torch

* copy _NoLayerEmbedTokens

* Update src/transformers/modeling_tf_bart.py

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

* Update tests/test_modeling_tf_bart.py

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

* Update src/transformers/modeling_tf_bart.py

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

* Update src/transformers/modeling_tf_bart.py

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

* Update src/transformers/modeling_tf_bart.py

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

* Line length and dont document None

* Add pipeline test coverage

* assert msg

* At parity

* Assert messages

* mark slow

* Update compile test

* back in init

* Merge master

* Fix tests

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-10-21 13:10:16 +02:00
Joe Davison
13842e413c
PPL guide minor code snippet fix (#7938) 2020-10-20 16:17:39 -06:00
Lysandre Debut
96f4828ace
Respect the 119 line chars (#7928) 2020-10-20 11:02:47 -04:00
Lysandre
ef0ac063c9 Docs for v3.4.0 2020-10-20 16:29:00 +02:00
Lysandre
eb0e0ce2ad Release: v3.4.0 2020-10-20 16:22:26 +02:00
Patrick von Platen
ffd675b42c
add summary (#7927) 2020-10-20 10:11:02 -04:00
Lysandre Debut
5547b40b13
labels and decoder_input_ids to Glossary (#7906)
* labels and decoder_input_ids to Glossary

* Formatting fixes

* Update docs/source/glossary.rst

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>

* sam's comments

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>
2020-10-20 09:50:47 -04:00
Stas Bekman
3e31e7f956
[testing] rename skip targets + docs (#7863)
* rename skip targets + docs

* fix quotes

* style

* Apply suggestions from code review

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

* small improvements

* fix

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-10-20 04:39:13 -04:00
Patrick von Platen
e3d2bee8d0
fix t5 training docstring (#7911) 2020-10-19 21:49:47 +02:00
Quentin Lhoest
033f29c625
Allow Custom Dataset in RAG Retriever (#7763)
* add CustomHFIndex

* typo in config

* update tests

* add custom dataset example

* clean script

* update test data

* minor in test

* docs

* docs

* style

* fix imports

* allow to pass the indexed dataset directly

* update tests

* use multiset DPR

* address thom and patrick's comments

* style

* update dpr tokenizer

* add output_dir flag in use_own_knowledge_dataset.py

* allow custom datasets in examples/rag/finetune.py

* add test for custom dataset in distributed rag retriever
2020-10-19 19:42:45 +02:00
Weizhen
2422cda01b
ProphetNet (#7157)
* add new model prophetnet

prophetnet modified

modify codes as suggested v1

add prophetnet test files

* still bugs, because of changed output formats of encoder and decoder

* move prophetnet into the latest version

* clean integration tests

* clean tokenizers

* add xlm config to init

* correct typo in init

* further refactoring

* continue refactor

* save parallel

* add decoder_attention_mask

* fix use_cache vs. past_key_values

* fix common tests

* change decoder output logits

* fix xlm tests

* make common tests pass

* change model architecture

* add tokenizer tests

* finalize model structure

* no weight mapping

* correct n-gram stream attention mask as discussed with qweizhen

* remove unused import

* fix index.rst

* fix tests

* delete unnecessary code

* add fast integration test

* rename weights

* final weight remapping

* save intermediate

* Descriptions for Prophetnet Config File

* finish all models

* finish new model outputs

* delete unnecessary files

* refactor encoder layer

* add dummy docs

* code quality

* fix tests

* add model pages to doctree

* further refactor

* more refactor, more tests

* finish code refactor and tests

* remove unnecessary files

* further clean up

* add docstring template

* finish tokenizer doc

* finish prophetnet

* fix copies

* fix typos

* fix tf tests

* fix fp16

* fix tf test 2nd try

* fix code quality

* add test for each model

* merge new tests to branch

* Update model_cards/microsoft/prophetnet-large-uncased-cnndm/README.md

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>

* Update model_cards/microsoft/prophetnet-large-uncased-cnndm/README.md

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>

* Update src/transformers/modeling_prophetnet.py

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>

* Update utils/check_repo.py

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>

* apply sams and sylvains comments

* make style

* remove unnecessary code

* Update README.md

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

* Update README.md

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

* Update src/transformers/configuration_prophetnet.py

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

* implement lysandres comments

* correct docs

* fix isort

* fix tokenizers

* fix copies

Co-authored-by: weizhen <weizhen@mail.ustc.edu.cn>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sam Shleifer <sshleifer@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-10-19 17:36:09 +02:00
Stas Bekman
4eb61f8e88
remove USE_CUDA (#7861) 2020-10-19 07:08:34 -04:00
Thomas Wolf
ba8c4d0ac0
[Dependencies|tokenizers] Make both SentencePiece and Tokenizers optional dependencies (#7659)
* splitting fast and slow tokenizers [WIP]

* [WIP] splitting sentencepiece and tokenizers dependencies

* update dummy objects

* add name_or_path to models and tokenizers

* prefix added to file names

* prefix

* styling + quality

* spliting all the tokenizer files - sorting sentencepiece based ones

* update tokenizer version up to 0.9.0

* remove hard dependency on sentencepiece 🎉

* and removed hard dependency on tokenizers 🎉

* update conversion script

* update missing models

* fixing tests

* move test_tokenization_fast to main tokenization tests - fix bugs

* bump up tokenizers

* fix bert_generation

* update ad fix several tokenizers

* keep sentencepiece in deps for now

* fix funnel and deberta tests

* fix fsmt

* fix marian tests

* fix layoutlm

* fix squeezebert and gpt2

* fix T5 tokenization

* fix xlnet tests

* style

* fix mbart

* bump up tokenizers to 0.9.2

* fix model tests

* fix tf models

* fix seq2seq examples

* fix tests without sentencepiece

* fix slow => fast  conversion without sentencepiece

* update auto and bert generation tests

* fix mbart tests

* fix auto and common test without tokenizers

* fix tests without tokenizers

* clean up tests lighten up when tokenizers + sentencepiece are both off

* style quality and tests fixing

* add sentencepiece to doc/examples reqs

* leave sentencepiece on for now

* style quality split hebert and fix pegasus

* WIP Herbert fast

* add sample_text_no_unicode and fix hebert tokenization

* skip FSMT example test for now

* fix style

* fix fsmt in example tests

* update following Lysandre and Sylvain's comments

* Update src/transformers/testing_utils.py

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

* Update src/transformers/testing_utils.py

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

* Update src/transformers/tokenization_utils_base.py

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

* Update src/transformers/tokenization_utils_base.py

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-10-18 20:51:24 +02:00
Katarina Slama
dfa4c26bc0
Typo and fix the input of labels to cross_entropy (#7841)
The current version caused some errors. The changes fixed it for me. Hope this is helpful!
2020-10-15 19:36:31 -04:00
Sylvain Gugger
a1d1b332d0
Add predict step accumulation (#7767)
* Add eval_accumulation_step and clean distributed eval

* Add TPU test

* Add TPU stuff

* Fix arg name

* Fix Seq2SeqTrainer

* Fix total_size

* Update src/transformers/trainer_pt_utils.py

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

* Doc and add test to TPU

* Add unit test

* Adapt name

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-10-14 11:41:45 -04:00
Tiger
7e73c12805
fixed lots of typos. (#7758) 2020-10-13 10:00:20 -04:00
Felipe Curti
dcba9ee03b
Gpt1 for sequence classification (#7683)
* Add Documentation for GPT-1 Classification

* Add GPT-1 with Classification head

* Add tests for GPT-1 Classification

* Add GPT-1 For Classification to auto models

* Remove authorized missing keys, change checkpoint to openai-gpt
2020-10-13 05:06:15 -04:00
Sylvain Gugger
2c9e83f7b8
Fix title level in Blenderbot doc (#7687) 2020-10-09 19:24:10 -04:00
Sylvain Gugger
a3cea6a8cc
Better links for models in READMED and doc index (#7680) 2020-10-09 11:17:16 -04:00
sgugger
bc00b37a0d Revert "Better model links in the README and index"
This reverts commit 76e05518bb.
2020-10-09 10:56:13 -04:00
sgugger
76e05518bb Better model links in the README and index 2020-10-09 10:54:40 -04:00
Noah Trenaman
5668fdb09e
Update XLM-RoBERTa details (#7669) 2020-10-09 05:16:58 -04:00
Thomas Wolf
9aeacb58ba
Adding Fast tokenizers for SentencePiece based tokenizers - Breaking: remove Transfo-XL fast tokenizer (#7141)
* [WIP] SP tokenizers

* fixing tests for T5

* WIP tokenizers

* serialization

* update T5

* WIP T5 tokenization

* slow to fast conversion script

* Refactoring to move tokenzier implementations inside transformers

* Adding gpt - refactoring - quality

* WIP adding several tokenizers to the fast world

* WIP Roberta - moving implementations

* update to dev4 switch file loading to in-memory loading

* Updating and fixing

* advancing on the tokenizers - updating do_lower_case

* style and quality

* moving forward with tokenizers conversion and tests

* MBart, T5

* dumping the fast version of transformer XL

* Adding to autotokenizers + style/quality

* update init and space_between_special_tokens

* style and quality

* bump up tokenizers version

* add protobuf

* fix pickle Bert JP with Mecab

* fix newly added tokenizers

* style and quality

* fix bert japanese

* fix funnel

* limite tokenizer warning to one occurence

* clean up file

* fix new tokenizers

* fast tokenizers deep tests

* WIP adding all the special fast tests on the new fast tokenizers

* quick fix

* adding more fast tokenizers in the fast tests

* all tokenizers in fast version tested

* Adding BertGenerationFast

* bump up setup.py for CI

* remove BertGenerationFast (too early)

* bump up tokenizers version

* Clean old docstrings

* Typo

* Update following Lysandre comments

Co-authored-by: Sylvain Gugger <sylvain.gugger@gmail.com>
2020-10-08 11:32:16 +02:00
Sam Shleifer
960faaaf28
Blenderbot (#7418)
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-10-07 19:09:23 -04:00
Sylvain Gugger
08ba4b4902
Trainer callbacks (#7596)
* Initial callback proposal

* Finish various callbacks

* Post-rebase conflicts

* Fix tests

* Don't use something that's not set

* Documentation

* Remove unwanted print.

* Document all models can work

* Add tests + small fixes

* Update docs/source/internal/trainer_utils.rst

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

* Address review comments

* Fix TF tests

* Real fix this time

* This one should work

* Fix typo

* Really fix typo

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-10-07 10:50:21 -04:00
Lysandre Debut
5982431814
Add GPT2ForSequenceClassification based on DialogRPT (#7501)
* Add GPT2ForSequenceClassification based on DialogRPT

* Better documentation

* Code quality
2020-10-06 17:31:21 -04:00
Lysandre Debut
0257992e4a
Fix squeezebert docs (#7587)
* Configuration

* Modeling

* Tokenization

* Obliterate the trailing spaces

* From underlines to long underlines
2020-10-06 06:22:04 -04:00
Lysandre Debut
818c294fdd
The toggle actually sticks (#7586) 2020-10-05 11:23:57 -04:00
Sylvain Gugger
b2b7fc7814
Check and update model list in index.rst automatically (#7527)
* Check and update model list in index.rst automatically

* Check and update model list in index.rst automatically

* Adapt template
2020-10-05 09:40:45 -04:00
Amine Abdaoui
0d79de7322
docs(pretrained_models): fix num parameters (#7575)
* docs(pretrained_models): fix num parameters

* fix(pretrained_models): correct typo

Co-authored-by: Amin <amin.geotrend@gmail.com>
2020-10-05 07:50:56 -04:00
Forrest Iandola
02ef825be2
SqueezeBERT architecture (#7083)
* configuration_squeezebert.py

thin wrapper around bert tokenizer

fix typos

wip sb model code

wip modeling_squeezebert.py. Next step is to get the multi-layer-output interface working

set up squeezebert to use BertModelOutput when returning results.

squeezebert documentation

formatting

allow head mask that is an array of [None, ..., None]

docs

docs cont'd

path to vocab

docs and pointers to cloud files (WIP)

line length and indentation

squeezebert model cards

formatting of model cards

untrack modeling_squeezebert_scratchpad.py

update aws paths to vocab and config files

get rid of stub of NSP code, and advise users to pretrain with mlm only

fix rebase issues

redo rebase of modeling_auto.py

fix issues with code formatting

more code format auto-fixes

move squeezebert before bert in tokenization_auto.py and modeling_auto.py because squeezebert inherits from bert

tests for squeezebert modeling and tokenization

fix typo

move squeezebert before bert in modeling_auto.py to fix inheritance problem

disable test_head_masking, since squeezebert doesn't yet implement head masking

fix issues exposed by the test_modeling_squeezebert.py

fix an issue exposed by test_tokenization_squeezebert.py

fix issue exposed by test_modeling_squeezebert.py

auto generated code style improvement

issue that we inherited from modeling_xxx.py: SqueezeBertForMaskedLM.forward() calls self.cls(), but there is no self.cls, and I think the goal was actually to call self.lm_head()

update copyright

resolve failing 'test_hidden_states_output' and remove unused encoder_hidden_states and encoder_attention_mask

docs

add integration test. rename squeezebert-mnli --> squeezebert/squeezebert-mnli

autogenerated formatting tweaks

integrate feedback from patrickvonplaten and sgugger to programming style and documentation strings

* tiny change to order of imports
2020-10-05 04:25:43 -04:00
Sylvain Gugger
e2c935f561
Cleanup documentation for BART, Marian, MBART and Pegasus (#7523)
* Cleanup documentation for BART, Marian, MBART and Pegasus

* Cleanup documentation for BART, Marian, MBART and Pegasus
2020-10-05 04:22:12 -04:00
Alexandr
9a92afb6d0
Update LayoutLM doc (#7388)
Co-authored-by: Alexandr Maslov <avmaslov3@gmail.com>
2020-10-01 09:11:42 -04:00
Sylvain Gugger
be51c1039d
Add forgotten return_dict argument in the docs (#7483) 2020-10-01 04:41:29 -04:00
Sylvain Gugger
dc7d2daa4c
Alphabetize model lists (#7478) 2020-09-30 10:43:58 -04:00
François REMY
cc4eff8087
Make transformers install check positive (#7473)
When transformers is correctly installed, you should get a positive message ^_^
2020-09-30 07:44:40 -04:00
Pengcheng He
7a0cf0ec93
Add DeBERTa model (#5929)
* Add DeBERTa model

* Remove dependency of deberta

* Address comments

* Patch DeBERTa
Documentation
Style

* Add final tests

* Style

* Enable tests + nitpicks

* position IDs

* BERT -> DeBERTa

* Quality

* Style

* Tokenization

* Last updates.

* @patrickvonplaten's comments

* Not everything can be a copy

* Apply most of @sgugger's review

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

* Last reviews

* DeBERTa -> Deberta

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>
2020-09-30 07:07:30 -04:00
Sylvain Gugger
a1c2ef7bd0 Add documentation for v3.3.1 2020-09-29 14:31:43 -04:00
Sylvain Gugger
1ba08dc221 Release: v3.3.1 2020-09-29 14:17:34 -04:00
Lysandre
16c213820e Update docs to version v3.3.0 2020-09-28 16:32:00 +02:00
Lysandre
0613f05226 Release: v3.3.0 2020-09-28 16:24:43 +02:00
Sylvain Gugger
ca3fc36de3
Reorganize documentation navbar (#7423)
* Reorganize documentation navbar

* Update css to have clear sections
2020-09-28 16:22:58 +02:00
Sylvain Gugger
0611eab5e3
Document RAG again (#7377)
Do not merge before Monday
2020-09-28 08:31:46 -04:00
Boris Dayma
1749ca317e
docs: fix model sharing file names (#5855)
* docs: fix model sharing file names

* Update docs/source/model_sharing.rst

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

* docs(model_sharing.rst): fix new line

Co-authored-by: Julien Chaumond <chaumond@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-09-28 08:17:30 -04:00
Sylvain Gugger
a8e7982f84
Remove mentions of RAG from the docs (#7376)
* Remove mentions of  RAG from the docs

* Deactivate check
2020-09-24 17:07:14 -04:00
Lysandre Debut
8d3bb781ee
Formatter (#7368)
* Formatter

* Docs
2020-09-24 10:59:21 -04:00
Sylvain Gugger
0ccb6f5c6d
Clean RAG docs and template docs (#7348)
* Clean RAG docs and template docs

* Fix typo

* Better doc
2020-09-24 09:24:41 -04:00
Sylvain Gugger
3323146e90
Models doc (#7345)
* 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>
2020-09-23 13:20:45 -04:00
Stas Bekman
28cf873036
[testing] skip decorators: docs, tests, bugs (#7334)
* skip decorators: docs, tests, bugs

* another important note

* style

* bloody style

* add @pytest.mark.parametrize

* add note

* no idea what it wants :(
2020-09-23 05:16:19 -04:00
Ola Piktus
c754c41c61
RAG (#6813)
* added rag WIP

* path fix

* Formatting / renaming prior to actual work

* added rag WIP

* path fix

* Formatting / renaming prior to actual work

* added rag WIP

* path fix

* Formatting / renaming prior to actual work

* added rag WIP

* Formatting / renaming prior to actual work

* First commit

* improve comments

* Retrieval evaluation scripts

* refactor to include modeling outputs + MPI retriever

* Fix rag-token model + refactor

* Various fixes + finetuning logic

* use_bos fix

* Retrieval refactor

* Finetuning refactoring and cleanup

* Add documentation and cleanup

* Remove set_up_rag_env.sh file

* Fix retrieval wit HF index

* Fix import errors

* Fix quality errors

* Refactor as per suggestions in https://github.com/huggingface/transformers/pull/6813#issuecomment-687208867

* fix quality

* Fix RAG Sequence generation

* minor cleanup plus initial tests

* fix test

* fix tests 2

* Comments fix

* post-merge fixes

* Improve readme + post-rebase refactor

* Extra dependencied for tests

* Fix tests

* Fix tests 2

* Refactor test requirements

* Fix tests 3

* Post-rebase refactor

* rename nlp->datasets

* RAG integration tests

* add tokenizer to slow integration test and allow retriever to run on cpu

* add tests; fix position ids warning

* change structure

* change structure

* add from encoder generator

* save working solution

* make all integration tests pass

* add RagTokenizer.save/from_pretrained and RagRetriever.save/from_pretrained

* don't save paths

* delete unnecessary imports

* pass config to AutoTokenizer.from_pretrained for Rag tokenizers

* init wiki_dpr only once

* hardcode legacy index and passages paths (todo: add the right urls)

* finalize config

* finalize retriver api and config api

* LegacyIndex index download refactor

* add dpr to autotokenizer

* make from pretrained more flexible

* fix ragfortokengeneration

* small name changes in tokenizer

* add labels to models

* change default index name

* add retrieval tests

* finish token generate

* align test with previous version and make all tests pass

* add tests

* finalize tests

* implement thoms suggestions

* add first version of test

* make first tests work

* make retriever platform agnostic

* naming

* style

* add legacy index URL

* docstrings + simple retrieval test for distributed

* clean model api

* add doc_ids to retriever's outputs

* fix retrieval tests

* finish model outputs

* finalize model api

* fix generate problem for rag

* fix generate for other modles

* fix some tests

* save intermediate

* set generate to default

* big refactor generate

* delete rag_api

* correct pip faiss install

* fix auto tokenization test

* fix faiss install

* fix test

* move the distributed logic to examples

* model page

* docs

* finish tests

* fix dependencies

* fix import in __init__

* Refactor eval_rag and finetune scripts

* start docstring

* add psutil to test

* fix tf test

* move require torch to top

* fix retrieval test

* align naming

* finish automodel

* fix repo consistency

* test ragtokenizer save/load

* add rag model output docs

* fix ragtokenizer save/load from pretrained

* fix tokenizer dir

* remove torch in retrieval

* fix docs

* fixe finetune scripts

* finish model docs

* finish docs

* remove auto model for now

* add require torch

* remove solved todos

* integrate sylvains suggestions

* sams comments

* correct mistake on purpose

* improve README

* Add generation test cases

* fix rag token

* clean token generate

* fix test

* add note to test

* fix attention mask

* add t5 test for rag

* Fix handling prefix in finetune.py

* don't overwrite index_name

Co-authored-by: Patrick Lewis <plewis@fb.com>
Co-authored-by: Aleksandra Piktus <piktus@devfair0141.h2.fair>
Co-authored-by: Aleksandra Piktus <piktus@learnfair5102.h2.fair>
Co-authored-by: Aleksandra Piktus <piktus@learnfair5067.h2.fair>
Co-authored-by: Your Name <you@example.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Quentin Lhoest <lhoest.q@gmail.com>
2020-09-22 18:29:58 +02:00
Lysandre
6e21f24220 Documentation version 2020-09-22 18:04:39 +02:00
Lysandre
3ebb1b3a2b Release: v3.2.0 2020-09-22 17:36:51 +02:00
Sylvain Gugger
21ca148090
is_pretokenized -> is_split_into_words (#7236)
* is_pretokenized -> is_split_into_words

* Fix tests
2020-09-22 09:34:35 -04:00
Minghao Li
cd9a0585ea
Add LayoutLM Model (#7064)
* first version

* finish test docs readme model/config/tokenization class

* apply make style and make quality

* fix layoutlm GitHub link

* fix conflict in index.rst and add layoutlm to pretrained_models.rst

* fix bug in test_parents_and_children_in_mappings

* reformat modeling_auto.py and tokenization_auto.py

* fix bug in test_modeling_layoutlm.py

* Update docs/source/model_doc/layoutlm.rst

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

* Update docs/source/model_doc/layoutlm.rst

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

* remove inh, add tokenizer fast, and update some doc

* copy and rename necessary class from modeling_bert to modeling_layoutlm

* Update src/transformers/configuration_layoutlm.py

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

* Update src/transformers/configuration_layoutlm.py

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* Update src/transformers/configuration_layoutlm.py

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* Update src/transformers/configuration_layoutlm.py

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* Update src/transformers/modeling_layoutlm.py

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* Update src/transformers/modeling_layoutlm.py

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* Update src/transformers/modeling_layoutlm.py

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

* add mish to activations.py, import ACT2FN and import logging from utils

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-09-22 09:28:02 -04:00
Stas Bekman
47ab3e8262
@slow has to be last (#7251)
Found an issue when `@slow` isn't the last decorator (gets ignored!), so documenting this significance.
2020-09-20 09:17:29 -04:00
Stas Bekman
1eeb206bef
[ported model] FSMT (FairSeq MachineTranslation) (#6940)
* ready for PR

* cleanup

* correct FSMT_PRETRAINED_MODEL_ARCHIVE_LIST

* fix

* perfectionism

* revert change from another PR

* odd, already committed this one

* non-interactive upload workaround

* backup the failed experiment

* store langs in config

* workaround for localizing model path

* doc clean up as in https://github.com/huggingface/transformers/pull/6956

* style

* back out debug mode

* document: run_eval.py --num_beams 10

* remove unneeded constant

* typo

* re-use bart's Attention

* re-use EncoderLayer, DecoderLayer from bart

* refactor

* send to cuda and fp16

* cleanup

* revert (moved to another PR)

* better error message

* document run_eval --num_beams

* solve the problem of tokenizer finding the right files when model is local

* polish, remove hardcoded config

* add a note that the file is autogenerated to avoid losing changes

* prep for org change, remove unneeded code

* switch to model4.pt, update scores

* s/python/bash/

* missing init (but doesn't impact the finetuned model)

* cleanup

* major refactor (reuse-bart)

* new model, new expected weights

* cleanup

* cleanup

* full link

* fix model type

* merge porting notes

* style

* cleanup

* have to create a DecoderConfig object to handle vocab_size properly

* doc fix

* add note (not a public class)

* parametrize

* - add bleu scores integration tests

* skip test if sacrebleu is not installed

* cache heavy models/tokenizers

* some tweaks

* remove tokens that aren't used

* more purging

* simplify code

* switch to using decoder_start_token_id

* add doc

* Revert "major refactor (reuse-bart)"

This reverts commit 226dad15ca.

* decouple from bart

* remove unused code #1

* remove unused code #2

* remove unused code #3

* update instructions

* clean up

* move bleu eval to examples

* check import only once

* move data+gen script into files

* reuse via import

* take less space

* add prepare_seq2seq_batch (auto-tested)

* cleanup

* recode test to use json instead of yaml

* ignore keys not needed

* use the new -y in transformers-cli upload -y

* [xlm tok] config dict: fix str into int to match definition (#7034)

* [s2s] --eval_max_generate_length (#7018)

* Fix CI with change of name of nlp (#7054)

* nlp -> datasets

* More nlp -> datasets

* Woopsie

* More nlp -> datasets

* One last

* extending to support allen_nlp wmt models

- allow a specific checkpoint file to be passed
- more arg settings
- scripts for allen_nlp models

* sync with changes

* s/fsmt-wmt/wmt/ in model names

* s/fsmt-wmt/wmt/ in model names (p2)

* s/fsmt-wmt/wmt/ in model names (p3)

* switch to a better checkpoint

* typo

* make non-optional args such - adjust tests where possible or skip when there is no other choice

* consistency

* style

* adjust header

* cards moved (model rename)

* use best custom hparams

* update info

* remove old cards

* cleanup

* s/stas/facebook/

* update scores

* s/allen_nlp/allenai/

* url maps aren't needed

* typo

* move all the doc / build /eval generators to their own scripts

* cleanup

* Apply suggestions from code review

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

* Apply suggestions from code review

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

* fix indent

* duplicated line

* style

* use the correct add_start_docstrings

* oops

* resizing can't be done with the core approach, due to 2 dicts

* check that the arg is a list

* style

* style

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-09-17 11:31:29 -04:00
Stas Bekman
f8590c56e6
[doc] improve/expand the Parametrization section (#7156) 2020-09-16 08:45:50 -04:00
Stas Bekman
b00cafbde5
[docs] add testing documentation (#7101)
* [docs] add testing documentation

* Update docs/source/testing.rst

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

* tweaks as suggested

* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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* Update docs/source/testing.rst

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* Update docs/source/testing.rst

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* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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

* tweaks

* Update docs/source/testing.rst

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

* Update docs/source/testing.rst

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

* more tweaks

* suggestions from @LysandreJik

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-09-15 19:25:25 -04:00
sgugger
5636cbb25d Extra ) 2020-09-14 09:37:55 -04:00
Sylvain Gugger
ccc8e30c8a
Clean up autoclass doc (#7081) 2020-09-14 09:26:41 -04:00
Bartosz Telenczuk
15d18e0307
fix link to paper (#7116) 2020-09-14 07:43:40 -04:00
Sylvain Gugger
4cbd50e611
Compute loss method (#7074) 2020-09-11 12:06:31 -04:00
Sylvain Gugger
e841b75dec
Automate the lists in auto-xxx docs (#7061)
* More readable dict

* More nlp -> datasets

* Revert "More nlp -> datasets"

This reverts commit 3cd1883d22.

* Automate the lists in auto-xxx docs

* More readable dict

* Revert "More nlp -> datasets"

This reverts commit 3cd1883d22.

* Automate the lists in auto-xxx docs

* nlp -> datasets

* Fix new key
2020-09-11 10:42:09 -04:00
Patrick von Platen
db38f7ce29
[BertGeneration, Docs] Fix another old name in docs (#7050)
* correct docs for bert generation

* upload
2020-09-10 17:12:33 +02:00
Patrick von Platen
3bd95b0faf
correct docs for bert generation (#7048) 2020-09-10 17:08:40 +02:00
Sylvain Gugger
15a189049e
Add TF Funnel Transformer (#7029)
* Add TF Funnel Transformer

* Proper dummy input

* Formatting

* Update src/transformers/modeling_tf_funnel.py

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

* Address review comments

* One review comment forgotten

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-09-10 10:41:56 -04:00
Patrick von Platen
7fd1febf38
Add "Leveraging Pretrained Checkpoints for Generation" Seq2Seq models. (#6594)
* add conversion script

* improve conversion script

* make style

* add tryout files

* fix

* update

* add causal bert

* better names

* add tokenizer file as well

* finish causal_bert

* fix small bugs

* improve generate

* change naming

* renaming

* renaming

* renaming

* remove leftover files

* clean files

* add fix tokenizer

* finalize

* correct slow test

* update docs

* small fixes

* fix link

* adapt check repo

* apply sams and sylvains recommendations

* fix import

* implement Lysandres recommendations

* fix logger warn
2020-09-10 16:40:51 +02:00
Stas Bekman
4ee1053dcf
add -y to bypass prompt for transformers-cli upload (#7035) 2020-09-10 04:58:29 -04:00
Stas Bekman
d0963486c1
adding TRANSFORMERS_VERBOSITY env var (#6961)
* introduce TRANSFORMERS_VERBOSITY env var + test + test helpers

* cleanup

* remove helper function
2020-09-09 04:08:01 -04:00
Sam Shleifer
f0fc0aea6b
pegasus.rst: fix expected output (#7017) 2020-09-08 13:29:16 -04:00
Sylvain Gugger
d155b38d6e
Funnel transformer (#6908)
* Initial model

* Fix upsampling

* Add special cls token id and test

* Formatting

* Test and fist FunnelTokenizerFast

* Common tests

* Fix the check_repo script and document Funnel

* Doc fixes

* Add all models

* Write doc

* Fix test

* Initial model

* Fix upsampling

* Add special cls token id and test

* Formatting

* Test and fist FunnelTokenizerFast

* Common tests

* Fix the check_repo script and document Funnel

* Doc fixes

* Add all models

* Write doc

* Fix test

* Fix copyright

* Forgot some layers can be repeated

* Apply suggestions from code review

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/transformers/modeling_funnel.py

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

* Address review comments

* Update src/transformers/modeling_funnel.py

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

* Address review comments

* Update src/transformers/modeling_funnel.py

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>

* Slow integration test

* Make small integration test

* Formatting

* Add checkpoint and separate classification head

* Formatting

* Expand list, fix link and add in pretrained models

* Styling

* Add the model in all summaries

* Typo fixes

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sam Shleifer <sshleifer@gmail.com>
2020-09-08 08:08:08 -04:00
Antonio V Mendoza
ea2c6f1afc
Adding the LXMERT pretraining model (MultiModal languageXvision) to HuggingFace's suite of models (#5793)
* added template files for LXMERT and competed the configuration_lxmert.py

* added modeling, tokization, testing, and finishing touched for lxmert [yet to be tested]

* added model card for lxmert

* cleaning up lxmert code

* Update src/transformers/modeling_lxmert.py

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

* Update src/transformers/modeling_tf_lxmert.py

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

* Update src/transformers/modeling_tf_lxmert.py

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

* Update src/transformers/modeling_lxmert.py

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

* tested torch lxmert, changed documtention, updated outputs, and other small fixes

* Update src/transformers/convert_pytorch_checkpoint_to_tf2.py

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

* Update src/transformers/convert_pytorch_checkpoint_to_tf2.py

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

* Update src/transformers/convert_pytorch_checkpoint_to_tf2.py

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

* renaming, other small issues, did not change TF code in this commit

* added lxmert question answering model in pytorch

* added capability to edit number of qa labels for lxmert

* made answer optional for lxmert question answering

* add option to return hidden_states for lxmert

* changed default qa labels for lxmert

* changed config archive path

* squshing 3 commits: merged UI + testing improvments + more UI and testing

* changed some variable names for lxmert

* TF LXMERT

* Various fixes to LXMERT

* Final touches to LXMERT

* AutoTokenizer order

* Add LXMERT to index.rst and README.md

* Merge commit test fixes + Style update

* TensorFlow 2.3.0 sequential model changes variable names

Remove inherited test

* Update src/transformers/modeling_tf_pytorch_utils.py

* Update docs/source/model_doc/lxmert.rst

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

* Update docs/source/model_doc/lxmert.rst

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

* Update src/transformers/modeling_tf_lxmert.py

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

* added suggestions

* Fixes

* Final fixes for TF model

* Fix docs

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-09-03 04:02:25 -04:00
Suraj Patil
4230d30f77
[pipelines] Text2TextGenerationPipeline (#6744)
* add Text2TextGenerationPipeline

* remove max length warning

* remove comments

* remove input_length

* fix typo

* add tests

* use TFAutoModelForSeq2SeqLM

* doc

* typo

* add the doc below TextGenerationPipeline

* doc nit

* style

* delete comment
2020-09-02 07:34:35 -04:00
Harry Wang
ee1bff06f8
minor docs grammar fixes (#6889) 2020-09-02 06:45:19 -04:00
Patrick von Platen
4d1a3ffde8
[EncoderDecoder] Add xlm-roberta to encoder decoder (#6878)
* finish xlm-roberta

* finish docs

* expose XLMRobertaForCausalLM
2020-09-01 21:56:39 +02:00
Lysandre Debut
1461aac8d7
Update docs stable version 2020-09-01 11:02:24 -04:00
Lysandre
3726754a6c v3.1.0 documentation 2020-09-01 14:39:07 +02:00
Lysandre
4b3ee9cbc5 Release: v3.1.0 2020-09-01 14:27:52 +02:00
Patrick von Platen
afc4ece462
[Generate] Facilitate PyTorch generate using ModelOutputs (#6735)
* fix generate for GPT2 Double Head

* fix gpt2 double head model

* fix  bart / t5

* also add for no beam search

* fix no beam search

* fix encoder decoder

* simplify t5

* simplify t5

* fix t5 tests

* fix BART

* fix transfo-xl

* fix conflict

* integrating sylvains and sams comments

* fix tf past_decoder_key_values

* fix enc dec test
2020-09-01 12:38:25 +02:00
Sylvain Gugger
d5f1ffa0d8
Logging doc (#6852)
* Add logging doc

* Foamtting

* Update docs/source/main_classes/logging.rst

* Update src/transformers/utils/logging.py

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-09-01 03:16:34 -04:00
Lysandre Debut
41aa2b4ef1
Adafactor docs (#6765) 2020-08-27 05:16:50 -04:00
Patrick von Platen
fa8ee8e855
fix torchscript docs (#6740) 2020-08-26 04:51:56 -04:00
Quentin Lhoest
0f16dd0ac2
Add DPR to models summary (#6690)
* add dpr to models summary

* minor

* minor

* Update docs/source/model_summary.rst

qa -> question answering

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

* Update docs/source/model_summary.rst

qa -> question ansering (cont'd)

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-08-25 09:57:28 +02:00
Sam Shleifer
0ebc9699fa
[fixdoc] Add import to pegasus usage doc (#6698) 2020-08-24 15:54:57 -04:00
Stas Bekman
912a21ec78
remove BartForConditionalGeneration.generate (#6659)
As suggested here: https://github.com/huggingface/transformers/issues/6651#issuecomment-678594233
this removes generic `generate` doc with examples not-relevant to bart.
2020-08-25 00:42:34 +08:00
Suraj Patil
cbda72932c
[Doc model summary] add MBart model summary (#6649) 2020-08-21 13:42:59 -04:00
Patrick von Platen
a4db4e3032
[Docs model summaries] Add pegasus to docs (#6640)
* add pegasus to docs

* Update docs/source/model_summary.rst
2020-08-21 16:22:10 +02:00
Suraj Patil
d0e42a7bed
CamembertForCausalLM (#6577)
* added CamembertForCausalLM

* add in __init__ and auto model

* style

* doc
2020-08-21 13:52:54 +02:00
Morgan Funtowicz
b105f2c6b3 Update ONNX doc to match the removal of --optimize argument.
Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com>
2020-08-21 10:37:09 +02:00
Joe Davison
039d8d65fc
add intro to nlp lib & dataset links to custom datasets tutorial (#6583)
* add intro to nlp lib + links

* unique links...
2020-08-20 10:32:51 -04:00
Romain Rigaux
cabfdfafc0
Docs copy button misses ... prefixed code (#6518)
Tested in a local build of the docs.

e.g. Just above https://huggingface.co/transformers/task_summary.html#causal-language-modeling

Copy will copy the full code, e.g.

for token in top_5_tokens:
     print(sequence.replace(tokenizer.mask_token, tokenizer.decode([token])))

Instead of currently only:

for token in top_5_tokens:


>>> for token in top_5_tokens:
...     print(sequence.replace(tokenizer.mask_token, tokenizer.decode([token])))
Distilled models are smaller than the models they mimic. Using them instead of the large versions would help reduce our carbon footprint.
Distilled models are smaller than the models they mimic. Using them instead of the large versions would help increase our carbon footprint.
Distilled models are smaller than the models they mimic. Using them instead of the large versions would help decrease our carbon footprint.
Distilled models are smaller than the models they mimic. Using them instead of the large versions would help offset our carbon footprint.
Distilled models are smaller than the models they mimic. Using them instead of the large versions would help improve our carbon footprint.

Docs for the option fix:
https://sphinx-copybutton.readthedocs.io/en/latest/
2020-08-20 17:35:06 +08:00
Sylvain Gugger
18ca0e9140
Fix #6575 (#6596) 2020-08-19 13:04:33 -04:00
Suraj Patil
fb6844aff5
[Pegasus Doc] minor typo (#6579)
Minor typo correction
@sshleifer
2020-08-18 12:47:47 -04:00
Romain Rigaux
7516bcf273
[docs] Fix number of 'ug' occurrences in tokenizer_summary (#6574) 2020-08-18 10:23:25 -04:00
Romain Rigaux
5a5af22ed5
[docs] Fix wrong newline in the middle of a paragraph (#6573) 2020-08-18 10:22:43 -04:00
Sam Shleifer
12d7624199
[marian] converter supports models from new Tatoeba project (#6342) 2020-08-17 23:55:42 -04:00
Suraj Patil
c9564f5343
[Doc] add more MBart and other doc (#6490)
* add mbart example

* add Pegasus and MBart in readme

* typo

* add MBart in Pretrained models

* add pre-proc doc

* add DPR in readme

* fix indent

* doc fix
2020-08-17 12:30:26 -04:00
Stas Bekman
f68c873100
replace _ with __ rst links (#6541) 2020-08-17 12:27:02 -04:00
Stas Bekman
b732e7e111
[doc] multiple corrections to "Summary of the tasks" (#6509)
* [doc] multiple corrections to "Summary of the tasks"

* fix indentation

* correction

* fix links, add links to examples/seq2seq/README.md instead of non-existing script
2020-08-17 11:49:16 -04:00
Stas Bekman
84d33317ae
[doc] make the text more readable, fix some typos, add some disambiguation (#6508)
* [doc] make the text more readable, fix some typos, add some disambiguation

* Update docs/source/glossary.rst

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-08-17 11:07:58 -04:00
Joe Davison
d0c2389f48
add custom datasets tutorial (#6466)
* add custom datasets tutorial

* python -> bash code blocks

* Apply suggestions from code review

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

* minor review feedback changes

* add working native QA snippet

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-08-17 09:15:34 -04:00
Patrick von Platen
36010cb1e2
fix pegasus doc (#6533) 2020-08-17 12:24:43 +02:00
Stas Bekman
49d8076fa2
[doc] Summary of the models fixes (#6511)
* [doc] Summary of the models fixes

* correction
2020-08-17 16:04:53 +08:00
Stas Bekman
423eb5b1d7
[doc] fix invalid env vars (#6504)
- remove invalid `ENV_` prefix.
- add a few ':' while at it
2020-08-17 11:11:40 +08:00
Stas Bekman
df15c7c226
typos (#6505) 2020-08-17 10:57:36 +08:00
Sylvain Gugger
895ed8f451
Generation doc (#6470)
* Generation doc

* MBartForConditionalGeneration (#6441)

* add MBartForConditionalGeneration

* style

* rebase and fixes

* add mbart test in TEST_FILES_WITH_NO_COMMON_TESTS

* fix docs

* don't ignore mbart

* doc

* fix mbart fairseq link

* put mbart before bart

* apply doc suggestions

* Use hash to clean the test dirs (#6475)

* Use hash to clean the test dirs

* Use hash to clean the test dirs

* Use hash to clean the test dirs

* fix

* [EncoderDecoder] Add Cross Attention for GPT2 (#6415)

* add cross attention layers for gpt2

* make gpt2 cross attention work

* finish bert2gpt2

* add explicit comments

* remove attention mask since not yet supported

* revert attn mask in pipeline

* Update src/transformers/modeling_gpt2.py

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

* Update src/transformers/modeling_encoder_decoder.py

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

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

* Sort unique_no_split_tokens to make it deterministic (#6461)

* change unique_no_split_tokens's type to set

* use sorted list instead of set

* style

* Import accuracy_score (#6480)

* Apply suggestions from code review

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

* Address comments

* Styling

* Generation doc

* Apply suggestions from code review

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

* Address comments

* Styling

Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Kevin Canwen Xu <canwenxu@126.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Quentin Lhoest <42851186+lhoestq@users.noreply.github.com>
Co-authored-by: gijswijnholds <gijswijnholds@gmail.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-08-14 09:46:39 -04:00
gijswijnholds
b5ba758ba9
Import accuracy_score (#6480) 2020-08-14 08:16:16 -04:00
Suraj Patil
680f1337c3
MBartForConditionalGeneration (#6441)
* add MBartForConditionalGeneration

* style

* rebase and fixes

* add mbart test in TEST_FILES_WITH_NO_COMMON_TESTS

* fix docs

* don't ignore mbart

* doc

* fix mbart fairseq link

* put mbart before bart

* apply doc suggestions
2020-08-14 03:21:16 -04:00
Patrick von Platen
0735def8e1
[EncoderDecoder] Add encoder-decoder for roberta/ vanilla longformer (#6411)
* add encoder-decoder for roberta

* fix headmask

* apply Sylvains suggestions

* fix typo

* Apply suggestions from code review
2020-08-12 18:23:30 +02:00
Sylvain Gugger
a8db954cda
Activate check on the CI (#6427)
* Activate check on the CI

* Fix repo inconsistencies

* Don't document too much
2020-08-12 08:42:14 -04:00
Sylvain Gugger
34fabe1697
Move prediction_loss_only to TrainingArguments (#6426) 2020-08-12 08:03:45 -04:00
Sam Shleifer
be1520d3a3
rename prepare_translation_batch -> prepare_seq2seq_batch (#6103) 2020-08-11 15:57:07 -04:00
Sam Shleifer
66fa8ceaea
PegasusForConditionalGeneration (torch version) (#6340)
Co-authored-by: Jingqing  Zhang <jingqing.zhang15@imperial.ac.uk>
2020-08-11 14:31:23 -04:00
Patrick von Platen
00bb0b25ed
TF Longformer (#5764)
* improve names and tests longformer

* more and better tests for longformer

* add first tf test

* finalize tf basic op functions

* fix merge

* tf shape test passes

* narrow down discrepancies

* make longformer local attn tf work

* correct tf longformer

* add first global attn function

* add more global longformer func

* advance tf longformer

* finish global attn

* upload big model

* finish all tests

* correct false any statement

* fix common tests

* make all tests pass except keras save load

* fix some tests

* fix torch test import

* finish tests

* fix test

* fix torch tf tests

* add docs

* finish docs

* Update src/transformers/modeling_longformer.py

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

* Update src/transformers/modeling_tf_longformer.py

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

* apply Lysandres suggestions

* reverse to assert statement because function will fail otherwise

* applying sylvains recommendations

* Update src/transformers/modeling_longformer.py

Co-authored-by: Sam Shleifer <sshleifer@gmail.com>

* Update src/transformers/modeling_tf_longformer.py

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Sam Shleifer <sshleifer@gmail.com>
2020-08-10 23:25:06 +02:00
Sylvain Gugger
06bc347c97
Fix links for open in colab (#6391) 2020-08-10 11:16:17 -04:00
Sylvain Gugger
3e0fe3cf5c
Colab button (#6389)
* Add colab button

* Add colab link for tutorials
2020-08-10 11:12:29 -04:00
Sylvain Gugger
6028ed92bd
Small docfile fixes (#6328) 2020-08-10 05:37:12 -04:00
Sylvain Gugger
6ba540b747
Add a script to check all models are tested and documented (#6298)
* Add a script to check all models are tested and documented

* Apply suggestions from code review

Co-authored-by: Kevin Canwen Xu <canwenxu@126.com>

* Address comments

Co-authored-by: Kevin Canwen Xu <canwenxu@126.com>
2020-08-07 09:18:37 -04:00
Sylvain Gugger
c67d1a0259
Tf model outputs (#6247)
* TF outputs and test on BERT

* Albert to DistilBert

* All remaining TF models except T5

* Documentation

* One file forgotten

* TF outputs and test on BERT

* Albert to DistilBert

* All remaining TF models except T5

* Documentation

* One file forgotten

* Add new models and fix issues

* Quality improvements

* Add T5

* A bit of cleanup

* Fix for slow tests

* Style
2020-08-05 11:34:39 -04:00
Joe Davison
972535ea74
fix zero shot pipeline docs (#6245) 2020-08-04 16:37:49 -04:00
Kevin Canwen Xu
3c289fb38c
Remove outdated BERT tips (#6217)
* Remove out-dated BERT tips

* Update modeling_outputs.py

* Update bert.rst

* Update bert.rst
2020-08-04 01:17:56 +08:00
Sylvain Gugger
e4920c92d6
Doc pipelines (#6175)
* Init work on pipelines doc

* Work in progress

* Work in progress

* Doc pipelines

* Rm unwanted default

* Apply suggestions from code review

Lysandre comments

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-08-03 11:44:46 -04:00
Faiaz Rahman
a39dfe4fb1
Fixed typo in Longformer (#6180) 2020-08-01 18:20:48 +08:00
Sylvain Gugger
86caab1e0b
Harmonize both Trainers API (#6157)
* Harmonize both Trainers API

* Fix test

* main_prcess -> process_zero
2020-07-31 09:43:23 -04:00
Paul O'Leary McCann
cf3cf304ca
Replace mecab-python3 with fugashi for Japanese tokenization (#6086)
* Replace mecab-python3 with fugashi

This replaces mecab-python3 with fugashi for Japanese tokenization. I am
the maintainer of both projects.

Both projects are MeCab wrappers, so the underlying C++ code is the
same. fugashi is the newer wrapper and doesn't use SWIG, so for basic
use of the MeCab API it's easier to use.

This code insures the use of a version of ipadic installed via pip,
which should make versioning and tracking down issues easier.

fugashi has wheels for Windows, OSX, and Linux, which will help with
issues with installing old versions of mecab-python3 on Windows.
Compared to mecab-python3, because fugashi doesn't use SWIG, it doesn't
require a C++ runtime to be installed on Windows.

In adding this change I removed some code dealing with `cursor`,
`token_start`, and `token_end` variables. These variables didn't seem to
be used for anything, it is unclear to me why they were there.

I ran the tests and they passed, though I couldn't figure out how to run
the slow tests (`--runslow` gave an error) and didn't try testing with
Tensorflow.

* Style fix

* Remove unused variable

Forgot to delete this...

* Adapt doc with install instructions

* Fix typo

Co-authored-by: sgugger <sylvain.gugger@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-07-31 04:41:14 -04:00
Funtowicz Morgan
7231f7b503
Enable ONNX/ONNXRuntime optimizations through converter script (#6131)
* 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>
2020-07-31 09:45:13 +02:00
Sylvain Gugger
f3065abdb8
Doc tokenizer (#6110)
* Start doc tokenizers

* Tokenizer documentation

* Start doc tokenizers

* Tokenizer documentation

* Formatting after rebase

* Formatting after merge

* Update docs/source/main_classes/tokenizer.rst

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

* Address comment

* Update src/transformers/tokenization_utils_base.py

Co-authored-by: Thomas Wolf <thomwolf@users.noreply.github.com>

* Address Thom's comments

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Thomas Wolf <thomwolf@users.noreply.github.com>
2020-07-30 14:51:19 -04:00
guillaume-be
e642c78908
Addition of a DialoguePipeline (#5516)
* initial commit for pipeline implementation

Addition of input processing and history concatenation

* Conversation pipeline tested and working for single & multiple conversation inputs

* Added docstrings for dialogue pipeline

* Addition of dialogue pipeline integration tests

* Delete test_t5.py

* Fixed max code length

* Updated styling

* Fixed test broken by formatting tools

* Removed unused import

* Added unit test for DialoguePipeline

* Fixed Tensorflow compatibility

* Fixed multi-framework support using framework flag

* - Fixed docstring
- Added `min_length_for_response` as an initialization parameter
- Renamed `*args` to `conversations`, `conversations` being a `Conversation` or a `List[Conversation]`
- Updated truncation to truncate entire segments of conversations, instead of cutting in the middle of a user/bot input

* - renamed pipeline name from dialogue to conversational
- removed hardcoded default value of 1000 and use config.max_length instead
- added `append_response` and `set_history` method to the Conversation class to avoid direct fields mutation
- fixed bug in history truncation method

* - Updated ConversationalPipeline to accept only active conversations (otherwise a ValueError is raised)

* - Simplified input tensor conversion

* - Updated attention_mask value for Tensorflow compatibility

* - Updated last dialogue reference to conversational & fixed integration tests

* Fixed conflict with master

* Updates following review comments

* Updated formatting

* Added Conversation and ConversationalPipeline to the library __init__, addition of docstrings for Conversation, added both to the docs

* Update src/transformers/pipelines.py

Updated docsting following review

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

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2020-07-30 14:11:39 -04:00
Sylvain Gugger
91cb95461e
Switch from return_tuple to return_dict (#6138)
* Switch from return_tuple to return_dict

* Fix test

* [WIP] Test TF Flaubert + Add {XLM, Flaubert}{TokenClassification, MultipleC… (#5614)

* Test TF Flaubert + Add {XLM, Flaubert}{TokenClassification, MultipleChoice} models and tests

* AutoModels


Tiny tweaks

* Style

* Final changes before merge

* Re-order for simpler review

* Final fixes

* Addressing @sgugger's comments

* Test MultipleChoice

* Rework TF trainer (#6038)

* Fully rework training/prediction loops

* fix method name

* Fix variable name

* Fix property name

* Fix scope

* Fix method name

* Fix tuple index

* Fix tuple index

* Fix indentation

* Fix variable name

* fix eval before log

* Add drop remainder for test dataset

* Fix step number + fix logging datetime

* fix eval loss value

* use global step instead of step + fix logging at step 0

* Fix logging datetime

* Fix global_step usage

* Fix breaking loop + logging datetime

* Fix step in prediction loop

* Fix step breaking

* Fix train/test loops

* Force TF at least 2.2 for the trainer

* Use assert_cardinality to facilitate the dataset size computation

* Log steps per epoch

* Make tfds compliant with TPU

* Make tfds compliant with TPU

* Use TF dataset enumerate instead of the Python one

* revert previous commit

* Fix data_dir

* Apply style

* rebase on master

* Address Sylvain's comments

* Address Sylvain's and Lysandre comments

* Trigger CI

* Remove unused import

* Switch from return_tuple to return_dict

* Fix test

* Add recent model

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
Co-authored-by: Julien Plu <plu.julien@gmail.com>
2020-07-30 09:17:00 -04:00
Oren Amsalem
d24ea708d7
Actually the extra_id are from 0-99 and not from 1-100 (#5967)
a = tokenizer.encode("we got a <extra_id_99>", return_tensors='pt',add_special_tokens=True)
print(a)
>tensor([[   62,   530,     3,     9, 32000]])
a = tokenizer.encode("we got a <extra_id_100>", return_tensors='pt',add_special_tokens=True)
print(a)
>tensor([[   62,   530,     3,     9,     3,     2, 25666,   834,    23,    26,
           834,  2915,  3155]])
2020-07-30 06:13:29 -04:00
Funtowicz Morgan
6c002853a6
Added capability to quantize a model while exporting through ONNX. (#6089)
* 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>
2020-07-29 13:21:29 +02:00
Funtowicz Morgan
640550fc7a
ONNX documentation (#5992)
* 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>
2020-07-29 11:02:35 +02:00
Xin Wen
b9b11795cf
Update model_summary.rst (#5737)
Add '-' to make the reference of Transformer-XL more accurate and formal.
2020-07-27 05:34:02 -04:00
Sylvain Gugger
3b44aa935a
Model utils doc (#6005)
* Document TF modeling utils

* Document all model utils
2020-07-24 09:16:28 -04:00
Sylvain Gugger
33d7506ea1
Update doc of the model page (#5985) 2020-07-22 18:14:57 -04:00
Sylvain Gugger
e714412fe6
Update doc to new model outputs (#5946)
* Update doc to new model outputs

* Fix outputs in quicktour
2020-07-21 18:13:55 -04:00
Sylvain Gugger
a20969170b
Add AlbertForPretraining to doc (#5914) 2020-07-20 17:53:21 -04:00
Joe Davison
5d178954c9
tiny ppl doc typo fix (#5751) 2020-07-14 10:39:44 -06:00
Stas Bekman
45addfe96d
FlaubertForTokenClassification (#5644)
* implement FlaubertForTokenClassification as a subclass of XLMForTokenClassification

* fix mapping order

* add the doc

* add common tests
2020-07-13 14:59:53 -04:00
Stas Bekman
0a19a49dfe
doc improvements (#5688) 2020-07-13 18:10:17 +08:00
Sylvain Gugger
7fad617dc1
Document model outputs (#5673)
* Document model outputs

* Update docs/source/main_classes/output.rst

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

Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
2020-07-10 17:31:02 -04:00
Sylvain Gugger
b2747af543
Improvements to PretrainedConfig documentation (#5642)
* Update PretrainedConfig doc

* Formatting

* Small fixes

* Forgotten args and more cleanup
2020-07-10 10:31:47 -04:00
Sylvain Gugger
760f726e51
Add forum link in the docs (#5637) 2020-07-09 15:13:22 -04:00