Commit Graph

671 Commits

Author SHA1 Message Date
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