GitLab

* up

* up

* fix

* up

* Update examples/pytorch/test_xla_examples.py

* correct labels

* up

* up

* up

* up

* up

* up

Updated masked-language modeling examples in pytorch
with convention defined by #12789

* specify the text column name in the error message

* pluralize the word fields

[Speech Recognition] - Distributed training: Make sure vocab file removal and creation don't interfer  (#14161)

* up

* better

* Add seq2seq example for QnA on SQuAD Dataset.

* Changes from review - Fixing styling mistakes.

* Added how to example in README, simplified the access to dataset's preprocess function.

* Added tests for the seq2seq QA example.

* Change dataset column name to fix tests.

* Fix test command mistake.

* Add missing argument 'ignore_pad_token_for_loss' from DataTrainingArguments.

* Add missing argument 'num_beams' from DataTrainingArguments.

* Fix processing of output predicted token ids so that tokenizer decode gets appropriate input. Updated assertion conditions on the tests.

last line: "# limitations under the License." is missing

* Update SEW integration test tolerance

* Add audio classification notebooks

* up

* Update notebooks/README.md

* Update SEW integration test tolerance

* Update audio classification

* Update test

* Remove torchaudio

* Add dataset revision

* Hub branch naming

* Revert dataset revisions

* Update datasets

* up

* up

* up

* finish

* finish

* up

* finish all

* up

* fixed horizon_length

* fixed horizon_length

* fix style

This reverts commit 5b6bd4e7.

* adapt wav2vec2

* add example

* add files

* adapt

* remove bogus file

* Apply suggestions from code review

* adapt files more

* upload changes

* del old files

* up

* up

* up

* up

* up

* correct gradient checkpoitning

* add readme

* finish

* finish

* up

* more fixes

* up

* up

* add demo run to readme

* up

* #12789 Replace assert statements with exceptions

* fix-copies: made copy changes to utils_qa.py in examples/pytorch/question-answering and examples/tensorflow/question-answering

* minor refactor for clarity

* Add all example files.

* Reformat files by black.

* Style.

* Remove unused imports.
Co-authored-by: Morgan Funtowicz <funtowiczmo@gmail.com>

* Add example use of few-shot named entity recognition model in research_projects folder.

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update fsner example README.md.

- Change wrong import FSNERTokenizerWrapper to FSNERTokenizerUtils in the example code
- Add a link to the model identifier

* Update examples/research_projects/fsner/src/fsner/model.py

Fix spelling mistake in the default parameter of pretrained model name.
Co-authored-by: Stefan Schweter <stefan@schweter.it>

* Add example use of few-shot named entity recognition model in research_projects folder.

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update fsner example README.md.

- Change wrong import FSNERTokenizerWrapper to FSNERTokenizerUtils in the example code
- Add a link to the model identifier

* Update examples/research_projects/fsner/src/fsner/model.py

Fix spelling mistake in the default parameter of pretrained model name.
Co-authored-by: Stefan Schweter <stefan@schweter.it>

* Run Checking/fixing examples/flax/language-modeling/run_clm_flax.py examples/flax/question-answering/run_qa.py examples/flax/question-answering/utils_qa.py examples/flax/token-classification/run_flax_ner.py examples/legacy/multiple_choice/utils_multiple_choice.py examples/legacy/seq2seq/seq2seq_trainer.py examples/legacy/token-classification/utils_ner.py examples/pytorch/image-classification/run_image_classification.py examples/pytorch/language-modeling/run_clm.py examples/pytorch/language-modeling/run_clm_no_trainer.py examples/pytorch/language-modeling/run_mlm.py examples/pytorch/language-modeling/run_mlm_no_trainer.py examples/pytorch/language-modeling/run_plm.py examples/pytorch/multiple-choice/run_swag.py examples/pytorch/multiple-choice/run_swag_no_trainer.py examples/pytorch/question-answering/run_qa.py examples/pytorch/question-answering/run_qa_beam_search.py examples/pytorch/question-answering/run_qa_beam_search_no_trainer.py examples/pytorch/question-answering/run_qa_no_trainer.py examples/pytorch/summarization/run_summarization.py examples/pytorch/summarization/run_summarization_no_trainer.py examples/pytorch/test_examples.py examples/pytorch/text-classification/run_glue.py examples/pytorch/text-classification/run_glue_no_trainer.py examples/pytorch/text-classification/run_xnli.py examples/pytorch/token-classification/run_ner.py examples/pytorch/token-classification/run_ner_no_trainer.py examples/pytorch/translation/run_translation.py examples/pytorch/translation/run_translation_no_trainer.py examples/research_projects/adversarial/utils_hans.py examples/research_projects/distillation/grouped_batch_sampler.py examples/research_projects/fsner/setup.py examples/research_projects/fsner/src/fsner/__init__.py examples/research_projects/fsner/src/fsner/model.py examples/research_projects/fsner/src/fsner/tokenizer_utils.py examples/research_projects/jax-projects/big_bird/evaluate.py examples/research_projects/jax-projects/hybrid_clip/run_hybrid_clip.py examples/tensorflow/language-modeling/run_clm.py examples/tensorflow/multiple-choice/run_swag.py examples/tensorflow/question-answering/run_qa.py examples/tensorflow/summarization/run_summarization.py examples/tensorflow/text-classification/run_glue.py examples/tensorflow/translation/run_translation.py src/transformers/__init__.py src/transformers/commands/add_new_model.py src/transformers/configuration_utils.py src/transformers/convert_slow_tokenizer.py src/transformers/data/__init__.py src/transformers/data/data_collator.py src/transformers/data/datasets/glue.py src/transformers/data/datasets/language_modeling.py src/transformers/data/datasets/squad.py src/transformers/deepspeed.py src/transformers/dependency_versions_table.py src/transformers/feature_extraction_sequence_utils.py src/transformers/file_utils.py src/transformers/generation_flax_utils.py src/transformers/generation_logits_process.py src/transformers/generation_tf_utils.py src/transformers/generation_utils.py src/transformers/integrations.py src/transformers/modelcard.py src/transformers/modeling_flax_utils.py src/transformers/modeling_outputs.py src/transformers/modeling_tf_utils.py src/transformers/modeling_utils.py src/transformers/models/__init__.py src/transformers/models/albert/__init__.py src/transformers/models/albert/modeling_albert.py src/transformers/models/albert/modeling_flax_albert.py src/transformers/models/albert/tokenization_albert_fast.py src/transformers/models/auto/__init__.py src/transformers/models/auto/auto_factory.py src/transformers/models/auto/configuration_auto.py src/transformers/models/auto/dynamic.py src/transformers/models/auto/feature_extraction_auto.py src/transformers/models/auto/modeling_auto.py src/transformers/models/auto/modeling_flax_auto.py src/transformers/models/auto/modeling_tf_auto.py src/transformers/models/auto/tokenization_auto.py src/transformers/models/bart/configuration_bart.py src/transformers/models/bart/modeling_bart.py src/transformers/models/bart/modeling_flax_bart.py src/transformers/models/bart/modeling_tf_bart.py src/transformers/models/barthez/tokenization_barthez_fast.py src/transformers/models/beit/__init__.py src/transformers/models/beit/configuration_beit.py src/transformers/models/beit/modeling_beit.py src/transformers/models/beit/modeling_flax_beit.py src/transformers/models/bert/configuration_bert.py src/transformers/models/bert/modeling_bert.py src/transformers/models/bert/modeling_flax_bert.py src/transformers/models/bert_generation/configuration_bert_generation.py src/transformers/models/bert_generation/modeling_bert_generation.py src/transformers/models/big_bird/configuration_big_bird.py src/transformers/models/big_bird/modeling_big_bird.py src/transformers/models/big_bird/modeling_flax_big_bird.py src/transformers/models/big_bird/tokenization_big_bird_fast.py src/transformers/models/bigbird_pegasus/configuration_bigbird_pegasus.py src/transformers/models/bigbird_pegasus/modeling_bigbird_pegasus.py src/transformers/models/blenderbot/configuration_blenderbot.py src/transformers/models/blenderbot/modeling_blenderbot.py src/transformers/models/blenderbot/modeling_tf_blenderbot.py src/transformers/models/blenderbot_small/configuration_blenderbot_small.py src/transformers/models/blenderbot_small/modeling_blenderbot_small.py src/transformers/models/blenderbot_small/modeling_tf_blenderbot_small.py src/transformers/models/byt5/tokenization_byt5.py src/transformers/models/camembert/tokenization_camembert_fast.py src/transformers/models/canine/configuration_canine.py src/transformers/models/canine/modeling_canine.py src/transformers/models/clip/configuration_clip.py src/transformers/models/clip/convert_clip_original_pytorch_to_hf.py src/transformers/models/clip/modeling_clip.py src/transformers/models/clip/modeling_flax_clip.py src/transformers/models/clip/tokenization_clip.py src/transformers/models/convbert/modeling_convbert.py src/transformers/models/ctrl/configuration_ctrl.py src/transformers/models/deberta/modeling_tf_deberta.py src/transformers/models/deberta_v2/__init__.py src/transformers/models/deberta_v2/modeling_deberta_v2.py src/transformers/models/deberta_v2/modeling_tf_deberta_v2.py src/transformers/models/deit/configuration_deit.py src/transformers/models/deit/modeling_deit.py src/transformers/models/detr/configuration_detr.py src/transformers/models/detr/modeling_detr.py src/transformers/models/distilbert/__init__.py src/transformers/models/distilbert/configuration_distilbert.py src/transformers/models/distilbert/modeling_distilbert.py src/transformers/models/distilbert/modeling_flax_distilbert.py src/transformers/models/dpr/configuration_dpr.py src/transformers/models/dpr/modeling_dpr.py src/transformers/models/electra/modeling_electra.py src/transformers/models/electra/modeling_flax_electra.py src/transformers/models/encoder_decoder/__init__.py src/transformers/models/encoder_decoder/modeling_encoder_decoder.py src/transformers/models/encoder_decoder/modeling_flax_encoder_decoder.py src/transformers/models/flaubert/configuration_flaubert.py src/transformers/models/flaubert/modeling_flaubert.py src/transformers/models/fnet/__init__.py src/transformers/models/fnet/configuration_fnet.py src/transformers/models/fnet/convert_fnet_original_flax_checkpoint_to_pytorch.py src/transformers/models/fnet/modeling_fnet.py src/transformers/models/fnet/tokenization_fnet.py src/transformers/models/fnet/tokenization_fnet_fast.py src/transformers/models/fsmt/configuration_fsmt.py src/transformers/models/fsmt/modeling_fsmt.py src/transformers/models/funnel/configuration_funnel.py src/transformers/models/gpt2/__init__.py src/transformers/models/gpt2/configuration_gpt2.py src/transformers/models/gpt2/modeling_flax_gpt2.py src/transformers/models/gpt2/modeling_gpt2.py src/transformers/models/gpt2/modeling_tf_gpt2.py src/transformers/models/gpt_neo/configuration_gpt_neo.py src/transformers/models/gpt_neo/modeling_gpt_neo.py src/transformers/models/gptj/__init__.py src/transformers/models/gptj/configuration_gptj.py src/transformers/models/gptj/modeling_gptj.py src/transformers/models/herbert/tokenization_herbert_fast.py src/transformers/models/hubert/__init__.py src/transformers/models/hubert/configuration_hubert.py src/transformers/models/hubert/convert_hubert_original_s3prl_checkpoint_to_pytorch.py src/transformers/models/hubert/modeling_hubert.py src/transformers/models/hubert/modeling_tf_hubert.py src/transformers/models/ibert/modeling_ibert.py src/transformers/models/layoutlm/__init__.py src/transformers/models/layoutlm/configuration_layoutlm.py src/transformers/models/layoutlm/modeling_layoutlm.py src/transformers/models/layoutlmv2/__init__.py src/transformers/models/layoutlmv2/configuration_layoutlmv2.py src/transformers/models/layoutlmv2/feature_extraction_layoutlmv2.py src/transformers/models/layoutlmv2/modeling_layoutlmv2.py src/transformers/models/layoutlmv2/processing_layoutlmv2.py src/transformers/models/layoutlmv2/tokenization_layoutlmv2.py src/transformers/models/layoutlmv2/tokenization_layoutlmv2_fast.py src/transformers/models/led/configuration_led.py src/transformers/models/led/modeling_led.py src/transformers/models/longformer/modeling_longformer.py src/transformers/models/luke/configuration_luke.py src/transformers/models/luke/modeling_luke.py src/transformers/models/luke/tokenization_luke.py src/transformers/models/lxmert/configuration_lxmert.py src/transformers/models/m2m_100/configuration_m2m_100.py src/transformers/models/m2m_100/modeling_m2m_100.py src/transformers/models/m2m_100/tokenization_m2m_100.py src/transformers/models/marian/configuration_marian.py src/transformers/models/marian/modeling_flax_marian.py src/transformers/models/marian/modeling_marian.py src/transformers/models/marian/modeling_tf_marian.py src/transformers/models/mbart/configuration_mbart.py src/transformers/models/mbart/modeling_flax_mbart.py src/transformers/models/mbart/modeling_mbart.py src/transformers/models/mbart/tokenization_mbart.py src/transformers/models/mbart/tokenization_mbart_fast.py src/transformers/models/mbart50/tokenization_mbart50.py src/transformers/models/mbart50/tokenization_mbart50_fast.py src/transformers/models/megatron_bert/configuration_megatron_bert.py src/transformers/models/megatron_bert/convert_megatron_bert_checkpoint.py src/transformers/models/megatron_bert/modeling_megatron_bert.py src/transformers/models/megatron_gpt2/convert_megatron_gpt2_checkpoint.py src/transformers/models/openai/configuration_openai.py src/transformers/models/pegasus/__init__.py src/transformers/models/pegasus/configuration_pegasus.py src/transformers/models/pegasus/modeling_flax_pegasus.py src/transformers/models/pegasus/modeling_pegasus.py src/transformers/models/pegasus/modeling_tf_pegasus.py src/transformers/models/pegasus/tokenization_pegasus_fast.py src/transformers/models/prophetnet/configuration_prophetnet.py src/transformers/models/prophetnet/modeling_prophetnet.py src/transformers/models/rag/modeling_rag.py src/transformers/models/rag/modeling_tf_rag.py src/transformers/models/reformer/configuration_reformer.py src/transformers/models/reformer/tokenization_reformer_fast.py src/transformers/models/rembert/configuration_rembert.py src/transformers/models/rembert/modeling_rembert.py src/transformers/models/rembert/tokenization_rembert_fast.py src/transformers/models/roberta/modeling_flax_roberta.py src/transformers/models/roberta/modeling_roberta.py src/transformers/models/roberta/modeling_tf_roberta.py src/transformers/models/roformer/configuration_roformer.py src/transformers/models/roformer/modeling_roformer.py src/transformers/models/speech_encoder_decoder/__init__.py src/transformers/models/speech_encoder_decoder/configuration_speech_encoder_decoder.py src/transformers/models/speech_encoder_decoder/convert_speech_to_text_wav2vec2_seq2seq_original_to_pytorch.py src/transformers/models/speech_encoder_decoder/modeling_speech_encoder_decoder.py src/transformers/models/speech_to_text/configuration_speech_to_text.py src/transformers/models/speech_to_text/feature_extraction_speech_to_text.py src/transformers/models/speech_to_text/modeling_speech_to_text.py src/transformers/models/speech_to_text_2/__init__.py src/transformers/models/speech_to_text_2/configuration_speech_to_text_2.py src/transformers/models/speech_to_text_2/modeling_speech_to_text_2.py src/transformers/models/speech_to_text_2/processing_speech_to_text_2.py src/transformers/models/speech_to_text_2/tokenization_speech_to_text_2.py src/transformers/models/splinter/configuration_splinter.py src/transformers/models/splinter/modeling_splinter.py src/transformers/models/t5/configuration_t5.py src/transformers/models/t5/modeling_flax_t5.py src/transformers/models/t5/modeling_t5.py src/transformers/models/t5/modeling_tf_t5.py src/transformers/models/t5/tokenization_t5_fast.py src/transformers/models/tapas/__init__.py src/transformers/models/tapas/configuration_tapas.py src/transformers/models/tapas/convert_tapas_original_tf_checkpoint_to_pytorch.py src/transformers/models/tapas/modeling_tapas.py src/transformers/models/tapas/tokenization_tapas.py src/transformers/models/transfo_xl/configuration_transfo_xl.py src/transformers/models/visual_bert/modeling_visual_bert.py src/transformers/models/vit/configuration_vit.py src/transformers/models/vit/convert_dino_to_pytorch.py src/transformers/models/vit/modeling_flax_vit.py src/transformers/models/vit/modeling_vit.py src/transformers/models/wav2vec2/__init__.py src/transformers/models/wav2vec2/configuration_wav2vec2.py src/transformers/models/wav2vec2/convert_wav2vec2_original_s3prl_checkpoint_to_pytorch.py src/transformers/models/wav2vec2/feature_extraction_wav2vec2.py src/transformers/models/wav2vec2/modeling_flax_wav2vec2.py src/transformers/models/wav2vec2/modeling_wav2vec2.py src/transformers/models/wav2vec2/tokenization_wav2vec2.py src/transformers/models/xlm/configuration_xlm.py src/transformers/models/xlm_roberta/tokenization_xlm_roberta.py src/transformers/models/xlm_roberta/tokenization_xlm_roberta_fast.py src/transformers/models/xlnet/configuration_xlnet.py src/transformers/models/xlnet/tokenization_xlnet_fast.py src/transformers/onnx/convert.py src/transformers/onnx/features.py src/transformers/optimization.py src/transformers/pipelines/__init__.py src/transformers/pipelines/audio_classification.py src/transformers/pipelines/automatic_speech_recognition.py src/transformers/pipelines/base.py src/transformers/pipelines/conversational.py src/transformers/pipelines/feature_extraction.py src/transformers/pipelines/fill_mask.py src/transformers/pipelines/image_classification.py src/transformers/pipelines/object_detection.py src/transformers/pipelines/question_answering.py src/transformers/pipelines/table_question_answering.py src/transformers/pipelines/text2text_generation.py src/transformers/pipelines/text_classification.py src/transformers/pipelines/text_generation.py src/transformers/pipelines/token_classification.py src/transformers/pipelines/zero_shot_classification.py src/transformers/testing_utils.py src/transformers/tokenization_utils.py src/transformers/tokenization_utils_base.py src/transformers/tokenization_utils_fast.py src/transformers/trainer.py src/transformers/trainer_callback.py src/transformers/trainer_pt_utils.py src/transformers/trainer_seq2seq.py src/transformers/trainer_utils.py src/transformers/training_args.py src/transformers/training_args_seq2seq.py src/transformers/utils/dummy_detectron2_objects.py src/transformers/utils/dummy_flax_objects.py src/transformers/utils/dummy_pt_objects.py src/transformers/utils/dummy_tf_objects.py src/transformers/utils/dummy_tokenizers_objects.py src/transformers/utils/dummy_vision_objects.py tests/deepspeed/test_deepspeed.py tests/sagemaker/conftest.py tests/sagemaker/test_multi_node_data_parallel.py tests/test_configuration_auto.py tests/test_configuration_common.py tests/test_data_collator.py tests/test_feature_extraction_auto.py tests/test_feature_extraction_layoutlmv2.py tests/test_feature_extraction_speech_to_text.py tests/test_feature_extraction_wav2vec2.py tests/test_file_utils.py tests/test_modeling_auto.py tests/test_modeling_bart.py tests/test_modeling_beit.py tests/test_modeling_bert.py tests/test_modeling_clip.py tests/test_modeling_common.py tests/test_modeling_convbert.py tests/test_modeling_deit.py tests/test_modeling_distilbert.py tests/test_modeling_encoder_decoder.py tests/test_modeling_flaubert.py tests/test_modeling_flax_albert.py tests/test_modeling_flax_bart.py tests/test_modeling_flax_beit.py tests/test_modeling_flax_distilbert.py tests/test_modeling_flax_encoder_decoder.py tests/test_modeling_flax_gpt2.py tests/test_modeling_flax_gpt_neo.py tests/test_modeling_flax_mt5.py tests/test_modeling_flax_pegasus.py tests/test_modeling_fnet.py tests/test_modeling_gpt2.py tests/test_modeling_gpt_neo.py tests/test_modeling_gptj.py tests/test_modeling_hubert.py tests/test_modeling_layoutlmv2.py tests/test_modeling_pegasus.py tests/test_modeling_rag.py tests/test_modeling_reformer.py tests/test_modeling_speech_encoder_decoder.py tests/test_modeling_speech_to_text.py tests/test_modeling_speech_to_text_2.py tests/test_modeling_tf_auto.py tests/test_modeling_tf_deberta_v2.py tests/test_modeling_tf_hubert.py tests/test_modeling_tf_pytorch.py tests/test_modeling_tf_wav2vec2.py tests/test_modeling_wav2vec2.py tests/test_onnx_v2.py tests/test_pipelines_audio_classification.py tests/test_pipelines_automatic_speech_recognition.py tests/test_pipelines_common.py tests/test_pipelines_conversational.py tests/test_pipelines_feature_extraction.py tests/test_pipelines_fill_mask.py tests/test_pipelines_image_classification.py tests/test_pipelines_object_detection.py tests/test_pipelines_question_answering.py tests/test_pipelines_summarization.py tests/test_pipelines_table_question_answering.py tests/test_pipelines_text2text_generation.py tests/test_pipelines_text_classification.py tests/test_pipelines_text_generation.py tests/test_pipelines_token_classification.py tests/test_pipelines_translation.py tests/test_pipelines_zero_shot.py tests/test_processor_layoutlmv2.py tests/test_processor_wav2vec2.py tests/test_sequence_feature_extraction_common.py tests/test_tokenization_auto.py tests/test_tokenization_byt5.py tests/test_tokenization_canine.py tests/test_tokenization_common.py tests/test_tokenization_fnet.py tests/test_tokenization_layoutlmv2.py tests/test_tokenization_luke.py tests/test_tokenization_mbart.py tests/test_tokenization_mbart50.py tests/test_tokenization_speech_to_text_2.py tests/test_tokenization_t5.py tests/test_tokenization_tapas.py tests/test_tokenization_xlm_roberta.py tests/test_trainer.py tests/test_trainer_distributed.py tests/test_trainer_tpu.py tests/test_utils_check_copies.py utils/check_copies.py utils/check_repo.py utils/notification_service.py utils/release.py utils/tests_fetcher.py
python utils/custom_init_isort.py
python utils/style_doc.py src/transformers docs/source --max_len 119
running deps_table_update
updating src/transformers/dependency_versions_table.py
python utils/check_copies.py
python utils/check_table.py
python utils/check_dummies.py
python utils/check_repo.py
Checking all models are public.
Checking all models are properly tested.
Checking all objects are properly documented.
Checking all models are in at least one auto class.
python utils/check_inits.py
python utils/tests_fetcher.py --sanity_check and fix suggested changes.

* Run black examples tests src utils
isort examples tests src utils
Skipped 1 files
make autogenerate_code
make[1]: Entering directory '/mnt/c/Users/Admin/Desktop/Home/Projects/transformers'
running deps_table_update
updating src/transformers/dependency_versions_table.py
make[1]: Leaving directory '/mnt/c/Users/Admin/Desktop/Home/Projects/transformers'
make extra_style_checks
make[1]: Entering directory '/mnt/c/Users/Admin/Desktop/Home/Projects/transformers'
python utils/custom_init_isort.py
python utils/style_doc.py src/transformers docs/source --max_len 119
make[1]: Leaving directory '/mnt/c/Users/Admin/Desktop/Home/Projects/transformers' for reformatting code.

* Add installation dependencies for examples/research_projects/fsner.

* Add support to pass in variable numbers of examples to FSNER model.

* Retrieve start_token_id and end_token_id from tokenizer instead of hardcoding in the FSNER model.

* Run black examples tests src utils
isort examples tests src utils
Skipped 1 files
make autogenerate_code
make[1]: Entering directory '/home/saif/transformers'
running deps_table_update
updating src/transformers/dependency_versions_table.py
make[1]: Leaving directory '/home/saif/transformers'
make extra_style_checks
make[1]: Entering directory '/home/saif/transformers'
python utils/custom_init_isort.py
python utils/style_doc.py src/transformers docs/source --max_len 119
make[1]: Leaving directory '/home/saif/transformers' for FSNER

* Update FSNER readme.md with a header image.

* Update FSNER readme
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Stefan Schweter <stefan@schweter.it>

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

* ✨ update image classification example

* 📌 update reqs

* Restore broken merge

* Additional args, DDP, remove CommonLanguage

* Update examples for V100, add training results

* Style

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

* Remove custom datasets for simplicity, apply suggestions from code review

* Add the attention_mask flag, reorganize README
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>