GitLab

* fixed horizon_length

* fixed horizon_length

* fix style

* 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>

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

the variables of run example is not correct

[Flax/run_hybrid_clip] Fix duplicating images when captions_per_image exceeds the number of captions, enable truncation 

* fix_torch_device_generate_test

* remove @

* finish find and replace

Bumps [notebook](http://jupyter.org

) from 6.1.5 to 6.4.1.

---
updated-dependencies:
- dependency-name: notebook
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update torch.utils.data namespaces to the latest.

* Format

* Update Dataloader.

* Style

* allow passing params to image and text feature method

* ifx for hybrid clip as well

* Remove hf_api module and use hugginface_hub

* Style

* Fix to test_fetcher

* Quality

* Initialize VisualBERT demo

* Update demo

* Add commented URL

* Update README

* Update README

* [Flax] Align device name in docs

* make style

* fix import error

help for `ModelArguments.gradient_checkpointing` should be
"If True, use gradient checkpointing to save memory
at the expense of slower backward pass."
not "Whether to freeze the feature extractor layers of the model."
(which is duplicated from `freeze_feature_extractor` arg)

* fix distiller

* fix style

* fix_torch_device_generate_test

* remove @

* finish

* correct script

* correct script

* fix_torch_device_generate_test

* remove @

* start adding tests

* correct wav2vec2 pretraining

* up

* up
Co-authored-by: Patrick von Platen <patrick@huggingface.co>

* update scripts

* add copyright

* add logging

* cleanup

* add z loss

* add readme

* shard description

* update readme

* fix_torch_device_generate_test

* remove @

* finish

* fix saving and loading

* update readme

* fix_torch_device_generate_test

* remove @

* adapt flax pretrain script

* fix_torch_device_generate_test

* remove @

* upload

* finish dataset streaming

* adapt readme

* finish

* up

* up

* up

* up

* Apply suggestions from code review

* finish

* make style

* make style2

* finish
Co-authored-by: Patrick von Platen <patrick@huggingface.co>

* clip style example

* fix post init

* add requirements

* update readme, few small fixes