├── LICENSE ├── NOTICE ├── README.md ├── data ├── dailydial │ ├── test.h5 │ ├── train.h5 │ └── valid.h5 └── multiwoz │ ├── test.h5 │ ├── train.h5 │ └── valid.h5 ├── data_loader.py ├── learner.py ├── main.py ├── models ├── __init__.py └── dialogBERT.py ├── modules.py ├── prepare_data.py ├── requirements.txt ├── solvers.py └── transformers ├── __init__.py ├── __pycache__ ├── __init__.cpython-36.pyc ├── activations.cpython-36.pyc ├── activations_tf.cpython-36.pyc ├── configuration_albert.cpython-36.pyc ├── configuration_auto.cpython-36.pyc ├── configuration_bart.cpython-36.pyc ├── configuration_bert.cpython-36.pyc ├── configuration_bert_generation.cpython-36.pyc ├── configuration_camembert.cpython-36.pyc ├── configuration_ctrl.cpython-36.pyc ├── configuration_distilbert.cpython-36.pyc ├── configuration_dpr.cpython-36.pyc ├── configuration_electra.cpython-36.pyc ├── configuration_encoder_decoder.cpython-36.pyc ├── configuration_flaubert.cpython-36.pyc ├── configuration_fsmt.cpython-36.pyc ├── configuration_funnel.cpython-36.pyc ├── configuration_gpt2.cpython-36.pyc ├── configuration_layoutlm.cpython-36.pyc ├── configuration_longformer.cpython-36.pyc ├── configuration_lxmert.cpython-36.pyc ├── configuration_marian.cpython-36.pyc ├── configuration_mbart.cpython-36.pyc ├── configuration_mmbt.cpython-36.pyc ├── configuration_mobilebert.cpython-36.pyc ├── configuration_openai.cpython-36.pyc ├── configuration_pegasus.cpython-36.pyc ├── configuration_rag.cpython-36.pyc ├── configuration_reformer.cpython-36.pyc ├── configuration_retribert.cpython-36.pyc ├── configuration_roberta.cpython-36.pyc ├── configuration_t5.cpython-36.pyc ├── configuration_transfo_xl.cpython-36.pyc ├── configuration_utils.cpython-36.pyc ├── configuration_xlm.cpython-36.pyc ├── configuration_xlm_roberta.cpython-36.pyc ├── configuration_xlnet.cpython-36.pyc ├── file_utils.cpython-36.pyc ├── generation_tf_utils.cpython-36.pyc ├── generation_utils.cpython-36.pyc ├── hf_argparser.cpython-36.pyc ├── integrations.cpython-36.pyc ├── modelcard.cpython-36.pyc ├── modeling_albert.cpython-36.pyc ├── modeling_auto.cpython-36.pyc ├── modeling_bart.cpython-36.pyc ├── modeling_bert.cpython-36.pyc ├── modeling_bert_generation.cpython-36.pyc ├── modeling_camembert.cpython-36.pyc ├── modeling_ctrl.cpython-36.pyc ├── modeling_distilbert.cpython-36.pyc ├── modeling_dpr.cpython-36.pyc ├── modeling_electra.cpython-36.pyc ├── modeling_encoder_decoder.cpython-36.pyc ├── modeling_flaubert.cpython-36.pyc ├── modeling_fsmt.cpython-36.pyc ├── modeling_funnel.cpython-36.pyc ├── modeling_gpt2.cpython-36.pyc ├── modeling_layoutlm.cpython-36.pyc ├── modeling_longformer.cpython-36.pyc ├── modeling_lxmert.cpython-36.pyc ├── modeling_marian.cpython-36.pyc ├── modeling_mbart.cpython-36.pyc ├── modeling_mmbt.cpython-36.pyc ├── modeling_mobilebert.cpython-36.pyc ├── modeling_openai.cpython-36.pyc ├── modeling_outputs.cpython-36.pyc ├── modeling_pegasus.cpython-36.pyc ├── modeling_rag.cpython-36.pyc ├── modeling_reformer.cpython-36.pyc ├── modeling_retribert.cpython-36.pyc ├── modeling_roberta.cpython-36.pyc ├── modeling_t5.cpython-36.pyc ├── modeling_tf_albert.cpython-36.pyc ├── modeling_tf_auto.cpython-36.pyc ├── modeling_tf_bert.cpython-36.pyc ├── modeling_tf_camembert.cpython-36.pyc ├── modeling_tf_ctrl.cpython-36.pyc ├── modeling_tf_distilbert.cpython-36.pyc ├── modeling_tf_electra.cpython-36.pyc ├── modeling_tf_flaubert.cpython-36.pyc ├── modeling_tf_funnel.cpython-36.pyc ├── modeling_tf_gpt2.cpython-36.pyc ├── modeling_tf_longformer.cpython-36.pyc ├── modeling_tf_lxmert.cpython-36.pyc ├── modeling_tf_mobilebert.cpython-36.pyc ├── modeling_tf_openai.cpython-36.pyc ├── modeling_tf_outputs.cpython-36.pyc ├── modeling_tf_pytorch_utils.cpython-36.pyc ├── modeling_tf_roberta.cpython-36.pyc ├── modeling_tf_t5.cpython-36.pyc ├── modeling_tf_transfo_xl.cpython-36.pyc ├── modeling_tf_transfo_xl_utilities.cpython-36.pyc ├── modeling_tf_utils.cpython-36.pyc ├── modeling_tf_xlm.cpython-36.pyc ├── modeling_tf_xlm_roberta.cpython-36.pyc ├── modeling_tf_xlnet.cpython-36.pyc ├── modeling_transfo_xl.cpython-36.pyc ├── modeling_transfo_xl_utilities.cpython-36.pyc ├── modeling_utils.cpython-36.pyc ├── modeling_xlm.cpython-36.pyc ├── modeling_xlm_roberta.cpython-36.pyc ├── modeling_xlnet.cpython-36.pyc ├── optimization.cpython-36.pyc ├── optimization_tf.cpython-36.pyc ├── pipelines.cpython-36.pyc ├── retrieval_rag.cpython-36.pyc ├── tokenization_albert.cpython-36.pyc ├── tokenization_auto.cpython-36.pyc ├── tokenization_bart.cpython-36.pyc ├── tokenization_bert.cpython-36.pyc ├── tokenization_bert_generation.cpython-36.pyc ├── tokenization_bert_japanese.cpython-36.pyc ├── tokenization_bertweet.cpython-36.pyc ├── tokenization_camembert.cpython-36.pyc ├── tokenization_ctrl.cpython-36.pyc ├── tokenization_distilbert.cpython-36.pyc ├── tokenization_dpr.cpython-36.pyc ├── tokenization_electra.cpython-36.pyc ├── tokenization_flaubert.cpython-36.pyc ├── tokenization_fsmt.cpython-36.pyc ├── tokenization_funnel.cpython-36.pyc ├── tokenization_gpt2.cpython-36.pyc ├── tokenization_layoutlm.cpython-36.pyc ├── tokenization_longformer.cpython-36.pyc ├── tokenization_lxmert.cpython-36.pyc ├── tokenization_marian.cpython-36.pyc ├── tokenization_mbart.cpython-36.pyc ├── tokenization_mobilebert.cpython-36.pyc ├── tokenization_openai.cpython-36.pyc ├── tokenization_pegasus.cpython-36.pyc ├── tokenization_phobert.cpython-36.pyc ├── tokenization_rag.cpython-36.pyc ├── tokenization_reformer.cpython-36.pyc ├── tokenization_retribert.cpython-36.pyc ├── tokenization_roberta.cpython-36.pyc ├── tokenization_t5.cpython-36.pyc ├── tokenization_transfo_xl.cpython-36.pyc ├── tokenization_utils.cpython-36.pyc ├── tokenization_utils_base.cpython-36.pyc ├── tokenization_utils_fast.cpython-36.pyc ├── tokenization_xlm.cpython-36.pyc ├── tokenization_xlm_roberta.cpython-36.pyc ├── tokenization_xlnet.cpython-36.pyc ├── trainer.cpython-36.pyc ├── trainer_tf.cpython-36.pyc ├── trainer_utils.cpython-36.pyc ├── training_args.cpython-36.pyc └── training_args_tf.cpython-36.pyc ├── activations.py ├── activations_tf.py ├── benchmark ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── benchmark.cpython-36.pyc │ ├── benchmark_args.cpython-36.pyc │ ├── benchmark_args_tf.cpython-36.pyc │ ├── benchmark_args_utils.cpython-36.pyc │ ├── benchmark_tf.cpython-36.pyc │ └── benchmark_utils.cpython-36.pyc ├── benchmark.py ├── benchmark_args.py ├── benchmark_args_tf.py ├── benchmark_args_utils.py ├── benchmark_tf.py └── benchmark_utils.py ├── commands ├── __init__.py ├── convert.py ├── download.py ├── env.py ├── run.py ├── serving.py ├── train.py ├── transformers_cli.py └── user.py ├── configuration_albert.py ├── configuration_auto.py ├── configuration_bart.py ├── configuration_bert.py ├── configuration_bert_generation.py ├── configuration_camembert.py ├── configuration_ctrl.py ├── configuration_distilbert.py ├── configuration_dpr.py ├── configuration_electra.py ├── configuration_encoder_decoder.py ├── configuration_flaubert.py ├── configuration_fsmt.py ├── configuration_funnel.py ├── configuration_gpt2.py ├── configuration_layoutlm.py ├── configuration_longformer.py ├── configuration_lxmert.py ├── configuration_marian.py ├── configuration_mbart.py ├── configuration_mmbt.py ├── configuration_mobilebert.py ├── configuration_openai.py ├── configuration_pegasus.py ├── configuration_rag.py ├── configuration_reformer.py ├── configuration_retribert.py ├── configuration_roberta.py ├── configuration_t5.py ├── configuration_transfo_xl.py ├── configuration_utils.py ├── configuration_xlm.py ├── configuration_xlm_roberta.py ├── configuration_xlnet.py ├── convert_albert_original_tf_checkpoint_to_pytorch.py ├── convert_bart_original_pytorch_checkpoint_to_pytorch.py ├── convert_bert_original_tf2_checkpoint_to_pytorch.py ├── convert_bert_original_tf_checkpoint_to_pytorch.py ├── convert_bert_pytorch_checkpoint_to_original_tf.py ├── convert_dialogpt_original_pytorch_checkpoint_to_pytorch.py ├── convert_dpr_original_checkpoint_to_pytorch.py ├── convert_electra_original_tf_checkpoint_to_pytorch.py ├── convert_fsmt_original_pytorch_checkpoint_to_pytorch.py ├── convert_funnel_original_tf_checkpoint_to_pytorch.py ├── convert_gpt2_original_tf_checkpoint_to_pytorch.py ├── convert_graph_to_onnx.py ├── convert_longformer_original_pytorch_lightning_to_pytorch.py ├── convert_lxmert_original_tf_checkpoint_to_pytorch.py ├── convert_marian_to_pytorch.py ├── convert_mbart_original_checkpoint_to_pytorch.py ├── convert_mobilebert_original_tf_checkpoint_to_pytorch.py ├── convert_openai_original_tf_checkpoint_to_pytorch.py ├── convert_pegasus_tf_to_pytorch.py ├── convert_pytorch_checkpoint_to_tf2.py ├── convert_reformer_trax_checkpoint_to_pytorch.py ├── convert_roberta_original_pytorch_checkpoint_to_pytorch.py ├── convert_t5_original_tf_checkpoint_to_pytorch.py ├── convert_tf_hub_seq_to_seq_bert_to_pytorch.py ├── convert_transfo_xl_original_tf_checkpoint_to_pytorch.py ├── convert_xlm_original_pytorch_checkpoint_to_pytorch.py ├── convert_xlnet_original_tf_checkpoint_to_pytorch.py ├── data ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ └── data_collator.cpython-36.pyc ├── data_collator.py ├── datasets │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── glue.cpython-36.pyc │ │ ├── language_modeling.cpython-36.pyc │ │ └── squad.cpython-36.pyc │ ├── glue.py │ ├── language_modeling.py │ └── squad.py ├── metrics │ ├── __init__.py │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ └── squad_metrics.py ├── processors │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── glue.cpython-36.pyc │ │ ├── squad.cpython-36.pyc │ │ ├── utils.cpython-36.pyc │ │ └── xnli.cpython-36.pyc │ ├── glue.py │ ├── squad.py │ ├── utils.py │ └── xnli.py └── test_generation_utils.py ├── file_utils.py ├── generation_tf_utils.py ├── generation_utils.py ├── hf_api.py ├── hf_argparser.py ├── integrations.py ├── modelcard.py ├── modeling_albert.py ├── modeling_auto.py ├── modeling_bart.py ├── modeling_bert.py ├── modeling_bert_generation.py ├── modeling_camembert.py ├── modeling_ctrl.py ├── modeling_distilbert.py ├── modeling_dpr.py ├── modeling_electra.py ├── modeling_encoder_decoder.py ├── modeling_flaubert.py ├── modeling_fsmt.py ├── modeling_funnel.py ├── modeling_gpt2.py ├── modeling_layoutlm.py ├── modeling_longformer.py ├── modeling_lxmert.py ├── modeling_marian.py ├── modeling_mbart.py ├── modeling_mmbt.py ├── modeling_mobilebert.py ├── modeling_openai.py ├── modeling_outputs.py ├── modeling_pegasus.py ├── modeling_rag.py ├── modeling_reformer.py ├── modeling_retribert.py ├── modeling_roberta.py ├── modeling_t5.py ├── modeling_tf_albert.py ├── modeling_tf_auto.py ├── modeling_tf_bert.py ├── modeling_tf_camembert.py ├── modeling_tf_ctrl.py ├── modeling_tf_distilbert.py ├── modeling_tf_electra.py ├── modeling_tf_flaubert.py ├── modeling_tf_funnel.py ├── modeling_tf_gpt2.py ├── modeling_tf_longformer.py ├── modeling_tf_lxmert.py ├── modeling_tf_mobilebert.py ├── modeling_tf_openai.py ├── modeling_tf_outputs.py ├── modeling_tf_pytorch_utils.py ├── modeling_tf_roberta.py ├── modeling_tf_t5.py ├── modeling_tf_transfo_xl.py ├── modeling_tf_transfo_xl_utilities.py ├── modeling_tf_utils.py ├── modeling_tf_xlm.py ├── modeling_tf_xlm_roberta.py ├── modeling_tf_xlnet.py ├── modeling_transfo_xl.py ├── modeling_transfo_xl_utilities.py ├── modeling_utils.py ├── modeling_xlm.py ├── modeling_xlm_roberta.py ├── modeling_xlnet.py ├── optimization.py ├── optimization_tf.py ├── pipelines.py ├── retrieval_rag.py ├── testing_utils.py ├── tokenization_albert.py ├── tokenization_auto.py ├── tokenization_bart.py ├── tokenization_bert.py ├── tokenization_bert_generation.py ├── tokenization_bert_japanese.py ├── tokenization_bertweet.py ├── tokenization_camembert.py ├── tokenization_ctrl.py ├── tokenization_distilbert.py ├── tokenization_dpr.py ├── tokenization_electra.py ├── tokenization_flaubert.py ├── tokenization_fsmt.py ├── tokenization_funnel.py ├── tokenization_gpt2.py ├── tokenization_layoutlm.py ├── tokenization_longformer.py ├── tokenization_lxmert.py ├── tokenization_marian.py ├── tokenization_mbart.py ├── tokenization_mobilebert.py ├── tokenization_openai.py ├── tokenization_pegasus.py ├── tokenization_phobert.py ├── tokenization_rag.py ├── tokenization_reformer.py ├── tokenization_retribert.py ├── tokenization_roberta.py ├── tokenization_t5.py ├── tokenization_transfo_xl.py ├── tokenization_utils.py ├── tokenization_utils_base.py ├── tokenization_utils_fast.py ├── tokenization_xlm.py ├── tokenization_xlm_roberta.py ├── tokenization_xlnet.py ├── trainer.py ├── trainer_tf.py ├── trainer_utils.py ├── training_args.py ├── training_args_tf.py └── utils ├── __init__.py ├── __pycache__ ├── __init__.cpython-36.pyc └── logging.cpython-36.pyc └── 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