├── .Jenkinsfile ├── .github ├── CODE_OF_CONDUCT.md ├── ISSUE_TEMPLATE │ ├── bug-report-bug--.md │ ├── bug_report.md │ ├── custom-issue-template-------.md │ ├── custom.md │ ├── feature-request------.md │ └── feature_request.md └── PULL_REQUEST_TEMPLATE.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── docs ├── Makefile ├── requirements.txt ├── source │ ├── _templates │ │ └── versions.html │ ├── conf.py │ ├── fastNLP.core.callbacks.callback.rst │ ├── fastNLP.core.callbacks.callback_event.rst │ ├── fastNLP.core.callbacks.callback_manager.rst │ ├── fastNLP.core.callbacks.checkpoint_callback.rst │ ├── fastNLP.core.callbacks.early_stop_callback.rst │ ├── fastNLP.core.callbacks.fitlog_callback.rst │ ├── fastNLP.core.callbacks.has_monitor_callback.rst │ ├── fastNLP.core.callbacks.load_best_model_callback.rst │ ├── fastNLP.core.callbacks.lr_scheduler_callback.rst │ ├── fastNLP.core.callbacks.more_evaluate_callback.rst │ ├── fastNLP.core.callbacks.progress_callback.rst │ ├── fastNLP.core.callbacks.rst │ ├── fastNLP.core.callbacks.timer_callback.rst │ ├── fastNLP.core.callbacks.topk_saver.rst │ ├── fastNLP.core.callbacks.torch_callbacks.rst │ ├── fastNLP.core.callbacks.torch_callbacks.torch_grad_clip_callback.rst │ ├── fastNLP.core.callbacks.torch_callbacks.torch_lr_sched_callback.rst │ ├── fastNLP.core.callbacks.utils.rst │ ├── fastNLP.core.collators.collator.rst │ ├── fastNLP.core.collators.packer_unpacker.rst │ ├── fastNLP.core.collators.padders.exceptions.rst │ ├── fastNLP.core.collators.padders.get_padder.rst │ ├── fastNLP.core.collators.padders.jittor_padder.rst │ ├── fastNLP.core.collators.padders.numpy_padder.rst │ ├── fastNLP.core.collators.padders.oneflow_padder.rst │ ├── fastNLP.core.collators.padders.padder.rst │ ├── fastNLP.core.collators.padders.paddle_padder.rst │ ├── fastNLP.core.collators.padders.raw_padder.rst │ ├── fastNLP.core.collators.padders.rst │ ├── fastNLP.core.collators.padders.torch_padder.rst │ ├── fastNLP.core.collators.padders.torch_utils.rst │ ├── fastNLP.core.collators.padders.utils.rst │ ├── fastNLP.core.collators.rst │ ├── fastNLP.core.controllers.evaluator.rst │ ├── fastNLP.core.controllers.loops.evaluate_batch_loop.rst │ ├── fastNLP.core.controllers.loops.loop.rst │ ├── fastNLP.core.controllers.loops.rst │ ├── fastNLP.core.controllers.loops.train_batch_loop.rst │ ├── fastNLP.core.controllers.rst │ ├── fastNLP.core.controllers.trainer.rst │ ├── fastNLP.core.controllers.utils.rst │ ├── fastNLP.core.controllers.utils.state.rst │ ├── fastNLP.core.controllers.utils.utils.rst │ ├── fastNLP.core.dataloaders.jittor_dataloader.fdl.rst │ ├── fastNLP.core.dataloaders.jittor_dataloader.rst │ ├── fastNLP.core.dataloaders.oneflow_dataloader.fdl.rst │ ├── fastNLP.core.dataloaders.oneflow_dataloader.rst │ ├── fastNLP.core.dataloaders.paddle_dataloader.fdl.rst │ ├── fastNLP.core.dataloaders.paddle_dataloader.rst │ ├── fastNLP.core.dataloaders.prepare_dataloader.rst │ ├── fastNLP.core.dataloaders.rst │ ├── fastNLP.core.dataloaders.torch_dataloader.fdl.rst │ ├── fastNLP.core.dataloaders.torch_dataloader.mix_dataloader.rst │ ├── fastNLP.core.dataloaders.torch_dataloader.rst │ ├── fastNLP.core.dataloaders.utils.rst │ ├── fastNLP.core.dataset.dataset.rst │ ├── fastNLP.core.dataset.field.rst │ ├── fastNLP.core.dataset.instance.rst │ ├── fastNLP.core.dataset.rst │ ├── fastNLP.core.drivers.choose_driver.rst │ ├── fastNLP.core.drivers.driver.rst │ ├── fastNLP.core.drivers.jittor_driver.initialize_jittor_driver.rst │ ├── fastNLP.core.drivers.jittor_driver.jittor_driver.rst │ ├── fastNLP.core.drivers.jittor_driver.mpi.rst │ ├── fastNLP.core.drivers.jittor_driver.rst │ ├── fastNLP.core.drivers.jittor_driver.single_device.rst │ ├── fastNLP.core.drivers.jittor_driver.utils.rst │ ├── fastNLP.core.drivers.oneflow_driver.ddp.rst │ ├── fastNLP.core.drivers.oneflow_driver.dist_utils.rst │ ├── fastNLP.core.drivers.oneflow_driver.initialize_oneflow_driver.rst │ ├── fastNLP.core.drivers.oneflow_driver.oneflow_driver.rst │ ├── fastNLP.core.drivers.oneflow_driver.rst │ ├── fastNLP.core.drivers.oneflow_driver.single_device.rst │ ├── fastNLP.core.drivers.oneflow_driver.utils.rst │ ├── fastNLP.core.drivers.paddle_driver.dist_utils.rst │ ├── fastNLP.core.drivers.paddle_driver.fleet.rst │ ├── fastNLP.core.drivers.paddle_driver.fleet_launcher.rst │ ├── fastNLP.core.drivers.paddle_driver.initialize_paddle_driver.rst │ ├── fastNLP.core.drivers.paddle_driver.paddle_driver.rst │ ├── fastNLP.core.drivers.paddle_driver.rst │ ├── fastNLP.core.drivers.paddle_driver.single_device.rst │ ├── fastNLP.core.drivers.paddle_driver.utils.rst │ ├── fastNLP.core.drivers.rst │ ├── fastNLP.core.drivers.torch_driver.ddp.rst │ ├── fastNLP.core.drivers.torch_driver.deepspeed.rst │ ├── fastNLP.core.drivers.torch_driver.dist_utils.rst │ ├── fastNLP.core.drivers.torch_driver.fairscale.rst │ ├── fastNLP.core.drivers.torch_driver.initialize_torch_driver.rst │ ├── fastNLP.core.drivers.torch_driver.rst │ ├── fastNLP.core.drivers.torch_driver.single_device.rst │ ├── fastNLP.core.drivers.torch_driver.torch_driver.rst │ ├── fastNLP.core.drivers.torch_driver.torch_fsdp.rst │ ├── fastNLP.core.drivers.torch_driver.utils.rst │ ├── fastNLP.core.drivers.utils.rst │ ├── fastNLP.core.log.handler.rst │ ├── fastNLP.core.log.highlighter.rst │ ├── fastNLP.core.log.logger.rst │ ├── fastNLP.core.log.print.rst │ ├── fastNLP.core.log.rst │ ├── fastNLP.core.metrics.accuracy.rst │ ├── fastNLP.core.metrics.backend.auto_backend.rst │ ├── fastNLP.core.metrics.backend.backend.rst │ ├── fastNLP.core.metrics.backend.jittor_backend.backend.rst │ ├── fastNLP.core.metrics.backend.jittor_backend.rst │ ├── fastNLP.core.metrics.backend.oneflow_backend.backend.rst │ ├── fastNLP.core.metrics.backend.oneflow_backend.rst │ ├── fastNLP.core.metrics.backend.paddle_backend.backend.rst │ ├── fastNLP.core.metrics.backend.paddle_backend.rst │ ├── fastNLP.core.metrics.backend.rst │ ├── fastNLP.core.metrics.backend.torch_backend.backend.rst │ ├── fastNLP.core.metrics.backend.torch_backend.rst │ ├── fastNLP.core.metrics.classify_f1_pre_rec_metric.rst │ ├── fastNLP.core.metrics.element.rst │ ├── fastNLP.core.metrics.metric.rst │ ├── fastNLP.core.metrics.rst │ ├── fastNLP.core.metrics.span_f1_pre_rec_metric.rst │ ├── fastNLP.core.metrics.utils.rst │ ├── fastNLP.core.rst │ ├── fastNLP.core.samplers.conversion_utils.rst │ ├── fastNLP.core.samplers.mix_sampler.rst │ ├── fastNLP.core.samplers.reproducible_batch_sampler.rst │ ├── fastNLP.core.samplers.reproducible_sampler.rst │ ├── fastNLP.core.samplers.rst │ ├── fastNLP.core.samplers.unrepeated_sampler.rst │ ├── fastNLP.core.samplers.utils.rst │ ├── fastNLP.core.utils.cache_results.rst │ ├── fastNLP.core.utils.dummy_class.rst │ ├── fastNLP.core.utils.exceptions.rst │ ├── fastNLP.core.utils.jittor_utils.rst │ ├── fastNLP.core.utils.oneflow_utils.rst │ ├── fastNLP.core.utils.paddle_utils.rst │ ├── fastNLP.core.utils.rich_progress.rst │ ├── fastNLP.core.utils.rst │ ├── fastNLP.core.utils.seq_len_to_mask.rst │ ├── fastNLP.core.utils.torch_utils.rst │ ├── fastNLP.core.utils.tqdm_progress.rst │ ├── fastNLP.core.utils.utils.rst │ ├── fastNLP.core.vocabulary.rst │ ├── fastNLP.embeddings.rst │ ├── fastNLP.embeddings.torch.char_embedding.rst │ ├── fastNLP.embeddings.torch.embedding.rst │ ├── fastNLP.embeddings.torch.rst │ ├── fastNLP.embeddings.torch.stack_embedding.rst │ ├── fastNLP.embeddings.torch.static_embedding.rst │ ├── fastNLP.embeddings.torch.utils.rst │ ├── fastNLP.envs.distributed.rst │ ├── fastNLP.envs.env.rst │ ├── fastNLP.envs.imports.rst │ ├── fastNLP.envs.rst │ ├── fastNLP.envs.set_backend.rst │ ├── fastNLP.envs.set_env_on_import.rst │ ├── fastNLP.envs.utils.rst │ ├── fastNLP.io.data_bundle.rst │ ├── fastNLP.io.embed_loader.rst │ ├── fastNLP.io.file_reader.rst │ ├── fastNLP.io.file_utils.rst │ ├── fastNLP.io.loader.classification.rst │ ├── fastNLP.io.loader.conll.rst │ ├── fastNLP.io.loader.csv.rst │ ├── fastNLP.io.loader.cws.rst │ ├── fastNLP.io.loader.json.rst │ ├── fastNLP.io.loader.loader.rst │ ├── fastNLP.io.loader.matching.rst │ ├── fastNLP.io.loader.qa.rst │ ├── fastNLP.io.loader.rst │ ├── fastNLP.io.loader.summarization.rst │ ├── fastNLP.io.pipe.classification.rst │ ├── fastNLP.io.pipe.conll.rst │ ├── fastNLP.io.pipe.construct_graph.rst │ ├── fastNLP.io.pipe.cws.rst │ ├── fastNLP.io.pipe.matching.rst │ ├── fastNLP.io.pipe.pipe.rst │ ├── fastNLP.io.pipe.qa.rst │ ├── fastNLP.io.pipe.rst │ ├── fastNLP.io.pipe.summarization.rst │ ├── fastNLP.io.pipe.utils.rst │ ├── fastNLP.io.rst │ ├── fastNLP.io.utils.rst │ ├── fastNLP.models.rst │ ├── fastNLP.models.torch.biaffine_parser.rst │ ├── fastNLP.models.torch.cnn_text_classification.rst │ ├── fastNLP.models.torch.rst │ ├── fastNLP.models.torch.seq2seq_generator.rst │ ├── fastNLP.models.torch.seq2seq_model.rst │ ├── fastNLP.models.torch.sequence_labeling.rst │ ├── fastNLP.modules.mix_modules.rst │ ├── fastNLP.modules.mix_modules.utils.rst │ ├── fastNLP.modules.rst │ ├── fastNLP.modules.torch.attention.rst │ ├── fastNLP.modules.torch.decoder.crf.rst │ ├── fastNLP.modules.torch.decoder.mlp.rst │ ├── fastNLP.modules.torch.decoder.rst │ ├── fastNLP.modules.torch.decoder.seq2seq_decoder.rst │ ├── fastNLP.modules.torch.decoder.seq2seq_state.rst │ ├── fastNLP.modules.torch.dropout.rst │ ├── fastNLP.modules.torch.encoder.conv_maxpool.rst │ ├── fastNLP.modules.torch.encoder.lstm.rst │ ├── fastNLP.modules.torch.encoder.rst │ ├── fastNLP.modules.torch.encoder.seq2seq_encoder.rst │ ├── fastNLP.modules.torch.encoder.star_transformer.rst │ ├── fastNLP.modules.torch.encoder.transformer.rst │ ├── fastNLP.modules.torch.encoder.variational_rnn.rst │ ├── fastNLP.modules.torch.generator.rst │ ├── fastNLP.modules.torch.generator.seq2seq_generator.rst │ ├── fastNLP.modules.torch.rst │ ├── fastNLP.rst │ ├── fastNLP.transformers.rst │ ├── fastNLP.transformers.torch.rst │ ├── figures │ │ └── procedures.PNG │ ├── index.rst │ ├── modules.rst │ ├── tutorials.rst │ ├── tutorials │ │ ├── fastnlp_torch_tutorial.ipynb │ │ ├── fastnlp_tutorial_0.ipynb │ │ ├── fastnlp_tutorial_1.ipynb │ │ ├── fastnlp_tutorial_2.ipynb │ │ ├── fastnlp_tutorial_3.ipynb │ │ ├── fastnlp_tutorial_4.ipynb │ │ ├── fastnlp_tutorial_5.ipynb │ │ ├── fastnlp_tutorial_6.ipynb │ │ ├── fastnlp_tutorial_e1.ipynb │ │ ├── fastnlp_tutorial_e2.ipynb │ │ ├── fastnlp_tutorial_paddle_e1.ipynb │ │ ├── fastnlp_tutorial_paddle_e2.ipynb │ │ └── figures │ │ │ ├── E1-fig-glue-benchmark.png │ │ │ ├── E2-fig-p-tuning-v2-model.png │ │ │ ├── E2-fig-pet-model.png │ │ │ ├── T0-fig-parameter-matching.png │ │ │ ├── T0-fig-trainer-and-evaluator.png │ │ │ ├── T0-fig-training-structure.png │ │ │ ├── T1-fig-dataset-and-vocabulary.png │ │ │ ├── paddle-ernie-1.0-masking-levels.png │ │ │ ├── paddle-ernie-1.0-masking.png │ │ │ ├── paddle-ernie-2.0-continual-pretrain.png │ │ │ └── paddle-ernie-3.0-framework.png │ └── user │ │ └── example.rst └── transfer.ipynb ├── fastNLP ├── __init__.py ├── core │ ├── __init__.py │ ├── callbacks │ │ ├── __init__.py │ │ ├── callback.py │ │ ├── callback_event.py │ │ ├── callback_manager.py │ │ ├── checkpoint_callback.py │ │ ├── early_stop_callback.py │ │ ├── fitlog_callback.py │ │ ├── has_monitor_callback.py │ │ ├── load_best_model_callback.py │ │ ├── lr_scheduler_callback.py │ │ ├── more_evaluate_callback.py │ │ ├── progress_callback.py │ │ ├── timer_callback.py │ │ ├── topk_saver.py │ │ ├── torch_callbacks │ │ │ ├── __init__.py │ │ │ ├── torch_grad_clip_callback.py │ │ │ └── torch_lr_sched_callback.py │ │ └── utils.py │ ├── collators │ │ ├── __init__.py │ │ ├── collator.py │ │ ├── packer_unpacker.py │ │ └── padders │ │ │ ├── __init__.py │ │ │ ├── exceptions.py │ │ │ ├── get_padder.py │ │ │ ├── jittor_padder.py │ │ │ ├── numpy_padder.py │ │ │ ├── oneflow_padder.py │ │ │ ├── padder.py │ │ │ ├── paddle_padder.py │ │ │ ├── raw_padder.py │ │ │ ├── torch_padder.py │ │ │ ├── torch_utils.py │ │ │ └── utils.py │ ├── controllers │ │ ├── __init__.py │ │ ├── evaluator.py │ │ ├── loops │ │ │ ├── __init__.py │ │ │ ├── evaluate_batch_loop.py │ │ │ ├── loop.py │ │ │ └── train_batch_loop.py │ │ ├── trainer.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── state.py │ │ │ └── utils.py │ ├── dataloaders │ │ ├── __init__.py │ │ ├── jittor_dataloader │ │ │ ├── __init__.py │ │ │ └── fdl.py │ │ ├── oneflow_dataloader │ │ │ ├── __init__.py │ │ │ └── fdl.py │ │ ├── paddle_dataloader │ │ │ ├── __init__.py │ │ │ └── fdl.py │ │ ├── prepare_dataloader.py │ │ ├── torch_dataloader │ │ │ ├── __init__.py │ │ │ ├── fdl.py │ │ │ └── mix_dataloader.py │ │ └── utils.py │ ├── dataset │ │ ├── __init__.py │ │ ├── dataset.py │ │ ├── field.py │ │ └── instance.py │ ├── drivers │ │ ├── __init__.py │ │ ├── choose_driver.py │ │ ├── driver.py │ │ ├── jittor_driver │ │ │ ├── __init__.py │ │ │ ├── initialize_jittor_driver.py │ │ │ ├── jittor_driver.py │ │ │ ├── mpi.py │ │ │ ├── single_device.py │ │ │ └── utils.py │ │ ├── oneflow_driver │ │ │ ├── __init__.py │ │ │ ├── ddp.py │ │ │ ├── dist_utils.py │ │ │ ├── initialize_oneflow_driver.py │ │ │ ├── oneflow_driver.py │ │ │ ├── single_device.py │ │ │ └── utils.py │ │ ├── paddle_driver │ │ │ ├── __init__.py │ │ │ ├── dist_utils.py │ │ │ ├── fleet.py │ │ │ ├── fleet_launcher.py │ │ │ ├── initialize_paddle_driver.py │ │ │ ├── paddle_driver.py │ │ │ ├── single_device.py │ │ │ └── utils.py │ │ ├── torch_driver │ │ │ ├── __init__.py │ │ │ ├── ddp.py │ │ │ ├── deepspeed.py │ │ │ ├── dist_utils.py │ │ │ ├── fairscale.py │ │ │ ├── initialize_torch_driver.py │ │ │ ├── single_device.py │ │ │ ├── torch_driver.py │ │ │ ├── torch_fsdp.py │ │ │ └── utils.py │ │ └── utils.py │ ├── log │ │ ├── __init__.py │ │ ├── handler.py │ │ ├── highlighter.py │ │ ├── logger.py │ │ └── print.py │ ├── metrics │ │ ├── __init__.py │ │ ├── accuracy.py │ │ ├── backend │ │ │ ├── __init__.py │ │ │ ├── auto_backend.py │ │ │ ├── backend.py │ │ │ ├── jittor_backend │ │ │ │ ├── __init__.py │ │ │ │ └── backend.py │ │ │ ├── oneflow_backend │ │ │ │ ├── __init__.py │ │ │ │ └── backend.py │ │ │ ├── paddle_backend │ │ │ │ ├── __init__.py │ │ │ │ └── backend.py │ │ │ └── torch_backend │ │ │ │ ├── __init__.py │ │ │ │ └── backend.py │ │ ├── classify_f1_pre_rec_metric.py │ │ ├── element.py │ │ ├── metric.py │ │ ├── span_f1_pre_rec_metric.py │ │ └── utils.py │ ├── samplers │ │ ├── __init__.py │ │ ├── conversion_utils.py │ │ ├── mix_sampler.py │ │ ├── reproducible_batch_sampler.py │ │ ├── reproducible_sampler.py │ │ ├── unrepeated_sampler.py │ │ └── utils.py │ ├── utils │ │ ├── __init__.py │ │ ├── cache_results.py │ │ ├── dummy_class.py │ │ ├── exceptions.py │ │ ├── jittor_utils.py │ │ ├── oneflow_utils.py │ │ ├── paddle_utils.py │ │ ├── rich_progress.py │ │ ├── seq_len_to_mask.py │ │ ├── torch_utils.py │ │ ├── tqdm_progress.py │ │ └── utils.py │ └── vocabulary.py ├── embeddings │ ├── __init__.py │ └── torch │ │ ├── __init__.py │ │ ├── char_embedding.py │ │ ├── embedding.py │ │ ├── stack_embedding.py │ │ ├── static_embedding.py │ │ └── utils.py ├── envs │ ├── __init__.py │ ├── distributed.py │ ├── env.py │ ├── imports.py │ ├── set_backend.py │ ├── set_env_on_import.py │ └── utils.py ├── io │ ├── __init__.py │ ├── data_bundle.py │ ├── embed_loader.py │ ├── file_reader.py │ ├── file_utils.py │ ├── loader │ │ ├── __init__.py │ │ ├── classification.py │ │ ├── conll.py │ │ ├── csv.py │ │ ├── cws.py │ │ ├── json.py │ │ ├── loader.py │ │ ├── matching.py │ │ ├── qa.py │ │ └── summarization.py │ ├── pipe │ │ ├── __init__.py │ │ ├── classification.py │ │ ├── conll.py │ │ ├── construct_graph.py │ │ ├── cws.py │ │ ├── matching.py │ │ ├── pipe.py │ │ ├── qa.py │ │ ├── summarization.py │ │ └── utils.py │ └── utils.py ├── models │ ├── __init__.py │ └── torch │ │ ├── __init__.py │ │ ├── biaffine_parser.py │ │ ├── cnn_text_classification.py │ │ ├── seq2seq_generator.py │ │ ├── seq2seq_model.py │ │ └── sequence_labeling.py ├── modules │ ├── __init__.py │ ├── mix_modules │ │ ├── __init__.py │ │ └── utils.py │ └── torch │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── decoder │ │ ├── __init__.py │ │ ├── crf.py │ │ ├── mlp.py │ │ ├── seq2seq_decoder.py │ │ └── seq2seq_state.py │ │ ├── dropout.py │ │ ├── encoder │ │ ├── __init__.py │ │ ├── conv_maxpool.py │ │ ├── lstm.py │ │ ├── seq2seq_encoder.py │ │ ├── star_transformer.py │ │ ├── transformer.py │ │ └── variational_rnn.py │ │ └── generator │ │ ├── __init__.py │ │ └── seq2seq_generator.py └── transformers │ ├── __init__.py │ └── torch │ ├── __init__.py │ ├── activations.py │ ├── configuration_utils.py │ ├── deepspeed.py │ ├── file_utils.py │ ├── generation_beam_search.py │ ├── generation_logits_process.py │ ├── generation_stopping_criteria.py │ ├── generation_utils.py │ ├── modeling_outputs.py │ ├── modeling_utils.py │ ├── models │ ├── __init__.py │ ├── auto │ │ ├── __init__.py │ │ ├── auto_factory.py │ │ ├── configuration_auto.py │ │ ├── dynamic.py │ │ ├── modeling_auto.py │ │ └── tokenization_auto.py │ ├── bart │ │ ├── __init__.py │ │ ├── configuration_bart.py │ │ ├── modeling_bart.py │ │ └── tokenization_bart.py │ ├── bert │ │ ├── __init__.py │ │ ├── configuration_bert.py │ │ ├── modeling_bert.py │ │ └── tokenization_bert.py │ ├── cpt │ │ ├── __init__.py │ │ └── modeling_cpt.py │ ├── elasticbert │ │ ├── __init__.py │ │ ├── configuration_elasticbert.py │ │ └── modeling_elasticbert.py │ ├── encoder_decoder │ │ ├── __init__.py │ │ └── configuration_encoder_decoder.py │ ├── gpt2 │ │ ├── __init__.py │ │ ├── configuration_gpt2.py │ │ ├── modeling_gpt2.py │ │ └── tokenization_gpt2.py │ └── roberta │ │ ├── __init__.py │ │ ├── configuration_roberta.py │ │ ├── modeling_roberta.py │ │ └── tokenization_roberta.py │ ├── tokenization_utils.py │ ├── tokenization_utils_base.py │ └── utils │ ├── __init__.py │ ├── model_parallel_utils.py │ └── versions.py ├── requirements.txt ├── setup.py ├── tests ├── __init__.py ├── core │ ├── __init__.py │ ├── callbacks │ │ ├── __init__.py │ │ ├── test_callback_event.py │ │ ├── test_checkpoint_callback_torch.py │ │ ├── test_load_best_model_callback_torch.py │ │ ├── test_more_evaluate_callback.py │ │ ├── test_progress_callback_torch.py │ │ ├── test_utils.py │ │ └── torch_callbacks │ │ │ ├── __init__.py │ │ │ ├── test_torch_grad_clip_callback.py │ │ │ └── test_torch_warmup_callback.py │ ├── collators │ │ ├── __init__.py │ │ ├── padders │ │ │ ├── __init__.py │ │ │ ├── test_get_padder.py │ │ │ ├── test_numpy_padder.py │ │ │ ├── test_oneflow_padder.py │ │ │ ├── test_paddle_padder.py │ │ │ ├── test_raw_padder.py │ │ │ ├── test_torch_padder.py │ │ │ └── test_utils.py │ │ ├── test_collator.py │ │ └── test_pakcer_unpacker.py │ ├── controllers │ │ ├── __init__.py │ │ ├── _test_distributed_launch_torch_1.py │ │ ├── _test_distributed_launch_torch_2.py │ │ ├── _test_trainer_deepspeed.py │ │ ├── _test_trainer_deepspeed_outside.py │ │ ├── _test_trainer_fleet.py │ │ ├── _test_trainer_fleet_outside.py │ │ ├── _test_trainer_jittor.py │ │ ├── _test_trainer_oneflow.py │ │ ├── imdb.py │ │ ├── test_evaluator_torch.py │ │ ├── test_trainer.py │ │ ├── test_trainer_deepspeed.py │ │ ├── test_trainer_event_trigger.py │ │ ├── test_trainer_jittor.py │ │ ├── test_trainer_oneflow.py │ │ ├── test_trainer_other_things.py │ │ ├── test_trainer_paddle.py │ │ ├── test_trainer_w_evaluator_torch.py │ │ ├── test_trainer_wo_evaluator_torch.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── test_utils.py │ ├── dataloaders │ │ ├── __init__.py │ │ ├── jittor_dataloader │ │ │ ├── __init__.py │ │ │ └── test_fdl.py │ │ ├── oneflow_dataloader │ │ │ ├── __init__.py │ │ │ └── test_fdl.py │ │ ├── paddle_dataloader │ │ │ ├── __init__.py │ │ │ └── test_fdl.py │ │ ├── test_prepare_dataloader.py │ │ ├── test_utils.py │ │ └── torch_dataloader │ │ │ ├── __init__.py │ │ │ ├── test_fdl.py │ │ │ └── test_mixdataloader.py │ ├── dataset │ │ ├── __init__.py │ │ └── test_dataset.py │ ├── drivers │ │ ├── __init__.py │ │ ├── jittor_driver │ │ │ ├── __init__.py │ │ │ ├── test_initialize_jittor_driver.py │ │ │ ├── test_single_device.py │ │ │ └── test_utils.py │ │ ├── oneflow_driver │ │ │ ├── __init__.py │ │ │ ├── test_ddp.py │ │ │ ├── test_dist_utils.py │ │ │ ├── test_initialize_oneflow_driver.py │ │ │ ├── test_single_device.py │ │ │ └── test_utils.py │ │ ├── paddle_driver │ │ │ ├── __init__.py │ │ │ ├── test_dist_utils.py │ │ │ ├── test_fleet.py │ │ │ ├── test_initialize_paddle_driver.py │ │ │ ├── test_single_device.py │ │ │ └── test_utils.py │ │ └── torch_driver │ │ │ ├── __init__.py │ │ │ ├── test_ddp.py │ │ │ ├── test_deepspeed.py │ │ │ ├── test_dist_utils.py │ │ │ ├── test_fsdp.py │ │ │ ├── test_initialize_torch_driver.py │ │ │ ├── test_single_device.py │ │ │ ├── test_torch_replace_sampler.py │ │ │ └── test_utils.py │ ├── log │ │ ├── __init__.py │ │ ├── test_logger_torch.py │ │ └── test_print.py │ ├── metrics │ │ ├── __init__.py │ │ ├── test_accuracy_paddle.py │ │ ├── test_accuracy_torch.py │ │ ├── test_classify_f1_pre_rec_metric_torch.py │ │ ├── test_element_cal_element.py │ │ ├── test_metric.py │ │ ├── test_span_f1_rec_acc_torch.py │ │ └── utils.py │ ├── samplers │ │ ├── __init__.py │ │ ├── test_reproducible_batch_sampler.py │ │ ├── test_reproducible_batch_sampler_torch.py │ │ ├── test_reproducible_sampler.py │ │ └── test_unrepeated_sampler.py │ └── utils │ │ ├── __init__.py │ │ ├── helper_for_cache_results_1.py │ │ ├── helper_for_cache_results_2.py │ │ ├── test_cache_results.py │ │ ├── test_distributed.py │ │ ├── test_paddle_utils.py │ │ ├── test_progress.py │ │ ├── test_seq_len_to_mask.py │ │ └── test_utils.py ├── data_for_tests │ ├── conll_2003_example.txt │ ├── conll_example.txt │ ├── cws_pku_utf_8 │ ├── cws_test │ ├── cws_train │ ├── embedding │ │ └── small_static_embedding │ │ │ ├── glove.6B.50d_test.txt │ │ │ └── word2vec_test.txt │ ├── io │ │ ├── 20ng │ │ │ ├── dev.csv │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── BQCorpus │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── ChnSentiCorp │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── LCQMC │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── MNLI │ │ │ ├── dev_matched.tsv │ │ │ ├── dev_mismatched.tsv │ │ │ ├── test_matched.tsv │ │ │ ├── test_mismatched.tsv │ │ │ └── train.tsv │ │ ├── MSRA_NER │ │ │ ├── dev.conll │ │ │ ├── test.conll │ │ │ └── train.conll │ │ ├── OntoNotes │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── QNLI │ │ │ ├── dev.tsv │ │ │ ├── test.tsv │ │ │ └── train.tsv │ │ ├── Quora │ │ │ ├── dev.tsv │ │ │ ├── test.tsv │ │ │ └── train.tsv │ │ ├── R52 │ │ │ ├── dev.csv │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── R8 │ │ │ ├── dev.csv │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── RTE │ │ │ ├── dev.tsv │ │ │ ├── test.tsv │ │ │ └── train.tsv │ │ ├── SNLI │ │ │ ├── snli_1.0_dev.jsonl │ │ │ ├── snli_1.0_test.jsonl │ │ │ └── snli_1.0_train.jsonl │ │ ├── SST-2 │ │ │ ├── dev.tsv │ │ │ ├── test.tsv │ │ │ └── train.tsv │ │ ├── SST │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── THUCNews │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── WeiboSenti100k │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── XNLI │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── ag │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── cmrc │ │ │ ├── dev.json │ │ │ └── train.json │ │ ├── cnndm │ │ │ ├── dev.label.jsonl │ │ │ ├── test.label.jsonl │ │ │ ├── train.cnndm.jsonl │ │ │ └── vocab │ │ ├── conll2003 │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── cws_as │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── cws_cityu │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── cws_msra │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── cws_pku │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── dbpedia │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── imdb │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── mr │ │ │ ├── dev.csv │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── ohsumed │ │ │ ├── dev.csv │ │ │ ├── test.csv │ │ │ └── train.csv │ │ ├── peopledaily │ │ │ ├── dev.txt │ │ │ ├── test.txt │ │ │ └── train.txt │ │ ├── weibo_NER │ │ │ ├── dev.conll │ │ │ ├── test.conll │ │ │ └── train.conll │ │ ├── yelp_review_full │ │ │ ├── dev.csv │ │ │ ├── test.csv │ │ │ └── train.csv │ │ └── yelp_review_polarity │ │ │ ├── dev.csv │ │ │ ├── test.csv │ │ │ └── train.csv │ ├── people.txt │ ├── people_daily_raw.txt │ ├── sample_mnli.tsv │ ├── sample_snli.jsonl │ ├── text_classify.txt │ └── zh_sample.conllx ├── embeddings │ ├── __init__.py │ └── torch │ │ ├── __init__.py │ │ ├── test_char_embedding.py │ │ └── test_static_embedding.py ├── envs │ ├── __init__.py │ └── test_set_backend.py ├── helpers │ ├── __init__.py │ ├── callbacks │ │ ├── __init__.py │ │ ├── helper_callbacks.py │ │ ├── helper_callbacks_torch.py │ │ └── prepare_trainer_args_for_torch_test.py │ ├── common │ │ ├── __init__.py │ │ └── utils.py │ ├── data │ │ ├── embedding │ │ │ └── small_static_embedding │ │ │ │ ├── glove.6B.50d_test.txt │ │ │ │ └── word2vec_test.txt │ │ └── modules │ │ │ └── decoder │ │ │ └── crf.json │ ├── datasets │ │ ├── __init__.py │ │ ├── jittor_data.py │ │ ├── normal_data.py │ │ ├── oneflow_data.py │ │ ├── paddle_data.py │ │ └── torch_data.py │ ├── models │ │ ├── __init__.py │ │ ├── jittor_model.py │ │ ├── oneflow_model.py │ │ ├── paddle_model.py │ │ └── torch_model.py │ └── utils.py ├── io │ ├── __init__.py │ ├── loader │ │ ├── test_classification_loader.py │ │ ├── test_conll_loader.py │ │ ├── test_cws_loader.py │ │ ├── test_matching_loader.py │ │ └── test_qa_loader.py │ ├── pipe │ │ ├── test_classification.py │ │ ├── test_conll.py │ │ ├── test_cws.py │ │ ├── test_matching.py │ │ ├── test_qa.py │ │ └── test_summary.py │ ├── test_data_bundle.py │ └── test_embed_loader.py ├── models │ ├── __init__.py │ └── torch │ │ ├── __init__.py │ │ ├── model_runner.py │ │ ├── test_biaffine_parser.py │ │ ├── test_cnn_text_classification.py │ │ ├── test_seq2seq_generator.py │ │ ├── test_seq2seq_model.py │ │ └── test_sequence_labeling.py ├── modules │ ├── __init__.py │ ├── mix_modules │ │ ├── __init__.py │ │ └── test_utils.py │ └── torch │ │ ├── __init__.py │ │ ├── decoder │ │ ├── __init__.py │ │ ├── test_CRF.py │ │ └── test_seq2seq_decoder.py │ │ ├── encoder │ │ ├── __init__.py │ │ ├── test_seq2seq_encoder.py │ │ ├── test_star_transformer.py │ │ └── test_variational_rnn.py │ │ └── generator │ │ ├── __init__.py │ │ └── test_seq2seq_generator.py └── pytest.ini └── tutorials ├── data ├── test4dataset.csv └── test4dataset.tsv ├── fastnlp_tutorial_0.ipynb ├── fastnlp_tutorial_1.ipynb ├── fastnlp_tutorial_2.ipynb ├── fastnlp_tutorial_3.ipynb ├── fastnlp_tutorial_4.ipynb ├── fastnlp_tutorial_5.ipynb ├── fastnlp_tutorial_6.ipynb ├── fastnlp_tutorial_e1.ipynb ├── fastnlp_tutorial_e2.ipynb ├── fastnlp_tutorial_paddle_e1.ipynb ├── fastnlp_tutorial_paddle_e2.ipynb └── figures ├── E1-fig-glue-benchmark.png ├── E2-fig-p-tuning-v2-model.png ├── 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