Path	Lines of Code
pytext/__init__.py	100
pytext/builtin_task.py	73
pytext/common/__init__.py	11
pytext/common/constants.py	289
pytext/common/utils.py	3
pytext/config/__init__.py	9
pytext/config/component.py	184
pytext/config/config_adapter.py	981
pytext/config/contextual_intent_slot.py	31
pytext/config/doc_classification.py	26
pytext/config/field_config.py	84
pytext/config/module_config.py	39
pytext/config/pair_classification.py	11
pytext/config/pytext_config.py	256
pytext/config/query_document_pairwise_ranking.py	10
pytext/config/serialize.py	236
pytext/config/utils.py	56
pytext/data/__init__.py	33
pytext/data/batch_sampler.py	166
pytext/data/bert_tensorizer.py	268
pytext/data/data.py	259
pytext/data/data_handler.py	555
pytext/data/data_structures/__init__.py	1
pytext/data/data_structures/annotation.py	508
pytext/data/data_structures/node.py	32
pytext/data/decoupled_data.py	230
pytext/data/dense_retrieval_tensorizer.py	127
pytext/data/disjoint_multitask_data.py	61
pytext/data/disjoint_multitask_data_handler.py	110
pytext/data/dynamic_pooling_batcher.py	127
pytext/data/featurizer/__init__.py	3
pytext/data/featurizer/featurizer.py	35
pytext/data/featurizer/simple_featurizer.py	56
pytext/data/masked_tensorizer.py	96
pytext/data/masked_util.py	175
pytext/data/packed_lm_data.py	102
pytext/data/pickleable_gpt2bpe_encoder/__init__.py	6
pytext/data/pickleable_gpt2bpe_encoder/pickleable_gpt2bpe_encoder.py	11
pytext/data/roberta_tensorizer.py	182
pytext/data/sources/__init__.py	15
pytext/data/sources/conllu.py	115
pytext/data/sources/data_source.py	218
pytext/data/sources/dense_retrieval.py	105
pytext/data/sources/pandas.py	62
pytext/data/sources/session.py	40
pytext/data/sources/squad.py	294
pytext/data/sources/tsv.py	300
pytext/data/squad_for_bert_tensorizer.py	384
pytext/data/squad_tensorizer.py	257
pytext/data/tensorizers.py	1787
pytext/data/token_tensorizer.py	281
pytext/data/tokenizers/__init__.py	18
pytext/data/tokenizers/tokenizer.py	280
pytext/data/utils.py	285
pytext/data/xlm_constants.py	84
pytext/data/xlm_dictionary.py	174
pytext/data/xlm_tensorizer.py	185
pytext/exporters/__init__.py	6
pytext/exporters/custom_exporters.py	100
pytext/exporters/exporter.py	157
pytext/fields/__init__.py	42
pytext/fields/char_field.py	73
pytext/fields/contextual_token_embedding_field.py	46
pytext/fields/dict_field.py	102
pytext/fields/field.py	274
pytext/fields/text_field_with_special_unk.py	107
pytext/legacy/__init__.py	6
pytext/legacy/data/__init__.py	49
pytext/legacy/data/batch.py	74
pytext/legacy/data/dataset.py	207
pytext/legacy/data/example.py	90
pytext/legacy/data/field.py	393
pytext/legacy/data/iterator.py	209
pytext/legacy/data/pipeline.py	33
pytext/legacy/datasets/__init__.py	55
pytext/legacy/datasets/babi.py	161
pytext/legacy/datasets/imdb.py	43
pytext/legacy/datasets/language_modeling.py	115
pytext/legacy/datasets/nli.py	181
pytext/legacy/datasets/sequence_tagging.py	76
pytext/legacy/datasets/sst.py	83
pytext/legacy/datasets/text_classification.py	177
pytext/legacy/datasets/translation.py	184
pytext/legacy/datasets/trec.py	51
pytext/legacy/datasets/unsupervised_learning.py	125
pytext/legacy/vocab.py	131
pytext/loss/__init__.py	60
pytext/loss/loss.py	426
pytext/loss/regularized_loss.py	243
pytext/loss/regularizer.py	82
pytext/loss/structured_loss.py	42
pytext/main.py	552
pytext/metric_reporters/__init__.py	41
pytext/metric_reporters/calibration_metric_reporter.py	44
pytext/metric_reporters/channel.py	240
pytext/metric_reporters/classification_metric_reporter.py	202
pytext/metric_reporters/compositional_metric_reporter.py	176
pytext/metric_reporters/compositional_utils.py	41
pytext/metric_reporters/dense_retrieval_metric_reporter.py	113
pytext/metric_reporters/disjoint_multitask_metric_reporter.py	77
pytext/metric_reporters/intent_slot_detection_metric_reporter.py	169
pytext/metric_reporters/language_model_metric_reporter.py	243
pytext/metric_reporters/mask_compositional.py	347
pytext/metric_reporters/mask_seq2seq_topk.py	167
pytext/metric_reporters/metric_reporter.py	202
pytext/metric_reporters/multi_span_qa_metric_reporter.py	273
pytext/metric_reporters/pairwise_ranking_metric_reporter.py	20
pytext/metric_reporters/regression_metric_reporter.py	15
pytext/metric_reporters/seq2seq_compositional.py	166
pytext/metric_reporters/seq2seq_metric_reporter.py	142
pytext/metric_reporters/seq2seq_utils.py	2
pytext/metric_reporters/squad_metric_reporter.py	390
pytext/metric_reporters/word_tagging_metric_reporter.py	251
pytext/metrics/__init__.py	835
pytext/metrics/calibration_metrics.py	80
pytext/metrics/dense_retrieval_metrics.py	11
pytext/metrics/intent_slot_metrics.py	340
pytext/metrics/language_model_metrics.py	12
pytext/metrics/mask_metrics.py	243
pytext/metrics/seq2seq_metrics.py	87
pytext/metrics/squad_metrics.py	14
pytext/models/__init__.py	9
pytext/models/bert_classification_models.py	272
pytext/models/bert_regression_model.py	47
pytext/models/crf.py	173
pytext/models/decoders/__init__.py	4
pytext/models/decoders/decoder_base.py	18
pytext/models/decoders/intent_slot_model_decoder.py	51
pytext/models/decoders/mlp_decoder.py	59
pytext/models/decoders/mlp_decoder_n_tower.py	95
pytext/models/decoders/mlp_decoder_query_response.py	37
pytext/models/decoders/mlp_decoder_tri_tower.py	132
pytext/models/decoders/mlp_decoder_two_tower.py	160
pytext/models/decoders/multilabel_decoder.py	43
pytext/models/disjoint_multitask_model.py	39
pytext/models/distributed_model.py	31
pytext/models/doc_model.py	462
pytext/models/embeddings/__init__.py	22
pytext/models/embeddings/char_embedding.py	61
pytext/models/embeddings/contextual_token_embedding.py	38
pytext/models/embeddings/dict_embedding.py	105
pytext/models/embeddings/embedding_base.py	14
pytext/models/embeddings/embedding_list.py	48
pytext/models/embeddings/int_single_category_embedding.py	77
pytext/models/embeddings/int_weighted_multi_category_embedding.py	126
pytext/models/embeddings/mlp_embedding.py	53
pytext/models/embeddings/scriptable_embedding_list.py	62
pytext/models/embeddings/word_embedding.py	115
pytext/models/embeddings/word_seq_embedding.py	123
pytext/models/ensembles/__init__.py	4
pytext/models/ensembles/bagging_doc_ensemble.py	13
pytext/models/ensembles/bagging_intent_slot_ensemble.py	62
pytext/models/ensembles/ensemble.py	54
pytext/models/joint_model.py	137
pytext/models/language_models/__init__.py	1
pytext/models/language_models/lmlstm.py	156
pytext/models/masked_lm.py	155
pytext/models/masking_utils.py	29
pytext/models/model.py	216
pytext/models/module.py	47
pytext/models/output_layers/__init__.py	25
pytext/models/output_layers/distance_output_layer.py	155
pytext/models/output_layers/doc_classification_output_layer.py	161
pytext/models/output_layers/doc_regression_output_layer.py	68
pytext/models/output_layers/intent_slot_output_layer.py	110
pytext/models/output_layers/lm_output_layer.py	60
pytext/models/output_layers/multi_label_classification_layer.py	100
pytext/models/output_layers/output_layer_base.py	42
pytext/models/output_layers/pairwise_ranking_output_layer.py	16
pytext/models/output_layers/squad_output_layer.py	245
pytext/models/output_layers/utils.py	29
pytext/models/output_layers/word_tagging_output_layer.py	197
pytext/models/pair_classification_model.py	239
pytext/models/qna/__init__.py	1
pytext/models/qna/bert_squad_qa.py	131
pytext/models/qna/dr_qa.py	207
pytext/models/query_document_pairwise_ranking_model.py	88
pytext/models/r3f_models.py	120
pytext/models/representations/__init__.py	1
pytext/models/representations/attention.py	57
pytext/models/representations/augmented_lstm.py	329
pytext/models/representations/bilstm.py	98
pytext/models/representations/bilstm_doc_attention.py	57
pytext/models/representations/bilstm_doc_slot_attention.py	87
pytext/models/representations/bilstm_slot_attn.py	47
pytext/models/representations/biseqcnn.py	75
pytext/models/representations/contextual_intent_slot_rep.py	47
pytext/models/representations/deepcnn.py	172
pytext/models/representations/docnn.py	42
pytext/models/representations/huggingface_bert_sentence_encoder.py	85
pytext/models/representations/huggingface_electra_sentence_encoder.py	77
pytext/models/representations/jointcnn_rep.py	42
pytext/models/representations/lightconv.py	182
pytext/models/representations/ordered_neuron_lstm.py	118
pytext/models/representations/pair_rep.py	88
pytext/models/representations/pass_through.py	10
pytext/models/representations/pooling.py	95
pytext/models/representations/pure_doc_attention.py	49
pytext/models/representations/representation_base.py	11
pytext/models/representations/seq_rep.py	51
pytext/models/representations/slot_attention.py	57
pytext/models/representations/sparse_transformer_sentence_encoder.py	71
pytext/models/representations/stacked_bidirectional_rnn.py	75
pytext/models/representations/traced_transformer_encoder.py	111
pytext/models/representations/transformer/__init__.py	41
pytext/models/representations/transformer/luna_attention.py	602
pytext/models/representations/transformer/luna_sentence_encoder.py	386
pytext/models/representations/transformer/multihead_linear_attention.py	153
pytext/models/representations/transformer/representation.py	44
pytext/models/representations/transformer/sentence_encoder.py	133
pytext/models/representations/transformer_sentence_encoder.py	141
pytext/models/representations/transformer_sentence_encoder_base.py	94
pytext/models/roberta.py	455
pytext/models/semantic_parsers/__init__.py	1
pytext/models/semantic_parsers/rnng/__init__.py	1
pytext/models/semantic_parsers/rnng/rnng_constant.py	4
pytext/models/semantic_parsers/rnng/rnng_data_structures.py	116
pytext/models/semantic_parsers/rnng/rnng_parser.py	436
pytext/models/seq_models/__init__.py	1
pytext/models/seq_models/attention.py	223
pytext/models/seq_models/base.py	56
pytext/models/seq_models/contextual_intent_slot.py	46
pytext/models/seq_models/conv_decoder.py	475
pytext/models/seq_models/conv_encoder.py	310
pytext/models/seq_models/conv_model.py	60
pytext/models/seq_models/light_conv.py	110
pytext/models/seq_models/mask_generator.py	413
pytext/models/seq_models/nar_length.py	147
pytext/models/seq_models/nar_modules.py	58
pytext/models/seq_models/nar_output_layer.py	42
pytext/models/seq_models/nar_seq2seq_model.py	238
pytext/models/seq_models/positional.py	153
pytext/models/seq_models/projection_layers.py	153
pytext/models/seq_models/rnn_decoder.py	321
pytext/models/seq_models/rnn_encoder.py	152
pytext/models/seq_models/rnn_encoder_decoder.py	47
pytext/models/seq_models/seq2seq_model.py	202
pytext/models/seq_models/seq2seq_output_layer.py	29
pytext/models/seq_models/seqnn.py	28
pytext/models/seq_models/utils.py	43
pytext/models/tri_tower_classification_model.py	234
pytext/models/two_tower_classification_model.py	232
pytext/models/utils.py	3
pytext/models/word_model.py	196
pytext/optimizer/__init__.py	19
pytext/optimizer/activations.py	15
pytext/optimizer/adabelief.py	169
pytext/optimizer/fairseq_fp16_utils.py	147
pytext/optimizer/fp16_optimizer.py	534
pytext/optimizer/lamb.py	83
pytext/optimizer/madgrad.py	139
pytext/optimizer/optimizers.py	81
pytext/optimizer/radam.py	83
pytext/optimizer/scheduler.py	324
pytext/optimizer/sparsifiers/__init__.py	3
pytext/optimizer/sparsifiers/blockwise_sparsifier.py	134
pytext/optimizer/sparsifiers/sparsifier.py	506
pytext/optimizer/swa.py	190
pytext/resources/__init__.py	2
pytext/resources/roberta.py	10
pytext/task/__init__.py	15
pytext/task/disjoint_multitask.py	203
pytext/task/new_task.py	377
pytext/task/nop_decorator.py	21
pytext/task/pytext_checkpoint_management.py	56
pytext/task/serialize.py	175
pytext/task/task.py	164
pytext/task/tasks.py	335
pytext/torchscript/__init__.py	1
pytext/torchscript/batchutils.py	354
pytext/torchscript/module.py	1706
pytext/torchscript/seq2seq/__init__.py	1
pytext/torchscript/seq2seq/beam_decode.py	177
pytext/torchscript/seq2seq/beam_search.py	104
pytext/torchscript/seq2seq/decoder.py	94
pytext/torchscript/seq2seq/encoder.py	41
pytext/torchscript/seq2seq/export_model.py	141
pytext/torchscript/seq2seq/scripted_seq2seq_generator.py	108
pytext/torchscript/seq2seq/seq2seq_rnn_decoder_utils.py	29
pytext/torchscript/tensorizer/__init__.py	22
pytext/torchscript/tensorizer/bert.py	109
pytext/torchscript/tensorizer/normalizer.py	55
pytext/torchscript/tensorizer/roberta.py	105
pytext/torchscript/tensorizer/tensorizer.py	180
pytext/torchscript/tensorizer/xlm.py	159
pytext/torchscript/tokenizer/__init__.py	14
pytext/torchscript/tokenizer/bpe.py	72
pytext/torchscript/tokenizer/tokenizer.py	37
pytext/torchscript/utils.py	271
pytext/torchscript/vocab.py	88
pytext/trainers/__init__.py	13
pytext/trainers/ensemble_trainer.py	24
pytext/trainers/hogwild_trainer.py	59
pytext/trainers/trainer.py	562
pytext/trainers/training_state.py	26
pytext/utils/__init__.py	24
pytext/utils/ascii_table.py	49
pytext/utils/config_utils.py	48
pytext/utils/cuda.py	31
pytext/utils/data.py	197
pytext/utils/distributed.py	64
pytext/utils/documentation.py	142
pytext/utils/file_io.py	23
pytext/utils/label.py	96
pytext/utils/lazy.py	75
pytext/utils/loss.py	90
pytext/utils/meter.py	23
pytext/utils/mobile_onnx.py	109
pytext/utils/model.py	35
pytext/utils/onnx.py	137
pytext/utils/path.py	27
pytext/utils/precision.py	35
pytext/utils/tensor.py	7
pytext/utils/test.py	11
pytext/utils/timing.py	187
pytext/utils/torch.py	23
pytext/utils/typing.py	5
pytext/utils/usage.py	16
pytext/workflow.py	436
readthedocs.yml	7
setup.py	17