Path	Lines of Code
official/__init__.py	1
official/common/__init__.py	1
official/common/dataset_fn.py	7
official/common/distribute_utils.py	120
official/common/flags.py	64
official/common/registry_imports.py	4
official/common/streamz_counters.py	7
official/core/__init__.py	1
official/core/actions.py	125
official/core/base_task.py	136
official/core/base_trainer.py	289
official/core/config_definitions.py	85
official/core/exp_factory.py	8
official/core/export_base.py	77
official/core/input_reader.py	344
official/core/registry.py	42
official/core/task_factory.py	11
official/core/train_lib.py	95
official/core/train_utils.py	330
official/legacy/__init__.py	1
official/legacy/albert/__init__.py	1
official/legacy/albert/configs.py	14
official/legacy/bert/__init__.py	1
official/legacy/bert/bert_models.py	250
official/legacy/bert/common_flags.py	94
official/legacy/bert/configs.py	48
official/legacy/bert/export_tfhub.py	88
official/legacy/bert/input_pipeline.py	217
official/legacy/bert/model_saving_utils.py	26
official/legacy/bert/model_training_utils.py	331
official/legacy/bert/run_classifier.py	383
official/legacy/bert/run_pretraining.py	157
official/legacy/bert/run_squad.py	93
official/legacy/bert/run_squad_helper.py	348
official/legacy/bert/serving.py	95
official/legacy/detection/__init__.py	1
official/legacy/detection/configs/__init__.py	1
official/legacy/detection/configs/base_config.py	104
official/legacy/detection/configs/factory.py	21
official/legacy/detection/configs/maskrcnn_config.py	93
official/legacy/detection/configs/olnmask_config.py	116
official/legacy/detection/configs/retinanet_config.py	36
official/legacy/detection/configs/shapemask_config.py	75
official/legacy/detection/dataloader/__init__.py	1
official/legacy/detection/dataloader/anchor.py	223
official/legacy/detection/dataloader/factory.py	115
official/legacy/detection/dataloader/input_reader.py	57
official/legacy/detection/dataloader/maskrcnn_parser.py	199
official/legacy/detection/dataloader/mode_keys.py	7
official/legacy/detection/dataloader/olnmask_parser.py	182
official/legacy/detection/dataloader/retinanet_parser.py	234
official/legacy/detection/dataloader/shapemask_parser.py	288
official/legacy/detection/dataloader/tf_example_decoder.py	102
official/legacy/detection/evaluation/__init__.py	1
official/legacy/detection/evaluation/coco_evaluator.py	388
official/legacy/detection/evaluation/coco_utils.py	212
official/legacy/detection/evaluation/factory.py	30
official/legacy/detection/executor/__init__.py	1
official/legacy/detection/executor/detection_executor.py	110
official/legacy/detection/executor/distributed_executor.py	449
official/legacy/detection/main.py	197
official/legacy/detection/modeling/__init__.py	1
official/legacy/detection/modeling/architecture/__init__.py	1
official/legacy/detection/modeling/architecture/factory.py	161
official/legacy/detection/modeling/architecture/fpn.py	86
official/legacy/detection/modeling/architecture/heads.py	799
official/legacy/detection/modeling/architecture/identity.py	6
official/legacy/detection/modeling/architecture/nn_blocks.py	219
official/legacy/detection/modeling/architecture/nn_ops.py	55
official/legacy/detection/modeling/architecture/resnet.py	186
official/legacy/detection/modeling/architecture/spinenet.py	414
official/legacy/detection/modeling/base_model.py	68
official/legacy/detection/modeling/checkpoint_utils.py	67
official/legacy/detection/modeling/factory.py	16
official/legacy/detection/modeling/learning_rates.py	63
official/legacy/detection/modeling/losses.py	318
official/legacy/detection/modeling/maskrcnn_model.py	268
official/legacy/detection/modeling/olnmask_model.py	350
official/legacy/detection/modeling/optimizers.py	25
official/legacy/detection/modeling/retinanet_model.py	113
official/legacy/detection/modeling/shapemask_model.py	237
official/legacy/detection/ops/__init__.py	1
official/legacy/detection/ops/nms.py	97
official/legacy/detection/ops/postprocess_ops.py	238
official/legacy/detection/ops/roi_ops.py	240
official/legacy/detection/ops/spatial_transform_ops.py	314
official/legacy/detection/ops/target_ops.py	245
official/legacy/detection/utils/__init__.py	1
official/legacy/detection/utils/box_utils.py	361
official/legacy/detection/utils/class_utils.py	16
official/legacy/detection/utils/dataloader_utils.py	17
official/legacy/detection/utils/input_utils.py	159
official/legacy/detection/utils/mask_utils.py	84
official/legacy/image_classification/__init__.py	1
official/legacy/image_classification/augment.py	502
official/legacy/image_classification/callbacks.py	156
official/legacy/image_classification/classifier_trainer.py	332
official/legacy/image_classification/configs/__init__.py	1
official/legacy/image_classification/configs/base_configs.py	88
official/legacy/image_classification/configs/configs.py	98
official/legacy/image_classification/dataset_factory.py	319
official/legacy/image_classification/efficientnet/__init__.py	1
official/legacy/image_classification/efficientnet/common_modules.py	66
official/legacy/image_classification/efficientnet/efficientnet_config.py	39
official/legacy/image_classification/efficientnet/efficientnet_model.py	328
official/legacy/image_classification/efficientnet/tfhub_export.py	35
official/legacy/image_classification/learning_rate.py	67
official/legacy/image_classification/mnist_main.py	112
official/legacy/image_classification/optimizer_factory.py	128
official/legacy/image_classification/preprocessing.py	183
official/legacy/image_classification/resnet/__init__.py	1
official/legacy/image_classification/resnet/common.py	282
official/legacy/image_classification/resnet/imagenet_preprocessing.py	213
official/legacy/image_classification/resnet/resnet_config.py	34
official/legacy/image_classification/resnet/resnet_ctl_imagenet_main.py	127
official/legacy/image_classification/resnet/resnet_model.py	219
official/legacy/image_classification/resnet/resnet_runnable.py	151
official/legacy/image_classification/resnet/tfhub_export.py	31
official/legacy/image_classification/vgg/__init__.py	1
official/legacy/image_classification/vgg/vgg_config.py	25
official/legacy/image_classification/vgg/vgg_model.py	214
official/legacy/transformer/__init__.py	1
official/legacy/transformer/attention_layer.py	97
official/legacy/transformer/beam_search_v1.py	27
official/legacy/transformer/compute_bleu.py	79
official/legacy/transformer/data_download.py	244
official/legacy/transformer/data_pipeline.py	136
official/legacy/transformer/embedding_layer.py	39
official/legacy/transformer/ffn_layer.py	28
official/legacy/transformer/metrics.py	81
official/legacy/transformer/misc.py	221
official/legacy/transformer/model_params.py	54
official/legacy/transformer/model_utils.py	37
official/legacy/transformer/optimizer.py	23
official/legacy/transformer/transformer.py	302
official/legacy/transformer/transformer_main.py	322
official/legacy/transformer/translate.py	111
official/legacy/transformer/utils/__init__.py	1
official/legacy/transformer/utils/metrics.py	219
official/legacy/transformer/utils/tokenizer.py	330
official/modeling/__init__.py	1
official/modeling/activations/__init__.py	6
official/modeling/activations/gelu.py	4
official/modeling/activations/relu.py	5
official/modeling/activations/sigmoid.py	5
official/modeling/activations/swish.py	14
official/modeling/fast_training/experimental/tf2_utils_2x_wide.py	60
official/modeling/fast_training/progressive/policies.py	97
official/modeling/fast_training/progressive/train.py	37
official/modeling/fast_training/progressive/train_lib.py	75
official/modeling/fast_training/progressive/trainer.py	153
official/modeling/fast_training/progressive/utils.py	19
official/modeling/grad_utils.py	78
official/modeling/hyperparams/__init__.py	3
official/modeling/hyperparams/base_config.py	184
official/modeling/hyperparams/oneof.py	23
official/modeling/hyperparams/params_dict.py	228
official/modeling/multitask/__init__.py	1
official/modeling/multitask/base_model.py	14
official/modeling/multitask/base_trainer.py	108
official/modeling/multitask/configs.py	40
official/modeling/multitask/evaluator.py	118
official/modeling/multitask/interleaving_trainer.py	65
official/modeling/multitask/multitask.py	93
official/modeling/multitask/task_sampler.py	73
official/modeling/multitask/train_lib.py	190
official/modeling/optimization/__init__.py	7
official/modeling/optimization/adafactor_optimizer.py	1
official/modeling/optimization/configs/__init__.py	1
official/modeling/optimization/configs/learning_rate_config.py	73
official/modeling/optimization/configs/optimization_config.py	46
official/modeling/optimization/configs/optimizer_config.py	103
official/modeling/optimization/ema_optimizer.py	141
official/modeling/optimization/lars_optimizer.py	109
official/modeling/optimization/lr_schedule.py	280
official/modeling/optimization/optimizer_factory.py	96
official/modeling/optimization/slide_optimizer.py	1
official/modeling/performance.py	29
official/modeling/tf_utils.py	108
official/nlp/__init__.py	1
official/nlp/configs/__init__.py	1
official/nlp/configs/bert.py	18
official/nlp/configs/electra.py	16
official/nlp/configs/encoders.py	429
official/nlp/configs/experiment_configs.py	4
official/nlp/configs/experiments/glue_mnli_matched.yaml	45
official/nlp/configs/experiments/glue_mnli_text.yaml	50
official/nlp/configs/experiments/squad_v1.yaml	50
official/nlp/configs/finetuning_experiments.py	150
official/nlp/configs/models/albert_base.yaml	16
official/nlp/configs/models/bert_en_uncased_base.yaml	16
official/nlp/configs/pretraining_experiments.py	58
official/nlp/configs/wmt_transformer_experiments.py	82
official/nlp/continuous_finetune_lib.py	121
official/nlp/data/__init__.py	1
official/nlp/data/classifier_data_lib.py	1108
official/nlp/data/create_finetuning_data.py	351
official/nlp/data/create_pretraining_data.py	396
official/nlp/data/create_xlnet_pretraining_data.py	488
official/nlp/data/data_loader.py	10
official/nlp/data/data_loader_factory.py	7
official/nlp/data/dual_encoder_dataloader.py	90
official/nlp/data/pretrain_dataloader.py	380
official/nlp/data/pretrain_dynamic_dataloader.py	143
official/nlp/data/question_answering_dataloader.py	70
official/nlp/data/sentence_prediction_dataloader.py	183
official/nlp/data/sentence_retrieval_lib.py	101
official/nlp/data/squad_lib.py	706
official/nlp/data/squad_lib_sp.py	753
official/nlp/data/tagging_data_lib.py	270
official/nlp/data/tagging_dataloader.py	50
official/nlp/data/train_sentencepiece.py	73
official/nlp/data/wmt_dataloader.py	165
official/nlp/finetuning/binary_helper.py	348
official/nlp/finetuning/glue/flags.py	103
official/nlp/finetuning/glue/run_glue.py	204
official/nlp/finetuning/superglue/flags.py	112
official/nlp/finetuning/superglue/run_superglue.py	164
official/nlp/metrics/__init__.py	1
official/nlp/metrics/bleu.py	93
official/nlp/modeling/__init__.py	5
official/nlp/modeling/layers/__init__.py	38
official/nlp/modeling/layers/attention.py	51
official/nlp/modeling/layers/bigbird_attention.py	324
official/nlp/modeling/layers/block_diag_feedforward.py	111
official/nlp/modeling/layers/cls_head.py	195
official/nlp/modeling/layers/gated_feedforward.py	144
official/nlp/modeling/layers/gaussian_process.py	236
official/nlp/modeling/layers/kernel_attention.py	209
official/nlp/modeling/layers/masked_lm.py	61
official/nlp/modeling/layers/masked_softmax.py	36
official/nlp/modeling/layers/mat_mul_with_margin.py	31
official/nlp/modeling/layers/mobile_bert_layers.py	365
official/nlp/modeling/layers/multi_channel_attention.py	91
official/nlp/modeling/layers/on_device_embedding.py	57
official/nlp/modeling/layers/position_embedding.py	170
official/nlp/modeling/layers/relative_attention.py	224
official/nlp/modeling/layers/reuse_attention.py	343
official/nlp/modeling/layers/reuse_transformer.py	253
official/nlp/modeling/layers/rezero_transformer.py	204
official/nlp/modeling/layers/self_attention_mask.py	19
official/nlp/modeling/layers/spectral_normalization.py	166
official/nlp/modeling/layers/talking_heads_attention.py	55
official/nlp/modeling/layers/text_layers.py	385
official/nlp/modeling/layers/tn_expand_condense.py	92
official/nlp/modeling/layers/tn_transformer_expand_condense.py	181
official/nlp/modeling/layers/transformer.py	329
official/nlp/modeling/layers/transformer_encoder_block.py	213
official/nlp/modeling/layers/transformer_scaffold.py	207
official/nlp/modeling/layers/transformer_xl.py	354
official/nlp/modeling/layers/util.py	29
official/nlp/modeling/losses/__init__.py	1
official/nlp/modeling/losses/weighted_sparse_categorical_crossentropy.py	27
official/nlp/modeling/models/__init__.py	12
official/nlp/modeling/models/bert_classifier.py	71
official/nlp/modeling/models/bert_pretrainer.py	159
official/nlp/modeling/models/bert_span_labeler.py	50
official/nlp/modeling/models/bert_token_classifier.py	60
official/nlp/modeling/models/dual_encoder.py	92
official/nlp/modeling/models/electra_pretrainer.py	182
official/nlp/modeling/models/seq2seq_transformer.py	366
official/nlp/modeling/models/t5.py	1061
official/nlp/modeling/models/xlnet.py	235
official/nlp/modeling/networks/__init__.py	11
official/nlp/modeling/networks/albert_encoder.py	122
official/nlp/modeling/networks/bert_encoder.py	373
official/nlp/modeling/networks/classification.py	50
official/nlp/modeling/networks/encoder_scaffold.py	243
official/nlp/modeling/networks/funnel_transformer.py	341
official/nlp/modeling/networks/mobile_bert_encoder.py	105
official/nlp/modeling/networks/packed_sequence_embedding.py	176
official/nlp/modeling/networks/span_labeling.py	183
official/nlp/modeling/networks/xlnet_base.py	408
official/nlp/modeling/ops/__init__.py	3
official/nlp/modeling/ops/beam_search.py	306
official/nlp/modeling/ops/decoding_module.py	126
official/nlp/modeling/ops/sampling_module.py	266
official/nlp/modeling/ops/segment_extractor.py	88
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official/nlp/tasks/__init__.py	6
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official/nlp/tasks/question_answering.py	379
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official/nlp/tools/squad_evaluate_v1_1.py	55
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official/nlp/xlnet/data_utils.py	512
official/nlp/xlnet/optimization.py	69
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official/projects/mobilebert/__init__.py	1
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