Path	Lines of Code
official/common/distribute_utils_test.py	87
official/core/actions_test.py	87
official/core/base_trainer_test.py	302
official/core/export_base_test.py	95
official/core/registry_test.py	51
official/core/test_utils.py	28
official/core/train_lib_test.py	181
official/core/train_utils_test.py	155
official/legacy/bert/bert_models_test.py	66
official/legacy/bert/export_tfhub_test.py	67
official/legacy/bert/model_training_utils_test.py	219
official/legacy/image_classification/augment_test.py	80
official/legacy/image_classification/classifier_trainer_test.py	175
official/legacy/image_classification/classifier_trainer_util_test.py	116
official/legacy/image_classification/learning_rate_test.py	30
official/legacy/image_classification/mnist_test.py	52
official/legacy/image_classification/optimizer_factory_test.py	86
official/legacy/image_classification/test_utils.py	14
official/legacy/transformer/compute_bleu_test.py	43
official/legacy/transformer/model_utils_test.py	27
official/legacy/transformer/transformer_forward_test.py	113
official/legacy/transformer/transformer_layers_test.py	99
official/legacy/transformer/transformer_main_test.py	149
official/legacy/transformer/transformer_test.py	69
official/legacy/transformer/utils/tokenizer_test.py	143
official/modeling/activations/gelu_test.py	12
official/modeling/activations/relu_test.py	13
official/modeling/activations/sigmoid_test.py	17
official/modeling/activations/swish_test.py	21
official/modeling/fast_training/experimental/tf2_utils_2x_wide_test.py	66
official/modeling/fast_training/progressive/train_lib_test.py	137
official/modeling/fast_training/progressive/trainer_test.py	181
official/modeling/grad_utils_test.py	47
official/modeling/hyperparams/base_config_test.py	317
official/modeling/hyperparams/oneof_test.py	43
official/modeling/hyperparams/params_dict_test.py	350
official/modeling/multitask/base_trainer_test.py	66
official/modeling/multitask/evaluator_test.py	95
official/modeling/multitask/interleaving_trainer_test.py	78
official/modeling/multitask/task_sampler_test.py	49
official/modeling/multitask/test_utils.py	75
official/modeling/multitask/train_lib_test.py	98
official/modeling/optimization/configs/optimization_config_test.py	34
official/modeling/optimization/lr_schedule_test.py	84
official/modeling/optimization/optimizer_factory_test.py	383
official/modeling/tf_utils_test.py	54
official/nlp/configs/encoders_test.py	28
official/nlp/continuous_finetune_lib_test.py	68
official/nlp/data/classifier_data_lib_test.py	61
official/nlp/data/create_pretraining_data_test.py	92
official/nlp/data/create_xlnet_pretraining_data_test.py	266
official/nlp/data/data_loader_factory_test.py	18
official/nlp/data/dual_encoder_dataloader_test.py	89
official/nlp/data/pretrain_dataloader_test.py	192
official/nlp/data/pretrain_dynamic_dataloader_test.py	207
official/nlp/data/question_answering_dataloader_test.py	44
official/nlp/data/sentence_prediction_dataloader_test.py	234
official/nlp/data/tagging_data_lib_test.py	71
official/nlp/data/tagging_dataloader_test.py	51
official/nlp/data/wmt_dataloader_test.py	100
official/nlp/metrics/bleu_test.py	43
official/nlp/modeling/layers/attention_test.py	54
official/nlp/modeling/layers/bigbird_attention_test.py	42
official/nlp/modeling/layers/block_diag_feedforward_test.py	82
official/nlp/modeling/layers/cls_head_test.py	143
official/nlp/modeling/layers/gated_feedforward_test.py	86
official/nlp/modeling/layers/gaussian_process_test.py	165
official/nlp/modeling/layers/kernel_attention_test.py	91
official/nlp/modeling/layers/masked_lm_test.py	97
official/nlp/modeling/layers/masked_softmax_test.py	76
official/nlp/modeling/layers/mat_mul_with_margin_test.py	20
official/nlp/modeling/layers/mobile_bert_layers_test.py	213
official/nlp/modeling/layers/multi_channel_attention_test.py	31
official/nlp/modeling/layers/on_device_embedding_test.py	135
official/nlp/modeling/layers/position_embedding_test.py	110
official/nlp/modeling/layers/relative_attention_test.py	136
official/nlp/modeling/layers/reuse_attention_test.py	211
official/nlp/modeling/layers/reuse_transformer_test.py	306
official/nlp/modeling/layers/rezero_transformer_test.py	98
official/nlp/modeling/layers/spectral_normalization_test.py	43
official/nlp/modeling/layers/talking_heads_attention_test.py	95
official/nlp/modeling/layers/text_layers_test.py	452
official/nlp/modeling/layers/tn_expand_condense_test.py	117
official/nlp/modeling/layers/tn_transformer_test.py	142
official/nlp/modeling/layers/transformer_encoder_block_test.py	236
official/nlp/modeling/layers/transformer_scaffold_test.py	341
official/nlp/modeling/layers/transformer_test.py	71
official/nlp/modeling/layers/transformer_xl_test.py	210
official/nlp/modeling/losses/weighted_sparse_categorical_crossentropy_test.py	130
official/nlp/modeling/models/bert_classifier_test.py	53
official/nlp/modeling/models/bert_pretrainer_test.py	141
official/nlp/modeling/models/bert_span_labeler_test.py	50
official/nlp/modeling/models/bert_token_classifier_test.py	58
official/nlp/modeling/models/dual_encoder_test.py	64
official/nlp/modeling/models/electra_pretrainer_test.py	97
official/nlp/modeling/models/seq2seq_transformer_test.py	117
official/nlp/modeling/models/t5_test.py	441
official/nlp/modeling/models/xlnet_test.py	226
official/nlp/modeling/networks/albert_encoder_test.py	129
official/nlp/modeling/networks/bert_dense_encoder_test.py	296
official/nlp/modeling/networks/bert_encoder_test.py	490
official/nlp/modeling/networks/classification_test.py	109
official/nlp/modeling/networks/encoder_scaffold_test.py	605
official/nlp/modeling/networks/funnel_transformer_test.py	229
official/nlp/modeling/networks/mobile_bert_encoder_test.py	131
official/nlp/modeling/networks/packed_sequence_embedding_test.py	92
official/nlp/modeling/networks/span_labeling_test.py	219
official/nlp/modeling/networks/xlnet_base_test.py	355
official/nlp/modeling/ops/beam_search_test.py	58
official/nlp/modeling/ops/decoding_module_test.py	47
official/nlp/modeling/ops/segment_extractor_test.py	108
official/nlp/serving/export_savedmodel_test.py	137
official/nlp/serving/serving_modules_test.py	316
official/nlp/tasks/dual_encoder_test.py	91
official/nlp/tasks/electra_task_test.py	37
official/nlp/tasks/masked_lm_test.py	36
official/nlp/tasks/question_answering_test.py	217
official/nlp/tasks/sentence_prediction_test.py	214
official/nlp/tasks/tagging_test.py	126
official/nlp/tasks/translation_test.py	140
official/nlp/tools/export_tfhub_lib_test.py	725
official/nlp/tools/tokenization_test.py	102
official/projects/assemblenet/configs/assemblenet_test.py	30
official/projects/assemblenet/modeling/assemblenet_plus_test.py	48
official/projects/assemblenet/train_test.py	72
official/projects/basnet/configs/basnet_test.py	19
official/projects/basnet/evaluation/metrics_test.py	38
official/projects/basnet/modeling/basnet_model_test.py	42
official/projects/bigbird/encoder_test.py	40
official/projects/detr/configs/detr_test.py	18
official/projects/detr/dataloaders/coco_test.py	83
official/projects/detr/modeling/detr_test.py	40
official/projects/detr/modeling/transformer_test.py	231
official/projects/detr/ops/matchers_test.py	54
official/projects/detr/tasks/detection_test.py	87
official/projects/edgetpu/nlp/mobilebert_edgetpu_trainer_test.py	51
official/projects/edgetpu/nlp/modeling/edgetpu_layers_test.py	147
official/projects/edgetpu/nlp/modeling/model_builder_test.py	50
official/projects/edgetpu/nlp/modeling/pretrainer_test.py	93
official/projects/edgetpu/nlp/serving/export_tflite_squad_test.py	29
official/projects/edgetpu/nlp/utils/utils_test.py	45
official/projects/edgetpu/vision/dataloaders/classification_input_test.py	79
official/projects/edgetpu/vision/modeling/backbones/mobilenet_edgetpu_test.py	29
official/projects/edgetpu/vision/modeling/custom_layers_test.py	140
official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v1_model_test.py	188
official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v2_model_test.py	37
official/projects/edgetpu/vision/serving/export_tflite_test.py	84
official/projects/edgetpu/vision/serving/tflite_imagenet_evaluator_test.py	27
official/projects/edgetpu/vision/tasks/image_classification_test.py	55
official/projects/edgetpu/vision/tasks/semantic_segmentation_test.py	94
official/projects/mobilebert/distillation_test.py	137
official/projects/movinet/configs/movinet_test.py	20
official/projects/movinet/modeling/movinet_layers_test.py	406
official/projects/movinet/modeling/movinet_model_test.py	177
official/projects/movinet/modeling/movinet_test.py	144
official/projects/movinet/tools/convert_3d_2plus1d_test.py	32
official/projects/movinet/tools/export_saved_model_test.py	94
official/projects/movinet/train_test.py	65
official/projects/nhnet/configs_test.py	80
official/projects/nhnet/decoder_test.py	119
official/projects/nhnet/models_test.py	258
official/projects/nhnet/trainer_test.py	67
official/projects/roformer/roformer_attention_test.py	70
official/projects/roformer/roformer_encoder_block_test.py	240
official/projects/roformer/roformer_encoder_test.py	169
official/projects/teams/teams_experiments_test.py	13
official/projects/teams/teams_pretrainer_test.py	132
official/projects/teams/teams_task_test.py	34
official/projects/text_classification_example/classification_example_test.py	41
official/projects/vit/modeling/vit_test.py	18
official/projects/volumetric_models/configs/semantic_segmentation_3d_test.py	20
official/projects/volumetric_models/dataloaders/segmentation_input_3d_test.py	34
official/projects/volumetric_models/evaluation/segmentation_metrics_test.py	34
official/projects/volumetric_models/losses/segmentation_losses_test.py	25
official/projects/volumetric_models/modeling/backbones/unet_3d_test.py	39
official/projects/volumetric_models/modeling/decoders/factory_test.py	46
official/projects/volumetric_models/modeling/decoders/unet_3d_decoder_test.py	43
official/projects/volumetric_models/modeling/factory_test.py	26
official/projects/volumetric_models/modeling/heads/segmentation_heads_3d_test.py	37
official/projects/volumetric_models/modeling/nn_blocks_3d_test.py	51
official/projects/volumetric_models/modeling/segmentation_model_test.py	44
official/projects/volumetric_models/serving/semantic_segmentation_3d_test.py	72
official/projects/volumetric_models/tasks/semantic_segmentation_3d_test.py	63
official/projects/volumetric_models/train_test.py	71
official/projects/yt8m/experiments/yt8m_test.yaml	30
official/projects/yt8m/modeling/yt8m_model_test.py	25
official/projects/yt8m/train_test.py	75
official/recommendation/data_test.py	234
official/recommendation/ncf_test.py	81
official/recommendation/ranking/configs/config_test.py	18
official/recommendation/ranking/data/data_pipeline_test.py	37
official/recommendation/ranking/task_test.py	34
official/recommendation/ranking/train_test.py	101
official/utils/flags/flags_test.py	110
official/utils/misc/model_helpers_test.py	81
official/vision/beta/configs/image_classification_test.py	26
official/vision/beta/configs/maskrcnn_test.py	25
official/vision/beta/configs/retinanet_test.py	24
official/vision/beta/configs/semantic_segmentation_test.py	22
official/vision/beta/configs/video_classification_test.py	21
official/vision/beta/data/tfrecord_lib_test.py	46
official/vision/beta/dataloaders/tf_example_decoder_test.py	234
official/vision/beta/dataloaders/tf_example_label_map_decoder_test.py	154
official/vision/beta/dataloaders/tfds_factory_test.py	87
official/vision/beta/dataloaders/utils_test.py	42
official/vision/beta/dataloaders/video_input_test.py	132
official/vision/beta/evaluation/coco_utils_test.py	25
official/vision/beta/evaluation/iou_test.py	53
official/vision/beta/evaluation/panoptic_quality_evaluator_test.py	69
official/vision/beta/evaluation/panoptic_quality_test.py	255
official/vision/beta/evaluation/segmentation_metrics_test.py	50
official/vision/beta/modeling/backbones/efficientnet_test.py	59
official/vision/beta/modeling/backbones/factory_test.py	163
official/vision/beta/modeling/backbones/mobiledet_test.py	73
official/vision/beta/modeling/backbones/mobilenet_test.py	232
official/vision/beta/modeling/backbones/resnet_3d_test.py	67
official/vision/beta/modeling/backbones/resnet_deeplab_test.py	97
official/vision/beta/modeling/backbones/resnet_test.py	109
official/vision/beta/modeling/backbones/revnet_test.py	52
official/vision/beta/modeling/backbones/spinenet_mobile_test.py	61
official/vision/beta/modeling/backbones/spinenet_test.py	85
official/vision/beta/modeling/classification_model_test.py	124
official/vision/beta/modeling/decoders/aspp_test.py	57
official/vision/beta/modeling/decoders/factory_test.py	109
official/vision/beta/modeling/decoders/fpn_test.py	73
official/vision/beta/modeling/decoders/nasfpn_test.py	30
official/vision/beta/modeling/factory_test.py	99
official/vision/beta/modeling/heads/dense_prediction_heads_test.py	118
official/vision/beta/modeling/heads/instance_heads_test.py	105
official/vision/beta/modeling/heads/segmentation_heads_test.py	73
official/vision/beta/modeling/layers/deeplab_test.py	29
official/vision/beta/modeling/layers/detection_generator_test.py	206
official/vision/beta/modeling/layers/nn_blocks_3d_test.py	33
official/vision/beta/modeling/layers/nn_blocks_test.py	254
official/vision/beta/modeling/layers/nn_layers_test.py	317
official/vision/beta/modeling/layers/roi_aligner_test.py	16
official/vision/beta/modeling/maskrcnn_model_test.py	351
official/vision/beta/modeling/retinanet_model_test.py	270
official/vision/beta/modeling/segmentation_model_test.py	52
official/vision/beta/modeling/video_classification_model_test.py	54
official/vision/beta/ops/anchor_generator_test.py	103
official/vision/beta/ops/anchor_test.py	137
official/vision/beta/ops/augment_test.py	307
official/vision/beta/ops/box_matcher_test.py	49
official/vision/beta/ops/iou_similarity_test.py	47
official/vision/beta/ops/mask_ops_test.py	28
official/vision/beta/ops/preprocess_ops_3d_test.py	112
official/vision/beta/ops/preprocess_ops_test.py	202
official/vision/beta/ops/target_gather_test.py	49
official/vision/beta/projects/centernet/configs/centernet_test.py	19
official/vision/beta/projects/centernet/losses/centernet_losses_test.py	81
official/vision/beta/projects/centernet/modeling/backbones/hourglass_test.py	20
official/vision/beta/projects/centernet/modeling/centernet_model_test.py	44
official/vision/beta/projects/centernet/modeling/heads/centernet_head_test.py	39
official/vision/beta/projects/centernet/modeling/layers/cn_nn_blocks_test.py	93
official/vision/beta/projects/centernet/ops/target_assigner_test.py	148
official/vision/beta/projects/deepmac_maskrcnn/configs/deep_mask_head_rcnn_config_test.py	11
official/vision/beta/projects/deepmac_maskrcnn/modeling/heads/instance_heads_test.py	72
official/vision/beta/projects/deepmac_maskrcnn/modeling/maskrcnn_model_test.py	119
official/vision/beta/projects/deepmac_maskrcnn/serving/detection_test.py	118
official/vision/beta/projects/panoptic_maskrcnn/configs/panoptic_maskrcnn_test.py	21
official/vision/beta/projects/panoptic_maskrcnn/modeling/factory_test.py	45
official/vision/beta/projects/panoptic_maskrcnn/modeling/layers/panoptic_segmentation_generator_test.py	98
official/vision/beta/projects/panoptic_maskrcnn/modeling/panoptic_maskrcnn_model_test.py	492
official/vision/beta/projects/panoptic_maskrcnn/serving/panoptic_segmentation_test.py	92
official/vision/beta/projects/panoptic_maskrcnn/tasks/panoptic_maskrcnn_test.py	42
official/vision/beta/projects/simclr/configs/multitask_config_test.py	17
official/vision/beta/projects/simclr/configs/simclr_test.py	24
official/vision/beta/projects/simclr/heads/simclr_head_test.py	69
official/vision/beta/projects/simclr/losses/contrastive_losses_test.py	49
official/vision/beta/projects/simclr/modeling/layers/nn_blocks_test.py	30
official/vision/beta/projects/simclr/modeling/multitask_model_test.py	22
official/vision/beta/projects/simclr/modeling/simclr_model_test.py	46
official/vision/beta/projects/video_ssl/configs/video_ssl_test.py	32
official/vision/beta/projects/video_ssl/dataloaders/video_ssl_input_test.py	70
official/vision/beta/projects/video_ssl/ops/video_ssl_preprocess_ops_test.py	25
official/vision/beta/projects/video_ssl/tasks/pretrain_test.py	51
official/vision/beta/projects/yolo/losses/yolo_loss_test.py	69
official/vision/beta/projects/yolo/modeling/backbones/darknet_test.py	86
official/vision/beta/projects/yolo/modeling/decoders/yolo_decoder_test.py	108
official/vision/beta/projects/yolo/modeling/heads/yolo_head_test.py	41
official/vision/beta/projects/yolo/modeling/layers/detection_generator_test.py	33
official/vision/beta/projects/yolo/modeling/layers/nn_blocks_test.py	245
official/vision/beta/projects/yolo/ops/box_ops_test.py	33
official/vision/beta/projects/yolo/ops/preprocessing_ops_test.py	94
official/vision/beta/serving/detection_test.py	108
official/vision/beta/serving/export_base_v2_test.py	58
official/vision/beta/serving/export_module_factory_test.py	80
official/vision/beta/serving/export_saved_model_lib_test.py	42
official/vision/beta/serving/export_tflite_lib_test.py	121
official/vision/beta/serving/image_classification_test.py	83
official/vision/beta/serving/semantic_segmentation_test.py	82
official/vision/beta/serving/video_classification_test.py	77
orbit/actions/conditional_action_test.py	14
orbit/actions/export_saved_model_test.py	117
orbit/actions/new_best_metric_test.py	62
orbit/controller_test.py	610
orbit/standard_runner_test.py	93
orbit/utils/common_test.py	12
orbit/utils/tpu_summaries_test.py	80
research/adversarial_text/data/data_utils_test.py	145
research/adversarial_text/graphs_test.py	157
research/attention_ocr/python/data_provider_test.py	41
research/attention_ocr/python/datasets/fsns_test.py	67
research/attention_ocr/python/datasets/unittest_utils_test.py	24
research/attention_ocr/python/demo_inference_test.py	80
research/attention_ocr/python/metrics_test.py	58
research/attention_ocr/python/model_export_test.py	96
research/attention_ocr/python/model_test.py	218
research/attention_ocr/python/sequence_layers_test.py	72
research/audioset/vggish/vggish_smoke_test.py	47
research/audioset/yamnet/yamnet_test.py	42
research/deeplab/common_test.py	28
research/deeplab/core/conv2d_ws_test.py	354
research/deeplab/core/dense_prediction_cell_test.py	102
research/deeplab/core/nas_network_test.py	78
research/deeplab/core/preprocess_utils_test.py	441
research/deeplab/core/resnet_v1_beta_test.py	491
research/deeplab/core/utils_test.py	59
research/deeplab/core/xception_test.py	421
research/deeplab/datasets/data_generator_test.py	68
research/deeplab/evaluation/eval_coco_format_test.py	106
research/deeplab/evaluation/panoptic_quality_test.py	281
research/deeplab/evaluation/parsing_covering_test.py	133
research/deeplab/evaluation/streaming_metrics_test.py	486
research/deeplab/evaluation/test_utils.py	43
research/deeplab/evaluation/test_utils_test.py	44
research/deeplab/local_test.sh	90
research/deeplab/model_test.py	101
research/deeplab/utils/get_dataset_colormap_test.py	58
research/delf/delf/python/box_io_test.py	39
research/delf/delf/python/datasets/generic_dataset_test.py	27
research/delf/delf/python/datasets/google_landmarks_dataset/dataset_file_io_test.py	110
research/delf/delf/python/datasets/google_landmarks_dataset/metrics_test.py	103
research/delf/delf/python/datasets/revisited_op/dataset_test.py	196
research/delf/delf/python/datasets/sfm120k/sfm120k_test.py	12
research/delf/delf/python/datasets/tuples_dataset_test.py	49
research/delf/delf/python/datasets/utils_test.py	36
research/delf/delf/python/datum_io_test.py	57
research/delf/delf/python/feature_aggregation_extractor_test.py	315
research/delf/delf/python/feature_aggregation_similarity_test.py	83
research/delf/delf/python/feature_extractor_test.py	42
research/delf/delf/python/feature_io_test.py	64
research/delf/delf/python/normalization_layers/normalization_test.py	11
research/delf/delf/python/pooling_layers/pooling_test.py	40
research/delf/delf/python/training/losses/ranking_losses_test.py	29
research/delf/delf/python/training/model/delf_model_test.py	67
research/delf/delf/python/training/model/delg_model_test.py	104
research/delf/delf/python/training/model/global_model_test.py	44
research/delf/delf/python/utils_test.py	71
research/delf/delf/python/whiten_test.py	33
research/lstm_object_detection/builders/graph_rewriter_builder_test.py	88
research/lstm_object_detection/inputs/seq_dataset_builder_test.py	147
research/lstm_object_detection/inputs/tf_sequence_example_decoder_test.py	73
research/lstm_object_detection/lstm/lstm_cells_test.py	354
research/lstm_object_detection/lstm/rnn_decoder_test.py	248
research/lstm_object_detection/lstm/utils_test.py	111
research/lstm_object_detection/meta_architectures/lstm_ssd_meta_arch_test.py	258
research/lstm_object_detection/metrics/coco_evaluation_all_frames_test.py	127
research/lstm_object_detection/model_builder_test.py	72
research/lstm_object_detection/models/lstm_ssd_interleaved_mobilenet_v2_feature_extractor_test.py	296
research/lstm_object_detection/models/lstm_ssd_mobilenet_v1_feature_extractor_test.py	134
research/lstm_object_detection/models/mobilenet_defs_test.py	104
research/lstm_object_detection/test_tflite_model.py	22
research/lstm_object_detection/tflite/utils/conversion_utils_test.cc	125
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