Path	Lines of Code
models/official/__init__.py	1
models/official/amoeba_net/amoeba_net.py	359
models/official/amoeba_net/amoeba_net_k8s.yaml	27
models/official/amoeba_net/amoeba_net_model.py	372
models/official/amoeba_net/inception_preprocessing.py	176
models/official/amoeba_net/model_builder.py	308
models/official/amoeba_net/model_specs.py	65
models/official/amoeba_net/network_utils.py	494
models/official/amoeba_net/tf_hub.py	195
models/official/densenet/densenet_imagenet.py	294
models/official/densenet/densenet_model.py	136
models/official/densenet/vgg_preprocessing.py	143
models/official/detection/configs/__init__.py	1
models/official/detection/configs/base_config.py	90
models/official/detection/configs/classification_config.py	59
models/official/detection/configs/detection_config.py	49
models/official/detection/configs/factory.py	29
models/official/detection/configs/maskrcnn_config.py	103
models/official/detection/configs/retinanet_config.py	42
models/official/detection/configs/segmentation_config.py	83
models/official/detection/configs/shapemask_config.py	79
models/official/detection/configs/spinenet/spinenet-mbconv49_retinanet.yaml	26
models/official/detection/configs/spinenet/spinenet143_classification.yaml	24
models/official/detection/configs/spinenet/spinenet143_mrcnn.yaml	35
models/official/detection/configs/spinenet/spinenet143_retinanet.yaml	23
models/official/detection/configs/spinenet/spinenet190_classification.yaml	24
models/official/detection/configs/spinenet/spinenet190_mrcnn.yaml	42
models/official/detection/configs/spinenet/spinenet190_retinanet.yaml	26
models/official/detection/configs/spinenet/spinenet49S_retinanet.yaml	27
models/official/detection/configs/spinenet/spinenet49_classification.yaml	24
models/official/detection/configs/spinenet/spinenet49_mrcnn.yaml	35
models/official/detection/configs/spinenet/spinenet49_retinanet.yaml	25
models/official/detection/configs/spinenet/spinenet49s_mrcnn.yaml	39
models/official/detection/configs/spinenet/spinenet96_classification.yaml	24
models/official/detection/configs/spinenet/spinenet96_mrcnn.yaml	35
models/official/detection/configs/spinenet/spinenet96_retinanet.yaml	25
models/official/detection/configs/yaml/retinanet_autoaugment.yaml	12
models/official/detection/configs/yaml/retinanet_nasfpn.yaml	17
models/official/detection/dataloader/__init__.py	1
models/official/detection/dataloader/anchor.py	148
models/official/detection/dataloader/classification_parser.py	66
models/official/detection/dataloader/extract_objects_parser.py	112
models/official/detection/dataloader/factory.py	171
models/official/detection/dataloader/input_reader.py	76
models/official/detection/dataloader/input_reader_util.py	12
models/official/detection/dataloader/maskrcnn_parser.py	247
models/official/detection/dataloader/maskrcnn_parser_with_copy_paste.py	337
models/official/detection/dataloader/mode_keys.py	7
models/official/detection/dataloader/retinanet_parser.py	237
models/official/detection/dataloader/segmentation_parser.py	122
models/official/detection/dataloader/shapemask_parser.py	283
models/official/detection/dataloader/tf_example_decoder.py	116
models/official/detection/evaluate_model.py	144
models/official/detection/evaluation/__init__.py	1
models/official/detection/evaluation/coco_evaluator.py	299
models/official/detection/evaluation/coco_utils.py	227
models/official/detection/evaluation/factory.py	31
models/official/detection/executor/__init__.py	1
models/official/detection/executor/tpu_executor.py	171
models/official/detection/export_inference_graph.py	87
models/official/detection/export_saved_model.py	170
models/official/detection/export_tensorrt_model.py	60
models/official/detection/export_tflite_model.py	26
models/official/detection/inference.py	168
models/official/detection/inference_saved_model.py	149
models/official/detection/k8s/retinanet_k8s.yaml	46
models/official/detection/main.py	135
models/official/detection/modeling/__init__.py	1
models/official/detection/modeling/architecture/__init__.py	1
models/official/detection/modeling/architecture/efficientnet.py	114
models/official/detection/modeling/architecture/efficientnet_constants.py	20
models/official/detection/modeling/architecture/factory.py	241
models/official/detection/modeling/architecture/fpn.py	71
models/official/detection/modeling/architecture/heads.py	708
models/official/detection/modeling/architecture/identity.py	6
models/official/detection/modeling/architecture/nasfpn.py	251
models/official/detection/modeling/architecture/nn_blocks.py	186
models/official/detection/modeling/architecture/nn_ops.py	389
models/official/detection/modeling/architecture/resnet.py	175
models/official/detection/modeling/architecture/spinenet.py	404
models/official/detection/modeling/architecture/spinenet_mbconv.py	345
models/official/detection/modeling/base_model.py	250
models/official/detection/modeling/cascade_maskrcnn_model.py	273
models/official/detection/modeling/classification_model.py	41
models/official/detection/modeling/factory.py	25
models/official/detection/modeling/learning_rates.py	56
models/official/detection/modeling/losses.py	267
models/official/detection/modeling/maskrcnn_model.py	179
models/official/detection/modeling/model_builder.py	14
models/official/detection/modeling/retinanet_model.py	140
models/official/detection/modeling/segmentation_model.py	100
models/official/detection/modeling/shapemask_model.py	179
models/official/detection/ops/__init__.py	1
models/official/detection/ops/nms.py	107
models/official/detection/ops/postprocess_ops.py	270
models/official/detection/ops/roi_ops.py	123
models/official/detection/ops/spatial_transform_ops.py	411
models/official/detection/ops/target_ops.py	170
models/official/detection/projects/copy_paste/configs/cascade_maskrcnn_effb7_1280.yaml	55
models/official/detection/projects/copy_paste/configs/cascade_maskrcnn_effb7_nasfpn_1280.yaml	66
models/official/detection/projects/copy_paste/configs/cascade_maskrcnn_effb7_nasfpn_vanilla_1280.yaml	66
models/official/detection/projects/copy_paste/configs/maskrcnn_effb7_1024.yaml	50
models/official/detection/projects/copy_paste/configs/maskrcnn_effb7_1280.yaml	50
models/official/detection/projects/copy_paste/configs/maskrcnn_effb7_640.yaml	50
models/official/detection/projects/copy_paste/configs/maskrcnn_resnet101_1024.yaml	51
models/official/detection/projects/copy_paste/configs/maskrcnn_resnet101_1280.yaml	52
models/official/detection/projects/copy_paste/configs/maskrcnn_resnet50_1024.yaml	52
models/official/detection/projects/fashionpedia/configs/__init__.py	1
models/official/detection/projects/fashionpedia/configs/factory.py	9
models/official/detection/projects/fashionpedia/configs/model_config.py	191
models/official/detection/projects/fashionpedia/configs/yaml/r101fpn_amrcnn.yaml	19
models/official/detection/projects/fashionpedia/configs/yaml/r50fpn_amrcnn.yaml	19
models/official/detection/projects/fashionpedia/configs/yaml/spinenet143_amrcnn.yaml	21
models/official/detection/projects/fashionpedia/configs/yaml/spinenet49_amrcnn.yaml	21
models/official/detection/projects/fashionpedia/configs/yaml/spinenet96_amrcnn.yaml	21
models/official/detection/projects/fashionpedia/dataloader/__init__.py	1
models/official/detection/projects/fashionpedia/dataloader/data_parser.py	259
models/official/detection/projects/fashionpedia/dataloader/factory.py	32
models/official/detection/projects/fashionpedia/dataloader/input_reader.py	43
models/official/detection/projects/fashionpedia/dataloader/tf_example_decoder.py	117
models/official/detection/projects/fashionpedia/export_saved_model.py	152
models/official/detection/projects/fashionpedia/inference.py	187
models/official/detection/projects/fashionpedia/inference_saved_model.py	152
models/official/detection/projects/fashionpedia/main.py	134
models/official/detection/projects/fashionpedia/modeling/__init__.py	1
models/official/detection/projects/fashionpedia/modeling/architecture/__init__.py	1
models/official/detection/projects/fashionpedia/modeling/architecture/factory.py	141
models/official/detection/projects/fashionpedia/modeling/architecture/fast_rcnn_head.py	94
models/official/detection/projects/fashionpedia/modeling/attribute_loss.py	17
models/official/detection/projects/fashionpedia/modeling/factory.py	7
models/official/detection/projects/fashionpedia/modeling/model.py	193
models/official/detection/projects/fashionpedia/modeling/model_builder.py	14
models/official/detection/projects/fashionpedia/ops/__init__.py	1
models/official/detection/projects/fashionpedia/ops/postprocess_ops.py	157
models/official/detection/projects/fashionpedia/ops/roi_sampler.py	122
models/official/detection/projects/fashionpedia/serving/__init__.py	1
models/official/detection/projects/fashionpedia/serving/serving.py	133
models/official/detection/projects/fashionpedia/utils/__init__.py	1
models/official/detection/projects/fashionpedia/utils/dataloader_utils.py	18
models/official/detection/projects/self_training/configs/coco_spinenet143_retinanet.yaml	24
models/official/detection/projects/self_training/configs/coco_spinenet190_retinanet.yaml	27
models/official/detection/projects/self_training/configs/pascal_seg_efficientnet-b7-nasfpn.yaml	51
models/official/detection/projects/self_training/configs/pascal_seg_efficientnet-l2-nasfpn.yaml	51
models/official/detection/projects/vild/configs/vild_config.py	136
models/official/detection/projects/vild/configs/vild_ensemble_resnet.yaml	165
models/official/detection/projects/vild/configs/vild_resnet.yaml	164
models/official/detection/projects/vild/dataloader/tf_example_decoder.py	136
models/official/detection/projects/vild/dataloader/vild_parser.py	281
models/official/detection/projects/vild/modeling/vild_head.py	247
models/official/detection/projects/vild/modeling/vild_losses.py	33
models/official/detection/projects/vild/modeling/vild_model.py	260
models/official/detection/projects/vild/ops/postprocess_ops.py	298
models/official/detection/projects/vild/preprocessing/__init__.py	1
models/official/detection/projects/vild/preprocessing/create_lvis_tf_record.py	204
models/official/detection/projects/vild/preprocessing/dataset_util.py	13
models/official/detection/serving/__init__.py	1
models/official/detection/serving/detection.py	139
models/official/detection/serving/inputs.py	104
models/official/detection/serving/segmentation.py	88
models/official/detection/utils/__init__.py	1
models/official/detection/utils/autoaugment_utils.py	405
models/official/detection/utils/benchmark_utils.py	30
models/official/detection/utils/box_utils.py	258
models/official/detection/utils/class_utils.py	16
models/official/detection/utils/config_utils.py	44
models/official/detection/utils/dataloader_utils.py	16
models/official/detection/utils/input_utils.py	243
models/official/detection/utils/mask_utils.py	105
models/official/detection/utils/object_detection/__init__.py	1
models/official/detection/utils/object_detection/argmax_matcher.py	84
models/official/detection/utils/object_detection/balanced_positive_negative_sampler.py	119
models/official/detection/utils/object_detection/box_coder.py	41
models/official/detection/utils/object_detection/box_list.py	57
models/official/detection/utils/object_detection/box_list_ops.py	452
models/official/detection/utils/object_detection/faster_rcnn_box_coder.py	48
models/official/detection/utils/object_detection/matcher.py	57
models/official/detection/utils/object_detection/minibatch_sampler.py	24
models/official/detection/utils/object_detection/ops.py	21
models/official/detection/utils/object_detection/preprocessor.py	294
models/official/detection/utils/object_detection/region_similarity_calculator.py	45
models/official/detection/utils/object_detection/shape_utils.py	46
models/official/detection/utils/object_detection/target_assigner.py	109
models/official/detection/utils/object_detection/visualization_utils.py	428
models/official/detection/utils/saved_model_benchmark.py	93
models/official/detection/utils/shape_utils.py	13
models/official/efficientnet/__init__.py	1
models/official/efficientnet/autoaugment.py	344
models/official/efficientnet/condconv/__init__.py	1
models/official/efficientnet/condconv/condconv_layers.py	285
models/official/efficientnet/condconv/efficientnet_condconv_builder.py	102
models/official/efficientnet/edgetpu/__init__.py	1
models/official/efficientnet/edgetpu/efficientnet_edgetpu_builder.py	98
models/official/efficientnet/efficientnet_builder.py	192
models/official/efficientnet/efficientnet_model.py	469
models/official/efficientnet/eval_ckpt_main.py	76
models/official/efficientnet/export_model.py	118
models/official/efficientnet/imagenet_input.py	258
models/official/efficientnet/inspect_model_architecture.py	46
models/official/efficientnet/lars_optimizer.py	101
models/official/efficientnet/lite/__init__.py	1
models/official/efficientnet/lite/efficientnet_lite_builder.py	129
models/official/efficientnet/lite/efficientnet_lite_model_qat.py	290
models/official/efficientnet/main.py	608
models/official/efficientnet/model_builder_factory.py	40
models/official/efficientnet/preprocessing.py	132
models/official/efficientnet/tpu/__init__.py	1
models/official/efficientnet/tpu/efficientnet_x_builder.py	134
models/official/efficientnet/utils.py	405
models/official/mask_rcnn/anchors.py	127
models/official/mask_rcnn/box_utils.py	262
models/official/mask_rcnn/coco_metric.py	192
models/official/mask_rcnn/coco_utils.py	124
models/official/mask_rcnn/configs/__init__.py	1
models/official/mask_rcnn/configs/cloud/v2-128.yaml	16
models/official/mask_rcnn/configs/cloud/v2-32.yaml	15
models/official/mask_rcnn/configs/cloud/v2-8.yaml	13
models/official/mask_rcnn/configs/cloud/v3-128.yaml	16
models/official/mask_rcnn/configs/cloud/v3-32.yaml	15
models/official/mask_rcnn/configs/cloud/v3-8.yaml	13
models/official/mask_rcnn/configs/mask_rcnn_config.py	83
models/official/mask_rcnn/dataloader.py	269
models/official/mask_rcnn/distributed_executer.py	302
models/official/mask_rcnn/evaluation.py	180
models/official/mask_rcnn/export_saved_model.py	102
models/official/mask_rcnn/fpn.py	50
models/official/mask_rcnn/heads.py	152
models/official/mask_rcnn/learning_rates.py	36
models/official/mask_rcnn/losses.py	103
models/official/mask_rcnn/mask_rcnn_k8s.yaml	37
models/official/mask_rcnn/mask_rcnn_main.py	117
models/official/mask_rcnn/mask_rcnn_model.py	487
models/official/mask_rcnn/nn_ops.py	49
models/official/mask_rcnn/object_detection/__init__.py	1
models/official/mask_rcnn/object_detection/argmax_matcher.py	84
models/official/mask_rcnn/object_detection/balanced_positive_negative_sampler.py	119
models/official/mask_rcnn/object_detection/box_coder.py	36
models/official/mask_rcnn/object_detection/box_list.py	57
models/official/mask_rcnn/object_detection/faster_rcnn_box_coder.py	48
models/official/mask_rcnn/object_detection/matcher.py	53
models/official/mask_rcnn/object_detection/minibatch_sampler.py	20
models/official/mask_rcnn/object_detection/ops.py	21
models/official/mask_rcnn/object_detection/preprocessor.py	166
models/official/mask_rcnn/object_detection/region_similarity_calculator.py	41
models/official/mask_rcnn/object_detection/shape_utils.py	46
models/official/mask_rcnn/object_detection/target_assigner.py	109
models/official/mask_rcnn/object_detection/tf_example_decoder.py	110
models/official/mask_rcnn/object_detection/visualization_utils.py	416
models/official/mask_rcnn/postprocess_ops.py	144
models/official/mask_rcnn/preprocess_ops.py	221
models/official/mask_rcnn/resnet.py	304
models/official/mask_rcnn/roi_ops.py	149
models/official/mask_rcnn/serving.py	248
models/official/mask_rcnn/spatial_transform_ops.py	210
models/official/mask_rcnn/tpu_normalization.py	50
models/official/mask_rcnn/training_ops.py	204
models/official/mnasnet/configs/__init__.py	1
models/official/mnasnet/configs/cloud/gpu.yaml	7
models/official/mnasnet/configs/cloud/v2-32.yaml	10
models/official/mnasnet/configs/cloud/v2-8.yaml	8
models/official/mnasnet/configs/cloud/v3-32.yaml	10
models/official/mnasnet/configs/cloud/v3-8.yaml	8
models/official/mnasnet/configs/mnasnet_config.py	33
models/official/mnasnet/eval_ckpt_main.py	71
models/official/mnasnet/imagenet_input.py	170
models/official/mnasnet/mixnet/__init__.py	1
models/official/mnasnet/mixnet/custom_layers.py	61
models/official/mnasnet/mixnet/mixnet_builder.py	156
models/official/mnasnet/mixnet/mixnet_model.py	264
models/official/mnasnet/mnas_utils.py	13
models/official/mnasnet/mnasnet_main.py	594
models/official/mnasnet/mnasnet_model.py	298
models/official/mnasnet/mnasnet_models.py	185
models/official/mnasnet/post_quantization.py	69
models/official/mnasnet/preprocessing.py	90
models/official/mnist/mnist_tpu.py	148
models/official/mobilenet/configs/__init__.py	1
models/official/mobilenet/configs/cloud/v2-128.yaml	6
models/official/mobilenet/configs/cloud/v2-256.yaml	6
models/official/mobilenet/configs/cloud/v2-32.yaml	6
models/official/mobilenet/configs/cloud/v2-512.yaml	6
models/official/mobilenet/configs/cloud/v2-8.yaml	6
models/official/mobilenet/configs/cloud/v3-1024.yaml	6
models/official/mobilenet/configs/cloud/v3-128.yaml	6
models/official/mobilenet/configs/cloud/v3-2048.yaml	6
models/official/mobilenet/configs/cloud/v3-256.yaml	6
models/official/mobilenet/configs/cloud/v3-32.yaml	6
models/official/mobilenet/configs/cloud/v3-512.yaml	6
models/official/mobilenet/configs/cloud/v3-64.yaml	6
models/official/mobilenet/configs/cloud/v3-8.yaml	6
models/official/mobilenet/configs/mobilenet_config.py	27
models/official/mobilenet/inception_preprocessing.py	177
models/official/mobilenet/mobilenet.py	373
models/official/mobilenet/mobilenet_model.py	173
models/official/mobilenet/supervised_images.py	222
models/official/mobilenet/vgg_preprocessing.py	145
models/official/resnet/__init__.py	1
models/official/resnet/benchmark/__init__.py	1
models/official/resnet/benchmark/read_training_time.py	60
models/official/resnet/benchmark/resnet_benchmark.py	172
models/official/resnet/configs/__init__.py	1
models/official/resnet/configs/cloud/randaugment-32.yaml	10
models/official/resnet/configs/cloud/randaugment-8.yaml	10
models/official/resnet/configs/cloud/v2-128.yaml	8
models/official/resnet/configs/cloud/v2-256.yaml	8
models/official/resnet/configs/cloud/v2-32.yaml	6
models/official/resnet/configs/cloud/v2-512.yaml	8
models/official/resnet/configs/cloud/v2-8.yaml	6
models/official/resnet/configs/cloud/v3-1024.yaml	8
models/official/resnet/configs/cloud/v3-128.yaml	8
models/official/resnet/configs/cloud/v3-2048.yaml	8
models/official/resnet/configs/cloud/v3-256.yaml	8
models/official/resnet/configs/cloud/v3-32.yaml	6
models/official/resnet/configs/cloud/v3-512.yaml	8
models/official/resnet/configs/cloud/v3-64.yaml	6
models/official/resnet/configs/cloud/v3-8.yaml	6
models/official/resnet/configs/resnet_config.py	44
models/official/resnet/imagenet_input.py	207
models/official/resnet/lars_util.py	53
models/official/resnet/resnet_k8s.yaml	29
models/official/resnet/resnet_layers.py	45
models/official/resnet/resnet_main.py	604
models/official/resnet/resnet_model.py	537
models/official/resnet/resnet_preprocessing.py	114
models/official/resnet/resnet_rs/configs/resnetrs101_i160.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs101_i192.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs152_i192.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs152_i224.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs152_i256.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs200_i256.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs270_i256.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs350_i256.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs350_i320.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs420_i320.yaml	27
models/official/resnet/resnet_rs/configs/resnetrs50_i160.yaml	27
models/official/retinanet/anchors.py	196
models/official/retinanet/coco_metric.py	125
models/official/retinanet/dataloader.py	311
models/official/retinanet/evaluation.py	66
models/official/retinanet/object_detection/__init__.py	1
models/official/retinanet/object_detection/argmax_matcher.py	84
models/official/retinanet/object_detection/box_coder.py	38
models/official/retinanet/object_detection/box_list.py	57
models/official/retinanet/object_detection/faster_rcnn_box_coder.py	48
models/official/retinanet/object_detection/matcher.py	54
models/official/retinanet/object_detection/preprocessor.py	166
models/official/retinanet/object_detection/region_similarity_calculator.py	42
models/official/retinanet/object_detection/shape_utils.py	19
models/official/retinanet/object_detection/target_assigner.py	109
models/official/retinanet/object_detection/tf_example_decoder.py	125
models/official/retinanet/postprocess.py	135
models/official/retinanet/retinanet_architecture.py	435
models/official/retinanet/retinanet_k8s.yaml	39
models/official/retinanet/retinanet_main.py	586
models/official/retinanet/retinanet_model.py	347
models/official/retinanet/retinanet_segmentation_main.py	197
models/official/retinanet/retinanet_segmentation_model.py	149
models/official/retinanet/retinanet_tensorrt.py	75
models/official/squeezenet/configs/__init__.py	1
models/official/squeezenet/configs/squeezenet_config.py	28
models/official/squeezenet/data_pipeline.py	215
models/official/squeezenet/squeezenet_main.py	98
models/official/squeezenet/squeezenet_model.py	105
models/official/unet3d/configs/cloud/v3-128_256x256x256_ce.yaml	8
models/official/unet3d/configs/cloud/v3-128_256x256x256_dice.yaml	8
models/official/unet3d/configs/cloud/v3-32_256x256x256_ce.yaml	8
models/official/unet3d/configs/cloud/v3-32_256x256x256_dice.yaml	8
models/official/unet3d/configs/cloud/v3-8_128x128x128_ce.yaml	8
models/official/unet3d/configs/cloud/v3-8_128x128x128_dice.yaml	8
models/official/unet3d/data_preprocess/convert_lits.py	173
models/official/unet3d/data_preprocess/convert_lits_nii_to_npy.py	24
models/official/unet3d/data_preprocess/generate_fake_lits.py	68
models/official/unet3d/export_saved_model.py	120
models/official/unet3d/input_reader.py	95
models/official/unet3d/metrics.py	57
models/official/unet3d/saved_model_inference.py	89
models/official/unet3d/tpu_executor.py	192
models/official/unet3d/unet_config.py	42
models/official/unet3d/unet_main.py	98
models/official/unet3d/unet_model.py	298