1
|
- Search.setIndex({docnames:["CONTRIBUTING","LICENSE","generated/super_gradients.common.abstractions","generated/super_gradients.common.auto_logging","generated/super_gradients.common.aws_connection","generated/super_gradients.common.data_connection","generated/super_gradients.common.data_interface","generated/super_gradients.common.data_types","generated/super_gradients.common.decorators","generated/super_gradients.common.environment","index","super_gradients","super_gradients.common","super_gradients.common.abstractions","super_gradients.common.auto_logging","super_gradients.common.aws_connection","super_gradients.common.data_connection","super_gradients.common.data_interface","super_gradients.common.data_types","super_gradients.common.data_types.enum","super_gradients.common.decorators","super_gradients.common.environment","super_gradients.training","super_gradients.training.datasets","super_gradients.training.datasets.classification_datasets","super_gradients.training.datasets.dataset_interfaces","super_gradients.training.datasets.detection_datasets","super_gradients.training.datasets.segmentation_datasets","super_gradients.training.exceptions","super_gradients.training.legacy","super_gradients.training.losses","super_gradients.training.metrics","super_gradients.training.models","super_gradients.training.sg_model","super_gradients.training.utils","super_gradients.training.utils.optimizers","user_guide","welcome"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinx.ext.todo":2,"sphinx.ext.viewcode":1,sphinx:56},filenames:["CONTRIBUTING.md","LICENSE.md","generated/super_gradients.common.abstractions.rst","generated/super_gradients.common.auto_logging.rst","generated/super_gradients.common.aws_connection.rst","generated/super_gradients.common.data_connection.rst","generated/super_gradients.common.data_interface.rst","generated/super_gradients.common.data_types.rst","generated/super_gradients.common.decorators.rst","generated/super_gradients.common.environment.rst","index.rst","super_gradients.rst","super_gradients.common.rst","super_gradients.common.abstractions.rst","super_gradients.common.auto_logging.rst","super_gradients.common.aws_connection.rst","super_gradients.common.data_connection.rst","super_gradients.common.data_interface.rst","super_gradients.common.data_types.rst","super_gradients.common.data_types.enum.rst","super_gradients.common.decorators.rst","super_gradients.common.environment.rst","super_gradients.training.rst","super_gradients.training.datasets.rst","super_gradients.training.datasets.classification_datasets.rst","super_gradients.training.datasets.dataset_interfaces.rst","super_gradients.training.datasets.detection_datasets.rst","super_gradients.training.datasets.segmentation_datasets.rst","super_gradients.training.exceptions.rst","super_gradients.training.legacy.rst","super_gradients.training.losses.rst","super_gradients.training.metrics.rst","super_gradients.training.models.rst","super_gradients.training.sg_model.rst","super_gradients.training.utils.rst","super_gradients.training.utils.optimizers.rst","user_guide.md","welcome.md"],objects:{"super_gradients.common":{ADNNModelRepositoryDataInterfaces:[12,1,1,""],AWSConnector:[12,1,1,""],DatasetDataInterface:[12,1,1,""],DeepLearningTask:[12,1,1,""],EvaluationType:[12,1,1,""],MultiGPUMode:[12,1,1,""],S3Connector:[12,1,1,""],StrictLoad:[12,1,1,""],abstractions:[13,0,0,"-"],auto_logging:[14,0,0,"-"],aws_connection:[15,0,0,"-"],data_connection:[16,0,0,"-"],data_interface:[17,0,0,"-"],data_types:[18,0,0,"-"],decorators:[20,0,0,"-"],environment:[21,0,0,"-"],explicit_params_validation:[12,4,1,""],init_trainer:[12,4,1,""],is_distributed:[12,4,1,""],singleton:[12,4,1,""]},"super_gradients.common.ADNNModelRepositoryDataInterfaces":{load_all_remote_log_files:[12,2,1,""],load_remote_checkpoints_file:[12,2,1,""],load_remote_logging_files:[12,2,1,""],save_all_remote_checkpoint_files:[12,2,1,""],save_remote_checkpoints_file:[12,2,1,""],save_remote_tensorboard_event_files:[12,2,1,""]},"super_gradients.common.AWSConnector":{get_aws_client_for_service_name:[12,2,1,""],get_aws_resource_for_service_name:[12,2,1,""],get_aws_session:[12,2,1,""],is_client_error:[12,2,1,""]},"super_gradients.common.DatasetDataInterface":{load_remote_dataset_file:[12,2,1,""]},"super_gradients.common.DeepLearningTask":{CLASSIFICATION:[12,3,1,""],DEPTH_ESTIMATION:[12,3,1,""],NLP:[12,3,1,""],OBJECT_DETECTION:[12,3,1,""],OTHER:[12,3,1,""],POSE_ESTIMATION:[12,3,1,""],SEMANTIC_SEGMENTATION:[12,3,1,""]},"super_gradients.common.EvaluationType":{TEST:[12,3,1,""],VALIDATION:[12,3,1,""]},"super_gradients.common.MultiGPUMode":{AUTO:[12,3,1,""],DATA_PARALLEL:[12,3,1,""],DISTRIBUTED_DATA_PARALLEL:[12,3,1,""],OFF:[12,3,1,""]},"super_gradients.common.S3Connector":{check_key_exists:[12,2,1,""],convert_content_length_to_mb:[12,2,1,""],copy_key:[12,2,1,""],create_bucket:[12,2,1,""],create_presigned_download_url:[12,2,1,""],create_presigned_upload_url:[12,2,1,""],delete_bucket:[12,2,1,""],delete_key:[12,2,1,""],download_file_by_path:[12,2,1,""],download_key:[12,2,1,""],download_keys_by_prefix:[12,2,1,""],empty_folder_content_by_path_prefix:[12,2,1,""],get_object_by_etag:[12,2,1,""],get_object_metadata:[12,2,1,""],list_bucket_objects:[12,2,1,""],upload_buffer:[12,2,1,""],upload_file:[12,2,1,""],upload_file_from_stream:[12,2,1,""]},"super_gradients.common.StrictLoad":{NO_KEY_MATCHING:[12,3,1,""],OFF:[12,3,1,""],ON:[12,3,1,""]},"super_gradients.common.abstractions":{abstract_logger:[13,0,0,"-"]},"super_gradients.common.abstractions.abstract_logger":{ILogger:[13,1,1,""],get_logger:[13,4,1,""]},"super_gradients.common.auto_logging":{AutoLoggerConfig:[14,1,1,""],auto_logger:[14,0,0,"-"]},"super_gradients.common.auto_logging.AutoLoggerConfig":{generate_config_for_module_name:[14,2,1,""]},"super_gradients.common.auto_logging.auto_logger":{AutoLoggerConfig:[14,1,1,""]},"super_gradients.common.auto_logging.auto_logger.AutoLoggerConfig":{generate_config_for_module_name:[14,2,1,""]},"super_gradients.common.aws_connection":{AWSConnector:[15,1,1,""],aws_connector:[15,0,0,"-"],aws_secrets_manager_connector:[15,0,0,"-"]},"super_gradients.common.aws_connection.AWSConnector":{get_aws_client_for_service_name:[15,2,1,""],get_aws_resource_for_service_name:[15,2,1,""],get_aws_session:[15,2,1,""],is_client_error:[15,2,1,""]},"super_gradients.common.aws_connection.aws_connector":{AWSConnector:[15,1,1,""]},"super_gradients.common.aws_connection.aws_connector.AWSConnector":{get_aws_client_for_service_name:[15,2,1,""],get_aws_resource_for_service_name:[15,2,1,""],get_aws_session:[15,2,1,""],is_client_error:[15,2,1,""]},"super_gradients.common.aws_connection.aws_secrets_manager_connector":{AWSSecretsManagerConnector:[15,1,1,""]},"super_gradients.common.aws_connection.aws_secrets_manager_connector.AWSSecretsManagerConnector":{DECI_ENVIRONMENTS:[15,3,1,""],current_environment_client:[15,3,1,""],get_secret_value_for_secret_key:[15,3,1,""],get_secret_values_dict_for_secret_key_properties:[15,3,1,""]},"super_gradients.common.data_connection":{S3Connector:[16,1,1,""],s3_connector:[16,0,0,"-"]},"super_gradients.common.data_connection.S3Connector":{check_key_exists:[16,2,1,""],convert_content_length_to_mb:[16,2,1,""],copy_key:[16,2,1,""],create_bucket:[16,2,1,""],create_presigned_download_url:[16,2,1,""],create_presigned_upload_url:[16,2,1,""],delete_bucket:[16,2,1,""],delete_key:[16,2,1,""],download_file_by_path:[16,2,1,""],download_key:[16,2,1,""],download_keys_by_prefix:[16,2,1,""],empty_folder_content_by_path_prefix:[16,2,1,""],get_object_by_etag:[16,2,1,""],get_object_metadata:[16,2,1,""],list_bucket_objects:[16,2,1,""],upload_buffer:[16,2,1,""],upload_file:[16,2,1,""],upload_file_from_stream:[16,2,1,""]},"super_gradients.common.data_connection.s3_connector":{KeyNotExistInBucketError:[16,5,1,""],S3Connector:[16,1,1,""]},"super_gradients.common.data_connection.s3_connector.S3Connector":{check_key_exists:[16,2,1,""],convert_content_length_to_mb:[16,2,1,""],copy_key:[16,2,1,""],create_bucket:[16,2,1,""],create_presigned_download_url:[16,2,1,""],create_presigned_upload_url:[16,2,1,""],delete_bucket:[16,2,1,""],delete_key:[16,2,1,""],download_file_by_path:[16,2,1,""],download_key:[16,2,1,""],download_keys_by_prefix:[16,2,1,""],empty_folder_content_by_path_prefix:[16,2,1,""],get_object_by_etag:[16,2,1,""],get_object_metadata:[16,2,1,""],list_bucket_objects:[16,2,1,""],upload_buffer:[16,2,1,""],upload_file:[16,2,1,""],upload_file_from_stream:[16,2,1,""]},"super_gradients.common.data_interface":{ADNNModelRepositoryDataInterfaces:[17,1,1,""],DatasetDataInterface:[17,1,1,""],adnn_model_repository_data_interface:[17,0,0,"-"],dataset_data_interface:[17,0,0,"-"]},"super_gradients.common.data_interface.ADNNModelRepositoryDataInterfaces":{load_all_remote_log_files:[17,2,1,""],load_remote_checkpoints_file:[17,2,1,""],load_remote_logging_files:[17,2,1,""],save_all_remote_checkpoint_files:[17,2,1,""],save_remote_checkpoints_file:[17,2,1,""],save_remote_tensorboard_event_files:[17,2,1,""]},"super_gradients.common.data_interface.DatasetDataInterface":{load_remote_dataset_file:[17,2,1,""]},"super_gradients.common.data_interface.adnn_model_repository_data_interface":{ADNNModelRepositoryDataInterfaces:[17,1,1,""],ModelCheckpointNotFoundException:[17,5,1,""]},"super_gradients.common.data_interface.adnn_model_repository_data_interface.ADNNModelRepositoryDataInterfaces":{load_all_remote_log_files:[17,2,1,""],load_remote_checkpoints_file:[17,2,1,""],load_remote_logging_files:[17,2,1,""],save_all_remote_checkpoint_files:[17,2,1,""],save_remote_checkpoints_file:[17,2,1,""],save_remote_tensorboard_event_files:[17,2,1,""]},"super_gradients.common.data_interface.dataset_data_interface":{DatasetDataInterface:[17,1,1,""]},"super_gradients.common.data_interface.dataset_data_interface.DatasetDataInterface":{load_remote_dataset_file:[17,2,1,""]},"super_gradients.common.data_types":{"enum":[19,0,0,"-"],DeepLearningTask:[18,1,1,""],EvaluationType:[18,1,1,""],MultiGPUMode:[18,1,1,""],StrictLoad:[18,1,1,""]},"super_gradients.common.data_types.DeepLearningTask":{CLASSIFICATION:[18,3,1,""],DEPTH_ESTIMATION:[18,3,1,""],NLP:[18,3,1,""],OBJECT_DETECTION:[18,3,1,""],OTHER:[18,3,1,""],POSE_ESTIMATION:[18,3,1,""],SEMANTIC_SEGMENTATION:[18,3,1,""]},"super_gradients.common.data_types.EvaluationType":{TEST:[18,3,1,""],VALIDATION:[18,3,1,""]},"super_gradients.common.data_types.MultiGPUMode":{AUTO:[18,3,1,""],DATA_PARALLEL:[18,3,1,""],DISTRIBUTED_DATA_PARALLEL:[18,3,1,""],OFF:[18,3,1,""]},"super_gradients.common.data_types.StrictLoad":{NO_KEY_MATCHING:[18,3,1,""],OFF:[18,3,1,""],ON:[18,3,1,""]},"super_gradients.common.data_types.enum":{DeepLearningTask:[19,1,1,""],EvaluationType:[19,1,1,""],MultiGPUMode:[19,1,1,""],StrictLoad:[19,1,1,""],deep_learning_task:[19,0,0,"-"]},"super_gradients.common.data_types.enum.DeepLearningTask":{CLASSIFICATION:[19,3,1,""],DEPTH_ESTIMATION:[19,3,1,""],NLP:[19,3,1,""],OBJECT_DETECTION:[19,3,1,""],OTHER:[19,3,1,""],POSE_ESTIMATION:[19,3,1,""],SEMANTIC_SEGMENTATION:[19,3,1,""]},"super_gradients.common.data_types.enum.EvaluationType":{TEST:[19,3,1,""],VALIDATION:[19,3,1,""]},"super_gradients.common.data_types.enum.MultiGPUMode":{AUTO:[19,3,1,""],DATA_PARALLEL:[19,3,1,""],DISTRIBUTED_DATA_PARALLEL:[19,3,1,""],OFF:[19,3,1,""]},"super_gradients.common.data_types.enum.StrictLoad":{NO_KEY_MATCHING:[19,3,1,""],OFF:[19,3,1,""],ON:[19,3,1,""]},"super_gradients.common.data_types.enum.deep_learning_task":{DeepLearningTask:[19,1,1,""]},"super_gradients.common.data_types.enum.deep_learning_task.DeepLearningTask":{CLASSIFICATION:[19,3,1,""],DEPTH_ESTIMATION:[19,3,1,""],NLP:[19,3,1,""],OBJECT_DETECTION:[19,3,1,""],OTHER:[19,3,1,""],POSE_ESTIMATION:[19,3,1,""],SEMANTIC_SEGMENTATION:[19,3,1,""]},"super_gradients.common.decorators":{deci_logger:[20,0,0,"-"],explicit_params_validation:[20,4,1,""],explicit_params_validator:[20,0,0,"-"],singleton:[20,0,0,"-"]},"super_gradients.common.decorators.deci_logger":{deci_class_logger:[20,4,1,""],deci_func_logger:[20,4,1,""]},"super_gradients.common.decorators.explicit_params_validator":{explicit_params_validation:[20,4,1,""]},"super_gradients.common.decorators.singleton":{SingletonMeta:[20,1,1,""],singleton:[20,4,1,""]},"super_gradients.common.environment":{env_helpers:[21,0,0,"-"],environment_config:[21,0,0,"-"],init_trainer:[21,4,1,""],is_distributed:[21,4,1,""]},"super_gradients.common.environment.env_helpers":{ColouredTextFormatter:[21,1,1,""],TerminalColours:[21,1,1,""],get_environ_as_type:[21,4,1,""],init_trainer:[21,4,1,""],is_distributed:[21,4,1,""],multi_process_safe:[21,4,1,""]},"super_gradients.common.environment.env_helpers.ColouredTextFormatter":{print_coloured_text:[21,2,1,""]},"super_gradients.common.environment.env_helpers.TerminalColours":{BOLD:[21,3,1,""],ENDC:[21,3,1,""],FAIL:[21,3,1,""],HEADER:[21,3,1,""],OKBLUE:[21,3,1,""],OKCYAN:[21,3,1,""],OKGREEN:[21,3,1,""],UNDERLINE:[21,3,1,""],WARNING:[21,3,1,""]},"super_gradients.training":{ClassificationTestDatasetInterface:[22,1,1,""],DataAugmentation:[22,1,1,""],DetectionTestDatasetInterface:[22,1,1,""],KDModel:[22,1,1,""],MultiGPUMode:[22,1,1,""],SegmentationTestDatasetInterface:[22,1,1,""],SgModel:[22,1,1,""],StrictLoad:[22,1,1,""],TestDatasetInterface:[22,1,1,""],datasets:[23,0,0,"-"],exceptions:[28,0,0,"-"],legacy:[29,0,0,"-"],losses:[30,0,0,"-"],metrics:[31,0,0,"-"],models:[32,0,0,"-"],sg_model:[33,0,0,"-"],utils:[34,0,0,"-"]},"super_gradients.training.DataAugmentation":{cutout:[22,2,1,""],normalize:[22,2,1,""],to_tensor:[22,2,1,""]},"super_gradients.training.KDModel":{build_model:[22,2,1,""]},"super_gradients.training.MultiGPUMode":{AUTO:[22,3,1,""],DATA_PARALLEL:[22,3,1,""],DISTRIBUTED_DATA_PARALLEL:[22,3,1,""],OFF:[22,3,1,""]},"super_gradients.training.SgModel":{build_model:[22,2,1,""],connect_dataset_interface:[22,2,1,""],evaluate:[22,2,1,""],get_arch_params:[22,6,1,""],get_architecture:[22,6,1,""],get_module:[22,6,1,""],get_net:[22,6,1,""],get_structure:[22,6,1,""],predict:[22,2,1,"id3"],set_ckpt_best_name:[22,2,1,""],set_ema:[22,2,1,""],set_experiment_name:[22,2,1,""],set_module:[22,2,1,""],set_net:[22,2,1,""],test:[22,2,1,""],train:[22,2,1,"id0"]},"super_gradients.training.StrictLoad":{NO_KEY_MATCHING:[22,3,1,""],OFF:[22,3,1,""],ON:[22,3,1,""]},"super_gradients.training.TestDatasetInterface":{get_data_loaders:[22,2,1,""]},"super_gradients.training.datasets":{COCODetectionDataset:[23,1,1,""],Cifar10DatasetInterface:[23,1,1,""],ClassificationTestDatasetInterface:[23,1,1,""],CoCoSegmentationDataSet:[23,1,1,""],CoCoSegmentationDatasetInterface:[23,1,1,""],DataAugmentation:[23,1,1,""],DatasetInterface:[23,1,1,""],DetectionDataset:[23,1,1,""],DetectionTestDatasetInterface:[23,1,1,""],DirectoryDataSet:[23,1,1,""],ImageNetDatasetInterface:[23,1,1,""],ListDataset:[23,1,1,""],PascalAUG2012SegmentationDataSet:[23,1,1,""],PascalAUG2012SegmentationDataSetInterface:[23,1,1,""],PascalVOC2012SegmentationDataSet:[23,1,1,""],PascalVOC2012SegmentationDataSetInterface:[23,1,1,""],PascalVOCDetectionDataset:[23,1,1,""],SegmentationDataSet:[23,1,1,""],SegmentationTestDatasetInterface:[23,1,1,""],TestDatasetInterface:[23,1,1,""],TestYoloDetectionDatasetInterface:[23,1,1,""],all_datasets:[23,0,0,"-"],auto_augment:[23,0,0,"-"],classification_datasets:[24,0,0,"-"],data_augmentation:[23,0,0,"-"],dataset_interfaces:[25,0,0,"-"],datasets_conf:[23,0,0,"-"],datasets_utils:[23,0,0,"-"],detection_datasets:[26,0,0,"-"],mixup:[23,0,0,"-"],segmentation_datasets:[27,0,0,"-"],sg_dataset:[23,0,0,"-"]},"super_gradients.training.datasets.COCODetectionDataset":{apply_transforms:[23,2,1,""],load_image:[23,2,1,""],load_resized_img:[23,2,1,""],load_sample:[23,2,1,""]},"super_gradients.training.datasets.CoCoSegmentationDataSet":{target_loader:[23,2,1,""]},"super_gradients.training.datasets.DataAugmentation":{cutout:[23,2,1,""],normalize:[23,2,1,""],to_tensor:[23,2,1,""]},"super_gradients.training.datasets.DatasetInterface":{build_data_loaders:[23,2,1,""],download_from_cloud:[23,2,1,""],get_data_loaders:[23,2,1,""],get_dataset_params:[23,2,1,""],get_val_sample:[23,2,1,""],print_dataset_details:[23,2,1,""]},"super_gradients.training.datasets.DetectionDataset":{apply_transforms:[23,2,1,""],get_random_item:[23,2,1,""],get_random_sample:[23,2,1,""],get_random_samples:[23,2,1,""],get_resized_image:[23,2,1,""],get_sample:[23,2,1,""],output_target_format:[23,6,1,""],plot:[23,2,1,""]},"super_gradients.training.datasets.PascalAUG2012SegmentationDataSet":{target_loader:[23,2,1,""]},"super_gradients.training.datasets.PascalVOC2012SegmentationDataSet":{decode_segmentation_mask:[23,2,1,""]},"super_gradients.training.datasets.PascalVOCDetectionDataset":{download:[23,2,1,""]},"super_gradients.training.datasets.SegmentationDataSet":{sample_loader:[23,2,1,""],sample_transform:[23,2,1,""],target_loader:[23,2,1,""],target_transform:[23,2,1,""]},"super_gradients.training.datasets.TestDatasetInterface":{get_data_loaders:[23,2,1,""]},"super_gradients.training.datasets.all_datasets":{DataSetDoesNotExistException:[23,5,1,""],SgLibraryDatasets:[23,1,1,""]},"super_gradients.training.datasets.all_datasets.SgLibraryDatasets":{CLASSIFICATION:[23,3,1,""],OBJECT_DETECTION:[23,3,1,""],SEMANTIC_SEGMENTATION:[23,3,1,""],get_all_available_datasets:[23,2,1,""],get_dataset:[23,2,1,""]},"super_gradients.training.datasets.auto_augment":{AugmentOp:[23,1,1,""],RandAugment:[23,1,1,""],auto_contrast:[23,4,1,""],brightness:[23,4,1,""],color:[23,4,1,""],contrast:[23,4,1,""],equalize:[23,4,1,""],invert:[23,4,1,""],posterize:[23,4,1,""],rand_augment_ops:[23,4,1,""],rand_augment_transform:[23,4,1,""],rotate:[23,4,1,""],sharpness:[23,4,1,""],shear_x:[23,4,1,""],shear_y:[23,4,1,""],solarize:[23,4,1,""],solarize_add:[23,4,1,""],translate_x_abs:[23,4,1,""],translate_x_rel:[23,4,1,""],translate_y_abs:[23,4,1,""],translate_y_rel:[23,4,1,""]},"super_gradients.training.datasets.data_augmentation":{DataAugmentation:[23,1,1,""],Lighting:[23,1,1,""],RandomErase:[23,1,1,""]},"super_gradients.training.datasets.data_augmentation.DataAugmentation":{cutout:[23,2,1,""],normalize:[23,2,1,""],to_tensor:[23,2,1,""]},"super_gradients.training.datasets.data_augmentation.RandomErase":{training:[23,3,1,""]},"super_gradients.training.datasets.dataset_interfaces":{Cifar100DatasetInterface:[25,1,1,""],Cifar10DatasetInterface:[25,1,1,""],ClassificationDatasetInterface:[25,1,1,""],ClassificationTestDatasetInterface:[25,1,1,""],CoCoDetectionDatasetInterface:[25,1,1,""],CoCoSegmentationDatasetInterface:[25,1,1,""],DatasetInterface:[25,1,1,""],DetectionTestDatasetInterface:[25,1,1,""],ImageNetDatasetInterface:[25,1,1,""],LibraryDatasetInterface:[25,1,1,""],PascalAUG2012SegmentationDataSetInterface:[25,1,1,""],PascalVOC2012SegmentationDataSetInterface:[25,1,1,""],PascalVOCUnifiedDetectionDatasetInterface:[25,1,1,""],SegmentationTestDatasetInterface:[25,1,1,""],TestDatasetInterface:[25,1,1,""],TestYoloDetectionDatasetInterface:[25,1,1,""],TinyImageNetDatasetInterface:[25,1,1,""],dataset_interface:[25,0,0,"-"]},"super_gradients.training.datasets.dataset_interfaces.DatasetInterface":{build_data_loaders:[25,2,1,""],download_from_cloud:[25,2,1,""],get_data_loaders:[25,2,1,""],get_dataset_params:[25,2,1,""],get_val_sample:[25,2,1,""],print_dataset_details:[25,2,1,""]},"super_gradients.training.datasets.dataset_interfaces.TestDatasetInterface":{get_data_loaders:[25,2,1,""]},"super_gradients.training.datasets.dataset_interfaces.dataset_interface":{Cifar100DatasetInterface:[25,1,1,""],Cifar10DatasetInterface:[25,1,1,""],CityscapesDatasetInterface:[25,1,1,""],ClassificationDatasetInterface:[25,1,1,""],ClassificationTestDatasetInterface:[25,1,1,""],CoCoDataSetInterfaceBase:[25,1,1,""],CoCoDetectionDatasetInterface:[25,1,1,""],CoCoSegmentationDatasetInterface:[25,1,1,""],DatasetInterface:[25,1,1,""],DetectionDatasetInterface:[25,1,1,""],DetectionTestDatasetInterface:[25,1,1,""],ExternalDatasetInterface:[25,1,1,""],ImageNetDatasetInterface:[25,1,1,""],LibraryDatasetInterface:[25,1,1,""],PascalAUG2012SegmentationDataSetInterface:[25,1,1,""],PascalVOC2012SegmentationDataSetInterface:[25,1,1,""],PascalVOCUnifiedDetectionDatasetInterface:[25,1,1,""],SegmentationTestDatasetInterface:[25,1,1,""],SuperviselyPersonsDatasetInterface:[25,1,1,""],TestDatasetInterface:[25,1,1,""],TestYoloDetectionDatasetInterface:[25,1,1,""],TinyImageNetDatasetInterface:[25,1,1,""]},"super_gradients.training.datasets.dataset_interfaces.dataset_interface.DatasetInterface":{build_data_loaders:[25,2,1,""],download_from_cloud:[25,2,1,""],get_data_loaders:[25,2,1,""],get_dataset_params:[25,2,1,""],get_val_sample:[25,2,1,""],print_dataset_details:[25,2,1,""]},"super_gradients.training.datasets.dataset_interfaces.dataset_interface.DetectionDatasetInterface":{build_data_loaders:[25,2,1,""]},"super_gradients.training.datasets.dataset_interfaces.dataset_interface.ExternalDatasetInterface":{get_data_loaders:[25,2,1,""]},"super_gradients.training.datasets.dataset_interfaces.dataset_interface.TestDatasetInterface":{get_data_loaders:[25,2,1,""]},"super_gradients.training.datasets.datasets_utils":{AbstractCollateFunction:[23,1,1,""],AbstractPrePredictionCallback:[23,1,1,""],AtomicInteger:[23,1,1,""],ComposedCollateFunction:[23,1,1,""],DatasetStatisticsTensorboardLogger:[23,1,1,""],DetectionMultiscalePrePredictionCallback:[23,1,1,""],MultiScaleCollateFunction:[23,1,1,""],MultiscalePrePredictionCallback:[23,1,1,""],RandomResizedCropAndInterpolation:[23,1,1,""],get_color_augmentation:[23,4,1,""],get_mean_and_std:[23,4,1,""],get_mean_and_std_torch:[23,4,1,""],worker_init_reset_seed:[23,4,1,""]},"super_gradients.training.datasets.datasets_utils.DatasetStatisticsTensorboardLogger":{DEFAULT_SUMMARY_PARAMS:[23,3,1,""],analyze:[23,2,1,""],logger:[23,3,1,""]},"super_gradients.training.datasets.datasets_utils.DetectionMultiscalePrePredictionCallback":{change_frequency:[23,3,1,""],image_size_steps:[23,3,1,""],multiscale_range:[23,3,1,""]},"super_gradients.training.datasets.datasets_utils.MultiscalePrePredictionCallback":{change_frequency:[23,3,1,""],image_size_steps:[23,3,1,""],multiscale_range:[23,3,1,""]},"super_gradients.training.datasets.datasets_utils.RandomResizedCropAndInterpolation":{forward:[23,2,1,""],training:[23,3,1,""]},"super_gradients.training.datasets.detection_datasets":{COCODetectionDataset:[26,1,1,""],DetectionDataset:[26,1,1,""],PascalVOCDetectionDataset:[26,1,1,""],coco_detection:[26,0,0,"-"],detection_dataset:[26,0,0,"-"],pascal_voc_detection:[26,0,0,"-"]},"super_gradients.training.datasets.detection_datasets.COCODetectionDataset":{apply_transforms:[26,2,1,""],load_image:[26,2,1,""],load_resized_img:[26,2,1,""],load_sample:[26,2,1,""]},"super_gradients.training.datasets.detection_datasets.DetectionDataset":{apply_transforms:[26,2,1,""],get_random_item:[26,2,1,""],get_random_sample:[26,2,1,""],get_random_samples:[26,2,1,""],get_resized_image:[26,2,1,""],get_sample:[26,2,1,""],output_target_format:[26,6,1,""],plot:[26,2,1,""]},"super_gradients.training.datasets.detection_datasets.PascalVOCDetectionDataset":{download:[26,2,1,""]},"super_gradients.training.datasets.detection_datasets.coco_detection":{COCODetectionDataset:[26,1,1,""],remove_useless_info:[26,4,1,""]},"super_gradients.training.datasets.detection_datasets.coco_detection.COCODetectionDataset":{apply_transforms:[26,2,1,""],load_image:[26,2,1,""],load_resized_img:[26,2,1,""],load_sample:[26,2,1,""]},"super_gradients.training.datasets.detection_datasets.detection_dataset":{DetectionDataset:[26,1,1,""]},"super_gradients.training.datasets.detection_datasets.detection_dataset.DetectionDataset":{apply_transforms:[26,2,1,""],get_random_item:[26,2,1,""],get_random_sample:[26,2,1,""],get_random_samples:[26,2,1,""],get_resized_image:[26,2,1,""],get_sample:[26,2,1,""],output_target_format:[26,6,1,""],plot:[26,2,1,""]},"super_gradients.training.datasets.detection_datasets.pascal_voc_detection":{PascalVOCDetectionDataset:[26,1,1,""]},"super_gradients.training.datasets.detection_datasets.pascal_voc_detection.PascalVOCDetectionDataset":{download:[26,2,1,""]},"super_gradients.training.datasets.mixup":{CollateMixup:[23,1,1,""],cutmix_bbox_and_lam:[23,4,1,""],mixup_target:[23,4,1,""],one_hot:[23,4,1,""],rand_bbox:[23,4,1,""],rand_bbox_minmax:[23,4,1,""]},"super_gradients.training.datasets.segmentation_datasets":{CityscapesDataset:[27,1,1,""],CoCoSegmentationDataSet:[27,1,1,""],PascalAUG2012SegmentationDataSet:[27,1,1,""],PascalVOC2012SegmentationDataSet:[27,1,1,""],SegmentationDataSet:[27,1,1,""],SuperviselyPersonsDataset:[27,1,1,""],cityscape_segmentation:[27,0,0,"-"],coco_segmentation:[27,0,0,"-"],pascal_aug_segmentation:[27,0,0,"-"],pascal_voc_segmentation:[27,0,0,"-"],segmentation_dataset:[27,0,0,"-"]},"super_gradients.training.datasets.segmentation_datasets.CityscapesDataset":{get_train_ids_color_palette:[27,2,1,""],target_loader:[27,2,1,""],target_transform:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.CoCoSegmentationDataSet":{target_loader:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.PascalAUG2012SegmentationDataSet":{target_loader:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.PascalVOC2012SegmentationDataSet":{decode_segmentation_mask:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.SegmentationDataSet":{sample_loader:[27,2,1,""],sample_transform:[27,2,1,""],target_loader:[27,2,1,""],target_transform:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.SuperviselyPersonsDataset":{CLASS_LABELS:[27,3,1,""]},"super_gradients.training.datasets.segmentation_datasets.cityscape_segmentation":{CityscapesDataset:[27,1,1,""]},"super_gradients.training.datasets.segmentation_datasets.cityscape_segmentation.CityscapesDataset":{get_train_ids_color_palette:[27,2,1,""],target_loader:[27,2,1,""],target_transform:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.coco_segmentation":{CoCoSegmentationDataSet:[27,1,1,""],EmptyCoCoClassesSelectionException:[27,5,1,""]},"super_gradients.training.datasets.segmentation_datasets.coco_segmentation.CoCoSegmentationDataSet":{target_loader:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.pascal_aug_segmentation":{PascalAUG2012SegmentationDataSet:[27,1,1,""]},"super_gradients.training.datasets.segmentation_datasets.pascal_aug_segmentation.PascalAUG2012SegmentationDataSet":{target_loader:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.pascal_voc_segmentation":{PascalVOC2012SegmentationDataSet:[27,1,1,""]},"super_gradients.training.datasets.segmentation_datasets.pascal_voc_segmentation.PascalVOC2012SegmentationDataSet":{decode_segmentation_mask:[27,2,1,""]},"super_gradients.training.datasets.segmentation_datasets.segmentation_dataset":{SegmentationDataSet:[27,1,1,""]},"super_gradients.training.datasets.segmentation_datasets.segmentation_dataset.SegmentationDataSet":{sample_loader:[27,2,1,""],sample_transform:[27,2,1,""],target_loader:[27,2,1,""],target_transform:[27,2,1,""]},"super_gradients.training.datasets.sg_dataset":{BaseSgVisionDataset:[23,1,1,""],DirectoryDataSet:[23,1,1,""],ListDataset:[23,1,1,""]},"super_gradients.training.datasets.sg_dataset.BaseSgVisionDataset":{numpy_loader_func:[23,2,1,""],text_file_loader_func:[23,2,1,""]},"super_gradients.training.exceptions":{dataset_exceptions:[28,0,0,"-"],sg_model_exceptions:[28,0,0,"-"]},"super_gradients.training.exceptions.dataset_exceptions":{EmptyDatasetException:[28,5,1,""],IllegalDatasetParameterException:[28,5,1,""],UnsupportedBatchItemsFormat:[28,5,1,""]},"super_gradients.training.exceptions.sg_model_exceptions":{IllegalDataloaderInitialization:[28,5,1,""],UnsupportedOptimizerFormat:[28,5,1,""],UnsupportedTrainingParameterFormat:[28,5,1,""]},"super_gradients.training.legacy":{utils:[29,0,0,"-"]},"super_gradients.training.legacy.utils":{PrefetchDataLoader:[29,1,1,""],format_time:[29,4,1,""],init_params:[29,4,1,""],is_better:[29,4,1,""],makedirs_if_not_exists:[29,4,1,""],prefetch_dataset:[29,4,1,""]},"super_gradients.training.legacy.utils.PrefetchDataLoader":{async_prefech:[29,2,1,""]},"super_gradients.training.losses":{BCEDiceLoss:[30,1,1,""],DiceCEEdgeLoss:[30,1,1,""],FocalLoss:[30,1,1,""],KDLogitsLoss:[30,1,1,""],LabelSmoothingCrossEntropyLoss:[30,1,1,""],RSquaredLoss:[30,1,1,""],SSDLoss:[30,1,1,""],ShelfNetOHEMLoss:[30,1,1,""],ShelfNetSemanticEncodingLoss:[30,1,1,""],YoloXDetectionLoss:[30,1,1,""],all_losses:[30,0,0,"-"],ddrnet_loss:[30,0,0,"-"],focal_loss:[30,0,0,"-"],label_smoothing_cross_entropy_loss:[30,0,0,"-"],ohem_ce_loss:[30,0,0,"-"],r_squared_loss:[30,0,0,"-"],shelfnet_ohem_loss:[30,0,0,"-"],shelfnet_semantic_encoding_loss:[30,0,0,"-"],ssd_loss:[30,0,0,"-"]},"super_gradients.training.losses.BCEDiceLoss":{forward:[30,2,1,""],loss_weights:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.DiceCEEdgeLoss":{forward:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.losses.FocalLoss":{forward:[30,2,1,""],reduction:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.KDLogitsLoss":{forward:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.losses.LabelSmoothingCrossEntropyLoss":{forward:[30,2,1,""],ignore_index:[30,3,1,""],label_smoothing:[30,3,1,""],reduction:[30,3,1,""],training:[30,3,1,""],weight:[30,3,1,""]},"super_gradients.training.losses.RSquaredLoss":{forward:[30,2,1,""],reduction:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.SSDLoss":{forward:[30,2,1,""],match_dboxes:[30,2,1,""],reduction:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.ShelfNetOHEMLoss":{forward:[30,2,1,""],reduction:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.ShelfNetSemanticEncodingLoss":{forward:[30,2,1,""],ignore_index:[30,3,1,""],label_smoothing:[30,3,1,""],reduction:[30,3,1,""],training:[30,3,1,""],weight:[30,3,1,""]},"super_gradients.training.losses.YoloXDetectionLoss":{center_sampling_radius:[30,3,1,""],dynamic_k_matching:[30,2,1,""],forward:[30,2,1,""],get_assignments:[30,2,1,""],get_in_boxes_info:[30,2,1,""],get_l1_target:[30,2,1,""],iou_type:[30,3,1,""],num_classes:[30,3,1,""],prepare_predictions:[30,2,1,""],reduction:[30,3,1,""],strides:[30,3,1,""],use_l1:[30,3,1,""]},"super_gradients.training.losses.ddrnet_loss":{DDRNetLoss:[30,1,1,""]},"super_gradients.training.losses.ddrnet_loss.DDRNetLoss":{forward:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.losses.focal_loss":{FocalLoss:[30,1,1,""]},"super_gradients.training.losses.focal_loss.FocalLoss":{forward:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.losses.label_smoothing_cross_entropy_loss":{LabelSmoothingCrossEntropyLoss:[30,1,1,""],cross_entropy:[30,4,1,""],onehot:[30,4,1,""]},"super_gradients.training.losses.label_smoothing_cross_entropy_loss.LabelSmoothingCrossEntropyLoss":{forward:[30,2,1,""],ignore_index:[30,3,1,""],label_smoothing:[30,3,1,""]},"super_gradients.training.losses.ohem_ce_loss":{OhemBCELoss:[30,1,1,""],OhemCELoss:[30,1,1,""],OhemLoss:[30,1,1,""]},"super_gradients.training.losses.ohem_ce_loss.OhemBCELoss":{forward:[30,2,1,""],reduction:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.ohem_ce_loss.OhemCELoss":{reduction:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.ohem_ce_loss.OhemLoss":{forward:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.losses.r_squared_loss":{RSquaredLoss:[30,1,1,""]},"super_gradients.training.losses.r_squared_loss.RSquaredLoss":{forward:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.losses.shelfnet_ohem_loss":{ShelfNetOHEMLoss:[30,1,1,""]},"super_gradients.training.losses.shelfnet_ohem_loss.ShelfNetOHEMLoss":{forward:[30,2,1,""],reduction:[30,3,1,""],training:[30,3,1,""]},"super_gradients.training.losses.shelfnet_semantic_encoding_loss":{ShelfNetSemanticEncodingLoss:[30,1,1,""]},"super_gradients.training.losses.shelfnet_semantic_encoding_loss.ShelfNetSemanticEncodingLoss":{forward:[30,2,1,""],ignore_index:[30,3,1,""],label_smoothing:[30,3,1,""]},"super_gradients.training.losses.ssd_loss":{HardMiningCrossEntropyLoss:[30,1,1,""],SSDLoss:[30,1,1,""]},"super_gradients.training.losses.ssd_loss.HardMiningCrossEntropyLoss":{forward:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.losses.ssd_loss.SSDLoss":{forward:[30,2,1,""],match_dboxes:[30,2,1,""],reduction:[30,3,1,""]},"super_gradients.training.metrics":{Accuracy:[31,1,1,""],BinaryDice:[31,1,1,""],BinaryIOU:[31,1,1,""],DetectionMetrics:[31,1,1,""],Dice:[31,1,1,""],IoU:[31,1,1,""],PixelAccuracy:[31,1,1,""],PreprocessSegmentationMetricsArgs:[31,1,1,""],Top5:[31,1,1,""],ToyTestClassificationMetric:[31,1,1,""],accuracy:[31,4,1,""],classification_metrics:[31,0,0,"-"],detection_metrics:[31,0,0,"-"],metric_utils:[31,0,0,"-"],segmentation_metrics:[31,0,0,"-"]},"super_gradients.training.metrics.Accuracy":{correct:[31,3,1,""],mode:[31,3,1,""],total:[31,3,1,""],training:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.BinaryDice":{compute:[31,2,1,""],confmat:[31,3,1,""],training:[31,3,1,""]},"super_gradients.training.metrics.BinaryIOU":{compute:[31,2,1,""],confmat:[31,3,1,""],training:[31,3,1,""]},"super_gradients.training.metrics.DetectionMetrics":{compute:[31,2,1,""],dist_sync_on_step:[31,3,1,""],iou_thresholds:[31,3,1,""],normalize_targets:[31,3,1,""],num_cls:[31,3,1,""],post_prediction_callback:[31,3,1,""],recall_thresholds:[31,3,1,""],score_threshold:[31,3,1,""],top_k_predictions:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.Dice":{compute:[31,2,1,""],confmat:[31,3,1,""],training:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.IoU":{confmat:[31,3,1,""],training:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.PixelAccuracy":{compute:[31,2,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.Top5":{compute:[31,2,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.ToyTestClassificationMetric":{compute:[31,2,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.classification_metrics":{Accuracy:[31,1,1,""],Top5:[31,1,1,""],ToyTestClassificationMetric:[31,1,1,""],accuracy:[31,4,1,""]},"super_gradients.training.metrics.classification_metrics.Accuracy":{correct:[31,3,1,""],mode:[31,3,1,""],total:[31,3,1,""],training:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.classification_metrics.Top5":{compute:[31,2,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.classification_metrics.ToyTestClassificationMetric":{compute:[31,2,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.detection_metrics":{DetectionMetrics:[31,1,1,""]},"super_gradients.training.metrics.detection_metrics.DetectionMetrics":{compute:[31,2,1,""],dist_sync_on_step:[31,3,1,""],iou_thresholds:[31,3,1,""],normalize_targets:[31,3,1,""],num_cls:[31,3,1,""],post_prediction_callback:[31,3,1,""],recall_thresholds:[31,3,1,""],score_threshold:[31,3,1,""],top_k_predictions:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.metric_utils":{flatten_metrics_dict:[31,4,1,""],get_logging_values:[31,4,1,""],get_metrics_dict:[31,4,1,""],get_metrics_results_tuple:[31,4,1,""],get_metrics_titles:[31,4,1,""],get_train_loop_description_dict:[31,4,1,""]},"super_gradients.training.metrics.segmentation_metrics":{AbstractMetricsArgsPrepFn:[31,1,1,""],BinaryDice:[31,1,1,""],BinaryIOU:[31,1,1,""],Dice:[31,1,1,""],IoU:[31,1,1,""],PixelAccuracy:[31,1,1,""],PreprocessSegmentationMetricsArgs:[31,1,1,""],batch_intersection_union:[31,4,1,""],batch_pix_accuracy:[31,4,1,""],intersection_and_union:[31,4,1,""],pixel_accuracy:[31,4,1,""]},"super_gradients.training.metrics.segmentation_metrics.BinaryDice":{compute:[31,2,1,""],confmat:[31,3,1,""],training:[31,3,1,""]},"super_gradients.training.metrics.segmentation_metrics.BinaryIOU":{compute:[31,2,1,""],confmat:[31,3,1,""],training:[31,3,1,""]},"super_gradients.training.metrics.segmentation_metrics.Dice":{compute:[31,2,1,""],confmat:[31,3,1,""],training:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.segmentation_metrics.IoU":{confmat:[31,3,1,""],training:[31,3,1,""],update:[31,2,1,""]},"super_gradients.training.metrics.segmentation_metrics.PixelAccuracy":{compute:[31,2,1,""],update:[31,2,1,""]},"super_gradients.training.models":{all_architectures:[32,0,0,"-"],sg_module:[32,0,0,"-"]},"super_gradients.training.models.sg_module":{SgModule:[32,1,1,""]},"super_gradients.training.models.sg_module.SgModule":{get_exclude_attributes:[32,2,1,""],get_include_attributes:[32,2,1,""],initialize_param_groups:[32,2,1,""],prep_model_for_conversion:[32,2,1,""],replace_head:[32,2,1,""],training:[32,3,1,""],update_param_groups:[32,2,1,""]},"super_gradients.training.sg_model":{MultiGPUMode:[33,1,1,""],SgModel:[33,1,1,""],StrictLoad:[33,1,1,""],sg_model:[33,0,0,"-"]},"super_gradients.training.sg_model.MultiGPUMode":{AUTO:[33,3,1,""],DATA_PARALLEL:[33,3,1,""],DISTRIBUTED_DATA_PARALLEL:[33,3,1,""],OFF:[33,3,1,""]},"super_gradients.training.sg_model.SgModel":{build_model:[33,2,1,""],connect_dataset_interface:[33,2,1,""],evaluate:[33,2,1,""],get_arch_params:[33,6,1,""],get_architecture:[33,6,1,""],get_module:[33,6,1,""],get_net:[33,6,1,""],get_structure:[33,6,1,""],predict:[33,2,1,"id7"],set_ckpt_best_name:[33,2,1,""],set_ema:[33,2,1,""],set_experiment_name:[33,2,1,""],set_module:[33,2,1,""],set_net:[33,2,1,""],test:[33,2,1,""],train:[33,2,1,"id4"]},"super_gradients.training.sg_model.StrictLoad":{NO_KEY_MATCHING:[33,3,1,""],OFF:[33,3,1,""],ON:[33,3,1,""]},"super_gradients.training.sg_model.sg_model":{SgModel:[33,1,1,""]},"super_gradients.training.sg_model.sg_model.SgModel":{build_model:[33,2,1,""],connect_dataset_interface:[33,2,1,""],evaluate:[33,2,1,""],get_arch_params:[33,6,1,""],get_architecture:[33,6,1,""],get_module:[33,6,1,""],get_net:[33,6,1,""],get_structure:[33,6,1,""],predict:[33,2,1,"id3"],set_ckpt_best_name:[33,2,1,""],set_ema:[33,2,1,""],set_experiment_name:[33,2,1,""],set_module:[33,2,1,""],set_net:[33,2,1,""],test:[33,2,1,""],train:[33,2,1,"id0"]},"super_gradients.training.utils":{HpmStruct:[34,1,1,""],Timer:[34,1,1,""],WrappedModel:[34,1,1,""],adapt_state_dict_to_fit_model_layer_names:[34,4,1,""],callbacks:[34,0,0,"-"],checkpoint_utils:[34,0,0,"-"],convert_to_tensor:[34,4,1,""],detection_utils:[34,0,0,"-"],distributed_training_utils:[34,0,0,"-"],early_stopping:[34,0,0,"-"],ema:[34,0,0,"-"],export_utils:[34,0,0,"-"],get_param:[34,4,1,""],module_utils:[34,0,0,"-"],optimizer_utils:[34,0,0,"-"],optimizers:[35,0,0,"-"],raise_informative_runtime_error:[34,4,1,""],random_seed:[34,4,1,""],regularization_utils:[34,0,0,"-"],segmentation_utils:[34,0,0,"-"],sg_model_utils:[34,0,0,"-"],ssd_utils:[34,0,0,"-"],tensor_container_to_device:[34,4,1,""],utils:[34,0,0,"-"],weight_averaging_utils:[34,0,0,"-"]},"super_gradients.training.utils.HpmStruct":{override:[34,2,1,""],set_schema:[34,2,1,""],to_dict:[34,2,1,""],validate:[34,2,1,""]},"super_gradients.training.utils.Timer":{start:[34,2,1,""],stop:[34,2,1,""]},"super_gradients.training.utils.WrappedModel":{forward:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.callbacks":{BinarySegmentationVisualizationCallback:[34,1,1,""],CallbackHandler:[34,1,1,""],ContextSgMethods:[34,1,1,""],CosineLRCallback:[34,1,1,""],DeciLabUploadCallback:[34,1,1,""],DetectionVisualizationCallback:[34,1,1,""],ExponentialLRCallback:[34,1,1,""],FunctionLRCallback:[34,1,1,""],IllegalLRSchedulerMetric:[34,5,1,""],KDModelMetricsUpdateCallback:[34,1,1,""],LRCallbackBase:[34,1,1,""],LRSchedulerCallback:[34,1,1,""],MetricsUpdateCallback:[34,1,1,""],ModelConversionCheckCallback:[34,1,1,""],Phase:[34,1,1,""],PhaseCallback:[34,1,1,""],PhaseContext:[34,1,1,""],PhaseContextTestCallback:[34,1,1,""],PolyLRCallback:[34,1,1,""],StepLRCallback:[34,1,1,""],TestLRCallback:[34,1,1,""],TrainingStageSwitchCallbackBase:[34,1,1,""],WarmupLRCallback:[34,1,1,""],YoloXTrainingStageSwitchCallback:[34,1,1,""]},"super_gradients.training.utils.callbacks.BinarySegmentationVisualizationCallback":{batch_idx:[34,3,1,""],last_img_idx_in_batch:[34,3,1,""]},"super_gradients.training.utils.callbacks.CallbackHandler":{callbacks:[34,3,1,""]},"super_gradients.training.utils.callbacks.CosineLRCallback":{is_lr_scheduling_enabled:[34,2,1,""],perform_scheduling:[34,2,1,""]},"super_gradients.training.utils.callbacks.DeciLabUploadCallback":{ckpt_name:[34,3,1,""],email:[34,3,1,""],get_optimization_status:[34,2,1,""],log_optimization_failed:[34,2,1,""],model_meta_data:[34,3,1,""],optimization_request_form:[34,3,1,""],password:[34,3,1,""],upload_model:[34,2,1,""]},"super_gradients.training.utils.callbacks.DetectionVisualizationCallback":{batch_idx:[34,3,1,""],classes:[34,3,1,""],last_img_idx_in_batch:[34,3,1,""]},"super_gradients.training.utils.callbacks.ExponentialLRCallback":{is_lr_scheduling_enabled:[34,2,1,""],perform_scheduling:[34,2,1,""]},"super_gradients.training.utils.callbacks.FunctionLRCallback":{is_lr_scheduling_enabled:[34,2,1,""],perform_scheduling:[34,2,1,""]},"super_gradients.training.utils.callbacks.LRCallbackBase":{is_lr_scheduling_enabled:[34,2,1,""],perform_scheduling:[34,2,1,""],update_lr:[34,2,1,""]},"super_gradients.training.utils.callbacks.LRSchedulerCallback":{metric_name:[34,3,1,""],scheduler:[34,3,1,""]},"super_gradients.training.utils.callbacks.ModelConversionCheckCallback":{model_meta_data:[34,3,1,""]},"super_gradients.training.utils.callbacks.Phase":{POST_TRAINING:[34,3,1,""],PRE_TRAINING:[34,3,1,""],TEST_BATCH_END:[34,3,1,""],TEST_END:[34,3,1,""],TRAIN_BATCH_END:[34,3,1,""],TRAIN_BATCH_STEP:[34,3,1,""],TRAIN_EPOCH_END:[34,3,1,""],TRAIN_EPOCH_START:[34,3,1,""],VALIDATION_BATCH_END:[34,3,1,""],VALIDATION_END_BEST_EPOCH:[34,3,1,""],VALIDATION_EPOCH_END:[34,3,1,""]},"super_gradients.training.utils.callbacks.PhaseContext":{update_context:[34,2,1,""]},"super_gradients.training.utils.callbacks.PolyLRCallback":{is_lr_scheduling_enabled:[34,2,1,""],perform_scheduling:[34,2,1,""]},"super_gradients.training.utils.callbacks.StepLRCallback":{is_lr_scheduling_enabled:[34,2,1,""],perform_scheduling:[34,2,1,""]},"super_gradients.training.utils.callbacks.TrainingStageSwitchCallbackBase":{apply_stage_change:[34,2,1,""],next_stage_start_epoch:[34,3,1,""]},"super_gradients.training.utils.callbacks.WarmupLRCallback":{is_lr_scheduling_enabled:[34,2,1,""],perform_scheduling:[34,2,1,""]},"super_gradients.training.utils.callbacks.YoloXTrainingStageSwitchCallback":{apply_stage_change:[34,2,1,""]},"super_gradients.training.utils.checkpoint_utils":{MissingPretrainedWeightsException:[34,5,1,""],adapt_state_dict_to_fit_model_layer_names:[34,4,1,""],adaptive_load_state_dict:[34,4,1,""],get_ckpt_local_path:[34,4,1,""],load_checkpoint_to_model:[34,4,1,""],load_pretrained_weights:[34,4,1,""],raise_informative_runtime_error:[34,4,1,""],read_ckpt_state_dict:[34,4,1,""]},"super_gradients.training.utils.detection_utils":{Anchors:[34,1,1,""],CrowdDetectionCollateFN:[34,1,1,""],DetectionCollateFN:[34,1,1,""],DetectionPostPredictionCallback:[34,1,1,""],DetectionTargetsFormat:[34,1,1,""],DetectionVisualization:[34,1,1,""],IouThreshold:[34,1,1,""],NMS_Type:[34,1,1,""],adjust_box_anns:[34,4,1,""],box_iou:[34,4,1,""],calc_bbox_iou_matrix:[34,4,1,""],calculate_bbox_iou_matrix:[34,4,1,""],change_bbox_bounds_for_image_size:[34,4,1,""],compute_box_area:[34,4,1,""],compute_detection_matching:[34,4,1,""],compute_detection_metrics:[34,4,1,""],compute_detection_metrics_per_cls:[34,4,1,""],compute_img_detection_matching:[34,4,1,""],convert_xywh_bbox_to_xyxy:[34,4,1,""],crowd_ioa:[34,4,1,""],cxcywh2xyxy:[34,4,1,""],get_cls_posx_in_target:[34,4,1,""],get_mosaic_coordinate:[34,4,1,""],get_top_k_idx_per_cls:[34,4,1,""],matrix_non_max_suppression:[34,4,1,""],non_max_suppression:[34,4,1,""],undo_image_preprocessing:[34,4,1,""],xyxy2cxcywh:[34,4,1,""]},"super_gradients.training.utils.detection_utils.Anchors":{anchor_grid:[34,6,1,""],anchors:[34,6,1,""],detection_layers_num:[34,6,1,""],num_anchors:[34,6,1,""],stride:[34,6,1,""],training:[34,3,1,""]},"super_gradients.training.utils.detection_utils.DetectionPostPredictionCallback":{forward:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.detection_utils.DetectionTargetsFormat":{CXCYWH_LABEL:[34,3,1,""],LABEL_CXCYWH:[34,3,1,""],LABEL_NORMALIZED_CXCYWH:[34,3,1,""],LABEL_NORMALIZED_XYXY:[34,3,1,""],LABEL_XYXY:[34,3,1,""],NORMALIZED_CXCYWH_LABEL:[34,3,1,""],NORMALIZED_XYXY_LABEL:[34,3,1,""],XYXY_LABEL:[34,3,1,""]},"super_gradients.training.utils.detection_utils.DetectionVisualization":{visualize_batch:[34,2,1,""]},"super_gradients.training.utils.detection_utils.IouThreshold":{MAP_05:[34,3,1,""],MAP_05_TO_095:[34,3,1,""],is_range:[34,2,1,""],to_tensor:[34,2,1,""]},"super_gradients.training.utils.detection_utils.NMS_Type":{ITERATIVE:[34,3,1,""],MATRIX:[34,3,1,""]},"super_gradients.training.utils.distributed_training_utils":{MultiGPUModeAutocastWrapper:[34,1,1,""],compute_precise_bn_stats:[34,4,1,""],distributed_all_reduce_tensor_average:[34,4,1,""],get_local_rank:[34,4,1,""],get_world_size:[34,4,1,""],reduce_results_tuple_for_ddp:[34,4,1,""],scaled_all_reduce:[34,4,1,""],wait_for_the_master:[34,4,1,""]},"super_gradients.training.utils.early_stopping":{EarlyStop:[34,1,1,""],MissingMonitorKeyException:[34,5,1,""]},"super_gradients.training.utils.early_stopping.EarlyStop":{mode_dict:[34,3,1,""],supported_phases:[34,3,1,""]},"super_gradients.training.utils.ema":{KDModelEMA:[34,1,1,""],ModelEMA:[34,1,1,""],copy_attr:[34,4,1,""]},"super_gradients.training.utils.ema.ModelEMA":{update:[34,2,1,""],update_attr:[34,2,1,""]},"super_gradients.training.utils.export_utils":{fuse_conv_bn:[34,4,1,""]},"super_gradients.training.utils.module_utils":{ConvBNReLU:[34,1,1,""],MultiOutputModule:[34,1,1,""],NormalizationAdapter:[34,1,1,""],fuse_repvgg_blocks_residual_branches:[34,4,1,""],replace_activations:[34,4,1,""]},"super_gradients.training.utils.module_utils.ConvBNReLU":{forward:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.module_utils.MultiOutputModule":{forward:[34,2,1,""],save_output_hook:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.module_utils.NormalizationAdapter":{forward:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.optimizer_utils":{build_optimizer:[34,4,1,""],separate_zero_wd_params_groups_for_optimizer:[34,4,1,""]},"super_gradients.training.utils.optimizers":{rmsprop_tf:[35,0,0,"-"]},"super_gradients.training.utils.optimizers.rmsprop_tf":{RMSpropTF:[35,1,1,""]},"super_gradients.training.utils.optimizers.rmsprop_tf.RMSpropTF":{step:[35,2,1,""]},"super_gradients.training.utils.regularization_utils":{DropPath:[34,1,1,""]},"super_gradients.training.utils.regularization_utils.DropPath":{forward:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.segmentation_utils":{BinarySegmentationVisualization:[34,1,1,""],coco_sub_classes_inclusion_tuples_list:[34,4,1,""],one_hot_to_binary_edge:[34,4,1,""],reverse_imagenet_preprocessing:[34,4,1,""],target_to_binary_edge:[34,4,1,""],to_one_hot:[34,4,1,""],visualize_batches:[34,4,1,""]},"super_gradients.training.utils.segmentation_utils.BinarySegmentationVisualization":{visualize_batch:[34,2,1,""]},"super_gradients.training.utils.sg_model_utils":{MonitoredValue:[34,1,1,""],add_log_to_file:[34,4,1,""],display_epoch_summary:[34,4,1,""],init_summary_writer:[34,4,1,""],launch_tensorboard_process:[34,4,1,""],log_uncaught_exceptions:[34,4,1,""],try_port:[34,4,1,""],unpack_batch_items:[34,4,1,""],update_monitored_value:[34,4,1,""],update_monitored_values_dict:[34,4,1,""],write_hpms:[34,4,1,""],write_training_results:[34,4,1,""]},"super_gradients.training.utils.sg_model_utils.MonitoredValue":{best:[34,3,1,""],change_from_best:[34,3,1,""],change_from_previous:[34,3,1,""],current:[34,3,1,""],greater_is_better:[34,3,1,""],is_best_value:[34,6,1,""],is_better_than_previous:[34,6,1,""],name:[34,3,1,""],previous:[34,3,1,""]},"super_gradients.training.utils.ssd_utils":{DefaultBoxes:[34,1,1,""],SSDPostPredictCallback:[34,1,1,""]},"super_gradients.training.utils.ssd_utils.DefaultBoxes":{scale_wh:[34,6,1,""],scale_xy:[34,6,1,""]},"super_gradients.training.utils.ssd_utils.SSDPostPredictCallback":{forward:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.utils":{AverageMeter:[34,1,1,""],HpmStruct:[34,1,1,""],Timer:[34,1,1,""],WrappedModel:[34,1,1,""],check_img_size_divisibility:[34,4,1,""],check_models_have_same_weights:[34,4,1,""],convert_to_tensor:[34,4,1,""],download_and_untar_from_url:[34,4,1,""],download_and_unzip_from_url:[34,4,1,""],exif_size:[34,4,1,""],get_filename_suffix_by_framework:[34,4,1,""],get_image_size_from_path:[34,4,1,""],get_orientation_key:[34,4,1,""],get_param:[34,4,1,""],load_func:[34,4,1,""],make_divisible:[34,4,1,""],move_state_dict_to_device:[34,4,1,""],print_once:[34,4,1,""],random_seed:[34,4,1,""],recursive_override:[34,4,1,""],static_vars:[34,4,1,""],tensor_container_to_device:[34,4,1,""]},"super_gradients.training.utils.utils.AverageMeter":{average:[34,6,1,""],update:[34,2,1,""]},"super_gradients.training.utils.utils.HpmStruct":{override:[34,2,1,""],set_schema:[34,2,1,""],to_dict:[34,2,1,""],validate:[34,2,1,""]},"super_gradients.training.utils.utils.Timer":{start:[34,2,1,""],stop:[34,2,1,""]},"super_gradients.training.utils.utils.WrappedModel":{forward:[34,2,1,""],training:[34,3,1,""]},"super_gradients.training.utils.weight_averaging_utils":{ModelWeightAveraging:[34,1,1,""]},"super_gradients.training.utils.weight_averaging_utils.ModelWeightAveraging":{cleanup:[34,2,1,""],get_average_model:[34,2,1,""],update_snapshots_dict:[34,2,1,""]},super_gradients:{common:[12,0,0,"-"],training:[22,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","method","Python method"],"3":["py","attribute","Python attribute"],"4":["py","function","Python function"],"5":["py","exception","Python exception"],"6":["py","property","Python property"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method","3":"py:attribute","4":"py:function","5":"py:exception","6":"py:property"},terms:{"0":[1,21,22,23,25,26,27,30,31,33,34,35,36,37],"0001":[22,30,34],"001":[22,34],"0045":23,"00559":37,"00567":30,"01":[22,33,35,36,37],"01083":37,"01507":37,"01629":37,"0188":23,"01m":[36,37],"02":37,"02244":37,"02325":37,"02677":[22,33,36],"02767":[],"03":37,"03385":37,"03697":37,"03983":[22,33,36],"03m":[36,37],"04":37,"04381":37,"04488":34,"04861":37,"04899":23,"04m":[36,37],"05":34,"05027":37,"05431":37,"06":37,"06085":37,"06993":37,"06m":[36,37],"07":[36,37],"07810":37,"07m":37,"08":[22,23,30,36,37],"08242":23,"08430":37,"08m":[36,37],"09":[34,37],"09412":23,"09957":37,"09m":[36,37],"0m":21,"1":[1,10,20,21,22,23,25,26,27,30,31,33,34,35,36],"10":[22,23,31,34,35,36,37],"100":[22,23,26,30,31,34,36],"1000":[23,36],"100000":[22,30],"101":[22,31],"1024":27,"1024x2048":[36,37],"10485760":14,"1063fp":[],"10m":[36,37],"10x":37,"11":37,"11164":37,"1123fp":[],"11254":37,"1149fp":[],"119":[22,23,26],"11946":37,"11m":[36,37],"12":[36,37],"120":[22,23,26,36],"121":[],"122":36,"128":[22,23,33,34,36],"12m":37,"13":[36,37],"131":[],"13188":37,"1333fp":[],"135":[],"13678":37,"13719":23,"13m":37,"14":36,"1409":37,"14m":[36,37],"15":[34,36,37],"150":[36,37],"1512":[30,37],"1556":37,"159":[],"16":[22,23,26,27,30,34,36,37],"1603":37,"1608":[22,33,36,37],"1611":37,"1612":23,"1669fp":[],"16m":[36,37],"17":36,"1704":37,"1706":[22,33,36],"1707":37,"1709":37,"1710":23,"1712":37,"1724fp":[],"175":[],"177":[],"18":[36,37],"1801":37,"1804":[],"1807":37,"1810":37,"1811":37,"187":37,"18m":[36,37],"19":[27,37],"1905":[23,37],"1909":23,"1912":34,"1994":36,"19m":[36,37],"19x19":[],"1d":[],"1e":[22,30,34,35,36],"1fp":[],"1m":21,"1st":36,"2":[1,22,23,27,30,33,34,35,36,37],"20":[22,23,26,37],"200":36,"2003":37,"2004":1,"2010":36,"2012":[22,23,27],"2017":[22,23,27,37],"2021":36,"2022":[1,36,37],"2023":36,"2048":27,"20m":36,"21":[22,30,36,37],"2101":37,"2104":37,"2107":37,"2111":37,"2175":23,"22":[36,37],"224":23,"224x224":[36,37],"22m":[36,37],"23":[36,37],"23m":37,"24":[36,37],"24m":37,"25":[22,30,36,37],"250":36,"255":[22,27,30],"256":36,"25m":[36,37],"26":[36,37],"267":[],"27":[36,37],"28":[36,37],"280":[],"285":34,"287871":21,"28m":[36,37],"29m":36,"2d":[22,30,34],"2fp":[],"2nd":36,"3":[22,23,25,27,30,34,35,36,37],"30":[23,26,34],"300":[34,36,37],"30m":[36,37],"31m":36,"32":[22,23,25,29,30,34,36],"320":[22,23,25,34],"320x320":[34,37],"321":34,"3333333333333333":23,"34":[36,37],"34m":[36,37],"35":[36,37],"352":34,"353":[],"35m":[36,37],"36":36,"37":[36,37],"38m":[36,37],"38x38":[],"39":37,"39m":[36,37],"3d":31,"3da786dace3126ae0333e457c8a133f819df3355":[],"3fp":[],"4":[10,22,23,25,29,30,34,36],"40":[34,37],"4009":23,"406":23,"40m":37,"41":[36,37],"416":[],"42":[22,33,36],"4203":23,"42m":[36,37],"43":36,"43m":36,"44":37,"4465":36,"44fp":[],"44m":[36,37],"45":[36,37],"456":23,"46":[36,37],"460":37,"46m":37,"47":[36,37],"47m":[36,37],"48":36,"4822":36,"4842":37,"485":23,"48m":[36,37],"49":[36,37],"4914":36,"49m":37,"4d":31,"4fp":[],"4m":21,"5":[22,23,25,26,30,31,34,36,37],"50":[1,36,37],"500":34,"50m":36,"51":[36,37],"512":[22,23,25,27],"512x1024":[36,37],"512x512":[36,37],"52":[36,37],"52m":[36,37],"53":37,"54":[36,37],"55m":[36,37],"5675":23,"56m":[36,37],"57":37,"57m":[36,37],"5808":23,"5836":23,"58m":37,"599m":[],"5fp":[],"5m":37,"6":[22,23,25,30,31,34,36,37],"60":[],"600":27,"6006":34,"6016":34,"608":[22,23,27],"60m":[36,37],"61m":37,"62":[36,37],"62fp":[],"62m":[36,37],"63311":23,"63m":[36,37],"64":[25,36,37],"640x640":[34,36,37],"64m":[36,37],"65":[36,37],"65m":[36,37],"66fp":[],"67":[36,37],"67m":[36,37],"68":37,"6948":23,"7":[22,30,36,37],"70":[36,37],"70m":[36,37],"7192":23,"71m":[36,37],"73":[36,37],"73m":37,"74":[36,37],"74m":[36,37],"75":[23,36,37],"75m":[],"76":[36,37],"768x1536":[36,37],"76m":[36,37],"77":[36,37],"77m":[36,37],"78":[36,37],"78fp":[],"78m":[36,37],"79":[36,37],"7fp":[],"8":[22,23,25,30,33,34,36,37],"80":[34,37],"800":27,"80m":[36,37],"81":37,"8140":23,"816":[],"8192":[22,33,34,36],"81m":[36,37],"82m":[36,37],"838":[],"83m":[36,37],"84":[36,37],"841":[],"84m":37,"85":[34,37],"85fp":[],"862fp":[],"86m":36,"87":[36,37],"87m":[36,37],"88":[36,37],"88m":[36,37],"89":[36,37],"89m":[36,37],"9":[1,22,23,27,33,34,35,36,37],"90m":[36,37],"91":[36,37],"91m":[21,36,37],"92":[36,37],"928":[],"92m":[21,36,37],"93":[36,37],"93m":[21,36,37],"94m":[21,36,37],"95":[22,31,34,36,37],"95m":[21,36,37],"96m":[21,36,37],"97m":[36,37],"99":[22,23,26,33,34],"9999":34,"99fp":[],"9fp":[],"abstract":[12,16,17,23,31,34],"boolean":[22,23,25],"case":[14,22,23,25,26,31,34,36],"char":23,"class":[1,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27,29,30,31,32,33,34,35,36,37],"const":[9,21],"default":[14,21,22,23,30,31,32,33,34,36],"do":[0,1,22,23,34,36,37],"enum":[12,18,22,33,34],"export":[],"final":[22,23,31,32,33,34,36],"float":[0,22,23,30,31,32,33,34,36],"function":[0,10,12,15,18,19,20,21,22,23,26,27,30,31,32,33,34],"import":[1,22,33,36,37],"int":[0,22,23,25,26,27,30,31,32,33,34,36],"long":[30,34],"new":[0,10,14,20,22,29,33,34,36],"return":[0,12,14,15,20,21,22,23,25,26,27,28,29,30,31,32,33,34,35,36],"short":37,"static":[12,14,15,16,21,22,23,26,27,34],"super":[0,22,23,26,36,37],"switch":34,"true":[12,18,19,22,23,26,29,30,31,33,34,35,36],"try":[22,33,34,36,37],"while":[1,22,23,25,30,34],A:[1,12,14,20,21,22,23,26,27,33,34,35,36],AND:1,AS:1,And:[0,22,30],As:[23,36],At:[22,33,36],BE:23,But:[22,23,26],By:[22,32,33,34],FOR:1,For:[0,1,14,20,22,23,27,33,34,36,37],IN:23,IS:1,If:[0,1,20,21,22,23,25,26,30,33,34,36,37],In:[1,22,23,25,26,34,36],Is:36,It:[12,20,21,34,36],NOT:[22,23],Not:[1,27],OF:1,ON:[12,18,19,22,33],OR:[1,22,30],On:[22,23,26],One:[22,30,33,34,36],THAT:[22,23,26],TO:[22,23,26],That:[22,23,37],The:[0,1,12,14,15,20,22,23,25,26,27,30,31,33,34,35,36,37],Then:[20,22,23,33],There:36,These:[22,33,36],To:[0,1,23,34,37],Will:[34,36],With:[35,37],_:[32,34,36],__:23,__call__:[23,34],__get_item__:[],__getitem__:[22,23,26],__init__:[22,23,26,36],__wrapped__:[12,20],_a:36,_and:36,_conf:36,_exampl:36,_forward:36,_func:20,_i:36,_implement:36,_labelsmoothingcrossentropyloss:36,_load_annot:[22,23,26],_loss:[22,30,33],_lrschedul:34,_metric_to_watch:36,_numpy_loader_func:23,_paramet:36,_the:36,_to:36,_torch:36,_training_param:36,_true:36,_valid_metrics_lis_t:36,_valu:36,_variablefunctionsclass:[22,31],_when:36,ab:[22,23,30,33,36,37],abba:36,abc:[23,31,34],abil:[22,30,37],aboard:37,about:[26,27,34,36,37],abov:[1,22,23,26,30,33,34,36,37],absolut:[22,33],abstract_decor:20,abstract_logg:[12,16,17],abstract_sg_logg:23,abstractcollatefunct:23,abstractmetricsargsprepfn:[22,31],abstractprepredictioncallback:23,abstractsglogg:[22,23,33],ac:[22,23,26],acc:[22,29,33,34,36],accept:1,access:[12,20,22,33,34],accord:[22,23,26,27,33,34,36],accordingli:[22,31,36],account:36,accumul:[22,31,33,35,36],accumulate_on_cpu:[22,31],accuraci:[22,31,33,34,36,37],achiev:[22,33,36,37],across:[22,31,34],act:1,activ:[34,37],activations_to_replac:34,ad:[12,18,19,22,33,34,36,37],adam:[22,33,36],adapt:[23,34],adapt_checkpoint:[12,18,19,22,33],adapt_state_dict_to_fit_model_layer_nam:[22,34],adaptive_load_state_dict:34,add:[0,1,22,23,30,33,34,36],add_log_to_fil:34,addendum:1,addit:[1,22,23,26,31,33,36],addition:[],additional_batch_item:34,additional_batch_item_i:34,additional_batch_item_i_nam:34,additional_sampl:[22,23,26],additional_samples_count:[22,23,26],adjust:34,adjust_box_ann:34,adnn_model_repository_data_interfac:[],adnnmodelrepositorydatainterfac:[12,17],advanc:[36,37],advis:[1,20],affin:34,after:[22,23,26,34,36],afterward:[22,30,34],again:37,against:[0,1,34],aggreg:37,agnost:[],agre:1,agreement:1,ai:[0,1,36,37],aka:34,alexnet:23,algorithm:[22,33,34,35,36],all:[0,1,12,14,18,19,22,23,25,26,27,30,31,32,33,34,36,37],all_architectur:[22,33],all_class:23,all_classes_list:[22,23,26],all_dataset:[],all_loss:[],all_reduc:34,alleg:1,allow:[12,18,19,22,33,34,37],alon:1,along:[1,22,32,33,36],alongsid:1,alpha:[22,30,34,35],alphastd:23,alreadi:[22,33,36,37],also:[1,20,22,23,26,31,32,36],although:[22,30,34],alwai:[22,31,33,36],amax:[22,33],amount:23,an:[0,1,12,15,18,19,21,22,23,27,33,34,36,37],anaconda3:[22,23,27,34],analysi:[22,33,36],analyz:[22,23,33,36],anchor:[23,34],anchor_grid:34,anchor_threshold:[],anchorgener:[],anchors_list:34,aneal:[22,33,34],ani:[0,1,12,21,22,23,26,28,33,36],anneal:36,annot:[1,22,23,26,34],annotaion:[22,23,26],announc:37,anoth:[22,23,26,31,33,36],ap:34,ap_per_class:[],apach:[1,34,37],api:36,api_doc:34,api_serv:36,app:27,appear:[1,22,23,30,35,36],appendix:1,appli:[1,22,23,26,31,33,34,35,36,37],applic:[1,23,37],apply_arg_max:[22,31],apply_sigmoid:[22,31],apply_stage_chang:34,apply_transform:[22,23,26],appreci:0,appropri:1,april:36,ar:[0,1,22,23,25,26,27,30,31,32,33,34,36,37],ar_thr:[],arch:34,arch_param:[22,33,34,36,37],architectur:[10,22,32,33,34],architecture_class:[],architecture_nam:36,archiv:1,area:34,area_ratio:[],area_thr:[],arg:[0,22,23,26,27,33,34],argument:[0,22,31,34,36,37],aris:1,around:[22,30,34],arrai:[22,23,26,27,33,34],arrow:34,art:36,arxiv:[22,23,30,33,34,36,37],ascii:21,ask:37,aspect:23,aspect_ratio:34,aspect_ratio_thr:[],assert:1,assign:[22,30,34],associ:1,assum:[1,22,30,34,36],assumpt:[22,23],async_prefech:29,asynchron:[12,18,19,22,33],atom:[],atomicinteg:23,attach:1,attempt:[22,33],attr:34,attribut:[1,12,18,19,20,22,23,26,32,33,34,36],attributeerror:[22,34],aug:[22,23,27],augment:[22,23,27,36],augment_hsv:[],augmentop:23,auth_token:34,author:1,authorship:1,auto:[12,18,19,22,23,33],auto_aug:[],auto_contrast:23,auto_log:[],auto_logg:[],auto_logging_conf:14,autoaug:23,autologgerconfig:14,autom:[14,23],automat:[0,22,33,37],aux:[22,30],aux_weight:[22,30],auxilari:[22,30],auxiliari:32,avail:[1,23],averag:[22,30,31,33,34,36],average_best_model:[22,33,36],averagemet:[31,34],avi:[],avil:[],avoid:[22,31],aw:[12,15],awai:[22,30],awar:[22,33,37],awesom:37,aws_connect:[],aws_connector:[],aws_secrets_manager_connector:[],awsconnector:[12,15],awssecretsmanagerconnector:15,axi:[22,23,25],b0:[36,37],b1:[36,37],b1t4:[],b64:[],b64t4:[],b:[1,34],back:0,backbon:[22,33,34],backend:[22,31],background:[22,27,30,36,37],backprop:[22,33,36],backward:[22,33,36],backward_step:[],balanc:[],bar:31,base:[0,1,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27,28,29,30,31,32,33,34,35,36,37],base_detection_collate_fn:[],base_sg_logg:[22,33],basesgvisiondataset:23,basi:1,basic:36,batch:[22,23,25,28,30,31,33,34,36,37],batch_accumul:[22,33,36],batch_idx:[22,33,34],batch_intersection_union:31,batch_item:34,batch_nam:34,batch_per_gpu:[22,33,34,36],batch_pix_accuraci:31,batch_siz:[22,23,25,27,29,30,31,34,36],batch_size_factor:[22,23,25],batchnorm2d:34,batchnorm:[22,33,34,36],bbox:[22,23,26,30,31,34],bboxes_preds_per_imag:[22,30],bce:[22,30],bcediceloss:[22,30],bcewithlogitsloss:[22,30],becaus:[22,23,26,36],been:[1,22,23,25,30,33,34],befor:[14,22,23,26,31,33,34,35,36],beginn:36,behalf:1,behavior:34,behaviour:[12,18,19,22,32,33,34],being:[22,23,26,34],beit:37,below:[1,23,27,34],benchmark:[27,34,37],benefici:1,besid:[22,23,26],best:[22,33,34,36,37],beta:34,better:[14,29],between:[0,10,12,21,22,23,26,30,32,34],beyond:23,bgr:34,bia:34,bias:[10,34,37],bilinear:23,binari:[22,30],binarydic:[22,31],binaryi:[22,31],binarysegmentationvisu:34,binarysegmentationvisualizationcallback:34,bind:[1,34],bind_al:36,bisenet:37,bit:[],bits_to_keep:23,blob:[23,27,34,36],block:[22,33,34],blog:36,blur:[],bmp:[22,23],bn:34,board:34,boilerpl:[1,22,23,26],bold:21,bool:[0,12,21,22,23,25,26,27,29,30,31,32,33,34,36],border:[23,34],both:[22,34],boto3:[12,15],bound:[22,23,25,34],box1:34,box2:34,box:[22,23,25,30,34,36],box_candid:[],box_iou:34,box_loss_gain:[],box_thick:34,boxes1:34,boxes2:34,bracket:1,branch:0,breed:[],bright:23,bucket_nam:[12,16],buffer:[34,35],bug:[0,37],build:[22,23,25,34,36,37],build_data_load:[22,23,25],build_detection_target:[],build_model:[22,33,36,37],build_optim:34,build_target:[],built:[22,30,33,34,36,37],bypass:[12,18,19,22,33],c:[1,34],cach:[22,23,26],cache_dir_path:[22,23,26],cache_imag:[22,23,25,27],cache_label:[22,23,25,27],cache_path:[22,23,26],cached_img:[22,23,26],calc_batch_prediction_accuraci:[],calc_batch_prediction_detection_metrics_per_class:[],calc_bbox_iou_matrix:34,calcul:[0,22,30,31,33,34,36],calculate_bbox_iou_elementwis:[],calculate_bbox_iou_matrix:34,calculate_wh_i:[],calib_data_load:[22,33],calibr:[22,33],calibrated_model_path:[22,33],call:[12,20,21,22,23,26,30,34,36],callabl:[12,20,22,23,27,33,34,36],callback:[12,18,19,22,23,33],callbackhandl:34,can:[0,22,23,25,26,31,32,33,34,36,37],candid:[],cannot:[1,23],capabl:[13,37],care:[22,30,34],carri:1,cascad:[36,37],cast:21,cast_to_typ:21,cat:36,categori:31,caus:[0,1,36],cd:0,ce:30,ce_edge_weight:[22,30],ceil:34,cell:[22,30],center:[22,30,34,35],center_sampling_radiu:[22,30],chang:[0,1,22,23,27,31,33,34,35],change_bbox_bounds_for_image_s:34,change_frequ:23,change_from_best:34,change_from_previ:34,channel:[22,23,33,34],charact:[1,21],charg:[1,9,21,36],check:[20,23,34,37],check_anchor_ord:[],check_finit:34,check_img_size_divis:34,check_img_size_divisibilti:[],check_key_exist:[12,16],check_models_have_same_weight:34,check_valid_argu:[],checkpoint:[10,12,18,19,22,33,34],checkpoint_dict:[22,34],checkpoint_dir:34,checkpoint_directori:37,checkpoint_load:34,checkpoint_param:[22,33,34],checkpoint_util:[],checkpoints_dir_path:34,chekpoint:34,chekpoint_directori:[36,37],choic:23,choice_weight:23,choos:[1,22,33,37],chosen:23,ci:0,cifar100datasetinterfac:[23,25],cifar10:[25,36,37],cifar10datasetinterfac:[22,23,25],cifar_100:23,cifar_10:23,ciou:34,citat:10,cite:37,citiscap:37,cityscap:[27,36,37],cityscape_segment:23,cityscapes_ignore_label:27,cityscapesdataset:27,cityscapesdatasetinterfac:25,cityscapesscript:27,ckpt:[22,34],ckpt_best:[22,33,34,36],ckpt_best_nam:[22,33],ckpt_dir:34,ckpt_kei:[22,34],ckpt_latest:[22,33],ckpt_local_path:34,ckpt_name:[22,33,34],ckpt_path:34,ckpt_root_dir:[22,33,36,37],ckpt_val:[22,34],cl:[12,20,34],claim:1,class_conf:34,class_i:[22,23],class_idx:34,class_inclusion_list:[22,23,26],class_label:[27,34],class_nam:34,class_x:[22,23],classif:[10,12,18,19,22,23,31,36],classifi:23,classification_dataset:23,classification_metr:[],classificationdatasetinterfac:[23,25],classificationtestdatasetinterfac:[22,23,25],cleanup:34,click:37,client:[12,15],climb:34,clip:[22,33],clip_grad_norm:[22,33],closer:35,closest:34,closur:35,clovaai:23,cls_loss_gain:[],cls_objectness_weight:[],cls_pos_weight:[],cls_pred:[22,30],cls_pw:[],co:37,coco2014:[],coco2014detectiondatasetinterfac:[],coco:[22,23,26,27,36,37],coco_detect:23,coco_image_id:[22,23,27],coco_segment:23,coco_sub_classes_inclusion_tuples_list:34,coco_target_load:[],cocodatasetinterfacebas:[22,23,25],cocodetectiondataset:[22,23,26],cocodetectiondatasetinterfac:[23,25],cocosegmentationdataset:[22,23,27],cocosegmentationdatasetinterfac:[22,23,25],code:[1,10,12,15,21,23,34,37],codebas:37,coef:[22,30],coeffici:[22,30,31],colab:37,collabor:37,collat:[23,34],collate_fn:[22,23,27],collatemixup:23,collect:[22,31,33,34],color:[21,22,23,27,34],color_jitt:23,colorjitt:23,colorjitterseg:[],colour:21,colouredtextformatt:21,com:[21,22,23,27,33,34,36,37],combin:[1,22,23,26,34],come:[10,22,30,34,36],command:[10,36],comment:[1,36],commerci:1,commit:0,common:[1,10,11,22,23,33,37],commonli:37,commun:[1,10,36],communi:[22,23,25],compar:29,compat:[23,37],compil:[1,37],complet:[10,22,33,34,37],compli:1,complianc:1,compon:[10,22,31,33,37],component_nam:[22,33,36],compos:[22,23,27,36],composedcollatefunct:23,compound:[22,31,34],comput:[1,10,22,23,30,31,33,34,36],compute_ap:[],compute_box_area:34,compute_detection_match:34,compute_detection_metr:34,compute_detection_metrics_per_cl:34,compute_img_detection_match:34,compute_loss:[],compute_model_runtim:[],compute_precise_bn_stat:34,condit:[1,22,30],conf:[34,36],conf_thr:34,confid:[22,30,31,34],config:[12,14,15,28,36,37],config_dict:[],config_str:23,configur:[1,23,36,37],configure_elasticsearch_handl:[],conflict:[0,12,21],confmat:[22,31],connect:[12,15,16,22,33,36,37],connect_dataset_interfac:[22,33,36],consecut:34,consequenti:1,consid:34,consist:[1,23,34],consol:14,conspicu:1,constant:[22,33,36],constantli:34,constitut:1,constru:1,contact:36,contain:[1,22,27,30,31,32,33,34],content:[1,10,11],content_length:[12,16],context:[22,33,34],context_method:34,contextsgmethod:34,continu:22,contirbut:0,contract:1,contrast:23,contrib:[27,37],contribut:[1,10],contributor:[1,37],contributori:1,control:[1,12,18,19,22,30,33,34],conv1:36,conv2:36,conv2d:[34,36],conv:34,convbnrelu:34,convent:0,convers:[1,22,34],convert:[22,27,30,32,34],convert_content_length_to_mb:[12,16],convert_to_tensor:[22,34],convert_xywh_bbox_to_xyxi:34,convert_xyxy_bbox_to_xywh:[],convex:[22,23,26],convnet:37,convolut:[34,37],convolution2d:34,cooldown:[22,33],coordin:[22,23,26,30,31,34],copi:[1,34],copy_attr:34,copy_kei:[12,16],copyright:1,core_util:36,correct:[0,22,23,31,34],correct_lam:23,correspond:[22,30,31,33,34,36],cosin:[22,33,34,36],cosine_final_lr_ratio:[22,33,34,36],cosinelrcallback:34,cost:[22,30],could:[21,34],count:[22,23,26],counterclaim:1,coupl:34,cours:35,cover:0,coverag:[],cpu:[12,18,19,22,23,30,31,33,34,36,37],crash:27,creat:[0,14,22,23,26,27,30,34,36],create_bucket:[12,16],create_presigned_download_url:[12,16],create_presigned_upload_url:[12,16],credenti:[12,15],criteria:[22,30],criterion:[31,34],criterion_param:[22,33,36],crop:23,crop_siz:[22,23,27,36],cropimageandmask:[],cross:[1,22,30],cross_entropi:[22,30,33,36],crossentropyloss:[22,30,36],crowd:[22,31,34],crowd_box:34,crowd_ioa:34,crowd_target:[22,23,26,31,34],crowddetectioncollatefn:34,crucial:34,csp:37,csp_darknet53:36,cuda:[22,23,31,34,37],cudnn:37,current:[0,22,23,27,29,33,34,36,37],current_best_metr:29,current_environment_cli:15,current_image_shap:[],current_it:[22,33,36],curv:[],custom:36,custom_densenet:36,custom_mobilenet_v2:36,custom_regnet:36,custom_resnet50:36,custom_resnet50_cifar:36,custom_resnet:36,custom_resnet_cifar:36,custom_stdc:36,custom_yolov5:36,customari:1,customizedefficientnet:36,cut:35,cutmix:23,cutmix_alpha:23,cutmix_bbox_and_lam:23,cutmix_minmax:23,cutout:[22,23],cutout_insid:[22,23],cv2:34,cxcywh2xyxi:34,cxcywh_label:34,d:1,dagshub:37,dali:37,damag:1,darknet53:36,darknet:[23,37],dash:23,data:[22,23,25,26,27,28,33,34,36],data_augment:[],data_connect:[],data_connection_credenti:[12,17],data_connection_loc:[12,17],data_connection_sourc:[12,17],data_dir:[22,23,25,26,36,37],data_interfac:[],data_load:[22,23,33],data_loader_num_work:[22,33],data_parallel:[12,18,19,22,33],data_typ:[22,33],dataaugment:[22,23],datainterfac:23,dataload:[22,23,25,29,33,34,36],dataset:[10,11,28,29,33,34,37],dataset_classes_inclusion_tuples_list:[22,23,25,27],dataset_data_interfac:[],dataset_dir:36,dataset_except:[],dataset_hyper_param:[22,23,27],dataset_interfac:[22,23,33,36,37],dataset_nam:[23,36],dataset_param:[22,23,25,36],dataset_statist:[22,33,36],datasetdatainterfac:[12,17],datasetdoesnotexistexcept:23,datasetinterfac:[22,23,25,33,36],datasets_conf:[],datasets_util:[],datasetstatisticstensorboardlogg:23,datatyp:31,date:[1,37],dbox:[22,30],dboxes256_coco:[],dboxes300_coco:[],dboxes300_coco_from19:[],ddp:[12,18,19,21,22,33,34,36],ddp_silent_mod:34,ddrnet23:37,ddrnet:[36,37],ddrnet_23:36,ddrnet_23_slim:36,ddrnet_loss:[],ddrnetloss:30,deactiv:36,deafult:[22,30],deal:[22,23,25],decai:[22,33,34,36],decemb:36,deci:[0,1,10,34,36],deci_class_logg:20,deci_environ:15,deci_func_logg:20,deci_lab_cli:34,deci_logg:[],decilabuploadcallback:34,deciplatformcallback:34,decod:[22,23,27],decode_segmentation_mask:[22,23,27],decor:[12,21],decoupled_decai:35,decreas:[22,33,36],deep:[23,37],deep_learning_task:18,deeplearningtask:[12,18,19],def:[0,36],defaul:[22,33],default_load:[22,23],default_opt_param:[22,34],default_summary_param:23,default_v:[22,34,36],defaultbox:[22,30,34],defend:1,defin:[1,22,23,25,30,33,34,36,37],definit:1,degre:23,deleg:34,delet:[22,33,34,36],delete_bucket:[12,16],delete_kei:[12,16],deliber:1,demonstr:36,denorm:34,denormalize_target:34,denot:[22,23,27],dens:37,densenet121:36,densenet161:36,densenet169:36,densenet201:36,densenet:[],densnet:37,depend:34,deploi:37,deploy:37,depth:34,depth_estim:[12,18,19],deriv:[1,13,20,22,23,26,34],desc:[28,34],describ:[0,1,22,23,26,30,36],descript:[1,31,36],design:1,desir:[10,22,23,33,34],destin:34,det_box:34,detach:[22,30,33,36],detail:[12,18,19,22,23,27,30,33],detect:[10,22,23,26,33,34,36],detection_area:34,detection_dataset:23,detection_layers_num:34,detection_loss:[22,33,36],detection_metr:[],detection_net:[],detection_util:[22,23,26,31,33],detectioncollatefn:34,detectiondataset:[22,23,26],detectiondatasetinterfac:25,detectionmetr:[22,31],detectionmultiscaleprepredictioncallback:23,detectionpostpredictioncallback:[22,31,33,34],detectiontargetsformat:[22,23,26,34],detectiontestdatasetinterfac:[22,23,25],detectiontransform:[22,23,26],detectionvisu:34,detectionvisualizationcallback:34,detector:37,determin:[1,23,29,34,36],develop:15,deviat:23,devic:[22,23,29,30,31,33,34,37],device_numb:[22,34],dice:[22,30,31],dice_ce_weight:[22,30],diceceedgeloss:[22,30],dict:[14,22,23,26,27,31,33,34,36],dictionari:[22,23,26,31,32,33,34,36],did:37,diff:0,differ:[1,12,21,22,23,34,36,37],difficult:[],digit:34,dilat:[34,37],dim:[22,30,34],dimens:[23,34],dimension:34,diou:34,dir:[22,23,34],dir_path:29,direct:[1,35],directli:[12,20,22],directori:[14,22,23,29,33,34,36],directorydataset:[22,23],disabl:34,discard:[22,30,33,34],disclaim:1,discuss:[0,1,22,23,30,36],disk:[22,23,26,33],displai:[1,22,23,26,34,36],display_epoch_summari:34,disregard:[12,18,19,22,33],dist_sync_on_step:[22,31,36],distanc:[22,30],distil:[10,22,30],distillation_loss_coeff:[22,30],distillation_loss_fn:[22,30],distrbut:[22,30],distribut:[1,22,23,25,30,31,34],distributed_all_reduce_tensor_averag:34,distributed_data_parallel:[12,18,19,22,33],distributed_sampl:[22,23,25],distributed_training_util:[],distributeddataparallel:[22,34],divid:34,divis:34,divisbl:34,divisor:34,dl:23,dl_task:23,doc:[0,22,33,36,37],docstr:0,document:[1,12,18,19,20,22,33,34],doe:[1,10,14,22,23,27,28,34],doesn:[29,34],don:[1,23,36],done:27,dont:20,dotpath:34,down:[22,33],downlaod:34,download:[22,23,26,34,36,37],download_and_untar_from_url:34,download_and_unzip_from_url:34,download_file_by_path:[12,16],download_from_cloud:[22,23,25],download_kei:[12,16],download_keys_by_prefix:[12,16],dp:[12,18,19,22,33],dpn:37,driver:37,drop:[22,23,26,34],drop_prob:34,drope:[22,23,26],droppath:34,dtype:34,dual:37,dummi:[22,31],duplic:[],dure:[22,33,34,36],dynam:[22,30],dynamic_k_match:[22,30],e2:0,e:[22,23,26,30,31,33,34,36],each:[1,12,18,19,22,23,26,27,30,31,33,34,36],earlier:36,early_stop:[],earlystop:34,eas:[0,37],easi:37,easier:1,easili:[36,37],ecosystem:27,edg:[23,34,37],edge_kernel:[22,30],edge_width:34,editori:1,effect:[22,33,34,36],effective_batch_s:[22,33,34,36],effici:[22,33,36,37],efficientnet:[36,37],efficientnet_b0:36,efficientnet_b1:36,efficientnet_b2:36,efficientnet_b3:36,efficientnet_b4:36,efficientnet_b5:36,efficientnet_b6:36,efficientnet_b7:36,efficientnet_b8:36,efficientnet_l2:36,effort:[],eigval:23,eigvec:23,either:[1,22,23,26,30,32,34],elabor:1,elasticsearch:[],electron:1,element:[22,23,33,34,36],elementwis:[],elementwise_mean:[22,31],els:34,ema:[22,32,33,36],ema_model:[22,33],ema_net:36,ema_param:[22,33,36],email:[34,36],empir:23,empti:[14,32],empty_folder_content_by_path_prefix:[12,16],emptycococlassesselectionexcept:27,emptydatasetexcept:28,en:[22,33,36],enabl:[22,33,36],enable_qat:[22,33],enclos:1,end:[1,22,33,34,36,37],endc:21,enforc:[0,23],enhanc:[22,34],enjoi:37,ensur:[0,34],enter:20,entir:[22,33,34,36],entiti:[1,36],entri:[22,30,33,34,36],entropi:[22,30,33],enumer:[12,18,19,34],env:[12,16,17],env_help:[],environ:[10,12,15],environment_config:[],environment_variable_nam:21,ep:[22,30,34,35],epoch:[22,31,32,33,34,36,37],epsilon:35,equal:[22,23,33,34],equival:[20,34],eros:34,error:[28,34],especi:23,etc:[14,22,23,33,36,37],eval:22,evalu:[12,18,19,22,27,33,34,36],evaluataion:[22,33],evaluation_typ:[22,33],evaluationtyp:[12,18,19,22,33],even:[1,22,33,34,37],evenli:34,event:[1,37],ever:36,everi:[20,22,23,26,30,33,34,36],everyth:[34,36],ex:[23,34],examp:23,exampl:[0,1,10,22,23,30,33,34,36],exce:[22,33],except:[0,1,10,11,16,17,20,23,27,32,33,34,36],exception_msg:[22,34],excit:37,exclud:[1,22,27,32,34],exclude_attribut:[32,34],exclus:1,exdb:37,execut:[1,23,34,36],exercis:1,exif_s:34,exist:[14,22,23,29,30,33,34,36],exit:20,exp48:[36,37],exp53:[36,37],exp_activ:34,expanded_strid:[22,30],expect:[23,34],experi:[34,36],experienc:[],experiment_nam:[22,33,34,36,37],expert:37,explan:[28,34],explicit_params_valid:12,explicitli:[1,23,34],exponenti:[22,33,34,36],exponentiallrcallback:34,exponentialmovingaverag:34,export_util:[],exportablehardswish:[],exportablesilu:[],express:1,ext:[22,23],extend:36,extens:[0,22,23,34],extern:[22,33],external_checkpoint_path:[22,33,34],externaldatasetinterfac:25,extra:20,extract:[22,23,26,34],f1:[22,31,34],faa0f9dfc9e8e058ffd07a248724bf384f526fa:23,facilit:[22,23,26],factor:[22,23,25,33,34,36],fail:[0,21,34],failur:1,fals:[12,18,19,22,23,25,26,27,29,30,31,33,34,35,36],famili:37,fanci:20,faq:10,fast:[22,23,33],fastai:23,fastai_imagenet:23,faster:[],fc1:36,fc2:36,fc3:36,feat:[22,30],feat_siz:34,featur:[0,23,34,37],fed:34,fee:1,feed:23,fetch:34,few:[0,22,33,35,36,37],fg:[22,30],fg_mask:[22,30],field:[1,22,23,26,36],fifti:1,fig_siz:34,file:[1,12,14,15,22,23,33,34,36,37],filenam:[22,33,34],fill:10,fill_imag:[],fill_mask:[],filter:[27,34],find:[],fine:37,fire:34,first:[0,12,20,21,22,23,25,30,33,34,35],first_argu:0,fit:[1,22,31,34],fix:[0,22,30,33,36],flag:[22,23,25,33,36],flatten:[31,34],flatten_channel:34,flatten_metrics_dict:31,flexibl:32,flip:[],fly:[23,34],focal:[22,30],focal_loss:[],focal_loss_gamma:[],focalloss:[22,30],focus:[],folder:[22,23,33,34],follow:[0,1,22,30,33,34,36],footprint:37,forc:[22,30],foreground:[22,30],fork:[0,23],form:[1,22,23,26,34],format:[0,1,22,23,26,27,28,30,31,34],format_tim:29,former:[22,30,34],forward:[22,23,30,31,33,34,36],found:[22,34,36],four:[],fp16:[36,37],framework:[32,34,37],free:[1,10,34,36],freez:32,freq:34,frequenc:[22,23,33,34,36],friendli:[],from:[0,1,14,20,22,23,25,26,27,28,30,31,32,33,34,36,37],from_logit:[22,30,36],full:[22,23,29,33,34,36,37],full_train_log:[22,33,36],fulli:34,func:[21,23,34,36],functionlrcallback:34,functon:20,further:[0,20,22,33],fuse:34,fuse_block_residual_branch:34,fuse_conv_and_bn:[],fuse_conv_bn:34,fuse_repvgg_blocks_residual_branch:34,g:[22,31,33,34,35],gain:37,gamma:[22,30],gan:36,gather:34,gaussian:34,gener:[0,1,22,23,26,27,34,35,36,37],generate_config_for_module_nam:14,generate_doc:0,get:[0,10,12,15,21,22,23,25,26,34],get_all_available_dataset:23,get_arch_param:[22,33],get_architectur:[22,33],get_assign:[22,30],get_average_model:34,get_aws_client_for_service_nam:[12,15],get_aws_resource_for_service_nam:[12,15],get_aws_sess:[12,15],get_ckpt_local_path:34,get_cls_posx_in_target:34,get_color_augment:23,get_data_load:[22,23,25],get_dataset:23,get_dataset_param:[22,23,25],get_environ_as_typ:21,get_exclude_attribut:32,get_filename_suffix_by_framework:34,get_image_size_from_path:34,get_in_boxes_info:[22,30],get_include_attribut:32,get_l1_target:[22,30],get_local_rank:34,get_logg:13,get_logging_valu:31,get_mean_and_std:23,get_mean_and_std_torch:23,get_metrics_dict:31,get_metrics_results_tupl:31,get_metrics_titl:31,get_model_stat:[],get_modul:[22,33],get_mosaic_coordin:34,get_net:[22,33],get_object_by_etag:[12,16],get_object_metadata:[12,16],get_optimization_statu:34,get_orientation_kei:34,get_param:[22,34,36],get_random_item:[22,23,26],get_random_sampl:[22,23,26],get_resized_imag:[22,23,26],get_sampl:[22,23,26],get_secret_value_for_secret_kei:15,get_secret_values_dict_for_secret_key_properti:15,get_structur:[22,33],get_top_k_idx_per_cl:34,get_train_ids_color_palett:27,get_train_loop_description_dict:31,get_val_sampl:[22,23,25],get_world_s:34,getter:[22,33],giou:[22,30,34],giou_loss_ratio:[],git:37,github:[0,22,23,27,33,34,36,37],give:[1,22,33,34,36],given:[22,23,31,33,34],go:[34,36,37],good:[22,33,34,36,37],goodwil:1,googl:[0,37],googlenet:37,googlenet_v1:36,govern:1,gpu:[12,18,19,22,23,25,30,31,33,34,36,37],gradient:[0,22,33,36,37],grant:1,graph:[22,33,36],great:37,greater_is_bett:34,greater_metric_to_watch_is_bett:[22,33,36],grid1i:[22,30],grid1x:[22,30],grid2i:[22,30],grid2x:[22,30],grid3i:[22,30],grid3x:[22,30],grid:[22,30,34],gridsizei:[22,30],gridsizex:[22,30],grind:37,gross:[22,33],gross_tim:[22,33],grossli:1,ground:[22,23,26,30,31,34],groundtruth:[22,23,26],group:[22,23,26,34],grow:37,gt:[22,30,34],gt_alpha:34,gt_bboxes_per_imag:[22,30],gt_class:[22,30],gt_matched_class:[22,30],guid:37,gussian:34,h:[22,30,31,32,33,34],h_max:34,ha:[1,22,23,25,26,31,33,34,36],had:[22,23,26],half:[22,29,33],handl:[15,22,31,33,34],handler:14,handlers_list:14,happen:[22,31,34],hard:[0,22,30,34],hardest:30,hardminingcrossentropyloss:[22,30],hardswish:[],hardwar:[36,37],harmless:1,have:[1,20,22,23,26,28,30,33,34,36],haven:[22,23,25],head:[],header:21,hear:37,height:[22,23,26,31,34],help:37,helper:[27,34],here:[0,37],herebi:1,herein:1,heurist:[22,33,34,36],hgain:[],hi:35,hierarchi:36,high:27,higher:[29,37],highest:[22,30,36],hillel:36,hinton:35,histori:36,hold:[1,22,23,26,33,34],home:[],hook:[22,30,34],host:[0,22,23,26],hot:[23,30,34],how:[1,10,20,21,22,23,26,37],howev:1,hparam:23,hpmstruct:[22,32,34],hthe:34,html:[0,22,33,36],http:[0,1,21,22,23,26,27,30,33,34,36,37],hue:[],hugi:36,hull:[22,23,26],humanseg:27,hw:[36,37],hyper:[34,35,37],hyperparamet:37,i:[1,22,23,26,30,31,33,34,36],iam:[12,15],icpm:36,id:[22,23,26,30,34],ideal:[22,23,26],ident:34,identif:1,identifi:1,idx:[22,33,34],ie:[12,18,19,22,33,34,36],iff:34,ignor:[14,22,27,30,33,34],ignore_empty_annot:[22,23,26],ignore_index:[22,30,31,34,36],ignore_label:[22,30,31],ignore_lb:[22,30],ii:1,iii:1,illeg:[28,34],illegaldataloaderiniti:28,illegaldatasetparameterexcept:28,illegallrschedulermetr:34,ilogg:[12,13,16,17],im2:[],im:[],im_lab:31,im_pr:31,im_tensor:34,imade_idx_in_the_batch:34,imag:[10,22,23,26,27,28,30,31,33,34,36],image_id:[22,30],image_idx:[22,30],image_index:[],image_info:[22,23,26],image_mask_transform:[22,23,27],image_mask_transforms_aug:[22,23,27],image_s:[22,23,25],image_scal:34,image_size_step:23,image_tensor:34,imagen:22,imagenet21k:37,imagenet:[22,23,25,34,36,37],imagenet_nv:23,imagenet_pca_aug:23,imagenet_regneti:[36,37],imagenetdatasetinterfac:[22,23,25],imagenett:23,images_count:[],images_sub_directori:[22,23,26],imagin:[22,23,26],img:[22,23,26],img_mean:23,img_path:[22,23,26,34],img_shap:[23,34],img_siz:[22,23,26,27,34],immedi:37,impl:23,implement:[10,22,23,26,30,32,33,34,35,36],impli:1,improv:[1,34,37],in_channel:34,inabl:1,inc:23,incept:23,incident:1,includ:[1,22,23,26,33,34,35,36,37],include_attribut:[32,34],inclus:1,incom:34,incorpor:[1,37],increas:23,incur:1,indemn:1,indemnifi:1,independ:[],index:[10,22,23,26,30,31,34],indic:[1,22,33,34,36],indirect:1,individu:1,infer:34,influenc:23,info:[13,14,22,23,26],inform:[1,22,31,33,36],infring:1,inherit:[22,23,26,32,36],inheritor:23,init:[23,29,34],init_param:29,init_summary_writ:34,init_train:[12,21],inital_lr:[22,33,36],initi:[12,21,22,23,25,33,34,35,36,37],initial_epoch:[22,33],initial_lr:[22,33,34,36],initialize_param_group:[32,34],inline_splitt:23,inner:34,inplac:[26,34],input:[22,23,26,27,30,31,33,34,36],input_bbox:34,input_dim:[22,23,25,26],input_h:34,input_s:[23,32],input_w:34,insid:[22,30,34,35],inspir:[23,34],instal:[0,10,22,33],instanc:[12,15,20,22,23,30,34,36],instances_train2017:[22,23,26],instanti:[22,23,26,36],instantiate_net:[],instead:[22,30,33,34,36],institut:1,instruct:36,integ:[22,23,27],integr:[0,10,37],intel:37,intend:34,intention:1,interest:[22,31,34],interfac:[1,36],intern:[22,33,34,36],interp:[],interpol:23,intersect:[22,31,34],intersection_and_union:31,introduc:10,introduct:10,invalid:[22,34],invers:[22,30,34],invert:23,invertedresidu:34,invis:34,invit:37,io:[0,22,33,36,37],ioa:34,iou:[22,27,30,31,34],iou_thr:[22,31,34],iou_thresh:[22,30],iou_threshold:[22,31,34],iou_typ:[22,30],ious_loss_cost_coeff:[22,30],iouthreshold:[22,31,34],ipynb:0,irrevoc:1,is_best_valu:34,is_bett:29,is_better_than_previ:34,is_client_error:[12,15],is_ddp:[22,34],is_distribut:[12,21],is_in_boxes_anchor:[22,30],is_in_boxes_and_cent:[22,30],is_lr_scheduling_en:34,is_rang:34,israel:36,issu:[0,1,23,37],item:[22,28,30,31,33,34,36],iter:[22,32,33,34,36],ith:[22,33,36],its:[1,20,22,23,26,34],itself:[22,23,26,33,36],itselfi:[22,34],iuo:34,j:34,jaccard:[22,31,34],jaccardindex:[22,31],januari:1,jetson:[36,37],jitter:23,join:37,jpeg:[22,23],jpg:[22,23,34],json:[14,22,23,26],json_fil:[22,23,26],jsonschema:[22,34],just:[10,22,23,26,36],k:[22,31,34],kd:[22,34,36,37],kd_architectur:22,kd_model:34,kd_model_external_checkpoint_path:22,kd_model_source_ckpt_folder_nam:22,kd_modul:[22,34],kd_module_output:[22,30],kdkldivloss:[22,30],kdlogitsloss:[22,30],kdmodel:22,kdmodelema:34,kdmodelmetricsupdatecallback:34,kdmodul:[22,34],keep:34,kei:[12,18,19,22,31,32,33,34,36],kera:34,kernel:34,kernel_s:[34,36],keynotexistinbucketerror:16,keyword:[20,22,23],kind:1,know:0,knowledg:[10,22,30],kwarg:[22,23,25,26,27,32,33,34],l103:23,l1:[22,30,34],l1_target:[22,30],l2:[22,33],l:[22,30],l_box:[],l_cl:[22,30],l_classif:[22,30],l_iou:[22,30],l_l1:[22,30],l_object:[22,30],l_objectiv:[22,30],lab:34,label:[0,22,23,27,30,31,33,34],label_cxcywh:34,label_mask:[22,23,27],label_normalized_cxcywh:34,label_normalized_xyxi:34,label_path:27,label_smooth:[22,23,30],label_smoothing_cross_entropy_loss:36,label_xyxi:34,labels2:[],labels_csv_path:27,labels_offset:[],labelsmoothingcrossentropyloss:[22,30,33,36],labl:[22,30,31],laddernet:37,laddernet_101:36,laddernet_50:36,laddernet_50_3433:36,lake:[36,37],lam:23,lambda:23,languag:1,larg:[23,36,37],larger:[34,36,37],last:[22,23,26,33,34,36],last_img_idx_in_batch:34,latenc:[36,37],later:[],latest:[22,33,34,36],latter:[22,30,33,34,36],launch:[34,36],launch_tensorboard:36,launch_tensorboard_process:[34,36],law:1,lawsuit:1,layer:[12,18,19,22,23,29,32,33,34],learn:[10,22,23,33,34,36],least:[1,22,23,26,34],leav:[14,27,32],lecun:37,legaci:[10,11],legal:1,len:[22,23,26,30,34],lenet:[36,37],lenet_cifar10_exampl:36,length:[22,33,34,36],less:[],let:[22,23,26],letterbox:[],level:[14,22,30],leverag:37,liabil:1,liabl:1,lib:[22,23,27,34],lib_dataset_param:36,librari:[10,23,37],library_dataset:23,librarydatasetinterfac:[22,23,25],licens:[1,10,34],licensor:1,light:23,like:[22,23,26,33,34,36],limit:1,line:[10,23,34,36],linear:[34,36],link:[1,36,37],linspac:[22,31],list:[1,14,22,23,25,26,27,30,31,32,33,34,36],list_bucket_object:[12,16],list_fil:[22,23,27],listdataset:[22,23],lite:37,litig:1,load:[10,12,18,19,22,23,26,27,33,34,36],load_all_remote_log_fil:[12,17],load_backbon:[22,33,34],load_checkpoint:[22,33,34,36],load_checkpoint_to_model:34,load_ema_as_net:34,load_func:34,load_imag:[22,23,26],load_kd_model_checkpoint:22,load_mosa:[],load_opt_param:[22,33,36],load_pretrained_weight:34,load_remote_checkpoints_fil:[12,17],load_remote_dataset_fil:[12,17],load_remote_logging_fil:[12,17],load_resized_img:[22,23,26],load_sampl:[22,23,26],load_state_dict:[12,18,19,22,33],load_weights_onli:[22,33,34],loader:[22,23,25,28,33,34,36],local:[0,12,17,22,30,33,34,37],local_rank:[21,34],localhost:36,localiz:23,locat:[22,23,27,30,33,34,36],log:[10,13,14,20,22,31,33,34],log_installed_packag:[22,33,36],log_item:31,log_level:[13,14],log_optimization_fail:34,log_uncaught_except:34,logdir:36,logfil:[22,33,36],logg:[],logger:[13,20,23,34],logger_nam:13,logic:[20,34],logical_or:34,login:36,logit:[22,30,31],logprob:[22,30],logs_dir_path:[13,14],long_siz:[],loop:34,loss:[1,10,22,29,31,33,34,35],loss_avg_met:34,loss_fcn:[22,30],loss_item:[22,33,36],loss_log:31,loss_log_item:34,loss_logging_item_nam:31,loss_logging_items_nam:[22,33,36],loss_weight:[22,30],losses_model:[10,11],love:37,lower:29,lowest:36,lr:[22,32,33,34,35,36],lr_cooldown_epoch:[22,33],lr_decay_factor:[22,33,34,36],lr_in_momentum:35,lr_mode:[22,33,36],lr_placehold:34,lr_schedule_funct:[22,33,34,36],lr_updat:[22,33,34,36],lr_warmup_epoch:[22,33,34,36],lrcallbackbas:34,lrschedulercallback:34,lt:34,lw:[36,37],ly:27,m9:23,m:[22,23,27,34,36,37],m_gpu:36,m_i_j_k:34,machin:[36,37],made:[1,22,23,26,37],magnitud:23,magnitude_std:23,mai:[1,34,36],mail:1,main:[10,14,21,22,27,30,32,33,34],mainli:26,maintain:[0,22,34],make:[0,1,21,22,23,26,29,34,36,37],make_divis:34,makedirs_if_not_exist:29,malfunct:1,manag:[1,12,15,16,22,23,25,33,34,36],mani:[22,30,34],manipul:34,manual:[0,36],map:[22,23,26,31,34,36,37],map_05:34,map_05_to_095:[22,31,34],mapval:[],margin:23,mark:[1,22,30,34],mask:[22,23,27,30],mask_color:[22,23],mask_metadata_tupl:[22,23,27],mask_siz:[22,23],master:[0,23,27,34,36],match:[12,18,19,22,23,30,31,33,34,35],match_dbox:[22,30],matched_gt_ind:[22,30],matrix:34,matrix_non_max_suppress:34,max:[14,22,23,33,34],max_batch:23,max_byt:14,max_deg:[],max_epoch:[22,33,34,36],max_image_s:23,max_it:[22,33,36],max_n_rec_thresh:34,max_num_of_detect:34,max_num_sampl:[22,23,26],max_pool2d:36,max_predict:34,max_samples_per_plot:[22,23,26],maxim:[22,33],maximum:[22,23,26,30,34],mcordt:27,mean:[1,22,23,30,31,34,36],mean_origin:34,mean_requir:34,measur:[22,34,36,37],mechan:1,media:1,medic:37,medium:[1,36,37],meet:[1,37],mem:26,memori:[22,26,31,33,36,37],mention:[22,33],merchant:1,mere:1,merg:[0,22,30],messag:[28,34,36],met:[22,30],meta:[20,34],metadata:[22,23,26],meter:31,method:[10,20,22,23,25,26,31,33,34],metric1_nam:31,metric1_valu:31,metric:[10,11,27,29,33,34],metric_idx:34,metric_idx_in_results_tupl:34,metric_nam:[22,33,34,36],metric_to_watch:[22,29,33,34,36],metric_util:[],metriccollect:[22,31,33],metrics_args_prep_fn:[22,31],metrics_collect:31,metrics_compute_fn:34,metrics_dict:[31,34],metrics_progress_verbos:[22,33],metrics_tupl:31,metricscollect:31,metricsupdatecallback:34,mettric:[22,31],might:[0,22,31,34],mileston:34,millisecond:[22,34],mimic:[],min:[23,34],min_deg:[],min_delta:34,min_image_s:23,mine:[22,30],minim:[14,22,23,33],minimum:34,mining_perc:[22,30],minmax:23,minut:34,miou:[36,37],miss:34,missingmonitorkeyexcept:34,missingpretrainedweightsexcept:34,mix:[22,23,33,36],mixed_precis:[22,33,36],mixup:[],mixup_alpha:23,mixup_target:23,mlop:36,mobil:37,mobile_net_v2_135:36,mobilenet:[36,37],mobilenet_v2:36,mobilenet_v3_custom:36,mobilenet_v3_larg:36,mobilenet_v3_smal:36,mobilenetv2:[],mobilenetv2_w1:[],mobilenetv3:[],mobilenetv3_larg:[],mobilenetv3_smal:[],mode:[12,18,19,21,22,23,25,30,31,32,33,34],mode_dict:34,model:[10,11,23,25,30,31,33,34,35],model_1:34,model_2:34,model_checkpoints_loc:[22,33,34],model_kei:[22,34],model_meta_data:34,model_metadata:34,model_output:[22,30],model_sd:34,model_state_dict:[22,34],model_url:34,model_v:[22,34],modelcheckpointnotfoundexcept:17,modelconversioncheckcallback:34,modelema:34,modelmetadata:34,modelweightaverag:34,modif:[1,35,36],modifi:[1,26,34],modified_input:[22,33],modified_target:[22,33],modul:[9,10,11,36,37],module_nam:14,module_util:[],modulelist:34,momentum:[22,34,35,36],monitor:[22,31,33,34,36],monitored_values_dict:34,monitoredvalu:34,more:[0,1,12,15,18,19,22,23,27,31,33,36,37],mosaic:34,mosaic_index:34,most:[22,30,34,37],move:[22,33,34,36],move_outputs_to_cpu:[22,33],move_state_dict_to_devic:34,ms:[36,37],mse:[22,33,36],mseloss:[22,33,36],msr_init:[],mstd0:23,mstd1:23,mstd:23,much:[],multi:[22,23,25,30,34,37],multi_gpu:[22,33],multi_gpu_mod:[22,33],multi_label_per_box:34,multi_process_saf:21,multigpumod:[12,18,19,22,33],multigpumodeautocastwrapp:34,multioutputmodul:34,multipl:[12,18,19,22,23,31,33,34],multipli:[22,23,25,34],multiprocess:34,multiscale_rang:23,multiscalecollatefunct:23,multiscaleprepredictioncallback:23,must:[1,22,30,34,36],mutiscal:23,mutiscalepr:23,n3:23,n:[22,23,27,30,33,34,36],n_class:34,n_digit:34,n_img:[22,31],n_iou_threshold:34,n_item:[22,33,36],n_plot:[22,23,26],n_pred:34,n_target:34,n_unique_class:34,name:[0,1,12,14,15,18,19,20,22,23,25,26,31,32,33,34,36,37],named_param:32,nano:[36,37],nas_regnet:36,nativ:[12,18,19,22,33],navig:36,nb_iou_thr:34,nbdiff:0,nbdime:0,nbox:34,nclass:[22,30,31],ndarrai:[22,23,26,27,34],ndime:0,necessari:[0,34],necessarili:1,need:[22,23,25,30,34,36,37],neg:[22,30],neg_pos_ratio:[22,30],neglig:1,net:[22,29,31,33,34,36,37],net_named_param:34,net_tim:[22,33],netowrk:[],netrc:36,network:[10,22,23,30,33,34,35,37],neural:[35,37],new_activ:34,new_metr:29,new_shap:[],new_valu:34,new_values_dict:34,newslett:37,next:36,next_stage_start_epoch:34,nlp:[12,18,19],nm:[22,31,34],nms_thre:[],nms_type:34,nn:[12,18,19,22,30,32,33,34,36],nn_modul:34,no_key_match:[12,18,19,22,33],node:34,nois:23,non:[1,22,23,25,32,33,34],non_block:[22,34],non_empty_annot:[22,23,26],non_empty_annotations_onli:[22,23,26],non_empty_target:[22,23,26],non_max_suppress:34,none:[12,13,14,15,17,20,21,22,23,25,26,27,29,30,31,32,33,34,35,36],norm:[22,33],normal:[1,22,23,31,33,34,36],normalization_mean:25,normalization_std:25,normalizationadapt:34,normalize_target:[22,31],normalized_cxcywh_label:34,normalized_xyxy_label:34,note:[10,22,23,25,32,33,34,35,37],notebook:10,notebook_1:0,notebook_2:0,noteworthi:35,noth:1,notic:[1,23],notwithstand:1,now:36,np:[22,23,26,34],nparrai:[],npy:[22,23],num:[22,23,30,34],num_anchor:34,num_aux:[22,30],num_aux_head:[22,30],num_batch:34,num_block:[22,33],num_box:[22,30,34],num_calib_batch:[22,33],num_cel:[22,30],num_cell_gt_pair:[22,30],num_cl:[22,31],num_class:[22,23,25,30,31,33,34,36,37],num_dbox:[22,30],num_detail:[22,30],num_detail_head:[22,30],num_detect:[],num_fg:[22,30],num_gpu:[22,33,34,36],num_gt:[22,30],num_images_to_plot:[],num_img_predict:34,num_img_target:34,num_lay:23,num_pixels_exclude_ignor:30,num_pr:[22,30],num_predict:34,num_sampl:[22,23,25],num_target:[22,23,26,30,34],num_work:[22,23,25,29],number:[22,23,25,26,30,31,33,34,36],number_of_models_to_averag:34,numpi:[22,23,26,27,30,31,33,34,36],numpy_loader_func:23,nvidia:37,nx10:[],nx1:[],nx6:34,nx:[36,37],nxm:34,obj:[22,34],obj_loss_gain:[],obj_pos_weight:[],obj_pr:[22,30],obj_pw:[],objec:[],object:[1,10,12,13,14,15,17,20,21,22,23,25,26,29,30,31,33,34,36],object_conf:34,object_detect:[12,18,19,23],oblig:1,obtain:1,oferbaratz:[],off:[12,18,19,22,33],off_valu:23,offer:1,ohem_ce_loss:22,ohem_percentag:30,ohembceloss:30,ohemceloss:[22,30],ohemloss:30,okblu:21,okcyan:21,okgreen:21,on_valu:23,onc:[0,36],one:[1,22,23,26,30,31,33,34,36,37],one_hot:[23,34],one_hot_to_binary_edg:34,onehot:30,ones:[34,35],onli:[1,20,21,22,23,26,30,31,32,33,34,36],onlin:30,onnx:[32,34],oom:27,op:[22,23,30],opaqu:34,open:[0,36,37],openvino:[36,37],oper:[22,23,30,34],opt:[22,23,27,34],optim:[22,28,33,34,36,37],optimization_request_form:34,optimized_model_nam:34,optimizer_param:[22,33,34,36],optimizer_state_dict:36,optimizer_util:[],optimz:[22,33,36],option:[12,13,17,20,22,23,25,26,27,30,31,32,33,34,36],optional:36,order:[22,23,31,33,34,36],org:[1,22,23,30,33,34,36,37],orient:[0,34],origin:[1,20,22,23,26,27,33,34,36],original_image_height:[22,23,27],original_image_shap:[],original_image_width:[22,23,27],original_target_format:[22,23,26],ot:34,other:[1,12,18,19,22,23,26,30,31,32,33,34,35,36],otherwis:[0,1,22,32,33,34],our:[10,20,27],out:[1,22,31,33,36,37],out_channel:34,out_siz:[],outlin:0,outout:[22,23,26],output:[22,23,25,30,31,33,34,36],output_field:[22,23,26],output_path:34,output_target_format:[22,23,26],outsid:[23,34],outside_boxes_and_center_cost_coeff:[22,30],outstand:1,over:[22,23,26,31,33,34,36],overhead:[],overlap:[],overrid:[22,27,31,32,33,34],overridden:[22,30,34],overview:36,overwrit:34,overwrite_local_checkpoint:[22,33,34],own:[1,34,36,37],owner:1,ownership:1,ox:[22,23,26],p:[22,23,33],packag:[10,36,37],pad:[34,36],pad_to_original_img_s:[],padding_mod:34,paddlepaddl:27,paddleseg:27,padh:34,padshorttocrops:[],padw:34,page:[0,1,10,21,22,31,36,37],pair:[22,30,34],pair_wise_i:[22,30],pairwis:[22,30,34],paper:[23,27,37],parallel:[22,23,25],param:[12,14,15,22,23,25,26,27,28,29,30,31,32,33,34,35],param_group:32,paramet:[10,12,18,19,20,22,23,25,26,27,29,30,31,32,33,34,37],pars:[],parse_xml_fil:[],part:[1,22,31,32,37],parti:1,particip:10,particular:1,pascal:[22,23,26,27,36,37],pascal_aug:23,pascal_aug_segment:23,pascal_voc:23,pascal_voc_detect:23,pascal_voc_segment:23,pascalaug2012segmentationdataset:[22,23,27],pascalaug2012segmentationdatasetinterfac:[22,23,25],pascalvoc2012detectiondataset:[],pascalvoc2012detectiondatasetinterfac:[],pascalvoc2012dtectiondataset:[],pascalvoc2012segmentationdataset:[22,23,27],pascalvoc2012segmentationdatasetinterfac:[22,23,25],pascalvocdetectiondataset:[22,23,26],pascalvocunifieddetectiondatasetinterfac:25,pass:[0,12,18,19,20,22,23,25,30,31,33,34,36],password:[34,36],past:[34,35],patent:1,path:[14,22,23,27,29,33,34,37],pathlib:34,patienc:34,pca:23,pct:23,pdf:[22,23,33,34,36,37],pep8:0,per:[22,23,26,30,31,33,34,36],per_channel_quant_modul:[22,33],per_class_verbos:[],percent:[1,23],percentag:[23,34],percentil:[22,33],perform:[1,10,22,23,30,33,34,35,36],perform_schedul:34,perfrom:[22,33],permiss:1,perpetu:1,person:27,perspect:[],pertain:1,pgm:[22,23],phase:[12,18,19,22,33,34],phasecallback:34,phasecontext:34,phasecontexttestcallback:34,pick:[],pil:[22,23,27,34],pip:[0,36,37],pipelin:[],pixel:[23,27,31,34],pixel_accuraci:31,pixelaccuraci:[22,31],place:[1,22,30,34,37],placehold:23,plai:37,plan:0,platform:[10,34,36],pleas:[0,23,37],plot:[22,23,26],plot_anchors_coverag:23,plot_box_size_distribut:23,plot_class_distribut:23,plot_coco_datasaet_images_with_detect:[],plot_coco_imag:[],plot_transformed_data:[22,23,26],plug:37,pm:[],pnasnet:37,png:[22,23,27],point:[22,33],pointer:[22,34],poli:[22,33,36],polici:[22,33,36],polylrcallback:34,polynomi:[22,33,34,36],popularli:23,port:[34,36],pose_estim:[12,18,19],posit:[22,30,34],possibil:23,possibl:[1,22,30,34],post:34,post_prediction_callback:[22,31,33,34],post_train:34,poster:23,pow:[22,33,36],power:1,pp:27,ppm:[22,23],practic:[23,37],pre:[10,22,23,33,34],pre_prediction_callback:[22,23,33],pre_train:34,preact_resnet:[],precis:[22,31,33,34,36,37],precise_bn:[22,33,36],precise_bn_batch_s:[22,33,34,36],pred:[22,30,31,34,36],pred_box:34,pred_cl:[],pred_ious_this_match:[22,30],pred_label:30,pred_mask:34,predic:34,predict:[22,23,30,31,33,34],predictions_list:[22,30],predictor:[22,33],preds_cl:34,preds_match:34,preds_scor:34,preds_to_ignor:34,prefer:[1,37],prefetch_dataset:29,prefetchdataload:29,prep_model_for_convers:32,prepar:[1,12,21,32],prepare_predict:[22,30],preprocess:[22,23,31,34],preprocesssegmentationmetricsarg:[22,31],prerequisit:10,present:36,preserv:[],pretrain:[10,22,32,34],pretrained_model:[],pretrained_weight:[22,34,36,37],pretrian:34,pretrina:34,prevent:34,preview:34,previou:34,previous_monitored_valu:34,print:[1,21,22,33],print_coloured_text:21,print_dataset_detail:[22,23,25],print_onc:34,printout:36,prior:[22,23,26,31,34],privat:[32,34],pro:36,prob:23,probabilii:23,probabl:[22,23,31],procedur:36,process:[20,21,22,23,25,26,31,33,34,36],produc:[],product:[1,15,36,37],profession:[10,37],profil:[12,15],profile_nam:[12,15],program:[22,33],progress:[22,31,33,36,37],progress_bar:[],project:[27,36,37],project_nam:36,promin:1,prompt:36,properli:[22,34],properti:[22,23,26,33,34],propos:35,proven:37,provid:[1,13,22,33,34,36,37],prune:34,pth:[22,33,34,36],publicli:1,pull:0,purpos:[1,31],push:0,px:34,py:[22,23,27,34,36],pycharmproject:[],pypi:37,python3:[22,23,27,34],python:[14,20,21,34,36,37],python_funct:0,pytorch:[10,22,23,33,34,35,36],pytorch_lightn:34,qat:[22,33,37],qat_param:[22,33],qatcallback:[22,33],quant:[22,33],quant_modules_calib_method:[22,33],quantiz:[22,33,37],question:[10,21],quick:[10,36],quickli:10,r:[22,30,34],r_squared_loss:[22,33,36],radiu:[22,30],rafaelpadilla:[],raffl:10,rais:[0,20,21,22,28,34],raise_informative_runtime_error:[22,34],ramat:36,ran:[22,33],rand:23,rand_augment_config_str:23,rand_augment_op:23,rand_augment_transform:23,rand_bbox:23,rand_bbox_minmax:23,randaug:23,randaugment:23,random:[22,23,26,33,34,36],random_perspect:[],random_se:[22,34],randomaugment:23,randomcrop:36,randomeras:23,randomflip:[],randomgaussianblur:[],randomhorizontalflip:36,randomli:23,randomrescal:[],randomresizecrop:23,randomresizedcrop:23,randomresizedcropandinterpol:23,randomresizes:23,randomrot:[],rang:[22,23,31,34,37],rank:[22,33,34,36],rare:27,rate:[22,33,34,36],rather:36,ratio:[22,23,33,34,36],ratio_minmax:23,ratio_pad:[],ravel:[],raw:[22,23,26,30,31,34,36],raw_output:[22,30],rbgirshick:[],rcnn:[],rd:36,re:34,re_build_model:[],reach:[22,33,34,36],read_ckpt_state_dict:34,readabl:[0,1],readi:37,readthedoc:36,real:[20,22,23,25,30,37],reason:1,recal:[22,31,34],recall_thr:[22,31],recall_threshold:[22,31,34],receiv:[1,22,23,36],reciev:[22,30],recip:[10,22,30,34,37],recipi:1,recognit:37,recommend:[1,22,33,36],rectangl:[],rectangular:23,recurr:35,recurs:[22,34],recursive_overrid:34,redistribut:1,reduc:[22,23,30,34],reduce_results_tuple_for_ddp:34,reducelronplateau:34,reduct:[22,30,31,34,36],reevalu:35,refer:[22,23,26,33,34,36],regard:[1,36],regardless:[22,31,36],regim:34,regist:[22,30,34],regnet:[36,37],regnety200:36,regnety400:36,regnety600:36,regnety800:[36,37],regseg48:37,regseg:[36,37],regseg_48:36,regseg_53:36,regular:23,regularization_util:[],rel:[22,33,34],relat:32,releas:[27,37],relev:[0,12,15,22,23,33,34,36],reli:[22,23,25],relu6:34,relu:[34,36],remain:[1,23],remind:[22,33],remot:[0,22,33,34,36],remov:[26,32,34],remove_useless_info:26,renam:[22,34],render:[22,31,33,36],replac:[1,32,34],replace_activ:34,replace_bn_with_ident:34,replace_head:32,repo:[],report:[22,33,36,37],repositori:0,repres:[1,22,30,34,36],represent:[30,34],reproduc:[1,10,22,33,37],reproduct:1,repvgg:[34,37],repvgg_a0:36,repvgg_a1:36,repvgg_a2:36,repvgg_b0:36,repvgg_b1:36,repvgg_b2:36,repvgg_b3:36,repvgg_custom:36,repvgg_d2s:36,request:[0,21,23,34,37],requir:[0,1,22,23,26,34,36,37],rescal:[23,34],rescale_bboxes_for_image_s:[],research:[15,37],researchmodelrepositorydatainterfac:[12,17],residu:[34,37],resiz:[22,23,26],resized_img:[22,23,26],resnet101:36,resnet152:36,resnet18:[10,36],resnet18_cifar:36,resnet34:36,resnet50:[36,37],resnet50_3343:36,resnet50_experi:36,resnet:[36,37],resnext101:36,resnext50:36,resnext:37,resolut:[22,23,25,26,27,36,37],resolv:[12,21],resourc:[12,15,36],respect:[22,30,34],respons:1,rest:[22,30,34],result:[1,22,23,26,31,33,34,36,37],results_titles_list:34,results_values_list:34,resum:[22,36],retain:1,rethink:37,retriev:[12,15,22,34],return_on_cpu:34,reverse_imagenet_preprocess:34,revis:[1,36],rgb:34,right:[1,34],risk:[1,23],rmsprop:[22,33,35,36],rmsprop_tf:34,rmsproptf:35,robot:[22,23,26],rock:37,role:[12,15],root:[22,23,27,35,36],root_dir:27,rotat:[14,23],royalti:1,rsquaredloss:[22,30,33,36],rtfd:[22,33,36],rule:[22,33,34,36],run:[0,12,21,22,30,31,33,34,36],run_teacher_on_ev:22,run_validation_freq:[22,33,36],runtim:[22,33,34,37],runtimeerror:17,rwightman:[22,23,33,34,36],s3:[12,16,17,34,36],s3_connector:[],s3_link:36,s3connector:[12,16],s:[1,12,18,19,22,23,26,30,31,33,34,36],sahp:[22,30],same:[1,20,22,23,30,33,34],sampl:[22,23,26,27,30,33,34,36],sample123:[22,23],sample1:[22,23],sample_extens:[22,23],sample_id:[22,23,26],sample_imag:23,sample_load:[22,23,27],sample_loading_method:[],sample_path:[22,23,27],sample_post_process:[],sample_suffix:[22,23,27],sample_transform:[22,23,27],sampler:[22,23,25],samples_sub_directori:[22,23,27],sasson:36,satisfi:[22,23,26],satur:[],save:[14,20,22,26,33,34,36,37],save_all_remote_checkpoint_fil:[12,17],save_checkpoint:[],save_checkpoints_remot:36,save_ckpt_epoch_list:[22,33,36],save_full_train_log:[22,33,36],save_logs_remot:36,save_model:[22,33,36],save_output_hook:34,save_remote_checkpoints_fil:[12,17],save_remote_tensorboard_event_fil:[12,17],save_tensorboard_remot:36,save_tensorboard_to_s3:36,saving_loading_model:36,scalar:36,scale:[23,34,35,37],scale_factor:[],scale_img:[],scale_ratio:34,scale_wh:34,scale_xi:34,scaled_all_reduc:34,scalefil:[],scaler_state_dict:36,scaleup:[],scan:34,scenario:[22,33,36],schedul:[22,33,34,36],schema:[22,34],schemaerror:[22,34],scheme:[23,34],score:[22,31,34,36,37],score_thr:[22,31],score_threshold:[22,31,34],screen:[22,33,34],script:[0,10],sd:34,se_weight:[22,30],search:[10,22,34,37],second:[0,22,29,30,34],second_argu:0,secret:15,section:[1,22,23,33,36],see:[1,12,18,19,22,23,27,31,33,34,36,37],seed:[22,23,33,34,36],seen:36,seg50:[36,37],seg75:[36,37],segment:[10,22,23,26,27,31,34,36],segmentation_dataset:23,segmentation_metr:22,segmentation_util:[],segmentationdataset:[22,23,27],segmentationtestdatasetinterfac:[22,23,25],segmentationtransform:[],select:23,self:[22,23,25,26,30,33,34,36],sell:1,semant:[10,23,36],semantic_segment:[12,18,19,23],send:[22,34],senet:37,sens:37,sensit:34,sent:[1,34],separ:[1,22,23,25,30,34],separate_zero_wd_params_groups_for_optim:34,sepecif:23,sequenc:[23,34,35],sequenti:[22,23,26,34],server:34,servic:[1,12,15],service_nam:[12,15],session:[12,15],set:[10,14,20,22,23,25,26,27,31,32,33,34],set_ckpt_best_nam:[22,33],set_ema:[22,33],set_experiment_nam:[22,33],set_modul:[22,33],set_net:[22,33],set_schema:[22,34],setter:[22,33],sever:[23,34],sg:[10,22,33,36],sg_dataset:[],sg_log:14,sg_logger:[22,23,33,34,36],sg_logger_param:[22,33,36],sg_model:[10,11,34,36],sg_model_except:[],sg_model_util:[],sg_modul:[],sgain:[],sgd:[22,33,36],sglibrarydataset:23,sglogger:[22,33],sgmodel:[12,18,19,22,33,34,36,37],sgmodul:[22,32,34,36],sh:0,shall:1,shaniperl:[22,23,27,34],shape:[12,18,19,22,23,26,30,31,33,34,36],share:1,sharp:23,shear:[],shear_i:23,shear_x:23,shelfnet101:36,shelfnet18:36,shelfnet18_lw:36,shelfnet34:36,shelfnet34_lw:36,shelfnet50:36,shelfnet50_3343:36,shelfnet53_3343:36,shelfnet:[36,37],shelfnet_101:36,shelfnet_50:36,shelfnet_lw_34:[],shelfnet_ohem_loss:[22,33,36],shelfnet_se_loss:[22,33,36],shelfnet_semantic_encoding_loss:[],shelfnetohemloss:[22,30,33,36],shelfnetsemanticencodingloss:[22,30,33,36],shell:36,short_siz:[],shorten:[],shorth:[],shot:37,should:[0,1,12,18,19,21,22,23,30,33,34,36],shufflenet:37,shufflenet_v2_custom5:36,shufflenet_v2_x0_5:36,shufflenet_v2_x1_0:36,shufflenet_v2_x1_5:36,shufflenet_v2_x2_0:36,shufflenetv2:[],sigma:34,sign:37,signatur:[22,34],significantli:[22,33],silent:[22,30,33,34],silent_mod:[22,33,36],silu:[],silver:36,simpl:[0,23,36,37],sinc:[22,27,30,32,33,34],singl:[12,18,19,20,22,23,30,33,34,35,36,37],singleton:12,singletonmeta:20,site:[22,23,27,34],situat:[22,23,26],size:[14,22,23,25,30,31,32,33,34,36,37],size_averag:[22,30],skip:[],slack:[36,37],sleep_postpon:34,slim:[36,37],slow:[22,33],small:[36,37],smaller:[34,37],smooth:[22,23,30,34],smooth_dist:[22,30,36],smooth_ep:[22,30,36],smoothl1loss:[22,30],snapshot:[22,33,34,36],so:[0,20,22,23,26,30,34,36],softmax:36,softwar:1,solar:23,solarize_add:23,sole:1,solv:0,solver:[22,34],some:[22,30,32,33,34,36],someth:[0,36],soon:10,sota:10,sourc:[1,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27,28,29,30,31,32,33,34,35,36,37],source_ckpt:[22,34],source_ckpt_folder_nam:[22,33,34],spatial:[22,23,27],special:1,special_conf:34,specif:[1,22,23,26,28,34,36],specifi:[14,20,22,23,26,30,31,34,36,37],sqrt:35,squar:[22,23,30,35],square_avg:35,squeez:37,ssd:[34,37],ssd_lite_mobilenet_v2:36,ssd_loss:[22,33,36],ssd_mobilenet_v1:36,ssd_util:[22,30],ssdloss:[22,30,33,36],ssdpostpredictcallback:34,stabl:[22,33,36,37],stack:[],stackoverflow:21,stage:[15,34],stai:37,standard:[0,22,23,25],start:[0,10,14,22,32,33,34,36],start_epoch:[22,33],stat:34,state:[1,22,31,33,34,36],state_dict:[12,18,19,22,33,34,36],statement:1,static_var:34,statist:[22,33,36],statu:34,std:[22,23,36],std_origin:34,std_requir:34,stdc1:[],stdc2:[],stdc:[36,37],stdc_1:36,stdc_2:36,step:[0,22,23,26,31,33,34,35,36],step_lr_update_freq:34,steplrcallback:34,stiff:[],stochast:34,stop:[22,34],stoppag:1,storag:[22,33],store:[22,23,26,34],str:[12,13,15,16,17,18,19,20,21,22,23,26,27,29,30,31,33,34,36],straightforward:[36,37],strategi:23,strict:[12,18,19,22,33,34],strict_load:[12,18,19,22,33],strictload:[12,18,19,22,33],stride:[22,30,34],string:[22,23,33,36],strong:23,structur:[22,34,36],student:[22,37],student_arch_param:22,student_architectur:22,student_pretrained_weight:22,style:[23,35,37],styleguid:0,sub:[22,23,37],subclass:[22,23,26,30,34],subject:1,sublicens:1,submiss:1,submit:1,submodul:18,subpackag:[],subsequ:1,subset:27,substitut:32,subvalu:31,success:34,suffici:[],suffix:34,suggest:[0,34],suit:[22,30],suitabl:[22,30],sum:[22,30,33,34,36],summari:34,summary_param:23,summat:34,super_gradi:[10,12,36,37],supergradi:[12,18,19,22,23,33],supersed:1,supervis:[27,37],superviselypersonsdataset:27,superviselypersonsdatasetinterfac:25,support:[1,10,22,23,27,30,33,34,37],supported_phas:34,suppress:34,sure:[0,21,22,23,26,36],survei:10,swag:10,switch_prob:23,synchron:[12,18,19,22,31,33],syntax:1,system:1,t4:[36,37],t:[1,22,23,25,29,30,34,36],t_co:[22,23,26,27],tab:21,tabl:[],tailor:37,take:[22,30,34],taken:[22,23,25,30,33,34,36,37],target:[22,23,26,27,30,31,33,34,36,37],target_box:34,target_cl:[],target_devic:34,target_extens:[22,23,27],target_field:[22,23,26],target_format:34,target_label:30,target_load:[22,23,27],target_mask:34,target_path:[22,23,27],target_s:23,target_seg:[22,23,26],target_suffix:[22,23,27],target_to_binary_edg:34,target_transform:[22,23,27],targets_cl:34,targets_sub_directori:[22,23,27],task:[10,22,23,30,34,37],task_loss_fn:[22,30],tb:34,tb_dir:34,tb_files_user_prompt:36,teacher:[22,34,37],teacher_arch_param:22,teacher_architectur:22,teacher_checkpoint_path:22,teacher_pretrained_weight:22,team:[36,37],technic:0,techniqu:[36,37],technolog:[],tehnokv:[],templat:37,temporari:34,tensor:[22,23,30,31,33,34,36],tensor_container_to_devic:[22,34],tensorboard:[22,33,34,36],tensorboard_port:36,tensorflow:[34,35],tensorrt:[36,37],term:[1,30],termin:[1,36,37],terminalcolour:21,terminolog:[22,23,26],tesnor:[22,30],test:[0,12,14,18,19,20,22,23,25,31,33,34,36,37],test_batch_end:34,test_batch_s:[22,23,25,36],test_dataset:23,test_end:34,test_load:[22,23,25,33],test_loss:[],test_metr:[22,33],test_metrics_list:[22,33],test_phase_callback:[22,33],testabl:0,testdatasetinterfac:[22,23,25],testlrcallback:34,testyolodetectiondatasetinterfac:[22,23,25],text:[1,21,23],text_file_loader_func:23,text_file_path:23,tf:34,th:[22,23,26,34],than:[29,34],thei:[22,23,26,36,37],them:[0,22,23,25,26,30,33,34,36],theori:1,therefor:[22,23,26,36],thereof:1,thi:[0,1,9,12,15,20,21,22,23,25,26,27,30,31,32,33,34,35,36,37],thick:34,thing:[0,12,21],third:[1,22,33],those:[1,10],though:36,thread:[22,33],thresh:23,threshold:[22,30,31,34],through:[1,22,23,33,34,36],throughout:34,throughput:37,througput:[],thu:36,thumb:[22,33,34,36],tier:37,tif:[22,23],tiff:[22,23],tight_box_rot:[22,23,26],time:[20,22,33,34,36,37],timeout:34,timer:[22,34],timm:[23,34],tini:37,tiny_imagenet:23,tiny_yolo_v3:36,tinyimagenet:[23,25],tinyimagenetdatasetinterfac:[23,25],titl:[1,22,23,33,36],to_cutout:25,to_dict:[22,34],to_one_hot:34,to_tensor:[22,23,34],toc:[],togeth:[22,23,26],too:27,tool:[0,10,12,21,37],toolkit:37,top5:[22,31,36],top:[21,22,23,31,34,36,37],top_k:[34,36],top_k_idx:34,top_k_predict:[22,31],topk:[22,31],tor:[],torch:[12,18,19,22,23,26,27,30,31,32,33,34,35,36,37],torchmetr:[22,27,31,33,36],torchvis:[22,23,27,36],tort:1,total:[22,30,31],total_batch:32,total_num_anchor:[22,30],total_num_crowd_target:34,total_num_target:[22,31,34],totensor:36,tower:36,toytestclassificationmetr:[22,31],tp:[],tqdm:31,track:1,track_running_stat:34,trade:1,trademark:1,train2014:[],train2017:[22,23,26],train:[10,11,14],train_batch_end:34,train_batch_s:[22,23,25],train_batch_step:34,train_epoch_end:34,train_epoch_start:34,train_from_recip:[36,37],train_list_fil:[],train_load:[22,23,25,33,34],train_loader_len:34,train_metrics_list:[22,33,36],train_monitored_valu:34,train_param:[22,23,33,36],trainer:[23,37],training_log_path:[13,14],training_param:[22,23,32,33,34,36],training_paramet:34,training_perc:34,trainingparam:[],trainingstageswitchcallback:34,trainingstageswitchcallbackbas:34,trainset:[22,23,25,36],transfer:[1,10],transform:[1,22,23,26,27,34,36,37],transform_train:36,transform_v:36,transformed_output:[22,30],translat:[1,23],translate_x_ab:23,translate_x_rel:23,translate_y_ab:23,translate_y_rel:23,transpar:34,tree:[0,27],tri:[21,22,34],trigger:[12,18,19,22,33],trunth:[22,30],truth:[22,23,26,30,31,34],try_port:34,tune:37,tupl:[22,23,26,27,30,31,32,33,34,36],tutori:[36,37],two:[0,22,23,29,30,34,36],txt:37,type:[1,10,20,21,22,23,30,31,34],typic:[22,23,32,34],u:37,uk:[22,23,26],ultralit:[],ultralyt:34,uncaught:[22,33,34,36],under:[1,22,33,34,36,37],underlin:21,understand:20,undo_image_preprocess:34,undo_preprocessing_func:34,uniformli:34,uninstanti:[],union:[1,22,23,26,30,31,32,33,34,36],uniqu:34,unique_class:34,unit:[0,12,20],unless:[1,34],unnorm:34,unpack:34,unpack_batch_item:34,unsuccess:[22,34],unsupport:34,unsupportedbatchitemsformat:28,unsupportedoptimizerformat:28,unsupportedtrainingparameterformat:28,untar:34,unzip:34,up:[0,10,22,23,26,33,37],upcom:37,updat:[0,22,31,32,33,34,35,36,37],update_architectur:[],update_attr:34,update_context:34,update_lr:34,update_monitored_valu:34,update_monitored_values_dict:34,update_param_group:[32,34],update_snapshots_dict:34,upload:[34,36,37],upload_buff:[12,16],upload_fil:[12,16],upload_file_from_stream:[12,16],upload_model:34,upon:[22,33,34,36],url:[34,36],us:[0,1,10,12,14,15,20,21,22,23,26,27,30,31,32,33,34,36],usabl:23,usag:[12,18,19,21,22,33,36],use_activ:34,use_ema_net:[22,33],use_l1:[22,30],use_norm:34,use_seg_info:26,useless:26,user:[22,23,27,31,33,34,36,37],user_model_train:36,user_prompt:34,userdataset:36,userdatasetinterfac:36,usernam:[34,36],usual:[22,23,25,34],util:[0,10,11,23,26,27,30,31,32,33,36],v1:37,v2:37,v2_w1:[36,37],v3:37,v3_larg:[36,37],v3_small:[36,37],v5:[],val2014:[],val2017:[],val:[22,23,25,33,36,37],val_batch_s:[22,23,25],val_list_fil:[],val_load:[22,23,25],valid:[12,18,19,22,33,34,36,37],valid_load:[22,33,34],valid_metr:34,valid_metrics_list:[22,33,36],valid_monitored_valu:34,valid_sample_extens:23,validation_batch_end:[22,33,34],validation_end_best_epoch:34,validation_epoch_end:34,validation_results_tupl:34,validation_typ:[12,20],validationerror:[22,34],valset:36,valu:[12,18,19,21,22,23,27,30,31,33,34,36],valueerror:[21,28],valuetomonitor:34,vari:[22,23,25,26,32],variabl:[9,21,22,31],variant:23,variou:34,vector:[23,34],venv:[],verbal:1,verbos:[22,33,34],veri:37,verifi:34,version:[1,22,33,34,35,36,37],vgain:[],vgg:37,via:[22,34,36],video:37,view:[22,33,36,37],visibl:36,vision:[10,22,23],visual:34,visualization_path:34,visualize_batch:34,vit:[36,37],voc:[22,23,26,27,34,37],vote:21,w0:23,w:[22,23,30,31,32,34],w_max:34,wa:[0,1,22,23,26,27,34,36],wai:[22,30,36,37],wait:34,wait_for_the_mast:34,walkthrough:[10,37],wandb:36,wandb_sg_logg:36,want:[22,23,26,33,34,36,37],warm:[22,33,36],warmup:34,warmup_epoch:34,warmup_initial_lr:34,warmuplrcallback:34,warn:21,warp:20,warranti:1,watch:[22,29,33,36],we:[0,1,10,22,23,25,26,32,33,34,36],webp:[22,23],websit:37,weight:[10,22,23,30,32,33,34],weight_averaging_util:[],weight_decai:[34,35,36],welcom:[0,37],well:[22,33,34,36],were:[22,23,26,30,34],wh:34,wh_thr:[],what:[10,22,33,34],wheel:34,when:[14,20,22,23,28,29,30,31,32,33,34,36],where:[0,1,14,22,23,26,30,31,33,34,36,37],wherev:1,whether:[0,1,22,31,33,34,36],which:[1,12,14,18,19,22,23,29,32,33,34,36],whichev:34,who:[10,22,33,34,36],whole:[1,23],whom:1,whose:36,why:10,wide:37,width:[22,23,26,31,34],wise:[22,30,34],wish:[22,33],wit:34,with_confid:34,with_crowd:[22,23,26],within:[1,22,30,34],withing:[22,30],without:[0,1,20,22,23,26,30,34],work:[0,1,20,21,23,36,37],worker:[22,23,25,37],worker_id:23,worker_init_reset_se:23,workflow:[22,23,26],world:34,worldwid:1,would:[22,23,33,34,36,37],wrap:[20,22,30,34,36],wrappedmodel:[22,34],wrapper:[12,18,19,20,22,33,34],write:[1,14,22,33],write_hpm:34,write_training_result:34,writer:34,written:[1,22,33,36],wrong:[],www:[1,34],x1:[22,23,26,34],x1b:21,x1y1x2y2:34,x2:[22,23,26,34],x:[22,23,27,30,31,34,36,37],x_shift:[22,30],xavier:[36,37],xc:34,xlua:[],xml:[],xxxx:36,xy:34,xywh:34,xyxi:34,xyxy2cxcywh:34,xyxy_label:[22,23,26,34],y1:[22,23,26,34],y200:[36,37],y2:[22,23,26,34],y400:[36,37],y600:[36,37],y800:[36,37],y:[22,30,31,34],y_shift:[22,30],yaml:[34,36],yann:37,yc:34,yet:[22,23,25],yolo:[22,30,34],yolo_v3:36,yolo_v3_loss:[],yolo_v3_non_max_suppress:[],yolo_v5:36,yolo_v5_loss:36,yolo_v5l:36,yolo_v5m:36,yolo_v5n:[],yolo_v5x:36,yolov3:[],yolov3detectionloss:[22,33,36],yolov3nonmaxsuppress:[],yolov5:[34,36],yolov5detectionloss:36,yolov5n_coco_experi:[],yolov5nano:[],yolov5warmuplrcallback:[],yolox:[22,30,34,37],yolox_n:37,yoloxdetectionloss:[22,30],yoloxn_coco_experi:37,yoloxtrainingstageswitchcallback:34,you:[0,1,22,32,33,36,37],your:[0,1,10,22,31,33,34],your_branch_nam:0,your_env:36,your_experiment_nam:36,your_imagenet_local_path:[36,37],your_local_path_to_super_gradients_packag:36,your_python_path:[22,33,36],your_pythonpath:36,your_repo_root:34,your_usernam:0,yourself:36,zero:[22,30,34],zero_weight_decay_on_bias_and_bn:[22,33,36],zeroiz:[22,33],zip:34,zoo:37},titles:["Contribution Guidelines","<no title>","super_gradients.common.abstractions","super_gradients.common.auto_logging","super_gradients.common.aws_connection","super_gradients.common.data_connection","super_gradients.common.data_interface","super_gradients.common.data_types","super_gradients.common.decorators","super_gradients.common.environment","Welcome to SuperGradients\u2019s documentation!","super_gradients package","Common package","super_gradients.common.abstractions package","super_gradients.common.auto_logging package","super_gradients.common.aws_connection package","super_gradients.common.data_connection package","super_gradients.common.data_interface package","super_gradients.common.data_types package","super_gradients.common.data_types.enum package","super_gradients.common.decorators package","super_gradients.common.environment package","Training package","super_gradients.training.datasets package","super_gradients.training.datasets.classification_datasets package","super_gradients.training.datasets.dataset_interfaces package","super_gradients.training.datasets.detection_datasets package","super_gradients.training.datasets.segmentation_datasets package","super_gradients.training.exceptions package","super_gradients.training.legacy package","super_gradients.training.losses package","super_gradients.training.metrics package","super_gradients.training.models package","super_gradients.training.sg_model package","super_gradients.training.utils package","super_gradients.training.utils.optimizers package","What is SuperGradients?","Fill our 4-question quick survey! We will raffle free SuperGradients swag between those who will participate -> Fill Survey"],titleterms:{"1":37,"4":37,"abstract":[2,13],"enum":19,"function":36,"new":37,To:[10,36],abstract_logg:13,adnn_model_repository_data_interfac:17,all_architectur:32,all_dataset:23,all_loss:30,architectur:[36,37],auto_aug:23,auto_log:[3,14],auto_logg:14,aws_connect:[4,15],aws_connector:15,aws_secrets_manager_connector:15,between:37,bias:36,callback:34,checkpoint:[36,37],checkpoint_util:34,citat:37,cityscape_segment:27,classif:37,classification_dataset:24,classification_metr:31,coco_detect:26,coco_segment:27,code:[0,36],com:[],come:37,command:37,common:[2,3,4,5,6,7,8,9,12,13,14,15,16,17,18,19,20,21],commun:37,complet:36,compon:36,comput:37,content:[12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,37],contirbut:[],contribut:[0,37],csp_darknet53:32,darknet53:32,data_augment:23,data_connect:[5,16],data_interfac:[6,17],data_typ:[7,18,19],dataset:[22,23,24,25,26,27,36],dataset_data_interfac:17,dataset_except:28,dataset_interfac:25,datasets_conf:23,datasets_util:23,ddrnet:32,ddrnet_loss:30,deci:37,deci_logg:20,decor:[8,20],deep_learning_task:19,densenet:32,desir:37,detect:37,detection_dataset:26,detection_metr:31,detection_util:34,distil:37,distributed_training_util:34,document:[0,10,37],doe:36,dpn:32,early_stop:34,efficientnet:32,ema:34,env_help:21,environ:[9,21,36],environment_config:21,exampl:37,except:[22,28],explicit_params_valid:20,export_util:34,faq:36,fill:37,focal_loss:30,free:37,from:[],get:37,get_model_stat:34,github:[],googlenet:32,guid:10,guidelin:0,how:[0,36],imag:37,implement:37,indic:10,instal:[36,37],integr:36,intro:[],introduc:36,introduct:37,jupyt:0,just:37,knowledg:37,lab:[],label_smoothing_cross_entropy_loss:30,laddernet:32,learn:37,legaci:[22,29],lenet:32,librari:36,licens:37,line:37,load:37,log:36,loss:[30,36],losses_model:22,main:36,method:37,metric:[22,31,36],metric_util:31,mixup:23,mobilenet:32,mobilenetv2:32,mobilenetv3:32,model:[22,32,36,37],modul:[12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35],module_util:34,network:36,note:36,notebook:[0,37],object:37,ohem_ce_loss:30,optim:35,optimizer_util:34,our:[36,37],packag:[11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35],param:[],paramet:36,particip:37,pascal_aug_segment:27,pascal_voc_detect:26,pascal_voc_segment:27,perform:37,platform:37,pnasnet:32,pre:37,preact_resnet:32,prerequisit:37,pretrain:[36,37],pretrained_model:[],profession:36,python:[],pytorch:37,question:37,quick:37,quickli:37,r_squared_loss:30,raffl:37,recip:36,regnet:32,regularization_util:34,reproduc:36,repvgg:32,resnet18:37,resnet:32,resnext:32,rmsprop_tf:35,s3_connector:16,s:[10,37],script:36,segment:37,segmentation_dataset:27,segmentation_metr:31,segmentation_util:34,semant:37,senet:32,set:36,sg:37,sg_dataset:23,sg_model:[22,33],sg_model_except:28,sg_model_util:34,sg_modul:32,shelfnet:32,shelfnet_ohem_loss:30,shelfnet_semantic_encoding_loss:30,shufflenet:32,shufflenetv2:32,singleton:20,soon:37,sota:37,ssd:32,ssd_loss:30,ssd_util:34,stabl:[],start:37,style:0,submodul:[13,14,15,16,17,19,20,21,23,25,26,27,28,29,30,31,32,33,34,35],subpackag:[18,23,34],super_gradi:[2,3,4,5,6,7,8,9,11,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35],supergradi:[10,36,37],support:36,survei:37,swag:37,tabl:[10,37],task:36,technic:10,those:37,tool:36,train:[22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],transfer:37,type:36,up:36,us:37,user:10,util:[22,29,34,35],version:[],vgg:32,vision:37,walkthrough:36,we:37,weight:[36,37],weight_averaging_util:34,welcom:10,what:[36,37],who:37,why:37,yolo_v3_loss:30,yolo_v5_loss:30,yolov3:32,yolov5:32,your:[36,37]}})
|