Index

_

__call__() (lib.sedna.algorithms.hard_example_mining.hard_example_mining.CrossEntropyFilter method) (lib.sedna.algorithms.hard_example_mining.hard_example_mining.IBTFilter method) (lib.sedna.algorithms.hard_example_mining.hard_example_mining.ThresholdFilter method) (lib.sedna.algorithms.multi_task_learning.task_jobs.inference_integrate.DefaultInferenceIntegrate method) (lib.sedna.algorithms.multi_task_learning.task_jobs.task_definition.TaskDefinitionByDataAttr method) (lib.sedna.algorithms.multi_task_learning.task_jobs.task_definition.TaskDefinitionBySVC method) (lib.sedna.algorithms.multi_task_learning.task_jobs.task_mining.TaskMiningByDataAttr method) (lib.sedna.algorithms.multi_task_learning.task_jobs.task_mining.TaskMiningBySVC method) (lib.sedna.algorithms.multi_task_learning.task_jobs.task_relation_discover.DefaultTaskRelationDiscover method) (lib.sedna.algorithms.multi_task_learning.task_jobs.task_remodeling.DefaultTaskRemodeling method) (lib.sedna.algorithms.unseen_task_detect.ModelProbeFilter method) (lib.sedna.algorithms.unseen_task_detect.TaskAttrFilter method) (lib.sedna.algorithms.unseen_task_detect.unseen_task_detect.ModelProbeFilter method) (lib.sedna.algorithms.unseen_task_detect.unseen_task_detect.TaskAttrFilter method)

__len__() (lib.sedna.datasources.BaseDataSource method) __registry__ (lib.sedna.common.class_factory.ClassFactory attribute) __repr__() (lib.sedna.service.server.knowledgeBase.model.Tasks method) __tablename__ (lib.sedna.service.server.knowledgeBase.model.Samples attribute) (lib.sedna.service.server.knowledgeBase.model.TaskGrp attribute) (lib.sedna.service.server.knowledgeBase.model.TaskModel attribute) (lib.sedna.service.server.knowledgeBase.model.TaskRelation attribute) (lib.sedna.service.server.knowledgeBase.model.Tasks attribute) (lib.sedna.service.server.knowledgeBase.model.TaskSample attribute)

A

AbstractClientChoose (class in lib.sedna.algorithms.client_choose.client_choose) AbstractTransmitter (class in lib.sedna.algorithms.transmitter.transmitter) access_key_id (lib.sedna.common.config.BaseConfig attribute) AdminClient (class in lib.sedna.datasources.kafka) agg_data_path (lib.sedna.common.config.BaseConfig attribute) AggClient (class in lib.sedna.algorithms.aggregation) (class in lib.sedna.algorithms.aggregation.aggregation) aggregate() (lib.sedna.algorithms.aggregation.aggregation.FedAvg method) (lib.sedna.algorithms.aggregation.FedAvg method) (lib.sedna.algorithms.aggregation.FedAvgV2 method) (lib.sedna.algorithms.aggregation.MistNet method)

AggregationClient (class in lib.sedna.service.client) AggregationServer (class in lib.sedna.service.server) (class in lib.sedna.service.server.aggregation) AggregationServerV2 (class in lib.sedna.service.server) (class in lib.sedna.service.server.aggregation) ALGORITHM (lib.sedna.common.class_factory.ClassType attribute)

B

backend_type (lib.sedna.common.config.BaseConfig attribute) BackendBase (class in lib.sedna.backend.base) Base (in module lib.sedna.service.server.knowledgeBase.database) BaseConfig (class in lib.sedna.common.config) BaseDataSource (class in lib.sedna.datasources)

BaseServer (class in lib.sedna.service.server.base) BaseService (class in lib.sedna.core.multi_edge_inference) (class in lib.sedna.core.multi_edge_inference.components) BigModelService (class in lib.sedna.core.joint_inference) (class in lib.sedna.core.joint_inference.joint_inference)

C

CALLBACK (lib.sedna.common.class_factory.ClassType attribute) check_bbox_overlap() (lib.sedna.algorithms.reid.close_contact_estimation.ContactTracker method) check_server_status() (lib.sedna.service.client.ModelClient method) (lib.sedna.service.multi_edge_inference.Detection method) (lib.sedna.service.multi_edge_inference.FE method) (lib.sedna.service.multi_edge_inference.interface.Detection method) (lib.sedna.service.multi_edge_inference.interface.detection_endpoint.Detection method) (lib.sedna.service.multi_edge_inference.interface.FE method) (lib.sedna.service.multi_edge_inference.interface.fe_endpoint.FE method) (lib.sedna.service.multi_edge_inference.interface.ReID_Endpoint method) (lib.sedna.service.multi_edge_inference.interface.reid_endpoint.ReID_Endpoint method) (lib.sedna.service.multi_edge_inference.ReID_Endpoint method) ClassFactory (class in lib.sedna.common.class_factory) ClassType (class in lib.sedna.common.class_factory) clean_folder() (lib.sedna.common.file_ops.FileOps class method) Client (class in lib.sedna.datasources.kafka) client_info() (lib.sedna.service.server.aggregation.AggregationServer method) (lib.sedna.service.server.AggregationServer method) close() (lib.sedna.core.multi_edge_inference.components.detector.ObjectDetector method) (lib.sedna.datasources.kafka.consumer.Consumer method) (lib.sedna.datasources.kafka.producer.Producer method)

COMPLETED (lib.sedna.common.constant.K8sResourceKindStatus attribute) compute_homography() (lib.sedna.algorithms.reid.close_contact_estimation.ContactTracker method) ConfigProto (in module lib.sedna.backend.tensorflow) connect() (lib.sedna.datasources.kafka.Client method) (lib.sedna.datasources.kafka.consumer.Consumer method) (lib.sedna.datasources.kafka.producer.Producer method) (lib.sedna.service.client.AggregationClient method) consume_messages() (lib.sedna.datasources.kafka.consumer.Consumer method) consume_messages_poll() (lib.sedna.datasources.kafka.consumer.Consumer method) Consumer (class in lib.sedna.datasources.kafka.consumer) ContactTracker (class in lib.sedna.algorithms.reid.close_contact_estimation) Context (class in lib.sedna.common.config) copy_file() (lib.sedna.common.file_ops.FileOps class method) copy_folder() (lib.sedna.common.file_ops.FileOps class method) cosine_similarity_score() (in module lib.sedna.algorithms.reid.multi_img_matching) COVID19 (lib.sedna.core.multi_edge_inference.data_classes.OP_MODE attribute) create_ellipse() (lib.sedna.algorithms.reid.close_contact_estimation.ContactTracker method) create_topics() (lib.sedna.datasources.kafka.AdminClient method) created_at (lib.sedna.service.server.knowledgeBase.model.TaskModel attribute) (lib.sedna.service.server.knowledgeBase.model.Tasks attribute) CrossEntropyFilter (class in lib.sedna.algorithms.hard_example_mining.hard_example_mining) CSVDataParse (class in lib.sedna.datasources)

D

data_path_prefix (lib.sedna.common.config.BaseConfig attribute) data_type (lib.sedna.service.server.knowledgeBase.model.Samples attribute) data_url (lib.sedna.service.server.knowledgeBase.model.Samples attribute) DATASET (lib.sedna.common.class_factory.ClassType attribute) DEBUG (lib.sedna.service.server.base.BaseServer attribute) DEFAULT (lib.sedna.common.constant.K8sResourceKind attribute) DefaultInferenceIntegrate (class in lib.sedna.algorithms.multi_task_learning.task_jobs.inference_integrate) DefaultTaskRelationDiscover (class in lib.sedna.algorithms.multi_task_learning.task_jobs.task_relation_discover) DefaultTaskRemodeling (class in lib.sedna.algorithms.multi_task_learning.task_jobs.task_remodeling) delete() (lib.sedna.common.file_ops.FileOps class method) delete_from_disk() (lib.sedna.core.multi_edge_inference.components.FileOperations method) (lib.sedna.core.multi_edge_inference.FileOperations method) delete_topics() (lib.sedna.datasources.kafka.AdminClient method) deploy (lib.sedna.service.server.knowledgeBase.model.TaskGrp attribute) descr (lib.sedna.service.server.knowledgeBase.model.Samples attribute)

Detection (class in lib.sedna.service.multi_edge_inference) (class in lib.sedna.service.multi_edge_inference.interface) (class in lib.sedna.service.multi_edge_inference.interface.detection_endpoint) DETECTION (lib.sedna.core.multi_edge_inference.data_classes.OP_MODE attribute) DetectionServer (class in lib.sedna.service.multi_edge_inference) (class in lib.sedna.service.multi_edge_inference.server) (class in lib.sedna.service.multi_edge_inference.server.detection) DetTrackResult (class in lib.sedna.core.multi_edge_inference.data_classes) device_category (lib.sedna.common.config.BaseConfig attribute) distribute_data() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method) download() (lib.sedna.common.file_ops.FileOps class method) download_single_object() (lib.sedna.datasources.obs.connector.OBSClientWrapper method) dump() (lib.sedna.common.file_ops.FileOps class method) dump_pickle() (lib.sedna.common.file_ops.FileOps class method)

E

engine (in module lib.sedna.service.server.knowledgeBase.database) (in module lib.sedna.service.server.knowledgeBase.model) evaluate() (lib.sedna.algorithms.multi_task_learning.MulTaskLearning method) (lib.sedna.algorithms.multi_task_learning.multi_task_learning.MulTaskLearning method) (lib.sedna.backend.base.BackendBase method) (lib.sedna.backend.tensorflow.TFBackend method) (lib.sedna.backend.torch.TorchBackend method) (lib.sedna.core.base.JobBase method) (lib.sedna.core.incremental_learning.incremental_learning.IncrementalLearning method) (lib.sedna.core.incremental_learning.IncrementalLearning method) (lib.sedna.core.lifelong_learning.lifelong_learning.LifelongLearning method) (lib.sedna.core.lifelong_learning.LifelongLearning method) (lib.sedna.core.multi_edge_inference.plugins.PluggableModel method), [1]

exists() (lib.sedna.common.file_ops.FileOps class method)

F

FAILED (lib.sedna.common.constant.K8sResourceKindStatus attribute) FE (class in lib.sedna.service.multi_edge_inference) (class in lib.sedna.service.multi_edge_inference.interface) (class in lib.sedna.service.multi_edge_inference.interface.fe_endpoint) Feature_Extraction (class in lib.sedna.core.multi_edge_inference.plugins.registered) FEATURE_EXTRACTION (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) feature_extraction() (lib.sedna.service.multi_edge_inference.FEServer method) (lib.sedna.service.multi_edge_inference.server.feature_extraction.FEServer method) (lib.sedna.service.multi_edge_inference.server.FEServer method) Feature_Extraction_I (class in lib.sedna.core.multi_edge_inference.plugins.registered) FEATURE_EXTRACTION_I (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) FEATURE_EXTRACTION_SERVICE (lib.sedna.common.constant.K8sResourceKind attribute) FedAvg (class in lib.sedna.algorithms.aggregation) (class in lib.sedna.algorithms.aggregation.aggregation) FedAvgV2 (class in lib.sedna.algorithms.aggregation) FEDERATED_LEARNING_JOB (lib.sedna.common.constant.K8sResourceKind attribute) FederatedLearning (class in lib.sedna.core.federated_learning) (class in lib.sedna.core.federated_learning.federated_learning)

FederatedLearningV2 (class in lib.sedna.core.federated_learning) (class in lib.sedna.core.federated_learning.federated_learning) FEServer (class in lib.sedna.service.multi_edge_inference) (class in lib.sedna.service.multi_edge_inference.server) (class in lib.sedna.service.multi_edge_inference.server.feature_extraction) FEService (class in lib.sedna.core.multi_edge_inference.components.feature_extraction) fetch_data() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method) file_download() (lib.sedna.service.server.knowledgeBase.server.KBServer method) file_upload() (lib.sedna.service.server.knowledgeBase.server.KBServer method) FileOperations (class in lib.sedna.core.multi_edge_inference) (class in lib.sedna.core.multi_edge_inference.components) FileOps (class in lib.sedna.common.file_ops) finetune() (lib.sedna.backend.tensorflow.KerasBackend method) (lib.sedna.backend.tensorflow.TFBackend method) FL_AGG (lib.sedna.common.class_factory.ClassType attribute) flatten() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method)

G

gcs_download() (lib.sedna.common.file_ops.FileOps class method) gcs_upload() (lib.sedna.common.file_ops.FileOps class method) GENERAL (lib.sedna.common.class_factory.ClassType attribute) get_algorithm_from_api() (lib.sedna.common.config.Context class method) get_all_urls() (lib.sedna.service.server.base.BaseServer method) get_cls() (lib.sedna.common.class_factory.ClassFactory class method) get_file_hash() (lib.sedna.common.file_ops.FileOps class method) get_files_list() (lib.sedna.core.multi_edge_inference.components.FileOperations method) (lib.sedna.core.multi_edge_inference.FileOperations method) get_hem_algorithm_from_config() (lib.sedna.core.incremental_learning.incremental_learning.IncrementalLearning class method) (lib.sedna.core.incremental_learning.IncrementalLearning class method) (lib.sedna.core.joint_inference.joint_inference.JointInference class method) (lib.sedna.core.joint_inference.JointInference class method) get_homography_matrix() (lib.sedna.algorithms.reid.close_contact_estimation.ContactTracker method) get_host_ip() (in module lib.sedna.common.utils) get_or_create() (in module lib.sedna.service.server.knowledgeBase.model) get_parameters() (in module lib.sedna.core.multi_edge_inference.utils) (lib.sedna.common.config.Context class method) (lib.sedna.core.base.JobBase method)

get_plugin() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method) get_target_features() (lib.sedna.core.multi_edge_inference.components.feature_extraction.FEService method) (lib.sedna.core.multi_edge_inference.components.reid.ReID method) (lib.sedna.service.multi_edge_inference.FE method) (lib.sedna.service.multi_edge_inference.FEServer method) (lib.sedna.service.multi_edge_inference.interface.FE method) (lib.sedna.service.multi_edge_inference.interface.fe_endpoint.FE method) (lib.sedna.service.multi_edge_inference.server.feature_extraction.FEServer method) (lib.sedna.service.multi_edge_inference.server.FEServer method) get_topics() (lib.sedna.datasources.kafka.consumer.Consumer method) get_transmitter_from_config() (lib.sedna.core.federated_learning.federated_learning.FederatedLearningV2 class method) (lib.sedna.core.federated_learning.FederatedLearningV2 class method) get_weights() (lib.sedna.backend.base.BackendBase method) (lib.sedna.backend.tensorflow.KerasBackend method) (lib.sedna.backend.tensorflow.TFBackend method) grp (lib.sedna.service.server.knowledgeBase.model.TaskRelation attribute) grp_id (lib.sedna.service.server.knowledgeBase.model.TaskRelation attribute)

H

hardened_connect() (lib.sedna.datasources.kafka.Client method) HEM (lib.sedna.common.class_factory.ClassType attribute)

http_download() (lib.sedna.common.file_ops.FileOps class method) http_request() (in module lib.sedna.service.client)

I

IBTFilter (class in lib.sedna.algorithms.hard_example_mining.hard_example_mining) id (lib.sedna.service.server.knowledgeBase.model.Samples attribute) (lib.sedna.service.server.knowledgeBase.model.TaskGrp attribute) (lib.sedna.service.server.knowledgeBase.model.TaskModel attribute) (lib.sedna.service.server.knowledgeBase.model.TaskRelation attribute) (lib.sedna.service.server.knowledgeBase.model.Tasks attribute) (lib.sedna.service.server.knowledgeBase.model.TaskSample attribute) in_risk_zone() (lib.sedna.algorithms.reid.close_contact_estimation.ContactTracker method) INCREMENTAL_JOB (lib.sedna.common.constant.K8sResourceKind attribute) IncrementalLearning (class in lib.sedna.core.incremental_learning) (class in lib.sedna.core.incremental_learning.incremental_learning) inference() (lib.sedna.core.base.JobBase method) (lib.sedna.core.incremental_learning.incremental_learning.IncrementalLearning method) (lib.sedna.core.incremental_learning.IncrementalLearning method) (lib.sedna.core.joint_inference.BigModelService method) (lib.sedna.core.joint_inference.joint_inference.BigModelService method) (lib.sedna.core.joint_inference.joint_inference.JointInference method) (lib.sedna.core.joint_inference.JointInference method) (lib.sedna.core.lifelong_learning.lifelong_learning.LifelongLearning method) (lib.sedna.core.lifelong_learning.LifelongLearning method) (lib.sedna.core.multi_edge_inference.plugins.PluggableModel method) (lib.sedna.service.client.ModelClient method)

InferenceServer (class in lib.sedna.service.server) (class in lib.sedna.service.server.inference) init_db() (in module lib.sedna.service.server.knowledgeBase.model) install_signal_handlers() (lib.sedna.service.server.base.Server method) is_current (lib.sedna.service.server.knowledgeBase.model.TaskModel attribute) is_exists() (lib.sedna.common.class_factory.ClassFactory class method) is_local() (lib.sedna.common.file_ops.FileOps class method) is_remote() (lib.sedna.common.file_ops.FileOps class method) is_test_data (lib.sedna.datasources.BaseDataSource property)

J

job_name (lib.sedna.common.config.BaseConfig attribute) JobBase (class in lib.sedna.core.base) join_path() (lib.sedna.common.file_ops.FileOps class method)

JOINT_INFERENCE_SERVICE (lib.sedna.common.constant.K8sResourceKind attribute) JointInference (class in lib.sedna.core.joint_inference) (class in lib.sedna.core.joint_inference.joint_inference)

K

K8sResourceKind (class in lib.sedna.common.constant) K8sResourceKindStatus (class in lib.sedna.common.constant) KafkaConsumerThread (class in lib.sedna.datasources.kafka.kafka_manager) KafkaProducer (class in lib.sedna.datasources.kafka.kafka_manager) KB_INDEX_NAME (lib.sedna.common.constant.KBResourceConstant attribute)

KBClient (class in lib.sedna.service.client) KBResourceConstant (class in lib.sedna.common.constant) KBServer (class in lib.sedna.service.server.knowledgeBase.server) KBUpdateResult (class in lib.sedna.service.server.knowledgeBase.server) KerasBackend (class in lib.sedna.backend.tensorflow)

L

lc_server (lib.sedna.common.config.BaseConfig attribute) LCClient (class in lib.sedna.service.client) LCReporter (class in lib.sedna.service.client) lib.sedna module lib.sedna.__version__ module lib.sedna.algorithms module lib.sedna.algorithms.aggregation module lib.sedna.algorithms.aggregation.aggregation module lib.sedna.algorithms.client_choose module lib.sedna.algorithms.client_choose.client_choose module lib.sedna.algorithms.hard_example_mining module lib.sedna.algorithms.hard_example_mining.hard_example_mining module lib.sedna.algorithms.multi_task_learning module lib.sedna.algorithms.multi_task_learning.multi_task_learning module lib.sedna.algorithms.multi_task_learning.task_jobs module lib.sedna.algorithms.multi_task_learning.task_jobs.artifact module lib.sedna.algorithms.multi_task_learning.task_jobs.inference_integrate module lib.sedna.algorithms.multi_task_learning.task_jobs.task_definition module lib.sedna.algorithms.multi_task_learning.task_jobs.task_mining module lib.sedna.algorithms.multi_task_learning.task_jobs.task_relation_discover module lib.sedna.algorithms.multi_task_learning.task_jobs.task_remodeling module lib.sedna.algorithms.optical_flow module lib.sedna.algorithms.reid module lib.sedna.algorithms.reid.close_contact_estimation module lib.sedna.algorithms.reid.multi_img_matching module lib.sedna.algorithms.transmitter module lib.sedna.algorithms.transmitter.transmitter module lib.sedna.algorithms.unseen_task_detect module lib.sedna.algorithms.unseen_task_detect.unseen_task_detect module lib.sedna.backend module lib.sedna.backend.base module lib.sedna.backend.tensorflow module lib.sedna.backend.torch module lib.sedna.common module lib.sedna.common.class_factory module lib.sedna.common.config module lib.sedna.common.constant module lib.sedna.common.file_ops module lib.sedna.common.log module lib.sedna.common.utils module lib.sedna.core module lib.sedna.core.base module lib.sedna.core.federated_learning module lib.sedna.core.federated_learning.federated_learning module lib.sedna.core.incremental_learning module lib.sedna.core.incremental_learning.incremental_learning module lib.sedna.core.joint_inference module lib.sedna.core.joint_inference.joint_inference module

lib.sedna.core.lifelong_learning module lib.sedna.core.lifelong_learning.lifelong_learning module lib.sedna.core.multi_edge_inference module lib.sedna.core.multi_edge_inference.components module lib.sedna.core.multi_edge_inference.components.detector module lib.sedna.core.multi_edge_inference.components.feature_extraction module lib.sedna.core.multi_edge_inference.components.reid module lib.sedna.core.multi_edge_inference.data_classes module lib.sedna.core.multi_edge_inference.plugins module lib.sedna.core.multi_edge_inference.plugins.registered module lib.sedna.core.multi_edge_inference.utils module lib.sedna.datasources module lib.sedna.datasources.kafka module lib.sedna.datasources.kafka.consumer module lib.sedna.datasources.kafka.kafka_manager module lib.sedna.datasources.kafka.producer module lib.sedna.datasources.obs module lib.sedna.datasources.obs.connector module lib.sedna.service module lib.sedna.service.client module lib.sedna.service.multi_edge_inference module lib.sedna.service.multi_edge_inference.interface module lib.sedna.service.multi_edge_inference.interface.detection_endpoint module lib.sedna.service.multi_edge_inference.interface.fe_endpoint module lib.sedna.service.multi_edge_inference.interface.reid_endpoint module lib.sedna.service.multi_edge_inference.server module lib.sedna.service.multi_edge_inference.server.detection module lib.sedna.service.multi_edge_inference.server.feature_extraction module lib.sedna.service.multi_edge_inference.server.reid module lib.sedna.service.run_kb module lib.sedna.service.server module lib.sedna.service.server.aggregation module lib.sedna.service.server.base module lib.sedna.service.server.inference module lib.sedna.service.server.knowledgeBase module lib.sedna.service.server.knowledgeBase.database module lib.sedna.service.server.knowledgeBase.model module lib.sedna.service.server.knowledgeBase.server module LIFELONG_JOB (lib.sedna.common.constant.K8sResourceKind attribute) LifelongLearning (class in lib.sedna.core.lifelong_learning) (class in lib.sedna.core.lifelong_learning.lifelong_learning) list_objects() (lib.sedna.datasources.obs.connector.OBSClientWrapper method) load() (lib.sedna.algorithms.multi_task_learning.MulTaskLearning method) (lib.sedna.algorithms.multi_task_learning.multi_task_learning.MulTaskLearning method) (lib.sedna.backend.base.BackendBase method) (lib.sedna.backend.torch.TorchBackend method) (lib.sedna.common.file_ops.FileOps class method) (lib.sedna.core.multi_edge_inference.plugins.PluggableModel method) load_pickle() (lib.sedna.common.file_ops.FileOps class method) load_weights() (lib.sedna.backend.tensorflow.TFBackend method) LOG_LEVEL (in module lib.sedna.common.log) log_level (lib.sedna.common.config.BaseConfig attribute) Logger (class in lib.sedna.common.log) LOGGER (in module lib.sedna.common.log)

M

main() (in module lib.sedna.service.run_kb) make_base_dir() (lib.sedna.common.file_ops.FileOps class method) make_dir() (lib.sedna.common.file_ops.FileOps class method) match_query_to_targets() (in module lib.sedna.algorithms.reid.multi_img_matching) max_size (lib.sedna.service.client.AggregationClient attribute) MIN_TRAIN_SAMPLE (lib.sedna.common.constant.KBResourceConstant attribute) MistNet (class in lib.sedna.algorithms.aggregation) Model (class in lib.sedna.algorithms.multi_task_learning.task_jobs.artifact) model_info() (lib.sedna.backend.base.BackendBase method) (lib.sedna.backend.tensorflow.TFBackend method) (lib.sedna.service.server.inference.InferenceServer method) (lib.sedna.service.server.InferenceServer method) model_name (lib.sedna.backend.base.BackendBase property) (lib.sedna.common.config.BaseConfig attribute) (lib.sedna.core.multi_edge_inference.plugins.PluggableModel property) MODEL_NOT_FOUND (in module lib.sedna.core.multi_edge_inference.plugins) model_path (lib.sedna.core.base.JobBase property) (lib.sedna.core.multi_edge_inference.plugins.PluggableModel property) model_url (lib.sedna.common.config.BaseConfig attribute) (lib.sedna.service.server.knowledgeBase.model.TaskModel attribute) ModelClient (class in lib.sedna.service.client) ModelProbeFilter (class in lib.sedna.algorithms.unseen_task_detect) (class in lib.sedna.algorithms.unseen_task_detect.unseen_task_detect) module lib.sedna lib.sedna.__version__ lib.sedna.algorithms lib.sedna.algorithms.aggregation lib.sedna.algorithms.aggregation.aggregation lib.sedna.algorithms.client_choose lib.sedna.algorithms.client_choose.client_choose lib.sedna.algorithms.hard_example_mining lib.sedna.algorithms.hard_example_mining.hard_example_mining lib.sedna.algorithms.multi_task_learning lib.sedna.algorithms.multi_task_learning.multi_task_learning lib.sedna.algorithms.multi_task_learning.task_jobs lib.sedna.algorithms.multi_task_learning.task_jobs.artifact lib.sedna.algorithms.multi_task_learning.task_jobs.inference_integrate lib.sedna.algorithms.multi_task_learning.task_jobs.task_definition lib.sedna.algorithms.multi_task_learning.task_jobs.task_mining lib.sedna.algorithms.multi_task_learning.task_jobs.task_relation_discover lib.sedna.algorithms.multi_task_learning.task_jobs.task_remodeling lib.sedna.algorithms.optical_flow lib.sedna.algorithms.reid lib.sedna.algorithms.reid.close_contact_estimation lib.sedna.algorithms.reid.multi_img_matching lib.sedna.algorithms.transmitter lib.sedna.algorithms.transmitter.transmitter lib.sedna.algorithms.unseen_task_detect lib.sedna.algorithms.unseen_task_detect.unseen_task_detect lib.sedna.backend lib.sedna.backend.base lib.sedna.backend.tensorflow lib.sedna.backend.torch lib.sedna.common lib.sedna.common.class_factory lib.sedna.common.config lib.sedna.common.constant lib.sedna.common.file_ops lib.sedna.common.log lib.sedna.common.utils lib.sedna.core lib.sedna.core.base lib.sedna.core.federated_learning lib.sedna.core.federated_learning.federated_learning lib.sedna.core.incremental_learning lib.sedna.core.incremental_learning.incremental_learning lib.sedna.core.joint_inference lib.sedna.core.joint_inference.joint_inference lib.sedna.core.lifelong_learning lib.sedna.core.lifelong_learning.lifelong_learning lib.sedna.core.multi_edge_inference lib.sedna.core.multi_edge_inference.components lib.sedna.core.multi_edge_inference.components.detector lib.sedna.core.multi_edge_inference.components.feature_extraction lib.sedna.core.multi_edge_inference.components.reid lib.sedna.core.multi_edge_inference.data_classes lib.sedna.core.multi_edge_inference.plugins lib.sedna.core.multi_edge_inference.plugins.registered lib.sedna.core.multi_edge_inference.utils lib.sedna.datasources lib.sedna.datasources.kafka lib.sedna.datasources.kafka.consumer lib.sedna.datasources.kafka.kafka_manager lib.sedna.datasources.kafka.producer lib.sedna.datasources.obs lib.sedna.datasources.obs.connector lib.sedna.service lib.sedna.service.client lib.sedna.service.multi_edge_inference lib.sedna.service.multi_edge_inference.interface lib.sedna.service.multi_edge_inference.interface.detection_endpoint lib.sedna.service.multi_edge_inference.interface.fe_endpoint lib.sedna.service.multi_edge_inference.interface.reid_endpoint lib.sedna.service.multi_edge_inference.server lib.sedna.service.multi_edge_inference.server.detection lib.sedna.service.multi_edge_inference.server.feature_extraction lib.sedna.service.multi_edge_inference.server.reid lib.sedna.service.run_kb lib.sedna.service.server lib.sedna.service.server.aggregation lib.sedna.service.server.base lib.sedna.service.server.inference lib.sedna.service.server.knowledgeBase lib.sedna.service.server.knowledgeBase.database lib.sedna.service.server.knowledgeBase.model lib.sedna.service.server.knowledgeBase.server

MTL (lib.sedna.common.class_factory.ClassType attribute) MulTaskLearning (class in lib.sedna.algorithms.multi_task_learning) (class in lib.sedna.algorithms.multi_task_learning.multi_task_learning)

N

name (lib.sedna.service.server.knowledgeBase.model.TaskGrp attribute) (lib.sedna.service.server.knowledgeBase.model.Tasks attribute) namespace (lib.sedna.common.config.BaseConfig attribute)

NOOP (lib.sedna.core.multi_edge_inference.data_classes.OP_MODE attribute) num_examples() (lib.sedna.datasources.BaseDataSource method) num_samples (lib.sedna.algorithms.aggregation.AggClient attribute) (lib.sedna.algorithms.aggregation.aggregation.AggClient attribute)

O

obj_to_pickle_string() (lib.sedna.common.file_ops.FileOps class method) ObjectDetector (class in lib.sedna.core.multi_edge_inference.components.detector) OBSClientWrapper (class in lib.sedna.datasources.obs.connector) OF (lib.sedna.common.class_factory.ClassType attribute)

on_send_error() (lib.sedna.datasources.kafka.producer.Producer method) on_send_success() (lib.sedna.datasources.kafka.producer.Producer method) OP_MODE (class in lib.sedna.core.multi_edge_inference.data_classes) original_dataset_url (lib.sedna.common.config.BaseConfig attribute)

P

parameters (lib.sedna.common.config.BaseConfig attribute) (lib.sedna.common.config.Context attribute) parse() (lib.sedna.datasources.BaseDataSource method) (lib.sedna.datasources.CSVDataParse method) (lib.sedna.datasources.TxtDataParse method) parse_json() (lib.sedna.datasources.CSVDataParse static method) parse_kwargs() (lib.sedna.backend.base.BackendBase static method) pause() (lib.sedna.datasources.kafka.consumer.Consumer method) pickle_string_to_obj() (lib.sedna.common.file_ops.FileOps class method) PluggableModel (class in lib.sedna.core.multi_edge_inference.plugins) PluggableNetworkService (class in lib.sedna.core.multi_edge_inference.plugins) PLUGIN (class in lib.sedna.core.multi_edge_inference.plugins) POLL_INTERVAL (in module lib.sedna.core.multi_edge_inference) (in module lib.sedna.core.multi_edge_inference.components) predict() (lib.sedna.algorithms.multi_task_learning.MulTaskLearning method) (lib.sedna.algorithms.multi_task_learning.multi_task_learning.MulTaskLearning method) (lib.sedna.backend.base.BackendBase method) (lib.sedna.backend.tensorflow.TFBackend method) (lib.sedna.backend.torch.TorchBackend method) (lib.sedna.service.server.inference.InferenceServer method) (lib.sedna.service.server.InferenceServer method)

predict_proba() (lib.sedna.backend.base.BackendBase method) prep_homography() (lib.sedna.algorithms.reid.close_contact_estimation.ContactTracker method) preprocess() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method) (lib.sedna.core.multi_edge_inference.components.detector.ObjectDetector method) pretrained_model_url (lib.sedna.common.config.BaseConfig attribute) process_data() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method) (lib.sedna.core.multi_edge_inference.components.detector.ObjectDetector method) (lib.sedna.core.multi_edge_inference.components.feature_extraction.FEService method) (lib.sedna.core.multi_edge_inference.components.reid.ReID method) Producer (class in lib.sedna.datasources.kafka.producer) publish_data_asynchronous() (lib.sedna.datasources.kafka.producer.Producer method) publish_data_synchronous() (lib.sedna.datasources.kafka.producer.Producer method) put() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method)

Q

query() (lib.sedna.service.server.knowledgeBase.server.KBServer method)

R

read_from_disk() (lib.sedna.core.multi_edge_inference.components.FileOperations method) (lib.sedna.core.multi_edge_inference.FileOperations method) recv() (lib.sedna.algorithms.transmitter.S3Transmitter method) (lib.sedna.algorithms.transmitter.transmitter.AbstractTransmitter method) (lib.sedna.algorithms.transmitter.transmitter.S3Transmitter method) (lib.sedna.algorithms.transmitter.transmitter.WSTransmitter method) (lib.sedna.algorithms.transmitter.WSTransmitter method) (lib.sedna.service.client.AggregationClient method) register() (lib.sedna.common.class_factory.ClassFactory class method) (lib.sedna.core.federated_learning.federated_learning.FederatedLearning method) (lib.sedna.core.federated_learning.FederatedLearning method) register_cls() (lib.sedna.common.class_factory.ClassFactory class method) register_from_package() (lib.sedna.common.class_factory.ClassFactory class method) ReID (class in lib.sedna.core.multi_edge_inference.components.reid) REID (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) reid() (lib.sedna.service.multi_edge_inference.ReIDServer method) (lib.sedna.service.multi_edge_inference.server.reid.ReIDServer method) (lib.sedna.service.multi_edge_inference.server.ReIDServer method) ReID_Endpoint (class in lib.sedna.service.multi_edge_inference) (class in lib.sedna.service.multi_edge_inference.interface) (class in lib.sedna.service.multi_edge_inference.interface.reid_endpoint)

ReID_I (class in lib.sedna.core.multi_edge_inference.plugins.registered) REID_I (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) REID_JOB (lib.sedna.common.constant.K8sResourceKind attribute) REID_MANAGER (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) REID_MANAGER_I (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) ReID_Server (class in lib.sedna.core.multi_edge_inference.plugins.registered) ReIDServer (class in lib.sedna.service.multi_edge_inference) (class in lib.sedna.service.multi_edge_inference.server) (class in lib.sedna.service.multi_edge_inference.server.reid) remove_path_prefix() (lib.sedna.common.file_ops.FileOps class method) report_task_info() (lib.sedna.core.base.JobBase method) resume() (lib.sedna.datasources.kafka.consumer.Consumer method) run() (lib.sedna.datasources.kafka.kafka_manager.KafkaConsumerThread method) (lib.sedna.service.client.LCReporter method) (lib.sedna.service.server.base.BaseServer method) run_in_thread() (lib.sedna.service.server.base.Server method) RUNNING (lib.sedna.common.constant.K8sResourceKindStatus attribute)

S

s3_download() (lib.sedna.common.file_ops.FileOps class method) s3_endpoint_url (lib.sedna.common.config.BaseConfig attribute) s3_upload() (lib.sedna.common.file_ops.FileOps class method) S3Transmitter (class in lib.sedna.algorithms.transmitter) (class in lib.sedna.algorithms.transmitter.transmitter) sample (lib.sedna.service.server.knowledgeBase.model.TaskSample attribute) sample_id (lib.sedna.service.server.knowledgeBase.model.TaskSample attribute) sample_num (lib.sedna.service.server.knowledgeBase.model.Samples attribute) (lib.sedna.service.server.knowledgeBase.model.TaskGrp attribute) Samples (class in lib.sedna.service.server.knowledgeBase.model) save() (lib.sedna.backend.base.BackendBase method) (lib.sedna.datasources.BaseDataSource method) secret_access_key (lib.sedna.common.config.BaseConfig attribute) send() (lib.sedna.algorithms.transmitter.S3Transmitter method) (lib.sedna.algorithms.transmitter.transmitter.AbstractTransmitter method) (lib.sedna.algorithms.transmitter.transmitter.S3Transmitter method) (lib.sedna.algorithms.transmitter.transmitter.WSTransmitter method) (lib.sedna.algorithms.transmitter.WSTransmitter method) (lib.sedna.service.client.AggregationClient method) (lib.sedna.service.client.LCClient class method) Server (class in lib.sedna.service.server.base) service_name (lib.sedna.common.config.BaseConfig attribute) SessionLocal (in module lib.sedna.service.server.knowledgeBase.database) set_backend() (in module lib.sedna.backend) set_session() (lib.sedna.backend.tensorflow.KerasBackend method) set_weights() (lib.sedna.backend.base.BackendBase method) (lib.sedna.backend.tensorflow.KerasBackend method) (lib.sedna.backend.tensorflow.TFBackend method) SimpleClientChoose (class in lib.sedna.algorithms.client_choose) (class in lib.sedna.algorithms.client_choose.client_choose)

singleton() (in module lib.sedna.common.utils) SQLALCHEMY_DATABASE_URL (in module lib.sedna.service.server.knowledgeBase.database) start() (lib.sedna.core.joint_inference.BigModelService method) (lib.sedna.core.joint_inference.joint_inference.BigModelService method) (lib.sedna.service.multi_edge_inference.DetectionServer method) (lib.sedna.service.multi_edge_inference.FEServer method) (lib.sedna.service.multi_edge_inference.ReIDServer method) (lib.sedna.service.multi_edge_inference.server.detection.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.feature_extraction.FEServer method) (lib.sedna.service.multi_edge_inference.server.FEServer method) (lib.sedna.service.multi_edge_inference.server.reid.ReIDServer method) (lib.sedna.service.multi_edge_inference.server.ReIDServer method) (lib.sedna.service.server.aggregation.AggregationServer method) (lib.sedna.service.server.aggregation.AggregationServerV2 method) (lib.sedna.service.server.AggregationServer method) (lib.sedna.service.server.AggregationServerV2 method) (lib.sedna.service.server.inference.InferenceServer method) (lib.sedna.service.server.InferenceServer method) (lib.sedna.service.server.knowledgeBase.server.KBServer method) status (lib.sedna.service.server.knowledgeBase.server.KBUpdateResult attribute) status() (lib.sedna.service.multi_edge_inference.DetectionServer method) (lib.sedna.service.multi_edge_inference.FEServer method) (lib.sedna.service.multi_edge_inference.ReIDServer method) (lib.sedna.service.multi_edge_inference.server.detection.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.feature_extraction.FEServer method) (lib.sedna.service.multi_edge_inference.server.FEServer method) (lib.sedna.service.multi_edge_inference.server.reid.ReIDServer method) (lib.sedna.service.multi_edge_inference.server.ReIDServer method) subscribe() (lib.sedna.datasources.kafka.consumer.Consumer method)

T

Target (class in lib.sedna.core.multi_edge_inference.data_classes) TargetImages (class in lib.sedna.core.multi_edge_inference.data_classes) Task (class in lib.sedna.algorithms.multi_task_learning.task_jobs.artifact) task (lib.sedna.service.server.knowledgeBase.model.TaskModel attribute) (lib.sedna.service.server.knowledgeBase.model.TaskRelation attribute) (lib.sedna.service.server.knowledgeBase.model.TaskSample attribute) task_attr (lib.sedna.service.server.knowledgeBase.model.Tasks attribute) TASK_EXTRACTOR_NAME (lib.sedna.common.constant.KBResourceConstant attribute) task_id (lib.sedna.service.server.knowledgeBase.model.TaskModel attribute) (lib.sedna.service.server.knowledgeBase.model.TaskRelation attribute) (lib.sedna.service.server.knowledgeBase.model.TaskSample attribute) task_num (lib.sedna.service.server.knowledgeBase.model.TaskGrp attribute) TaskAttrFilter (class in lib.sedna.algorithms.unseen_task_detect) (class in lib.sedna.algorithms.unseen_task_detect.unseen_task_detect) TaskDefinitionByDataAttr (class in lib.sedna.algorithms.multi_task_learning.task_jobs.task_definition) TaskDefinitionBySVC (class in lib.sedna.algorithms.multi_task_learning.task_jobs.task_definition) TaskGroup (class in lib.sedna.algorithms.multi_task_learning.task_jobs.artifact) TaskGrp (class in lib.sedna.service.server.knowledgeBase.model) TaskItem (class in lib.sedna.service.server.knowledgeBase.server) TaskMiningByDataAttr (class in lib.sedna.algorithms.multi_task_learning.task_jobs.task_mining) TaskMiningBySVC (class in lib.sedna.algorithms.multi_task_learning.task_jobs.task_mining) TaskModel (class in lib.sedna.service.server.knowledgeBase.model) TaskRelation (class in lib.sedna.service.server.knowledgeBase.model) Tasks (class in lib.sedna.service.server.knowledgeBase.model) tasks (lib.sedna.service.server.knowledgeBase.server.KBUpdateResult attribute) (lib.sedna.service.server.knowledgeBase.server.TaskItem attribute) TaskSample (class in lib.sedna.service.server.knowledgeBase.model) tensor_reshape() (in module lib.sedna.algorithms.reid.multi_img_matching) test_dataset_url (lib.sedna.common.config.BaseConfig attribute) TFBackend (class in lib.sedna.backend.tensorflow) ThresholdFilter (class in lib.sedna.algorithms.hard_example_mining.hard_example_mining) tmp (in module lib.sedna.__version__)

to_rectangle() (lib.sedna.algorithms.reid.close_contact_estimation.ContactTracker method) TorchBackend (class in lib.sedna.backend.torch) TRACKING (lib.sedna.core.multi_edge_inference.data_classes.OP_MODE attribute) train() (lib.sedna.algorithms.multi_task_learning.MulTaskLearning method) (lib.sedna.algorithms.multi_task_learning.multi_task_learning.MulTaskLearning method) (lib.sedna.backend.base.BackendBase method) (lib.sedna.backend.tensorflow.TFBackend method) (lib.sedna.backend.torch.TorchBackend method) (lib.sedna.core.base.JobBase method) (lib.sedna.core.federated_learning.federated_learning.FederatedLearning method) (lib.sedna.core.federated_learning.federated_learning.FederatedLearningV2 method) (lib.sedna.core.federated_learning.FederatedLearning method) (lib.sedna.core.federated_learning.FederatedLearningV2 method) (lib.sedna.core.incremental_learning.incremental_learning.IncrementalLearning method) (lib.sedna.core.incremental_learning.IncrementalLearning method) (lib.sedna.core.joint_inference.BigModelService method) (lib.sedna.core.joint_inference.joint_inference.BigModelService method) (lib.sedna.core.lifelong_learning.lifelong_learning.LifelongLearning method) (lib.sedna.core.lifelong_learning.LifelongLearning method) (lib.sedna.core.multi_edge_inference.plugins.PluggableModel method) train_dataset_url (lib.sedna.common.config.BaseConfig attribute) transfer_radio (lib.sedna.service.server.knowledgeBase.model.TaskRelation attribute) transmit() (lib.sedna.service.multi_edge_inference.Detection method) (lib.sedna.service.multi_edge_inference.FE method) (lib.sedna.service.multi_edge_inference.interface.Detection method) (lib.sedna.service.multi_edge_inference.interface.detection_endpoint.Detection method) (lib.sedna.service.multi_edge_inference.interface.FE method) (lib.sedna.service.multi_edge_inference.interface.fe_endpoint.FE method) (lib.sedna.service.multi_edge_inference.interface.ReID_Endpoint method) (lib.sedna.service.multi_edge_inference.interface.reid_endpoint.ReID_Endpoint method) (lib.sedna.service.multi_edge_inference.ReID_Endpoint method) transmitter (lib.sedna.common.config.BaseConfig attribute) TxtDataParse (class in lib.sedna.datasources)

U

update() (lib.sedna.core.lifelong_learning.lifelong_learning.LifelongLearning method) (lib.sedna.core.lifelong_learning.LifelongLearning method) (lib.sedna.service.server.knowledgeBase.server.KBServer method) update_db() (lib.sedna.service.client.KBClient method) update_for_collaboration_inference() (lib.sedna.service.client.LCReporter method) update_for_edge_inference() (lib.sedna.service.client.LCReporter method) update_operational_mode() (lib.sedna.core.multi_edge_inference.BaseService method) (lib.sedna.core.multi_edge_inference.components.BaseService method) (lib.sedna.core.multi_edge_inference.components.detector.ObjectDetector method) (lib.sedna.core.multi_edge_inference.components.feature_extraction.FEService method) (lib.sedna.core.multi_edge_inference.components.reid.ReID method) update_plugin() (lib.sedna.core.multi_edge_inference.plugins.PluggableModel method) update_service() (lib.sedna.service.multi_edge_inference.Detection method) (lib.sedna.service.multi_edge_inference.DetectionServer method) (lib.sedna.service.multi_edge_inference.FE method) (lib.sedna.service.multi_edge_inference.FEServer method) (lib.sedna.service.multi_edge_inference.interface.Detection method) (lib.sedna.service.multi_edge_inference.interface.detection_endpoint.Detection method) (lib.sedna.service.multi_edge_inference.interface.FE method) (lib.sedna.service.multi_edge_inference.interface.fe_endpoint.FE method) (lib.sedna.service.multi_edge_inference.server.detection.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.feature_extraction.FEServer method) (lib.sedna.service.multi_edge_inference.server.FEServer method)

update_status() (lib.sedna.service.server.knowledgeBase.server.KBServer method) update_task_status() (lib.sedna.service.client.KBClient method) updated_at (lib.sedna.service.server.knowledgeBase.model.Samples attribute) (lib.sedna.service.server.knowledgeBase.model.Tasks attribute) upload() (lib.sedna.common.file_ops.FileOps class method) upload_file() (lib.sedna.datasources.obs.connector.OBSClientWrapper method) (lib.sedna.service.client.KBClient method) UTD (lib.sedna.common.class_factory.ClassType attribute)

V

VIDEO_ANALYTICS (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) video_analytics() (lib.sedna.service.multi_edge_inference.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.detection.DetectionServer method) (lib.sedna.service.multi_edge_inference.server.DetectionServer method)

VIDEO_ANALYTICS_I (lib.sedna.core.multi_edge_inference.plugins.PLUGIN attribute) VIDEO_ANALYTICS_JOB (lib.sedna.common.constant.K8sResourceKind attribute) VideoAnalytics (class in lib.sedna.core.multi_edge_inference.plugins.registered) VideoAnalytics_I (class in lib.sedna.core.multi_edge_inference.plugins.registered)

W

wait_stop() (lib.sedna.service.server.base.BaseServer method) WAIT_TIME (lib.sedna.service.server.base.BaseServer attribute) weights (lib.sedna.algorithms.aggregation.AggClient attribute) (lib.sedna.algorithms.aggregation.aggregation.AggClient attribute) worker_name (lib.sedna.common.config.BaseConfig attribute)

write_result() (lib.sedna.datasources.kafka.kafka_manager.KafkaProducer method) write_to_disk() (lib.sedna.core.multi_edge_inference.components.FileOperations method) (lib.sedna.core.multi_edge_inference.FileOperations method) WSTransmitter (class in lib.sedna.algorithms.transmitter) (class in lib.sedna.algorithms.transmitter.transmitter)