Index

_

__init__() (openfl.callbacks.Callback method) (openfl.callbacks.CallbackList method) (openfl.callbacks.LambdaCallback method) (openfl.callbacks.MemoryProfiler method) (openfl.callbacks.MetricWriter method) (openfl.component.aggregator.aggregator.Aggregator method) (openfl.component.assigner.assigner.Assigner method) (openfl.component.assigner.custom_assigner.Assigner method) (openfl.component.assigner.random_grouped_assigner.RandomGroupedAssigner method) (openfl.component.assigner.static_grouped_assigner.StaticGroupedAssigner method) (openfl.component.assigner.tasks.Task method) (openfl.component.assigner.tasks.TrainTask method) (openfl.component.assigner.tasks.ValidateTask method) (openfl.component.collaborator.collaborator.Collaborator method) (openfl.component.collaborator.collaborator.DevicePolicy method) (openfl.component.collaborator.collaborator.OptTreatment method) (openfl.component.director.director.Director method) (openfl.component.director.experiment.Experiment method) (openfl.component.director.experiment.ExperimentsRegistry method) (openfl.component.director.experiment.Status method) (openfl.component.envoy.envoy.Envoy method) (openfl.component.straggler_handling_functions.cutoff_time_based_straggler_handling.CutoffTimeBasedStragglerHandling method) (openfl.component.straggler_handling_functions.percentage_based_straggler_handling.PercentageBasedStragglerHandling method) (openfl.component.straggler_handling_functions.straggler_handling_function.StragglerHandlingPolicy method) (openfl.databases.tensor_db.TensorDB method) (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.federated.data.loader.DataLoader method) (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) (openfl.federated.data.loader_keras.KerasDataLoader method) (openfl.federated.data.loader_pt.PyTorchDataLoader method) (openfl.federated.plan.plan.Plan method) (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) (openfl.interface.aggregation_functions.adagrad_adaptive_aggregation.AdagradAdaptiveAggregation method) (openfl.interface.aggregation_functions.adam_adaptive_aggregation.AdamAdaptiveAggregation method) (openfl.interface.aggregation_functions.core.adaptive_aggregation.AdaptiveAggregation method) (openfl.interface.aggregation_functions.core.interface.AggregationFunction method) (openfl.interface.aggregation_functions.experimental.privileged_aggregation.PrivilegedAggregationFunction method) (openfl.interface.aggregation_functions.fed_bagging.FedBaggingXGBoost method) (openfl.interface.aggregation_functions.fedcurv_weighted_average.FedCurvWeightedAverage method) (openfl.interface.aggregation_functions.geometric_median.GeometricMedian method) (openfl.interface.aggregation_functions.median.Median method) (openfl.interface.aggregation_functions.weighted_average.WeightedAverage method) (openfl.interface.aggregation_functions.yogi_adaptive_aggregation.YogiAdaptiveAggregation method) (openfl.interface.cli.CLI method) (openfl.pipelines.kc_pipeline.GZIPTransformer method) (openfl.pipelines.kc_pipeline.KCPipeline method) (openfl.pipelines.kc_pipeline.KmeansTransformer method) (openfl.pipelines.no_compression_pipeline.NoCompressionPipeline method) (openfl.pipelines.pipeline.Float32NumpyArrayToBytes method) (openfl.pipelines.pipeline.TransformationPipeline method) (openfl.pipelines.pipeline.Transformer method) (openfl.pipelines.random_shift_pipeline.RandomShiftPipeline method) (openfl.pipelines.random_shift_pipeline.RandomShiftTransformer method) (openfl.pipelines.skc_pipeline.GZIPTransformer method) (openfl.pipelines.skc_pipeline.KmeansTransformer method) (openfl.pipelines.skc_pipeline.SKCPipeline method) (openfl.pipelines.skc_pipeline.SparsityTransformer method) (openfl.pipelines.stc_pipeline.GZIPTransformer method) (openfl.pipelines.stc_pipeline.SparsityTransformer method) (openfl.pipelines.stc_pipeline.STCPipeline method) (openfl.pipelines.stc_pipeline.TernaryTransformer method) (openfl.pipelines.tensor_codec.TensorCodec method) (openfl.plugins.frameworks_adapters.framework_adapter_interface.FrameworkAdapterPluginInterface method) (openfl.plugins.frameworks_adapters.keras_adapter.FrameworkAdapterPlugin method) (openfl.plugins.interface_serializer.cloudpickle_serializer.CloudpickleSerializer method) (openfl.plugins.interface_serializer.keras_serializer.KerasSerializer method) (openfl.plugins.interface_serializer.serializer_interface.Serializer method) (openfl.plugins.processing_units_monitor.cuda_device_monitor.CUDADeviceMonitor method) (openfl.plugins.processing_units_monitor.device_monitor.DeviceMonitor method) (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient method) (openfl.transport.grpc.aggregator_client.ConstantBackoff method) (openfl.transport.grpc.aggregator_client.RetryOnRpcErrorClientInterceptor method) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) (openfl.transport.grpc.director_client.DirectorClient method) (openfl.transport.grpc.director_client.ShardDirectorClient method) (openfl.transport.grpc.director_server.DirectorGRPCServer method) (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.InputSpec method) (openfl.utilities.click_types.IpAddressParamType method) (openfl.utilities.data_splitters.data_splitter.DataSplitter method) (openfl.utilities.data_splitters.numpy.DirichletNumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.EqualNumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.LogNormalNumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.NumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.RandomNumPyDataSplitter method) (openfl.utilities.fed_timer.CustomThread method) (openfl.utilities.fed_timer.fedtiming method) (openfl.utilities.fed_timer.PrepareTask method) (openfl.utilities.fed_timer.SyncAsyncTaskDecoFactory method) (openfl.utilities.mocks.MockDataLoader method) (openfl.utilities.optimizers.numpy.adagrad_optimizer.NumPyAdagrad method) (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam method) (openfl.utilities.optimizers.numpy.base_optimizer.Optimizer method) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi method) (openfl.utilities.types.LocalTensor method) (openfl.utilities.types.Metric method) (openfl.utilities.types.SingletonABCMeta method) (openfl.utilities.types.TaskResultKey method) (openfl.utilities.types.TensorKey method) (openfl.utilities.workspace.ExperimentWorkspace method)

_end_of_round_check_done (openfl.component.aggregator.aggregator.Aggregator attribute) _health_check_future (openfl.component.envoy.envoy.Envoy attribute) _instances (openfl.utilities.types.SingletonABCMeta attribute) _shard_registry (openfl.component.director.director.Director attribute)

A

acknowledge_shard() (openfl.component.director.director.Director method) active_experiment (openfl.component.director.experiment.ExperimentsRegistry property) AdagradAdaptiveAggregation (class in openfl.interface.aggregation_functions.adagrad_adaptive_aggregation) AdamAdaptiveAggregation (class in openfl.interface.aggregation_functions.adam_adaptive_aggregation) adapt_tasks() (openfl.federated.task.task_runner.CoreTaskRunner method) AdaptiveAggregation (class in openfl.interface.aggregation_functions.core.adaptive_aggregation) add() (openfl.component.director.experiment.ExperimentsRegistry method) add_command() (openfl.interface.cli.CLI method) add_log_level() (in module openfl.utilities.utils) add_memory_profiler (openfl.callbacks.CallbackList attribute) add_metric_writer (openfl.callbacks.CallbackList attribute) agg_functions_by_task (openfl.component.assigner.custom_assigner.Assigner attribute) agg_functions_by_task_name (openfl.component.assigner.custom_assigner.Assigner attribute) AggregationFunction (class in openfl.interface.aggregation_functions.core.interface) Aggregator (class in openfl.component.aggregator.aggregator) aggregator (openfl.component.director.experiment.Experiment attribute) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) aggregator_ (openfl.federated.plan.plan.Plan attribute) aggregator_uuid (openfl.component.collaborator.collaborator.Collaborator attribute) (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) AggregatorGRPCClient (class in openfl.transport.grpc.aggregator_client)

AggregatorGRPCServer (class in openfl.transport.grpc.aggregator_server) all_quit_jobs_sent() (openfl.component.aggregator.aggregator.Aggregator method) all_tasks_for_round (openfl.component.assigner.custom_assigner.Assigner attribute) all_tasks_in_groups (openfl.component.assigner.assigner.Assigner attribute) allow_extra_args (openfl.interface.cli.CLI attribute) allow_interspersed_args (openfl.interface.cli.CLI attribute) append_trees() (in module openfl.interface.aggregation_functions.fed_bagging) apply_delta() (openfl.pipelines.tensor_codec.TensorCodec static method) apply_template_plan() (in module openfl.interface.workspace) archive_path (openfl.component.director.experiment.Experiment attribute) args (openfl.utilities.fed_timer.CustomThread attribute) Assigner (class in openfl.component.assigner.assigner) (class in openfl.component.assigner.custom_assigner) assigner (openfl.component.aggregator.aggregator.Aggregator attribute) assigner_ (openfl.federated.plan.plan.Plan attribute) assigner_function (openfl.component.assigner.custom_assigner.Assigner attribute) async_execute() (openfl.utilities.fed_timer.PrepareTask method) authorized_cols (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.component.assigner.assigner.Assigner attribute) (openfl.component.assigner.custom_assigner.Assigner attribute) (openfl.federated.plan.plan.Plan attribute)

B

backward() (openfl.pipelines.kc_pipeline.GZIPTransformer method) (openfl.pipelines.kc_pipeline.KCPipeline method) (openfl.pipelines.kc_pipeline.KmeansTransformer method) (openfl.pipelines.no_compression_pipeline.NoCompressionPipeline method) (openfl.pipelines.pipeline.Float32NumpyArrayToBytes method) (openfl.pipelines.pipeline.TransformationPipeline method) (openfl.pipelines.pipeline.Transformer method) (openfl.pipelines.random_shift_pipeline.RandomShiftPipeline method) (openfl.pipelines.random_shift_pipeline.RandomShiftTransformer method) (openfl.pipelines.skc_pipeline.GZIPTransformer method) (openfl.pipelines.skc_pipeline.KmeansTransformer method) (openfl.pipelines.skc_pipeline.SKCPipeline method) (openfl.pipelines.skc_pipeline.SparsityTransformer method) (openfl.pipelines.stc_pipeline.GZIPTransformer method) (openfl.pipelines.stc_pipeline.SparsityTransformer method) (openfl.pipelines.stc_pipeline.STCPipeline method) (openfl.pipelines.stc_pipeline.TernaryTransformer method)

batch_size (openfl.federated.data.loader_keras.KerasDataLoader attribute) (openfl.federated.data.loader_pt.PyTorchDataLoader attribute) best_model_score (openfl.component.aggregator.aggregator.Aggregator attribute) best_tensor_dict (openfl.component.aggregator.aggregator.Aggregator attribute) betas (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam attribute) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi attribute) build() (openfl.federated.plan.plan.Plan static method) build_model (openfl.federated.task.fl_model.FederatedModel attribute) bytes_and_metadata_to_model_proto() (in module openfl.protocols.utils)

C

cache_tensor() (openfl.databases.tensor_db.TensorDB method) call() (openfl.interface.aggregation_functions.adagrad_adaptive_aggregation.AdagradAdaptiveAggregation method) (openfl.interface.aggregation_functions.adam_adaptive_aggregation.AdamAdaptiveAggregation method) (openfl.interface.aggregation_functions.core.adaptive_aggregation.AdaptiveAggregation method) (openfl.interface.aggregation_functions.core.interface.AggregationFunction method) (openfl.interface.aggregation_functions.experimental.privileged_aggregation.PrivilegedAggregationFunction method) (openfl.interface.aggregation_functions.fed_bagging.FedBaggingXGBoost method) (openfl.interface.aggregation_functions.fedcurv_weighted_average.FedCurvWeightedAverage method) (openfl.interface.aggregation_functions.geometric_median.GeometricMedian method) (openfl.interface.aggregation_functions.median.Median method) (openfl.interface.aggregation_functions.weighted_average.WeightedAverage method) (openfl.interface.aggregation_functions.yogi_adaptive_aggregation.YogiAdaptiveAggregation method) Callback (class in openfl.callbacks) callback (openfl.interface.cli.CLI attribute) CallbackList (class in openfl.callbacks) callbacks (openfl.callbacks.CallbackList attribute) center (built-in class) certificate (openfl.component.director.director.Director attribute) (openfl.component.envoy.envoy.Envoy attribute) (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) (openfl.transport.grpc.director_server.DirectorGRPCServer attribute) certify() (in module openfl.interface.aggregator) (in module openfl.interface.collaborator) (in module openfl.interface.workspace) (in module openfl.utilities.ca.ca) change_tags() (in module openfl.utilities.utils) check_equal() (in module openfl.utilities.checks) check_is_in() (in module openfl.utilities.checks) check_not_equal() (in module openfl.utilities.checks) check_not_in() (in module openfl.utilities.checks) check_request() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) check_type() (in module openfl.utilities.checks) check_varenv() (in module openfl.interface.cli_helper) clean_up() (openfl.databases.tensor_db.TensorDB method) CLI (class in openfl.interface.cli) client (openfl.component.collaborator.collaborator.Collaborator attribute) client_ (openfl.federated.plan.plan.Plan attribute) CloudpickleSerializer (class in openfl.plugins.interface_serializer.cloudpickle_serializer) col_exp (openfl.component.director.director.Director attribute) col_exp_queues (openfl.component.director.director.Director attribute) col_name (openfl.utilities.types.LocalTensor attribute) Collaborator (class in openfl.component.collaborator.collaborator) collaborator_ (openfl.federated.plan.plan.Plan attribute) collaborator_name (openfl.component.collaborator.collaborator.Collaborator attribute) collaborator_task_weight (openfl.component.aggregator.aggregator.Aggregator attribute)

collaborator_tasks (openfl.component.assigner.assigner.Assigner attribute) (openfl.component.assigner.custom_assigner.Assigner attribute) collaborator_tasks_results (openfl.component.aggregator.aggregator.Aggregator attribute) collaborator_tensor_results (openfl.component.aggregator.aggregator.Aggregator attribute) collaborators (openfl.component.director.experiment.Experiment attribute) collaborators_for_task (openfl.component.assigner.assigner.Assigner attribute) (openfl.component.assigner.custom_assigner.Assigner attribute) collect_usage_pieces() (openfl.interface.cli.CLI method) cols_data_paths (openfl.federated.plan.plan.Plan attribute) command() (openfl.interface.cli.CLI method) command_class (openfl.interface.cli.CLI attribute) commands (openfl.interface.cli.CLI attribute) compress() (openfl.pipelines.tensor_codec.TensorCodec method) compression_pipeline (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.component.collaborator.collaborator.Collaborator attribute) (openfl.pipelines.tensor_codec.TensorCodec attribute) config (openfl.federated.plan.plan.Plan attribute) ConstantBackoff (class in openfl.transport.grpc.aggregator_client) construct_model_proto() (in module openfl.protocols.utils) construct_named_tensor() (in module openfl.protocols.utils) construct_proto() (in module openfl.protocols.utils) context_class (openfl.interface.cli.CLI attribute) context_settings (openfl.interface.cli.CLI attribute) CONTINUE_GLOBAL (openfl.component.collaborator.collaborator.OptTreatment attribute) CONTINUE_LOCAL (openfl.component.collaborator.collaborator.OptTreatment attribute) convert() (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.IpAddressParamType method) CoreTaskRunner (class in openfl.federated.task.task_runner) count() (openfl.utilities.types.LocalTensor method) (openfl.utilities.types.Metric method) (openfl.utilities.types.TaskResultKey method) (openfl.utilities.types.TensorKey method) CPU_ONLY (openfl.component.collaborator.collaborator.DevicePolicy attribute) create() (in module openfl.interface.collaborator) (in module openfl.interface.workspace) create_dirs() (in module openfl.interface.workspace) create_insecure_channel() (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient method) create_temp() (in module openfl.interface.workspace) create_tls_channel() (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient method) cuda_device_monitor (openfl.component.envoy.envoy.Envoy attribute) cuda_devices (openfl.component.envoy.envoy.Envoy attribute) CUDA_PREFERRED (openfl.component.collaborator.collaborator.DevicePolicy attribute) CUDADeviceMonitor (class in openfl.plugins.processing_units_monitor.cuda_device_monitor) CustomThread (class in openfl.utilities.fed_timer) CutoffTimeBasedStragglerHandling (class in openfl.component.straggler_handling_functions.cutoff_time_based_straggler_handling) cwd (openfl.utilities.workspace.ExperimentWorkspace attribute)

D

daemon (openfl.utilities.fed_timer.CustomThread property) data_file_path (openfl.utilities.workspace.ExperimentWorkspace attribute) data_loader (openfl.federated.task.fl_model.FederatedModel attribute) (openfl.federated.task.runner.TaskRunner attribute) DataLoader (class in openfl.federated.data.loader) DataSplitter (class in openfl.utilities.data_splitters.data_splitter) datastream_to_proto() (in module openfl.protocols.utils) db_store_rounds (openfl.component.collaborator.collaborator.Collaborator attribute) decompress() (openfl.pipelines.tensor_codec.TensorCodec method) deconstruct_model_proto() (in module openfl.protocols.utils) deconstruct_proto() (in module openfl.protocols.utils) define_task_assignments() (openfl.component.assigner.assigner.Assigner method) (openfl.component.assigner.custom_assigner.Assigner method) (openfl.component.assigner.random_grouped_assigner.RandomGroupedAssigner method) (openfl.component.assigner.static_grouped_assigner.StaticGroupedAssigner method) delta_updates (openfl.component.collaborator.collaborator.Collaborator attribute) deserialize_interface_objects() (openfl.federated.plan.plan.Plan method)

device_assignment_policy (openfl.component.collaborator.collaborator.Collaborator attribute) DeviceMonitor (class in openfl.plugins.processing_units_monitor.device_monitor) DevicePolicy (class in openfl.component.collaborator.collaborator) Director (class in openfl.component.director.director) director (openfl.transport.grpc.director_server.DirectorGRPCServer attribute) director_client (openfl.component.envoy.envoy.Envoy attribute) DirectorClient (class in openfl.transport.grpc.director_client) DirectorGRPCServer (class in openfl.transport.grpc.director_server) DirichletNumPyDataSplitter (class in openfl.utilities.data_splitters.numpy) disable_warnings() (in module openfl.interface.cli) disconnect() (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient method) do_task() (openfl.component.collaborator.collaborator.Collaborator method) download_step_bin() (in module openfl.utilities.ca.downloader) download_step_ca_bin() (in module openfl.utilities.ca.downloader) dump() (openfl.federated.plan.plan.Plan static method) dump_proto() (in module openfl.protocols.utils) dump_requirements_file() (in module openfl.utilities.workspace)

E

end() (in module openfl.interface.cli) entry() (in module openfl.interface.cli) Envoy (class in openfl.component.envoy.envoy) envoy_health_check_period (openfl.component.director.director.Director attribute) envvar_list_splitter (openfl.utilities.click_types.FqdnParamType attribute) (openfl.utilities.click_types.IpAddressParamType attribute) epsilon (openfl.utilities.optimizers.numpy.adagrad_optimizer.NumPyAdagrad attribute) (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam attribute) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi attribute)

EqualNumPyDataSplitter (class in openfl.utilities.data_splitters.numpy) error_handler() (in module openfl.interface.cli) executor (openfl.component.envoy.envoy.Envoy attribute) Experiment (class in openfl.component.director.experiment) experiment_name (openfl.utilities.workspace.ExperimentWorkspace attribute) experiment_work_dir (openfl.utilities.workspace.ExperimentWorkspace attribute) experiments_registry (openfl.component.director.director.Director attribute) ExperimentsRegistry (class in openfl.component.director.experiment) ExperimentWorkspace (class in openfl.utilities.workspace)

F

fail() (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.IpAddressParamType method) feature_shape (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper attribute) FedBaggingXGBoost (class in openfl.interface.aggregation_functions.fed_bagging) FedCurvWeightedAverage (class in openfl.interface.aggregation_functions.fedcurv_weighted_average) FederatedDataSet (class in openfl.federated.data.federated_data) FederatedModel (class in openfl.federated.task.fl_model) federation_uuid (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.component.collaborator.collaborator.Collaborator attribute) (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) fedtiming (class in openfl.utilities.fed_timer) find_certificate_name() (in module openfl.interface.aggregator) (in module openfl.interface.collaborator) find_dependencies() (openfl.pipelines.tensor_codec.TensorCodec method) finish_active() (openfl.component.director.experiment.ExperimentsRegistry method) flatten() (in module openfl.native.native) Float32NumpyArrayToBytes (class in openfl.pipelines.pipeline) format_commands() (openfl.interface.cli.CLI method) format_epilog() (openfl.interface.cli.CLI method) format_help() (openfl.interface.cli.CLI method) format_help_text() (openfl.interface.cli.CLI method) format_options() (openfl.interface.cli.CLI method)

format_usage() (openfl.interface.cli.CLI method) forward() (openfl.pipelines.kc_pipeline.GZIPTransformer method) (openfl.pipelines.kc_pipeline.KCPipeline method) (openfl.pipelines.kc_pipeline.KmeansTransformer method) (openfl.pipelines.no_compression_pipeline.NoCompressionPipeline method) (openfl.pipelines.pipeline.Float32NumpyArrayToBytes method) (openfl.pipelines.pipeline.TransformationPipeline method) (openfl.pipelines.pipeline.Transformer method) (openfl.pipelines.random_shift_pipeline.RandomShiftPipeline method) (openfl.pipelines.random_shift_pipeline.RandomShiftTransformer method) (openfl.pipelines.skc_pipeline.GZIPTransformer method) (openfl.pipelines.skc_pipeline.KmeansTransformer method) (openfl.pipelines.skc_pipeline.SKCPipeline method) (openfl.pipelines.skc_pipeline.SparsityTransformer method) (openfl.pipelines.stc_pipeline.GZIPTransformer method) (openfl.pipelines.stc_pipeline.SparsityTransformer method) (openfl.pipelines.stc_pipeline.STCPipeline method) (openfl.pipelines.stc_pipeline.TernaryTransformer method) FqdnParamType (class in openfl.utilities.click_types) FrameworkAdapterPlugin (class in openfl.plugins.frameworks_adapters.keras_adapter) FrameworkAdapterPluginInterface (class in openfl.plugins.frameworks_adapters.framework_adapter_interface) freeze_plan() (in module openfl.interface.plan)

G

GaNDLFDataLoaderWrapper (class in openfl.federated.data.loader_gandlf) generate_cert_request() (in module openfl.interface.aggregator) (in module openfl.interface.collaborator) generate_csr() (in module openfl.cryptography.participant) generate_delta() (openfl.pipelines.tensor_codec.TensorCodec static method) generate_root_cert() (in module openfl.cryptography.ca) generate_signing_csr() (in module openfl.cryptography.ca) geometric_median() (in module openfl.interface.aggregation_functions.geometric_median) GeometricMedian (class in openfl.interface.aggregation_functions.geometric_median) get() (openfl.component.director.experiment.ExperimentsRegistry method) get_aggregated_tensor() (openfl.component.aggregator.aggregator.Aggregator method) (openfl.databases.tensor_db.TensorDB method) get_aggregated_tensor_from_aggregator() (openfl.component.collaborator.collaborator.Collaborator method) get_aggregation_type_for_task() (openfl.component.assigner.assigner.Assigner method) (openfl.component.assigner.custom_assigner.Assigner method) (openfl.component.assigner.random_grouped_assigner.RandomGroupedAssigner method) (openfl.component.assigner.static_grouped_assigner.StaticGroupedAssigner method) get_aggregator() (openfl.federated.plan.plan.Plan method) get_all_tasks_for_round() (openfl.component.assigner.assigner.Assigner method) (openfl.component.assigner.custom_assigner.Assigner method) (openfl.component.assigner.random_grouped_assigner.RandomGroupedAssigner method) (openfl.component.assigner.static_grouped_assigner.StaticGroupedAssigner method) get_assigner() (openfl.federated.plan.plan.Plan method) get_best_model() (openfl.transport.grpc.director_client.DirectorClient method) get_ca_bin_paths() (in module openfl.utilities.ca.ca) get_caller() (openfl.transport.grpc.director_server.DirectorGRPCServer method) get_client() (openfl.federated.plan.plan.Plan method) get_collaborator() (in module openfl.native.native) (openfl.federated.plan.plan.Plan method) get_collaborators_for_task() (openfl.component.assigner.assigner.Assigner method) (openfl.component.assigner.custom_assigner.Assigner method) (openfl.component.assigner.random_grouped_assigner.RandomGroupedAssigner method) (openfl.component.assigner.static_grouped_assigner.StaticGroupedAssigner method) get_command() (openfl.interface.cli.CLI method) get_core_task_runner() (openfl.federated.plan.plan.Plan method) get_csr_hash() (in module openfl.cryptography.io) get_cuda_version() (openfl.plugins.processing_units_monitor.cuda_device_monitor.CUDADeviceMonitor method) get_data_for_tensorkey() (openfl.component.collaborator.collaborator.Collaborator method) get_data_loader() (openfl.federated.plan.plan.Plan method) (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) get_dataloader() (in module openfl.utilities.dataloading) get_dataset_info() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) get_default() (openfl.utilities.click_types.InputSpec method) get_device_memory_total() (openfl.plugins.processing_units_monitor.cuda_device_monitor.CUDADeviceMonitor method) get_device_memory_utilized() (openfl.plugins.processing_units_monitor.cuda_device_monitor.CUDADeviceMonitor method) get_device_name() (openfl.plugins.processing_units_monitor.cuda_device_monitor.CUDADeviceMonitor method) get_device_utilization() (openfl.plugins.processing_units_monitor.cuda_device_monitor.CUDADeviceMonitor method) (openfl.plugins.processing_units_monitor.device_monitor.DeviceMonitor method) get_driver_version() (openfl.plugins.processing_units_monitor.cuda_device_monitor.CUDADeviceMonitor method) (openfl.plugins.processing_units_monitor.device_monitor.DeviceMonitor method) get_envoys() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) get_error_hint() (openfl.utilities.click_types.InputSpec method) get_experiment_data() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.ShardDirectorClient method) get_experiment_description() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) get_experiment_status() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) get_experiments_list() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) get_feature_shape() (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.federated.data.loader.DataLoader method) (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) (openfl.federated.data.loader_keras.KerasDataLoader method) (openfl.federated.data.loader_pt.PyTorchDataLoader method) get_fx_path() (in module openfl.interface.cli_helper) get_global_model() (in module openfl.interface.aggregation_functions.fed_bagging) get_header() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) get_headers() (in module openfl.protocols.utils) get_help() (openfl.interface.cli.CLI method) get_help_option() (openfl.interface.cli.CLI method) get_help_option_names() (openfl.interface.cli.CLI method) get_infer_loader() (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.federated.data.loader.DataLoader method) (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) (openfl.federated.data.loader_keras.KerasDataLoader method) (openfl.federated.data.loader_pt.PyTorchDataLoader method) get_label_count() (in module openfl.utilities.data_splitters.numpy) get_last_model() (openfl.transport.grpc.director_client.DirectorClient method) get_metavar() (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.IpAddressParamType method)

get_missing_message() (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.IpAddressParamType method) get_model() (in module openfl.interface.model) get_next_experiment() (openfl.component.director.experiment.ExperimentsRegistry method) get_numpy_dict_for_tensorkeys() (openfl.component.collaborator.collaborator.Collaborator method) get_plan() (in module openfl.native.native) get_registered_shards() (openfl.component.director.director.Director method) get_required_tensorkeys_for_function() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) get_serializer_plugin() (openfl.federated.plan.plan.Plan method) get_server() (openfl.federated.plan.plan.Plan method) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) get_short_help_str() (openfl.interface.cli.CLI method) get_straggler_handling_policy() (openfl.federated.plan.plan.Plan method) get_system_and_architecture() (in module openfl.utilities.ca.downloader) get_task_runner() (openfl.federated.plan.plan.Plan method) get_tasks() (openfl.component.aggregator.aggregator.Aggregator method) (openfl.component.collaborator.collaborator.Collaborator method) (openfl.federated.plan.plan.Plan method) get_tasks_for_collaborator() (openfl.component.assigner.assigner.Assigner method) (openfl.component.assigner.custom_assigner.Assigner method) (openfl.component.assigner.random_grouped_assigner.RandomGroupedAssigner method) (openfl.component.assigner.static_grouped_assigner.StaticGroupedAssigner method) get_templates() (in module openfl.interface.workspace) get_tensor_dict() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) (openfl.plugins.frameworks_adapters.framework_adapter_interface.FrameworkAdapterPluginInterface static method) (openfl.plugins.frameworks_adapters.keras_adapter.FrameworkAdapterPlugin static method) get_tensor_from_cache() (openfl.databases.tensor_db.TensorDB method) get_tensor_pipe() (openfl.federated.plan.plan.Plan method) get_token() (in module openfl.utilities.ca.ca) get_train_data_size() (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.federated.data.loader.DataLoader method) (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) (openfl.federated.data.loader_keras.KerasDataLoader method) (openfl.federated.data.loader_pt.PyTorchDataLoader method) (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) get_train_loader() (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.federated.data.loader.DataLoader method) (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) (openfl.federated.data.loader_keras.KerasDataLoader method) (openfl.federated.data.loader_pt.PyTorchDataLoader method) get_trained_model() (openfl.component.director.director.Director method) get_usage() (openfl.interface.cli.CLI method) get_user_experiments() (openfl.component.director.experiment.ExperimentsRegistry method) get_valid_data_size() (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.federated.data.loader.DataLoader method) (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) (openfl.federated.data.loader_keras.KerasDataLoader method) (openfl.federated.data.loader_pt.PyTorchDataLoader method) (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) get_valid_loader() (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.federated.data.loader.DataLoader method) (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) (openfl.federated.data.loader_keras.KerasDataLoader method) (openfl.federated.data.loader_pt.PyTorchDataLoader method) get_workspace_parameter() (in module openfl.interface.cli_helper) GetAggregatedTensor() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) GetDatasetInfo() (openfl.transport.grpc.director_server.DirectorGRPCServer method) GetEnvoys() (openfl.transport.grpc.director_server.DirectorGRPCServer method) GetExperimentData() (openfl.transport.grpc.director_server.DirectorGRPCServer method) GetExperimentDescription() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) (openfl.transport.grpc.director_server.DirectorGRPCServer method) GetExperimentsList() (openfl.transport.grpc.director_server.DirectorGRPCServer method) GetExperimentStatus() (openfl.transport.grpc.director_server.DirectorGRPCServer method) getfqdn_env() (in module openfl.utilities.utils) GetMetricStream() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) (openfl.transport.grpc.director_server.DirectorGRPCServer method) getName() (openfl.utilities.fed_timer.CustomThread method) GetTasks() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) GetTrainedModel() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) (openfl.transport.grpc.director_server.DirectorGRPCServer method) group() (openfl.interface.cli.CLI method) group_class (openfl.interface.cli.CLI attribute) GZIPTransformer (class in openfl.pipelines.kc_pipeline) (class in openfl.pipelines.skc_pipeline) (class in openfl.pipelines.stc_pipeline)

H

hash (openfl.federated.plan.plan.Plan property) hash_ (openfl.federated.plan.plan.Plan attribute)

headers_adder() (in module openfl.protocols.interceptors) human_readable_name (openfl.utilities.click_types.InputSpec property)

I

ident (openfl.utilities.fed_timer.CustomThread property) ignore_unknown_options (openfl.interface.cli.CLI attribute) import_() (openfl.federated.plan.plan.Plan static method) index() (openfl.utilities.types.LocalTensor method) (openfl.utilities.types.Metric method) (openfl.utilities.types.TaskResultKey method) (openfl.utilities.types.TensorKey method) init() (in module openfl.native.native) init_tensor_dict (openfl.component.director.experiment.Experiment attribute) initial_accumulator_value (openfl.utilities.optimizers.numpy.adagrad_optimizer.NumPyAdagrad attribute) (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam attribute) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi attribute) initialize_data_loader() (openfl.federated.plan.plan.Plan method) initialize_globals() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) initialize_tensorkeys_for_functions() (openfl.federated.task.task_runner.CoreTaskRunner method) InputSpec (class in openfl.utilities.click_types) install() (in module openfl.utilities.ca.ca) install_requirements (openfl.component.director.director.Director attribute) (openfl.component.envoy.envoy.Envoy attribute) (openfl.utilities.workspace.ExperimentWorkspace attribute)

interactive_api_get_server() (openfl.federated.plan.plan.Plan method) intercept_stream_unary() (openfl.transport.grpc.aggregator_client.RetryOnRpcErrorClientInterceptor method) intercept_unary_unary() (openfl.transport.grpc.aggregator_client.RetryOnRpcErrorClientInterceptor method) invoke() (openfl.interface.cli.CLI method) IpAddressParamType (class in openfl.utilities.click_types) is_alive() (openfl.utilities.fed_timer.CustomThread method) is_api_adress() (in module openfl.utilities.utils) is_coroutine (openfl.utilities.fed_timer.SyncAsyncTaskDecoFactory attribute) is_directory_traversal() (in module openfl.interface.workspace) (in module openfl.utilities.path_check) is_experiment_running (openfl.component.envoy.envoy.Envoy attribute) is_fqdn() (in module openfl.utilities.utils) is_lossy() (openfl.pipelines.kc_pipeline.KCPipeline method) (openfl.pipelines.no_compression_pipeline.NoCompressionPipeline method) (openfl.pipelines.pipeline.TransformationPipeline method) (openfl.pipelines.random_shift_pipeline.RandomShiftPipeline method) (openfl.pipelines.skc_pipeline.SKCPipeline method) (openfl.pipelines.stc_pipeline.STCPipeline method) isDaemon() (openfl.utilities.fed_timer.CustomThread method)

J

join() (openfl.utilities.fed_timer.CustomThread method)

K

KCPipeline (class in openfl.pipelines.kc_pipeline) KerasDataLoader (class in openfl.federated.data.loader_keras) KerasSerializer (class in openfl.plugins.interface_serializer.keras_serializer)

KmeansTransformer (class in openfl.pipelines.kc_pipeline) (class in openfl.pipelines.skc_pipeline) kwargs (openfl.federated.task.task_runner.CoreTaskRunner attribute) (openfl.utilities.fed_timer.CustomThread attribute)

L

lambda_opt (openfl.federated.task.fl_model.FederatedModel attribute) LambdaCallback (class in openfl.callbacks) last_tensor_dict (openfl.component.aggregator.aggregator.Aggregator attribute) learning_rate (openfl.utilities.optimizers.numpy.adagrad_optimizer.NumPyAdagrad attribute) (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam attribute) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi attribute) list_commands() (openfl.interface.cli.CLI method) listen_uri (openfl.transport.grpc.director_server.DirectorGRPCServer attribute) load() (openfl.federated.plan.plan.Plan static method) load_native() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) load_proto() (in module openfl.protocols.utils) loader_ (openfl.federated.plan.plan.Plan attribute) LocalTensor (class in openfl.utilities.types) lock (openfl.component.aggregator.aggregator.Aggregator attribute) log_dir (openfl.callbacks.MemoryProfiler attribute) (openfl.callbacks.MetricWriter attribute)

logger (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.component.director.director.Director attribute) (openfl.federated.plan.plan.Plan attribute) (openfl.federated.task.runner.TaskRunner attribute) (openfl.federated.task.task_runner.CoreTaskRunner attribute) (openfl.transport.grpc.aggregator_client.ConstantBackoff attribute) LogNormalNumPyDataSplitter (class in openfl.utilities.data_splitters.numpy) loss_fn (openfl.federated.task.fl_model.FederatedModel attribute) lossless_pipeline (openfl.pipelines.tensor_codec.TensorCodec attribute) lossy (openfl.pipelines.kc_pipeline.GZIPTransformer attribute) (openfl.pipelines.kc_pipeline.KmeansTransformer attribute) (openfl.pipelines.skc_pipeline.GZIPTransformer attribute) (openfl.pipelines.skc_pipeline.KmeansTransformer attribute) (openfl.pipelines.skc_pipeline.SparsityTransformer attribute) (openfl.pipelines.stc_pipeline.GZIPTransformer attribute) (openfl.pipelines.stc_pipeline.SparsityTransformer attribute) (openfl.pipelines.stc_pipeline.TernaryTransformer attribute)

M

main() (openfl.interface.cli.CLI method) make_context() (openfl.interface.cli.CLI method) make_parser() (openfl.interface.cli.CLI method) Median (class in openfl.interface.aggregation_functions.median) MemoryProfiler (class in openfl.callbacks) merge_configs() (in module openfl.utilities.utils) Metric (class in openfl.utilities.types) metric_queue (openfl.component.aggregator.aggregator.Aggregator attribute) MetricWriter (class in openfl.callbacks) MockDataLoader (class in openfl.utilities.mocks) model (openfl.federated.task.fl_model.FederatedModel attribute) model_interface (openfl.utilities.optimizers.numpy.adagrad_optimizer.NumPyAdagrad attribute) (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam attribute) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi attribute) model_proto_to_bytes_and_metadata() (in module openfl.protocols.utils) module openfl.callbacks openfl.component openfl.component.aggregator openfl.component.aggregator.aggregator openfl.component.assigner openfl.component.assigner.assigner openfl.component.assigner.custom_assigner openfl.component.assigner.random_grouped_assigner openfl.component.assigner.static_grouped_assigner openfl.component.assigner.tasks openfl.component.collaborator openfl.component.collaborator.collaborator openfl.component.director openfl.component.director.director openfl.component.director.experiment openfl.component.envoy openfl.component.envoy.envoy openfl.component.straggler_handling_functions openfl.component.straggler_handling_functions.cutoff_time_based_straggler_handling openfl.component.straggler_handling_functions.percentage_based_straggler_handling openfl.component.straggler_handling_functions.straggler_handling_function openfl.cryptography openfl.cryptography.ca openfl.cryptography.io openfl.cryptography.participant openfl.databases openfl.databases.tensor_db openfl.databases.utilities openfl.databases.utilities.dataframe openfl.experimental openfl.federated openfl.federated.data openfl.federated.data.federated_data openfl.federated.data.loader openfl.federated.data.loader_gandlf openfl.federated.data.loader_keras openfl.federated.data.loader_pt openfl.federated.plan openfl.federated.plan.plan openfl.federated.task openfl.federated.task.fl_model openfl.federated.task.runner openfl.federated.task.task_runner openfl.interface openfl.interface.aggregation_functions openfl.interface.aggregation_functions.adagrad_adaptive_aggregation openfl.interface.aggregation_functions.adam_adaptive_aggregation openfl.interface.aggregation_functions.core openfl.interface.aggregation_functions.core.adaptive_aggregation openfl.interface.aggregation_functions.core.interface openfl.interface.aggregation_functions.experimental openfl.interface.aggregation_functions.experimental.privileged_aggregation openfl.interface.aggregation_functions.fed_bagging openfl.interface.aggregation_functions.fedcurv_weighted_average openfl.interface.aggregation_functions.geometric_median openfl.interface.aggregation_functions.median openfl.interface.aggregation_functions.weighted_average openfl.interface.aggregation_functions.yogi_adaptive_aggregation openfl.interface.aggregator openfl.interface.cli openfl.interface.cli_helper openfl.interface.collaborator openfl.interface.director openfl.interface.envoy openfl.interface.experimental openfl.interface.model openfl.interface.pki openfl.interface.plan openfl.interface.tutorial openfl.interface.workspace openfl.native openfl.native.native openfl.pipelines openfl.pipelines.kc_pipeline openfl.pipelines.no_compression_pipeline openfl.pipelines.pipeline openfl.pipelines.random_shift_pipeline openfl.pipelines.skc_pipeline openfl.pipelines.stc_pipeline openfl.pipelines.tensor_codec openfl.plugins openfl.plugins.frameworks_adapters openfl.plugins.frameworks_adapters.framework_adapter_interface openfl.plugins.frameworks_adapters.keras_adapter openfl.plugins.interface_serializer openfl.plugins.interface_serializer.cloudpickle_serializer openfl.plugins.interface_serializer.keras_serializer openfl.plugins.interface_serializer.serializer_interface openfl.plugins.processing_units_monitor openfl.plugins.processing_units_monitor.cuda_device_monitor openfl.plugins.processing_units_monitor.device_monitor openfl.protocols openfl.protocols.interceptors openfl.protocols.utils openfl.transport openfl.transport.grpc openfl.transport.grpc.aggregator_client openfl.transport.grpc.aggregator_server openfl.transport.grpc.director_client openfl.transport.grpc.director_server openfl.transport.grpc.exceptions openfl.transport.grpc.grpc_channel_options openfl.utilities openfl.utilities.ca openfl.utilities.ca.ca openfl.utilities.ca.downloader openfl.utilities.checks openfl.utilities.click_types openfl.utilities.data_splitters openfl.utilities.data_splitters.data_splitter openfl.utilities.data_splitters.numpy openfl.utilities.dataloading openfl.utilities.fed_timer openfl.utilities.fedcurv openfl.utilities.logs openfl.utilities.mocks openfl.utilities.optimizers openfl.utilities.optimizers.keras openfl.utilities.optimizers.numpy openfl.utilities.optimizers.numpy.adagrad_optimizer openfl.utilities.optimizers.numpy.adam_optimizer openfl.utilities.optimizers.numpy.base_optimizer openfl.utilities.optimizers.numpy.yogi_optimizer openfl.utilities.optimizers.torch openfl.utilities.path_check openfl.utilities.split openfl.utilities.types openfl.utilities.utils openfl.utilities.workspace

mro() (openfl.utilities.types.SingletonABCMeta method) mutex (openfl.databases.tensor_db.TensorDB attribute)

N

n_cluster (openfl.pipelines.kc_pipeline.KCPipeline attribute) (openfl.pipelines.kc_pipeline.KmeansTransformer attribute) (openfl.pipelines.skc_pipeline.KmeansTransformer attribute) (openfl.pipelines.skc_pipeline.SKCPipeline attribute) name (openfl.component.director.experiment.Experiment attribute) (openfl.component.envoy.envoy.Envoy attribute) (openfl.interface.cli.CLI attribute) (openfl.utilities.click_types.FqdnParamType attribute), [1] (openfl.utilities.click_types.IpAddressParamType attribute), [1] (openfl.utilities.fed_timer.CustomThread attribute) (openfl.utilities.fed_timer.CustomThread property) (openfl.utilities.types.Metric attribute)

name_ (openfl.federated.plan.plan.Plan attribute) named_tensor_to_nparray() (openfl.component.collaborator.collaborator.Collaborator method) native_id (openfl.utilities.fed_timer.CustomThread property) NoCompressionPipeline (class in openfl.pipelines.no_compression_pipeline) None (openfl.federated.data.loader.DataLoader attribute) nparray_to_named_tensor() (openfl.component.collaborator.collaborator.Collaborator method) NumPyAdagrad (class in openfl.utilities.optimizers.numpy.adagrad_optimizer) NumPyAdam (class in openfl.utilities.optimizers.numpy.adam_optimizer) NumPyDataSplitter (class in openfl.utilities.data_splitters.numpy) NumPyYogi (class in openfl.utilities.optimizers.numpy.yogi_optimizer)

O

one_hot() (in module openfl.utilities.data_splitters.numpy) openfl.callbacks module openfl.component module openfl.component.aggregator module openfl.component.aggregator.aggregator module openfl.component.assigner module openfl.component.assigner.assigner module openfl.component.assigner.custom_assigner module openfl.component.assigner.random_grouped_assigner module openfl.component.assigner.static_grouped_assigner module openfl.component.assigner.tasks module openfl.component.collaborator module openfl.component.collaborator.collaborator module openfl.component.director module openfl.component.director.director module openfl.component.director.experiment module openfl.component.envoy module openfl.component.envoy.envoy module openfl.component.straggler_handling_functions module openfl.component.straggler_handling_functions.cutoff_time_based_straggler_handling module openfl.component.straggler_handling_functions.percentage_based_straggler_handling module openfl.component.straggler_handling_functions.straggler_handling_function module openfl.cryptography module openfl.cryptography.ca module openfl.cryptography.io module openfl.cryptography.participant module openfl.databases module openfl.databases.tensor_db module openfl.databases.utilities module openfl.databases.utilities.dataframe module openfl.experimental module openfl.federated module openfl.federated.data module openfl.federated.data.federated_data module openfl.federated.data.loader module openfl.federated.data.loader_gandlf module openfl.federated.data.loader_keras module openfl.federated.data.loader_pt module openfl.federated.plan module openfl.federated.plan.plan module openfl.federated.task module openfl.federated.task.fl_model module openfl.federated.task.runner module openfl.federated.task.task_runner module openfl.interface module openfl.interface.aggregation_functions module openfl.interface.aggregation_functions.adagrad_adaptive_aggregation module openfl.interface.aggregation_functions.adam_adaptive_aggregation module openfl.interface.aggregation_functions.core module openfl.interface.aggregation_functions.core.adaptive_aggregation module openfl.interface.aggregation_functions.core.interface module openfl.interface.aggregation_functions.experimental module openfl.interface.aggregation_functions.experimental.privileged_aggregation module openfl.interface.aggregation_functions.fed_bagging module openfl.interface.aggregation_functions.fedcurv_weighted_average module openfl.interface.aggregation_functions.geometric_median module openfl.interface.aggregation_functions.median module openfl.interface.aggregation_functions.weighted_average module openfl.interface.aggregation_functions.yogi_adaptive_aggregation module openfl.interface.aggregator module openfl.interface.cli module openfl.interface.cli_helper module openfl.interface.collaborator module openfl.interface.director module openfl.interface.envoy module openfl.interface.experimental module openfl.interface.model module

openfl.interface.pki module openfl.interface.plan module openfl.interface.tutorial module openfl.interface.workspace module openfl.native module openfl.native.native module openfl.pipelines module openfl.pipelines.kc_pipeline module openfl.pipelines.no_compression_pipeline module openfl.pipelines.pipeline module openfl.pipelines.random_shift_pipeline module openfl.pipelines.skc_pipeline module openfl.pipelines.stc_pipeline module openfl.pipelines.tensor_codec module openfl.plugins module openfl.plugins.frameworks_adapters module openfl.plugins.frameworks_adapters.framework_adapter_interface module openfl.plugins.frameworks_adapters.keras_adapter module openfl.plugins.interface_serializer module openfl.plugins.interface_serializer.cloudpickle_serializer module openfl.plugins.interface_serializer.keras_serializer module openfl.plugins.interface_serializer.serializer_interface module openfl.plugins.processing_units_monitor module openfl.plugins.processing_units_monitor.cuda_device_monitor module openfl.plugins.processing_units_monitor.device_monitor module openfl.protocols module openfl.protocols.interceptors module openfl.protocols.utils module openfl.transport module openfl.transport.grpc module openfl.transport.grpc.aggregator_client module openfl.transport.grpc.aggregator_server module openfl.transport.grpc.director_client module openfl.transport.grpc.director_server module openfl.transport.grpc.exceptions module openfl.transport.grpc.grpc_channel_options module openfl.utilities module openfl.utilities.ca module openfl.utilities.ca.ca module openfl.utilities.ca.downloader module openfl.utilities.checks module openfl.utilities.click_types module openfl.utilities.data_splitters module openfl.utilities.data_splitters.data_splitter module openfl.utilities.data_splitters.numpy module openfl.utilities.dataloading module openfl.utilities.fed_timer module openfl.utilities.fedcurv module openfl.utilities.logs module openfl.utilities.mocks module openfl.utilities.optimizers module openfl.utilities.optimizers.keras module openfl.utilities.optimizers.numpy module openfl.utilities.optimizers.numpy.adagrad_optimizer module openfl.utilities.optimizers.numpy.adam_optimizer module openfl.utilities.optimizers.numpy.base_optimizer module openfl.utilities.optimizers.numpy.yogi_optimizer module openfl.utilities.optimizers.torch module openfl.utilities.path_check module openfl.utilities.split module openfl.utilities.types module openfl.utilities.utils module openfl.utilities.workspace module opt_treatment (openfl.component.collaborator.collaborator.Collaborator attribute) (openfl.federated.task.runner.TaskRunner attribute) (openfl.federated.task.task_runner.CoreTaskRunner attribute) Optimizer (class in openfl.utilities.optimizers.numpy.base_optimizer) optimizer (openfl.federated.task.fl_model.FederatedModel attribute) OptTreatment (class in openfl.component.collaborator.collaborator) origin (openfl.utilities.types.TensorKey attribute) owner (openfl.utilities.types.TaskResultKey attribute)

P

p (openfl.pipelines.kc_pipeline.KCPipeline attribute) (openfl.pipelines.skc_pipeline.SKCPipeline attribute) (openfl.pipelines.skc_pipeline.SparsityTransformer attribute) (openfl.pipelines.stc_pipeline.SparsityTransformer attribute) (openfl.pipelines.stc_pipeline.STCPipeline attribute) params (openfl.callbacks.Callback attribute) (openfl.callbacks.CallbackList attribute) (openfl.interface.cli.CLI attribute) (openfl.utilities.optimizers.numpy.adagrad_optimizer.NumPyAdagrad attribute) (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam attribute) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi attribute) parse() (openfl.federated.plan.plan.Plan static method) parse_args() (openfl.interface.cli.CLI method) pending_experiments (openfl.component.director.experiment.ExperimentsRegistry property) PercentageBasedStragglerHandling (class in openfl.component.straggler_handling_functions.percentage_based_straggler_handling)

pipe_ (openfl.federated.plan.plan.Plan attribute) Plan (class in openfl.federated.plan.plan) plan_path (openfl.component.director.experiment.Experiment attribute) PrepareTask (class in openfl.utilities.fed_timer) pretty() (in module openfl.interface.cli_helper) print_tree() (in module openfl.interface.cli_helper) private_key (openfl.component.director.director.Director attribute) (openfl.component.envoy.envoy.Envoy attribute) (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) (openfl.transport.grpc.director_server.DirectorGRPCServer attribute) PrivilegedAggregationFunction (class in openfl.interface.aggregation_functions.experimental.privileged_aggregation) prompt_for_value() (openfl.utilities.click_types.InputSpec method) proto_to_datastream() (in module openfl.protocols.utils) PyTorchDataLoader (class in openfl.federated.data.loader_pt)

Q

quit_job_sent_to (openfl.component.aggregator.aggregator.Aggregator attribute)

R

random_seed (openfl.federated.data.loader_pt.PyTorchDataLoader attribute) RandomGroupedAssigner (class in openfl.component.assigner.random_grouped_assigner) RandomNumPyDataSplitter (class in openfl.utilities.data_splitters.numpy) RandomShiftPipeline (class in openfl.pipelines.random_shift_pipeline) RandomShiftTransformer (class in openfl.pipelines.random_shift_pipeline) read_crt() (in module openfl.cryptography.io) read_csr() (in module openfl.cryptography.io) read_key() (in module openfl.cryptography.io) rebuild_model() (openfl.federated.task.task_runner.CoreTaskRunner method) reconnect() (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient method) reconnect_interval (openfl.transport.grpc.aggregator_client.ConstantBackoff attribute) register() (openfl.utilities.types.SingletonABCMeta method) register_collaborator() (in module openfl.interface.collaborator) register_data_path() (in module openfl.interface.collaborator) remove() (openfl.component.director.experiment.ExperimentsRegistry method) remove_archive (openfl.utilities.workspace.ExperimentWorkspace attribute) remove_ca() (in module openfl.utilities.ca.ca) remove_experiment_data() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) remove_line_from_file() (in module openfl.interface.cli_helper) RemoveExperimentData() (openfl.transport.grpc.director_server.DirectorGRPCServer method) replace_line_in_file() (in module openfl.interface.cli_helper) report (openfl.utilities.types.TensorKey attribute) report_shard_info() (openfl.transport.grpc.director_client.ShardDirectorClient method) require_client_auth (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) required_tensorkeys_for_function (openfl.federated.task.task_runner.CoreTaskRunner attribute) RESET (openfl.component.collaborator.collaborator.OptTreatment attribute) reset_opt_vars() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) reset_policy_for_round() (openfl.component.straggler_handling_functions.cutoff_time_based_straggler_handling.CutoffTimeBasedStragglerHandling method) (openfl.component.straggler_handling_functions.percentage_based_straggler_handling.PercentageBasedStragglerHandling method) (openfl.component.straggler_handling_functions.straggler_handling_function.StragglerHandlingPolicy method)

resolve() (openfl.federated.plan.plan.Plan method) restore_object() (openfl.federated.plan.plan.Plan method) (openfl.plugins.interface_serializer.cloudpickle_serializer.CloudpickleSerializer static method) (openfl.plugins.interface_serializer.keras_serializer.KerasSerializer static method) (openfl.plugins.interface_serializer.serializer_interface.Serializer static method) result() (openfl.utilities.fed_timer.CustomThread method) result_callback() (openfl.interface.cli.CLI method) RetryOnRpcErrorClientInterceptor (class in openfl.transport.grpc.aggregator_client) review_experiment() (openfl.component.director.experiment.Experiment method) review_plan_callback (openfl.component.director.director.Director attribute) (openfl.component.envoy.envoy.Envoy attribute) review_plan_callback() (in module openfl.interface.cli) rmtree() (in module openfl.utilities.utils) root_certificate (openfl.component.director.director.Director attribute) (openfl.component.envoy.envoy.Envoy attribute) (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) (openfl.transport.grpc.director_server.DirectorGRPCServer attribute) round_number (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.utilities.types.TaskResultKey attribute) (openfl.utilities.types.TensorKey attribute) rounds (openfl.component.assigner.assigner.Assigner attribute) rounds_to_train (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.component.assigner.custom_assigner.Assigner attribute) run() (in module openfl.interface.pki) (openfl.component.collaborator.collaborator.Collaborator method) (openfl.component.envoy.envoy.Envoy method) (openfl.utilities.fed_timer.CustomThread method) run_aggregator_atask (openfl.component.director.experiment.Experiment attribute) run_ca() (in module openfl.utilities.ca.ca) run_experiment() (in module openfl.native.native) run_simulation() (openfl.component.collaborator.collaborator.Collaborator method) runner (openfl.federated.task.fl_model.FederatedModel attribute) runner_ (openfl.federated.plan.plan.Plan attribute) running_experiments (openfl.component.envoy.envoy.Envoy attribute)

S

sample_shape (openfl.component.director.director.Director attribute) save_native() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) send_health_check() (openfl.component.envoy.envoy.Envoy method) (openfl.transport.grpc.director_client.ShardDirectorClient method) send_local_task_results() (openfl.component.aggregator.aggregator.Aggregator method) send_task_results() (openfl.component.collaborator.collaborator.Collaborator method) sender (openfl.component.director.experiment.Experiment attribute) SendLocalTaskResults() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) serialization_setup() (openfl.plugins.frameworks_adapters.framework_adapter_interface.FrameworkAdapterPluginInterface static method) (openfl.plugins.frameworks_adapters.keras_adapter.FrameworkAdapterPlugin static method) serialize() (openfl.plugins.interface_serializer.cloudpickle_serializer.CloudpickleSerializer static method) (openfl.plugins.interface_serializer.keras_serializer.KerasSerializer static method) (openfl.plugins.interface_serializer.serializer_interface.Serializer static method) Serializer (class in openfl.plugins.interface_serializer.serializer_interface) serializer_ (openfl.federated.plan.plan.Plan attribute) serve() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) server (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) (openfl.transport.grpc.director_server.DirectorGRPCServer attribute) server_ (openfl.federated.plan.plan.Plan attribute) server_credentials (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) set_available_devices() (openfl.component.collaborator.collaborator.Collaborator method) set_data_loader() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) set_dataloaders() (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper method) set_directory() (in module openfl.utilities.workspace) set_experiment_failed() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.ShardDirectorClient method) set_framework_adapter() (openfl.federated.task.task_runner.CoreTaskRunner method) set_logger() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) set_lossless_pipeline() (openfl.pipelines.tensor_codec.TensorCodec method) set_model_provider() (openfl.federated.task.task_runner.CoreTaskRunner method) set_new_experiment() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) set_optimizer_treatment() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) set_task_provider() (openfl.federated.task.task_runner.CoreTaskRunner method) set_tensor_dict() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) (openfl.federated.task.task_runner.CoreTaskRunner method) (openfl.plugins.frameworks_adapters.framework_adapter_interface.FrameworkAdapterPluginInterface static method) (openfl.plugins.frameworks_adapters.keras_adapter.FrameworkAdapterPlugin static method) setDaemon() (openfl.utilities.fed_timer.CustomThread method) SetExperimentFailed() (openfl.transport.grpc.director_server.DirectorGRPCServer method) setName() (openfl.utilities.fed_timer.CustomThread method) SetNewExperiment() (openfl.transport.grpc.director_server.DirectorGRPCServer method) setup() (openfl.federated.task.fl_model.FederatedModel method) setup_loggers() (in module openfl.utilities.logs) setup_logging() (in module openfl.interface.cli) (in module openfl.native.native) setup_plan() (in module openfl.native.native) shard_descriptor (openfl.component.envoy.envoy.Envoy attribute) shard_descriptor_from_config() (in module openfl.interface.envoy) shard_name (openfl.transport.grpc.director_client.ShardDirectorClient attribute) ShardDirectorClient (class in openfl.transport.grpc.director_client)

ShardNotFoundError, [1] shell_complete() (openfl.interface.cli.CLI method) (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.InputSpec method) (openfl.utilities.click_types.IpAddressParamType method) show_header() (in module openfl.interface.cli) sign_certificate() (in module openfl.cryptography.ca) single_col_cert_common_name (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.component.collaborator.collaborator.Collaborator attribute) (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) SingletonABCMeta (class in openfl.utilities.types) SKCPipeline (class in openfl.pipelines.skc_pipeline) sleep() (openfl.transport.grpc.aggregator_client.ConstantBackoff method) sleeping_policy (openfl.transport.grpc.aggregator_client.RetryOnRpcErrorClientInterceptor attribute) SparsityTransformer (class in openfl.pipelines.skc_pipeline) (class in openfl.pipelines.stc_pipeline) split() (openfl.federated.data.federated_data.FederatedDataSet method) (openfl.utilities.data_splitters.data_splitter.DataSplitter method) (openfl.utilities.data_splitters.numpy.DirichletNumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.EqualNumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.LogNormalNumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.NumPyDataSplitter method) (openfl.utilities.data_splitters.numpy.RandomNumPyDataSplitter method) split_envvar_value() (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.IpAddressParamType method) split_tensor_dict_by_types() (in module openfl.utilities.split) split_tensor_dict_for_holdouts() (in module openfl.utilities.split) split_tensor_dict_into_floats_and_non_floats() (in module openfl.utilities.split) start() (openfl.component.director.experiment.Experiment method) (openfl.component.envoy.envoy.Envoy method) (openfl.transport.grpc.director_server.DirectorGRPCServer method) (openfl.utilities.fed_timer.CustomThread method) start_experiment_execution_loop() (openfl.component.director.director.Director method) start_policy() (openfl.component.straggler_handling_functions.cutoff_time_based_straggler_handling.CutoffTimeBasedStragglerHandling method) (openfl.component.straggler_handling_functions.percentage_based_straggler_handling.PercentageBasedStragglerHandling method) (openfl.component.straggler_handling_functions.straggler_handling_function.StragglerHandlingPolicy method) StaticGroupedAssigner (class in openfl.component.assigner.static_grouped_assigner) Status (class in openfl.component.director.experiment) status (openfl.component.director.experiment.Experiment attribute) status_for_retry (openfl.transport.grpc.aggregator_client.RetryOnRpcErrorClientInterceptor attribute) STCPipeline (class in openfl.pipelines.stc_pipeline) step() (openfl.utilities.optimizers.numpy.adagrad_optimizer.NumPyAdagrad method) (openfl.utilities.optimizers.numpy.adam_optimizer.NumPyAdam method) (openfl.utilities.optimizers.numpy.base_optimizer.Optimizer method) (openfl.utilities.optimizers.numpy.yogi_optimizer.NumPyYogi method) stop() (openfl.component.aggregator.aggregator.Aggregator method) straggler_cutoff_check() (openfl.component.straggler_handling_functions.cutoff_time_based_straggler_handling.CutoffTimeBasedStragglerHandling method) (openfl.component.straggler_handling_functions.percentage_based_straggler_handling.PercentageBasedStragglerHandling method) (openfl.component.straggler_handling_functions.straggler_handling_function.StragglerHandlingPolicy method) straggler_handling_policy (openfl.component.aggregator.aggregator.Aggregator attribute) straggler_policy_ (openfl.federated.plan.plan.Plan attribute) StragglerHandlingPolicy (class in openfl.component.straggler_handling_functions.straggler_handling_function) stragglers (openfl.component.aggregator.aggregator.Aggregator attribute) stream_metrics() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.DirectorClient method) stub (openfl.transport.grpc.director_client.DirectorClient attribute) (openfl.transport.grpc.director_client.ShardDirectorClient attribute) switch_plan() (in module openfl.interface.plan) sync_execute() (openfl.utilities.fed_timer.PrepareTask method) SyncAsyncTaskDecoFactory (class in openfl.utilities.fed_timer)

T

tags (openfl.utilities.types.TensorKey attribute) target (openfl.utilities.fed_timer.CustomThread attribute) target_shape (openfl.component.director.director.Director attribute) Task (class in openfl.component.assigner.tasks) task_config (openfl.component.collaborator.collaborator.Collaborator attribute) task_group_collaborators (openfl.component.assigner.assigner.Assigner attribute) task_name (openfl.utilities.types.TaskResultKey attribute) TASK_REGISTRY (openfl.federated.task.task_runner.CoreTaskRunner attribute) task_runner (openfl.component.collaborator.collaborator.Collaborator attribute) task_type (openfl.component.assigner.tasks.TrainTask attribute) (openfl.component.assigner.tasks.ValidateTask attribute) TaskResultKey (class in openfl.utilities.types) TaskRunner (class in openfl.federated.task.runner) tensor (openfl.utilities.types.LocalTensor attribute) tensor_codec (openfl.component.aggregator.aggregator.Aggregator attribute) tensor_db (openfl.callbacks.Callback attribute) (openfl.callbacks.CallbackList attribute) (openfl.component.aggregator.aggregator.Aggregator attribute) (openfl.databases.tensor_db.TensorDB attribute) tensor_dict_split_fn_kwargs (openfl.federated.task.fl_model.FederatedModel attribute) (openfl.federated.task.runner.TaskRunner attribute) (openfl.federated.task.task_runner.CoreTaskRunner attribute) tensor_name (openfl.utilities.types.TensorKey attribute)

TensorCodec (class in openfl.pipelines.tensor_codec) TensorDB (class in openfl.databases.tensor_db) TensorKey (class in openfl.utilities.types) TernaryTransformer (class in openfl.pipelines.stc_pipeline) timeout (openfl.utilities.fed_timer.fedtiming attribute) tls (openfl.component.director.director.Director attribute) (openfl.transport.grpc.director_server.DirectorGRPCServer attribute) to_info_dict() (openfl.interface.cli.CLI method) (openfl.utilities.click_types.FqdnParamType method) (openfl.utilities.click_types.InputSpec method) (openfl.utilities.click_types.IpAddressParamType method) tqdm_report_hook() (in module openfl.utilities.utils) train_batches() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method) train_csv (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper attribute) train_dataloader (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper attribute) train_splitter (openfl.federated.data.federated_data.FederatedDataSet attribute) training_round_completed (openfl.federated.task.task_runner.CoreTaskRunner attribute) TrainTask (class in openfl.component.assigner.tasks) TransformationPipeline (class in openfl.pipelines.pipeline) Transformer (class in openfl.pipelines.pipeline) transformers (openfl.pipelines.pipeline.TransformationPipeline attribute) type_cast_value() (openfl.utilities.click_types.InputSpec method)

U

unflatten() (in module openfl.native.native) update_envoy_status() (openfl.component.director.director.Director method) update_plan() (in module openfl.native.native) UpdateEnvoyStatus() (openfl.transport.grpc.director_server.DirectorGRPCServer method) UpdateShardInfo() (openfl.transport.grpc.director_server.DirectorGRPCServer method) uri (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) (openfl.transport.grpc.aggregator_client.ConstantBackoff attribute) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute)

use_tensorboard (openfl.callbacks.MetricWriter attribute) use_tls (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient attribute) (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer attribute) users (openfl.component.director.experiment.Experiment attribute) uuid (openfl.component.aggregator.aggregator.Aggregator attribute)

V

val_csv (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper attribute) val_dataloader (openfl.federated.data.loader_gandlf.GaNDLFDataLoaderWrapper attribute) valid_collaborator_cn_and_id() (openfl.component.aggregator.aggregator.Aggregator method) valid_splitter (openfl.federated.data.federated_data.FederatedDataSet attribute) validate() (openfl.federated.task.fl_model.FederatedModel method) (openfl.federated.task.runner.TaskRunner method)

validate_collaborator() (openfl.transport.grpc.aggregator_server.AggregatorGRPCServer method) validate_file_hash() (in module openfl.utilities.utils) validate_response() (openfl.transport.grpc.aggregator_client.AggregatorGRPCClient method) ValidateTask (class in openfl.component.assigner.tasks) value (openfl.utilities.types.Metric attribute)

W

wait_experiment() (openfl.component.director.director.Director method) (openfl.transport.grpc.director_client.ShardDirectorClient method) WaitExperiment() (openfl.transport.grpc.director_server.DirectorGRPCServer method) weight (openfl.utilities.types.LocalTensor attribute) weighted_average() (in module openfl.interface.aggregation_functions.weighted_average)

WeightedAverage (class in openfl.interface.aggregation_functions.weighted_average) wrapper() (openfl.utilities.fed_timer.fedtiming method) (openfl.utilities.fed_timer.SyncAsyncTaskDecoFactory method) write_crt() (in module openfl.cryptography.io) write_key() (in module openfl.cryptography.io) write_logs (openfl.component.aggregator.aggregator.Aggregator attribute)

X

X_train (openfl.federated.data.loader_keras.KerasDataLoader attribute) (openfl.federated.data.loader_pt.PyTorchDataLoader attribute)

X_valid (openfl.federated.data.loader_keras.KerasDataLoader attribute) (openfl.federated.data.loader_pt.PyTorchDataLoader attribute)

Y

y_train (openfl.federated.data.loader_keras.KerasDataLoader attribute) (openfl.federated.data.loader_pt.PyTorchDataLoader attribute)

y_valid (openfl.federated.data.loader_keras.KerasDataLoader attribute) (openfl.federated.data.loader_pt.PyTorchDataLoader attribute) YogiAdaptiveAggregation (class in openfl.interface.aggregation_functions.yogi_adaptive_aggregation)