fl4health.parameter_exchange package

Submodules

• fl4health.parameter_exchange.fedpm_exchanger module
  • FedPmExchanger
    • FedPmExchanger.__init__()
    • FedPmExchanger.pull_parameters()
• fl4health.parameter_exchange.full_exchanger module
  • FullParameterExchanger
    • FullParameterExchanger.pull_parameters()
    • FullParameterExchanger.push_parameters()
• fl4health.parameter_exchange.layer_exchanger module
  • DynamicLayerExchanger
    • DynamicLayerExchanger.__init__()
    • DynamicLayerExchanger.pull_parameters()
    • DynamicLayerExchanger.push_parameters()
    • DynamicLayerExchanger.select_parameters()
  • FixedLayerExchanger
    • FixedLayerExchanger.__init__()
    • FixedLayerExchanger.apply_layer_filter()
    • FixedLayerExchanger.pull_parameters()
    • FixedLayerExchanger.push_parameters()
  • LayerExchangerWithExclusions
    • LayerExchangerWithExclusions.__init__()
    • LayerExchangerWithExclusions.apply_layer_filter()
    • LayerExchangerWithExclusions.get_layers_to_transfer()
    • LayerExchangerWithExclusions.pull_parameters()
    • LayerExchangerWithExclusions.push_parameters()
    • LayerExchangerWithExclusions.should_layer_be_excluded()
    • LayerExchangerWithExclusions.should_module_be_excluded()
• fl4health.parameter_exchange.packing_exchanger module
  • FullParameterExchangerWithPacking
    • FullParameterExchangerWithPacking.__init__()
    • FullParameterExchangerWithPacking.pack_parameters()
    • FullParameterExchangerWithPacking.unpack_parameters()
• fl4health.parameter_exchange.parameter_exchanger_base module
  • ParameterExchanger
    • ParameterExchanger.pull_parameters()
    • ParameterExchanger.push_parameters()
• fl4health.parameter_exchange.parameter_packer module
  • ParameterPacker
    • ParameterPacker.pack_parameters()
    • ParameterPacker.unpack_parameters()
  • ParameterPackerAdaptiveConstraint
    • ParameterPackerAdaptiveConstraint.pack_parameters()
    • ParameterPackerAdaptiveConstraint.unpack_parameters()
  • ParameterPackerWithClippingBit
    • ParameterPackerWithClippingBit.pack_parameters()
    • ParameterPackerWithClippingBit.unpack_parameters()
  • ParameterPackerWithControlVariates
    • ParameterPackerWithControlVariates.__init__()
    • ParameterPackerWithControlVariates.pack_parameters()
    • ParameterPackerWithControlVariates.unpack_parameters()
  • ParameterPackerWithLayerNames
    • ParameterPackerWithLayerNames.pack_parameters()
    • ParameterPackerWithLayerNames.unpack_parameters()
  • SparseCooParameterPacker
    • SparseCooParameterPacker.extract_coo_info_from_dense()
    • SparseCooParameterPacker.pack_parameters()
    • SparseCooParameterPacker.unpack_parameters()
• fl4health.parameter_exchange.parameter_selection_criteria module
  • LayerSelectionFunctionConstructor
    • LayerSelectionFunctionConstructor.__init__()
    • LayerSelectionFunctionConstructor.select_by_percentage()
    • LayerSelectionFunctionConstructor.select_by_threshold()
  • largest_final_magnitude_scores()
  • largest_increase_in_magnitude_scores()
  • largest_magnitude_change_scores()
  • select_layers_by_percentage()
  • select_layers_by_threshold()
  • select_scores_and_sample_masks()
  • smallest_final_magnitude_scores()
  • smallest_increase_in_magnitude_scores()
  • smallest_magnitude_change_scores()
• fl4health.parameter_exchange.partial_parameter_exchanger module
  • PartialParameterExchanger
    • PartialParameterExchanger.__init__()
    • PartialParameterExchanger.pack_parameters()
    • PartialParameterExchanger.select_parameters()
    • PartialParameterExchanger.unpack_parameters()
• fl4health.parameter_exchange.sparse_coo_parameter_exchanger module
  • SparseCooParameterExchanger
    • SparseCooParameterExchanger.__init__()
    • SparseCooParameterExchanger.generate_parameter_scores()
    • SparseCooParameterExchanger.pull_parameters()
    • SparseCooParameterExchanger.push_parameters()
    • SparseCooParameterExchanger.select_parameters()