fl4health.strategies package

Submodules

• fl4health.strategies.aggregate_utils module
  • aggregate_losses()
  • aggregate_results()
• fl4health.strategies.basic_fedavg module
  • BasicFedAvg
    • BasicFedAvg.__init__()
    • BasicFedAvg.add_auxiliary_information()
    • BasicFedAvg.aggregate_evaluate()
    • BasicFedAvg.aggregate_fit()
    • BasicFedAvg.configure_evaluate()
    • BasicFedAvg.configure_fit()
    • BasicFedAvg.configure_poll()
  • OpacusBasicFedAvg
    • OpacusBasicFedAvg.__init__()
• fl4health.strategies.client_dp_fedavgm module
  • ClientLevelDPFedAvgM
    • ClientLevelDPFedAvgM.__init__()
    • ClientLevelDPFedAvgM.add_auxiliary_information()
    • ClientLevelDPFedAvgM.aggregate_fit()
    • ClientLevelDPFedAvgM.calculate_update_with_momentum()
    • ClientLevelDPFedAvgM.configure_evaluate()
    • ClientLevelDPFedAvgM.configure_fit()
    • ClientLevelDPFedAvgM.modify_noise_multiplier()
    • ClientLevelDPFedAvgM.split_model_weights_and_clipping_bits()
    • ClientLevelDPFedAvgM.update_clipping_bound()
    • ClientLevelDPFedAvgM.update_current_weights()
• fl4health.strategies.fedavg_dynamic_layer module
  • FedAvgDynamicLayer
    • FedAvgDynamicLayer.__init__()
    • FedAvgDynamicLayer.aggregate()
    • FedAvgDynamicLayer.aggregate_fit()
    • FedAvgDynamicLayer.unweighted_aggregate()
    • FedAvgDynamicLayer.weighted_aggregate()
• fl4health.strategies.fedavg_sparse_coo_tensor module
  • FedAvgSparseCooTensor
    • FedAvgSparseCooTensor.__init__()
    • FedAvgSparseCooTensor.aggregate()
    • FedAvgSparseCooTensor.aggregate_fit()
    • FedAvgSparseCooTensor.unweighted_aggregate()
    • FedAvgSparseCooTensor.weighted_aggregate()
• fl4health.strategies.fedavg_with_adaptive_constraint module
  • FedAvgWithAdaptiveConstraint
    • FedAvgWithAdaptiveConstraint.__init__()
    • FedAvgWithAdaptiveConstraint.add_auxiliary_information()
    • FedAvgWithAdaptiveConstraint.aggregate_fit()
• fl4health.strategies.feddg_ga module
  • FairnessMetric
    • FairnessMetric.__init__()
  • FairnessMetricType
    • FairnessMetricType.ACCURACY
    • FairnessMetricType.CUSTOM
    • FairnessMetricType.LOSS
    • FairnessMetricType.signal_for_type()
  • FedDgGa
    • FedDgGa.__init__()
    • FedDgGa.aggregate_evaluate()
    • FedDgGa.aggregate_fit()
    • FedDgGa.configure_evaluate()
    • FedDgGa.configure_fit()
    • FedDgGa.get_current_weight_step_size()
    • FedDgGa.update_weights_by_ga()
    • FedDgGa.weight_and_aggregate_results()
  • SignalForTypeError
• fl4health.strategies.feddg_ga_with_adaptive_constraint module
  • FedDgGaAdaptiveConstraint
    • FedDgGaAdaptiveConstraint.__init__()
    • FedDgGaAdaptiveConstraint.add_auxiliary_information()
    • FedDgGaAdaptiveConstraint.aggregate_fit()
• fl4health.strategies.fedpca module
  • FedPCA
    • FedPCA.__init__()
    • FedPCA.aggregate_fit()
    • FedPCA.merge_subspaces_qr()
    • FedPCA.merge_subspaces_svd()
    • FedPCA.merge_two_subspaces_qr()
• fl4health.strategies.fedpm module
  • FedPm
    • FedPm.__init__()
    • FedPm.aggregate()
    • FedPm.aggregate_bayesian()
    • FedPm.reset_beta_priors()
• fl4health.strategies.flash module
  • Flash
    • Flash.__init__()
    • Flash.add_auxiliary_information()
    • Flash.aggregate_fit()
• fl4health.strategies.model_merge_strategy module
  • ModelMergeStrategy
    • ModelMergeStrategy.__init__()
    • ModelMergeStrategy.aggregate_evaluate()
    • ModelMergeStrategy.aggregate_fit()
    • ModelMergeStrategy.configure_evaluate()
    • ModelMergeStrategy.configure_fit()
    • ModelMergeStrategy.evaluate()
    • ModelMergeStrategy.initialize_parameters()
• fl4health.strategies.noisy_aggregate module
  • add_noise_to_array()
  • add_noise_to_ndarrays()
  • gaussian_noisy_aggregate_clipping_bits()
  • gaussian_noisy_unweighted_aggregate()
  • gaussian_noisy_weighted_aggregate()
• fl4health.strategies.scaffold module
  • OpacusScaffold
    • OpacusScaffold.__init__()
  • Scaffold
    • Scaffold.__init__()
    • Scaffold.aggregate()
    • Scaffold.aggregate_fit()
    • Scaffold.compute_parameter_delta()
    • Scaffold.compute_updated_control_variates()
    • Scaffold.compute_updated_parameters()
    • Scaffold.compute_updated_weights()
    • Scaffold.configure_fit_all()
    • Scaffold.initialize_control_variates()
• fl4health.strategies.strategy_with_poll module
  • StrategyWithPolling
    • StrategyWithPolling.configure_poll()