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FL4Health
FL4Health
  • Quickstart
  • Module Guides
    • Checkpointing
  • Examples
    • Basic Example
  • Contributing
  • API Reference
    • fl4health package
      • fl4health.checkpointing package
        • fl4health.checkpointing.checkpointer module
        • fl4health.checkpointing.client_module module
        • fl4health.checkpointing.opacus_checkpointer module
        • fl4health.checkpointing.server_module module
        • fl4health.checkpointing.state_checkpointer module
      • fl4health.client_managers package
        • fl4health.client_managers.base_sampling_manager module
        • fl4health.client_managers.fixed_sampling_client_manager module
        • fl4health.client_managers.fixed_without_replacement_manager module
        • fl4health.client_managers.poisson_sampling_manager module
      • fl4health.clients package
        • fl4health.clients.deep_mmd_clients package
          • fl4health.clients.deep_mmd_clients.ditto_deep_mmd_client module
        • fl4health.clients.flexible package
          • fl4health.clients.flexible.base module
        • fl4health.clients.mkmmd_clients package
          • fl4health.clients.mkmmd_clients.ditto_mkmmd_client module
          • fl4health.clients.mkmmd_clients.mr_mtl_mkmmd_client module
        • fl4health.clients.adaptive_drift_constraint_client module
        • fl4health.clients.apfl_client module
        • fl4health.clients.basic_client module
        • fl4health.clients.clipping_client module
        • fl4health.clients.constrained_fenda_client module
        • fl4health.clients.ditto_client module
        • fl4health.clients.ensemble_client module
        • fl4health.clients.evaluate_client module
        • fl4health.clients.fed_pca_client module
        • fl4health.clients.fed_prox_client module
        • fl4health.clients.fedbn_client module
        • fl4health.clients.fedper_client module
        • fl4health.clients.fedpm_client module
        • fl4health.clients.fedrep_client module
        • fl4health.clients.fenda_client module
        • fl4health.clients.fenda_ditto_client module
        • fl4health.clients.flash_client module
        • fl4health.clients.instance_level_dp_client module
        • fl4health.clients.model_merge_client module
        • fl4health.clients.moon_client module
        • fl4health.clients.mr_mtl_client module
        • fl4health.clients.nnunet_client module
        • fl4health.clients.partial_weight_exchange_client module
        • fl4health.clients.perfcl_client module
        • fl4health.clients.scaffold_client module
        • fl4health.clients.tabular_data_client module
      • fl4health.datasets package
        • fl4health.datasets.rxrx1 package
          • fl4health.datasets.rxrx1.load_data module
          • fl4health.datasets.rxrx1.preprocess module
        • fl4health.datasets.skin_cancer package
          • fl4health.datasets.skin_cancer.load_data module
          • fl4health.datasets.skin_cancer.preprocess_skin module
      • fl4health.feature_alignment package
        • fl4health.feature_alignment.constants module
        • fl4health.feature_alignment.string_columns_transformer module
        • fl4health.feature_alignment.tab_features_info_encoder module
        • fl4health.feature_alignment.tab_features_preprocessor module
        • fl4health.feature_alignment.tabular_feature module
        • fl4health.feature_alignment.tabular_type module
      • fl4health.losses package
        • fl4health.losses.contrastive_loss module
        • fl4health.losses.cosine_similarity_loss module
        • fl4health.losses.deep_mmd_loss module
        • fl4health.losses.fenda_loss_config module
        • fl4health.losses.mkmmd_loss module
        • fl4health.losses.perfcl_loss module
        • fl4health.losses.weight_drift_loss module
      • fl4health.metrics package
        • fl4health.metrics.base_metrics module
        • fl4health.metrics.compound_metrics module
        • fl4health.metrics.efficient_metrics module
        • fl4health.metrics.efficient_metrics_base module
        • fl4health.metrics.metric_aggregation module
        • fl4health.metrics.metric_managers module
        • fl4health.metrics.metrics module
        • fl4health.metrics.metrics_utils module
        • fl4health.metrics.utils module
      • fl4health.mixins package
        • fl4health.mixins.personalized package
          • fl4health.mixins.personalized.ditto module
          • fl4health.mixins.personalized.utils module
        • fl4health.mixins.adaptive_drift_constrained module
        • fl4health.mixins.core_protocols module
      • fl4health.model_bases package
        • fl4health.model_bases.masked_layers package
          • fl4health.model_bases.masked_layers.masked_conv module
          • fl4health.model_bases.masked_layers.masked_layers_utils module
          • fl4health.model_bases.masked_layers.masked_linear module
          • fl4health.model_bases.masked_layers.masked_normalization_layers module
        • fl4health.model_bases.apfl_base module
        • fl4health.model_bases.autoencoders_base module
        • fl4health.model_bases.ensemble_base module
        • fl4health.model_bases.feature_extractor_buffer module
        • fl4health.model_bases.fedrep_base module
        • fl4health.model_bases.fedsimclr_base module
        • fl4health.model_bases.fenda_base module
        • fl4health.model_bases.moon_base module
        • fl4health.model_bases.parallel_split_models module
        • fl4health.model_bases.partial_layer_exchange_model module
        • fl4health.model_bases.pca module
        • fl4health.model_bases.perfcl_base module
        • fl4health.model_bases.sequential_split_models module
      • fl4health.parameter_exchange package
        • fl4health.parameter_exchange.fedpm_exchanger module
        • fl4health.parameter_exchange.full_exchanger module
        • fl4health.parameter_exchange.layer_exchanger module
        • fl4health.parameter_exchange.packing_exchanger module
        • fl4health.parameter_exchange.parameter_exchanger_base module
        • fl4health.parameter_exchange.parameter_packer module
        • fl4health.parameter_exchange.parameter_selection_criteria module
        • fl4health.parameter_exchange.partial_parameter_exchanger module
        • fl4health.parameter_exchange.sparse_coo_parameter_exchanger module
      • fl4health.preprocessing package
        • fl4health.preprocessing.autoencoders package
          • fl4health.preprocessing.autoencoders.dim_reduction module
          • fl4health.preprocessing.autoencoders.loss module
        • fl4health.preprocessing.pca_preprocessor module
        • fl4health.preprocessing.warmed_up_module module
      • fl4health.privacy package
        • fl4health.privacy.fl_accountants module
        • fl4health.privacy.moments_accountant module
      • fl4health.reporting package
        • fl4health.reporting.base_reporter module
        • fl4health.reporting.json_reporter module
        • fl4health.reporting.reports_manager module
        • fl4health.reporting.wandb_reporter module
      • fl4health.servers package
        • fl4health.servers.adaptive_constraint_servers package
          • fl4health.servers.adaptive_constraint_servers.ditto_server module
          • fl4health.servers.adaptive_constraint_servers.fedprox_server module
          • fl4health.servers.adaptive_constraint_servers.mrmtl_server module
        • fl4health.servers.base_server module
        • fl4health.servers.client_level_dp_fed_avg_server module
        • fl4health.servers.evaluate_server module
        • fl4health.servers.fedpm_server module
        • fl4health.servers.instance_level_dp_server module
        • fl4health.servers.model_merge_server module
        • fl4health.servers.nnunet_server module
        • fl4health.servers.polling module
        • fl4health.servers.scaffold_server module
        • fl4health.servers.tabular_feature_alignment_server module
      • fl4health.strategies package
        • fl4health.strategies.aggregate_utils module
        • fl4health.strategies.basic_fedavg module
        • fl4health.strategies.client_dp_fedavgm module
        • fl4health.strategies.fedavg_dynamic_layer module
        • fl4health.strategies.fedavg_sparse_coo_tensor module
        • fl4health.strategies.fedavg_with_adaptive_constraint module
        • fl4health.strategies.feddg_ga module
        • fl4health.strategies.feddg_ga_with_adaptive_constraint module
        • fl4health.strategies.fedpca module
        • fl4health.strategies.fedpm module
        • fl4health.strategies.flash module
        • fl4health.strategies.model_merge_strategy module
        • fl4health.strategies.noisy_aggregate module
        • fl4health.strategies.scaffold module
        • fl4health.strategies.strategy_with_poll module
      • fl4health.utils package
        • fl4health.utils.client module
        • fl4health.utils.config module
        • fl4health.utils.data_generation module
        • fl4health.utils.dataset module
        • fl4health.utils.dataset_converter module
        • fl4health.utils.early_stopper module
        • fl4health.utils.functions module
        • fl4health.utils.load_data module
        • fl4health.utils.logging module
        • fl4health.utils.losses module
        • fl4health.utils.metrics module
        • fl4health.utils.msd_dataset_sources module
        • fl4health.utils.nnunet_utils module
        • fl4health.utils.parameter_extraction module
        • fl4health.utils.partitioners module
        • fl4health.utils.peft_parameter_extraction module
        • fl4health.utils.privacy_utilities module
        • fl4health.utils.random module
        • fl4health.utils.sampler module
        • fl4health.utils.snapshotter module
        • fl4health.utils.typing module
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fl4health.clients.flexible package¶

Submodules¶

  • fl4health.clients.flexible.base module
    • FlexibleClient
      • FlexibleClient.__init__()
      • FlexibleClient.predict_with_model()
      • FlexibleClient.train_step()
      • FlexibleClient.transform_gradients()
      • FlexibleClient.val_step()
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fl4health.clients.flexible.base module
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