flex package

Subpackages

• flex.actors package
  • Submodules
  • flex.actors.actors module
    • FlexActors
      • FlexActors.data
      • FlexActors.check_compatibility()
  • flex.actors.architectures module
    • client_server_architecture()
    • p2p_architecture()
  • flex.actors.role module
    • FlexRole
      • FlexRole.aggregator
      • FlexRole.aggregator_client
      • FlexRole.client
      • FlexRole.server
      • FlexRole.server_aggregator
      • FlexRole.server_aggregator_client
      • FlexRole.server_client
  • flex.actors.role_manager module
    • FlexRoleManager
      • FlexRoleManager.aggregator_allowed_comm
      • FlexRoleManager.aggregator_wannabe
      • FlexRoleManager.can_comm_with_aggregator()
      • FlexRoleManager.can_comm_with_client()
      • FlexRoleManager.can_comm_with_server()
      • FlexRoleManager.check_compatibility()
      • FlexRoleManager.client_allowed_comm
      • FlexRoleManager.client_wannabe
      • FlexRoleManager.is_aggregator()
      • FlexRoleManager.is_client()
      • FlexRoleManager.is_server()
      • FlexRoleManager.server_allowed_comm
      • FlexRoleManager.server_wannabe
  • Module contents
• flex.common package
  • Submodules
  • flex.common.utils module
    • check_dir_exists()
    • check_file_exists()
    • check_integrity()
    • check_min_arguments()
    • download_dataset()
    • download_file()
    • extract_zip()
  • Module contents
• flex.data package
  • Submodules
  • flex.data.dataset module
  • flex.data.fed_data_distribution module
    • FedDataDistribution
      • FedDataDistribution.from_clustering_func()
      • FedDataDistribution.from_config()
      • FedDataDistribution.from_config_with_huggingface_dataset()
      • FedDataDistribution.from_config_with_tfds_image_dataset()
      • FedDataDistribution.from_config_with_tfds_text_dataset()
      • FedDataDistribution.from_config_with_torchtext_dataset()
      • FedDataDistribution.from_config_with_torchvision_dataset()
      • FedDataDistribution.iid_distribution()
  • flex.data.fed_dataset module
    • FedDataset
      • FedDataset.data
      • FedDataset.apply()
      • FedDataset.get()
      • FedDataset.normalize()
      • FedDataset.one_hot_encoding()
  • flex.data.fed_dataset_config module
  • flex.data.pluggable_datasets module
    • PluggableDataset
    • PluggableDatasetString
    • PluggableHuggingFace
      • PluggableHuggingFace.AG_NEWS_HF
      • PluggableHuggingFace.AMAZON_POLARITY_HF
      • PluggableHuggingFace.APPREVIEWS_HF
      • PluggableHuggingFace.FINANCIAL_PHRASEBANK_HF
      • PluggableHuggingFace.GLUE_COLA_HF
      • PluggableHuggingFace.IMDB_HF
      • PluggableHuggingFace.ROTTEN_TOMATOES_HF
      • PluggableHuggingFace.SQUAD_HF
      • PluggableHuggingFace.TWEET_EVAL_EMOJI_HF
    • PluggableTorchtext
      • PluggableTorchtext.members()
    • PluggableTorchvision
      • PluggableTorchvision.members()
  • flex.data.preprocessing_utils module
    • normalize()
    • one_hot_encoding()
  • Module contents
• flex.datasets package
  • Submodules
  • flex.datasets.federated_datasets module
    • federated_celeba()
    • federated_emnist()
    • federated_sentiment140()
    • federated_shakespeare()
  • flex.datasets.flexible_datasets module
    • list_datasets()
    • load()
  • flex.datasets.standard_datasets module
    • emnist()
    • shakespeare()
  • Module contents
• flex.model package
  • Submodules
  • flex.model.model module
    • FlexModel
      • FlexModel.actor_id
  • Module contents
• flex.pool package
  • Submodules
  • flex.pool.aggregators module
    • fed_avg()
    • fed_avg_f()
    • flatten()
    • set_tensorly_backend()
    • weighted_fed_avg()
    • weighted_fed_avg_f()
  • flex.pool.decorators module
    • ERROR_MSG_MIN_ARG_GENERATOR()
    • aggregate_weights()
    • collect_clients_weights()
    • deploy_server_model()
    • evaluate_server_model()
    • init_server_model()
    • set_aggregated_weights()
  • flex.pool.pool module
    • FlexPool
      • FlexPool.actor_ids
      • FlexPool.aggregators
      • FlexPool.check_compatibility()
      • FlexPool.client_server_pool()
      • FlexPool.clients
      • FlexPool.map()
      • FlexPool.p2p_pool()
      • FlexPool.select()
      • FlexPool.servers
      • FlexPool.validate()
  • flex.pool.primitives_pt module
    • check_ignored_weights_pt()
    • collect_client_diff_weights_pt()
    • collect_clients_weights_pt()
    • deploy_server_model_pt()
    • set_aggregated_diff_weights_pt()
    • set_aggregated_weights_pt()
  • flex.pool.primitives_tf module
    • collect_clients_weights_tf()
    • deploy_server_model_tf()
    • evaluate_model_tf()
    • init_server_model_tf()
    • set_aggregated_weights_tf()
    • train_tf()
  • Module contents

Module contents

Copyright (C) 2024 Instituto Andaluz Interuniversitario en Ciencia de Datos e Inteligencia Computacional (DaSCI)

This program is free software: you can redistribute it and/or modify it under the terms of the GNU Affero General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Affero General Public License for more details.

You should have received a copy of the GNU Affero General Public License along with this program. If not, see <https://www.gnu.org/licenses/>.