Index

A

add_arguments() (federated.main.CustomFormatter method)

B

boldify() (in module federated.main)

build_encoded_broadcast_fn() (in module federated.utils.compression_utils)

C

centralized_pipeline() (in module federated.optimization.centralized) centralized_training_loop() (in module federated.utils.training_loops) CentralizedTrainingLoopTest (class in federated.tests.training_loops_test) check_type() (in module federated.main) create_class_distributed_dataset() (in module federated.data.data_preprocessing) create_cnn_model() (in module federated.models.models) create_corrupted_non_iid_dataset() (in module federated.data.data_preprocessing) create_dataset() (in module federated.data.data_preprocessing) create_dense_model() (in module federated.models.models) create_model() (federated.tests.rfa_test.RFATest method) create_non_iid_dataset() (in module federated.data.data_preprocessing)

create_rfa_averaging() (in module federated.utils.rfa) create_robust_measured_process() (in module federated.utils.rfa) create_softmax_model() (in module federated.models.models) create_test_dataset() (federated.tests.training_loops_test.CentralizedTrainingLoopTest method) (in module federated.tests.data_preprocessing_test) create_test_model() (federated.tests.training_loops_test.CentralizedTrainingLoopTest method) (in module federated.tests.data_preprocessing_test) create_tff_dataset() (in module federated.data.data_preprocessing) create_tff_model() (federated.tests.training_loops_test.FederatedTrainingLoopTest method) create_unbalanced_data() (in module federated.data.data_preprocessing) create_uniform_dataset() (in module federated.data.data_preprocessing) CustomFormatter (class in federated.main)

D

DataPreprocessorTest (class in federated.tests.data_preprocessing_test)

E

encoded_broadcast_process() (in module federated.utils.compression_utils)

F

federated.data.data_preprocessing module federated.main module federated.models.models module federated.optimization.centralized module federated.optimization.federated module federated.tests.data_preprocessing_test module federated.tests.models_test module federated.tests.rfa_test module

federated.tests.training_loops_test module federated.utils.compression_utils module federated.utils.data_utils module federated.utils.differential_privacy module federated.utils.rfa module federated.utils.training_loops module federated_pipeline() (in module federated.optimization.federated) federated_training_loop() (in module federated.utils.training_loops) FederatedTrainingLoopTest (class in federated.tests.training_loops_test)

G

gaussian_fixed_aggregation_factory() (in module federated.utils.differential_privacy) get_batch() (federated.tests.training_loops_test.FederatedTrainingLoopTest method) get_client_dataset_fn() (in module federated.utils.data_utils) get_datasets() (in module federated.data.data_preprocessing)

get_iterative_process() (federated.tests.training_loops_test.FederatedTrainingLoopTest method) get_optimizer() (in module federated.optimization.federated) get_test_data() (federated.tests.rfa_test.RFATest method) get_validation_fn() (in module federated.utils.data_utils)

I

iterative_process_fn() (in module federated.optimization.federated)

L

load_data() (in module federated.data.data_preprocessing)

M

main() (in module federated.main) ModelTest (class in federated.tests.models_test) module federated.data.data_preprocessing federated.main federated.models.models federated.optimization.centralized federated.optimization.federated federated.tests.data_preprocessing_test federated.tests.models_test federated.tests.rfa_test federated.tests.training_loops_test federated.utils.compression_utils federated.utils.data_utils federated.utils.differential_privacy federated.utils.rfa federated.utils.training_loops

P

preprocess_dataset() (in module federated.data.data_preprocessing)

print_training_config() (in module federated.main)

R

randomly_select_clients_for_round() (in module federated.utils.data_utils)

remove_slash() (in module federated.main) RFATest (class in federated.tests.rfa_test)

S

set_communication_cost_env() (in module federated.utils.compression_utils)

split_dataframe() (in module federated.data.data_preprocessing)

T

test_cnn_model_shape() (federated.tests.models_test.ModelTest method) test_dataset_shapes_centralized() (federated.tests.data_preprocessing_test.DataPreprocessorTest method) test_dataset_shapes_federated() (federated.tests.data_preprocessing_test.DataPreprocessorTest method) test_get_client_dataset_fn() (federated.tests.data_preprocessing_test.DataPreprocessorTest method) test_get_validation_fn() (federated.tests.data_preprocessing_test.DataPreprocessorTest method)

test_reduces_loss() (federated.tests.training_loops_test.CentralizedTrainingLoopTest method) (federated.tests.training_loops_test.FederatedTrainingLoopTest method) test_rfa() (federated.tests.rfa_test.RFATest method) test_write_metrics() (federated.tests.training_loops_test.CentralizedTrainingLoopTest method) TYPE (federated.tests.training_loops_test.FederatedTrainingLoopTest attribute)

V

validate_options_input() (in module federated.main)

validate_type_input() (in module federated.main)