Index

A

accuracy() (in module fedgraph.train_func) add_pretrain_comm_cost() (fedgraph.monitor_class.Monitor method) add_train_comm_cost() (fedgraph.monitor_class.Monitor method) aggregate_clusterwise() (fedgraph.server_class.Server_GC method) aggregate_encrypted_feature_sums() (fedgraph.server_class.Server method)

aggregate_encrypted_params() (fedgraph.server_class.Server method) aggregate_weights() (fedgraph.server_class.Server_GC method) AggreGCN (class in fedgraph.gnn_models) AggreGCN_Arxiv (class in fedgraph.gnn_models) args (fedgraph.trainer_class.Trainer_GC attribute)

B

broadcast_params() (fedgraph.server_class.Server method)

C

cache_model() (fedgraph.server_class.Server_GC method) cache_weights() (fedgraph.trainer_class.Trainer_GC method) calculate_traveled_user_edge_indices() (fedgraph.trainer_class.Trainer_LP method) calculate_weighted_weight() (fedgraph.trainer_class.Trainer_GC method) check_data_files_existance() (in module fedgraph.utils_lp) collect_memory() (fedgraph.monitor_class.Monitor method) community_partition_non_iid() (in module fedgraph.utils_nc) compute_max_update_norm() (fedgraph.server_class.Server_GC method) compute_mean_norm() (fedgraph.trainer_class.Trainer_GC method) compute_mean_update_norm() (fedgraph.server_class.Server_GC method)

compute_pairwise_distances() (fedgraph.server_class.Server_GC method) compute_pairwise_similarities() (fedgraph.server_class.Server_GC method) compute_update_norm() (fedgraph.trainer_class.Trainer_GC method) conv1 (fedgraph.gnn_models.GNN_base attribute) conv2 (fedgraph.gnn_models.GNN_base attribute) conv_dWs_norm (fedgraph.trainer_class.Trainer_GC attribute) conv_grads_norm (fedgraph.trainer_class.Trainer_GC attribute) conv_weights_Norm (fedgraph.trainer_class.Trainer_GC attribute) convert_time() (in module fedgraph.utils_lp) convert_to_node_attributes() (in module fedgraph.utils_gc) convert_to_node_degree_features() (in module fedgraph.utils_gc)

D

data_loader() (in module fedgraph.data_process) data_loader_GC() (in module fedgraph.data_process) data_loader_GC_multiple() (in module fedgraph.data_process) data_loader_GC_single() (in module fedgraph.data_process) data_loader_NC() (in module fedgraph.data_process) dataloader (fedgraph.trainer_class.Trainer_GC attribute)

decrypt_feature_sum() (fedgraph.trainer_class.Trainer_General method) decryption_he() (in module fedgraph.utils_gc) download_file_from_github() (in module fedgraph.data_process) download_LPDataset() (in module fedgraph.utils_lp) dropout (fedgraph.gnn_models.GIN attribute) dW (fedgraph.trainer_class.Trainer_GC attribute)

E

encrypt_feature_sum() (fedgraph.trainer_class.Trainer_General method)

encryption_he() (in module fedgraph.utils_gc)

F

fedavg() (fedgraph.server_class.Server_LP method) fedavg_he() (in module fedgraph.utils_gc) fedgraph.data_process module fedgraph.federated_methods module fedgraph.gnn_models module fedgraph.monitor_class module fedgraph.server_class module fedgraph.train_func module fedgraph.trainer_class module

fedgraph.utils_gc module fedgraph.utils_lp module fedgraph.utils_nc module forward() (fedgraph.gnn_models.AggreGCN method) (fedgraph.gnn_models.AggreGCN_Arxiv method) (fedgraph.gnn_models.GCN method) (fedgraph.gnn_models.GCN_arxiv method) (fedgraph.gnn_models.GCN_products method) (fedgraph.gnn_models.GIN method) (fedgraph.gnn_models.GNN_base method) (fedgraph.gnn_models.GNN_LP method) (fedgraph.gnn_models.SAGE_products method)

G

gc_avg_accuracy() (in module fedgraph.train_func) GC_rand_split_chunk() (in module fedgraph.data_process) GCN (class in fedgraph.gnn_models) GCN_arxiv (class in fedgraph.gnn_models) GCN_products (class in fedgraph.gnn_models) gconv_names (fedgraph.trainer_class.Trainer_GC attribute) generate_context() (in module fedgraph.utils_gc) get_1hop_feature_sum() (in module fedgraph.utils_nc) get_all_loss_accuray() (fedgraph.trainer_class.Trainer_General method) get_avg_nodes_edges() (in module fedgraph.utils_gc) get_conv_dWs_norm() (fedgraph.trainer_class.Trainer_GC method) get_conv_grads_norm() (fedgraph.trainer_class.Trainer_GC method) get_data() (in module fedgraph.utils_lp) get_data_by_time_step() (in module fedgraph.utils_lp) get_data_loaders_per_time_step() (in module fedgraph.utils_lp) get_dW() (fedgraph.trainer_class.Trainer_GC method) get_encrypted_local_feature_sum() (fedgraph.trainer_class.Trainer_General method) get_encrypted_params() (fedgraph.server_class.Server method) (fedgraph.trainer_class.Trainer_General method) get_global_user_item_mapping() (in module fedgraph.utils_lp) get_id() (fedgraph.trainer_class.Trainer_GC method) get_in_comm_indexes() (in module fedgraph.utils_nc) get_info() (fedgraph.trainer_class.Trainer_General method)

get_local_feature_sum() (fedgraph.trainer_class.Trainer_General method) get_local_feature_sum_og() (fedgraph.trainer_class.Trainer_General method) get_max_degree() (in module fedgraph.utils_gc) get_model_parameter() (fedgraph.server_class.Server_LP method) (fedgraph.trainer_class.Trainer_LP method) get_model_size() (fedgraph.server_class.Server method) (fedgraph.server_class.Server_GC method) (fedgraph.server_class.Server_LP method) get_name() (fedgraph.trainer_class.Trainer_GC method) get_num_graph_labels() (in module fedgraph.utils_gc) get_params() (fedgraph.trainer_class.Trainer_General method) get_rank() (fedgraph.trainer_class.Trainer_General method) get_start_end_time() (in module fedgraph.utils_lp) get_stats() (in module fedgraph.utils_gc) get_total_weight() (fedgraph.trainer_class.Trainer_GC method) get_train_size() (fedgraph.trainer_class.Trainer_GC method) get_train_test_data_at_current_time_step() (fedgraph.trainer_class.Trainer_LP method) get_weights() (fedgraph.trainer_class.Trainer_GC method) GIN (class in fedgraph.gnn_models) gnn (fedgraph.gnn_models.GNN_LP attribute) GNN_base (class in fedgraph.gnn_models) GNN_LP (class in fedgraph.gnn_models) grads_norm (fedgraph.trainer_class.Trainer_GC attribute) graph_convs (fedgraph.gnn_models.GIN attribute)

I

id (fedgraph.trainer_class.Trainer_GC attribute) increment_dir() (in module fedgraph.utils_nc) init_model() (fedgraph.trainer_class.Trainer_General method)

init_time_end() (fedgraph.monitor_class.Monitor method) init_time_start() (fedgraph.monitor_class.Monitor method) intersect1d() (in module fedgraph.utils_nc) item_emb (fedgraph.gnn_models.GNN_LP attribute)

L

label_dirichlet_partition() (in module fedgraph.utils_nc) load_edge_csv() (in module fedgraph.utils_lp) load_encrypted_feature_aggregation() (fedgraph.trainer_class.Trainer_General method) load_encrypted_params() (fedgraph.trainer_class.Trainer_General method) load_feature_aggregation() (fedgraph.trainer_class.Trainer_General method) load_node_csv() (in module fedgraph.utils_lp)

load_trainer_data_from_hugging_face() (in module fedgraph.trainer_class) local_test() (fedgraph.trainer_class.Trainer_GC method) (fedgraph.trainer_class.Trainer_General method) local_train() (fedgraph.trainer_class.Trainer_GC method) loss() (fedgraph.gnn_models.GIN method) LP_train_global_round() (in module fedgraph.federated_methods)

M

min_cut() (fedgraph.server_class.Server_GC method) model (fedgraph.server_class.Server attribute) (fedgraph.server_class.Server_GC attribute) (fedgraph.trainer_class.Trainer_GC attribute) model_cache (fedgraph.server_class.Server_GC attribute) module fedgraph.data_process fedgraph.federated_methods fedgraph.gnn_models fedgraph.monitor_class fedgraph.server_class fedgraph.train_func fedgraph.trainer_class fedgraph.utils_gc fedgraph.utils_lp fedgraph.utils_nc

Monitor (class in fedgraph.monitor_class)

N

name (fedgraph.trainer_class.Trainer_GC attribute) NC_load_data() (in module fedgraph.data_process) NC_parse_index_file() (in module fedgraph.data_process) nn1 (fedgraph.gnn_models.GIN attribute)

nnk (fedgraph.gnn_models.GIN attribute) normalize() (in module fedgraph.utils_nc) num_layers (fedgraph.gnn_models.GIN attribute) num_of_trainers (fedgraph.server_class.Server attribute)

O

optimizer (fedgraph.trainer_class.Trainer_GC attribute)

P

post (fedgraph.gnn_models.GIN attribute) pre (fedgraph.gnn_models.GIN attribute) pred() (fedgraph.gnn_models.GNN_LP method)

prepare_params_for_encryption() (fedgraph.server_class.Server method) pretrain_time_end() (fedgraph.monitor_class.Monitor method) pretrain_time_start() (fedgraph.monitor_class.Monitor method) print_comm_cost() (fedgraph.monitor_class.Monitor method)

R

random_sample_trainers() (fedgraph.server_class.Server_GC method) relabel_adj() (fedgraph.trainer_class.Trainer_General method) reset_parameters() (fedgraph.gnn_models.AggreGCN method) (fedgraph.gnn_models.AggreGCN_Arxiv method) (fedgraph.gnn_models.GCN method) (fedgraph.gnn_models.GCN_arxiv method) (fedgraph.gnn_models.GCN_products method) (fedgraph.gnn_models.SAGE_products method) reset_params() (fedgraph.trainer_class.Trainer_GC method)

run_fedgraph() (in module fedgraph.federated_methods) run_fedgraph_enhanced() (in module fedgraph.federated_methods) run_GC() (in module fedgraph.federated_methods) run_GC_Fed_algorithm() (in module fedgraph.federated_methods) run_GC_selftrain() (in module fedgraph.federated_methods) run_GCFL_algorithm() (in module fedgraph.federated_methods) run_LP() (in module fedgraph.federated_methods) run_NC() (in module fedgraph.federated_methods) run_NC_dp() (in module fedgraph.federated_methods) run_NC_lowrank() (in module fedgraph.federated_methods)

S

SAGE_products (class in fedgraph.gnn_models) save_all_trainers_data() (in module fedgraph.utils_nc) save_trainer_data_to_hugging_face() (in module fedgraph.utils_nc) Server (class in fedgraph.server_class) Server_GC (class in fedgraph.server_class) Server_LP (class in fedgraph.server_class)

set_model_parameter() (fedgraph.server_class.Server_LP method) (fedgraph.trainer_class.Trainer_LP method) set_stats_norms() (fedgraph.trainer_class.Trainer_GC method) setdiff1d() (in module fedgraph.utils_nc) setup_server() (in module fedgraph.utils_gc) setup_trainers() (in module fedgraph.utils_gc) split_data() (in module fedgraph.utils_gc)

T

test() (fedgraph.trainer_class.Trainer_LP method) (in module fedgraph.train_func) to_next_day() (in module fedgraph.utils_lp) train() (fedgraph.server_class.Server method) (fedgraph.trainer_class.Trainer_General method) (fedgraph.trainer_class.Trainer_LP method) (in module fedgraph.train_func) train_size (fedgraph.trainer_class.Trainer_GC attribute)

train_stats (fedgraph.trainer_class.Trainer_GC attribute) train_time_end() (fedgraph.monitor_class.Monitor method) train_time_start() (fedgraph.monitor_class.Monitor method) Trainer_GC (class in fedgraph.trainer_class) Trainer_General (class in fedgraph.trainer_class) Trainer_LP (class in fedgraph.trainer_class) trainers (fedgraph.server_class.Server attribute) transform_negative_sample() (in module fedgraph.utils_lp)

U

update_params() (fedgraph.trainer_class.Trainer_GC method) (fedgraph.trainer_class.Trainer_General method)

use_fedavg_feature() (fedgraph.trainer_class.Trainer_General method) user_emb (fedgraph.gnn_models.GNN_LP attribute)

V

verify_param_ranges() (fedgraph.trainer_class.Trainer_General method)

W

W (fedgraph.server_class.Server_GC attribute) (fedgraph.trainer_class.Trainer_GC attribute)

W_old (fedgraph.trainer_class.Trainer_GC attribute) weights_norm (fedgraph.trainer_class.Trainer_GC attribute)

Z

zero_params() (fedgraph.server_class.Server method)