{ "model": "Federated Digits FedAvg", "parameters": 2410, "clients": 5, "dirichlet_alpha": 0.25, "client_sizes": [ 204, 392, 176, 364, 211 ], "client_class_distributions": [ [ 17, 39, 0, 91, 0, 7, 10, 40, 0, 0 ], [ 101, 0, 63, 0, 17, 60, 30, 90, 30, 1 ], [ 12, 0, 27, 38, 27, 27, 0, 1, 14, 30 ], [ 0, 96, 1, 0, 23, 39, 28, 0, 86, 91 ], [ 3, 1, 42, 8, 69, 3, 68, 3, 1, 13 ] ], "rounds": 30, "local_epochs_per_round": 2, "initial_test_accuracy": 0.2088888888888889, "final_test_accuracy": 0.9333333333333333, "best_test_accuracy": 0.94, "centralized_control_accuracy": 0.9688888888888889, "federated_centralized_gap": -0.03555555555555556, "history": [ { "round": 1, "global_test_accuracy": 0.2088888888888889, "mean_client_loss": 2.010640496181117, "client_update_disagreement": 1.4869673030545436 }, { "round": 2, "global_test_accuracy": 0.56, "mean_client_loss": 1.7338948752482732, "client_update_disagreement": 1.6904807497788006 }, { "round": 3, "global_test_accuracy": 0.64, "mean_client_loss": 1.3428042423062854, "client_update_disagreement": 1.7632933773673904 }, { "round": 4, "global_test_accuracy": 0.6777777777777778, "mean_client_loss": 0.9729263138688273, "client_update_disagreement": 1.6218604297002206 }, { "round": 5, "global_test_accuracy": 0.7355555555555555, "mean_client_loss": 0.7270000914153125, "client_update_disagreement": 1.406439792804428 }, { "round": 6, "global_test_accuracy": 0.7755555555555556, "mean_client_loss": 0.5459331027170023, "client_update_disagreement": 1.2189693065708869 }, { "round": 7, "global_test_accuracy": 0.7911111111111111, "mean_client_loss": 0.434644730972747, "client_update_disagreement": 1.0694179973083997 }, { "round": 8, "global_test_accuracy": 0.8377777777777777, "mean_client_loss": 0.36181487689415615, "client_update_disagreement": 0.9572987183900616 }, { "round": 9, "global_test_accuracy": 0.8533333333333334, "mean_client_loss": 0.315799156145917, "client_update_disagreement": 0.8743109678498179 }, { "round": 10, "global_test_accuracy": 0.8755555555555555, "mean_client_loss": 0.27713641926232313, "client_update_disagreement": 0.8238969659977844 }, { "round": 11, "global_test_accuracy": 0.8844444444444445, "mean_client_loss": 0.25917847703728414, "client_update_disagreement": 0.7868003991861137 }, { "round": 12, "global_test_accuracy": 0.9, "mean_client_loss": 0.2297148916704787, "client_update_disagreement": 0.7404485612495474 }, { "round": 13, "global_test_accuracy": 0.9066666666666666, "mean_client_loss": 0.21415179528089032, "client_update_disagreement": 0.7254098839432082 }, { "round": 14, "global_test_accuracy": 0.9044444444444445, "mean_client_loss": 0.20491216381804808, "client_update_disagreement": 0.6927452671051817 }, { "round": 15, "global_test_accuracy": 0.9111111111111111, "mean_client_loss": 0.18256292861782844, "client_update_disagreement": 0.6846617122466122 }, { "round": 16, "global_test_accuracy": 0.9066666666666666, "mean_client_loss": 0.1760936853972574, "client_update_disagreement": 0.6479078779522102 }, { "round": 17, "global_test_accuracy": 0.92, "mean_client_loss": 0.16664957981556655, "client_update_disagreement": 0.6464713919568892 }, { "round": 18, "global_test_accuracy": 0.9177777777777778, "mean_client_loss": 0.1501598667042951, "client_update_disagreement": 0.6158773504209529 }, { "round": 19, "global_test_accuracy": 0.9244444444444444, "mean_client_loss": 0.14888424448875917, "client_update_disagreement": 0.6230745317727324 }, { "round": 20, "global_test_accuracy": 0.9222222222222223, "mean_client_loss": 0.14078527667870122, "client_update_disagreement": 0.5942204172121168 }, { "round": 21, "global_test_accuracy": 0.9244444444444444, "mean_client_loss": 0.13781470350921152, "client_update_disagreement": 0.5968418398677852 }, { "round": 22, "global_test_accuracy": 0.9266666666666666, "mean_client_loss": 0.13144259734907085, "client_update_disagreement": 0.5712919608587855 }, { "round": 23, "global_test_accuracy": 0.9244444444444444, "mean_client_loss": 0.12295676189371281, "client_update_disagreement": 0.5610255198999343 }, { "round": 24, "global_test_accuracy": 0.9266666666666666, "mean_client_loss": 0.1236167577178114, "client_update_disagreement": 0.5596489158355695 }, { "round": 25, "global_test_accuracy": 0.94, "mean_client_loss": 0.12503594980368185, "client_update_disagreement": 0.5423059624795175 }, { "round": 26, "global_test_accuracy": 0.9288888888888889, "mean_client_loss": 0.12108519735953047, "client_update_disagreement": 0.5731409865821375 }, { "round": 27, "global_test_accuracy": 0.9311111111111111, "mean_client_loss": 0.10775350191733904, "client_update_disagreement": 0.537847410898537 }, { "round": 28, "global_test_accuracy": 0.9355555555555556, "mean_client_loss": 0.10403999516999143, "client_update_disagreement": 0.5046144365513201 }, { "round": 29, "global_test_accuracy": 0.9333333333333333, "mean_client_loss": 0.10025977258363532, "client_update_disagreement": 0.5072402294460615 }, { "round": 30, "global_test_accuracy": 0.9333333333333333, "mean_client_loss": 0.10427686356525454, "client_update_disagreement": 0.5004767031584877 } ] }