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config_femnist.json
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config_femnist.json
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{
"experiment": {
"name":"femnist_K20_C1_tuned_4",
"gpu": 0,
"runs": 1,
"filename": "results_clusters",
"flags": {
"overlap": true,
"finetuning": false,
"train_gate_only": true,
"train_local": true,
"ensembles": true,
"tensorboard": false
}
},
"data": {
"dataset": "femnist",
"n_data": 100,
"n_data_test": 100,
"num_classes": 62,
"channels": 1,
"opt": 0,
"p": 0.6,
"train_frac": 0.5
},
"model": {
"model": "leaf"
},
"federated": {
"epochs": 4000,
"clusters": 2,
"explore_strategy": "eps",
"num_clients": 182,
"lr": 0.07238968718868155,
"frac": 0.03,
"local_bs": 10,
"local_ep": 3,
"fldropout": 0.6593477068392445,
"flhiddenunits1": 2048,
"flfilters1": 32,
"flfilters2": 64,
"fl_weight_decay": 0.0007272861729892415,
"eps": 0.06152761790973882
},
"finetuning": {
"ft_lr": 1e-4,
"ft_weight_decay": 1e-4
},
"local": {
"loc_epochs": 200,
"local_lr": 0.001673163418490268,
"local_weight_decay": 0.01462252119292826,
"localdropout": 0.4882785032968777,
"localhiddenunits1": 2048,
"localfilters1": 32,
"localfilters2": 64
},
"moe": {
"moe_epochs": 200,
"moe_lr": 0.0030703628547690274,
"gatedropout": 0.2752584945004701,
"gatehiddenunits1": 256,
"gatehiddenunits2": 1024,
"gatefilters1": 64,
"gatefilters2": 16,
"gate_weight_decay": 0.02687852717705916
}
}