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config.json
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58 lines (56 loc) · 1.42 KB
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{
"NAME": "FedKL",
"AUTHOR": "HANCHI REN, JINGJING DENG, XIANGHUA XIE, Xiaoke Ma and Jianfeng Ma",
"INSTUTITE": ["Vision and Machine Learning Group, Computer Science, Swansea University, United Kingdom",
"The School of Computer Science and Technology, Xidian University, China",
"The School of Cyber Engineering, Xidian University, China"],
"METHODS": "FedKL",
"METHODS_SET": ["Normal", "FedAvg", "FedKL"],
"DEBUG": false,
"DEFENCE_NETWORK": {
"WITH_DEFENCE": false,
"ALL_LAYER": false,
"KEY_LENGTH": 1024
},
"DEVICE": {
"DEVICE_TOUSE": "GPU",
"DEVICE_GPUID": [0]
},
"NETWORK": {
"BACKBONE": "resnet",
"BACKBONE_SET": ["lenet", "resnet", "vgg16"],
"LAYER_NUMBER": 34,
"RESNET_LAYER_NUMBER_SET": [18, 34, 20, 32]
},
"DATA": {
"DATA_ROOT": "",
"TRAIN_DATA": "cifar100",
"DATA_LIST": ["mnist", "cifar100", "ilsvrc2012", "cifar10"],
"IMG_SIZE": [224, 224],
"IS_IID": true
},
"OPTIMIZER": {
"OPT_BACKPROP": "sgd",
"OPT_BACKPROP_SET": ["sgd", "adam", "rmsprop", "adadelta"],
"LEARNING_RATE": 0.01,
"DECAY": 5e-4,
"MOMENTUM": 0.9,
"SGD_NESTEROV": true
},
"TRAIN": {
"FINETUNE": false,
"WEIGHT_TOLOAD": "",
"BATCH_SIZE": 64,
"ROUNDS": 200,
"SAVE_ROOT": ""
},
"FED": {
"CLIENTS_NUM": 3,
"FRACTION": 1,
"CLIENT_EPOCH": 1
},
"TEST": {
"ROOT_PATH": "",
"MODEL_NAME": ""
}
}