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cifar_dm-large_8_255.json
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cifar_dm-large_8_255.json
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{
"model_def": "model_defs_gowal.py",
"dataset": "cifar",
"models_path": "./cifar_dm-large_8_255/",
"training_params": {
"method": "robust",
"epochs": 3200,
"lr": 0.0005,
"lr_decay_factor": 0.1,
"lr_decay_step": null,
"lr_decay_milestones": [2600, 3040],
"weight_decay": 0.0,
"optimizer": "adam",
"starting_epsilon": 0.0,
"epsilon": 0.03451,
"schedule_start": 320,
"schedule_length":1601,
"schedule_type": "smoothed",
"norm": "inf",
"verbose": false,
"multi_gpu": true,
"loader_params": {"batch_size": 512, "test_batch_size": 256, "shuffle_train": true, "train_random_transform": true, "normalize_input": true},
"method_params": {"bounded_input": true, "bound_type": "crown-interval", "batch_multiplier":2}
},
"attack_params": {
"batch_size": 128,
"eps_start": 0.0,
"eps_end": 0.03137,
"eps_step": 9
},
"eval_params": {
"method": "robust",
"epsilon": 0.03137,
"norm": "inf",
"verbose": false,
"loader_params": {"batch_size": 128, "test_batch_size": 256, "shuffle_train": true, "normalize_input": true},
"method_params": {"bounded_input": true, "bound_type": "interval"}
},
"models": [
{
"model_id": "IBP_large",
"model_class": "IBP_large",
"model_params": {"in_ch": 3, "in_dim": 32, "linear_size": 512}
}
]
}