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default_attack_configuration.cfg
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{
"bim" : {
"params" : {
"return_best" : true,
"eps" : 0.0,
"enable_binary_search" : true,
"min_eps" : 0.0,
"eps_initial_search_steps" : 30,
"eps_initial_search_factor" : 0.75,
"eps_binary_search_steps" : 20
},
"cifar10" : {
"params" : {
"nb_iter" : 5000,
"eps_iter" : 1e-5
},
"l2" : {
"params" : {
"max_eps" : 32.0
}
},
"linf" : {
"params" : {
"max_eps" : 1.0
}
}
},
"mnist" : {
"params" : {
"nb_iter" : 2000,
"eps_iter" : 1e-3
},
"l2" : {
"params" : {
"max_eps" : 32.0
}
},
"linf" : {
"params" : {
"max_eps" : 1.0
}
}
}
},
"brendel" : {
"params" : {
"return_best" : false,
"init_attack" : "blended_noise",
"overshoot" : 1.1,
"lr_decay" : 0.75,
"lr_num_decay" : 50,
"momentum" : 0.8,
"binary_search_steps" : 20
},
"cifar10" : {
"params" : {
"steps" : 5000,
"lr" : 1e-5
}
},
"mnist" : {
"params" : {
"steps" : 5000,
"lr" : 1e-3
}
}
},
"carlini" : {
"cifar10" : {
"l2" : {
"params" : {
"return_best" : true
}
},
"linf" : {
"params" : {
"return_best" : true,
"min_tau" : 1e-5,
"initial_tau" : 1,
"tau_factor" : 0.99,
"initial_const" : 1e-5,
"max_const" : 20,
"const_factor" : 2,
"reduce_const" : false,
"warm_start" : true,
"learning_rate" : 1e-5,
"max_iterations" : 5000,
"abort_early" : true,
"tau_check" : 1,
"const_check" : 5,
"inner_check" : 0
}
}
},
"mnist" : {
"l2" : {
"params" : {
"return_best" : true
}
},
"linf" : {
"params" : {
"return_best" : true,
"min_tau" : 1e-5,
"initial_tau" : 1,
"tau_factor" : 0.95,
"initial_const" : 1e-5,
"max_const" : 20,
"const_factor" : 2,
"reduce_const" : false,
"warm_start" : true,
"learning_rate" : 1e-2,
"max_iterations" : 1000,
"abort_early" : true,
"tau_check" : 1,
"const_check" : 5,
"inner_check" : 0
}
}
}
},
"deepfool" : {
"params" : {
"return_best" : true,
"steps" : 5000,
"candidates" : 10,
"overshoot" : 1e-5,
"loss" : "logits"
}
},
"fast_gradient" : {
"params" : {
"return_best" : true,
"eps" : 0,
"enable_binary_search" : true,
"min_eps" : 0.0,
"eps_initial_search_steps" : 30,
"eps_initial_search_factor" : 0.75,
"eps_binary_search_steps" : 20
},
"all_domains" : {
"l2" : {
"params" : {
"max_eps" : 32.0
}
},
"linf" : {
"params" : {
"max_eps" : 1.0
}
}
}
},
"mip" : {
"params" : {
"tolerance" : 0,
"retry_gap" : 1e-10,
"retry_absolute_gap" : 1e-5,
"correction_factor_schedule" : [
1.05,
1.25,
1.5,
2
],
"main_attempts" : 1,
"original_if_failed" : false,
"main_parameters" : {
"Threads" : 1,
"TimeLimit" : 7200,
"MIPGap" : 1e-10,
"MIPGapAbs" : 1e-5
},
"tightening_parameters" : {
"Threads" : 1,
"TimeLimit" : 240,
"MIPGap" : 1e-4,
"MIPGapAbs" : 1e-10
},
"exploration_main_parameters" : {
"Threads" : 1,
"TimeLimit" : 120,
"MIPGap" : 1e-10,
"MIPGapAbs" : 1e-5
},
"exploration_tightening_parameters" : {
"Threads" : 1,
"TimeLimit" : 20,
"MIPGap" : 1e-4,
"MIPGapAbs" : 1e-10
}
}
},
"pgd" : {
"params" : {
"return_best" : true,
"eps" : 0.0,
"nb_iter" : 5000,
"eps_iter" : 1e-4,
"rand_init" : true,
"enable_binary_search" : true,
"min_eps" : 0.0,
"eps_initial_search_steps" : 30,
"eps_initial_search_factor" : 0.75,
"eps_binary_search_steps" : 20
},
"all_domains" : {
"l2" : {
"params" : {
"max_eps" : 32
},
"training" : {
"params" : {
"enable_binary_search" : false,
"return_best" : false,
"nb_iter" : 200,
"eps_iter" : 0.01
}
}
},
"linf" : {
"params" : {
"max_eps" : 1
},
"training" : {
"params" : {
"enable_binary_search" : false,
"return_best" : false,
"nb_iter" : 200,
"eps_iter" : 0.01
}
}
}
}
},
"uniform" : {
"params" : {
"return_best" : true,
"eps" : 0.0,
"count" : 8000,
"enable_binary_search" : true,
"min_eps" : 0.0,
"eps_initial_search_steps" : 30,
"eps_initial_search_factor" : 0.75,
"eps_binary_search_steps" : 20
},
"all_domains" : {
"l2" : {
"params" : {
"max_eps" : 32.0
}
},
"linf" : {
"params" : {
"max_eps" : 1.0
}
}
}
}
}