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Specify proper types in ArgumentParser #31

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2 changes: 1 addition & 1 deletion evaluate_attack_cifar10.py
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Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@
parser = argparse.ArgumentParser(description='PyTorch CIFAR Attack Evaluation')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.031,
parser.add_argument('--epsilon', type=float, default=0.031,
help='perturbation')
parser.add_argument('--model-path',
default='./checkpoints/model_cifar_wrn.pt',
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2 changes: 1 addition & 1 deletion evaluate_attack_mnist.py
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Expand Up @@ -9,7 +9,7 @@
parser = argparse.ArgumentParser(description='PyTorch MNIST Attack Evaluation')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.3,
parser.add_argument('--epsilon', type=float, default=0.3,
help='perturbation')
parser.add_argument('--model-path',
default='./checkpoints/model_mnist_smallcnn.pt',
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8 changes: 4 additions & 4 deletions mnist_example_trades.py
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Expand Up @@ -86,13 +86,13 @@ def main():
help='SGD momentum (default: 0.5)')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.1,
parser.add_argument('--epsilon', type=float, default=0.1,
help='perturbation')
parser.add_argument('--num-steps', default=10,
parser.add_argument('--num-steps', type=int, default=10,
help='perturb number of steps')
parser.add_argument('--step-size', default=0.02,
parser.add_argument('--step-size', type=float, default=0.02,
help='perturb step size')
parser.add_argument('--beta', default=1.0,
parser.add_argument('--beta', type=float, default=1.0,
help='regularization, i.e., 1/lambda in TRADES')
parser.add_argument('--seed', type=int, default=1, metavar='S',
help='random seed (default: 1)')
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10 changes: 5 additions & 5 deletions pgd_attack_cifar10.py
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Expand Up @@ -17,13 +17,13 @@
help='input batch size for testing (default: 200)')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.031,
parser.add_argument('--epsilon', type=float, default=0.031,
help='perturbation')
parser.add_argument('--num-steps', default=20,
parser.add_argument('--num-steps', type=int, default=20,
help='perturb number of steps')
parser.add_argument('--step-size', default=0.003,
parser.add_argument('--step-size', type=float, default=0.003,
help='perturb step size')
parser.add_argument('--random',
parser.add_argument('--random', action='store_true',
default=True,
help='random initialization for PGD')
parser.add_argument('--model-path',
Expand All @@ -35,7 +35,7 @@
parser.add_argument('--target-model-path',
default='./checkpoints/model_cifar_wrn.pt',
help='target model for black-box attack evaluation')
parser.add_argument('--white-box-attack', default=True,
parser.add_argument('--white-box-attack', action='store_true', default=True,
help='whether perform white-box attack')

args = parser.parse_args()
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10 changes: 5 additions & 5 deletions pgd_attack_mnist.py
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Expand Up @@ -17,13 +17,13 @@
help='input batch size for testing (default: 200)')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.3,
parser.add_argument('--epsilon', type=float, default=0.3,
help='perturbation')
parser.add_argument('--num-steps', default=40,
parser.add_argument('--num-steps', type=int, default=40,
help='perturb number of steps')
parser.add_argument('--step-size', default=0.01,
parser.add_argument('--step-size', type=float, default=0.01,
help='perturb step size')
parser.add_argument('--random',
parser.add_argument('--random', action='store_true',
default=True,
help='random initialization for PGD')
parser.add_argument('--model-path',
Expand All @@ -35,7 +35,7 @@
parser.add_argument('--target-model-path',
default='./checkpoints/model_mnist_smallcnn.pt',
help='target model for black-box attack evaluation')
parser.add_argument('--white-box-attack', default=True,
parser.add_argument('--white-box-attack', action='store_true', default=True,
help='whether perform white-box attack')

args = parser.parse_args()
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8 changes: 4 additions & 4 deletions train_trades_cifar10.py
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Expand Up @@ -27,13 +27,13 @@
help='SGD momentum')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.031,
parser.add_argument('--epsilon', type=float, default=0.031,
help='perturbation')
parser.add_argument('--num-steps', default=10,
parser.add_argument('--num-steps', type=int, default=10,
help='perturb number of steps')
parser.add_argument('--step-size', default=0.007,
parser.add_argument('--step-size', type=float, default=0.007,
help='perturb step size')
parser.add_argument('--beta', default=6.0,
parser.add_argument('--beta', type=float, default=6.0,
help='regularization, i.e., 1/lambda in TRADES')
parser.add_argument('--seed', type=int, default=1, metavar='S',
help='random seed (default: 1)')
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8 changes: 4 additions & 4 deletions train_trades_mnist.py
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Expand Up @@ -25,13 +25,13 @@
help='SGD momentum')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.3,
parser.add_argument('--epsilon', type=float, default=0.3,
help='perturbation')
parser.add_argument('--num-steps', default=40,
parser.add_argument('--num-steps', type=int, default=40,
help='perturb number of steps')
parser.add_argument('--step-size', default=0.01,
parser.add_argument('--step-size', type=float, default=0.01,
help='perturb step size')
parser.add_argument('--beta', default=1.0,
parser.add_argument('--beta', type=float, default=1.0,
help='regularization, i.e., 1/lambda in TRADES')
parser.add_argument('--seed', type=int, default=1, metavar='S',
help='random seed (default: 1)')
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8 changes: 4 additions & 4 deletions train_trades_mnist_binary.py
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Expand Up @@ -23,13 +23,13 @@
help='SGD momentum')
parser.add_argument('--no-cuda', action='store_true', default=False,
help='disables CUDA training')
parser.add_argument('--epsilon', default=0.1,
parser.add_argument('--epsilon', type=float, default=0.1,
help='perturbation')
parser.add_argument('--num-steps', default=20,
parser.add_argument('--num-steps', type=int, default=20,
help='perturb number of steps')
parser.add_argument('--step-size', default=0.01,
parser.add_argument('--step-size', type=float, default=0.01,
help='perturb step size')
parser.add_argument('--beta', default=5.0,
parser.add_argument('--beta', type=float, default=5.0,
help='regularization, i.e., lambda in TRADES for binary case')
parser.add_argument('--weight-decay', '--wd', default=0.0,
type=float, metavar='W', help='weight decay')
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