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log_AT-AWP_cifar100_linf_wrn34-10.txt
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log_AT-AWP_cifar100_linf_wrn34-10.txt
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initial accuracy: 60.38%
apgd-ce - 1/24 - 107 out of 256 successfully perturbed
apgd-ce - 2/24 - 129 out of 256 successfully perturbed
apgd-ce - 3/24 - 126 out of 256 successfully perturbed
apgd-ce - 4/24 - 120 out of 256 successfully perturbed
apgd-ce - 5/24 - 109 out of 256 successfully perturbed
apgd-ce - 6/24 - 111 out of 256 successfully perturbed
apgd-ce - 7/24 - 112 out of 256 successfully perturbed
apgd-ce - 8/24 - 129 out of 256 successfully perturbed
apgd-ce - 9/24 - 111 out of 256 successfully perturbed
apgd-ce - 10/24 - 108 out of 256 successfully perturbed
apgd-ce - 11/24 - 116 out of 256 successfully perturbed
apgd-ce - 12/24 - 112 out of 256 successfully perturbed
apgd-ce - 13/24 - 113 out of 256 successfully perturbed
apgd-ce - 14/24 - 117 out of 256 successfully perturbed
apgd-ce - 15/24 - 121 out of 256 successfully perturbed
apgd-ce - 16/24 - 105 out of 256 successfully perturbed
apgd-ce - 17/24 - 113 out of 256 successfully perturbed
apgd-ce - 18/24 - 117 out of 256 successfully perturbed
apgd-ce - 19/24 - 118 out of 256 successfully perturbed
apgd-ce - 20/24 - 111 out of 256 successfully perturbed
apgd-ce - 21/24 - 107 out of 256 successfully perturbed
apgd-ce - 22/24 - 129 out of 256 successfully perturbed
apgd-ce - 23/24 - 104 out of 256 successfully perturbed
apgd-ce - 24/24 - 68 out of 150 successfully perturbed
robust accuracy after APGD-CE: 33.25% (total time 1527.9 s)
apgd-t - 1/13 - 25 out of 256 successfully perturbed
apgd-t - 2/13 - 37 out of 256 successfully perturbed
apgd-t - 3/13 - 30 out of 256 successfully perturbed
apgd-t - 4/13 - 36 out of 256 successfully perturbed
apgd-t - 5/13 - 29 out of 256 successfully perturbed
apgd-t - 6/13 - 42 out of 256 successfully perturbed
apgd-t - 7/13 - 39 out of 256 successfully perturbed
apgd-t - 8/13 - 36 out of 256 successfully perturbed
apgd-t - 9/13 - 40 out of 256 successfully perturbed
apgd-t - 10/13 - 31 out of 256 successfully perturbed
apgd-t - 11/13 - 35 out of 256 successfully perturbed
apgd-t - 12/13 - 31 out of 256 successfully perturbed
apgd-t - 13/13 - 28 out of 253 successfully perturbed
robust accuracy after APGD-T: 28.86% (total time 8501.7 s)
fab-t - 1/12 - 0 out of 256 successfully perturbed
fab-t - 2/12 - 0 out of 256 successfully perturbed
fab-t - 3/12 - 0 out of 256 successfully perturbed
fab-t - 4/12 - 0 out of 256 successfully perturbed
fab-t - 5/12 - 0 out of 256 successfully perturbed
fab-t - 6/12 - 0 out of 256 successfully perturbed
fab-t - 7/12 - 0 out of 256 successfully perturbed
fab-t - 8/12 - 0 out of 256 successfully perturbed
fab-t - 9/12 - 0 out of 256 successfully perturbed
fab-t - 10/12 - 0 out of 256 successfully perturbed
fab-t - 11/12 - 0 out of 256 successfully perturbed
fab-t - 12/12 - 0 out of 70 successfully perturbed
robust accuracy after FAB-T: 28.86% (total time 16828.2 s)
square - 1/12 - 0 out of 256 successfully perturbed
square - 2/12 - 0 out of 256 successfully perturbed
square - 3/12 - 0 out of 256 successfully perturbed
square - 4/12 - 0 out of 256 successfully perturbed
square - 5/12 - 0 out of 256 successfully perturbed
square - 6/12 - 0 out of 256 successfully perturbed
square - 7/12 - 0 out of 256 successfully perturbed
square - 8/12 - 0 out of 256 successfully perturbed
square - 9/12 - 0 out of 256 successfully perturbed
square - 10/12 - 0 out of 256 successfully perturbed
square - 11/12 - 0 out of 256 successfully perturbed
square - 12/12 - 0 out of 70 successfully perturbed
robust accuracy after SQUARE: 28.86% (total time 25876.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 28.86%