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log_rand.txt
136 lines (136 loc) · 7.23 KB
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log_rand.txt
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initial accuracy: 86.56%
apgd-ce - 1/68 - 7 out of 128 successfully perturbed
apgd-ce - 2/68 - 10 out of 128 successfully perturbed
apgd-ce - 3/68 - 19 out of 128 successfully perturbed
apgd-ce - 4/68 - 9 out of 128 successfully perturbed
apgd-ce - 5/68 - 15 out of 128 successfully perturbed
apgd-ce - 6/68 - 8 out of 128 successfully perturbed
apgd-ce - 7/68 - 10 out of 128 successfully perturbed
apgd-ce - 8/68 - 10 out of 128 successfully perturbed
apgd-ce - 9/68 - 12 out of 128 successfully perturbed
apgd-ce - 10/68 - 11 out of 128 successfully perturbed
apgd-ce - 11/68 - 8 out of 128 successfully perturbed
apgd-ce - 12/68 - 6 out of 128 successfully perturbed
apgd-ce - 13/68 - 9 out of 128 successfully perturbed
apgd-ce - 14/68 - 12 out of 128 successfully perturbed
apgd-ce - 15/68 - 12 out of 128 successfully perturbed
apgd-ce - 16/68 - 9 out of 128 successfully perturbed
apgd-ce - 17/68 - 17 out of 128 successfully perturbed
apgd-ce - 18/68 - 13 out of 128 successfully perturbed
apgd-ce - 19/68 - 11 out of 128 successfully perturbed
apgd-ce - 20/68 - 7 out of 128 successfully perturbed
apgd-ce - 21/68 - 14 out of 128 successfully perturbed
apgd-ce - 22/68 - 10 out of 128 successfully perturbed
apgd-ce - 23/68 - 9 out of 128 successfully perturbed
apgd-ce - 24/68 - 8 out of 128 successfully perturbed
apgd-ce - 25/68 - 7 out of 128 successfully perturbed
apgd-ce - 26/68 - 12 out of 128 successfully perturbed
apgd-ce - 27/68 - 8 out of 128 successfully perturbed
apgd-ce - 28/68 - 9 out of 128 successfully perturbed
apgd-ce - 29/68 - 3 out of 128 successfully perturbed
apgd-ce - 30/68 - 10 out of 128 successfully perturbed
apgd-ce - 31/68 - 16 out of 128 successfully perturbed
apgd-ce - 32/68 - 13 out of 128 successfully perturbed
apgd-ce - 33/68 - 15 out of 128 successfully perturbed
apgd-ce - 34/68 - 8 out of 128 successfully perturbed
apgd-ce - 35/68 - 8 out of 128 successfully perturbed
apgd-ce - 36/68 - 9 out of 128 successfully perturbed
apgd-ce - 37/68 - 13 out of 128 successfully perturbed
apgd-ce - 38/68 - 7 out of 128 successfully perturbed
apgd-ce - 39/68 - 11 out of 128 successfully perturbed
apgd-ce - 40/68 - 14 out of 128 successfully perturbed
apgd-ce - 41/68 - 13 out of 128 successfully perturbed
apgd-ce - 42/68 - 12 out of 128 successfully perturbed
apgd-ce - 43/68 - 10 out of 128 successfully perturbed
apgd-ce - 44/68 - 16 out of 128 successfully perturbed
apgd-ce - 45/68 - 9 out of 128 successfully perturbed
apgd-ce - 46/68 - 10 out of 128 successfully perturbed
apgd-ce - 47/68 - 11 out of 128 successfully perturbed
apgd-ce - 48/68 - 13 out of 128 successfully perturbed
apgd-ce - 49/68 - 8 out of 128 successfully perturbed
apgd-ce - 50/68 - 9 out of 128 successfully perturbed
apgd-ce - 51/68 - 12 out of 128 successfully perturbed
apgd-ce - 52/68 - 11 out of 128 successfully perturbed
apgd-ce - 53/68 - 6 out of 128 successfully perturbed
apgd-ce - 54/68 - 7 out of 128 successfully perturbed
apgd-ce - 55/68 - 7 out of 128 successfully perturbed
apgd-ce - 56/68 - 8 out of 128 successfully perturbed
apgd-ce - 57/68 - 12 out of 128 successfully perturbed
apgd-ce - 58/68 - 8 out of 128 successfully perturbed
apgd-ce - 59/68 - 11 out of 128 successfully perturbed
apgd-ce - 60/68 - 12 out of 128 successfully perturbed
apgd-ce - 61/68 - 7 out of 128 successfully perturbed
apgd-ce - 62/68 - 8 out of 128 successfully perturbed
apgd-ce - 63/68 - 8 out of 128 successfully perturbed
apgd-ce - 64/68 - 10 out of 128 successfully perturbed
apgd-ce - 65/68 - 7 out of 128 successfully perturbed
apgd-ce - 66/68 - 19 out of 128 successfully perturbed
apgd-ce - 67/68 - 13 out of 128 successfully perturbed
apgd-ce - 68/68 - 10 out of 80 successfully perturbed
robust accuracy after APGD-CE: 79.50% (total time 17585.8 s)
apgd-dlr - 1/63 - 4 out of 128 successfully perturbed
apgd-dlr - 2/63 - 3 out of 128 successfully perturbed
apgd-dlr - 3/63 - 6 out of 128 successfully perturbed
apgd-dlr - 4/63 - 5 out of 128 successfully perturbed
apgd-dlr - 5/63 - 2 out of 128 successfully perturbed
apgd-dlr - 6/63 - 5 out of 128 successfully perturbed
apgd-dlr - 7/63 - 4 out of 128 successfully perturbed
apgd-dlr - 8/63 - 8 out of 128 successfully perturbed
apgd-dlr - 9/63 - 7 out of 128 successfully perturbed
apgd-dlr - 10/63 - 5 out of 128 successfully perturbed
apgd-dlr - 11/63 - 3 out of 128 successfully perturbed
apgd-dlr - 12/63 - 7 out of 128 successfully perturbed
apgd-dlr - 13/63 - 13 out of 128 successfully perturbed
apgd-dlr - 14/63 - 7 out of 128 successfully perturbed
apgd-dlr - 15/63 - 5 out of 128 successfully perturbed
apgd-dlr - 16/63 - 7 out of 128 successfully perturbed
apgd-dlr - 17/63 - 8 out of 128 successfully perturbed
apgd-dlr - 18/63 - 7 out of 128 successfully perturbed
apgd-dlr - 19/63 - 7 out of 128 successfully perturbed
apgd-dlr - 20/63 - 4 out of 128 successfully perturbed
apgd-dlr - 21/63 - 8 out of 128 successfully perturbed
apgd-dlr - 22/63 - 6 out of 128 successfully perturbed
apgd-dlr - 23/63 - 4 out of 128 successfully perturbed
apgd-dlr - 24/63 - 6 out of 128 successfully perturbed
apgd-dlr - 25/63 - 2 out of 128 successfully perturbed
apgd-dlr - 26/63 - 2 out of 128 successfully perturbed
apgd-dlr - 27/63 - 7 out of 128 successfully perturbed
apgd-dlr - 28/63 - 4 out of 128 successfully perturbed
apgd-dlr - 29/63 - 3 out of 128 successfully perturbed
apgd-dlr - 30/63 - 11 out of 128 successfully perturbed
apgd-dlr - 31/63 - 4 out of 128 successfully perturbed
apgd-dlr - 32/63 - 8 out of 128 successfully perturbed
apgd-dlr - 33/63 - 7 out of 128 successfully perturbed
apgd-dlr - 34/63 - 4 out of 128 successfully perturbed
apgd-dlr - 35/63 - 8 out of 128 successfully perturbed
apgd-dlr - 36/63 - 4 out of 128 successfully perturbed
apgd-dlr - 37/63 - 6 out of 128 successfully perturbed
apgd-dlr - 38/63 - 5 out of 128 successfully perturbed
apgd-dlr - 39/63 - 9 out of 128 successfully perturbed
apgd-dlr - 40/63 - 6 out of 128 successfully perturbed
apgd-dlr - 41/63 - 6 out of 128 successfully perturbed
apgd-dlr - 42/63 - 6 out of 128 successfully perturbed
apgd-dlr - 43/63 - 4 out of 128 successfully perturbed
apgd-dlr - 44/63 - 9 out of 128 successfully perturbed
apgd-dlr - 45/63 - 6 out of 128 successfully perturbed
apgd-dlr - 46/63 - 4 out of 128 successfully perturbed
apgd-dlr - 47/63 - 5 out of 128 successfully perturbed
apgd-dlr - 48/63 - 6 out of 128 successfully perturbed
apgd-dlr - 49/63 - 8 out of 128 successfully perturbed
apgd-dlr - 50/63 - 8 out of 128 successfully perturbed
apgd-dlr - 51/63 - 3 out of 128 successfully perturbed
apgd-dlr - 52/63 - 5 out of 128 successfully perturbed
apgd-dlr - 53/63 - 5 out of 128 successfully perturbed
apgd-dlr - 54/63 - 5 out of 128 successfully perturbed
apgd-dlr - 55/63 - 0 out of 128 successfully perturbed
apgd-dlr - 56/63 - 4 out of 128 successfully perturbed
apgd-dlr - 57/63 - 4 out of 128 successfully perturbed
apgd-dlr - 58/63 - 3 out of 128 successfully perturbed
apgd-dlr - 59/63 - 5 out of 128 successfully perturbed
apgd-dlr - 60/63 - 3 out of 128 successfully perturbed
apgd-dlr - 61/63 - 3 out of 128 successfully perturbed
apgd-dlr - 62/63 - 9 out of 128 successfully perturbed
apgd-dlr - 63/63 - 0 out of 14 successfully perturbed
robust accuracy after APGD-DLR: 76.08% (total time 34405.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 76.08%