using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 225.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 219.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.01569
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.01176
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 200.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 213.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 213.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99608, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.3 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.96863, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 201.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.01176
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00425
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.4 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 185.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.97647, min: 0.00392
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 198.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.3 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 200.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 3 out of 7 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 184.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 213.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.1 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.9 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 228.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 211.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 216.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00412
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 212.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.8 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 200.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.01176
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.2 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 235.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 210.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 222.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 234.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.4 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 205.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00064
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 4 out of 9 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 204.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.4 s)
max Linf perturbation: 0.03136, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 221.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 4 out of 9 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 204.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.7 s)
apgd-dlr - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 240.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 201.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 202.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 190.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00708
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.1 s)
apgd-dlr - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 240.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 204.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 197.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.8 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 205.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 4 out of 9 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 206.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 88.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 182.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 195.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 216.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 99.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 194.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 4 out of 10 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 219.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 212.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 217.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99608, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.9 s)
apgd-dlr - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 240.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.5 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 201.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.99608, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.01176
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.7 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 213.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 190.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.01961
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 86.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 175.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 213.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 4 out of 10 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 221.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 223.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 216.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 219.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 99.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.3 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 87.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 173.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 222.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.97647, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99608, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00353
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 4 out of 9 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 204.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 4 out of 10 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 216.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 226.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 210.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00068
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 86.9 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 185.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 98.1 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 187.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 223.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 216.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.9 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 205.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 4 out of 10 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 219.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 86.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 174.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 223.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 227.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 200.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.97255, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.3 s)
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.5 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 203.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 216.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 190.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.2 s)
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 203.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99822, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.3 s)
max Linf perturbation: 0.03136, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 226.1 s)
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 217.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 210.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 222.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 86.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 4 out of 8 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 186.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 201.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03136, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.2 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.8 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 226.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 3 out of 7 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 188.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 4 out of 10 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 220.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 216.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03136, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 241.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 99.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 195.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.2 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 227.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 223.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.2 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 212.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 223.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 226.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 180.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 222.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 4 out of 10 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 217.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 241.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.02353
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 3 out of 7 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 184.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 173.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 209.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 201.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 88.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 183.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99216, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.4 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 197.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.1 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
robust accuracy after APGD-DLR: 50.00% (total time 179.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.0 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 222.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99608, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 224.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 3 out of 6 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 88.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 174.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.8 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 239.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 216.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 187.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 216.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 195.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.01569
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 3 out of 7 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 186.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 226.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.7 s)
max Linf perturbation: 0.03136, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 212.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 224.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 3 out of 9 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 211.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 3 out of 8 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 201.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 204.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 88.89% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 88.89% (total time 214.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 88.89%
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.1 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 196.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 239.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 214.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 88.89%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 77.78% (total time 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 77.78% (total time 202.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99998, min: 0.00000
robust accuracy: 77.78%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.1 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 223.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 223.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 119.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 224.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.1 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 234.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 217.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 88.89%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 77.78% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 77.78% (total time 205.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 77.78%
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 202.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 190.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 200.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 225.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 232.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 221.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 77.78%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 66.67% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 66.67% (total time 196.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 66.67%
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 234.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 86.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 174.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 218.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 216.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 220.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 88.89%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 66.67% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 66.67% (total time 200.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 66.67%
robust accuracy after APGD-CE: 70.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 3 out of 10 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 221.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 214.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 214.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 119.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 233.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 118.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.7 s)
apgd-dlr - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 226.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 77.78%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 66.67% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 66.67% (total time 196.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 66.67%
robust accuracy after APGD-CE: 60.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 2 out of 9 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00016
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 241.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 2 out of 10 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 119.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 222.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 180.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 88.89% (total time 112.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 88.89% (total time 215.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 88.89%
