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 89.2 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 188.8 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: 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 201.5 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.3 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 111.6 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: 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 203.9 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 - 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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: 0.03137
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 225.6 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 100.0 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.8 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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 - 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 201.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 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: 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.8 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.5 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 87.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 175.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 84.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.2 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 - 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.1 s)
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 101.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.0 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 98.7 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: 0.00000, 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 98.7 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: 0.00000, 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 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 205.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.4 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: 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 186.3 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 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.0 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 98.8 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: 0.00000, 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 100.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 205.1 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: 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 189.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.0 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: 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.5 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 - 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 203.9 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 - 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 202.4 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: 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: 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 186.3 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.1 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 - 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 205.1 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 98.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.7 s)
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 91.1 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 187.7 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 100.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.6 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.8 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: 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 205.3 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 98.6 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.4 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: 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 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: 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 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.5 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.3 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: 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 185.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00784
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 100.5 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 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.7 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: 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 203.0 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: 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 187.0 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 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 84.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.9 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: 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 203.7 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 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: 0.00784
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 98.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.1 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: 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 203.8 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 121.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 236.9 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 - 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 204.6 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 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.0 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.3 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 - 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 201.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.4 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 171.7 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 - 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 204.3 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 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.9 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: 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 202.7 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 204.3 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 171.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.7 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.9 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.7 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 181.2 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: 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 202.7 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 - 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 186.7 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: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 172.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
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 226.7 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: 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 186.3 s)
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 100.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.8 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.6 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: 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 203.3 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: 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: 0.01176
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 98.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 60.00%
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 98.3 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 0.00000, 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 100.1 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 - 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 225.7 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.4 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: 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 225.6 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.3 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 1 out of 8 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 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.9 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: 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.9 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.1 s)
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 94.1 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: 0.00000, 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.4 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: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 228.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 89.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 188.5 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 102.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.4 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: 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 228.6 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 101.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 212.3 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 89.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 182.0 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 92.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.8 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 206.2 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 112.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 91.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 194.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 184.3 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 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 206.7 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 102.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.7 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 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.0 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 99.9 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: 0.00000, 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 101.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.3 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 100.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.9 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 102.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.0 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 100.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 208.6 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 115.6 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 233.2 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 102.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 212.6 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 101.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 211.4 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 103.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.9 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 93.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 187.7 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 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 206.1 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 212.0 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 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 210.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 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 201.3 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 92.4 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: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 228.9 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 101.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 206.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99608, min: 0.00000
robust accuracy: 60.00%
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 99.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.3 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 96.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 194.5 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 95.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.4 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 208.9 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 101.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 208.0 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 90.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 190.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 91.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 198.0 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 102.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.8 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 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 243.5 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: 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 201.1 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 84.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.2 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.2 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 - 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.8 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.0 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 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 - 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 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 177.2 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: 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 203.0 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: 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 184.7 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 8 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 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 100.1 s)
apgd-dlr - 1/1 - 1 out of 8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 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: 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 - 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 - 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: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 89.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 186.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 190.9 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 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 186.1 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.1 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 171.5 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: 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: 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: 0.00392
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 202.4 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: 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 185.9 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 88.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 177.3 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.5 s)
apgd-dlr - 1/1 - 1 out of 8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.8 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: 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 202.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.1 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: 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 186.2 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: 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 186.3 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: 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 186.2 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 - 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.0 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 171.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.4 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: 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 204.5 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: 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 186.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 60.00%
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 85.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.8 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: 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: 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 202.5 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 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.5 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: 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 186.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
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 215.7 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.7 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: 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: 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 215.6 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 100.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.6 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 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 100.1 s)
apgd-dlr - 1/1 - 1 out of 8 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 - 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 185.4 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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: 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 185.7 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 - 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.9 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: 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 185.7 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.7 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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 100.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.2 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: 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 180.5 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.9 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 201.9 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: 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 185.8 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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 98.7 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.9 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 111.9 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: 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 - 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 205.1 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 100.4 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: 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: 0.00000
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 98.7 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 - 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 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 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 - 1 out of 8 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: 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 203.9 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: 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 184.7 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: 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 184.7 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: 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 188.5 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 0.00000, 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 100.5 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 98.6 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 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 182.3 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.2 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 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 211.2 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 101.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.8 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 103.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 213.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 93.0 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 211.6 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 101.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 208.8 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 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 94.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 193.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 89.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 190.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 93.9 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: 0.00000, 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 - 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 208.5 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: 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 209.3 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: 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 206.7 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 99.3 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 90.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 194.8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 93.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.2 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.4 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.1 s)
apgd-dlr - 1/1 - 1 out of 6 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.9 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-CE: 80.00% (total time 103.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 211.1 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 112.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 229.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.99608, 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 102.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 212.0 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 104.7 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 216.1 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 102.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 97.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 197.4 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 92.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 186.4 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 104.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 212.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 94.3 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 93.5 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 96.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 201.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00784
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 105.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 211.2 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 112.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 229.3 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 103.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 211.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 90.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 189.9 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 95.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 190.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 96.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 195.3 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 208.0 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 103.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.6 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 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 113.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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 98.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.6 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: 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 177.1 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: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 173.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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 98.3 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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 100.1 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: 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 201.3 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 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 98.2 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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: 60.00%
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 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.8 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: 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 186.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.7 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: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 85.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 171.8 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: 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 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 186.2 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 88.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 181.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.01961
robust accuracy: 50.00%
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 186.6 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: 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 204.3 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: 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 186.4 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: 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 202.6 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: 60.00%
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 190.0 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: 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: 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 186.3 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 - 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 202.7 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 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: 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 205.5 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 98.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 205.3 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 100.7 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 204.8 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 98.9 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: 60.00%
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.2 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: 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 202.5 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 204.2 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 204.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 189.8 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 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.9 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 204.8 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: 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 202.6 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 98.9 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: 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 204.0 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 100.6 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: 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 202.5 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 171.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 204.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.99216, 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 98.8 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: 0.00000, 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 111.8 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.0 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 171.9 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: 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 202.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.2 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.6 s)
apgd-dlr - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 204.1 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-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 203.0 s)
max Linf perturbation: 0.00000, 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 98.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 86.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.5 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.3 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: 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 185.8 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: 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 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: 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 225.6 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.8 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 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 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 202.0 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 111.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.0 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.0 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 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.8 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.3 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: 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 185.8 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: 60.00%
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: 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: 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 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: 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 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.3 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 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 201.7 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 98.8 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: 0.00000, 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 98.8 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: 0.00000
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 - 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: 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 186.0 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.6 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 202.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 0.00000, 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 204.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.4 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 - 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 203.2 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 98.7 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.2 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-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.8 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.3 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 193.0 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: 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 228.4 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 104.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 212.9 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: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 111.9 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 229.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 93.4 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: 0.00000, 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 242.5 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.3 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: 0.00000, 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 96.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 197.5 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 212.3 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 87.6 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 177.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 99.7 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 91.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 194.8 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 178.7 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: 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 205.8 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 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 206.6 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 100.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.9 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.5 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 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 210.6 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 100.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.0 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-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 219.3 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 100.0 s)
apgd-dlr - 1/1 - 0 out of 6 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 96.9 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 91.6 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: 0.00000, 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 113.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 229.7 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 92.7 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 101.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 201.3 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 211.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 89.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 188.4 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 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 114.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 231.6 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 112.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 230.6 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 89.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 182.4 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: 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 229.6 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 96.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.7 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 - 0 out of 7 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 208.0 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 91.7 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 90.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 194.9 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 90.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 187.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 92.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.8 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 92.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 193.0 s)
max Linf perturbation: 0.00000, 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 - 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 229.7 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.8 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 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: 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 98.2 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: 0.00392
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 87.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.6 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.6 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: 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 201.3 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 98.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.8 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.3 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: 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 201.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
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 186.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 86.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 180.0 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: 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 186.9 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.0 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: 0.00000, 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 - 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: 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 204.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.98824, 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 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: 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 202.5 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 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 181.1 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 - 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 186.5 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: 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 181.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.0 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: 0.00000, 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 85.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.7 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: 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 204.3 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: 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 206.0 s)
max Linf perturbation: 0.03136, 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 202.9 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 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.9 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: 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 - 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.2 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 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%
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: 0.00392
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 98.8 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.3 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 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 226.4 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 100.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.1 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: 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 186.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 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 - 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.4 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: 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 202.7 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 98.9 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 202.5 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: 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 202.6 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 100.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.6 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 - 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 226.4 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: 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 186.5 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 186.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.9 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: 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: 0.00000
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 204.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
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 185.7 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: 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 185.7 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 100.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.7 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.7 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 - 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 201.9 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.0 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: 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 186.2 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 111.4 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 - 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 225.7 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: 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 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.8 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.3 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: 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 185.9 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 - 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: 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 186.0 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: 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 185.9 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: 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 185.8 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: 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 197.1 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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 - 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 98.7 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: 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 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: 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 - 1 out of 8 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 201.4 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 111.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 83.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 83.9 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: 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 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 189.3 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 - 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 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: 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: 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 202.8 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 182.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.4 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 - 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 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: 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 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: 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 188.0 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 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 175.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.3 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 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.5 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 102.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.8 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 211.8 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 102.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 208.9 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 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 242.5 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.9 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 112.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.7 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 102.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.6 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 88.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 179.6 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 103.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 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 210.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 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 183.3 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 102.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.8 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 101.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 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 206.6 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 88.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 182.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 101.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 210.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.3 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.4 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 99.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.5 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 101.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.3 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.8 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 91.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 186.0 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 92.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 184.7 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 96.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 200.0 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 103.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.3 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 101.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.8 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 102.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 211.5 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 112.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 228.5 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 - 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 229.7 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 99.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 204.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99216, 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 113.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 230.2 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 103.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 211.5 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 101.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.6 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 92.4 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.01569
robust accuracy: 60.00%
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 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.6 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 94.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 91.6 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 102.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.9 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 89.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 183.0 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 208.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
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 203.3 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: 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 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.7 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 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: 0.00784
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 225.4 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 87.0 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 1 out of 8 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.6 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: 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 201.0 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 111.4 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 - 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: 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 225.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00784
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 98.2 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: 0.99608, 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 84.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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 111.4 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 225.7 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 100.7 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 171.9 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 - 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: 0.00000
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 100.7 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: 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 226.7 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 84.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 171.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 186.7 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.1 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: 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 202.8 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 - 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 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 87.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 175.0 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.0 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: 0.00000, 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 99.0 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 1 out of 3 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 84.6 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 171.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
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: 0.00000
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: 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 202.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.2 s)
apgd-dlr - 1/1 - 2 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 178.7 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 - 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)
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 87.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.5 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 1.00000, min: 0.00392
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 83.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.3 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 - 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 241.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 83.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.5 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 0.00000, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 189.4 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 177.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 204.4 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: 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 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.8 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.9 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: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 83.3 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 168.7 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 83.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 175.3 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 182.5 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 199.0 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 174.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 85.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 180.5 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 175.7 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: 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 188.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.99608, 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 86.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 175.2 s)
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 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.9 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: 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: 0.00000
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 85.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.7 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: 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 204.0 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: 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 202.6 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 100.6 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 - 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: 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 202.5 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 119.3 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: 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 186.5 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 - 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 202.5 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.2 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 - 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 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: 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 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: 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: 0.00000
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 111.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00113
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 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.3 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 - 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 202.4 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: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 111.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 215.4 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 111.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.1 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 197.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 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 185.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 86.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.0 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.3 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: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 118.8 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.2 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.6 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 86.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.7 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.3 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 - 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 225.7 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 202.3 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 s)
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 205.0 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 99.1 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 206.4 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 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 206.2 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 101.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.7 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 101.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.6 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 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 208.7 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 99.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 206.0 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 91.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 182.7 s)
max Linf perturbation: 0.00000, 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 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 230.3 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 100.2 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: 0.00000, 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 111.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 227.4 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 101.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.5 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.5 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.5 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 100.3 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: 0.00000, 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 100.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.8 s)
max Linf perturbation: 0.00000, 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 103.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 212.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 95.9 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 91.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 191.6 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 103.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.4 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 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 88.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 186.1 s)
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 101.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.3 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: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 91.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.5 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.6 s)
apgd-dlr - 1/1 - 1 out of 7 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 210.2 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 93.7 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: 0.00000, 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 - 0 out of 7 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 209.3 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 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 210.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 92.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 200.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 92.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.0 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: 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 228.3 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 91.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 187.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 0.99608, min: 0.00000
robust accuracy: 40.00%
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 119.7 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 236.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 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 208.7 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 102.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 208.8 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 212.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 95.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 203.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 95.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 197.1 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 101.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 206.6 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 104.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.0 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 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 212.1 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.8 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.7 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: 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 201.1 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 84.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
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 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 - 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 225.6 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.6 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.4 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: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 84.9 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 171.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
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 87.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 184.9 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.2 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: 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 201.0 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 98.2 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: 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 98.2 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 171.0 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 40.00%
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 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.5 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 - 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 - 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.6 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: 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 226.6 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: 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 185.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.3 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: 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 185.3 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 111.9 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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 100.6 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 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 204.6 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 - 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 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: 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 204.0 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: 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 186.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 60.00%
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 98.7 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: 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 87.5 s)
apgd-dlr - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 185.3 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 83.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 169.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.4 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 98.9 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: 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 202.4 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 - 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 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.9 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: 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 204.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.3 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 - 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 202.5 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 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.7 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.3 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 - 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 111.9 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: 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 186.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 178.9 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: 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 186.5 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 - 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 - 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 203.9 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 0.00000, 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 100.5 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 86.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 173.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.5 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: 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 202.7 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 204.3 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 102.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.0 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: 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 186.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.3 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: 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 185.3 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 - 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: 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: 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 226.9 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: 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 185.5 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 100.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 206.1 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 119.4 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 243.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.2 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: 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: 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 226.5 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 - 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.7 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: 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.6 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 171.7 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.7 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 111.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 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 185.7 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: 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 185.8 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.2 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 0.00784
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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.7 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.9 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 111.5 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 86.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 173.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 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 203.9 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 202.0 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 98.3 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: 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 225.6 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: 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 185.7 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 112.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 220.8 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 - 0 out of 7 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 209.2 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 - 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 228.4 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 89.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 187.8 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 94.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 197.1 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 101.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 203.7 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 100.2 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 209.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 0.99608, 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 101.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.6 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 88.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 193.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 188.5 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 87.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 184.5 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 90.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 194.2 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 192.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 186.7 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: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 112.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 228.5 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 91.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 194.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 60.00%
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 100.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.01569
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 89.5 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: 0.00000, 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.0 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 101.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 212.8 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.7 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 90.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 190.0 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 93.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 194.3 s)
max Linf perturbation: 0.03135, 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 103.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 213.6 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 102.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 94.2 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: 0.00000, 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 112.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 229.4 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 99.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 192.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 95.2 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
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 101.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 209.3 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 97.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 202.5 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 93.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 192.3 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.3 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 102.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 210.6 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 100.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 209.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 210.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 93.8 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: 0.00000, 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.5 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 94.6 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: 0.00000, 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 103.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.6 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.7 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: 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 201.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 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: 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 84.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 177.0 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: 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 196.0 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: 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 84.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 170.1 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: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 98.3 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: 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: 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 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: 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 98.3 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 98.2 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 - 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 196.3 s)
max Linf perturbation: 0.03135, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 77.78%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 77.78% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 77.78% (total time 201.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 77.78%
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.2 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 - 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 203.9 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: 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 185.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
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 204.0 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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: 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 100.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.9 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.7 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.5 s)
apgd-dlr - 1/1 - 1 out of 8 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 83.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.0 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: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 84.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 169.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
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 98.7 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: 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 188.1 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 188.2 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 - 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 - 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 204.6 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: 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 180.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.3 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: 77.78%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 77.78% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 77.78% (total time 201.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 77.78%
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.4 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: 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 204.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.1 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: 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 203.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.2 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 98.7 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 86.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 180.1 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: 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 203.3 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 100.5 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: 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 202.4 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.0 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: 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 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: 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 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: 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: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.6 s)
max Linf perturbation: 0.03136, 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 111.8 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: 0.00392
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 100.6 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: 0.03137, 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 87.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.9 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: 88.89%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 88.89% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 88.89% (total time 204.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 88.89%
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 - 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 226.5 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: 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 202.6 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: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 88.4 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 174.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
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 204.3 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 98.9 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: 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 201.7 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 98.9 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 180.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.0 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 - 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 226.7 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: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 87.7 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 180.3 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 100.8 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: 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 206.1 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 100.7 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: 0.03135, 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 84.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 176.4 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: 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 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: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 84.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 169.4 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: 66.67%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 66.67% (total time 87.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 66.67% (total time 186.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 66.67%
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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 172.3 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: 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 214.6 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 98.3 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: 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 214.5 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.9 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 85.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 179.6 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 177.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 185.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 87.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 186.0 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 98.3 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 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 203.2 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: 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 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 240.3 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: 88.89%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 88.89% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 88.89% (total time 203.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 88.89%
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.3 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 106.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 213.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.01176
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 100.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 208.0 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 92.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 194.7 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 - 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 208.7 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 90.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 188.7 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.5 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 90.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 196.0 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 119.1 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 242.0 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 87.9 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: 0.00000, 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 - 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 205.6 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 94.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 194.4 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.5 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 91.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 194.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00784
robust accuracy: 60.00%
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 88.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 186.6 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 210.1 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 92.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 183.6 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: 77.78%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 77.78% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 77.78% (total time 206.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 77.78%
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 215.7 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 92.1 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 94.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 199.9 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 92.6 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: 0.00000, 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 211.8 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 89.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.1 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 210.2 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 92.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 190.4 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: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 99.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 190.5 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: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 99.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 207.6 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 106.3 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: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00392
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 90.4 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 96.2 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: 0.00000, 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 101.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 212.1 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: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 101.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 207.9 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 112.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 230.1 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: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 92.9 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 191.6 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: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 90.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 195.3 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: 66.67%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 66.67% (total time 90.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 66.67% (total time 189.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 66.67%
