using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 90.1 s)
max Linf perturbation: 0.92361, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 88.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.5 s)
max Linf perturbation: 0.94932, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94938, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.3 s)
max Linf perturbation: 0.94823, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94997, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.3 s)
max Linf perturbation: 0.94621, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94587, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94891, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94944, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94551, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94951, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94955, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 167.5 s)
max Linf perturbation: 0.94895, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94979, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94887, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94858, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 167.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 5 out of 7 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 98.2 s)
apgd-dlr - 1/1 - 2 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 185.8 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.7 s)
max Linf perturbation: 0.94971, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 167.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.93991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 120.7 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94969, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94976, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94884, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94847, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 88.2 s)
max Linf perturbation: 0.94940, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.3 s)
max Linf perturbation: 0.94929, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94885, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94908, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 89.8 s)
max Linf perturbation: 0.94919, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 184.6 s)
max Linf perturbation: 0.94912, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 88.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 171.8 s)
max Linf perturbation: 0.94909, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 2 out of 2 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94146, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94648, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.93370, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94877, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94568, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.6 s)
max Linf perturbation: 0.94939, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.4 s)
max Linf perturbation: 0.93959, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 113.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94968, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94953, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94904, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.94892, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94988, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 184.5 s)
max Linf perturbation: 0.94952, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 88.0 s)
max Linf perturbation: 0.94904, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94907, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94708, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94510, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.94855, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.94918, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.0 s)
max Linf perturbation: 0.94838, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.94969, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.94842, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 183.9 s)
max Linf perturbation: 0.94992, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94969, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.8 s)
max Linf perturbation: 0.94399, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94926, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.1 s)
max Linf perturbation: 0.94262, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94974, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94933, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94945, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.0 s)
max Linf perturbation: 0.94766, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94982, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94867, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94915, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.6 s)
max Linf perturbation: 0.94863, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 112.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 194.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.2 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 101.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.3 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 183.2 s)
max Linf perturbation: 0.94819, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.9 s)
max Linf perturbation: 0.94851, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94938, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94951, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94502, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.94966, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.0 s)
max Linf perturbation: 0.94973, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94962, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94915, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94925, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.9 s)
max Linf perturbation: 0.94939, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.94943, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94925, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94917, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 183.1 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94890, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 112.3 s)
max Linf perturbation: 0.94960, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 112.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.8 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 183.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 89.5 s)
max Linf perturbation: 0.93542, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 112.0 s)
max Linf perturbation: 0.94989, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94921, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.8 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 193.5 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94957, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.4 s)
max Linf perturbation: 0.94118, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 84.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 166.0 s)
max Linf perturbation: 0.94954, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94993, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.8 s)
max Linf perturbation: 0.94933, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94912, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.9 s)
max Linf perturbation: 0.94947, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 180.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94946, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.5 s)
Warning: there are 1 points with zero gradient! This might lead to unreliable evaluation with gradient-based attacks. See flags_doc.md for details.
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.2 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94931, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 183.9 s)
max Linf perturbation: 0.94991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94890, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94977, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94835, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94929, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94833, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94851, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 194.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 167.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 5 out of 7 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 187.3 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.3 s)
max Linf perturbation: 0.94927, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94937, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 180.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 183.0 s)
max Linf perturbation: 0.94844, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.1 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.8 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94979, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94903, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.7 s)
max Linf perturbation: 0.94811, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94808, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
robust accuracy after APGD-CE: 0.00% (total time 86.4 s)
max Linf perturbation: 0.94937, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.3 s)
max Linf perturbation: 0.94919, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.94921, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94995, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.94861, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94213, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.94773, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.94875, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94908, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94803, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94943, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.1 s)
max Linf perturbation: 0.94042, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94540, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.2 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.7 s)
max Linf perturbation: 0.94760, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.1 s)
max Linf perturbation: 0.94960, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94880, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 171.0 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 89.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94765, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94907, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 88.3 s)
max Linf perturbation: 0.94960, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.94846, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.92774, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.3 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 167.1 s)
max Linf perturbation: 0.94685, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94869, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.9 s)
max Linf perturbation: 0.94670, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.8 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.9 s)
max Linf perturbation: 0.94984, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94949, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94975, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.4 s)
max Linf perturbation: 0.94846, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.9 s)
max Linf perturbation: 0.94228, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94945, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94947, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 180.1 s)
max Linf perturbation: 0.94976, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94765, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94729, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 179.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94800, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94872, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94970, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.2 s)
max Linf perturbation: 0.94794, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94906, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94980, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.6 s)
max Linf perturbation: 0.94887, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.92157, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94974, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94968, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94595, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 180.1 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94743, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94965, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94611, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94928, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.3 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94964, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.8 s)
max Linf perturbation: 0.94957, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.3 s)
max Linf perturbation: 0.94844, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94892, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 118.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94640, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94965, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94713, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 6 out of 8 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 187.6 s)
max Linf perturbation: 0.94945, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.2 s)
max Linf perturbation: 0.94800, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.2 s)
max Linf perturbation: 0.94937, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94926, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 170.4 s)
max Linf perturbation: 0.94890, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.7 s)
max Linf perturbation: 0.94974, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94942, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.2 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.9 s)
max Linf perturbation: 0.94694, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.9 s)
max Linf perturbation: 0.94952, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.4 s)
max Linf perturbation: 0.94965, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 88.8 s)
max Linf perturbation: 0.94802, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.94982, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94924, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.2 s)
max Linf perturbation: 0.94931, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.3 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 186.9 s)
max Linf perturbation: 0.94947, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 187.1 s)
max Linf perturbation: 0.94890, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 197.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94790, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94982, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 171.1 s)
max Linf perturbation: 0.92982, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.94968, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.94807, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94851, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.6 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 170.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 112.1 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94840, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 183.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94697, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94815, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94960, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94970, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 101.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 112.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.6 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.94989, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.94702, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.2 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94950, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94923, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94998, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.1 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.5 s)
max Linf perturbation: 0.94905, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.2 s)
max Linf perturbation: 0.94696, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 183.2 s)
max Linf perturbation: 0.94882, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94995, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 168.6 s)
max Linf perturbation: 0.94868, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94881, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.2 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94738, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94914, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94835, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.94623, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.0 s)
max Linf perturbation: 0.94778, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94963, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94886, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.6 s)
max Linf perturbation: 0.94981, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94510, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94887, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94984, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94095, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94907, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94748, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94794, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 179.8 s)
max Linf perturbation: 0.94981, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.94749, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94532, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94998, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94993, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.8 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94860, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94967, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94981, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94960, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94795, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94886, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94761, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94578, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94999, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.9 s)
max Linf perturbation: 0.94837, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.9 s)
max Linf perturbation: 0.94950, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94995, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94859, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94973, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94958, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94804, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94629, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
robust accuracy after APGD-CE: 10.00% (total time 89.6 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 173.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94725, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.94789, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94905, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94954, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94898, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.3 s)
max Linf perturbation: 0.94491, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94862, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.6 s)
max Linf perturbation: 0.94950, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 194.8 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94875, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.3 s)
max Linf perturbation: 0.93696, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.8 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 194.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94986, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94693, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94893, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.4 s)
max Linf perturbation: 0.94759, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94971, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.5 s)
max Linf perturbation: 0.94965, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94825, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94997, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94970, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94775, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.6 s)
max Linf perturbation: 0.94945, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 4 out of 6 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 88.2 s)
apgd-dlr - 1/1 - 2 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 175.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94961, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94855, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94814, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.5 s)
max Linf perturbation: 0.94529, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.94920, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94939, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94893, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94005, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94900, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94838, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94817, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94867, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.5 s)
max Linf perturbation: 0.94999, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94804, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.94643, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94946, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.0 s)
max Linf perturbation: 0.94859, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 167.9 s)
max Linf perturbation: 0.94853, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.2 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 183.0 s)
max Linf perturbation: 0.94901, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.4 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 167.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.7 s)
max Linf perturbation: 0.94701, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94900, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94901, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.1 s)
max Linf perturbation: 0.94858, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.94913, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 5 out of 7 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 186.8 s)
max Linf perturbation: 0.95000, 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 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.6 s)
max Linf perturbation: 0.94700, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94920, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.1 s)
max Linf perturbation: 0.94926, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94955, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 171.2 s)
max Linf perturbation: 0.94937, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94881, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94922, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.0 s)
max Linf perturbation: 0.94901, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 180.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.0 s)
max Linf perturbation: 0.94864, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94999, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94768, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94645, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94868, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.7 s)
max Linf perturbation: 0.94984, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94979, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 84.1 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 165.0 s)
max Linf perturbation: 0.94952, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94980, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 179.8 s)
max Linf perturbation: 0.94916, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.9 s)
max Linf perturbation: 0.94882, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 88.0 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94953, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94847, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94993, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 118.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94964, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 170.4 s)
max Linf perturbation: 0.94899, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.9 s)
max Linf perturbation: 0.94453, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94830, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94918, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.2 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.5 s)
max Linf perturbation: 0.94881, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94992, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94835, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94907, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94787, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94975, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 118.7 s)
max Linf perturbation: 0.94872, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.2 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94977, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94894, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94997, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94869, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 101.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 183.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.93661, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94911, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94995, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.94962, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94964, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94870, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94986, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.9 s)
max Linf perturbation: 0.94922, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94908, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.94969, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94980, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 112.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 194.5 s)
max Linf perturbation: 0.94782, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.8 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.9 s)
max Linf perturbation: 0.94282, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.0 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.1 s)
max Linf perturbation: 0.94901, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.8 s)
max Linf perturbation: 0.94906, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 88.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.8 s)
max Linf perturbation: 0.94934, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94878, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94968, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.94986, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.94853, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.1 s)
max Linf perturbation: 0.93398, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.1 s)
max Linf perturbation: 0.94462, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.94964, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94964, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.1 s)
max Linf perturbation: 0.94774, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94931, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94893, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94608, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.94967, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 170.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.3 s)
max Linf perturbation: 0.94991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.7 s)
max Linf perturbation: 0.94846, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.2 s)
max Linf perturbation: 0.94977, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94841, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94682, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 9 out of 10 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 118.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 200.6 s)
max Linf perturbation: 0.94980, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.3 s)
max Linf perturbation: 0.94975, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.3 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94969, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.1 s)
max Linf perturbation: 0.94828, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94942, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94785, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.8 s)
max Linf perturbation: 0.94773, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94774, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 194.1 s)
max Linf perturbation: 0.94869, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94894, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
max Linf perturbation: 0.94852, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94196, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94930, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 168.1 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94997, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94960, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.94898, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.94988, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94820, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.94934, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 118.7 s)
max Linf perturbation: 0.94972, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94988, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.2 s)
max Linf perturbation: 0.94914, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94950, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.0 s)
max Linf perturbation: 0.94935, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94983, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 168.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94756, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94386, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94928, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 170.6 s)
max Linf perturbation: 0.94844, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.9 s)
max Linf perturbation: 0.94021, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.4 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 167.7 s)
max Linf perturbation: 0.93612, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.1 s)
max Linf perturbation: 0.94821, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94914, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.9 s)
max Linf perturbation: 0.94921, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.9 s)
max Linf perturbation: 0.94998, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94984, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.3 s)
max Linf perturbation: 0.94827, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94982, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 182.9 s)
max Linf perturbation: 0.94991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94655, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94919, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.2 s)
max Linf perturbation: 0.94558, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 194.3 s)
max Linf perturbation: 0.94834, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94965, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 5 out of 7 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 99.1 s)
apgd-dlr - 1/1 - 1 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 186.5 s)
max Linf perturbation: 0.94442, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94998, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94325, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.2 s)
max Linf perturbation: 0.94614, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94992, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.8 s)
max Linf perturbation: 0.94889, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.4 s)
max Linf perturbation: 0.94726, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94891, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 4 out of 6 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 87.8 s)
apgd-dlr - 1/1 - 1 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 175.7 s)
max Linf perturbation: 0.94862, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94957, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.6 s)
max Linf perturbation: 0.94980, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94785, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.5 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 167.9 s)
max Linf perturbation: 0.94118, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94959, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 168.2 s)
max Linf perturbation: 0.94841, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94951, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.94955, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94342, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 170.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94449, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94856, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 112.1 s)
max Linf perturbation: 0.94934, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.94965, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.94976, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.6 s)
max Linf perturbation: 0.94769, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94750, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94901, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94945, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94973, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94755, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 89.9 s)
max Linf perturbation: 0.94876, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.94989, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 89.4 s)
max Linf perturbation: 0.94844, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.0 s)
max Linf perturbation: 0.94891, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94835, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94826, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.1 s)
max Linf perturbation: 0.94937, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.4 s)
max Linf perturbation: 0.94536, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94281, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 184.7 s)
max Linf perturbation: 0.94607, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94897, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
robust accuracy after APGD-CE: 0.00% (total time 98.9 s)
max Linf perturbation: 0.94968, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94999, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94962, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94510, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94701, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.1 s)
max Linf perturbation: 0.94737, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.94901, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.5 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.2 s)
max Linf perturbation: 0.94954, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94714, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94916, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94955, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.6 s)
max Linf perturbation: 0.94826, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 3 out of 5 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 84.5 s)
apgd-dlr - 1/1 - 1 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 171.3 s)
max Linf perturbation: 0.94944, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 6 out of 9 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 111.9 s)
apgd-dlr - 1/1 - 1 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 200.1 s)
max Linf perturbation: 0.93900, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94896, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94619, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94973, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94999, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.94936, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.93968, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 84.4 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 165.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94967, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94855, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94989, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.0 s)
max Linf perturbation: 0.94867, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94964, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.3 s)
max Linf perturbation: 0.94294, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.3 s)
max Linf perturbation: 0.94989, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.2 s)
max Linf perturbation: 0.94940, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.4 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.94991, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.3 s)
max Linf perturbation: 0.94992, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94960, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.3 s)
max Linf perturbation: 0.94535, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94999, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94886, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 168.9 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94856, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94988, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94753, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94983, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.3 s)
max Linf perturbation: 0.94900, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94752, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.94957, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.94981, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 168.1 s)
max Linf perturbation: 0.94979, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.3 s)
max Linf perturbation: 0.94773, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 168.1 s)
max Linf perturbation: 0.94869, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 85.6 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 167.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94695, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94956, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.8 s)
max Linf perturbation: 0.94864, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.94679, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.5 s)
max Linf perturbation: 0.94994, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.0 s)
max Linf perturbation: 0.93333, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 2 out of 2 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.6 s)
max Linf perturbation: 0.94754, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94939, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.3 s)
max Linf perturbation: 0.94924, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94891, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.0 s)
max Linf perturbation: 0.94958, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 180.9 s)
max Linf perturbation: 0.94998, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.94846, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94961, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 4 out of 5 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.0 s)
max Linf perturbation: 0.94952, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.2 s)
max Linf perturbation: 0.94959, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.0 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.8 s)
max Linf perturbation: 0.94932, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.9 s)
max Linf perturbation: 0.94783, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.93481, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.4 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.4 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 183.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94980, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94908, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94734, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.1 s)
max Linf perturbation: 0.94968, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 170.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 184.0 s)
max Linf perturbation: 0.94936, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.6 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 195.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.4 s)
max Linf perturbation: 0.94847, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 3 out of 4 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 86.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.6 s)
max Linf perturbation: 0.94891, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.8 s)
max Linf perturbation: 0.94461, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 2 out of 2 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 184.1 s)
max Linf perturbation: 0.94971, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94783, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 90.4 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 176.7 s)
max Linf perturbation: 0.94704, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94930, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.8 s)
max Linf perturbation: 0.94903, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94920, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.94819, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 112.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.0 s)
max Linf perturbation: 0.94947, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 6 out of 8 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 100.9 s)
apgd-dlr - 1/1 - 1 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 188.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94890, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94360, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.8 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 170.1 s)
max Linf perturbation: 0.93486, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94971, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.8 s)
max Linf perturbation: 0.94463, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.2 s)
max Linf perturbation: 0.94954, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 170.4 s)
max Linf perturbation: 0.94974, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 101.0 s)
max Linf perturbation: 0.94888, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.94812, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 101.0 s)
max Linf perturbation: 0.94965, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 183.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.5 s)
max Linf perturbation: 0.94145, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 3 out of 3 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.2 s)
max Linf perturbation: 0.94632, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 99.0 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.94951, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94676, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 9 out of 9 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 111.7 s)
max Linf perturbation: 0.94997, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94894, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 170.5 s)
max Linf perturbation: 0.94989, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 85.3 s)
max Linf perturbation: 0.94857, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94868, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.3 s)
max Linf perturbation: 0.94906, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94949, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.94839, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 169.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.4 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 170.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 170.0 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94830, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 89.5 s)
max Linf perturbation: 0.94498, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.3 s)
max Linf perturbation: 0.94911, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 181.1 s)
max Linf perturbation: 0.94939, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 181.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94993, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94517, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94902, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94848, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.8 s)
max Linf perturbation: 0.93265, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.2 s)
max Linf perturbation: 0.94717, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 167.6 s)
max Linf perturbation: 0.94899, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.94593, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.5 s)
max Linf perturbation: 0.94786, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 191.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.6 s)
max Linf perturbation: 0.93933, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.93725, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 179.0 s)
max Linf perturbation: 0.94898, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94360, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94981, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.6 s)
max Linf perturbation: 0.94411, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.5 s)
max Linf perturbation: 0.94844, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94989, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 169.2 s)
max Linf perturbation: 0.94929, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 10 out of 10 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 119.2 s)
max Linf perturbation: 0.94943, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.5 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 168.3 s)
max Linf perturbation: 0.94911, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 179.8 s)
max Linf perturbation: 0.94856, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.6 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 182.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.5 s)
max Linf perturbation: 0.94980, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.9 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 193.4 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94636, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94987, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 88.89%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.94915, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 84.4 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94940, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94985, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.6 s)
max Linf perturbation: 0.94943, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.6 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 83.7 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 77.78%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.7 s)
max Linf perturbation: 0.94357, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.94996, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.4 s)
max Linf perturbation: 0.94952, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 89.0 s)
max Linf perturbation: 0.94727, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 186.3 s)
max Linf perturbation: 0.94931, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 4 out of 4 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.2 s)
max Linf perturbation: 0.94961, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 66.67%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.2 s)
max Linf perturbation: 0.94978, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94974, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 4 out of 7 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 98.2 s)
apgd-dlr - 1/1 - 2 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 185.2 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94808, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 9 out of 10 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 118.8 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 200.9 s)
max Linf perturbation: 0.94852, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 88.89%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94883, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94990, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 7 out of 8 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 100.9 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 183.1 s)
max Linf perturbation: 0.94948, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.9 s)
max Linf perturbation: 0.94678, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.7 s)
max Linf perturbation: 0.94881, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.7 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 170.4 s)
max Linf perturbation: 0.94956, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 77.78%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 99.1 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.94961, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 87.5 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 8 out of 8 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 100.3 s)
max Linf perturbation: 0.94925, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.8 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 195.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 5 out of 5 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 86.8 s)
max Linf perturbation: 0.94737, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 5 out of 6 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 87.3 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 173.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 66.67%
apgd-ce - 1/1 - 6 out of 6 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 90.4 s)
max Linf perturbation: 0.94953, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 8 out of 9 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 111.4 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 193.8 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94984, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 0.00% (total time 180.5 s)
max Linf perturbation: 0.94758, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.94976, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 7 out of 7 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 98.3 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 0.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 98.3 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 180.9 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 10.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 77.78%
apgd-ce - 1/1 - 6 out of 7 successfully perturbed
robust accuracy after APGD-CE: 11.11% (total time 98.2 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 11.11% (total time 181.0 s)
max Linf perturbation: 0.95000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 11.11%
