using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 312.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 566.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 364.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 330.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 700.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 1 out of 3 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 146.1 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 259.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.6 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 217.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 437.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 435.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 289.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 509.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.5 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 290.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 543.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 400.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.2 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 289.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 543.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 435.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.8 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 217.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 438.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.3 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 298.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 0.00%
max Linf perturbation: 0.00000, 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 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 2 out of 5 successfully perturbed
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 182.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 367.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.0 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 699.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.4 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 626.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.5 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 364.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.0 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 700.0 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.0 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 224.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 288.4 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 507.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 297.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 436.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.7 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 181.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 367.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 179.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 398.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 179.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 500.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 287.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 626.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 3 out of 7 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 472.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 500.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
robust accuracy after APGD-CE: 30.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 365.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 627.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.2 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 224.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 364.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 507.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 629.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 289.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 544.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 216.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 629.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 289.9 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 543.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 400.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.2 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.2 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.8 s)
apgd-dlr - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 541.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 580.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 580.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.0 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 10.00%
apgd-ce - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 90.0 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: 0.00000, 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 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.6 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 500.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 363.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 699.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.6 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 580.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 579.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 179.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 1 out of 3 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 260.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 2 out of 5 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 215.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 297.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 469.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 542.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 700.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 398.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 500.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 382.7 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 769.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 1 out of 3 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 259.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 331.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.3 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 330.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.0 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 0.00%
max Linf perturbation: 0.00000, 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 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.4 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 700.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.8 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.9 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 222.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 2 out of 5 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 365.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 364.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 310.9 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 625.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 312.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 629.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.2 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 400.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 629.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 504.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 216.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 349.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 703.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.3 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 216.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 630.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 584.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 364.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 2 out of 4 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 179.7 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 293.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 287.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 579.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 287.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 580.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.7 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 347.6 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 699.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 564.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 500.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 179.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 437.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 628.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 1 out of 3 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 259.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 297.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 10.00%
apgd-ce - 1/1 - 1 out of 1 successfully perturbed
robust accuracy after APGD-CE: 0.00% (total time 91.8 s)
max Linf perturbation: 0.03137, 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 297.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.3 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 228.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 392.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.1 s)
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 384.9 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 773.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 630.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.5 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 384.5 s)
apgd-dlr - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 773.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 469.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.3 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 503.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 504.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.3 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 350.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 666.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.5 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 2 out of 5 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 365.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.2 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 399.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.8 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.5 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 541.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 502.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 288.7 s)
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 1 out of 10 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 382.8 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 735.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 110.0 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 224.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 364.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.8 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 604.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 10.00%
apgd-ce - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 89.6 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: 0.00000, 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 580.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.7 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 222.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 347.9 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 699.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 501.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 288.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 507.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.5 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 2 out of 8 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 564.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 605.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 628.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 469.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.8 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.8 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 2 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 364.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 580.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.9 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 222.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 507.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 433.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.9 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 627.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.3 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 364.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 630.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 216.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 400.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 216.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.1 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 629.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 181.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 2 out of 7 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 290.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 509.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 181.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 216.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 313.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 179.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.7 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 224.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.0 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 540.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 500.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.2 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 700.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.5 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 701.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 10.00%
apgd-ce - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 89.6 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: 0.00000, 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 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.6 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 700.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 400.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.5 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 2 out of 5 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 366.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 435.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 469.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 1 out of 2 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 110.1 s)
apgd-dlr - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-DLR: 10.00% (total time 204.3 s)
max Linf perturbation: 0.03137, 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 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.3 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.4 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 436.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
robust accuracy after APGD-DLR: 80.00% (total time 630.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 366.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 400.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 250.3 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 469.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.3 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.9 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 583.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.4 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 2 out of 5 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 215.7 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 366.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 435.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 500.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 580.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 603.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 329.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 179.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.2 s)
apgd-dlr - 1/1 - 1 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 296.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 10.00%
apgd-ce - 1/1 - 0 out of 1 successfully perturbed
robust accuracy after APGD-CE: 10.00% (total time 89.6 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: 0.00000, 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 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.5 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 399.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 700.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 100.00%
apgd-ce - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-CE: 100.00% (total time 383.2 s)
apgd-dlr - 1/1 - 0 out of 10 successfully perturbed
robust accuracy after APGD-DLR: 100.00% (total time 770.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 100.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.7 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy after APGD-DLR: 70.00% (total time 580.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 347.7 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 699.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.1 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 626.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 541.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.1 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 626.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 432.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.0 s)
apgd-dlr - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 625.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 433.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.7 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 222.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.0 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 625.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 542.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 502.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.9 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 468.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.3 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.8 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 581.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 1 out of 8 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 311.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 604.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 33.33%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 33.33% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 33.33% (total time 296.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 33.33%
robust accuracy after APGD-CE: 20.00% (total time 110.3 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.9 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 216.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 290.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 583.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.9 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 365.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 503.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 146.3 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 330.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.8 s)
apgd-dlr - 1/1 - 1 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 365.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 216.0 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.2 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 503.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 250.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 504.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 44.44%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 44.44% (total time 180.7 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 44.44% (total time 365.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 44.44%
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 434.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.3 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 542.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 2 out of 4 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 180.2 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 296.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.9 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.1 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 700.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 66.67%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 55.56% (total time 248.6 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 44.44% (total time 467.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 44.44%
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 580.9 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 580.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.8 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 399.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.9 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.6 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.5 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.9 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 468.0 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.2 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 44.44%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 44.44% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 44.44% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 44.44%
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.0 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 433.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 433.2 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.1 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.1 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 214.9 s)
apgd-dlr - 1/1 - 1 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 433.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 145.6 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 295.4 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 2 out of 6 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 248.8 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 432.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 20.00%
apgd-ce - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-CE: 20.00% (total time 109.5 s)
apgd-dlr - 1/1 - 0 out of 2 successfully perturbed
robust accuracy after APGD-DLR: 20.00% (total time 223.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 20.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 66.67%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 66.67% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 66.67% (total time 501.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 66.67%
robust accuracy after APGD-CE: 50.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 468.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.7 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 581.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.4 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 364.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 30.00%
apgd-ce - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-CE: 30.00% (total time 146.0 s)
apgd-dlr - 1/1 - 0 out of 3 successfully perturbed
robust accuracy after APGD-DLR: 30.00% (total time 296.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 30.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.1 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.0 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 582.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 435.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 348.3 s)
apgd-dlr - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 90.00% (total time 701.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 90.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 289.0 s)
apgd-dlr - 1/1 - 1 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 582.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.5 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 627.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 249.0 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.3 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.8 s)
apgd-dlr - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 501.6 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.9 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 502.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 55.56%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 55.56% (total time 215.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 55.56% (total time 435.8 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 55.56%
robust accuracy after APGD-CE: 60.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 540.8 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.5 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.7 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 40.00%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 40.00% (total time 180.0 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 40.00% (total time 363.9 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 40.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.7 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.2 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 90.00%
apgd-ce - 1/1 - 0 out of 9 successfully perturbed
robust accuracy after APGD-CE: 90.00% (total time 347.6 s)
apgd-dlr - 1/1 - 1 out of 9 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 699.3 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 50.00%
apgd-ce - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 215.1 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 434.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 80.00%
apgd-ce - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-CE: 80.00% (total time 311.2 s)
apgd-dlr - 1/1 - 0 out of 8 successfully perturbed
robust accuracy after APGD-DLR: 80.00% (total time 626.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 80.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.2 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.3 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.5 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.6 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.1 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 1 out of 6 successfully perturbed
robust accuracy after APGD-CE: 50.00% (total time 248.5 s)
apgd-dlr - 1/1 - 0 out of 5 successfully perturbed
robust accuracy after APGD-DLR: 50.00% (total time 467.1 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 50.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 60.00%
apgd-ce - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-CE: 60.00% (total time 248.3 s)
apgd-dlr - 1/1 - 0 out of 6 successfully perturbed
robust accuracy after APGD-DLR: 60.00% (total time 501.0 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 70.00%
apgd-ce - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-CE: 70.00% (total time 288.4 s)
apgd-dlr - 1/1 - 0 out of 7 successfully perturbed
robust accuracy after APGD-DLR: 70.00% (total time 580.6 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 70.00%
using rand version including apgd-ce, apgd-dlr.
initial accuracy: 44.44%
apgd-ce - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-CE: 44.44% (total time 179.9 s)
apgd-dlr - 1/1 - 0 out of 4 successfully perturbed
robust accuracy after APGD-DLR: 44.44% (total time 363.7 s)
max Linf perturbation: 0.00000, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 44.44%
