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robustness-exps's Introduction

robustness-exps

Usage:

Run setup.sh to install required files

Find Robust EB Tickets

python find_robust_vgg_eb <output_folder> <dataset: cifar10/cifar100>

Will generate un-pruned eb30, eb50, and eb70 tickets.

Retrain Robust EB Tickets using PGD-7

python retrain_pgd7_robust_vgg_eb.py <path to unpruned eb> <prune percentage> <output/log_folder> <dataset: cifar10/cifar100>

Will prune, reset initialization back to epoch 0, and re-train using PGD7

Retrain Robust EB Tickets using FAST FGSM

python retrain_fast_robust_vgg_eb.py <path to unpruned eb> <prune percentage> <data_folder> <output/log_folder> <dataset: cifar10/cifar100>

Will prune, reset initialization back to epoch 0, and re-train using FAST FGSM

TODO: copy all experiments for resnet-18

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