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"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "b108498a",
"metadata": {},
"outputs": [],
"source": [
"from test_atks import test_atks_on_cifar10\n",
"from test_import import test_import_version"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3d08de15",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.4.1\n"
]
}
],
"source": [
"test_import_version()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2fd7a267",
"metadata": {},
"outputs": [],
"source": [
"import torchattacks"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "aea26465",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Files already downloaded and verified\n",
"VANILA : clean_acc=1.00 robust_acc=1.00 sec=0.00\n",
"GN : clean_acc=1.00 robust_acc=0.20 sec=0.00\n",
"FGSM : clean_acc=1.00 robust_acc=0.40 sec=0.02\n",
"- targeted : clean_acc=1.00 robust_acc=0.40 sec=0.02\n",
"BIM : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"RFGSM : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"PGD : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"EOTPGD : clean_acc=1.00 robust_acc=0.00 sec=0.22\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.22\n",
"FFGSM : clean_acc=1.00 robust_acc=0.20 sec=0.01\n",
"- targeted : clean_acc=1.00 robust_acc=0.20 sec=0.01\n",
"TPGD : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"MIFGSM : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"UPGD : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"APGD : clean_acc=1.00 robust_acc=0.00 sec=0.30\n",
"APGDT : clean_acc=1.00 robust_acc=0.00 sec=0.33\n",
"DIFGSM : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"TIFGSM : clean_acc=1.00 robust_acc=0.20 sec=0.07\n",
"- targeted : clean_acc=1.00 robust_acc=0.20 sec=0.07\n",
"Jitter : clean_acc=1.00 robust_acc=0.00 sec=0.25\n",
"- targeted : clean_acc=1.00 robust_acc=0.40 sec=0.25\n",
"NIFGSM : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.06\n",
"PGDRS : clean_acc=1.00 robust_acc=0.80 sec=0.11\n",
"- targeted : clean_acc=1.00 robust_acc=0.80 sec=0.11\n",
"SINIFGSM : clean_acc=1.00 robust_acc=0.00 sec=0.91\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.91\n",
"VMIFGSM : clean_acc=1.00 robust_acc=0.00 sec=1.15\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=1.15\n",
"VNIFGSM : clean_acc=1.00 robust_acc=0.00 sec=1.17\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=1.17\n",
"SPSA : clean_acc=1.00 robust_acc=0.40 sec=1.44\n",
"- targeted : clean_acc=1.00 robust_acc=1.00 sec=1.44\n",
"JSMA : clean_acc=1.00 robust_acc=0.00 sec=19.91\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=19.91\n",
"EADL1 : clean_acc=1.00 robust_acc=0.00 sec=8.07\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=8.07\n",
"EADEN : clean_acc=1.00 robust_acc=0.00 sec=7.04\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=7.04\n",
"PIFGSM : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"PIFGSMPP : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"- targeted : clean_acc=1.00 robust_acc=1.00 sec=0.07\n",
"CW : clean_acc=1.00 robust_acc=0.00 sec=0.30\n",
"- targeted : clean_acc=1.00 robust_acc=0.20 sec=0.30\n",
"PGDL2 : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=0.07\n",
"DeepFool : clean_acc=1.00 robust_acc=0.20 sec=1.75\n",
"PGDRSL2 : clean_acc=1.00 robust_acc=0.80 sec=0.13\n",
"- targeted : clean_acc=1.00 robust_acc=1.00 sec=0.13\n",
"SparseFool : clean_acc=1.00 robust_acc=0.60 sec=16.86\n",
"OnePixel : clean_acc=1.00 robust_acc=0.60 sec=0.83\n",
"- targeted : clean_acc=1.00 robust_acc=1.00 sec=0.83\n",
"Pixle : clean_acc=1.00 robust_acc=0.00 sec=1.15\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=1.15\n",
"FAB : clean_acc=1.00 robust_acc=0.00 sec=1.98\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=1.98\n",
"AutoAttack : clean_acc=1.00 robust_acc=0.00 sec=0.30\n",
"Square : clean_acc=1.00 robust_acc=0.00 sec=6.29\n",
"- targeted : clean_acc=1.00 robust_acc=0.00 sec=6.29\n"
]
}
],
"source": [
"for atk_class in [atk_class for atk_class in torchattacks.__all__ if atk_class not in torchattacks.__wrapper__]:\n",
" test_atks_on_cifar10(atk_class=atk_class,\n",
" device='cuda',\n",
" model_dir='../demo/models/',\n",
" data_dir='../demo/data/')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "086977ef",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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