diff --git "a/tensorboard/mnist_adv_3/mnist_adv_3_log_2023-12-23_17-48-29.txt" "b/tensorboard/mnist_adv_3/mnist_adv_3_log_2023-12-23_17-48-29.txt" new file mode 100644--- /dev/null +++ "b/tensorboard/mnist_adv_3/mnist_adv_3_log_2023-12-23_17-48-29.txt" @@ -0,0 +1,4683 @@ +Input Args: +Namespace(exp_name='mnist_adv_3', snap_dir='snapshots', log_dir='logs', no_log=False, data_name='mnist', data_dir='data/mnist', model_name='mnist', max_epoch=100, lr=0.0001, batch_size=128, seed=2333, gpus='0,1', randomize=False, steps=[80, 140, 160], decay_rate=0.1, optimizer='adam', no_val_stage=False, print_freq=10, output_freq=5, save_freq=5, eval_model=None, eval_samples=10000, eval_batch_size=256, eval_cpu=False, attack_method='pgd', epsilon=0.3, k=40, alpha=0.01, mu=1.0, random_start=True) +Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz +Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to data/mnist/MNIST/raw/train-images-idx3-ubyte.gz +Extracting data/mnist/MNIST/raw/train-images-idx3-ubyte.gz to data/mnist/MNIST/raw + +Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz +Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to data/mnist/MNIST/raw/train-labels-idx1-ubyte.gz +Extracting data/mnist/MNIST/raw/train-labels-idx1-ubyte.gz to data/mnist/MNIST/raw + +Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz +Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to data/mnist/MNIST/raw/t10k-images-idx3-ubyte.gz +Extracting data/mnist/MNIST/raw/t10k-images-idx3-ubyte.gz to data/mnist/MNIST/raw + +Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz +Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to data/mnist/MNIST/raw/t10k-labels-idx1-ubyte.gz +Extracting data/mnist/MNIST/raw/t10k-labels-idx1-ubyte.gz to data/mnist/MNIST/raw + +Warning: unused kwargs: {'num_classes': 10} +pgd attack created with kwargs: {'epsilon': 0.3, 'k': 40, 'alpha': 0.01, 'random_start': True} +Epoch:[ 0][ 10|469] Time:[0.226/0.187] Loss:[2.286/2.288] AdvLoss:[2.353/2.361] Acc:[0.250/0.246] AdvAcc:[0.000/0.003] +Epoch:[ 0][ 20|469] Time:[0.217/0.196] Loss:[2.274/2.280] AdvLoss:[2.327/2.348] Acc:[0.352/0.307] AdvAcc:[0.000/0.006] +Epoch:[ 0][ 30|469] Time:[0.241/0.203] Loss:[2.275/2.278] AdvLoss:[2.322/2.340] Acc:[0.336/0.336] AdvAcc:[0.000/0.004] +Epoch:[ 0][ 40|469] Time:[0.227/0.213] Loss:[2.266/2.275] AdvLoss:[2.315/2.335] Acc:[0.555/0.401] AdvAcc:[0.016/0.004] +Epoch:[ 0][ 50|469] Time:[0.237/0.195] Loss:[2.254/2.272] AdvLoss:[2.306/2.330] Acc:[0.617/0.437] AdvAcc:[0.102/0.016] +Epoch:[ 0][ 60|469] Time:[0.224/0.193] Loss:[2.258/2.269] AdvLoss:[2.310/2.327] Acc:[0.461/0.445] AdvAcc:[0.055/0.028] +Epoch:[ 0][ 70|469] Time:[0.223/0.194] Loss:[2.247/2.266] AdvLoss:[2.306/2.323] Acc:[0.500/0.451] AdvAcc:[0.141/0.044] +Epoch:[ 0][ 80|469] Time:[0.229/0.197] Loss:[2.233/2.261] AdvLoss:[2.300/2.320] Acc:[0.508/0.462] AdvAcc:[0.109/0.056] +Epoch:[ 0][ 90|469] Time:[0.240/0.199] Loss:[2.215/2.257] AdvLoss:[2.294/2.318] Acc:[0.539/0.463] AdvAcc:[0.172/0.069] +Epoch:[ 0][100|469] Time:[0.240/0.202] Loss:[2.218/2.252] AdvLoss:[2.301/2.315] Acc:[0.438/0.468] AdvAcc:[0.117/0.080] +Epoch:[ 0][110|469] Time:[0.241/0.198] Loss:[2.172/2.246] AdvLoss:[2.282/2.313] Acc:[0.430/0.466] AdvAcc:[0.211/0.089] +Epoch:[ 0][120|469] Time:[0.236/0.191] Loss:[2.123/2.238] AdvLoss:[2.265/2.310] Acc:[0.516/0.472] AdvAcc:[0.242/0.099] +Epoch:[ 0][130|469] Time:[0.226/0.190] Loss:[2.113/2.228] AdvLoss:[2.262/2.307] Acc:[0.578/0.476] AdvAcc:[0.234/0.105] +Epoch:[ 0][140|469] Time:[0.246/0.201] Loss:[2.024/2.216] AdvLoss:[2.241/2.304] Acc:[0.508/0.479] AdvAcc:[0.312/0.113] +Epoch:[ 0][150|469] Time:[0.231/0.190] Loss:[2.037/2.205] AdvLoss:[2.252/2.301] Acc:[0.570/0.481] AdvAcc:[0.172/0.120] +Epoch:[ 0][160|469] Time:[0.226/0.197] Loss:[1.958/2.191] AdvLoss:[2.226/2.297] Acc:[0.633/0.489] AdvAcc:[0.227/0.126] +Epoch:[ 0][170|469] Time:[0.247/0.237] Loss:[1.930/2.176] AdvLoss:[2.229/2.292] Acc:[0.461/0.490] AdvAcc:[0.211/0.132] +Epoch:[ 0][180|469] Time:[0.243/0.198] Loss:[1.834/2.159] AdvLoss:[2.181/2.287] Acc:[0.648/0.496] AdvAcc:[0.289/0.138] +Epoch:[ 0][190|469] Time:[0.229/0.197] Loss:[1.838/2.142] AdvLoss:[2.190/2.283] Acc:[0.672/0.505] AdvAcc:[0.242/0.144] +Epoch:[ 0][200|469] Time:[0.239/0.199] Loss:[1.756/2.122] AdvLoss:[2.196/2.276] Acc:[0.602/0.513] AdvAcc:[0.227/0.149] +Epoch:[ 0][210|469] Time:[0.230/0.192] Loss:[1.684/2.100] AdvLoss:[2.154/2.271] Acc:[0.703/0.521] AdvAcc:[0.227/0.154] +Epoch:[ 0][220|469] Time:[0.229/0.190] Loss:[1.550/2.078] AdvLoss:[2.091/2.265] Acc:[0.742/0.529] AdvAcc:[0.305/0.159] +Epoch:[ 0][230|469] Time:[0.246/0.201] Loss:[1.545/2.056] AdvLoss:[2.099/2.259] Acc:[0.734/0.538] AdvAcc:[0.250/0.164] +Epoch:[ 0][240|469] Time:[0.237/0.197] Loss:[1.356/2.031] AdvLoss:[2.032/2.252] Acc:[0.812/0.546] AdvAcc:[0.305/0.170] +Epoch:[ 0][250|469] Time:[0.242/0.199] Loss:[1.340/2.004] AdvLoss:[2.029/2.244] Acc:[0.805/0.555] AdvAcc:[0.328/0.174] +Epoch:[ 0][260|469] Time:[0.257/0.222] Loss:[1.345/1.980] AdvLoss:[2.110/2.237] Acc:[0.742/0.561] AdvAcc:[0.258/0.180] +Epoch:[ 0][270|469] Time:[0.232/0.200] Loss:[1.253/1.954] AdvLoss:[2.018/2.229] Acc:[0.781/0.569] AdvAcc:[0.258/0.185] +Epoch:[ 0][280|469] Time:[0.226/0.188] Loss:[1.219/1.927] AdvLoss:[2.027/2.222] Acc:[0.805/0.578] AdvAcc:[0.359/0.189] +Epoch:[ 0][290|469] Time:[0.236/0.196] Loss:[1.183/1.901] AdvLoss:[2.011/2.213] Acc:[0.711/0.584] AdvAcc:[0.281/0.194] +Epoch:[ 0][300|469] Time:[0.234/0.193] Loss:[1.091/1.875] AdvLoss:[1.932/2.205] Acc:[0.805/0.590] AdvAcc:[0.328/0.198] +Epoch:[ 0][310|469] Time:[0.235/0.200] Loss:[1.030/1.848] AdvLoss:[1.937/2.197] Acc:[0.852/0.600] AdvAcc:[0.359/0.203] +Epoch:[ 0][320|469] Time:[0.231/0.194] Loss:[0.921/1.821] AdvLoss:[1.837/2.187] Acc:[0.836/0.607] AdvAcc:[0.383/0.208] +Epoch:[ 0][330|469] Time:[0.233/0.194] Loss:[0.929/1.794] AdvLoss:[1.895/2.179] Acc:[0.820/0.613] AdvAcc:[0.352/0.213] +Epoch:[ 0][340|469] Time:[0.244/0.202] Loss:[0.814/1.767] AdvLoss:[1.799/2.169] Acc:[0.875/0.620] AdvAcc:[0.422/0.217] +Epoch:[ 0][350|469] Time:[0.230/0.193] Loss:[0.875/1.743] AdvLoss:[1.829/2.161] Acc:[0.906/0.627] AdvAcc:[0.383/0.221] +Epoch:[ 0][360|469] Time:[0.233/0.188] Loss:[0.776/1.717] AdvLoss:[1.748/2.152] Acc:[0.875/0.634] AdvAcc:[0.398/0.225] +Epoch:[ 0][370|469] Time:[0.267/0.229] Loss:[0.823/1.692] AdvLoss:[1.846/2.143] Acc:[0.891/0.641] AdvAcc:[0.383/0.229] +Epoch:[ 0][380|469] Time:[0.225/0.191] Loss:[0.855/1.669] AdvLoss:[1.815/2.135] Acc:[0.820/0.646] AdvAcc:[0.367/0.232] +Epoch:[ 0][390|469] Time:[0.226/0.194] Loss:[0.721/1.645] AdvLoss:[1.772/2.125] Acc:[0.914/0.653] AdvAcc:[0.359/0.237] +Epoch:[ 0][400|469] Time:[0.255/0.211] Loss:[0.697/1.621] AdvLoss:[1.639/2.116] Acc:[0.859/0.659] AdvAcc:[0.461/0.240] +Epoch:[ 0][410|469] Time:[0.242/0.204] Loss:[0.741/1.600] AdvLoss:[1.699/2.107] Acc:[0.922/0.665] AdvAcc:[0.453/0.244] +Epoch:[ 0][420|469] Time:[0.230/0.204] Loss:[0.652/1.578] AdvLoss:[1.702/2.099] Acc:[0.875/0.670] AdvAcc:[0.430/0.248] +Epoch:[ 0][430|469] Time:[0.229/0.203] Loss:[0.749/1.559] AdvLoss:[1.797/2.091] Acc:[0.898/0.675] AdvAcc:[0.344/0.251] +Epoch:[ 0][440|469] Time:[0.221/0.200] Loss:[0.667/1.539] AdvLoss:[1.655/2.082] Acc:[0.922/0.681] AdvAcc:[0.453/0.254] +Epoch:[ 0][450|469] Time:[0.224/0.198] Loss:[0.614/1.521] AdvLoss:[1.647/2.074] Acc:[0.922/0.685] AdvAcc:[0.398/0.257] +Epoch:[ 0][460|469] Time:[0.242/0.202] Loss:[0.646/1.503] AdvLoss:[1.673/2.066] Acc:[0.883/0.689] AdvAcc:[0.461/0.260] +epoch 0 evaluated +natural accuracy: 0.9018 +adversarial accuracy: 0.4188 +Epoch:[ 1][ 10|469] Time:[0.234/0.195] Loss:[0.612/0.628] AdvLoss:[1.589/1.680] Acc:[0.906/0.918] AdvAcc:[0.430/0.407] +Epoch:[ 1][ 20|469] Time:[0.232/0.201] Loss:[0.605/0.624] AdvLoss:[1.625/1.673] Acc:[0.898/0.912] AdvAcc:[0.391/0.409] +Epoch:[ 1][ 30|469] Time:[0.274/0.241] Loss:[0.617/0.603] AdvLoss:[1.746/1.661] Acc:[0.922/0.922] AdvAcc:[0.320/0.412] +Epoch:[ 1][ 40|469] Time:[0.243/0.199] Loss:[0.646/0.602] AdvLoss:[1.697/1.653] Acc:[0.953/0.929] AdvAcc:[0.375/0.413] +Epoch:[ 1][ 50|469] Time:[0.246/0.203] Loss:[0.629/0.603] AdvLoss:[1.702/1.647] Acc:[0.883/0.924] AdvAcc:[0.422/0.417] +Epoch:[ 1][ 60|469] Time:[0.233/0.202] Loss:[0.590/0.599] AdvLoss:[1.634/1.640] Acc:[0.891/0.924] AdvAcc:[0.391/0.415] +Epoch:[ 1][ 70|469] Time:[0.254/0.217] Loss:[0.595/0.591] AdvLoss:[1.636/1.636] Acc:[0.914/0.921] AdvAcc:[0.367/0.417] +Epoch:[ 1][ 80|469] Time:[0.232/0.196] Loss:[0.545/0.590] AdvLoss:[1.636/1.635] Acc:[0.914/0.920] AdvAcc:[0.438/0.416] +Epoch:[ 1][ 90|469] Time:[0.232/0.190] Loss:[0.543/0.584] AdvLoss:[1.545/1.629] Acc:[0.938/0.923] AdvAcc:[0.484/0.418] +Epoch:[ 1][100|469] Time:[0.237/0.196] Loss:[0.548/0.576] AdvLoss:[1.602/1.624] Acc:[0.930/0.923] AdvAcc:[0.438/0.419] +Epoch:[ 1][110|469] Time:[0.240/0.199] Loss:[0.465/0.566] AdvLoss:[1.588/1.618] Acc:[0.922/0.924] AdvAcc:[0.398/0.422] +Epoch:[ 1][120|469] Time:[0.222/0.188] Loss:[0.454/0.558] AdvLoss:[1.439/1.610] Acc:[0.953/0.926] AdvAcc:[0.484/0.423] +Epoch:[ 1][130|469] Time:[0.246/0.203] Loss:[0.503/0.554] AdvLoss:[1.629/1.606] Acc:[0.969/0.927] AdvAcc:[0.406/0.424] +Epoch:[ 1][140|469] Time:[0.234/0.194] Loss:[0.483/0.546] AdvLoss:[1.495/1.600] Acc:[0.969/0.929] AdvAcc:[0.477/0.425] +Epoch:[ 1][150|469] Time:[0.236/0.201] Loss:[0.448/0.542] AdvLoss:[1.374/1.595] Acc:[0.945/0.930] AdvAcc:[0.547/0.428] +Epoch:[ 1][160|469] Time:[0.242/0.197] Loss:[0.484/0.537] AdvLoss:[1.534/1.589] Acc:[0.922/0.931] AdvAcc:[0.430/0.430] +Epoch:[ 1][170|469] Time:[0.218/0.196] Loss:[0.451/0.532] AdvLoss:[1.475/1.584] Acc:[0.930/0.932] AdvAcc:[0.492/0.432] +Epoch:[ 1][180|469] Time:[0.240/0.204] Loss:[0.448/0.526] AdvLoss:[1.508/1.579] Acc:[0.930/0.932] AdvAcc:[0.430/0.434] +Epoch:[ 1][190|469] Time:[0.231/0.197] Loss:[0.440/0.524] AdvLoss:[1.465/1.577] Acc:[0.969/0.932] AdvAcc:[0.445/0.434] +Epoch:[ 1][200|469] Time:[0.234/0.197] Loss:[0.426/0.519] AdvLoss:[1.448/1.572] Acc:[0.961/0.934] AdvAcc:[0.430/0.435] +Epoch:[ 1][210|469] Time:[0.246/0.207] Loss:[0.499/0.517] AdvLoss:[1.597/1.567] Acc:[0.914/0.934] AdvAcc:[0.438/0.437] +Epoch:[ 1][220|469] Time:[0.232/0.190] Loss:[0.391/0.512] AdvLoss:[1.375/1.563] Acc:[0.969/0.935] AdvAcc:[0.492/0.438] +Epoch:[ 1][230|469] Time:[0.233/0.197] Loss:[0.473/0.512] AdvLoss:[1.534/1.561] Acc:[0.945/0.935] AdvAcc:[0.430/0.438] +Epoch:[ 1][240|469] Time:[0.236/0.199] Loss:[0.472/0.510] AdvLoss:[1.508/1.556] Acc:[0.930/0.935] AdvAcc:[0.477/0.441] +Epoch:[ 1][250|469] Time:[0.230/0.189] Loss:[0.430/0.508] AdvLoss:[1.461/1.552] Acc:[0.938/0.935] AdvAcc:[0.539/0.443] +Epoch:[ 1][260|469] Time:[0.248/0.205] Loss:[0.436/0.504] AdvLoss:[1.455/1.547] Acc:[0.930/0.934] AdvAcc:[0.484/0.444] +Epoch:[ 1][270|469] Time:[0.239/0.201] Loss:[0.419/0.501] AdvLoss:[1.431/1.542] Acc:[0.922/0.934] AdvAcc:[0.492/0.446] +Epoch:[ 1][280|469] Time:[0.228/0.194] Loss:[0.450/0.498] AdvLoss:[1.447/1.539] Acc:[0.945/0.935] AdvAcc:[0.484/0.447] +Epoch:[ 1][290|469] Time:[0.226/0.201] Loss:[0.424/0.494] AdvLoss:[1.423/1.534] Acc:[0.938/0.936] AdvAcc:[0.422/0.449] +Epoch:[ 1][300|469] Time:[0.225/0.194] Loss:[0.404/0.490] AdvLoss:[1.458/1.530] Acc:[0.930/0.936] AdvAcc:[0.477/0.450] +Epoch:[ 1][310|469] Time:[0.238/0.215] Loss:[0.382/0.488] AdvLoss:[1.371/1.526] Acc:[0.977/0.936] AdvAcc:[0.477/0.452] +Epoch:[ 1][320|469] Time:[0.224/0.194] Loss:[0.370/0.486] AdvLoss:[1.374/1.522] Acc:[0.953/0.937] AdvAcc:[0.484/0.453] +Epoch:[ 1][330|469] Time:[0.237/0.198] Loss:[0.450/0.485] AdvLoss:[1.430/1.519] Acc:[0.945/0.936] AdvAcc:[0.508/0.454] +Epoch:[ 1][340|469] Time:[0.232/0.196] Loss:[0.368/0.482] AdvLoss:[1.313/1.517] Acc:[0.945/0.937] AdvAcc:[0.555/0.454] +Epoch:[ 1][350|469] Time:[0.240/0.199] Loss:[0.364/0.479] AdvLoss:[1.281/1.514] Acc:[0.961/0.937] AdvAcc:[0.555/0.455] +Epoch:[ 1][360|469] Time:[0.245/0.203] Loss:[0.373/0.477] AdvLoss:[1.382/1.510] Acc:[0.969/0.938] AdvAcc:[0.477/0.456] +Epoch:[ 1][370|469] Time:[0.239/0.198] Loss:[0.364/0.475] AdvLoss:[1.282/1.507] Acc:[0.961/0.938] AdvAcc:[0.508/0.457] +Epoch:[ 1][380|469] Time:[0.233/0.202] Loss:[0.400/0.473] AdvLoss:[1.411/1.504] Acc:[0.938/0.938] AdvAcc:[0.492/0.458] +Epoch:[ 1][390|469] Time:[0.252/0.207] Loss:[0.371/0.470] AdvLoss:[1.368/1.500] Acc:[0.969/0.939] AdvAcc:[0.469/0.459] +Epoch:[ 1][400|469] Time:[0.241/0.209] Loss:[0.372/0.468] AdvLoss:[1.408/1.497] Acc:[0.945/0.939] AdvAcc:[0.469/0.460] +Epoch:[ 1][410|469] Time:[0.246/0.214] Loss:[0.331/0.466] AdvLoss:[1.289/1.493] Acc:[0.961/0.938] AdvAcc:[0.523/0.461] +Epoch:[ 1][420|469] Time:[0.240/0.209] Loss:[0.323/0.463] AdvLoss:[1.223/1.489] Acc:[0.953/0.938] AdvAcc:[0.586/0.462] +Epoch:[ 1][430|469] Time:[0.234/0.193] Loss:[0.439/0.462] AdvLoss:[1.504/1.486] Acc:[0.945/0.939] AdvAcc:[0.453/0.463] +Epoch:[ 1][440|469] Time:[0.244/0.233] Loss:[0.336/0.460] AdvLoss:[1.293/1.482] Acc:[0.961/0.939] AdvAcc:[0.500/0.464] +Epoch:[ 1][450|469] Time:[0.234/0.198] Loss:[0.331/0.458] AdvLoss:[1.317/1.478] Acc:[0.953/0.939] AdvAcc:[0.516/0.466] +Epoch:[ 1][460|469] Time:[0.243/0.202] Loss:[0.342/0.455] AdvLoss:[1.307/1.475] Acc:[0.953/0.940] AdvAcc:[0.500/0.467] +Epoch:[ 2][ 10|469] Time:[0.237/0.192] Loss:[0.321/0.338] AdvLoss:[1.247/1.325] Acc:[0.953/0.965] AdvAcc:[0.539/0.505] +Epoch:[ 2][ 20|469] Time:[0.245/0.208] Loss:[0.353/0.348] AdvLoss:[1.325/1.318] Acc:[0.938/0.951] AdvAcc:[0.531/0.510] +Epoch:[ 2][ 30|469] Time:[0.241/0.198] Loss:[0.303/0.329] AdvLoss:[1.223/1.303] Acc:[0.969/0.958] AdvAcc:[0.555/0.514] +Epoch:[ 2][ 40|469] Time:[0.229/0.195] Loss:[0.308/0.328] AdvLoss:[1.305/1.301] Acc:[0.977/0.961] AdvAcc:[0.492/0.517] +Epoch:[ 2][ 50|469] Time:[0.232/0.192] Loss:[0.340/0.324] AdvLoss:[1.328/1.300] Acc:[0.953/0.962] AdvAcc:[0.516/0.520] +Epoch:[ 2][ 60|469] Time:[0.226/0.191] Loss:[0.455/0.332] AdvLoss:[1.586/1.305] Acc:[0.922/0.960] AdvAcc:[0.438/0.520] +Epoch:[ 2][ 70|469] Time:[0.233/0.194] Loss:[0.276/0.326] AdvLoss:[1.159/1.304] Acc:[0.977/0.961] AdvAcc:[0.562/0.519] +Epoch:[ 2][ 80|469] Time:[0.241/0.210] Loss:[0.318/0.323] AdvLoss:[1.223/1.297] Acc:[0.977/0.961] AdvAcc:[0.508/0.523] +Epoch:[ 2][ 90|469] Time:[0.239/0.195] Loss:[0.358/0.324] AdvLoss:[1.391/1.297] Acc:[0.953/0.961] AdvAcc:[0.453/0.521] +Epoch:[ 2][100|469] Time:[0.229/0.197] Loss:[0.339/0.323] AdvLoss:[1.312/1.292] Acc:[0.945/0.960] AdvAcc:[0.492/0.522] +Epoch:[ 2][110|469] Time:[0.236/0.194] Loss:[0.353/0.324] AdvLoss:[1.395/1.293] Acc:[0.961/0.960] AdvAcc:[0.484/0.522] +Epoch:[ 2][120|469] Time:[0.235/0.191] Loss:[0.321/0.325] AdvLoss:[1.214/1.294] Acc:[0.953/0.959] AdvAcc:[0.555/0.522] +Epoch:[ 2][130|469] Time:[0.235/0.194] Loss:[0.299/0.323] AdvLoss:[1.197/1.291] Acc:[0.961/0.959] AdvAcc:[0.594/0.523] +Epoch:[ 2][140|469] Time:[0.235/0.195] Loss:[0.346/0.323] AdvLoss:[1.300/1.288] Acc:[0.930/0.958] AdvAcc:[0.508/0.525] +Epoch:[ 2][150|469] Time:[0.259/0.223] Loss:[0.357/0.323] AdvLoss:[1.392/1.284] Acc:[0.914/0.957] AdvAcc:[0.492/0.526] 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Loss:[0.284/0.316] AdvLoss:[1.213/1.270] Acc:[0.977/0.958] AdvAcc:[0.539/0.531] +Epoch:[ 2][250|469] Time:[0.251/0.205] Loss:[0.317/0.317] AdvLoss:[1.218/1.269] Acc:[0.953/0.957] AdvAcc:[0.531/0.532] +Epoch:[ 2][260|469] Time:[0.255/0.207] Loss:[0.286/0.316] AdvLoss:[1.181/1.268] Acc:[0.961/0.957] AdvAcc:[0.578/0.533] +Epoch:[ 2][270|469] Time:[0.226/0.199] Loss:[0.276/0.314] AdvLoss:[1.091/1.264] Acc:[0.969/0.958] AdvAcc:[0.609/0.534] +Epoch:[ 2][280|469] Time:[0.236/0.200] Loss:[0.308/0.313] AdvLoss:[1.285/1.262] Acc:[0.961/0.959] AdvAcc:[0.477/0.535] +Epoch:[ 2][290|469] Time:[0.249/0.206] Loss:[0.307/0.314] AdvLoss:[1.182/1.261] Acc:[0.938/0.958] AdvAcc:[0.562/0.535] +Epoch:[ 2][300|469] Time:[0.228/0.194] Loss:[0.313/0.314] AdvLoss:[1.273/1.259] Acc:[0.969/0.958] AdvAcc:[0.492/0.536] +Epoch:[ 2][310|469] Time:[0.225/0.193] Loss:[0.343/0.314] AdvLoss:[1.317/1.258] Acc:[0.938/0.957] AdvAcc:[0.531/0.536] +Epoch:[ 2][320|469] Time:[0.214/0.198] Loss:[0.310/0.315] AdvLoss:[1.252/1.257] Acc:[0.938/0.956] AdvAcc:[0.523/0.537] +Epoch:[ 2][330|469] Time:[0.266/0.225] Loss:[0.248/0.314] AdvLoss:[1.116/1.255] Acc:[0.969/0.956] AdvAcc:[0.586/0.538] +Epoch:[ 2][340|469] Time:[0.233/0.197] Loss:[0.300/0.314] AdvLoss:[1.210/1.255] Acc:[0.953/0.956] AdvAcc:[0.547/0.538] +Epoch:[ 2][350|469] Time:[0.235/0.224] Loss:[0.317/0.313] AdvLoss:[1.207/1.252] Acc:[0.945/0.956] AdvAcc:[0.586/0.539] +Epoch:[ 2][360|469] Time:[0.232/0.192] Loss:[0.300/0.312] AdvLoss:[1.185/1.251] Acc:[0.945/0.956] AdvAcc:[0.523/0.539] +Epoch:[ 2][370|469] Time:[0.231/0.211] Loss:[0.255/0.311] AdvLoss:[1.078/1.248] Acc:[0.961/0.956] AdvAcc:[0.625/0.540] +Epoch:[ 2][380|469] Time:[0.219/0.187] Loss:[0.287/0.311] AdvLoss:[1.169/1.247] Acc:[0.992/0.957] AdvAcc:[0.586/0.541] +Epoch:[ 2][390|469] Time:[0.224/0.204] Loss:[0.308/0.310] AdvLoss:[1.230/1.245] Acc:[0.961/0.957] AdvAcc:[0.523/0.541] +Epoch:[ 2][400|469] Time:[0.237/0.199] Loss:[0.305/0.310] AdvLoss:[1.187/1.243] Acc:[0.938/0.956] AdvAcc:[0.617/0.543] 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Loss:[0.200/0.270] AdvLoss:[0.982/1.142] Acc:[0.984/0.960] AdvAcc:[0.594/0.571] +Epoch:[ 3][ 40|469] Time:[0.237/0.193] Loss:[0.293/0.277] AdvLoss:[1.196/1.147] Acc:[0.938/0.957] AdvAcc:[0.602/0.569] +Epoch:[ 3][ 50|469] Time:[0.237/0.192] Loss:[0.298/0.275] AdvLoss:[1.155/1.146] Acc:[0.953/0.959] AdvAcc:[0.617/0.573] +Epoch:[ 3][ 60|469] Time:[0.275/0.240] Loss:[0.224/0.274] AdvLoss:[1.086/1.153] Acc:[0.992/0.962] AdvAcc:[0.609/0.570] +Epoch:[ 3][ 70|469] Time:[0.243/0.197] Loss:[0.255/0.277] AdvLoss:[1.130/1.146] Acc:[0.969/0.960] AdvAcc:[0.602/0.574] +Epoch:[ 3][ 80|469] Time:[0.238/0.193] Loss:[0.285/0.280] AdvLoss:[1.119/1.146] Acc:[0.945/0.958] AdvAcc:[0.570/0.575] +Epoch:[ 3][ 90|469] Time:[0.238/0.193] Loss:[0.252/0.279] AdvLoss:[1.159/1.147] Acc:[0.953/0.957] AdvAcc:[0.539/0.575] +Epoch:[ 3][100|469] Time:[0.234/0.196] Loss:[0.279/0.277] AdvLoss:[1.130/1.149] Acc:[0.977/0.959] AdvAcc:[0.609/0.574] +Epoch:[ 3][110|469] Time:[0.246/0.204] Loss:[0.267/0.276] AdvLoss:[1.191/1.145] Acc:[0.969/0.960] AdvAcc:[0.594/0.575] +Epoch:[ 3][120|469] Time:[0.243/0.213] Loss:[0.296/0.275] AdvLoss:[1.200/1.144] Acc:[0.953/0.960] AdvAcc:[0.539/0.576] +Epoch:[ 3][130|469] Time:[0.236/0.198] Loss:[0.221/0.272] AdvLoss:[1.060/1.139] Acc:[0.977/0.960] AdvAcc:[0.570/0.577] +Epoch:[ 3][140|469] Time:[0.237/0.198] Loss:[0.217/0.270] AdvLoss:[1.058/1.137] Acc:[0.977/0.960] AdvAcc:[0.609/0.577] +Epoch:[ 3][150|469] Time:[0.234/0.198] Loss:[0.253/0.268] AdvLoss:[1.083/1.134] Acc:[0.961/0.961] AdvAcc:[0.602/0.578] +Epoch:[ 3][160|469] Time:[0.237/0.199] Loss:[0.237/0.266] AdvLoss:[1.082/1.135] Acc:[0.961/0.960] AdvAcc:[0.609/0.579] +Epoch:[ 3][170|469] Time:[0.249/0.205] Loss:[0.203/0.262] AdvLoss:[1.012/1.133] Acc:[0.977/0.962] AdvAcc:[0.609/0.579] +Epoch:[ 3][180|469] Time:[0.226/0.193] Loss:[0.200/0.260] AdvLoss:[0.964/1.130] Acc:[0.977/0.962] AdvAcc:[0.633/0.581] +Epoch:[ 3][190|469] Time:[0.229/0.190] Loss:[0.245/0.260] AdvLoss:[1.093/1.130] Acc:[0.977/0.962] AdvAcc:[0.570/0.582] 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Loss:[0.235/0.258] AdvLoss:[1.112/1.116] Acc:[0.945/0.961] AdvAcc:[0.570/0.587] +Epoch:[ 3][290|469] Time:[0.242/0.201] Loss:[0.214/0.256] AdvLoss:[0.977/1.114] Acc:[0.961/0.961] AdvAcc:[0.672/0.588] +Epoch:[ 3][300|469] Time:[0.214/0.191] Loss:[0.214/0.256] AdvLoss:[1.021/1.112] Acc:[0.969/0.961] AdvAcc:[0.578/0.589] +Epoch:[ 3][310|469] Time:[0.239/0.200] Loss:[0.219/0.255] AdvLoss:[1.020/1.109] Acc:[0.961/0.961] AdvAcc:[0.625/0.589] +Epoch:[ 3][320|469] Time:[0.238/0.195] Loss:[0.201/0.253] AdvLoss:[0.993/1.108] Acc:[0.984/0.961] AdvAcc:[0.594/0.590] +Epoch:[ 3][330|469] Time:[0.239/0.196] Loss:[0.169/0.252] AdvLoss:[0.949/1.106] Acc:[0.977/0.962] AdvAcc:[0.656/0.591] +Epoch:[ 3][340|469] Time:[0.239/0.195] Loss:[0.265/0.252] AdvLoss:[1.134/1.105] Acc:[0.961/0.962] AdvAcc:[0.602/0.591] +Epoch:[ 3][350|469] Time:[0.237/0.192] Loss:[0.217/0.252] AdvLoss:[1.042/1.104] Acc:[0.977/0.962] AdvAcc:[0.602/0.592] +Epoch:[ 3][360|469] Time:[0.233/0.197] Loss:[0.254/0.251] AdvLoss:[1.136/1.102] Acc:[0.961/0.962] AdvAcc:[0.609/0.593] +Epoch:[ 3][370|469] Time:[0.223/0.191] Loss:[0.228/0.251] AdvLoss:[1.044/1.101] Acc:[0.953/0.962] AdvAcc:[0.625/0.593] +Epoch:[ 3][380|469] Time:[0.232/0.189] Loss:[0.244/0.250] AdvLoss:[1.148/1.099] Acc:[0.945/0.962] AdvAcc:[0.570/0.594] +Epoch:[ 3][390|469] Time:[0.238/0.197] Loss:[0.247/0.250] AdvLoss:[1.119/1.097] Acc:[0.977/0.962] AdvAcc:[0.547/0.594] +Epoch:[ 3][400|469] Time:[0.242/0.203] Loss:[0.255/0.250] AdvLoss:[1.110/1.096] Acc:[0.953/0.962] AdvAcc:[0.570/0.595] +Epoch:[ 3][410|469] Time:[0.239/0.199] Loss:[0.200/0.249] AdvLoss:[1.027/1.094] Acc:[0.984/0.962] AdvAcc:[0.602/0.596] +Epoch:[ 3][420|469] Time:[0.213/0.195] Loss:[0.215/0.248] AdvLoss:[1.080/1.091] Acc:[0.953/0.962] AdvAcc:[0.586/0.596] +Epoch:[ 3][430|469] Time:[0.247/0.217] Loss:[0.288/0.249] AdvLoss:[1.133/1.091] Acc:[0.961/0.962] AdvAcc:[0.602/0.597] +Epoch:[ 3][440|469] Time:[0.257/0.218] Loss:[0.271/0.249] AdvLoss:[1.146/1.091] Acc:[0.961/0.962] AdvAcc:[0.578/0.597] 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Loss:[0.196/0.199] AdvLoss:[1.025/1.017] Acc:[0.977/0.976] AdvAcc:[0.656/0.623] +Epoch:[ 4][ 80|469] Time:[0.253/0.206] Loss:[0.204/0.202] AdvLoss:[0.932/1.017] Acc:[0.977/0.975] AdvAcc:[0.695/0.626] +Epoch:[ 4][ 90|469] Time:[0.286/0.249] Loss:[0.160/0.198] AdvLoss:[0.898/1.018] Acc:[0.992/0.976] AdvAcc:[0.641/0.626] +Epoch:[ 4][100|469] Time:[0.233/0.198] Loss:[0.189/0.199] AdvLoss:[0.949/1.014] Acc:[0.961/0.974] AdvAcc:[0.648/0.626] +Epoch:[ 4][110|469] Time:[0.231/0.191] Loss:[0.240/0.203] AdvLoss:[1.082/1.014] Acc:[0.969/0.973] AdvAcc:[0.617/0.626] +Epoch:[ 4][120|469] Time:[0.241/0.196] Loss:[0.178/0.203] AdvLoss:[0.951/1.011] Acc:[0.992/0.972] AdvAcc:[0.656/0.627] +Epoch:[ 4][130|469] Time:[0.244/0.199] Loss:[0.203/0.202] AdvLoss:[0.985/1.010] Acc:[0.977/0.972] AdvAcc:[0.586/0.627] +Epoch:[ 4][140|469] Time:[0.228/0.196] Loss:[0.223/0.204] AdvLoss:[1.105/1.012] Acc:[0.969/0.972] AdvAcc:[0.578/0.626] +Epoch:[ 4][150|469] Time:[0.237/0.207] Loss:[0.197/0.204] AdvLoss:[0.988/1.012] Acc:[0.984/0.972] AdvAcc:[0.695/0.627] +Epoch:[ 4][160|469] Time:[0.256/0.226] Loss:[0.152/0.202] AdvLoss:[0.879/1.011] Acc:[0.992/0.972] AdvAcc:[0.688/0.628] +Epoch:[ 4][170|469] Time:[0.232/0.188] Loss:[0.186/0.201] AdvLoss:[0.955/1.009] Acc:[0.984/0.973] AdvAcc:[0.672/0.629] +Epoch:[ 4][180|469] Time:[0.236/0.196] Loss:[0.159/0.202] AdvLoss:[0.823/1.010] Acc:[0.992/0.972] AdvAcc:[0.742/0.630] +Epoch:[ 4][190|469] Time:[0.234/0.203] Loss:[0.247/0.204] AdvLoss:[1.031/1.012] Acc:[0.953/0.972] AdvAcc:[0.664/0.630] +Epoch:[ 4][200|469] Time:[0.245/0.197] Loss:[0.182/0.204] AdvLoss:[0.931/1.010] Acc:[0.992/0.972] AdvAcc:[0.648/0.631] +Epoch:[ 4][210|469] Time:[0.231/0.193] Loss:[0.184/0.203] AdvLoss:[0.986/1.011] Acc:[0.984/0.972] AdvAcc:[0.680/0.631] +Epoch:[ 4][220|469] Time:[0.225/0.191] Loss:[0.222/0.204] AdvLoss:[1.060/1.011] Acc:[0.969/0.972] AdvAcc:[0.578/0.631] +Epoch:[ 4][230|469] Time:[0.238/0.198] Loss:[0.214/0.204] AdvLoss:[0.979/1.009] Acc:[0.945/0.972] AdvAcc:[0.664/0.632] +Epoch:[ 4][240|469] Time:[0.243/0.202] Loss:[0.144/0.203] AdvLoss:[0.802/1.007] Acc:[0.977/0.971] AdvAcc:[0.719/0.633] +Epoch:[ 4][250|469] Time:[0.234/0.197] Loss:[0.229/0.203] AdvLoss:[1.078/1.006] Acc:[0.953/0.971] AdvAcc:[0.578/0.633] +Epoch:[ 4][260|469] Time:[0.237/0.206] Loss:[0.182/0.201] AdvLoss:[0.958/1.003] Acc:[0.977/0.971] AdvAcc:[0.586/0.634] +Epoch:[ 4][270|469] Time:[0.245/0.205] Loss:[0.146/0.200] AdvLoss:[0.822/1.001] Acc:[0.984/0.971] AdvAcc:[0.727/0.635] +Epoch:[ 4][280|469] Time:[0.246/0.205] Loss:[0.184/0.199] AdvLoss:[0.901/1.000] Acc:[0.977/0.971] AdvAcc:[0.688/0.635] +Epoch:[ 4][290|469] Time:[0.239/0.215] Loss:[0.152/0.198] AdvLoss:[0.848/0.999] Acc:[1.000/0.972] AdvAcc:[0.633/0.635] +Epoch:[ 4][300|469] Time:[0.244/0.201] Loss:[0.231/0.199] AdvLoss:[1.030/0.997] Acc:[0.953/0.971] AdvAcc:[0.625/0.636] +Epoch:[ 4][310|469] Time:[0.234/0.195] Loss:[0.231/0.199] AdvLoss:[1.131/0.997] Acc:[0.969/0.972] AdvAcc:[0.594/0.635] +Epoch:[ 4][320|469] Time:[0.235/0.195] Loss:[0.198/0.199] AdvLoss:[0.910/0.996] Acc:[0.992/0.972] AdvAcc:[0.664/0.636] +Epoch:[ 4][330|469] Time:[0.236/0.194] Loss:[0.194/0.199] AdvLoss:[0.933/0.996] Acc:[0.969/0.972] AdvAcc:[0.633/0.636] +Epoch:[ 4][340|469] Time:[0.226/0.191] Loss:[0.248/0.200] AdvLoss:[1.237/0.996] Acc:[0.938/0.971] AdvAcc:[0.539/0.636] +Epoch:[ 4][350|469] Time:[0.250/0.214] Loss:[0.242/0.201] AdvLoss:[1.019/0.995] Acc:[0.945/0.971] AdvAcc:[0.625/0.637] +Epoch:[ 4][360|469] Time:[0.217/0.200] Loss:[0.230/0.201] AdvLoss:[1.100/0.995] Acc:[0.961/0.971] AdvAcc:[0.586/0.637] +Epoch:[ 4][370|469] Time:[0.238/0.197] Loss:[0.201/0.201] AdvLoss:[1.023/0.994] Acc:[0.961/0.971] AdvAcc:[0.586/0.637] +Epoch:[ 4][380|469] Time:[0.234/0.202] Loss:[0.212/0.201] AdvLoss:[0.936/0.992] Acc:[0.938/0.970] AdvAcc:[0.680/0.637] +Epoch:[ 4][390|469] Time:[0.228/0.195] Loss:[0.179/0.200] AdvLoss:[0.913/0.992] Acc:[0.984/0.971] AdvAcc:[0.633/0.638] +Epoch:[ 4][400|469] Time:[0.231/0.197] Loss:[0.222/0.200] AdvLoss:[1.079/0.992] Acc:[0.984/0.971] AdvAcc:[0.562/0.638] +Epoch:[ 4][410|469] Time:[0.233/0.193] Loss:[0.195/0.200] AdvLoss:[0.940/0.989] Acc:[0.977/0.971] AdvAcc:[0.672/0.638] +Epoch:[ 4][420|469] Time:[0.219/0.202] Loss:[0.175/0.200] AdvLoss:[0.965/0.988] Acc:[0.984/0.971] AdvAcc:[0.641/0.639] +Epoch:[ 4][430|469] Time:[0.243/0.196] Loss:[0.168/0.199] AdvLoss:[0.950/0.987] Acc:[0.984/0.971] AdvAcc:[0.656/0.639] +Epoch:[ 4][440|469] Time:[0.228/0.188] Loss:[0.140/0.198] AdvLoss:[0.737/0.985] Acc:[0.992/0.971] AdvAcc:[0.750/0.640] +Epoch:[ 4][450|469] Time:[0.235/0.190] Loss:[0.208/0.198] AdvLoss:[1.015/0.984] Acc:[0.961/0.971] AdvAcc:[0.609/0.641] +Epoch:[ 4][460|469] Time:[0.243/0.201] Loss:[0.172/0.198] AdvLoss:[0.885/0.983] Acc:[0.977/0.971] AdvAcc:[0.734/0.641] +epoch 4 evaluated +natural accuracy: 0.9676 +adversarial accuracy: 0.6614 +Epoch:[ 5][ 10|469] Time:[0.239/0.197] Loss:[0.159/0.189] AdvLoss:[0.921/0.899] Acc:[0.969/0.961] AdvAcc:[0.656/0.668] +Epoch:[ 5][ 20|469] Time:[0.237/0.228] Loss:[0.142/0.162] AdvLoss:[0.824/0.900] Acc:[0.984/0.971] AdvAcc:[0.680/0.665] +Epoch:[ 5][ 30|469] Time:[0.228/0.195] Loss:[0.196/0.178] AdvLoss:[1.012/0.929] Acc:[0.984/0.967] AdvAcc:[0.609/0.654] +Epoch:[ 5][ 40|469] Time:[0.227/0.196] Loss:[0.166/0.175] AdvLoss:[0.934/0.936] Acc:[0.977/0.971] AdvAcc:[0.625/0.654] +Epoch:[ 5][ 50|469] Time:[0.244/0.217] Loss:[0.220/0.180] AdvLoss:[1.046/0.941] Acc:[0.953/0.969] AdvAcc:[0.625/0.653] +Epoch:[ 5][ 60|469] Time:[0.242/0.202] Loss:[0.179/0.178] AdvLoss:[0.923/0.935] Acc:[0.969/0.969] AdvAcc:[0.688/0.657] +Epoch:[ 5][ 70|469] Time:[0.228/0.191] Loss:[0.245/0.181] AdvLoss:[1.023/0.940] Acc:[0.953/0.969] AdvAcc:[0.609/0.657] +Epoch:[ 5][ 80|469] Time:[0.238/0.198] Loss:[0.167/0.181] AdvLoss:[0.827/0.942] Acc:[0.977/0.969] AdvAcc:[0.742/0.660] +Epoch:[ 5][ 90|469] Time:[0.219/0.194] Loss:[0.195/0.184] AdvLoss:[1.015/0.940] Acc:[0.961/0.969] AdvAcc:[0.633/0.659] +Epoch:[ 5][100|469] Time:[0.234/0.210] Loss:[0.248/0.187] AdvLoss:[1.125/0.944] Acc:[0.961/0.968] AdvAcc:[0.594/0.658] +Epoch:[ 5][110|469] Time:[0.232/0.192] Loss:[0.241/0.188] AdvLoss:[1.071/0.941] Acc:[0.922/0.967] AdvAcc:[0.617/0.660] +Epoch:[ 5][120|469] Time:[0.250/0.213] Loss:[0.191/0.188] AdvLoss:[0.968/0.939] Acc:[0.977/0.966] AdvAcc:[0.641/0.659] +Epoch:[ 5][130|469] Time:[0.229/0.195] Loss:[0.207/0.186] AdvLoss:[0.931/0.938] Acc:[0.961/0.967] AdvAcc:[0.633/0.659] +Epoch:[ 5][140|469] Time:[0.233/0.195] Loss:[0.172/0.186] AdvLoss:[0.850/0.936] Acc:[0.969/0.967] AdvAcc:[0.664/0.659] +Epoch:[ 5][150|469] Time:[0.225/0.215] Loss:[0.180/0.184] AdvLoss:[0.877/0.934] Acc:[0.961/0.967] AdvAcc:[0.688/0.660] +Epoch:[ 5][160|469] Time:[0.237/0.196] Loss:[0.178/0.186] AdvLoss:[0.914/0.934] Acc:[0.969/0.966] AdvAcc:[0.648/0.660] +Epoch:[ 5][170|469] Time:[0.236/0.192] Loss:[0.115/0.183] AdvLoss:[0.749/0.932] Acc:[0.992/0.967] AdvAcc:[0.688/0.660] +Epoch:[ 5][180|469] Time:[0.237/0.190] Loss:[0.186/0.183] AdvLoss:[0.859/0.932] Acc:[0.961/0.967] AdvAcc:[0.695/0.660] +Epoch:[ 5][190|469] Time:[0.248/0.208] Loss:[0.125/0.180] AdvLoss:[0.731/0.928] Acc:[0.984/0.969] AdvAcc:[0.719/0.662] +Epoch:[ 5][200|469] Time:[0.225/0.192] Loss:[0.170/0.180] AdvLoss:[0.826/0.926] Acc:[0.945/0.968] AdvAcc:[0.711/0.662] +Epoch:[ 5][210|469] Time:[0.234/0.193] Loss:[0.199/0.180] AdvLoss:[0.963/0.925] Acc:[0.969/0.968] AdvAcc:[0.672/0.663] +Epoch:[ 5][220|469] Time:[0.217/0.192] Loss:[0.201/0.180] AdvLoss:[0.923/0.923] Acc:[0.961/0.968] AdvAcc:[0.617/0.664] +Epoch:[ 5][230|469] Time:[0.236/0.227] Loss:[0.166/0.179] AdvLoss:[0.922/0.921] Acc:[0.977/0.968] AdvAcc:[0.633/0.664] +Epoch:[ 5][240|469] Time:[0.236/0.190] Loss:[0.168/0.178] AdvLoss:[0.907/0.920] Acc:[0.984/0.969] AdvAcc:[0.656/0.665] +Epoch:[ 5][250|469] Time:[0.247/0.204] Loss:[0.169/0.177] AdvLoss:[0.884/0.918] Acc:[0.969/0.969] AdvAcc:[0.688/0.666] +Epoch:[ 5][260|469] Time:[0.229/0.191] Loss:[0.178/0.177] AdvLoss:[0.889/0.919] Acc:[0.961/0.969] AdvAcc:[0.656/0.665] +Epoch:[ 5][270|469] Time:[0.244/0.202] Loss:[0.176/0.175] AdvLoss:[0.895/0.917] Acc:[0.977/0.970] AdvAcc:[0.703/0.666] +Epoch:[ 5][280|469] Time:[0.245/0.205] Loss:[0.190/0.176] AdvLoss:[0.899/0.915] Acc:[0.977/0.970] AdvAcc:[0.703/0.667] +Epoch:[ 5][290|469] Time:[0.260/0.219] Loss:[0.156/0.175] AdvLoss:[0.741/0.913] Acc:[0.977/0.970] AdvAcc:[0.781/0.668] +Epoch:[ 5][300|469] Time:[0.244/0.196] Loss:[0.134/0.174] AdvLoss:[0.829/0.913] Acc:[1.000/0.971] AdvAcc:[0.688/0.668] +Epoch:[ 5][310|469] Time:[0.235/0.192] Loss:[0.212/0.175] AdvLoss:[0.924/0.911] Acc:[0.953/0.971] AdvAcc:[0.664/0.669] +Epoch:[ 5][320|469] Time:[0.231/0.194] Loss:[0.122/0.174] AdvLoss:[0.781/0.909] Acc:[1.000/0.971] AdvAcc:[0.664/0.669] +Epoch:[ 5][330|469] Time:[0.237/0.194] Loss:[0.181/0.174] AdvLoss:[1.004/0.909] Acc:[0.953/0.971] AdvAcc:[0.625/0.669] +Epoch:[ 5][340|469] Time:[0.235/0.195] Loss:[0.222/0.174] AdvLoss:[0.976/0.908] Acc:[0.945/0.971] AdvAcc:[0.648/0.670] +Epoch:[ 5][350|469] Time:[0.235/0.191] Loss:[0.163/0.174] AdvLoss:[0.870/0.906] Acc:[0.984/0.971] AdvAcc:[0.727/0.671] +Epoch:[ 5][360|469] Time:[0.237/0.192] Loss:[0.186/0.176] AdvLoss:[0.819/0.907] Acc:[0.945/0.970] AdvAcc:[0.719/0.671] +Epoch:[ 5][370|469] Time:[0.234/0.197] Loss:[0.121/0.175] AdvLoss:[0.800/0.906] Acc:[0.984/0.970] AdvAcc:[0.672/0.671] +Epoch:[ 5][380|469] Time:[0.227/0.190] Loss:[0.197/0.175] AdvLoss:[0.966/0.905] Acc:[0.953/0.970] AdvAcc:[0.688/0.671] +Epoch:[ 5][390|469] Time:[0.219/0.190] Loss:[0.160/0.175] AdvLoss:[0.841/0.904] Acc:[0.992/0.970] AdvAcc:[0.680/0.671] +Epoch:[ 5][400|469] Time:[0.232/0.194] Loss:[0.235/0.176] AdvLoss:[1.027/0.904] Acc:[0.945/0.969] AdvAcc:[0.641/0.671] +Epoch:[ 5][410|469] Time:[0.241/0.198] Loss:[0.172/0.176] AdvLoss:[0.837/0.903] Acc:[0.961/0.969] AdvAcc:[0.719/0.672] +Epoch:[ 5][420|469] Time:[0.230/0.193] Loss:[0.172/0.176] AdvLoss:[0.948/0.903] Acc:[0.969/0.969] AdvAcc:[0.602/0.671] +Epoch:[ 5][430|469] Time:[0.273/0.226] Loss:[0.150/0.176] AdvLoss:[0.747/0.901] Acc:[0.961/0.969] AdvAcc:[0.758/0.672] +Epoch:[ 5][440|469] Time:[0.243/0.200] Loss:[0.194/0.175] AdvLoss:[0.952/0.901] Acc:[0.953/0.969] AdvAcc:[0.617/0.672] +Epoch:[ 5][450|469] Time:[0.235/0.190] Loss:[0.158/0.175] AdvLoss:[0.843/0.900] Acc:[0.961/0.969] AdvAcc:[0.672/0.672] +Epoch:[ 5][460|469] Time:[0.230/0.196] Loss:[0.180/0.175] AdvLoss:[0.881/0.899] Acc:[0.984/0.969] AdvAcc:[0.656/0.673] +Epoch:[ 6][ 10|469] Time:[0.232/0.203] Loss:[0.132/0.141] AdvLoss:[0.712/0.874] Acc:[0.977/0.973] AdvAcc:[0.734/0.691] +Epoch:[ 6][ 20|469] Time:[0.230/0.192] Loss:[0.209/0.164] AdvLoss:[0.907/0.881] Acc:[0.953/0.969] AdvAcc:[0.688/0.678] +Epoch:[ 6][ 30|469] Time:[0.254/0.206] Loss:[0.187/0.176] AdvLoss:[0.889/0.878] Acc:[0.961/0.964] AdvAcc:[0.664/0.685] +Epoch:[ 6][ 40|469] Time:[0.239/0.196] Loss:[0.127/0.164] AdvLoss:[0.720/0.868] Acc:[0.984/0.971] AdvAcc:[0.727/0.688] +Epoch:[ 6][ 50|469] Time:[0.245/0.213] Loss:[0.186/0.162] AdvLoss:[0.890/0.867] Acc:[0.977/0.973] AdvAcc:[0.656/0.689] +Epoch:[ 6][ 60|469] Time:[0.245/0.208] Loss:[0.227/0.168] AdvLoss:[1.090/0.864] Acc:[0.930/0.969] AdvAcc:[0.570/0.689] +Epoch:[ 6][ 70|469] Time:[0.234/0.205] Loss:[0.180/0.168] AdvLoss:[0.907/0.864] Acc:[0.961/0.969] AdvAcc:[0.672/0.688] +Epoch:[ 6][ 80|469] Time:[0.236/0.203] Loss:[0.165/0.169] AdvLoss:[0.714/0.857] Acc:[0.977/0.969] AdvAcc:[0.773/0.691] +Epoch:[ 6][ 90|469] Time:[0.235/0.189] Loss:[0.205/0.169] AdvLoss:[0.964/0.859] Acc:[0.945/0.968] AdvAcc:[0.672/0.691] +Epoch:[ 6][100|469] Time:[0.234/0.200] Loss:[0.184/0.170] AdvLoss:[0.910/0.858] Acc:[0.969/0.968] AdvAcc:[0.703/0.692] +Epoch:[ 6][110|469] Time:[0.227/0.197] Loss:[0.147/0.169] AdvLoss:[0.847/0.857] Acc:[0.961/0.967] AdvAcc:[0.672/0.693] +Epoch:[ 6][120|469] Time:[0.241/0.200] Loss:[0.144/0.167] AdvLoss:[0.818/0.853] Acc:[0.977/0.968] AdvAcc:[0.703/0.694] +Epoch:[ 6][130|469] Time:[0.236/0.195] Loss:[0.154/0.168] AdvLoss:[0.814/0.851] Acc:[0.969/0.967] AdvAcc:[0.672/0.694] +Epoch:[ 6][140|469] Time:[0.237/0.198] Loss:[0.202/0.167] AdvLoss:[0.950/0.851] Acc:[0.961/0.968] AdvAcc:[0.688/0.693] +Epoch:[ 6][150|469] Time:[0.241/0.196] Loss:[0.140/0.165] AdvLoss:[0.696/0.850] Acc:[0.977/0.969] AdvAcc:[0.734/0.694] +Epoch:[ 6][160|469] Time:[0.247/0.214] Loss:[0.135/0.164] AdvLoss:[0.855/0.849] Acc:[0.984/0.969] AdvAcc:[0.664/0.694] +Epoch:[ 6][170|469] Time:[0.242/0.199] Loss:[0.132/0.162] AdvLoss:[0.827/0.848] Acc:[0.984/0.970] AdvAcc:[0.688/0.694] +Epoch:[ 6][180|469] Time:[0.235/0.205] Loss:[0.183/0.162] AdvLoss:[0.931/0.849] Acc:[0.953/0.970] AdvAcc:[0.617/0.693] +Epoch:[ 6][190|469] Time:[0.228/0.199] Loss:[0.165/0.161] AdvLoss:[0.889/0.848] Acc:[0.969/0.970] AdvAcc:[0.656/0.693] +Epoch:[ 6][200|469] Time:[0.254/0.245] Loss:[0.142/0.162] AdvLoss:[0.830/0.845] Acc:[0.977/0.970] AdvAcc:[0.664/0.695] +Epoch:[ 6][210|469] Time:[0.230/0.191] Loss:[0.123/0.161] AdvLoss:[0.715/0.845] Acc:[0.984/0.971] AdvAcc:[0.727/0.695] +Epoch:[ 6][220|469] Time:[0.228/0.189] Loss:[0.137/0.160] AdvLoss:[0.837/0.843] Acc:[0.969/0.971] AdvAcc:[0.680/0.696] +Epoch:[ 6][230|469] Time:[0.225/0.195] Loss:[0.165/0.160] AdvLoss:[0.894/0.843] Acc:[0.977/0.971] AdvAcc:[0.680/0.695] +Epoch:[ 6][240|469] Time:[0.230/0.192] Loss:[0.168/0.162] AdvLoss:[0.853/0.843] Acc:[0.977/0.971] AdvAcc:[0.656/0.696] +Epoch:[ 6][250|469] Time:[0.237/0.205] Loss:[0.162/0.161] AdvLoss:[0.894/0.843] Acc:[0.945/0.970] AdvAcc:[0.695/0.696] +Epoch:[ 6][260|469] Time:[0.231/0.195] Loss:[0.143/0.162] AdvLoss:[0.814/0.842] Acc:[0.977/0.970] AdvAcc:[0.711/0.697] +Epoch:[ 6][270|469] Time:[0.232/0.195] Loss:[0.182/0.162] AdvLoss:[0.940/0.842] Acc:[0.961/0.970] AdvAcc:[0.672/0.697] +Epoch:[ 6][280|469] Time:[0.231/0.194] Loss:[0.135/0.160] AdvLoss:[0.794/0.841] Acc:[0.984/0.970] AdvAcc:[0.688/0.697] +Epoch:[ 6][290|469] Time:[0.231/0.221] Loss:[0.133/0.160] AdvLoss:[0.850/0.840] Acc:[0.977/0.971] AdvAcc:[0.672/0.697] +Epoch:[ 6][300|469] Time:[0.225/0.192] Loss:[0.126/0.159] AdvLoss:[0.750/0.838] Acc:[0.977/0.971] AdvAcc:[0.719/0.698] +Epoch:[ 6][310|469] Time:[0.238/0.199] Loss:[0.167/0.159] AdvLoss:[0.919/0.838] Acc:[0.953/0.970] AdvAcc:[0.633/0.698] +Epoch:[ 6][320|469] Time:[0.237/0.195] Loss:[0.156/0.159] AdvLoss:[0.758/0.839] Acc:[0.969/0.970] AdvAcc:[0.742/0.698] +Epoch:[ 6][330|469] Time:[0.229/0.220] Loss:[0.130/0.160] AdvLoss:[0.713/0.839] Acc:[0.992/0.970] AdvAcc:[0.773/0.698] +Epoch:[ 6][340|469] Time:[0.223/0.194] Loss:[0.130/0.159] AdvLoss:[0.747/0.837] Acc:[0.984/0.970] AdvAcc:[0.703/0.698] +Epoch:[ 6][350|469] Time:[0.236/0.198] Loss:[0.135/0.158] AdvLoss:[0.792/0.836] Acc:[0.969/0.970] AdvAcc:[0.719/0.699] +Epoch:[ 6][360|469] Time:[0.229/0.194] Loss:[0.132/0.158] AdvLoss:[0.806/0.836] Acc:[0.977/0.970] AdvAcc:[0.719/0.699] +Epoch:[ 6][370|469] Time:[0.230/0.192] Loss:[0.185/0.159] AdvLoss:[0.843/0.836] Acc:[0.977/0.970] AdvAcc:[0.695/0.699] +Epoch:[ 6][380|469] Time:[0.240/0.195] Loss:[0.144/0.158] AdvLoss:[0.808/0.834] Acc:[0.984/0.971] AdvAcc:[0.727/0.700] +Epoch:[ 6][390|469] Time:[0.236/0.193] Loss:[0.111/0.157] AdvLoss:[0.756/0.833] Acc:[0.984/0.971] AdvAcc:[0.711/0.700] +Epoch:[ 6][400|469] Time:[0.234/0.188] Loss:[0.175/0.157] AdvLoss:[0.868/0.832] Acc:[0.977/0.972] AdvAcc:[0.680/0.700] +Epoch:[ 6][410|469] Time:[0.249/0.216] Loss:[0.172/0.157] AdvLoss:[0.858/0.830] Acc:[0.969/0.972] AdvAcc:[0.672/0.701] +Epoch:[ 6][420|469] Time:[0.231/0.192] Loss:[0.170/0.157] AdvLoss:[0.900/0.829] Acc:[0.961/0.972] AdvAcc:[0.656/0.701] +Epoch:[ 6][430|469] Time:[0.240/0.197] Loss:[0.152/0.157] AdvLoss:[0.851/0.829] Acc:[0.961/0.972] AdvAcc:[0.695/0.702] +Epoch:[ 6][440|469] Time:[0.235/0.201] Loss:[0.147/0.156] AdvLoss:[0.837/0.828] Acc:[0.977/0.972] AdvAcc:[0.656/0.701] +Epoch:[ 6][450|469] Time:[0.237/0.192] Loss:[0.173/0.157] AdvLoss:[0.740/0.827] Acc:[0.961/0.972] AdvAcc:[0.750/0.702] +Epoch:[ 6][460|469] Time:[0.232/0.202] Loss:[0.135/0.156] AdvLoss:[0.813/0.826] Acc:[0.977/0.971] AdvAcc:[0.664/0.702] +Epoch:[ 7][ 10|469] Time:[0.239/0.202] Loss:[0.136/0.126] AdvLoss:[0.769/0.777] Acc:[0.984/0.984] AdvAcc:[0.703/0.720] 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Acc:[0.961/0.971] AdvAcc:[0.750/0.720] +Epoch:[ 7][190|469] Time:[0.239/0.196] Loss:[0.191/0.151] AdvLoss:[0.927/0.776] Acc:[0.953/0.971] AdvAcc:[0.672/0.720] +Epoch:[ 7][200|469] Time:[0.235/0.196] Loss:[0.126/0.149] AdvLoss:[0.652/0.772] Acc:[0.977/0.971] AdvAcc:[0.797/0.721] +Epoch:[ 7][210|469] Time:[0.236/0.190] Loss:[0.122/0.149] AdvLoss:[0.680/0.770] Acc:[0.984/0.971] AdvAcc:[0.758/0.722] +Epoch:[ 7][220|469] Time:[0.234/0.211] Loss:[0.158/0.149] AdvLoss:[0.885/0.771] Acc:[0.969/0.972] AdvAcc:[0.703/0.721] +Epoch:[ 7][230|469] Time:[0.231/0.193] Loss:[0.191/0.151] AdvLoss:[0.851/0.773] Acc:[0.953/0.971] AdvAcc:[0.727/0.721] +Epoch:[ 7][240|469] Time:[0.244/0.207] Loss:[0.136/0.150] AdvLoss:[0.753/0.770] Acc:[0.969/0.971] AdvAcc:[0.727/0.722] +Epoch:[ 7][250|469] Time:[0.231/0.196] Loss:[0.141/0.150] AdvLoss:[0.781/0.770] Acc:[0.984/0.971] AdvAcc:[0.688/0.722] +Epoch:[ 7][260|469] Time:[0.239/0.196] Loss:[0.178/0.152] AdvLoss:[0.809/0.770] Acc:[0.938/0.970] AdvAcc:[0.695/0.722] 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Loss:[0.181/0.151] AdvLoss:[0.878/0.769] Acc:[0.945/0.969] AdvAcc:[0.711/0.723] +Epoch:[ 7][360|469] Time:[0.233/0.198] Loss:[0.099/0.150] AdvLoss:[0.644/0.768] Acc:[0.984/0.969] AdvAcc:[0.734/0.723] +Epoch:[ 7][370|469] Time:[0.248/0.212] Loss:[0.128/0.149] AdvLoss:[0.737/0.767] Acc:[0.992/0.970] AdvAcc:[0.734/0.723] +Epoch:[ 7][380|469] Time:[0.233/0.196] Loss:[0.109/0.149] AdvLoss:[0.758/0.766] Acc:[1.000/0.970] AdvAcc:[0.695/0.724] +Epoch:[ 7][390|469] Time:[0.232/0.193] Loss:[0.083/0.147] AdvLoss:[0.606/0.765] Acc:[0.984/0.970] AdvAcc:[0.758/0.724] +Epoch:[ 7][400|469] Time:[0.237/0.195] Loss:[0.109/0.147] AdvLoss:[0.653/0.765] Acc:[0.984/0.971] AdvAcc:[0.758/0.724] +Epoch:[ 7][410|469] Time:[0.231/0.197] Loss:[0.128/0.146] AdvLoss:[0.690/0.764] Acc:[0.969/0.971] AdvAcc:[0.727/0.725] +Epoch:[ 7][420|469] Time:[0.244/0.199] Loss:[0.113/0.146] AdvLoss:[0.660/0.764] Acc:[0.992/0.971] AdvAcc:[0.758/0.725] +Epoch:[ 7][430|469] Time:[0.232/0.199] Loss:[0.199/0.146] AdvLoss:[0.869/0.764] Acc:[0.953/0.971] AdvAcc:[0.742/0.725] +Epoch:[ 7][440|469] Time:[0.247/0.203] Loss:[0.168/0.147] AdvLoss:[0.789/0.764] Acc:[0.938/0.971] AdvAcc:[0.742/0.725] +Epoch:[ 7][450|469] Time:[0.234/0.194] Loss:[0.147/0.147] AdvLoss:[0.804/0.764] Acc:[0.953/0.970] AdvAcc:[0.703/0.725] +Epoch:[ 7][460|469] Time:[0.231/0.187] Loss:[0.149/0.147] AdvLoss:[0.780/0.764] Acc:[0.977/0.970] AdvAcc:[0.711/0.725] +Epoch:[ 8][ 10|469] Time:[0.249/0.204] Loss:[0.185/0.141] AdvLoss:[0.814/0.736] Acc:[0.953/0.969] AdvAcc:[0.688/0.730] +Epoch:[ 8][ 20|469] Time:[0.224/0.206] Loss:[0.175/0.151] AdvLoss:[0.807/0.739] Acc:[0.938/0.959] AdvAcc:[0.680/0.731] +Epoch:[ 8][ 30|469] Time:[0.235/0.193] Loss:[0.127/0.140] AdvLoss:[0.693/0.727] Acc:[0.977/0.966] AdvAcc:[0.766/0.736] +Epoch:[ 8][ 40|469] Time:[0.233/0.188] Loss:[0.135/0.142] AdvLoss:[0.648/0.733] Acc:[0.969/0.967] AdvAcc:[0.789/0.735] +Epoch:[ 8][ 50|469] Time:[0.240/0.197] Loss:[0.141/0.140] AdvLoss:[0.780/0.729] Acc:[0.977/0.968] AdvAcc:[0.734/0.738] 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Loss:[0.156/0.139] AdvLoss:[0.836/0.726] Acc:[0.961/0.970] AdvAcc:[0.703/0.738] +Epoch:[ 8][150|469] Time:[0.247/0.203] Loss:[0.122/0.138] AdvLoss:[0.706/0.726] Acc:[0.977/0.970] AdvAcc:[0.750/0.738] +Epoch:[ 8][160|469] Time:[0.243/0.222] Loss:[0.165/0.138] AdvLoss:[0.781/0.724] Acc:[0.953/0.970] AdvAcc:[0.703/0.739] +Epoch:[ 8][170|469] Time:[0.226/0.196] Loss:[0.100/0.136] AdvLoss:[0.606/0.725] Acc:[0.984/0.970] AdvAcc:[0.812/0.739] +Epoch:[ 8][180|469] Time:[0.245/0.202] Loss:[0.121/0.135] AdvLoss:[0.622/0.723] Acc:[0.961/0.970] AdvAcc:[0.805/0.740] +Epoch:[ 8][190|469] Time:[0.229/0.195] Loss:[0.107/0.134] AdvLoss:[0.665/0.720] Acc:[0.984/0.971] AdvAcc:[0.781/0.741] +Epoch:[ 8][200|469] Time:[0.245/0.201] Loss:[0.135/0.134] AdvLoss:[0.699/0.720] Acc:[0.969/0.971] AdvAcc:[0.766/0.741] +Epoch:[ 8][210|469] Time:[0.229/0.193] Loss:[0.138/0.135] AdvLoss:[0.787/0.721] Acc:[0.984/0.971] AdvAcc:[0.742/0.741] +Epoch:[ 8][220|469] Time:[0.274/0.226] Loss:[0.120/0.136] AdvLoss:[0.683/0.721] Acc:[0.969/0.970] AdvAcc:[0.734/0.740] +Epoch:[ 8][230|469] Time:[0.252/0.220] Loss:[0.108/0.135] AdvLoss:[0.674/0.720] Acc:[0.969/0.971] AdvAcc:[0.758/0.741] +Epoch:[ 8][240|469] Time:[0.239/0.194] Loss:[0.114/0.134] AdvLoss:[0.718/0.719] Acc:[0.977/0.971] AdvAcc:[0.695/0.741] +Epoch:[ 8][250|469] Time:[0.227/0.192] Loss:[0.089/0.133] AdvLoss:[0.667/0.718] Acc:[0.992/0.971] AdvAcc:[0.773/0.741] +Epoch:[ 8][260|469] Time:[0.237/0.196] Loss:[0.195/0.133] AdvLoss:[0.872/0.719] Acc:[0.961/0.971] AdvAcc:[0.680/0.741] +Epoch:[ 8][270|469] Time:[0.243/0.201] Loss:[0.127/0.134] AdvLoss:[0.634/0.719] Acc:[0.977/0.971] AdvAcc:[0.766/0.741] +Epoch:[ 8][280|469] Time:[0.236/0.217] Loss:[0.113/0.134] AdvLoss:[0.621/0.718] Acc:[0.969/0.971] AdvAcc:[0.781/0.742] +Epoch:[ 8][290|469] Time:[0.235/0.201] Loss:[0.130/0.133] AdvLoss:[0.768/0.717] Acc:[0.977/0.971] AdvAcc:[0.758/0.742] +Epoch:[ 8][300|469] Time:[0.236/0.196] Loss:[0.122/0.133] AdvLoss:[0.688/0.716] Acc:[0.969/0.971] AdvAcc:[0.750/0.742] 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Loss:[0.082/0.130] AdvLoss:[0.550/0.710] Acc:[0.992/0.972] AdvAcc:[0.820/0.745] +Epoch:[ 8][400|469] Time:[0.227/0.203] Loss:[0.079/0.129] AdvLoss:[0.536/0.709] Acc:[1.000/0.972] AdvAcc:[0.781/0.745] +Epoch:[ 8][410|469] Time:[0.247/0.229] Loss:[0.162/0.130] AdvLoss:[0.790/0.710] Acc:[0.977/0.972] AdvAcc:[0.688/0.745] +Epoch:[ 8][420|469] Time:[0.219/0.197] Loss:[0.125/0.129] AdvLoss:[0.674/0.709] Acc:[0.984/0.973] AdvAcc:[0.758/0.745] +Epoch:[ 8][430|469] Time:[0.237/0.193] Loss:[0.171/0.130] AdvLoss:[0.945/0.709] Acc:[0.969/0.973] AdvAcc:[0.641/0.745] +Epoch:[ 8][440|469] Time:[0.231/0.198] Loss:[0.112/0.129] AdvLoss:[0.720/0.709] Acc:[0.977/0.973] AdvAcc:[0.727/0.746] +Epoch:[ 8][450|469] Time:[0.230/0.192] Loss:[0.127/0.130] AdvLoss:[0.714/0.709] Acc:[0.992/0.973] AdvAcc:[0.719/0.746] +Epoch:[ 8][460|469] Time:[0.233/0.191] Loss:[0.109/0.130] AdvLoss:[0.690/0.708] Acc:[0.977/0.973] AdvAcc:[0.758/0.746] +Epoch:[ 9][ 10|469] Time:[0.238/0.200] Loss:[0.110/0.105] AdvLoss:[0.643/0.696] Acc:[0.992/0.988] AdvAcc:[0.742/0.748] +Epoch:[ 9][ 20|469] Time:[0.236/0.192] Loss:[0.111/0.108] AdvLoss:[0.638/0.688] Acc:[0.992/0.988] AdvAcc:[0.711/0.748] +Epoch:[ 9][ 30|469] Time:[0.233/0.194] Loss:[0.172/0.125] AdvLoss:[0.796/0.692] Acc:[0.961/0.980] AdvAcc:[0.711/0.745] +Epoch:[ 9][ 40|469] Time:[0.239/0.195] Loss:[0.139/0.128] AdvLoss:[0.701/0.685] Acc:[0.961/0.979] AdvAcc:[0.797/0.748] +Epoch:[ 9][ 50|469] Time:[0.242/0.200] Loss:[0.101/0.123] AdvLoss:[0.752/0.687] Acc:[1.000/0.981] AdvAcc:[0.695/0.749] +Epoch:[ 9][ 60|469] Time:[0.229/0.204] Loss:[0.128/0.121] AdvLoss:[0.597/0.688] Acc:[0.969/0.982] AdvAcc:[0.812/0.750] +Epoch:[ 9][ 70|469] Time:[0.260/0.248] Loss:[0.094/0.119] AdvLoss:[0.591/0.680] Acc:[0.977/0.982] AdvAcc:[0.805/0.755] +Epoch:[ 9][ 80|469] Time:[0.243/0.201] Loss:[0.173/0.122] AdvLoss:[0.842/0.686] Acc:[0.945/0.980] AdvAcc:[0.680/0.751] +Epoch:[ 9][ 90|469] Time:[0.238/0.200] Loss:[0.112/0.124] AdvLoss:[0.634/0.684] Acc:[0.984/0.979] AdvAcc:[0.766/0.751] 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Loss:[0.152/0.126] AdvLoss:[0.660/0.680] Acc:[0.961/0.976] AdvAcc:[0.750/0.753] +Epoch:[ 9][190|469] Time:[0.234/0.195] Loss:[0.091/0.124] AdvLoss:[0.627/0.677] Acc:[0.984/0.976] AdvAcc:[0.758/0.754] +Epoch:[ 9][200|469] Time:[0.239/0.197] Loss:[0.105/0.122] AdvLoss:[0.658/0.675] Acc:[0.977/0.977] AdvAcc:[0.758/0.755] +Epoch:[ 9][210|469] Time:[0.240/0.195] Loss:[0.121/0.121] AdvLoss:[0.732/0.673] Acc:[0.992/0.977] AdvAcc:[0.727/0.755] +Epoch:[ 9][220|469] Time:[0.242/0.202] Loss:[0.140/0.121] AdvLoss:[0.789/0.672] Acc:[0.969/0.977] AdvAcc:[0.750/0.756] +Epoch:[ 9][230|469] Time:[0.228/0.189] Loss:[0.113/0.120] AdvLoss:[0.691/0.672] Acc:[0.992/0.977] AdvAcc:[0.742/0.757] +Epoch:[ 9][240|469] Time:[0.245/0.199] Loss:[0.132/0.121] AdvLoss:[0.737/0.673] Acc:[0.977/0.977] AdvAcc:[0.727/0.756] +Epoch:[ 9][250|469] Time:[0.236/0.192] Loss:[0.091/0.120] AdvLoss:[0.589/0.671] Acc:[0.992/0.978] AdvAcc:[0.742/0.757] +Epoch:[ 9][260|469] Time:[0.243/0.200] Loss:[0.065/0.119] AdvLoss:[0.512/0.669] Acc:[0.992/0.978] AdvAcc:[0.797/0.758] +Epoch:[ 9][270|469] Time:[0.245/0.201] Loss:[0.141/0.119] AdvLoss:[0.635/0.669] Acc:[0.969/0.978] AdvAcc:[0.812/0.759] +Epoch:[ 9][280|469] Time:[0.238/0.192] Loss:[0.102/0.119] AdvLoss:[0.684/0.666] Acc:[0.977/0.978] AdvAcc:[0.750/0.760] +Epoch:[ 9][290|469] Time:[0.239/0.193] Loss:[0.109/0.118] AdvLoss:[0.636/0.665] Acc:[0.977/0.978] AdvAcc:[0.805/0.761] +Epoch:[ 9][300|469] Time:[0.227/0.192] Loss:[0.096/0.117] AdvLoss:[0.563/0.665] Acc:[1.000/0.979] AdvAcc:[0.812/0.760] +Epoch:[ 9][310|469] Time:[0.256/0.207] Loss:[0.151/0.118] AdvLoss:[0.718/0.666] Acc:[0.969/0.979] AdvAcc:[0.773/0.760] +Epoch:[ 9][320|469] Time:[0.232/0.195] Loss:[0.158/0.118] AdvLoss:[0.723/0.666] Acc:[0.961/0.978] AdvAcc:[0.766/0.761] +Epoch:[ 9][330|469] Time:[0.224/0.214] Loss:[0.094/0.118] AdvLoss:[0.645/0.664] Acc:[0.984/0.978] AdvAcc:[0.758/0.762] +Epoch:[ 9][340|469] Time:[0.244/0.213] Loss:[0.142/0.118] AdvLoss:[0.624/0.665] Acc:[0.945/0.977] AdvAcc:[0.828/0.761] +Epoch:[ 9][350|469] Time:[0.263/0.224] Loss:[0.133/0.119] AdvLoss:[0.682/0.665] Acc:[0.961/0.977] AdvAcc:[0.750/0.762] +Epoch:[ 9][360|469] Time:[0.226/0.194] Loss:[0.097/0.118] AdvLoss:[0.547/0.665] Acc:[0.992/0.977] AdvAcc:[0.805/0.762] +Epoch:[ 9][370|469] Time:[0.235/0.197] Loss:[0.101/0.118] AdvLoss:[0.576/0.663] Acc:[0.977/0.977] AdvAcc:[0.836/0.762] +Epoch:[ 9][380|469] Time:[0.239/0.201] Loss:[0.132/0.118] AdvLoss:[0.802/0.662] Acc:[0.977/0.977] AdvAcc:[0.727/0.763] +Epoch:[ 9][390|469] Time:[0.233/0.201] Loss:[0.140/0.118] AdvLoss:[0.698/0.662] Acc:[0.961/0.977] AdvAcc:[0.805/0.763] +Epoch:[ 9][400|469] Time:[0.242/0.200] Loss:[0.103/0.119] AdvLoss:[0.648/0.661] Acc:[0.984/0.977] AdvAcc:[0.750/0.764] +Epoch:[ 9][410|469] Time:[0.229/0.195] Loss:[0.092/0.118] AdvLoss:[0.578/0.661] Acc:[0.992/0.977] AdvAcc:[0.773/0.763] +Epoch:[ 9][420|469] Time:[0.235/0.201] Loss:[0.113/0.117] AdvLoss:[0.701/0.661] Acc:[0.977/0.977] AdvAcc:[0.727/0.763] +Epoch:[ 9][430|469] Time:[0.235/0.191] Loss:[0.098/0.117] AdvLoss:[0.633/0.660] Acc:[0.984/0.977] AdvAcc:[0.766/0.764] +Epoch:[ 9][440|469] Time:[0.228/0.191] Loss:[0.120/0.117] AdvLoss:[0.665/0.660] Acc:[0.969/0.977] AdvAcc:[0.789/0.764] +Epoch:[ 9][450|469] Time:[0.244/0.201] Loss:[0.118/0.118] AdvLoss:[0.708/0.661] Acc:[0.992/0.977] AdvAcc:[0.734/0.763] +Epoch:[ 9][460|469] Time:[0.232/0.211] Loss:[0.151/0.118] AdvLoss:[0.691/0.661] Acc:[0.961/0.977] AdvAcc:[0.812/0.763] +epoch 9 evaluated +natural accuracy: 0.9757 +adversarial accuracy: 0.7727 +Epoch:[ 10][ 10|469] Time:[0.233/0.189] Loss:[0.145/0.118] AdvLoss:[0.717/0.684] Acc:[0.961/0.973] AdvAcc:[0.773/0.773] +Epoch:[ 10][ 20|469] Time:[0.238/0.190] Loss:[0.123/0.124] AdvLoss:[0.634/0.670] Acc:[0.961/0.967] AdvAcc:[0.773/0.767] +Epoch:[ 10][ 30|469] Time:[0.231/0.194] Loss:[0.110/0.121] AdvLoss:[0.579/0.665] Acc:[0.969/0.969] AdvAcc:[0.789/0.764] +Epoch:[ 10][ 40|469] Time:[0.233/0.195] Loss:[0.105/0.115] AdvLoss:[0.611/0.648] Acc:[0.977/0.972] AdvAcc:[0.797/0.772] +Epoch:[ 10][ 50|469] Time:[0.242/0.198] Loss:[0.096/0.114] AdvLoss:[0.626/0.647] Acc:[0.984/0.973] AdvAcc:[0.773/0.772] +Epoch:[ 10][ 60|469] Time:[0.251/0.210] Loss:[0.134/0.112] AdvLoss:[0.742/0.644] Acc:[0.961/0.973] AdvAcc:[0.711/0.771] +Epoch:[ 10][ 70|469] Time:[0.239/0.195] Loss:[0.160/0.118] AdvLoss:[0.757/0.644] Acc:[0.961/0.972] AdvAcc:[0.734/0.772] +Epoch:[ 10][ 80|469] Time:[0.238/0.204] Loss:[0.091/0.114] AdvLoss:[0.572/0.637] Acc:[0.977/0.973] AdvAcc:[0.805/0.775] +Epoch:[ 10][ 90|469] Time:[0.242/0.197] Loss:[0.110/0.114] AdvLoss:[0.606/0.638] Acc:[0.977/0.973] AdvAcc:[0.836/0.775] +Epoch:[ 10][100|469] Time:[0.240/0.194] Loss:[0.115/0.113] AdvLoss:[0.703/0.642] Acc:[0.984/0.974] AdvAcc:[0.727/0.774] +Epoch:[ 10][110|469] Time:[0.231/0.195] Loss:[0.131/0.115] AdvLoss:[0.713/0.642] Acc:[0.969/0.974] AdvAcc:[0.750/0.774] +Epoch:[ 10][120|469] Time:[0.232/0.195] Loss:[0.077/0.111] AdvLoss:[0.517/0.637] Acc:[0.984/0.975] AdvAcc:[0.797/0.775] +Epoch:[ 10][130|469] Time:[0.237/0.214] Loss:[0.087/0.111] AdvLoss:[0.655/0.635] Acc:[0.992/0.976] AdvAcc:[0.719/0.775] +Epoch:[ 10][140|469] Time:[0.226/0.190] Loss:[0.081/0.109] AdvLoss:[0.558/0.633] Acc:[0.984/0.977] AdvAcc:[0.773/0.776] +Epoch:[ 10][150|469] Time:[0.249/0.205] Loss:[0.075/0.108] AdvLoss:[0.592/0.632] Acc:[0.992/0.977] AdvAcc:[0.789/0.777] +Epoch:[ 10][160|469] Time:[0.223/0.208] Loss:[0.112/0.108] AdvLoss:[0.681/0.632] Acc:[0.969/0.977] AdvAcc:[0.766/0.777] +Epoch:[ 10][170|469] Time:[0.237/0.192] Loss:[0.135/0.108] AdvLoss:[0.652/0.632] Acc:[0.969/0.977] AdvAcc:[0.828/0.777] +Epoch:[ 10][180|469] Time:[0.236/0.193] Loss:[0.113/0.107] AdvLoss:[0.661/0.630] Acc:[0.984/0.978] AdvAcc:[0.758/0.777] +Epoch:[ 10][190|469] Time:[0.222/0.213] Loss:[0.070/0.107] AdvLoss:[0.440/0.628] Acc:[0.992/0.978] AdvAcc:[0.844/0.778] +Epoch:[ 10][200|469] Time:[0.236/0.193] Loss:[0.107/0.107] AdvLoss:[0.626/0.628] Acc:[0.992/0.978] AdvAcc:[0.773/0.778] +Epoch:[ 10][210|469] Time:[0.246/0.236] Loss:[0.090/0.107] AdvLoss:[0.549/0.628] Acc:[0.977/0.978] AdvAcc:[0.820/0.778] +Epoch:[ 10][220|469] Time:[0.232/0.196] Loss:[0.102/0.106] AdvLoss:[0.635/0.627] Acc:[0.984/0.978] AdvAcc:[0.766/0.778] +Epoch:[ 10][230|469] Time:[0.231/0.195] Loss:[0.101/0.107] AdvLoss:[0.595/0.627] Acc:[0.992/0.978] AdvAcc:[0.781/0.779] +Epoch:[ 10][240|469] Time:[0.236/0.207] Loss:[0.110/0.107] AdvLoss:[0.648/0.626] Acc:[0.984/0.978] AdvAcc:[0.758/0.779] +Epoch:[ 10][250|469] Time:[0.238/0.197] Loss:[0.153/0.107] AdvLoss:[0.892/0.625] Acc:[0.961/0.978] AdvAcc:[0.672/0.779] +Epoch:[ 10][260|469] Time:[0.228/0.197] Loss:[0.084/0.107] AdvLoss:[0.602/0.625] Acc:[0.992/0.979] AdvAcc:[0.766/0.779] +Epoch:[ 10][270|469] Time:[0.227/0.191] Loss:[0.136/0.108] AdvLoss:[0.744/0.623] Acc:[0.961/0.978] AdvAcc:[0.719/0.779] +Epoch:[ 10][280|469] Time:[0.236/0.193] Loss:[0.097/0.107] AdvLoss:[0.560/0.622] Acc:[0.969/0.978] AdvAcc:[0.797/0.780] +Epoch:[ 10][290|469] Time:[0.257/0.227] Loss:[0.172/0.108] AdvLoss:[0.753/0.623] Acc:[0.961/0.978] AdvAcc:[0.734/0.779] +Epoch:[ 10][300|469] Time:[0.235/0.190] Loss:[0.096/0.108] AdvLoss:[0.544/0.623] Acc:[0.984/0.978] AdvAcc:[0.820/0.780] +Epoch:[ 10][310|469] Time:[0.246/0.202] Loss:[0.101/0.108] AdvLoss:[0.642/0.621] Acc:[0.977/0.978] AdvAcc:[0.758/0.780] +Epoch:[ 10][320|469] Time:[0.240/0.207] Loss:[0.141/0.108] AdvLoss:[0.581/0.621] Acc:[0.953/0.977] AdvAcc:[0.789/0.780] +Epoch:[ 10][330|469] Time:[0.226/0.194] Loss:[0.108/0.109] AdvLoss:[0.577/0.622] Acc:[0.984/0.977] AdvAcc:[0.750/0.780] +Epoch:[ 10][340|469] Time:[0.241/0.204] Loss:[0.080/0.108] AdvLoss:[0.543/0.622] Acc:[0.984/0.977] AdvAcc:[0.828/0.780] +Epoch:[ 10][350|469] Time:[0.241/0.203] Loss:[0.093/0.108] AdvLoss:[0.537/0.620] Acc:[0.984/0.977] AdvAcc:[0.828/0.781] +Epoch:[ 10][360|469] Time:[0.236/0.192] Loss:[0.097/0.108] AdvLoss:[0.637/0.620] Acc:[0.977/0.977] AdvAcc:[0.750/0.780] +Epoch:[ 10][370|469] Time:[0.236/0.193] Loss:[0.128/0.109] AdvLoss:[0.755/0.621] Acc:[0.961/0.977] AdvAcc:[0.703/0.780] +Epoch:[ 10][380|469] Time:[0.241/0.196] Loss:[0.172/0.110] AdvLoss:[0.667/0.621] Acc:[0.969/0.977] AdvAcc:[0.805/0.779] +Epoch:[ 10][390|469] Time:[0.228/0.193] Loss:[0.139/0.111] AdvLoss:[0.633/0.621] Acc:[0.961/0.976] AdvAcc:[0.797/0.779] +Epoch:[ 10][400|469] Time:[0.203/0.191] Loss:[0.110/0.110] AdvLoss:[0.566/0.621] Acc:[0.992/0.977] AdvAcc:[0.820/0.780] +Epoch:[ 10][410|469] Time:[0.233/0.194] Loss:[0.087/0.110] AdvLoss:[0.555/0.620] Acc:[0.969/0.977] AdvAcc:[0.766/0.780] +Epoch:[ 10][420|469] Time:[0.230/0.193] Loss:[0.138/0.111] AdvLoss:[0.753/0.620] Acc:[0.961/0.976] AdvAcc:[0.695/0.780] +Epoch:[ 10][430|469] Time:[0.242/0.204] Loss:[0.121/0.111] AdvLoss:[0.708/0.619] Acc:[0.961/0.976] AdvAcc:[0.750/0.780] +Epoch:[ 10][440|469] Time:[0.248/0.204] Loss:[0.115/0.111] AdvLoss:[0.655/0.619] Acc:[0.969/0.976] AdvAcc:[0.758/0.780] +Epoch:[ 10][450|469] Time:[0.247/0.219] Loss:[0.100/0.111] AdvLoss:[0.674/0.618] Acc:[0.984/0.976] AdvAcc:[0.758/0.781] +Epoch:[ 10][460|469] Time:[0.234/0.192] Loss:[0.108/0.111] AdvLoss:[0.657/0.618] Acc:[0.984/0.976] AdvAcc:[0.766/0.780] +Epoch:[ 11][ 10|469] Time:[0.226/0.190] Loss:[0.139/0.115] AdvLoss:[0.663/0.587] Acc:[0.969/0.977] AdvAcc:[0.766/0.794] +Epoch:[ 11][ 20|469] Time:[0.238/0.196] Loss:[0.113/0.116] AdvLoss:[0.595/0.594] Acc:[0.977/0.975] AdvAcc:[0.812/0.797] +Epoch:[ 11][ 30|469] Time:[0.257/0.222] Loss:[0.075/0.104] AdvLoss:[0.574/0.586] Acc:[0.992/0.978] AdvAcc:[0.789/0.796] +Epoch:[ 11][ 40|469] Time:[0.239/0.193] Loss:[0.098/0.101] AdvLoss:[0.635/0.585] Acc:[0.984/0.980] AdvAcc:[0.773/0.795] +Epoch:[ 11][ 50|469] Time:[0.229/0.196] Loss:[0.100/0.100] AdvLoss:[0.515/0.591] Acc:[0.992/0.982] AdvAcc:[0.828/0.793] +Epoch:[ 11][ 60|469] Time:[0.235/0.190] Loss:[0.072/0.098] AdvLoss:[0.544/0.585] Acc:[0.992/0.982] AdvAcc:[0.766/0.795] +Epoch:[ 11][ 70|469] Time:[0.241/0.201] Loss:[0.160/0.106] AdvLoss:[0.744/0.587] Acc:[0.961/0.979] AdvAcc:[0.773/0.793] +Epoch:[ 11][ 80|469] Time:[0.222/0.197] Loss:[0.071/0.104] AdvLoss:[0.478/0.587] Acc:[0.992/0.980] AdvAcc:[0.828/0.792] +Epoch:[ 11][ 90|469] Time:[0.232/0.191] Loss:[0.140/0.106] AdvLoss:[0.822/0.587] Acc:[0.977/0.980] AdvAcc:[0.680/0.790] +Epoch:[ 11][100|469] Time:[0.209/0.200] Loss:[0.119/0.106] AdvLoss:[0.606/0.589] Acc:[0.977/0.980] AdvAcc:[0.812/0.790] +Epoch:[ 11][110|469] Time:[0.231/0.207] Loss:[0.108/0.105] AdvLoss:[0.599/0.590] Acc:[0.977/0.980] AdvAcc:[0.781/0.791] +Epoch:[ 11][120|469] Time:[0.228/0.196] Loss:[0.112/0.106] AdvLoss:[0.597/0.589] Acc:[0.977/0.979] AdvAcc:[0.820/0.792] +Epoch:[ 11][130|469] Time:[0.235/0.194] Loss:[0.069/0.104] AdvLoss:[0.554/0.589] Acc:[0.992/0.980] AdvAcc:[0.773/0.792] +Epoch:[ 11][140|469] Time:[0.223/0.201] Loss:[0.095/0.103] AdvLoss:[0.517/0.589] Acc:[0.984/0.980] AdvAcc:[0.844/0.792] +Epoch:[ 11][150|469] Time:[0.240/0.206] Loss:[0.095/0.102] AdvLoss:[0.681/0.585] Acc:[0.984/0.981] AdvAcc:[0.750/0.793] +Epoch:[ 11][160|469] Time:[0.226/0.192] Loss:[0.143/0.102] AdvLoss:[0.780/0.587] Acc:[0.961/0.980] AdvAcc:[0.719/0.791] +Epoch:[ 11][170|469] Time:[0.238/0.199] Loss:[0.135/0.103] AdvLoss:[0.720/0.589] Acc:[0.969/0.980] AdvAcc:[0.742/0.791] +Epoch:[ 11][180|469] Time:[0.222/0.193] Loss:[0.111/0.104] AdvLoss:[0.690/0.592] Acc:[0.992/0.980] AdvAcc:[0.758/0.790] +Epoch:[ 11][190|469] Time:[0.241/0.197] Loss:[0.106/0.103] AdvLoss:[0.526/0.591] Acc:[0.984/0.980] AdvAcc:[0.859/0.790] +Epoch:[ 11][200|469] Time:[0.221/0.202] Loss:[0.105/0.103] AdvLoss:[0.591/0.591] Acc:[0.969/0.980] AdvAcc:[0.797/0.790] +Epoch:[ 11][210|469] Time:[0.231/0.192] Loss:[0.127/0.103] AdvLoss:[0.700/0.589] Acc:[0.977/0.980] AdvAcc:[0.711/0.791] +Epoch:[ 11][220|469] Time:[0.236/0.196] Loss:[0.165/0.105] AdvLoss:[0.738/0.592] Acc:[0.969/0.979] AdvAcc:[0.727/0.790] +Epoch:[ 11][230|469] Time:[0.235/0.192] Loss:[0.096/0.105] AdvLoss:[0.514/0.591] Acc:[0.977/0.979] AdvAcc:[0.828/0.791] +Epoch:[ 11][240|469] Time:[0.236/0.197] Loss:[0.135/0.105] AdvLoss:[0.714/0.591] Acc:[0.961/0.979] AdvAcc:[0.742/0.791] +Epoch:[ 11][250|469] Time:[0.246/0.201] Loss:[0.086/0.105] AdvLoss:[0.630/0.591] Acc:[0.992/0.979] AdvAcc:[0.727/0.790] +Epoch:[ 11][260|469] Time:[0.236/0.200] Loss:[0.079/0.105] AdvLoss:[0.505/0.591] Acc:[0.984/0.979] AdvAcc:[0.773/0.791] +Epoch:[ 11][270|469] Time:[0.242/0.222] Loss:[0.129/0.105] AdvLoss:[0.655/0.590] Acc:[0.961/0.978] AdvAcc:[0.766/0.791] +Epoch:[ 11][280|469] Time:[0.233/0.188] Loss:[0.088/0.105] AdvLoss:[0.579/0.590] Acc:[0.984/0.978] AdvAcc:[0.789/0.791] +Epoch:[ 11][290|469] Time:[0.236/0.196] Loss:[0.081/0.104] AdvLoss:[0.499/0.589] Acc:[0.984/0.978] AdvAcc:[0.836/0.791] +Epoch:[ 11][300|469] Time:[0.230/0.190] Loss:[0.171/0.105] AdvLoss:[0.633/0.588] Acc:[0.938/0.978] AdvAcc:[0.805/0.792] +Epoch:[ 11][310|469] Time:[0.236/0.191] Loss:[0.101/0.105] AdvLoss:[0.600/0.588] Acc:[0.984/0.978] AdvAcc:[0.773/0.792] +Epoch:[ 11][320|469] Time:[0.244/0.202] Loss:[0.098/0.105] AdvLoss:[0.605/0.588] Acc:[0.984/0.978] AdvAcc:[0.781/0.792] +Epoch:[ 11][330|469] Time:[0.230/0.217] Loss:[0.095/0.105] AdvLoss:[0.519/0.587] Acc:[0.977/0.978] AdvAcc:[0.852/0.792] +Epoch:[ 11][340|469] Time:[0.249/0.221] Loss:[0.130/0.105] AdvLoss:[0.630/0.586] Acc:[0.961/0.977] AdvAcc:[0.812/0.792] +Epoch:[ 11][350|469] Time:[0.231/0.190] Loss:[0.086/0.104] AdvLoss:[0.573/0.586] Acc:[0.977/0.977] AdvAcc:[0.781/0.792] +Epoch:[ 11][360|469] Time:[0.242/0.202] Loss:[0.100/0.104] AdvLoss:[0.495/0.586] Acc:[0.977/0.977] AdvAcc:[0.828/0.792] +Epoch:[ 11][370|469] Time:[0.258/0.229] Loss:[0.100/0.104] AdvLoss:[0.538/0.585] Acc:[0.977/0.977] AdvAcc:[0.797/0.793] +Epoch:[ 11][380|469] Time:[0.236/0.198] Loss:[0.056/0.103] AdvLoss:[0.473/0.585] Acc:[1.000/0.978] AdvAcc:[0.828/0.792] +Epoch:[ 11][390|469] Time:[0.236/0.198] Loss:[0.101/0.103] AdvLoss:[0.614/0.585] Acc:[0.984/0.978] AdvAcc:[0.758/0.793] +Epoch:[ 11][400|469] Time:[0.234/0.196] Loss:[0.105/0.103] AdvLoss:[0.534/0.584] Acc:[0.984/0.978] AdvAcc:[0.812/0.793] +Epoch:[ 11][410|469] Time:[0.255/0.219] Loss:[0.071/0.103] AdvLoss:[0.471/0.585] Acc:[0.984/0.978] AdvAcc:[0.852/0.792] +Epoch:[ 11][420|469] Time:[0.239/0.200] Loss:[0.146/0.103] AdvLoss:[0.631/0.584] Acc:[0.969/0.978] AdvAcc:[0.797/0.793] +Epoch:[ 11][430|469] Time:[0.229/0.193] Loss:[0.133/0.104] AdvLoss:[0.681/0.584] Acc:[0.945/0.977] AdvAcc:[0.758/0.793] +Epoch:[ 11][440|469] Time:[0.238/0.192] Loss:[0.101/0.103] AdvLoss:[0.577/0.584] Acc:[0.961/0.977] AdvAcc:[0.781/0.793] +Epoch:[ 11][450|469] Time:[0.227/0.189] Loss:[0.121/0.104] AdvLoss:[0.563/0.583] Acc:[0.961/0.977] AdvAcc:[0.805/0.793] +Epoch:[ 11][460|469] Time:[0.238/0.196] Loss:[0.083/0.103] AdvLoss:[0.505/0.582] Acc:[0.984/0.977] AdvAcc:[0.836/0.793] +Epoch:[ 12][ 10|469] Time:[0.231/0.199] Loss:[0.060/0.069] AdvLoss:[0.439/0.539] Acc:[1.000/0.988] AdvAcc:[0.844/0.795] +Epoch:[ 12][ 20|469] Time:[0.245/0.206] Loss:[0.076/0.073] AdvLoss:[0.481/0.542] Acc:[0.992/0.986] AdvAcc:[0.844/0.805] +Epoch:[ 12][ 30|469] Time:[0.238/0.217] Loss:[0.084/0.080] AdvLoss:[0.529/0.545] Acc:[0.992/0.986] AdvAcc:[0.781/0.806] +Epoch:[ 12][ 40|469] Time:[0.237/0.192] Loss:[0.123/0.098] AdvLoss:[0.616/0.553] Acc:[0.961/0.978] AdvAcc:[0.805/0.804] +Epoch:[ 12][ 50|469] Time:[0.232/0.197] Loss:[0.089/0.102] AdvLoss:[0.489/0.550] Acc:[0.984/0.974] AdvAcc:[0.844/0.807] +Epoch:[ 12][ 60|469] Time:[0.239/0.193] Loss:[0.059/0.096] AdvLoss:[0.462/0.541] Acc:[1.000/0.976] AdvAcc:[0.844/0.811] +Epoch:[ 12][ 70|469] Time:[0.239/0.203] Loss:[0.117/0.096] AdvLoss:[0.626/0.544] Acc:[0.977/0.978] AdvAcc:[0.820/0.809] +Epoch:[ 12][ 80|469] Time:[0.227/0.194] Loss:[0.074/0.093] AdvLoss:[0.491/0.550] Acc:[1.000/0.979] AdvAcc:[0.781/0.805] +Epoch:[ 12][ 90|469] Time:[0.232/0.199] Loss:[0.081/0.091] AdvLoss:[0.582/0.552] Acc:[0.992/0.980] AdvAcc:[0.773/0.804] +Epoch:[ 12][100|469] Time:[0.246/0.202] Loss:[0.087/0.091] AdvLoss:[0.456/0.551] Acc:[0.969/0.979] AdvAcc:[0.883/0.805] +Epoch:[ 12][110|469] Time:[0.230/0.192] Loss:[0.042/0.090] AdvLoss:[0.423/0.550] Acc:[1.000/0.980] AdvAcc:[0.844/0.805] +Epoch:[ 12][120|469] Time:[0.247/0.202] Loss:[0.116/0.090] AdvLoss:[0.638/0.551] Acc:[0.977/0.980] AdvAcc:[0.766/0.805] +Epoch:[ 12][130|469] Time:[0.231/0.198] Loss:[0.160/0.093] AdvLoss:[0.651/0.553] Acc:[0.969/0.980] AdvAcc:[0.750/0.804] +Epoch:[ 12][140|469] Time:[0.231/0.189] Loss:[0.098/0.094] AdvLoss:[0.617/0.554] Acc:[0.992/0.980] AdvAcc:[0.727/0.804] +Epoch:[ 12][150|469] Time:[0.234/0.196] Loss:[0.086/0.093] AdvLoss:[0.546/0.554] Acc:[0.977/0.980] AdvAcc:[0.805/0.804] +Epoch:[ 12][160|469] Time:[0.236/0.194] Loss:[0.070/0.092] AdvLoss:[0.519/0.554] Acc:[1.000/0.981] AdvAcc:[0.805/0.804] +Epoch:[ 12][170|469] Time:[0.246/0.203] Loss:[0.111/0.094] AdvLoss:[0.540/0.555] Acc:[0.969/0.980] AdvAcc:[0.852/0.803] +Epoch:[ 12][180|469] Time:[0.222/0.193] Loss:[0.128/0.096] AdvLoss:[0.588/0.555] Acc:[0.969/0.980] AdvAcc:[0.789/0.803] +Epoch:[ 12][190|469] Time:[0.242/0.202] Loss:[0.086/0.097] AdvLoss:[0.511/0.555] Acc:[0.977/0.979] AdvAcc:[0.797/0.803] +Epoch:[ 12][200|469] Time:[0.224/0.206] Loss:[0.065/0.096] AdvLoss:[0.464/0.554] Acc:[0.992/0.980] AdvAcc:[0.844/0.803] +Epoch:[ 12][210|469] Time:[0.238/0.190] Loss:[0.097/0.096] AdvLoss:[0.548/0.552] Acc:[0.969/0.980] AdvAcc:[0.828/0.804] +Epoch:[ 12][220|469] Time:[0.219/0.207] Loss:[0.130/0.096] AdvLoss:[0.578/0.553] Acc:[0.961/0.980] AdvAcc:[0.844/0.805] +Epoch:[ 12][230|469] Time:[0.237/0.194] Loss:[0.107/0.095] AdvLoss:[0.571/0.552] Acc:[0.969/0.980] AdvAcc:[0.797/0.805] +Epoch:[ 12][240|469] Time:[0.236/0.190] Loss:[0.124/0.097] AdvLoss:[0.527/0.553] Acc:[0.969/0.979] AdvAcc:[0.852/0.805] +Epoch:[ 12][250|469] Time:[0.244/0.204] Loss:[0.068/0.096] AdvLoss:[0.523/0.552] Acc:[0.992/0.979] AdvAcc:[0.797/0.805] +Epoch:[ 12][260|469] Time:[0.240/0.197] Loss:[0.115/0.096] AdvLoss:[0.631/0.553] Acc:[0.961/0.979] AdvAcc:[0.773/0.805] +Epoch:[ 12][270|469] Time:[0.231/0.189] Loss:[0.090/0.096] AdvLoss:[0.522/0.553] Acc:[0.977/0.979] AdvAcc:[0.805/0.805] +Epoch:[ 12][280|469] Time:[0.242/0.196] Loss:[0.146/0.098] AdvLoss:[0.688/0.554] Acc:[0.953/0.978] AdvAcc:[0.758/0.805] +Epoch:[ 12][290|469] Time:[0.247/0.222] Loss:[0.167/0.099] AdvLoss:[0.711/0.553] Acc:[0.938/0.978] AdvAcc:[0.789/0.805] +Epoch:[ 12][300|469] Time:[0.240/0.199] Loss:[0.075/0.099] AdvLoss:[0.537/0.553] Acc:[0.984/0.978] AdvAcc:[0.797/0.805] +Epoch:[ 12][310|469] Time:[0.228/0.195] Loss:[0.066/0.098] AdvLoss:[0.455/0.552] Acc:[0.984/0.978] AdvAcc:[0.844/0.805] +Epoch:[ 12][320|469] Time:[0.236/0.214] Loss:[0.061/0.098] AdvLoss:[0.383/0.551] Acc:[0.984/0.978] AdvAcc:[0.898/0.806] +Epoch:[ 12][330|469] Time:[0.252/0.242] Loss:[0.105/0.099] AdvLoss:[0.577/0.553] Acc:[0.977/0.978] AdvAcc:[0.805/0.805] +Epoch:[ 12][340|469] Time:[0.238/0.203] Loss:[0.100/0.098] AdvLoss:[0.586/0.552] Acc:[0.984/0.978] AdvAcc:[0.773/0.806] +Epoch:[ 12][350|469] Time:[0.229/0.188] Loss:[0.090/0.098] AdvLoss:[0.491/0.552] Acc:[0.969/0.978] AdvAcc:[0.828/0.806] +Epoch:[ 12][360|469] Time:[0.246/0.203] Loss:[0.089/0.098] AdvLoss:[0.516/0.551] Acc:[0.984/0.978] AdvAcc:[0.836/0.806] +Epoch:[ 12][370|469] Time:[0.233/0.192] Loss:[0.131/0.099] AdvLoss:[0.563/0.551] Acc:[0.945/0.977] AdvAcc:[0.836/0.806] +Epoch:[ 12][380|469] Time:[0.245/0.197] Loss:[0.073/0.099] AdvLoss:[0.473/0.551] Acc:[0.984/0.978] AdvAcc:[0.812/0.806] +Epoch:[ 12][390|469] Time:[0.240/0.195] Loss:[0.124/0.099] AdvLoss:[0.602/0.550] Acc:[0.961/0.977] AdvAcc:[0.805/0.806] +Epoch:[ 12][400|469] Time:[0.238/0.192] Loss:[0.134/0.100] AdvLoss:[0.575/0.550] Acc:[0.961/0.977] AdvAcc:[0.805/0.807] +Epoch:[ 12][410|469] Time:[0.255/0.218] Loss:[0.082/0.100] AdvLoss:[0.521/0.551] Acc:[0.984/0.977] AdvAcc:[0.812/0.807] +Epoch:[ 12][420|469] Time:[0.231/0.193] Loss:[0.089/0.100] AdvLoss:[0.577/0.551] Acc:[0.992/0.977] AdvAcc:[0.781/0.806] +Epoch:[ 12][430|469] Time:[0.222/0.190] Loss:[0.151/0.100] AdvLoss:[0.705/0.551] Acc:[0.938/0.977] AdvAcc:[0.781/0.806] +Epoch:[ 12][440|469] Time:[0.244/0.200] Loss:[0.091/0.100] AdvLoss:[0.564/0.550] Acc:[0.977/0.977] AdvAcc:[0.812/0.806] +Epoch:[ 12][450|469] Time:[0.232/0.189] Loss:[0.101/0.100] AdvLoss:[0.634/0.550] Acc:[0.977/0.977] AdvAcc:[0.797/0.807] +Epoch:[ 12][460|469] Time:[0.229/0.196] Loss:[0.101/0.099] AdvLoss:[0.567/0.549] Acc:[0.977/0.977] AdvAcc:[0.781/0.807] +Epoch:[ 13][ 10|469] Time:[0.243/0.196] Loss:[0.081/0.094] AdvLoss:[0.498/0.547] Acc:[0.992/0.977] AdvAcc:[0.836/0.818] +Epoch:[ 13][ 20|469] Time:[0.238/0.208] Loss:[0.070/0.094] AdvLoss:[0.501/0.522] Acc:[0.984/0.977] AdvAcc:[0.812/0.819] +Epoch:[ 13][ 30|469] Time:[0.231/0.193] Loss:[0.112/0.108] AdvLoss:[0.498/0.529] Acc:[0.977/0.975] AdvAcc:[0.844/0.815] +Epoch:[ 13][ 40|469] Time:[0.230/0.197] Loss:[0.083/0.108] AdvLoss:[0.490/0.534] Acc:[0.969/0.975] AdvAcc:[0.836/0.812] +Epoch:[ 13][ 50|469] Time:[0.226/0.194] Loss:[0.091/0.102] AdvLoss:[0.526/0.533] Acc:[0.984/0.978] AdvAcc:[0.844/0.812] +Epoch:[ 13][ 60|469] Time:[0.237/0.203] Loss:[0.085/0.098] AdvLoss:[0.481/0.530] Acc:[0.977/0.977] AdvAcc:[0.836/0.814] +Epoch:[ 13][ 70|469] Time:[0.233/0.221] Loss:[0.082/0.094] AdvLoss:[0.521/0.526] Acc:[0.984/0.978] AdvAcc:[0.805/0.815] +Epoch:[ 13][ 80|469] Time:[0.253/0.202] Loss:[0.076/0.094] AdvLoss:[0.527/0.524] Acc:[0.992/0.979] AdvAcc:[0.797/0.815] +Epoch:[ 13][ 90|469] Time:[0.238/0.194] Loss:[0.154/0.098] AdvLoss:[0.653/0.527] Acc:[0.961/0.979] AdvAcc:[0.773/0.815] +Epoch:[ 13][100|469] Time:[0.226/0.199] Loss:[0.135/0.100] AdvLoss:[0.626/0.527] Acc:[0.961/0.977] AdvAcc:[0.781/0.815] +Epoch:[ 13][110|469] Time:[0.239/0.202] Loss:[0.096/0.099] AdvLoss:[0.549/0.528] Acc:[0.969/0.977] AdvAcc:[0.820/0.815] +Epoch:[ 13][120|469] Time:[0.237/0.198] Loss:[0.061/0.096] AdvLoss:[0.450/0.526] Acc:[0.992/0.978] AdvAcc:[0.852/0.815] +Epoch:[ 13][130|469] Time:[0.223/0.195] Loss:[0.079/0.096] AdvLoss:[0.529/0.527] Acc:[0.984/0.977] AdvAcc:[0.820/0.815] +Epoch:[ 13][140|469] Time:[0.242/0.204] Loss:[0.088/0.096] AdvLoss:[0.543/0.526] Acc:[0.984/0.978] AdvAcc:[0.781/0.815] +Epoch:[ 13][150|469] Time:[0.236/0.193] Loss:[0.101/0.097] AdvLoss:[0.497/0.529] Acc:[0.969/0.977] AdvAcc:[0.844/0.814] +Epoch:[ 13][160|469] Time:[0.236/0.199] Loss:[0.083/0.096] AdvLoss:[0.477/0.529] Acc:[0.977/0.978] AdvAcc:[0.820/0.814] +Epoch:[ 13][170|469] Time:[0.238/0.194] Loss:[0.091/0.096] AdvLoss:[0.570/0.530] Acc:[0.984/0.978] AdvAcc:[0.781/0.814] +Epoch:[ 13][180|469] Time:[0.238/0.191] Loss:[0.119/0.095] AdvLoss:[0.552/0.528] Acc:[0.977/0.978] AdvAcc:[0.812/0.815] +Epoch:[ 13][190|469] Time:[0.234/0.192] Loss:[0.089/0.094] AdvLoss:[0.465/0.528] Acc:[0.977/0.979] AdvAcc:[0.828/0.815] +Epoch:[ 13][200|469] Time:[0.245/0.226] Loss:[0.086/0.095] AdvLoss:[0.505/0.528] Acc:[0.977/0.978] AdvAcc:[0.797/0.815] +Epoch:[ 13][210|469] Time:[0.221/0.191] Loss:[0.124/0.095] AdvLoss:[0.601/0.528] Acc:[0.969/0.978] AdvAcc:[0.789/0.815] +Epoch:[ 13][220|469] Time:[0.241/0.194] Loss:[0.058/0.094] AdvLoss:[0.421/0.527] Acc:[0.992/0.979] AdvAcc:[0.852/0.816] +Epoch:[ 13][230|469] Time:[0.265/0.223] Loss:[0.070/0.092] AdvLoss:[0.452/0.526] Acc:[0.992/0.979] AdvAcc:[0.852/0.816] +Epoch:[ 13][240|469] Time:[0.228/0.188] Loss:[0.127/0.093] AdvLoss:[0.620/0.525] Acc:[0.969/0.979] AdvAcc:[0.789/0.816] +Epoch:[ 13][250|469] Time:[0.229/0.192] Loss:[0.064/0.092] AdvLoss:[0.458/0.525] Acc:[0.984/0.980] AdvAcc:[0.852/0.816] +Epoch:[ 13][260|469] Time:[0.246/0.211] Loss:[0.066/0.091] AdvLoss:[0.438/0.523] Acc:[1.000/0.980] AdvAcc:[0.836/0.817] +Epoch:[ 13][270|469] Time:[0.227/0.195] Loss:[0.092/0.091] AdvLoss:[0.504/0.523] Acc:[0.977/0.980] AdvAcc:[0.805/0.816] +Epoch:[ 13][280|469] Time:[0.234/0.190] Loss:[0.077/0.090] AdvLoss:[0.461/0.523] Acc:[0.977/0.980] AdvAcc:[0.828/0.816] +Epoch:[ 13][290|469] Time:[0.237/0.199] Loss:[0.088/0.090] AdvLoss:[0.485/0.522] Acc:[0.977/0.980] AdvAcc:[0.812/0.816] +Epoch:[ 13][300|469] Time:[0.245/0.200] Loss:[0.072/0.089] AdvLoss:[0.453/0.521] Acc:[0.992/0.980] AdvAcc:[0.820/0.816] +Epoch:[ 13][310|469] Time:[0.223/0.191] Loss:[0.072/0.089] AdvLoss:[0.482/0.521] Acc:[0.992/0.980] AdvAcc:[0.828/0.816] +Epoch:[ 13][320|469] Time:[0.233/0.192] Loss:[0.126/0.090] AdvLoss:[0.568/0.522] Acc:[0.961/0.979] AdvAcc:[0.805/0.815] +Epoch:[ 13][330|469] Time:[0.241/0.196] Loss:[0.094/0.090] AdvLoss:[0.470/0.521] Acc:[0.969/0.979] AdvAcc:[0.820/0.815] +Epoch:[ 13][340|469] Time:[0.239/0.196] Loss:[0.050/0.090] AdvLoss:[0.384/0.521] Acc:[0.992/0.979] AdvAcc:[0.836/0.815] +Epoch:[ 13][350|469] Time:[0.239/0.196] Loss:[0.079/0.090] AdvLoss:[0.553/0.521] Acc:[0.984/0.979] AdvAcc:[0.805/0.816] +Epoch:[ 13][360|469] Time:[0.233/0.202] Loss:[0.067/0.090] AdvLoss:[0.462/0.521] Acc:[0.977/0.979] AdvAcc:[0.844/0.816] +Epoch:[ 13][370|469] Time:[0.230/0.200] Loss:[0.085/0.090] AdvLoss:[0.482/0.521] Acc:[0.984/0.979] AdvAcc:[0.828/0.816] +Epoch:[ 13][380|469] Time:[0.237/0.193] Loss:[0.093/0.089] AdvLoss:[0.531/0.520] Acc:[0.977/0.979] AdvAcc:[0.844/0.816] +Epoch:[ 13][390|469] Time:[0.234/0.222] Loss:[0.107/0.090] AdvLoss:[0.659/0.521] Acc:[0.961/0.979] AdvAcc:[0.750/0.816] +Epoch:[ 13][400|469] Time:[0.229/0.191] Loss:[0.106/0.090] AdvLoss:[0.556/0.521] Acc:[0.984/0.979] AdvAcc:[0.805/0.816] +Epoch:[ 13][410|469] Time:[0.235/0.191] Loss:[0.107/0.090] AdvLoss:[0.564/0.521] Acc:[0.977/0.979] AdvAcc:[0.773/0.816] +Epoch:[ 13][420|469] Time:[0.238/0.195] Loss:[0.081/0.090] AdvLoss:[0.569/0.520] Acc:[0.992/0.979] AdvAcc:[0.750/0.817] +Epoch:[ 13][430|469] Time:[0.245/0.204] Loss:[0.079/0.090] AdvLoss:[0.457/0.520] Acc:[0.984/0.979] AdvAcc:[0.828/0.816] +Epoch:[ 13][440|469] Time:[0.245/0.202] Loss:[0.111/0.090] AdvLoss:[0.641/0.520] Acc:[0.984/0.979] AdvAcc:[0.781/0.816] +Epoch:[ 13][450|469] Time:[0.230/0.196] Loss:[0.102/0.090] AdvLoss:[0.560/0.520] Acc:[0.961/0.979] AdvAcc:[0.812/0.816] +Epoch:[ 13][460|469] Time:[0.230/0.188] Loss:[0.082/0.090] AdvLoss:[0.460/0.520] Acc:[0.977/0.979] AdvAcc:[0.859/0.816] +Epoch:[ 14][ 10|469] Time:[0.241/0.197] Loss:[0.098/0.092] AdvLoss:[0.477/0.561] Acc:[0.977/0.977] AdvAcc:[0.859/0.804] +Epoch:[ 14][ 20|469] Time:[0.233/0.191] Loss:[0.090/0.087] AdvLoss:[0.481/0.514] Acc:[0.977/0.979] AdvAcc:[0.836/0.823] +Epoch:[ 14][ 30|469] Time:[0.234/0.201] Loss:[0.052/0.082] AdvLoss:[0.378/0.512] Acc:[0.984/0.979] AdvAcc:[0.867/0.825] +Epoch:[ 14][ 40|469] Time:[0.254/0.209] Loss:[0.070/0.080] AdvLoss:[0.510/0.512] Acc:[0.992/0.983] AdvAcc:[0.797/0.821] +Epoch:[ 14][ 50|469] Time:[0.222/0.193] Loss:[0.065/0.077] AdvLoss:[0.463/0.513] Acc:[0.984/0.984] AdvAcc:[0.820/0.820] +Epoch:[ 14][ 60|469] Time:[0.240/0.199] Loss:[0.110/0.080] AdvLoss:[0.562/0.512] Acc:[0.969/0.984] AdvAcc:[0.812/0.820] +Epoch:[ 14][ 70|469] Time:[0.227/0.192] Loss:[0.096/0.085] AdvLoss:[0.514/0.513] Acc:[0.984/0.981] AdvAcc:[0.820/0.820] +Epoch:[ 14][ 80|469] Time:[0.248/0.206] Loss:[0.130/0.088] AdvLoss:[0.553/0.513] Acc:[0.969/0.980] AdvAcc:[0.828/0.821] +Epoch:[ 14][ 90|469] Time:[0.241/0.197] Loss:[0.175/0.092] AdvLoss:[0.700/0.515] Acc:[0.938/0.977] AdvAcc:[0.750/0.819] +Epoch:[ 14][100|469] Time:[0.246/0.201] Loss:[0.131/0.093] AdvLoss:[0.577/0.512] Acc:[0.961/0.977] AdvAcc:[0.797/0.821] +Epoch:[ 14][110|469] Time:[0.253/0.209] Loss:[0.108/0.094] AdvLoss:[0.556/0.509] Acc:[0.961/0.977] AdvAcc:[0.844/0.823] +Epoch:[ 14][120|469] Time:[0.231/0.197] Loss:[0.051/0.091] AdvLoss:[0.370/0.505] Acc:[0.992/0.977] AdvAcc:[0.859/0.825] +Epoch:[ 14][130|469] Time:[0.242/0.196] Loss:[0.051/0.088] AdvLoss:[0.430/0.503] Acc:[1.000/0.979] AdvAcc:[0.828/0.825] +Epoch:[ 14][140|469] Time:[0.246/0.216] Loss:[0.126/0.090] AdvLoss:[0.650/0.503] Acc:[0.961/0.977] AdvAcc:[0.766/0.825] +Epoch:[ 14][150|469] Time:[0.233/0.190] Loss:[0.059/0.089] AdvLoss:[0.367/0.503] Acc:[0.992/0.978] AdvAcc:[0.867/0.825] +Epoch:[ 14][160|469] Time:[0.247/0.203] Loss:[0.113/0.088] AdvLoss:[0.529/0.504] Acc:[0.984/0.979] AdvAcc:[0.828/0.824] +Epoch:[ 14][170|469] Time:[0.230/0.190] Loss:[0.082/0.088] AdvLoss:[0.471/0.504] Acc:[0.984/0.979] AdvAcc:[0.867/0.823] +Epoch:[ 14][180|469] Time:[0.269/0.222] Loss:[0.111/0.088] AdvLoss:[0.584/0.503] Acc:[0.977/0.979] AdvAcc:[0.805/0.824] +Epoch:[ 14][190|469] Time:[0.215/0.197] Loss:[0.083/0.088] AdvLoss:[0.446/0.503] Acc:[0.977/0.979] AdvAcc:[0.836/0.824] +Epoch:[ 14][200|469] Time:[0.236/0.191] Loss:[0.132/0.089] AdvLoss:[0.467/0.502] Acc:[0.961/0.979] AdvAcc:[0.867/0.824] +Epoch:[ 14][210|469] Time:[0.244/0.201] Loss:[0.112/0.092] AdvLoss:[0.517/0.503] Acc:[0.969/0.978] AdvAcc:[0.867/0.824] +Epoch:[ 14][220|469] Time:[0.233/0.189] Loss:[0.095/0.091] AdvLoss:[0.542/0.502] Acc:[0.977/0.979] AdvAcc:[0.758/0.824] +Epoch:[ 14][230|469] Time:[0.233/0.200] Loss:[0.058/0.092] AdvLoss:[0.383/0.501] Acc:[0.984/0.978] AdvAcc:[0.867/0.824] +Epoch:[ 14][240|469] Time:[0.246/0.216] Loss:[0.131/0.092] AdvLoss:[0.520/0.500] Acc:[0.969/0.979] AdvAcc:[0.852/0.825] +Epoch:[ 14][250|469] Time:[0.238/0.197] Loss:[0.068/0.091] AdvLoss:[0.440/0.501] Acc:[0.992/0.979] AdvAcc:[0.875/0.825] +Epoch:[ 14][260|469] Time:[0.231/0.195] Loss:[0.084/0.092] AdvLoss:[0.459/0.500] Acc:[0.984/0.979] AdvAcc:[0.836/0.825] +Epoch:[ 14][270|469] Time:[0.231/0.193] Loss:[0.060/0.091] AdvLoss:[0.454/0.499] Acc:[0.992/0.979] AdvAcc:[0.852/0.825] +Epoch:[ 14][280|469] Time:[0.224/0.193] Loss:[0.102/0.091] AdvLoss:[0.469/0.499] Acc:[0.977/0.979] AdvAcc:[0.867/0.825] +Epoch:[ 14][290|469] Time:[0.245/0.199] Loss:[0.064/0.090] AdvLoss:[0.419/0.499] Acc:[0.992/0.980] AdvAcc:[0.852/0.825] +Epoch:[ 14][300|469] Time:[0.229/0.199] Loss:[0.077/0.090] AdvLoss:[0.446/0.499] Acc:[0.984/0.979] AdvAcc:[0.836/0.825] +Epoch:[ 14][310|469] Time:[0.230/0.196] Loss:[0.131/0.091] AdvLoss:[0.596/0.499] Acc:[0.961/0.979] AdvAcc:[0.797/0.824] +Epoch:[ 14][320|469] Time:[0.227/0.211] Loss:[0.096/0.091] AdvLoss:[0.545/0.499] Acc:[0.977/0.979] AdvAcc:[0.805/0.824] +Epoch:[ 14][330|469] Time:[0.227/0.193] Loss:[0.088/0.091] AdvLoss:[0.553/0.499] Acc:[0.977/0.979] AdvAcc:[0.812/0.825] +Epoch:[ 14][340|469] Time:[0.231/0.198] Loss:[0.066/0.091] AdvLoss:[0.430/0.498] Acc:[0.992/0.979] AdvAcc:[0.891/0.825] +Epoch:[ 14][350|469] Time:[0.236/0.199] Loss:[0.111/0.090] AdvLoss:[0.525/0.498] Acc:[0.969/0.979] AdvAcc:[0.836/0.825] +Epoch:[ 14][360|469] Time:[0.237/0.196] Loss:[0.096/0.090] AdvLoss:[0.658/0.498] Acc:[0.977/0.979] AdvAcc:[0.766/0.825] +Epoch:[ 14][370|469] Time:[0.232/0.204] Loss:[0.093/0.090] AdvLoss:[0.486/0.498] Acc:[0.977/0.979] AdvAcc:[0.852/0.825] +Epoch:[ 14][380|469] Time:[0.236/0.194] Loss:[0.092/0.090] AdvLoss:[0.483/0.498] Acc:[0.977/0.979] AdvAcc:[0.836/0.825] +Epoch:[ 14][390|469] Time:[0.232/0.192] Loss:[0.077/0.090] AdvLoss:[0.449/0.498] Acc:[0.984/0.979] AdvAcc:[0.836/0.825] +Epoch:[ 14][400|469] Time:[0.234/0.193] Loss:[0.052/0.091] AdvLoss:[0.339/0.497] Acc:[0.992/0.979] AdvAcc:[0.867/0.825] +Epoch:[ 14][410|469] Time:[0.238/0.193] Loss:[0.098/0.091] AdvLoss:[0.499/0.498] Acc:[0.977/0.978] AdvAcc:[0.852/0.825] +Epoch:[ 14][420|469] Time:[0.237/0.197] Loss:[0.072/0.091] AdvLoss:[0.436/0.497] Acc:[0.984/0.978] AdvAcc:[0.844/0.825] +Epoch:[ 14][430|469] Time:[0.228/0.195] Loss:[0.057/0.090] AdvLoss:[0.382/0.496] Acc:[0.992/0.979] AdvAcc:[0.859/0.826] +Epoch:[ 14][440|469] Time:[0.242/0.197] Loss:[0.097/0.090] AdvLoss:[0.470/0.496] Acc:[0.977/0.979] AdvAcc:[0.828/0.826] +Epoch:[ 14][450|469] Time:[0.271/0.225] Loss:[0.075/0.090] AdvLoss:[0.476/0.495] Acc:[0.984/0.979] AdvAcc:[0.820/0.826] +Epoch:[ 14][460|469] Time:[0.241/0.200] Loss:[0.047/0.090] AdvLoss:[0.337/0.495] Acc:[0.992/0.979] AdvAcc:[0.914/0.826] +epoch 14 evaluated +natural accuracy: 0.9813 +adversarial accuracy: 0.8299 +Epoch:[ 15][ 10|469] Time:[0.239/0.201] Loss:[0.050/0.070] AdvLoss:[0.356/0.476] Acc:[1.000/0.984] AdvAcc:[0.859/0.827] +Epoch:[ 15][ 20|469] Time:[0.241/0.198] Loss:[0.072/0.066] AdvLoss:[0.411/0.467] Acc:[0.984/0.986] AdvAcc:[0.844/0.830] +Epoch:[ 15][ 30|469] Time:[0.233/0.201] Loss:[0.041/0.057] AdvLoss:[0.431/0.457] Acc:[0.992/0.990] AdvAcc:[0.820/0.833] +Epoch:[ 15][ 40|469] Time:[0.231/0.195] Loss:[0.114/0.069] AdvLoss:[0.507/0.474] Acc:[0.961/0.986] AdvAcc:[0.828/0.829] +Epoch:[ 15][ 50|469] Time:[0.250/0.205] Loss:[0.087/0.071] AdvLoss:[0.511/0.477] Acc:[0.977/0.985] AdvAcc:[0.820/0.831] +Epoch:[ 15][ 60|469] Time:[0.239/0.219] Loss:[0.067/0.070] AdvLoss:[0.438/0.474] Acc:[0.992/0.986] AdvAcc:[0.844/0.833] +Epoch:[ 15][ 70|469] Time:[0.228/0.197] Loss:[0.108/0.072] AdvLoss:[0.566/0.468] Acc:[0.961/0.984] AdvAcc:[0.836/0.836] +Epoch:[ 15][ 80|469] Time:[0.202/0.192] Loss:[0.062/0.073] AdvLoss:[0.473/0.469] Acc:[1.000/0.984] AdvAcc:[0.820/0.834] +Epoch:[ 15][ 90|469] Time:[0.236/0.192] Loss:[0.047/0.072] AdvLoss:[0.397/0.470] Acc:[1.000/0.984] AdvAcc:[0.828/0.833] +Epoch:[ 15][100|469] Time:[0.234/0.207] Loss:[0.082/0.073] AdvLoss:[0.439/0.471] Acc:[0.977/0.984] AdvAcc:[0.844/0.833] +Epoch:[ 15][110|469] Time:[0.228/0.195] Loss:[0.042/0.073] AdvLoss:[0.345/0.470] Acc:[0.992/0.984] AdvAcc:[0.867/0.834] +Epoch:[ 15][120|469] Time:[0.234/0.191] Loss:[0.064/0.074] AdvLoss:[0.457/0.467] Acc:[0.992/0.983] AdvAcc:[0.844/0.836] +Epoch:[ 15][130|469] Time:[0.232/0.191] Loss:[0.096/0.075] AdvLoss:[0.555/0.467] Acc:[0.977/0.983] AdvAcc:[0.781/0.836] +Epoch:[ 15][140|469] Time:[0.231/0.195] Loss:[0.098/0.076] AdvLoss:[0.547/0.469] Acc:[0.961/0.982] AdvAcc:[0.805/0.834] +Epoch:[ 15][150|469] Time:[0.243/0.201] Loss:[0.091/0.078] AdvLoss:[0.455/0.470] Acc:[0.977/0.981] AdvAcc:[0.820/0.835] +Epoch:[ 15][160|469] Time:[0.240/0.199] Loss:[0.070/0.078] AdvLoss:[0.438/0.470] Acc:[0.984/0.981] AdvAcc:[0.844/0.835] +Epoch:[ 15][170|469] Time:[0.210/0.196] Loss:[0.101/0.079] AdvLoss:[0.437/0.469] Acc:[0.977/0.982] AdvAcc:[0.867/0.836] +Epoch:[ 15][180|469] Time:[0.229/0.200] Loss:[0.123/0.081] AdvLoss:[0.581/0.470] Acc:[0.961/0.981] AdvAcc:[0.812/0.836] +Epoch:[ 15][190|469] Time:[0.269/0.238] Loss:[0.105/0.082] AdvLoss:[0.484/0.471] Acc:[0.961/0.980] AdvAcc:[0.852/0.835] +Epoch:[ 15][200|469] Time:[0.238/0.193] Loss:[0.104/0.082] AdvLoss:[0.500/0.470] Acc:[0.984/0.981] AdvAcc:[0.805/0.835] +Epoch:[ 15][210|469] Time:[0.235/0.193] Loss:[0.133/0.084] AdvLoss:[0.591/0.472] Acc:[0.953/0.980] AdvAcc:[0.836/0.834] +Epoch:[ 15][220|469] Time:[0.238/0.193] Loss:[0.109/0.084] AdvLoss:[0.564/0.472] Acc:[0.977/0.980] AdvAcc:[0.828/0.834] +Epoch:[ 15][230|469] Time:[0.236/0.212] Loss:[0.099/0.083] AdvLoss:[0.464/0.470] Acc:[0.977/0.980] AdvAcc:[0.867/0.835] +Epoch:[ 15][240|469] Time:[0.232/0.190] Loss:[0.098/0.083] AdvLoss:[0.574/0.471] Acc:[0.969/0.980] AdvAcc:[0.773/0.835] +Epoch:[ 15][250|469] Time:[0.243/0.195] Loss:[0.093/0.083] AdvLoss:[0.555/0.472] Acc:[0.977/0.980] AdvAcc:[0.773/0.834] +Epoch:[ 15][260|469] Time:[0.244/0.199] Loss:[0.096/0.083] AdvLoss:[0.544/0.471] Acc:[0.961/0.980] AdvAcc:[0.758/0.835] +Epoch:[ 15][270|469] Time:[0.226/0.190] Loss:[0.074/0.083] AdvLoss:[0.400/0.472] Acc:[0.984/0.980] AdvAcc:[0.844/0.835] +Epoch:[ 15][280|469] Time:[0.250/0.201] Loss:[0.110/0.083] AdvLoss:[0.528/0.471] Acc:[0.953/0.979] AdvAcc:[0.836/0.835] +Epoch:[ 15][290|469] Time:[0.270/0.226] Loss:[0.107/0.084] AdvLoss:[0.560/0.472] Acc:[0.961/0.979] AdvAcc:[0.789/0.835] +Epoch:[ 15][300|469] Time:[0.232/0.190] Loss:[0.077/0.083] AdvLoss:[0.434/0.471] Acc:[0.984/0.979] AdvAcc:[0.828/0.835] +Epoch:[ 15][310|469] Time:[0.240/0.205] Loss:[0.099/0.083] AdvLoss:[0.458/0.472] Acc:[0.961/0.979] AdvAcc:[0.844/0.835] +Epoch:[ 15][320|469] Time:[0.243/0.202] Loss:[0.085/0.083] AdvLoss:[0.468/0.470] Acc:[0.984/0.979] AdvAcc:[0.828/0.835] +Epoch:[ 15][330|469] Time:[0.223/0.188] Loss:[0.077/0.082] AdvLoss:[0.493/0.471] Acc:[0.984/0.979] AdvAcc:[0.859/0.835] +Epoch:[ 15][340|469] Time:[0.240/0.199] Loss:[0.051/0.081] AdvLoss:[0.341/0.470] Acc:[1.000/0.980] AdvAcc:[0.891/0.835] +Epoch:[ 15][350|469] Time:[0.236/0.201] Loss:[0.102/0.081] AdvLoss:[0.484/0.470] Acc:[0.977/0.980] AdvAcc:[0.820/0.835] +Epoch:[ 15][360|469] Time:[0.241/0.194] Loss:[0.068/0.082] AdvLoss:[0.397/0.470] Acc:[0.984/0.980] AdvAcc:[0.883/0.835] +Epoch:[ 15][370|469] Time:[0.228/0.190] Loss:[0.047/0.081] AdvLoss:[0.320/0.469] Acc:[0.992/0.980] AdvAcc:[0.891/0.835] +Epoch:[ 15][380|469] Time:[0.235/0.193] Loss:[0.073/0.082] AdvLoss:[0.554/0.469] Acc:[0.992/0.980] AdvAcc:[0.781/0.835] +Epoch:[ 15][390|469] Time:[0.245/0.199] Loss:[0.094/0.082] AdvLoss:[0.470/0.469] Acc:[0.984/0.980] AdvAcc:[0.828/0.835] +Epoch:[ 15][400|469] Time:[0.243/0.200] Loss:[0.091/0.081] AdvLoss:[0.506/0.469] Acc:[0.977/0.980] AdvAcc:[0.812/0.835] +Epoch:[ 15][410|469] Time:[0.232/0.194] Loss:[0.068/0.082] AdvLoss:[0.429/0.469] Acc:[0.992/0.980] AdvAcc:[0.805/0.835] +Epoch:[ 15][420|469] Time:[0.244/0.201] Loss:[0.077/0.082] AdvLoss:[0.410/0.470] Acc:[0.992/0.980] AdvAcc:[0.859/0.835] +Epoch:[ 15][430|469] Time:[0.231/0.197] Loss:[0.115/0.082] AdvLoss:[0.618/0.469] Acc:[0.969/0.980] AdvAcc:[0.750/0.835] +Epoch:[ 15][440|469] Time:[0.233/0.193] Loss:[0.069/0.082] AdvLoss:[0.447/0.470] Acc:[1.000/0.980] AdvAcc:[0.836/0.835] +Epoch:[ 15][450|469] Time:[0.235/0.200] Loss:[0.059/0.082] AdvLoss:[0.411/0.470] Acc:[0.992/0.980] AdvAcc:[0.852/0.835] +Epoch:[ 15][460|469] Time:[0.218/0.209] Loss:[0.052/0.082] AdvLoss:[0.345/0.469] Acc:[0.992/0.980] AdvAcc:[0.859/0.835] +Epoch:[ 16][ 10|469] Time:[0.241/0.197] Loss:[0.069/0.085] AdvLoss:[0.451/0.433] Acc:[0.992/0.984] AdvAcc:[0.859/0.855] +Epoch:[ 16][ 20|469] Time:[0.235/0.202] Loss:[0.047/0.074] AdvLoss:[0.410/0.444] Acc:[1.000/0.986] AdvAcc:[0.844/0.845] +Epoch:[ 16][ 30|469] Time:[0.236/0.193] Loss:[0.077/0.079] AdvLoss:[0.460/0.451] Acc:[0.992/0.982] AdvAcc:[0.836/0.845] +Epoch:[ 16][ 40|469] Time:[0.234/0.225] Loss:[0.064/0.074] AdvLoss:[0.446/0.455] Acc:[0.992/0.983] AdvAcc:[0.844/0.844] +Epoch:[ 16][ 50|469] Time:[0.237/0.203] Loss:[0.046/0.076] AdvLoss:[0.382/0.454] Acc:[0.992/0.983] AdvAcc:[0.859/0.843] +Epoch:[ 16][ 60|469] Time:[0.246/0.207] Loss:[0.136/0.080] AdvLoss:[0.569/0.451] Acc:[0.953/0.981] AdvAcc:[0.805/0.842] +Epoch:[ 16][ 70|469] Time:[0.239/0.194] Loss:[0.078/0.081] AdvLoss:[0.488/0.455] Acc:[0.977/0.981] AdvAcc:[0.797/0.841] +Epoch:[ 16][ 80|469] Time:[0.235/0.190] Loss:[0.063/0.078] AdvLoss:[0.367/0.453] Acc:[0.984/0.982] AdvAcc:[0.875/0.842] +Epoch:[ 16][ 90|469] Time:[0.242/0.202] Loss:[0.113/0.079] AdvLoss:[0.553/0.454] Acc:[0.969/0.982] AdvAcc:[0.836/0.842] +Epoch:[ 16][100|469] Time:[0.225/0.197] Loss:[0.082/0.078] AdvLoss:[0.455/0.453] Acc:[0.969/0.981] AdvAcc:[0.875/0.842] +Epoch:[ 16][110|469] Time:[0.243/0.197] Loss:[0.093/0.079] AdvLoss:[0.416/0.452] Acc:[0.977/0.981] AdvAcc:[0.891/0.843] +Epoch:[ 16][120|469] Time:[0.244/0.228] Loss:[0.060/0.080] AdvLoss:[0.383/0.451] Acc:[0.992/0.980] AdvAcc:[0.867/0.843] +Epoch:[ 16][130|469] Time:[0.224/0.188] Loss:[0.114/0.080] AdvLoss:[0.532/0.450] Acc:[0.961/0.980] AdvAcc:[0.828/0.843] +Epoch:[ 16][140|469] Time:[0.262/0.234] Loss:[0.129/0.082] AdvLoss:[0.569/0.452] Acc:[0.961/0.979] AdvAcc:[0.820/0.842] +Epoch:[ 16][150|469] Time:[0.242/0.199] Loss:[0.110/0.084] AdvLoss:[0.477/0.452] Acc:[0.961/0.978] AdvAcc:[0.859/0.843] +Epoch:[ 16][160|469] Time:[0.238/0.205] Loss:[0.096/0.087] AdvLoss:[0.460/0.453] Acc:[0.969/0.978] AdvAcc:[0.797/0.842] +Epoch:[ 16][170|469] Time:[0.231/0.191] Loss:[0.072/0.087] AdvLoss:[0.470/0.452] Acc:[0.977/0.978] AdvAcc:[0.852/0.842] +Epoch:[ 16][180|469] Time:[0.240/0.193] Loss:[0.078/0.086] AdvLoss:[0.457/0.452] Acc:[0.984/0.979] AdvAcc:[0.844/0.843] +Epoch:[ 16][190|469] Time:[0.241/0.200] Loss:[0.076/0.085] AdvLoss:[0.441/0.451] Acc:[0.984/0.979] AdvAcc:[0.867/0.843] +Epoch:[ 16][200|469] Time:[0.272/0.229] Loss:[0.038/0.084] AdvLoss:[0.313/0.451] Acc:[1.000/0.980] AdvAcc:[0.898/0.843] +Epoch:[ 16][210|469] Time:[0.234/0.196] Loss:[0.113/0.085] AdvLoss:[0.547/0.451] Acc:[0.969/0.979] AdvAcc:[0.828/0.843] +Epoch:[ 16][220|469] Time:[0.239/0.194] Loss:[0.085/0.085] AdvLoss:[0.489/0.452] Acc:[0.984/0.979] AdvAcc:[0.812/0.842] +Epoch:[ 16][230|469] Time:[0.229/0.199] Loss:[0.057/0.083] AdvLoss:[0.489/0.451] Acc:[0.992/0.980] AdvAcc:[0.805/0.842] +Epoch:[ 16][240|469] Time:[0.231/0.195] Loss:[0.058/0.083] AdvLoss:[0.348/0.450] Acc:[0.977/0.980] AdvAcc:[0.891/0.842] +Epoch:[ 16][250|469] Time:[0.241/0.202] Loss:[0.079/0.082] AdvLoss:[0.444/0.450] Acc:[0.977/0.980] AdvAcc:[0.875/0.842] +Epoch:[ 16][260|469] Time:[0.234/0.193] Loss:[0.075/0.082] AdvLoss:[0.440/0.449] Acc:[0.977/0.980] AdvAcc:[0.867/0.842] +Epoch:[ 16][270|469] Time:[0.251/0.206] Loss:[0.116/0.083] AdvLoss:[0.489/0.450] Acc:[0.969/0.979] AdvAcc:[0.844/0.842] +Epoch:[ 16][280|469] Time:[0.238/0.195] Loss:[0.059/0.083] AdvLoss:[0.391/0.450] Acc:[0.984/0.980] AdvAcc:[0.867/0.842] +Epoch:[ 16][290|469] Time:[0.227/0.201] Loss:[0.080/0.083] AdvLoss:[0.490/0.449] Acc:[0.977/0.980] AdvAcc:[0.812/0.843] +Epoch:[ 16][300|469] Time:[0.234/0.187] Loss:[0.064/0.083] AdvLoss:[0.327/0.450] Acc:[0.977/0.979] AdvAcc:[0.922/0.843] +Epoch:[ 16][310|469] Time:[0.246/0.201] Loss:[0.058/0.082] AdvLoss:[0.327/0.448] Acc:[0.992/0.980] AdvAcc:[0.852/0.843] +Epoch:[ 16][320|469] Time:[0.251/0.220] Loss:[0.070/0.082] AdvLoss:[0.456/0.448] Acc:[0.992/0.980] AdvAcc:[0.781/0.843] +Epoch:[ 16][330|469] Time:[0.254/0.207] Loss:[0.059/0.081] AdvLoss:[0.379/0.448] Acc:[0.984/0.980] AdvAcc:[0.891/0.843] +Epoch:[ 16][340|469] Time:[0.243/0.196] Loss:[0.101/0.082] AdvLoss:[0.488/0.448] Acc:[0.961/0.979] AdvAcc:[0.836/0.843] +Epoch:[ 16][350|469] Time:[0.227/0.190] Loss:[0.081/0.082] AdvLoss:[0.472/0.448] Acc:[0.977/0.979] AdvAcc:[0.828/0.842] +Epoch:[ 16][360|469] Time:[0.229/0.190] Loss:[0.062/0.082] AdvLoss:[0.491/0.448] Acc:[0.992/0.979] AdvAcc:[0.797/0.842] +Epoch:[ 16][370|469] Time:[0.214/0.193] Loss:[0.094/0.081] AdvLoss:[0.539/0.449] Acc:[0.977/0.979] AdvAcc:[0.828/0.842] +Epoch:[ 16][380|469] Time:[0.228/0.191] Loss:[0.097/0.081] AdvLoss:[0.466/0.448] Acc:[0.961/0.979] AdvAcc:[0.852/0.842] +Epoch:[ 16][390|469] Time:[0.241/0.194] Loss:[0.102/0.082] AdvLoss:[0.530/0.448] Acc:[0.961/0.978] AdvAcc:[0.812/0.843] +Epoch:[ 16][400|469] Time:[0.232/0.192] Loss:[0.130/0.083] AdvLoss:[0.566/0.449] Acc:[0.984/0.979] AdvAcc:[0.820/0.842] +Epoch:[ 16][410|469] Time:[0.226/0.216] Loss:[0.065/0.083] AdvLoss:[0.377/0.448] Acc:[0.977/0.979] AdvAcc:[0.883/0.843] +Epoch:[ 16][420|469] Time:[0.239/0.194] Loss:[0.032/0.082] AdvLoss:[0.284/0.447] Acc:[1.000/0.979] AdvAcc:[0.906/0.843] +Epoch:[ 16][430|469] Time:[0.233/0.188] Loss:[0.071/0.081] AdvLoss:[0.419/0.448] Acc:[0.984/0.979] AdvAcc:[0.836/0.843] +Epoch:[ 16][440|469] Time:[0.239/0.199] Loss:[0.075/0.081] AdvLoss:[0.438/0.448] Acc:[0.984/0.979] AdvAcc:[0.828/0.843] +Epoch:[ 16][450|469] Time:[0.241/0.197] Loss:[0.061/0.081] AdvLoss:[0.386/0.447] Acc:[0.984/0.979] AdvAcc:[0.859/0.843] +Epoch:[ 16][460|469] Time:[0.230/0.187] Loss:[0.080/0.081] AdvLoss:[0.462/0.447] Acc:[0.984/0.979] AdvAcc:[0.820/0.843] +Epoch:[ 17][ 10|469] Time:[0.214/0.189] Loss:[0.063/0.056] AdvLoss:[0.355/0.393] Acc:[0.984/0.988] AdvAcc:[0.883/0.856] +Epoch:[ 17][ 20|469] Time:[0.246/0.199] Loss:[0.091/0.068] AdvLoss:[0.521/0.409] Acc:[0.977/0.986] AdvAcc:[0.836/0.852] +Epoch:[ 17][ 30|469] Time:[0.229/0.192] Loss:[0.076/0.069] AdvLoss:[0.342/0.423] Acc:[0.977/0.984] AdvAcc:[0.922/0.853] +Epoch:[ 17][ 40|469] Time:[0.225/0.206] Loss:[0.101/0.074] AdvLoss:[0.482/0.425] Acc:[0.969/0.981] AdvAcc:[0.844/0.852] +Epoch:[ 17][ 50|469] Time:[0.231/0.209] Loss:[0.104/0.083] AdvLoss:[0.507/0.430] Acc:[0.969/0.978] AdvAcc:[0.820/0.852] +Epoch:[ 17][ 60|469] Time:[0.235/0.210] Loss:[0.077/0.079] AdvLoss:[0.463/0.426] Acc:[0.984/0.980] AdvAcc:[0.812/0.855] +Epoch:[ 17][ 70|469] Time:[0.238/0.192] Loss:[0.089/0.080] AdvLoss:[0.515/0.423] Acc:[0.961/0.979] AdvAcc:[0.836/0.857] +Epoch:[ 17][ 80|469] Time:[0.234/0.189] Loss:[0.081/0.079] AdvLoss:[0.487/0.425] Acc:[0.984/0.980] AdvAcc:[0.859/0.854] +Epoch:[ 17][ 90|469] Time:[0.236/0.191] Loss:[0.062/0.077] AdvLoss:[0.390/0.422] Acc:[0.977/0.980] AdvAcc:[0.844/0.855] +Epoch:[ 17][100|469] Time:[0.245/0.200] Loss:[0.061/0.077] AdvLoss:[0.483/0.422] Acc:[0.992/0.980] AdvAcc:[0.805/0.854] +Epoch:[ 17][110|469] Time:[0.246/0.217] Loss:[0.065/0.076] AdvLoss:[0.412/0.423] Acc:[1.000/0.982] AdvAcc:[0.844/0.853] +Epoch:[ 17][120|469] Time:[0.230/0.189] Loss:[0.096/0.076] AdvLoss:[0.693/0.426] Acc:[0.977/0.982] AdvAcc:[0.734/0.853] +Epoch:[ 17][130|469] Time:[0.239/0.189] Loss:[0.039/0.075] AdvLoss:[0.326/0.427] Acc:[1.000/0.982] AdvAcc:[0.883/0.851] +Epoch:[ 17][140|469] Time:[0.246/0.198] Loss:[0.051/0.074] AdvLoss:[0.331/0.426] Acc:[0.992/0.983] AdvAcc:[0.891/0.851] +Epoch:[ 17][150|469] Time:[0.225/0.188] Loss:[0.051/0.073] AdvLoss:[0.389/0.429] Acc:[0.984/0.983] AdvAcc:[0.844/0.851] +Epoch:[ 17][160|469] Time:[0.244/0.196] Loss:[0.099/0.075] AdvLoss:[0.509/0.429] Acc:[0.969/0.982] AdvAcc:[0.820/0.851] +Epoch:[ 17][170|469] Time:[0.235/0.193] Loss:[0.079/0.074] AdvLoss:[0.418/0.430] Acc:[0.977/0.982] AdvAcc:[0.875/0.850] +Epoch:[ 17][180|469] Time:[0.239/0.224] Loss:[0.081/0.074] AdvLoss:[0.446/0.427] Acc:[0.984/0.983] AdvAcc:[0.852/0.852] +Epoch:[ 17][190|469] Time:[0.233/0.200] Loss:[0.082/0.075] AdvLoss:[0.446/0.427] Acc:[0.969/0.982] AdvAcc:[0.836/0.852] +Epoch:[ 17][200|469] Time:[0.233/0.194] Loss:[0.040/0.074] AdvLoss:[0.338/0.426] Acc:[1.000/0.982] AdvAcc:[0.883/0.852] +Epoch:[ 17][210|469] Time:[0.243/0.199] Loss:[0.094/0.075] AdvLoss:[0.392/0.427] Acc:[0.977/0.982] AdvAcc:[0.891/0.852] +Epoch:[ 17][220|469] Time:[0.236/0.190] Loss:[0.079/0.075] AdvLoss:[0.368/0.425] Acc:[0.977/0.982] AdvAcc:[0.867/0.853] +Epoch:[ 17][230|469] Time:[0.231/0.191] Loss:[0.047/0.074] AdvLoss:[0.341/0.425] Acc:[1.000/0.982] AdvAcc:[0.883/0.853] +Epoch:[ 17][240|469] Time:[0.239/0.202] Loss:[0.049/0.073] AdvLoss:[0.329/0.425] Acc:[0.992/0.983] AdvAcc:[0.891/0.853] +Epoch:[ 17][250|469] Time:[0.241/0.195] Loss:[0.072/0.073] AdvLoss:[0.456/0.426] Acc:[0.977/0.983] AdvAcc:[0.836/0.852] +Epoch:[ 17][260|469] Time:[0.232/0.201] Loss:[0.066/0.073] AdvLoss:[0.391/0.427] Acc:[0.984/0.983] AdvAcc:[0.859/0.852] +Epoch:[ 17][270|469] Time:[0.234/0.197] Loss:[0.083/0.073] AdvLoss:[0.531/0.426] Acc:[0.984/0.982] AdvAcc:[0.766/0.852] +Epoch:[ 17][280|469] Time:[0.216/0.194] Loss:[0.069/0.073] AdvLoss:[0.498/0.427] Acc:[0.984/0.982] AdvAcc:[0.820/0.852] +Epoch:[ 17][290|469] Time:[0.243/0.198] Loss:[0.078/0.074] AdvLoss:[0.398/0.426] Acc:[0.977/0.982] AdvAcc:[0.883/0.852] +Epoch:[ 17][300|469] Time:[0.230/0.194] Loss:[0.069/0.073] AdvLoss:[0.434/0.426] Acc:[0.992/0.982] AdvAcc:[0.836/0.852] +Epoch:[ 17][310|469] Time:[0.248/0.203] Loss:[0.104/0.074] AdvLoss:[0.527/0.426] Acc:[0.977/0.982] AdvAcc:[0.828/0.852] +Epoch:[ 17][320|469] Time:[0.248/0.204] Loss:[0.108/0.074] AdvLoss:[0.411/0.426] Acc:[0.969/0.982] AdvAcc:[0.906/0.852] +Epoch:[ 17][330|469] Time:[0.232/0.191] Loss:[0.136/0.076] AdvLoss:[0.486/0.427] Acc:[0.953/0.981] AdvAcc:[0.867/0.852] +Epoch:[ 17][340|469] Time:[0.242/0.194] Loss:[0.064/0.075] AdvLoss:[0.380/0.427] Acc:[0.984/0.982] AdvAcc:[0.898/0.852] +Epoch:[ 17][350|469] Time:[0.242/0.200] Loss:[0.079/0.074] AdvLoss:[0.414/0.426] Acc:[0.961/0.981] AdvAcc:[0.859/0.853] +Epoch:[ 17][360|469] Time:[0.241/0.196] Loss:[0.100/0.075] AdvLoss:[0.463/0.426] Acc:[0.977/0.981] AdvAcc:[0.844/0.853] +Epoch:[ 17][370|469] Time:[0.234/0.194] Loss:[0.046/0.074] AdvLoss:[0.341/0.426] Acc:[0.992/0.982] AdvAcc:[0.891/0.852] +Epoch:[ 17][380|469] Time:[0.239/0.197] Loss:[0.075/0.074] AdvLoss:[0.481/0.426] Acc:[0.969/0.982] AdvAcc:[0.789/0.852] +Epoch:[ 17][390|469] Time:[0.206/0.190] Loss:[0.113/0.075] AdvLoss:[0.518/0.426] Acc:[0.969/0.982] AdvAcc:[0.852/0.852] +Epoch:[ 17][400|469] Time:[0.235/0.192] Loss:[0.125/0.075] AdvLoss:[0.541/0.425] Acc:[0.945/0.981] AdvAcc:[0.812/0.853] +Epoch:[ 17][410|469] Time:[0.240/0.205] Loss:[0.047/0.075] AdvLoss:[0.364/0.425] Acc:[1.000/0.982] AdvAcc:[0.875/0.852] +Epoch:[ 17][420|469] Time:[0.235/0.191] Loss:[0.139/0.076] AdvLoss:[0.522/0.427] Acc:[0.969/0.981] AdvAcc:[0.859/0.852] +Epoch:[ 17][430|469] Time:[0.222/0.189] Loss:[0.080/0.076] AdvLoss:[0.428/0.427] Acc:[0.977/0.981] AdvAcc:[0.828/0.852] +Epoch:[ 17][440|469] Time:[0.240/0.194] Loss:[0.075/0.076] AdvLoss:[0.453/0.427] Acc:[0.984/0.981] AdvAcc:[0.844/0.852] +Epoch:[ 17][450|469] Time:[0.240/0.202] Loss:[0.071/0.076] AdvLoss:[0.387/0.426] Acc:[0.992/0.981] AdvAcc:[0.844/0.852] +Epoch:[ 17][460|469] Time:[0.235/0.198] Loss:[0.077/0.076] AdvLoss:[0.485/0.426] Acc:[0.984/0.981] AdvAcc:[0.828/0.852] +Epoch:[ 18][ 10|469] Time:[0.229/0.197] Loss:[0.071/0.066] AdvLoss:[0.332/0.381] Acc:[0.977/0.973] AdvAcc:[0.883/0.874] +Epoch:[ 18][ 20|469] Time:[0.247/0.224] Loss:[0.064/0.068] AdvLoss:[0.368/0.382] Acc:[0.992/0.980] AdvAcc:[0.875/0.868] +Epoch:[ 18][ 30|469] Time:[0.229/0.193] Loss:[0.047/0.059] AdvLoss:[0.317/0.386] Acc:[0.984/0.984] AdvAcc:[0.891/0.866] +Epoch:[ 18][ 40|469] Time:[0.231/0.193] Loss:[0.097/0.062] AdvLoss:[0.549/0.394] Acc:[0.969/0.982] AdvAcc:[0.781/0.862] +Epoch:[ 18][ 50|469] Time:[0.234/0.192] Loss:[0.066/0.064] AdvLoss:[0.427/0.393] Acc:[0.984/0.983] AdvAcc:[0.852/0.863] +Epoch:[ 18][ 60|469] Time:[0.247/0.200] Loss:[0.112/0.071] AdvLoss:[0.436/0.396] Acc:[0.961/0.979] AdvAcc:[0.867/0.862] +Epoch:[ 18][ 70|469] Time:[0.207/0.198] Loss:[0.086/0.074] AdvLoss:[0.379/0.398] Acc:[0.977/0.978] AdvAcc:[0.875/0.863] +Epoch:[ 18][ 80|469] Time:[0.240/0.195] Loss:[0.073/0.075] AdvLoss:[0.381/0.398] Acc:[0.984/0.979] AdvAcc:[0.891/0.863] +Epoch:[ 18][ 90|469] Time:[0.233/0.196] Loss:[0.046/0.073] AdvLoss:[0.336/0.398] Acc:[0.992/0.980] AdvAcc:[0.883/0.863] +Epoch:[ 18][100|469] Time:[0.235/0.192] Loss:[0.092/0.074] AdvLoss:[0.501/0.399] Acc:[0.977/0.979] AdvAcc:[0.820/0.862] +Epoch:[ 18][110|469] Time:[0.239/0.230] Loss:[0.055/0.073] AdvLoss:[0.344/0.402] Acc:[0.984/0.980] AdvAcc:[0.875/0.861] +Epoch:[ 18][120|469] Time:[0.233/0.202] Loss:[0.051/0.074] AdvLoss:[0.301/0.401] Acc:[0.992/0.979] AdvAcc:[0.883/0.861] +Epoch:[ 18][130|469] Time:[0.237/0.195] Loss:[0.084/0.075] AdvLoss:[0.397/0.405] Acc:[0.977/0.978] AdvAcc:[0.844/0.860] +Epoch:[ 18][140|469] Time:[0.241/0.195] Loss:[0.104/0.078] AdvLoss:[0.404/0.405] Acc:[0.984/0.978] AdvAcc:[0.875/0.860] +Epoch:[ 18][150|469] Time:[0.232/0.203] Loss:[0.068/0.077] AdvLoss:[0.384/0.402] Acc:[0.984/0.979] AdvAcc:[0.859/0.861] +Epoch:[ 18][160|469] Time:[0.233/0.194] Loss:[0.089/0.078] AdvLoss:[0.489/0.404] Acc:[0.969/0.978] AdvAcc:[0.859/0.860] +Epoch:[ 18][170|469] Time:[0.242/0.192] Loss:[0.049/0.080] AdvLoss:[0.372/0.407] Acc:[1.000/0.979] AdvAcc:[0.867/0.860] +Epoch:[ 18][180|469] Time:[0.233/0.197] Loss:[0.122/0.081] AdvLoss:[0.490/0.407] Acc:[0.969/0.978] AdvAcc:[0.867/0.860] +Epoch:[ 18][190|469] Time:[0.225/0.192] Loss:[0.090/0.080] AdvLoss:[0.413/0.407] Acc:[0.984/0.979] AdvAcc:[0.836/0.860] +Epoch:[ 18][200|469] Time:[0.243/0.199] Loss:[0.120/0.082] AdvLoss:[0.525/0.407] Acc:[0.961/0.978] AdvAcc:[0.852/0.860] +Epoch:[ 18][210|469] Time:[0.242/0.202] Loss:[0.072/0.083] AdvLoss:[0.400/0.408] Acc:[0.984/0.978] AdvAcc:[0.867/0.860] +Epoch:[ 18][220|469] Time:[0.237/0.191] Loss:[0.088/0.083] AdvLoss:[0.447/0.409] Acc:[0.977/0.978] AdvAcc:[0.836/0.860] +Epoch:[ 18][230|469] Time:[0.249/0.201] Loss:[0.087/0.084] AdvLoss:[0.429/0.410] Acc:[0.977/0.977] AdvAcc:[0.828/0.860] +Epoch:[ 18][240|469] Time:[0.237/0.226] Loss:[0.049/0.082] AdvLoss:[0.314/0.408] Acc:[0.984/0.978] AdvAcc:[0.898/0.860] +Epoch:[ 18][250|469] Time:[0.239/0.201] Loss:[0.093/0.082] AdvLoss:[0.506/0.409] Acc:[0.969/0.978] AdvAcc:[0.836/0.860] +Epoch:[ 18][260|469] Time:[0.240/0.200] Loss:[0.067/0.081] AdvLoss:[0.387/0.408] Acc:[0.984/0.978] AdvAcc:[0.875/0.861] +Epoch:[ 18][270|469] Time:[0.243/0.194] Loss:[0.032/0.080] AdvLoss:[0.264/0.408] Acc:[1.000/0.979] AdvAcc:[0.906/0.860] +Epoch:[ 18][280|469] Time:[0.230/0.195] Loss:[0.066/0.079] AdvLoss:[0.448/0.410] Acc:[1.000/0.979] AdvAcc:[0.797/0.860] +Epoch:[ 18][290|469] Time:[0.214/0.205] Loss:[0.047/0.078] AdvLoss:[0.327/0.409] Acc:[1.000/0.980] AdvAcc:[0.867/0.860] +Epoch:[ 18][300|469] Time:[0.246/0.208] Loss:[0.085/0.078] AdvLoss:[0.463/0.408] Acc:[0.953/0.979] AdvAcc:[0.805/0.859] +Epoch:[ 18][310|469] Time:[0.234/0.203] Loss:[0.044/0.078] AdvLoss:[0.348/0.408] Acc:[1.000/0.980] AdvAcc:[0.883/0.860] +Epoch:[ 18][320|469] Time:[0.215/0.191] Loss:[0.048/0.077] AdvLoss:[0.372/0.409] Acc:[1.000/0.980] AdvAcc:[0.875/0.859] +Epoch:[ 18][330|469] Time:[0.239/0.200] Loss:[0.111/0.078] AdvLoss:[0.480/0.409] Acc:[0.969/0.980] AdvAcc:[0.812/0.859] +Epoch:[ 18][340|469] Time:[0.228/0.197] Loss:[0.060/0.077] AdvLoss:[0.364/0.409] Acc:[0.992/0.980] AdvAcc:[0.852/0.859] +Epoch:[ 18][350|469] Time:[0.249/0.210] Loss:[0.056/0.076] AdvLoss:[0.346/0.409] Acc:[0.992/0.980] AdvAcc:[0.891/0.859] +Epoch:[ 18][360|469] Time:[0.684/0.661] Loss:[0.091/0.077] AdvLoss:[0.448/0.410] Acc:[0.969/0.980] AdvAcc:[0.852/0.859] +Epoch:[ 18][370|469] Time:[0.244/0.199] Loss:[0.084/0.077] AdvLoss:[0.484/0.409] Acc:[0.977/0.980] AdvAcc:[0.820/0.859] +Epoch:[ 18][380|469] Time:[0.220/0.204] Loss:[0.040/0.077] AdvLoss:[0.288/0.409] Acc:[0.992/0.980] AdvAcc:[0.922/0.859] +Epoch:[ 18][390|469] Time:[0.258/0.240] Loss:[0.116/0.078] AdvLoss:[0.590/0.409] Acc:[0.961/0.979] AdvAcc:[0.812/0.860] +Epoch:[ 18][400|469] Time:[0.234/0.197] Loss:[0.061/0.077] AdvLoss:[0.347/0.408] Acc:[0.992/0.980] AdvAcc:[0.906/0.860] +Epoch:[ 18][410|469] Time:[0.241/0.200] Loss:[0.085/0.077] AdvLoss:[0.387/0.408] Acc:[0.977/0.980] AdvAcc:[0.867/0.860] +Epoch:[ 18][420|469] Time:[0.275/0.230] Loss:[0.081/0.077] AdvLoss:[0.421/0.407] Acc:[0.977/0.980] AdvAcc:[0.859/0.860] +Epoch:[ 18][430|469] Time:[0.230/0.220] Loss:[0.047/0.077] AdvLoss:[0.376/0.407] Acc:[1.000/0.980] AdvAcc:[0.852/0.860] +Epoch:[ 18][440|469] Time:[0.219/0.209] Loss:[0.057/0.076] AdvLoss:[0.281/0.407] Acc:[0.984/0.980] AdvAcc:[0.922/0.860] +Epoch:[ 18][450|469] Time:[0.239/0.215] Loss:[0.049/0.076] AdvLoss:[0.370/0.406] Acc:[0.992/0.980] AdvAcc:[0.867/0.860] +Epoch:[ 18][460|469] Time:[0.245/0.221] Loss:[0.045/0.075] AdvLoss:[0.289/0.406] Acc:[0.984/0.980] AdvAcc:[0.914/0.860] +Epoch:[ 19][ 10|469] Time:[0.243/0.206] Loss:[0.049/0.043] AdvLoss:[0.407/0.376] Acc:[1.000/1.000] AdvAcc:[0.859/0.866] +Epoch:[ 19][ 20|469] Time:[0.242/0.213] Loss:[0.105/0.068] AdvLoss:[0.483/0.396] Acc:[0.977/0.988] AdvAcc:[0.852/0.859] +Epoch:[ 19][ 30|469] Time:[0.235/0.225] Loss:[0.058/0.064] AdvLoss:[0.351/0.398] Acc:[0.992/0.991] AdvAcc:[0.852/0.858] +Epoch:[ 19][ 40|469] Time:[0.247/0.207] Loss:[0.065/0.061] AdvLoss:[0.406/0.401] Acc:[0.977/0.989] AdvAcc:[0.844/0.858] +Epoch:[ 19][ 50|469] Time:[0.232/0.205] Loss:[0.059/0.064] AdvLoss:[0.330/0.401] Acc:[0.984/0.986] AdvAcc:[0.891/0.858] +Epoch:[ 19][ 60|469] Time:[0.239/0.207] Loss:[0.045/0.061] AdvLoss:[0.341/0.393] Acc:[0.984/0.987] AdvAcc:[0.891/0.861] +Epoch:[ 19][ 70|469] Time:[0.232/0.198] Loss:[0.070/0.063] AdvLoss:[0.441/0.395] Acc:[0.984/0.985] AdvAcc:[0.844/0.859] +Epoch:[ 19][ 80|469] Time:[0.232/0.205] Loss:[0.037/0.064] AdvLoss:[0.230/0.398] Acc:[0.992/0.983] AdvAcc:[0.938/0.860] +Epoch:[ 19][ 90|469] Time:[0.239/0.201] Loss:[0.051/0.066] AdvLoss:[0.309/0.398] Acc:[0.984/0.983] AdvAcc:[0.906/0.861] +Epoch:[ 19][100|469] Time:[0.240/0.210] Loss:[0.040/0.065] AdvLoss:[0.292/0.394] Acc:[1.000/0.984] AdvAcc:[0.914/0.862] +Epoch:[ 19][110|469] Time:[0.244/0.206] Loss:[0.037/0.064] AdvLoss:[0.327/0.396] Acc:[1.000/0.985] AdvAcc:[0.859/0.862] +Epoch:[ 19][120|469] Time:[0.247/0.214] Loss:[0.043/0.063] AdvLoss:[0.290/0.394] Acc:[1.000/0.985] AdvAcc:[0.914/0.863] +Epoch:[ 19][130|469] Time:[0.256/0.222] Loss:[0.088/0.064] AdvLoss:[0.534/0.396] Acc:[0.984/0.985] AdvAcc:[0.812/0.863] +Epoch:[ 19][140|469] Time:[0.237/0.209] Loss:[0.054/0.063] AdvLoss:[0.344/0.394] Acc:[0.984/0.985] AdvAcc:[0.859/0.864] +Epoch:[ 19][150|469] Time:[0.235/0.201] Loss:[0.094/0.064] AdvLoss:[0.421/0.395] Acc:[0.969/0.984] AdvAcc:[0.875/0.863] +Epoch:[ 19][160|469] Time:[0.231/0.221] Loss:[0.069/0.067] AdvLoss:[0.324/0.395] Acc:[0.984/0.983] AdvAcc:[0.898/0.863] +Epoch:[ 19][170|469] Time:[0.239/0.202] Loss:[0.066/0.067] AdvLoss:[0.381/0.394] Acc:[0.969/0.983] AdvAcc:[0.859/0.863] +Epoch:[ 19][180|469] Time:[0.235/0.199] Loss:[0.029/0.067] AdvLoss:[0.293/0.393] Acc:[1.000/0.983] AdvAcc:[0.875/0.863] +Epoch:[ 19][190|469] Time:[0.237/0.203] Loss:[0.055/0.067] AdvLoss:[0.357/0.392] Acc:[1.000/0.983] AdvAcc:[0.859/0.863] +Epoch:[ 19][200|469] Time:[0.245/0.202] Loss:[0.062/0.068] AdvLoss:[0.352/0.394] Acc:[0.984/0.982] AdvAcc:[0.836/0.862] +Epoch:[ 19][210|469] Time:[0.232/0.193] Loss:[0.077/0.067] AdvLoss:[0.407/0.392] Acc:[0.992/0.983] AdvAcc:[0.859/0.863] +Epoch:[ 19][220|469] Time:[0.249/0.214] Loss:[0.028/0.066] AdvLoss:[0.255/0.391] Acc:[0.992/0.983] AdvAcc:[0.922/0.863] +Epoch:[ 19][230|469] Time:[0.229/0.200] Loss:[0.059/0.065] AdvLoss:[0.356/0.391] Acc:[0.992/0.984] AdvAcc:[0.875/0.863] +Epoch:[ 19][240|469] Time:[0.238/0.197] Loss:[0.064/0.065] AdvLoss:[0.334/0.390] Acc:[0.984/0.984] AdvAcc:[0.883/0.864] +Epoch:[ 19][250|469] Time:[0.242/0.201] Loss:[0.084/0.065] AdvLoss:[0.459/0.390] Acc:[0.977/0.984] AdvAcc:[0.828/0.864] +Epoch:[ 19][260|469] Time:[0.239/0.198] Loss:[0.055/0.065] AdvLoss:[0.279/0.389] Acc:[0.992/0.984] AdvAcc:[0.914/0.865] +Epoch:[ 19][270|469] Time:[0.221/0.210] Loss:[0.072/0.065] AdvLoss:[0.414/0.389] Acc:[0.984/0.984] AdvAcc:[0.836/0.864] +Epoch:[ 19][280|469] Time:[0.239/0.204] Loss:[0.078/0.065] AdvLoss:[0.400/0.389] Acc:[0.969/0.984] AdvAcc:[0.875/0.865] +Epoch:[ 19][290|469] Time:[0.273/0.239] Loss:[0.063/0.065] AdvLoss:[0.320/0.388] Acc:[0.992/0.984] AdvAcc:[0.906/0.865] +Epoch:[ 19][300|469] Time:[0.222/0.199] Loss:[0.095/0.065] AdvLoss:[0.449/0.389] Acc:[0.984/0.984] AdvAcc:[0.867/0.865] +Epoch:[ 19][310|469] Time:[0.248/0.208] Loss:[0.055/0.065] AdvLoss:[0.357/0.389] Acc:[0.984/0.984] AdvAcc:[0.875/0.865] +Epoch:[ 19][320|469] Time:[0.245/0.203] Loss:[0.037/0.064] AdvLoss:[0.307/0.388] Acc:[0.992/0.984] AdvAcc:[0.883/0.865] +Epoch:[ 19][330|469] Time:[0.222/0.200] Loss:[0.045/0.064] AdvLoss:[0.354/0.388] Acc:[0.984/0.984] AdvAcc:[0.875/0.865] +Epoch:[ 19][340|469] Time:[0.231/0.203] Loss:[0.059/0.065] AdvLoss:[0.377/0.388] Acc:[1.000/0.984] AdvAcc:[0.867/0.865] +Epoch:[ 19][350|469] Time:[0.243/0.209] Loss:[0.109/0.065] AdvLoss:[0.422/0.388] Acc:[0.961/0.984] AdvAcc:[0.883/0.866] +Epoch:[ 19][360|469] Time:[0.234/0.198] Loss:[0.065/0.065] AdvLoss:[0.383/0.387] Acc:[0.977/0.984] AdvAcc:[0.852/0.866] +Epoch:[ 19][370|469] Time:[0.229/0.197] Loss:[0.082/0.065] AdvLoss:[0.426/0.388] Acc:[0.992/0.984] AdvAcc:[0.820/0.866] +Epoch:[ 19][380|469] Time:[0.224/0.197] Loss:[0.094/0.065] AdvLoss:[0.490/0.388] Acc:[0.977/0.984] AdvAcc:[0.797/0.866] +Epoch:[ 19][390|469] Time:[0.244/0.205] Loss:[0.059/0.065] AdvLoss:[0.327/0.387] Acc:[0.977/0.984] AdvAcc:[0.875/0.866] +Epoch:[ 19][400|469] Time:[0.226/0.205] Loss:[0.062/0.065] AdvLoss:[0.370/0.386] Acc:[0.984/0.983] AdvAcc:[0.898/0.866] +Epoch:[ 19][410|469] Time:[0.231/0.198] Loss:[0.127/0.066] AdvLoss:[0.433/0.387] Acc:[0.961/0.983] AdvAcc:[0.867/0.866] +Epoch:[ 19][420|469] Time:[0.264/0.223] Loss:[0.093/0.066] AdvLoss:[0.433/0.386] Acc:[0.969/0.983] AdvAcc:[0.867/0.866] +Epoch:[ 19][430|469] Time:[0.246/0.208] Loss:[0.058/0.066] AdvLoss:[0.348/0.386] Acc:[0.977/0.983] AdvAcc:[0.898/0.866] +Epoch:[ 19][440|469] Time:[0.244/0.209] Loss:[0.086/0.066] AdvLoss:[0.392/0.385] Acc:[0.969/0.983] AdvAcc:[0.867/0.866] +Epoch:[ 19][450|469] Time:[0.246/0.210] Loss:[0.088/0.066] AdvLoss:[0.419/0.385] Acc:[0.969/0.983] AdvAcc:[0.883/0.866] +Epoch:[ 19][460|469] Time:[0.226/0.200] Loss:[0.037/0.067] AdvLoss:[0.311/0.386] Acc:[1.000/0.983] AdvAcc:[0.875/0.866] +epoch 19 evaluated +natural accuracy: 0.9827 +adversarial accuracy: 0.8659 +Epoch:[ 20][ 10|469] Time:[0.239/0.199] Loss:[0.066/0.064] AdvLoss:[0.389/0.434] Acc:[0.984/0.980] AdvAcc:[0.859/0.847] +Epoch:[ 20][ 20|469] Time:[0.229/0.198] Loss:[0.058/0.065] AdvLoss:[0.321/0.398] Acc:[0.984/0.980] AdvAcc:[0.883/0.861] +Epoch:[ 20][ 30|469] Time:[0.230/0.201] Loss:[0.054/0.065] AdvLoss:[0.326/0.387] Acc:[0.992/0.982] AdvAcc:[0.875/0.865] +Epoch:[ 20][ 40|469] Time:[0.236/0.197] Loss:[0.062/0.061] AdvLoss:[0.329/0.385] Acc:[0.977/0.983] AdvAcc:[0.883/0.866] +Epoch:[ 20][ 50|469] Time:[0.235/0.211] Loss:[0.038/0.063] AdvLoss:[0.326/0.378] Acc:[1.000/0.983] AdvAcc:[0.883/0.870] +Epoch:[ 20][ 60|469] Time:[0.244/0.208] Loss:[0.080/0.064] AdvLoss:[0.371/0.379] Acc:[0.977/0.982] AdvAcc:[0.844/0.869] +Epoch:[ 20][ 70|469] Time:[0.224/0.200] Loss:[0.071/0.062] AdvLoss:[0.415/0.379] Acc:[0.977/0.983] AdvAcc:[0.859/0.868] +Epoch:[ 20][ 80|469] Time:[0.242/0.203] Loss:[0.086/0.065] AdvLoss:[0.403/0.380] Acc:[0.969/0.982] AdvAcc:[0.891/0.867] +Epoch:[ 20][ 90|469] Time:[0.235/0.196] Loss:[0.091/0.066] AdvLoss:[0.458/0.382] Acc:[0.969/0.981] AdvAcc:[0.852/0.867] +Epoch:[ 20][100|469] Time:[0.226/0.196] Loss:[0.034/0.064] AdvLoss:[0.291/0.382] Acc:[1.000/0.982] AdvAcc:[0.906/0.867] +Epoch:[ 20][110|469] Time:[0.231/0.200] Loss:[0.060/0.066] AdvLoss:[0.443/0.382] Acc:[0.992/0.982] AdvAcc:[0.805/0.866] +Epoch:[ 20][120|469] Time:[0.239/0.201] Loss:[0.060/0.068] AdvLoss:[0.384/0.382] Acc:[0.992/0.981] AdvAcc:[0.867/0.866] +Epoch:[ 20][130|469] Time:[0.224/0.215] Loss:[0.054/0.067] AdvLoss:[0.282/0.382] Acc:[0.977/0.982] AdvAcc:[0.914/0.866] +Epoch:[ 20][140|469] Time:[0.237/0.203] Loss:[0.083/0.066] AdvLoss:[0.425/0.380] Acc:[0.984/0.982] AdvAcc:[0.820/0.867] +Epoch:[ 20][150|469] Time:[0.246/0.209] Loss:[0.076/0.067] AdvLoss:[0.443/0.380] Acc:[0.969/0.982] AdvAcc:[0.844/0.868] +Epoch:[ 20][160|469] Time:[0.235/0.198] Loss:[0.057/0.068] AdvLoss:[0.392/0.378] Acc:[0.992/0.981] AdvAcc:[0.859/0.869] +Epoch:[ 20][170|469] Time:[0.236/0.200] Loss:[0.108/0.071] AdvLoss:[0.398/0.378] Acc:[0.969/0.980] AdvAcc:[0.875/0.869] +Epoch:[ 20][180|469] Time:[0.235/0.207] Loss:[0.050/0.069] AdvLoss:[0.357/0.378] Acc:[0.984/0.980] AdvAcc:[0.883/0.869] +Epoch:[ 20][190|469] Time:[0.234/0.196] Loss:[0.061/0.070] AdvLoss:[0.372/0.378] Acc:[0.984/0.980] AdvAcc:[0.859/0.869] +Epoch:[ 20][200|469] Time:[0.243/0.203] Loss:[0.032/0.069] AdvLoss:[0.275/0.375] Acc:[1.000/0.981] AdvAcc:[0.906/0.870] +Epoch:[ 20][210|469] Time:[0.233/0.201] Loss:[0.067/0.070] AdvLoss:[0.381/0.376] Acc:[0.977/0.980] AdvAcc:[0.875/0.870] +Epoch:[ 20][220|469] Time:[0.242/0.224] Loss:[0.066/0.070] AdvLoss:[0.404/0.375] Acc:[0.984/0.981] AdvAcc:[0.867/0.870] +Epoch:[ 20][230|469] Time:[0.247/0.238] Loss:[0.042/0.069] AdvLoss:[0.401/0.375] Acc:[1.000/0.981] AdvAcc:[0.828/0.870] +Epoch:[ 20][240|469] Time:[0.238/0.228] Loss:[0.064/0.069] AdvLoss:[0.335/0.375] Acc:[0.984/0.981] AdvAcc:[0.859/0.869] +Epoch:[ 20][250|469] Time:[0.243/0.207] Loss:[0.046/0.068] AdvLoss:[0.261/0.375] Acc:[0.984/0.981] AdvAcc:[0.922/0.870] +Epoch:[ 20][260|469] Time:[0.232/0.210] Loss:[0.067/0.069] AdvLoss:[0.371/0.376] Acc:[0.984/0.981] AdvAcc:[0.859/0.869] +Epoch:[ 20][270|469] Time:[0.239/0.208] Loss:[0.094/0.069] AdvLoss:[0.461/0.375] Acc:[0.953/0.980] AdvAcc:[0.844/0.870] +Epoch:[ 20][280|469] Time:[0.231/0.204] Loss:[0.049/0.069] AdvLoss:[0.335/0.375] Acc:[0.992/0.981] AdvAcc:[0.852/0.870] +Epoch:[ 20][290|469] Time:[0.226/0.206] Loss:[0.076/0.069] AdvLoss:[0.427/0.375] Acc:[0.984/0.981] AdvAcc:[0.836/0.869] +Epoch:[ 20][300|469] Time:[0.255/0.243] Loss:[0.098/0.070] AdvLoss:[0.480/0.374] Acc:[0.984/0.981] AdvAcc:[0.844/0.870] +Epoch:[ 20][310|469] Time:[0.234/0.201] Loss:[0.116/0.070] AdvLoss:[0.450/0.374] Acc:[0.953/0.980] AdvAcc:[0.852/0.869] +Epoch:[ 20][320|469] Time:[0.247/0.222] Loss:[0.048/0.069] AdvLoss:[0.330/0.373] Acc:[0.992/0.981] AdvAcc:[0.883/0.870] +Epoch:[ 20][330|469] Time:[0.234/0.225] Loss:[0.042/0.069] AdvLoss:[0.312/0.372] Acc:[0.992/0.981] AdvAcc:[0.867/0.870] +Epoch:[ 20][340|469] Time:[0.236/0.205] Loss:[0.041/0.068] AdvLoss:[0.327/0.372] Acc:[0.992/0.981] AdvAcc:[0.898/0.870] +Epoch:[ 20][350|469] Time:[0.230/0.209] Loss:[0.039/0.068] AdvLoss:[0.327/0.372] Acc:[1.000/0.982] AdvAcc:[0.875/0.870] +Epoch:[ 20][360|469] Time:[0.237/0.207] Loss:[0.056/0.068] AdvLoss:[0.294/0.371] Acc:[0.984/0.981] AdvAcc:[0.898/0.870] +Epoch:[ 20][370|469] Time:[0.259/0.230] Loss:[0.068/0.068] AdvLoss:[0.320/0.370] Acc:[0.977/0.981] AdvAcc:[0.891/0.871] +Epoch:[ 20][380|469] Time:[0.233/0.217] Loss:[0.076/0.068] AdvLoss:[0.360/0.370] Acc:[0.977/0.982] AdvAcc:[0.883/0.871] +Epoch:[ 20][390|469] Time:[0.227/0.209] Loss:[0.061/0.068] AdvLoss:[0.366/0.370] Acc:[0.984/0.982] AdvAcc:[0.891/0.871] +Epoch:[ 20][400|469] Time:[0.241/0.231] Loss:[0.112/0.068] AdvLoss:[0.454/0.371] Acc:[0.969/0.982] AdvAcc:[0.844/0.871] +Epoch:[ 20][410|469] Time:[0.234/0.225] Loss:[0.042/0.067] AdvLoss:[0.296/0.371] Acc:[0.992/0.982] AdvAcc:[0.867/0.871] +Epoch:[ 20][420|469] Time:[0.238/0.205] Loss:[0.076/0.068] AdvLoss:[0.389/0.370] Acc:[0.984/0.982] AdvAcc:[0.883/0.871] +Epoch:[ 20][430|469] Time:[0.246/0.237] Loss:[0.069/0.068] AdvLoss:[0.355/0.370] Acc:[0.984/0.982] AdvAcc:[0.891/0.871] +Epoch:[ 20][440|469] Time:[0.246/0.211] Loss:[0.097/0.068] AdvLoss:[0.472/0.370] Acc:[0.953/0.982] AdvAcc:[0.844/0.871] +Epoch:[ 20][450|469] Time:[0.237/0.202] Loss:[0.053/0.067] AdvLoss:[0.271/0.369] Acc:[0.992/0.982] AdvAcc:[0.914/0.871] +Epoch:[ 20][460|469] Time:[0.230/0.220] Loss:[0.074/0.068] AdvLoss:[0.364/0.369] Acc:[0.984/0.982] AdvAcc:[0.867/0.872] +Epoch:[ 21][ 10|469] Time:[0.224/0.206] Loss:[0.078/0.087] AdvLoss:[0.399/0.369] Acc:[0.977/0.969] AdvAcc:[0.859/0.879] +Epoch:[ 21][ 20|469] Time:[0.236/0.214] Loss:[0.069/0.080] AdvLoss:[0.399/0.361] Acc:[0.992/0.977] AdvAcc:[0.859/0.875] +Epoch:[ 21][ 30|469] Time:[0.238/0.207] Loss:[0.096/0.080] AdvLoss:[0.409/0.365] Acc:[0.984/0.980] AdvAcc:[0.836/0.870] +Epoch:[ 21][ 40|469] Time:[0.222/0.213] Loss:[0.106/0.081] AdvLoss:[0.438/0.359] Acc:[0.953/0.979] AdvAcc:[0.859/0.874] +Epoch:[ 21][ 50|469] Time:[0.245/0.235] Loss:[0.042/0.074] AdvLoss:[0.295/0.355] Acc:[0.984/0.980] AdvAcc:[0.906/0.876] +Epoch:[ 21][ 60|469] Time:[0.264/0.254] Loss:[0.088/0.080] AdvLoss:[0.353/0.350] Acc:[0.984/0.980] AdvAcc:[0.883/0.879] +Epoch:[ 21][ 70|469] Time:[0.234/0.224] Loss:[0.035/0.076] AdvLoss:[0.295/0.353] Acc:[0.992/0.982] AdvAcc:[0.914/0.878] +Epoch:[ 21][ 80|469] Time:[0.248/0.233] Loss:[0.050/0.079] AdvLoss:[0.315/0.353] Acc:[0.984/0.980] AdvAcc:[0.891/0.878] +Epoch:[ 21][ 90|469] Time:[0.251/0.241] Loss:[0.032/0.077] AdvLoss:[0.228/0.356] Acc:[0.992/0.980] AdvAcc:[0.922/0.878] +Epoch:[ 21][100|469] Time:[0.243/0.233] Loss:[0.064/0.075] AdvLoss:[0.325/0.356] Acc:[0.992/0.982] AdvAcc:[0.883/0.877] +Epoch:[ 21][110|469] Time:[0.237/0.209] Loss:[0.073/0.077] AdvLoss:[0.383/0.360] Acc:[0.977/0.981] AdvAcc:[0.867/0.876] +Epoch:[ 21][120|469] Time:[0.225/0.216] Loss:[0.034/0.073] AdvLoss:[0.236/0.356] Acc:[1.000/0.983] AdvAcc:[0.906/0.876] +Epoch:[ 21][130|469] Time:[0.233/0.207] Loss:[0.040/0.071] AdvLoss:[0.304/0.354] Acc:[0.992/0.983] AdvAcc:[0.891/0.877] +Epoch:[ 21][140|469] Time:[0.245/0.236] Loss:[0.071/0.070] AdvLoss:[0.409/0.355] Acc:[0.969/0.983] AdvAcc:[0.859/0.877] +Epoch:[ 21][150|469] Time:[0.241/0.231] Loss:[0.094/0.071] AdvLoss:[0.399/0.356] Acc:[0.977/0.983] AdvAcc:[0.898/0.877] +Epoch:[ 21][160|469] Time:[0.246/0.235] Loss:[0.034/0.070] AdvLoss:[0.275/0.353] Acc:[1.000/0.983] AdvAcc:[0.875/0.877] +Epoch:[ 21][170|469] Time:[0.241/0.231] Loss:[0.069/0.069] AdvLoss:[0.300/0.351] Acc:[0.977/0.983] AdvAcc:[0.891/0.878] +Epoch:[ 21][180|469] Time:[0.250/0.240] Loss:[0.048/0.068] AdvLoss:[0.390/0.351] Acc:[0.992/0.984] AdvAcc:[0.859/0.877] +Epoch:[ 21][190|469] Time:[0.241/0.232] Loss:[0.096/0.070] AdvLoss:[0.400/0.351] Acc:[0.969/0.983] AdvAcc:[0.891/0.878] +Epoch:[ 21][200|469] Time:[0.234/0.224] Loss:[0.046/0.069] AdvLoss:[0.326/0.350] Acc:[0.992/0.983] AdvAcc:[0.891/0.879] +Epoch:[ 21][210|469] Time:[0.229/0.218] Loss:[0.040/0.068] AdvLoss:[0.330/0.351] Acc:[0.992/0.983] AdvAcc:[0.852/0.878] +Epoch:[ 21][220|469] Time:[0.273/0.263] Loss:[0.125/0.069] AdvLoss:[0.504/0.351] Acc:[0.945/0.983] AdvAcc:[0.852/0.878] +Epoch:[ 21][230|469] Time:[0.234/0.221] Loss:[0.060/0.070] AdvLoss:[0.358/0.353] Acc:[0.992/0.983] AdvAcc:[0.891/0.878] +Epoch:[ 21][240|469] Time:[0.255/0.233] Loss:[0.075/0.069] AdvLoss:[0.335/0.352] Acc:[0.977/0.983] AdvAcc:[0.906/0.878] +Epoch:[ 21][250|469] Time:[0.242/0.233] Loss:[0.058/0.069] AdvLoss:[0.298/0.353] Acc:[0.977/0.983] AdvAcc:[0.914/0.878] +Epoch:[ 21][260|469] Time:[0.246/0.230] Loss:[0.051/0.069] AdvLoss:[0.276/0.351] Acc:[0.992/0.983] AdvAcc:[0.906/0.879] +Epoch:[ 21][270|469] Time:[0.244/0.235] Loss:[0.049/0.068] AdvLoss:[0.347/0.351] Acc:[0.984/0.982] AdvAcc:[0.898/0.879] +Epoch:[ 21][280|469] Time:[0.240/0.231] Loss:[0.067/0.068] AdvLoss:[0.363/0.352] Acc:[0.977/0.982] AdvAcc:[0.891/0.878] +Epoch:[ 21][290|469] Time:[0.252/0.243] Loss:[0.063/0.068] AdvLoss:[0.364/0.352] Acc:[0.977/0.982] AdvAcc:[0.875/0.878] +Epoch:[ 21][300|469] Time:[0.242/0.232] Loss:[0.070/0.068] AdvLoss:[0.394/0.352] Acc:[0.984/0.982] AdvAcc:[0.820/0.878] +Epoch:[ 21][310|469] Time:[0.246/0.236] Loss:[0.065/0.068] AdvLoss:[0.331/0.352] Acc:[0.977/0.982] AdvAcc:[0.906/0.878] +Epoch:[ 21][320|469] Time:[0.248/0.238] Loss:[0.069/0.068] AdvLoss:[0.333/0.353] Acc:[0.969/0.982] AdvAcc:[0.906/0.878] +Epoch:[ 21][330|469] Time:[0.245/0.234] Loss:[0.057/0.068] AdvLoss:[0.372/0.354] Acc:[0.984/0.982] AdvAcc:[0.844/0.877] +Epoch:[ 21][340|469] Time:[0.251/0.241] Loss:[0.043/0.067] AdvLoss:[0.299/0.355] Acc:[0.992/0.982] AdvAcc:[0.906/0.877] +Epoch:[ 21][350|469] Time:[0.266/0.256] Loss:[0.048/0.067] AdvLoss:[0.291/0.354] Acc:[0.992/0.982] AdvAcc:[0.906/0.877] +Epoch:[ 21][360|469] Time:[0.245/0.235] Loss:[0.077/0.067] AdvLoss:[0.363/0.355] Acc:[0.977/0.982] AdvAcc:[0.867/0.877] +Epoch:[ 21][370|469] Time:[0.249/0.239] Loss:[0.081/0.067] AdvLoss:[0.417/0.355] Acc:[0.977/0.982] AdvAcc:[0.828/0.877] +Epoch:[ 21][380|469] Time:[0.238/0.228] Loss:[0.063/0.068] AdvLoss:[0.412/0.356] Acc:[0.992/0.982] AdvAcc:[0.844/0.877] +Epoch:[ 21][390|469] Time:[0.239/0.230] Loss:[0.078/0.068] AdvLoss:[0.367/0.355] Acc:[0.977/0.982] AdvAcc:[0.883/0.877] +Epoch:[ 21][400|469] Time:[0.243/0.234] Loss:[0.051/0.067] AdvLoss:[0.322/0.354] Acc:[0.984/0.983] AdvAcc:[0.875/0.878] +Epoch:[ 21][410|469] Time:[0.245/0.235] Loss:[0.061/0.067] AdvLoss:[0.332/0.355] Acc:[0.977/0.982] AdvAcc:[0.875/0.877] +Epoch:[ 21][420|469] Time:[0.248/0.237] Loss:[0.038/0.067] AdvLoss:[0.267/0.354] Acc:[0.992/0.982] AdvAcc:[0.898/0.878] +Epoch:[ 21][430|469] Time:[0.253/0.243] Loss:[0.029/0.067] AdvLoss:[0.256/0.353] Acc:[0.992/0.983] AdvAcc:[0.914/0.878] +Epoch:[ 21][440|469] Time:[0.239/0.229] Loss:[0.074/0.067] AdvLoss:[0.363/0.353] Acc:[0.969/0.982] AdvAcc:[0.898/0.878] +Epoch:[ 21][450|469] Time:[0.255/0.245] Loss:[0.113/0.067] AdvLoss:[0.443/0.354] Acc:[0.977/0.982] AdvAcc:[0.836/0.878] +Epoch:[ 21][460|469] Time:[0.259/0.249] Loss:[0.088/0.067] AdvLoss:[0.466/0.354] Acc:[0.961/0.982] AdvAcc:[0.852/0.878] +Epoch:[ 22][ 10|469] Time:[0.248/0.237] Loss:[0.059/0.068] AdvLoss:[0.293/0.334] Acc:[0.992/0.980] AdvAcc:[0.898/0.883] +Epoch:[ 22][ 20|469] Time:[0.239/0.229] Loss:[0.030/0.057] AdvLoss:[0.238/0.330] Acc:[0.992/0.982] AdvAcc:[0.922/0.886] +Epoch:[ 22][ 30|469] Time:[0.240/0.231] Loss:[0.056/0.058] AdvLoss:[0.350/0.324] Acc:[0.992/0.986] AdvAcc:[0.883/0.889] +Epoch:[ 22][ 40|469] Time:[0.237/0.227] Loss:[0.050/0.053] AdvLoss:[0.323/0.328] Acc:[0.992/0.987] AdvAcc:[0.883/0.886] +Epoch:[ 22][ 50|469] Time:[0.245/0.233] Loss:[0.058/0.052] AdvLoss:[0.370/0.331] Acc:[0.977/0.987] AdvAcc:[0.883/0.886] +Epoch:[ 22][ 60|469] Time:[0.248/0.239] Loss:[0.045/0.052] AdvLoss:[0.297/0.334] Acc:[0.984/0.987] AdvAcc:[0.898/0.885] +Epoch:[ 22][ 70|469] Time:[0.241/0.232] Loss:[0.072/0.052] AdvLoss:[0.368/0.328] Acc:[0.977/0.987] AdvAcc:[0.852/0.887] +Epoch:[ 22][ 80|469] Time:[0.231/0.222] Loss:[0.077/0.056] AdvLoss:[0.376/0.332] Acc:[0.984/0.986] AdvAcc:[0.852/0.886] +Epoch:[ 22][ 90|469] Time:[0.238/0.226] Loss:[0.030/0.058] AdvLoss:[0.303/0.330] Acc:[1.000/0.986] AdvAcc:[0.852/0.886] +Epoch:[ 22][100|469] Time:[0.231/0.222] Loss:[0.062/0.059] AdvLoss:[0.345/0.334] Acc:[0.992/0.986] AdvAcc:[0.852/0.885] +Epoch:[ 22][110|469] Time:[0.241/0.231] Loss:[0.049/0.060] AdvLoss:[0.280/0.335] Acc:[0.984/0.986] AdvAcc:[0.898/0.885] +Epoch:[ 22][120|469] Time:[0.240/0.230] Loss:[0.053/0.059] AdvLoss:[0.353/0.333] Acc:[0.984/0.986] AdvAcc:[0.844/0.886] +Epoch:[ 22][130|469] Time:[0.236/0.226] Loss:[0.087/0.060] AdvLoss:[0.396/0.334] Acc:[0.984/0.986] AdvAcc:[0.867/0.886] +Epoch:[ 22][140|469] Time:[0.248/0.238] Loss:[0.052/0.059] AdvLoss:[0.418/0.334] Acc:[0.984/0.987] AdvAcc:[0.836/0.886] +Epoch:[ 22][150|469] Time:[0.231/0.220] Loss:[0.046/0.059] AdvLoss:[0.357/0.335] Acc:[0.992/0.987] AdvAcc:[0.844/0.885] +Epoch:[ 22][160|469] Time:[0.247/0.237] Loss:[0.047/0.057] AdvLoss:[0.290/0.333] Acc:[0.984/0.987] AdvAcc:[0.891/0.885] +Epoch:[ 22][170|469] Time:[0.246/0.236] Loss:[0.120/0.060] AdvLoss:[0.525/0.335] Acc:[0.953/0.986] AdvAcc:[0.812/0.884] +Epoch:[ 22][180|469] Time:[0.246/0.229] Loss:[0.034/0.059] AdvLoss:[0.291/0.333] Acc:[1.000/0.986] AdvAcc:[0.906/0.885] +Epoch:[ 22][190|469] Time:[0.232/0.222] Loss:[0.033/0.058] AdvLoss:[0.251/0.334] Acc:[0.992/0.987] AdvAcc:[0.914/0.885] +Epoch:[ 22][200|469] Time:[0.259/0.249] Loss:[0.053/0.058] AdvLoss:[0.300/0.335] Acc:[0.992/0.987] AdvAcc:[0.906/0.884] +Epoch:[ 22][210|469] Time:[0.244/0.235] Loss:[0.112/0.059] AdvLoss:[0.415/0.335] Acc:[0.961/0.986] AdvAcc:[0.859/0.884] +Epoch:[ 22][220|469] Time:[0.249/0.240] Loss:[0.068/0.059] AdvLoss:[0.289/0.336] Acc:[0.977/0.986] AdvAcc:[0.914/0.883] +Epoch:[ 22][230|469] Time:[0.244/0.234] Loss:[0.034/0.058] AdvLoss:[0.304/0.336] Acc:[1.000/0.986] AdvAcc:[0.867/0.883] +Epoch:[ 22][240|469] Time:[0.240/0.228] Loss:[0.073/0.058] AdvLoss:[0.439/0.334] Acc:[0.977/0.986] AdvAcc:[0.820/0.884] +Epoch:[ 22][250|469] Time:[0.252/0.242] Loss:[0.044/0.058] AdvLoss:[0.243/0.335] Acc:[0.992/0.986] AdvAcc:[0.891/0.884] +Epoch:[ 22][260|469] Time:[0.241/0.231] Loss:[0.041/0.058] AdvLoss:[0.359/0.335] Acc:[0.992/0.986] AdvAcc:[0.875/0.884] +Epoch:[ 22][270|469] Time:[0.240/0.228] Loss:[0.064/0.059] AdvLoss:[0.315/0.336] Acc:[0.984/0.986] AdvAcc:[0.914/0.884] +Epoch:[ 22][280|469] Time:[0.238/0.229] Loss:[0.056/0.059] AdvLoss:[0.290/0.335] Acc:[0.977/0.986] AdvAcc:[0.922/0.884] +Epoch:[ 22][290|469] Time:[0.245/0.235] Loss:[0.079/0.059] AdvLoss:[0.369/0.335] Acc:[0.977/0.985] AdvAcc:[0.859/0.884] +Epoch:[ 22][300|469] Time:[0.245/0.233] Loss:[0.056/0.058] AdvLoss:[0.332/0.334] Acc:[0.992/0.986] AdvAcc:[0.906/0.885] +Epoch:[ 22][310|469] Time:[0.238/0.228] Loss:[0.074/0.058] AdvLoss:[0.315/0.335] Acc:[0.992/0.986] AdvAcc:[0.867/0.884] +Epoch:[ 22][320|469] Time:[0.229/0.219] Loss:[0.057/0.059] AdvLoss:[0.345/0.335] Acc:[0.984/0.986] AdvAcc:[0.898/0.884] +Epoch:[ 22][330|469] Time:[0.246/0.236] Loss:[0.054/0.059] AdvLoss:[0.323/0.335] Acc:[0.984/0.986] AdvAcc:[0.867/0.884] +Epoch:[ 22][340|469] Time:[0.238/0.228] Loss:[0.033/0.058] AdvLoss:[0.241/0.335] Acc:[0.992/0.986] AdvAcc:[0.914/0.884] +Epoch:[ 22][350|469] Time:[0.244/0.235] Loss:[0.064/0.059] AdvLoss:[0.350/0.336] Acc:[0.977/0.986] AdvAcc:[0.828/0.883] +Epoch:[ 22][360|469] Time:[0.239/0.229] Loss:[0.116/0.060] AdvLoss:[0.404/0.336] Acc:[0.961/0.985] AdvAcc:[0.883/0.883] +Epoch:[ 22][370|469] Time:[0.230/0.220] Loss:[0.050/0.060] AdvLoss:[0.395/0.337] Acc:[0.992/0.985] AdvAcc:[0.852/0.884] +Epoch:[ 22][380|469] Time:[0.237/0.227] Loss:[0.047/0.060] AdvLoss:[0.288/0.337] Acc:[0.992/0.985] AdvAcc:[0.898/0.884] +Epoch:[ 22][390|469] Time:[0.239/0.219] Loss:[0.080/0.060] AdvLoss:[0.406/0.337] Acc:[0.977/0.985] AdvAcc:[0.859/0.883] +Epoch:[ 22][400|469] Time:[0.237/0.227] Loss:[0.102/0.061] AdvLoss:[0.470/0.338] Acc:[0.977/0.985] AdvAcc:[0.828/0.883] +Epoch:[ 22][410|469] Time:[0.249/0.232] Loss:[0.045/0.061] AdvLoss:[0.340/0.338] Acc:[0.992/0.985] AdvAcc:[0.859/0.883] +Epoch:[ 22][420|469] Time:[0.249/0.226] Loss:[0.135/0.062] AdvLoss:[0.571/0.340] Acc:[0.945/0.984] AdvAcc:[0.797/0.883] +Epoch:[ 22][430|469] Time:[0.244/0.233] Loss:[0.107/0.062] AdvLoss:[0.352/0.340] Acc:[0.977/0.984] AdvAcc:[0.914/0.883] +Epoch:[ 22][440|469] Time:[0.240/0.231] Loss:[0.052/0.062] AdvLoss:[0.281/0.339] Acc:[0.992/0.984] AdvAcc:[0.922/0.883] +Epoch:[ 22][450|469] Time:[0.239/0.229] Loss:[0.077/0.062] AdvLoss:[0.374/0.339] Acc:[0.977/0.984] AdvAcc:[0.859/0.883] +Epoch:[ 22][460|469] Time:[0.246/0.236] Loss:[0.046/0.063] AdvLoss:[0.298/0.339] Acc:[0.992/0.984] AdvAcc:[0.930/0.883] +Epoch:[ 23][ 10|469] Time:[0.244/0.234] Loss:[0.053/0.046] AdvLoss:[0.363/0.330] Acc:[0.992/0.996] AdvAcc:[0.883/0.891] +Epoch:[ 23][ 20|469] Time:[0.234/0.224] Loss:[0.073/0.052] AdvLoss:[0.392/0.322] Acc:[0.977/0.990] AdvAcc:[0.891/0.895] +Epoch:[ 23][ 30|469] Time:[0.237/0.218] Loss:[0.072/0.054] AdvLoss:[0.417/0.324] Acc:[0.969/0.987] AdvAcc:[0.844/0.890] +Epoch:[ 23][ 40|469] Time:[0.231/0.221] Loss:[0.050/0.056] AdvLoss:[0.355/0.327] Acc:[0.992/0.987] AdvAcc:[0.883/0.890] +Epoch:[ 23][ 50|469] Time:[0.256/0.246] Loss:[0.051/0.061] AdvLoss:[0.256/0.324] Acc:[0.992/0.987] AdvAcc:[0.898/0.889] +Epoch:[ 23][ 60|469] Time:[0.241/0.231] Loss:[0.041/0.063] AdvLoss:[0.265/0.327] Acc:[0.992/0.986] AdvAcc:[0.898/0.888] +Epoch:[ 23][ 70|469] Time:[0.231/0.222] Loss:[0.040/0.061] AdvLoss:[0.290/0.327] Acc:[0.992/0.986] AdvAcc:[0.875/0.887] +Epoch:[ 23][ 80|469] Time:[0.253/0.243] Loss:[0.043/0.060] AdvLoss:[0.309/0.328] Acc:[1.000/0.987] AdvAcc:[0.844/0.884] +Epoch:[ 23][ 90|469] Time:[0.232/0.222] Loss:[0.074/0.059] AdvLoss:[0.351/0.329] Acc:[0.984/0.988] AdvAcc:[0.906/0.885] +Epoch:[ 23][100|469] Time:[0.243/0.234] Loss:[0.057/0.058] AdvLoss:[0.375/0.332] Acc:[0.984/0.988] AdvAcc:[0.867/0.884] +Epoch:[ 23][110|469] Time:[0.242/0.233] Loss:[0.062/0.058] AdvLoss:[0.370/0.330] Acc:[0.992/0.988] AdvAcc:[0.828/0.885] +Epoch:[ 23][120|469] Time:[0.238/0.228] Loss:[0.046/0.058] AdvLoss:[0.304/0.331] Acc:[0.984/0.987] AdvAcc:[0.875/0.884] +Epoch:[ 23][130|469] Time:[0.243/0.232] Loss:[0.032/0.057] AdvLoss:[0.252/0.328] Acc:[1.000/0.988] AdvAcc:[0.898/0.885] +Epoch:[ 23][140|469] Time:[0.235/0.225] Loss:[0.036/0.056] AdvLoss:[0.305/0.327] Acc:[0.992/0.988] AdvAcc:[0.883/0.886] +Epoch:[ 23][150|469] Time:[0.244/0.234] Loss:[0.058/0.056] AdvLoss:[0.349/0.326] Acc:[0.992/0.988] AdvAcc:[0.883/0.886] +Epoch:[ 23][160|469] Time:[0.244/0.234] Loss:[0.041/0.055] AdvLoss:[0.316/0.326] Acc:[0.992/0.988] AdvAcc:[0.859/0.887] +Epoch:[ 23][170|469] Time:[0.227/0.218] Loss:[0.055/0.056] AdvLoss:[0.317/0.326] Acc:[0.992/0.988] AdvAcc:[0.875/0.886] +Epoch:[ 23][180|469] Time:[0.238/0.228] Loss:[0.062/0.056] AdvLoss:[0.370/0.326] Acc:[0.977/0.987] AdvAcc:[0.883/0.887] +Epoch:[ 23][190|469] Time:[0.251/0.242] Loss:[0.036/0.056] AdvLoss:[0.265/0.325] Acc:[0.992/0.987] AdvAcc:[0.914/0.887] +Epoch:[ 23][200|469] Time:[0.232/0.224] Loss:[0.056/0.057] AdvLoss:[0.324/0.326] Acc:[0.984/0.987] AdvAcc:[0.898/0.887] +Epoch:[ 23][210|469] Time:[0.243/0.234] Loss:[0.039/0.057] AdvLoss:[0.268/0.325] Acc:[0.992/0.986] AdvAcc:[0.906/0.887] +Epoch:[ 23][220|469] Time:[0.235/0.222] Loss:[0.032/0.059] AdvLoss:[0.267/0.326] Acc:[1.000/0.986] AdvAcc:[0.883/0.887] +Epoch:[ 23][230|469] Time:[0.242/0.232] Loss:[0.048/0.059] AdvLoss:[0.271/0.327] Acc:[0.984/0.985] AdvAcc:[0.906/0.887] +Epoch:[ 23][240|469] Time:[0.246/0.235] Loss:[0.069/0.059] AdvLoss:[0.315/0.326] Acc:[0.977/0.985] AdvAcc:[0.898/0.888] +Epoch:[ 23][250|469] Time:[0.249/0.232] Loss:[0.080/0.059] AdvLoss:[0.319/0.326] Acc:[0.984/0.985] AdvAcc:[0.891/0.888] +Epoch:[ 23][260|469] Time:[0.250/0.220] Loss:[0.034/0.058] AdvLoss:[0.239/0.326] Acc:[0.992/0.986] AdvAcc:[0.906/0.888] +Epoch:[ 23][270|469] Time:[0.233/0.223] Loss:[0.036/0.057] AdvLoss:[0.251/0.326] Acc:[0.992/0.986] AdvAcc:[0.914/0.888] +Epoch:[ 23][280|469] Time:[0.225/0.212] Loss:[0.078/0.057] AdvLoss:[0.452/0.325] Acc:[0.969/0.986] AdvAcc:[0.812/0.887] +Epoch:[ 23][290|469] Time:[0.237/0.203] Loss:[0.050/0.058] AdvLoss:[0.279/0.326] Acc:[0.992/0.986] AdvAcc:[0.898/0.887] +Epoch:[ 23][300|469] Time:[0.241/0.210] Loss:[0.077/0.058] AdvLoss:[0.415/0.328] Acc:[0.969/0.985] AdvAcc:[0.844/0.886] +Epoch:[ 23][310|469] Time:[0.240/0.224] Loss:[0.056/0.058] AdvLoss:[0.338/0.328] Acc:[0.984/0.985] AdvAcc:[0.898/0.886] +Epoch:[ 23][320|469] Time:[0.244/0.235] Loss:[0.020/0.058] AdvLoss:[0.169/0.329] Acc:[1.000/0.985] AdvAcc:[0.945/0.886] +Epoch:[ 23][330|469] Time:[0.234/0.206] Loss:[0.041/0.058] AdvLoss:[0.226/0.330] Acc:[0.992/0.985] AdvAcc:[0.953/0.886] +Epoch:[ 23][340|469] Time:[0.243/0.215] Loss:[0.075/0.058] AdvLoss:[0.278/0.329] Acc:[0.969/0.985] AdvAcc:[0.906/0.886] +Epoch:[ 23][350|469] Time:[0.247/0.237] Loss:[0.051/0.058] AdvLoss:[0.374/0.330] Acc:[1.000/0.985] AdvAcc:[0.867/0.886] +Epoch:[ 23][360|469] Time:[0.241/0.212] Loss:[0.040/0.057] AdvLoss:[0.269/0.329] Acc:[0.984/0.985] AdvAcc:[0.891/0.886] +Epoch:[ 23][370|469] Time:[0.240/0.216] Loss:[0.091/0.058] AdvLoss:[0.359/0.329] Acc:[0.977/0.985] AdvAcc:[0.867/0.886] +Epoch:[ 23][380|469] Time:[0.227/0.214] Loss:[0.043/0.057] AdvLoss:[0.297/0.329] Acc:[0.992/0.986] AdvAcc:[0.891/0.886] +Epoch:[ 23][390|469] Time:[0.232/0.206] Loss:[0.050/0.057] AdvLoss:[0.287/0.329] Acc:[0.992/0.986] AdvAcc:[0.906/0.886] +Epoch:[ 23][400|469] Time:[0.239/0.207] Loss:[0.030/0.057] AdvLoss:[0.264/0.328] Acc:[1.000/0.986] AdvAcc:[0.914/0.887] +Epoch:[ 23][410|469] Time:[0.231/0.204] Loss:[0.039/0.057] AdvLoss:[0.305/0.328] Acc:[0.992/0.986] AdvAcc:[0.898/0.886] +Epoch:[ 23][420|469] Time:[0.242/0.219] Loss:[0.053/0.056] AdvLoss:[0.323/0.328] Acc:[0.984/0.986] AdvAcc:[0.891/0.887] +Epoch:[ 23][430|469] Time:[0.228/0.209] Loss:[0.047/0.056] AdvLoss:[0.277/0.327] Acc:[0.984/0.986] AdvAcc:[0.914/0.887] +Epoch:[ 23][440|469] Time:[0.240/0.212] Loss:[0.099/0.056] AdvLoss:[0.431/0.328] Acc:[0.945/0.986] AdvAcc:[0.891/0.886] +Epoch:[ 23][450|469] Time:[0.267/0.257] Loss:[0.089/0.056] AdvLoss:[0.379/0.327] Acc:[0.961/0.985] AdvAcc:[0.867/0.886] +Epoch:[ 23][460|469] Time:[0.237/0.207] Loss:[0.033/0.056] AdvLoss:[0.277/0.326] Acc:[1.000/0.985] AdvAcc:[0.883/0.887] +Epoch:[ 24][ 10|469] Time:[0.234/0.211] Loss:[0.074/0.059] AdvLoss:[0.392/0.307] Acc:[0.977/0.984] AdvAcc:[0.875/0.890] +Epoch:[ 24][ 20|469] Time:[0.243/0.216] Loss:[0.045/0.048] AdvLoss:[0.240/0.300] Acc:[0.984/0.988] AdvAcc:[0.914/0.894] +Epoch:[ 24][ 30|469] Time:[0.237/0.205] Loss:[0.054/0.053] AdvLoss:[0.367/0.296] Acc:[0.984/0.986] AdvAcc:[0.875/0.896] +Epoch:[ 24][ 40|469] Time:[0.238/0.212] Loss:[0.063/0.050] AdvLoss:[0.400/0.300] Acc:[0.984/0.987] AdvAcc:[0.852/0.895] +Epoch:[ 24][ 50|469] Time:[0.222/0.206] Loss:[0.046/0.049] AdvLoss:[0.354/0.307] Acc:[0.992/0.988] AdvAcc:[0.844/0.893] +Epoch:[ 24][ 60|469] Time:[0.240/0.204] Loss:[0.071/0.058] AdvLoss:[0.329/0.313] Acc:[0.977/0.986] AdvAcc:[0.883/0.891] +Epoch:[ 24][ 70|469] Time:[0.236/0.214] Loss:[0.079/0.060] AdvLoss:[0.414/0.316] Acc:[0.992/0.987] AdvAcc:[0.844/0.890] +Epoch:[ 24][ 80|469] Time:[0.251/0.224] Loss:[0.036/0.057] AdvLoss:[0.224/0.312] Acc:[0.992/0.987] AdvAcc:[0.945/0.892] +Epoch:[ 24][ 90|469] Time:[0.246/0.233] Loss:[0.046/0.055] AdvLoss:[0.308/0.310] Acc:[0.984/0.987] AdvAcc:[0.891/0.892] +Epoch:[ 24][100|469] Time:[0.250/0.219] Loss:[0.043/0.055] AdvLoss:[0.344/0.313] Acc:[1.000/0.987] AdvAcc:[0.867/0.892] +Epoch:[ 24][110|469] Time:[0.262/0.229] Loss:[0.033/0.053] AdvLoss:[0.194/0.312] Acc:[0.992/0.988] AdvAcc:[0.953/0.893] +Epoch:[ 24][120|469] Time:[0.242/0.205] Loss:[0.098/0.056] AdvLoss:[0.417/0.314] Acc:[0.969/0.986] AdvAcc:[0.859/0.892] +Epoch:[ 24][130|469] Time:[0.238/0.204] Loss:[0.062/0.056] AdvLoss:[0.347/0.313] Acc:[0.984/0.986] AdvAcc:[0.859/0.892] +Epoch:[ 24][140|469] Time:[0.214/0.203] Loss:[0.062/0.056] AdvLoss:[0.328/0.315] Acc:[0.984/0.987] AdvAcc:[0.859/0.892] +Epoch:[ 24][150|469] Time:[0.237/0.205] Loss:[0.043/0.056] AdvLoss:[0.283/0.313] Acc:[0.992/0.987] AdvAcc:[0.906/0.892] +Epoch:[ 24][160|469] Time:[0.244/0.219] Loss:[0.040/0.057] AdvLoss:[0.268/0.314] Acc:[0.984/0.986] AdvAcc:[0.891/0.892] +Epoch:[ 24][170|469] Time:[0.222/0.199] Loss:[0.056/0.059] AdvLoss:[0.342/0.314] Acc:[0.984/0.985] AdvAcc:[0.867/0.892] +Epoch:[ 24][180|469] Time:[0.218/0.204] Loss:[0.036/0.060] AdvLoss:[0.239/0.315] Acc:[0.992/0.985] AdvAcc:[0.914/0.892] +Epoch:[ 24][190|469] Time:[0.243/0.209] Loss:[0.059/0.060] AdvLoss:[0.310/0.314] Acc:[0.984/0.985] AdvAcc:[0.914/0.892] +Epoch:[ 24][200|469] Time:[0.234/0.210] Loss:[0.078/0.060] AdvLoss:[0.407/0.313] Acc:[0.977/0.985] AdvAcc:[0.852/0.893] +Epoch:[ 24][210|469] Time:[0.242/0.213] Loss:[0.032/0.059] AdvLoss:[0.207/0.312] Acc:[0.992/0.985] AdvAcc:[0.930/0.893] +Epoch:[ 24][220|469] Time:[0.217/0.205] Loss:[0.075/0.059] AdvLoss:[0.418/0.312] Acc:[0.992/0.985] AdvAcc:[0.836/0.892] +Epoch:[ 24][230|469] Time:[0.238/0.208] Loss:[0.043/0.058] AdvLoss:[0.278/0.313] Acc:[0.984/0.986] AdvAcc:[0.906/0.892] +Epoch:[ 24][240|469] Time:[0.246/0.217] Loss:[0.044/0.058] AdvLoss:[0.254/0.313] Acc:[0.992/0.985] AdvAcc:[0.906/0.892] +Epoch:[ 24][250|469] Time:[0.223/0.203] Loss:[0.094/0.059] AdvLoss:[0.452/0.314] Acc:[0.977/0.985] AdvAcc:[0.828/0.892] +Epoch:[ 24][260|469] Time:[0.228/0.206] Loss:[0.055/0.058] AdvLoss:[0.301/0.313] Acc:[0.977/0.985] AdvAcc:[0.859/0.892] +Epoch:[ 24][270|469] Time:[0.244/0.213] Loss:[0.038/0.058] AdvLoss:[0.264/0.313] Acc:[1.000/0.985] AdvAcc:[0.883/0.892] +Epoch:[ 24][280|469] Time:[0.240/0.209] Loss:[0.095/0.060] AdvLoss:[0.484/0.313] Acc:[0.969/0.985] AdvAcc:[0.805/0.892] +Epoch:[ 24][290|469] Time:[0.232/0.205] Loss:[0.049/0.059] AdvLoss:[0.296/0.313] Acc:[0.992/0.985] AdvAcc:[0.898/0.892] +Epoch:[ 24][300|469] Time:[0.256/0.229] Loss:[0.034/0.059] AdvLoss:[0.222/0.312] Acc:[0.992/0.985] AdvAcc:[0.922/0.893] +Epoch:[ 24][310|469] Time:[0.240/0.210] Loss:[0.058/0.058] AdvLoss:[0.362/0.313] Acc:[0.992/0.986] AdvAcc:[0.867/0.892] +Epoch:[ 24][320|469] Time:[0.241/0.207] Loss:[0.031/0.058] AdvLoss:[0.243/0.313] Acc:[1.000/0.986] AdvAcc:[0.891/0.892] +Epoch:[ 24][330|469] Time:[0.248/0.222] Loss:[0.046/0.057] AdvLoss:[0.325/0.314] Acc:[0.992/0.986] AdvAcc:[0.883/0.892] +Epoch:[ 24][340|469] Time:[0.241/0.219] Loss:[0.047/0.058] AdvLoss:[0.305/0.313] Acc:[0.992/0.985] AdvAcc:[0.883/0.892] +Epoch:[ 24][350|469] Time:[0.233/0.217] Loss:[0.052/0.058] AdvLoss:[0.294/0.315] Acc:[0.984/0.985] AdvAcc:[0.898/0.892] +Epoch:[ 24][360|469] Time:[0.252/0.222] Loss:[0.043/0.058] AdvLoss:[0.314/0.314] Acc:[0.992/0.985] AdvAcc:[0.875/0.892] +Epoch:[ 24][370|469] Time:[0.234/0.209] Loss:[0.046/0.059] AdvLoss:[0.261/0.315] Acc:[0.992/0.985] AdvAcc:[0.914/0.892] +Epoch:[ 24][380|469] Time:[0.248/0.239] Loss:[0.034/0.059] AdvLoss:[0.241/0.315] Acc:[1.000/0.985] AdvAcc:[0.930/0.892] +Epoch:[ 24][390|469] Time:[0.248/0.222] Loss:[0.050/0.059] AdvLoss:[0.355/0.315] Acc:[0.992/0.985] AdvAcc:[0.820/0.891] +Epoch:[ 24][400|469] Time:[0.240/0.211] Loss:[0.051/0.058] AdvLoss:[0.301/0.314] Acc:[0.984/0.985] AdvAcc:[0.867/0.891] +Epoch:[ 24][410|469] Time:[0.222/0.213] Loss:[0.031/0.058] AdvLoss:[0.226/0.314] Acc:[0.992/0.985] AdvAcc:[0.914/0.891] +Epoch:[ 24][420|469] Time:[0.228/0.208] Loss:[0.044/0.057] AdvLoss:[0.298/0.313] Acc:[0.992/0.986] AdvAcc:[0.906/0.892] +Epoch:[ 24][430|469] Time:[0.243/0.211] Loss:[0.038/0.057] AdvLoss:[0.234/0.313] Acc:[0.992/0.986] AdvAcc:[0.906/0.892] +Epoch:[ 24][440|469] Time:[0.246/0.218] Loss:[0.050/0.057] AdvLoss:[0.294/0.313] Acc:[0.984/0.985] AdvAcc:[0.891/0.892] +Epoch:[ 24][450|469] Time:[0.230/0.215] Loss:[0.046/0.057] AdvLoss:[0.263/0.312] Acc:[0.992/0.986] AdvAcc:[0.914/0.892] +Epoch:[ 24][460|469] Time:[0.246/0.214] Loss:[0.087/0.057] AdvLoss:[0.323/0.313] Acc:[0.969/0.986] AdvAcc:[0.898/0.892] +epoch 24 evaluated +natural accuracy: 0.9832 +adversarial accuracy: 0.8894 +Epoch:[ 25][ 10|469] Time:[0.220/0.205] Loss:[0.045/0.063] AdvLoss:[0.264/0.297] Acc:[0.984/0.984] AdvAcc:[0.898/0.890] +Epoch:[ 25][ 20|469] Time:[0.242/0.209] Loss:[0.059/0.053] AdvLoss:[0.294/0.307] Acc:[0.992/0.990] AdvAcc:[0.914/0.890] +Epoch:[ 25][ 30|469] Time:[0.222/0.207] Loss:[0.071/0.053] AdvLoss:[0.376/0.312] Acc:[0.984/0.991] AdvAcc:[0.852/0.886] +Epoch:[ 25][ 40|469] Time:[0.249/0.218] Loss:[0.087/0.055] AdvLoss:[0.352/0.304] Acc:[0.969/0.989] AdvAcc:[0.891/0.892] +Epoch:[ 25][ 50|469] Time:[0.248/0.217] Loss:[0.072/0.054] AdvLoss:[0.345/0.305] Acc:[0.977/0.988] AdvAcc:[0.859/0.891] +Epoch:[ 25][ 60|469] Time:[0.231/0.219] Loss:[0.069/0.054] AdvLoss:[0.308/0.301] Acc:[0.984/0.988] AdvAcc:[0.906/0.893] +Epoch:[ 25][ 70|469] Time:[0.238/0.228] Loss:[0.128/0.062] AdvLoss:[0.450/0.308] Acc:[0.961/0.985] AdvAcc:[0.859/0.892] +Epoch:[ 25][ 80|469] Time:[0.233/0.216] Loss:[0.064/0.060] AdvLoss:[0.382/0.308] Acc:[0.984/0.985] AdvAcc:[0.875/0.893] +Epoch:[ 25][ 90|469] Time:[0.236/0.206] Loss:[0.047/0.062] AdvLoss:[0.248/0.311] Acc:[0.984/0.984] AdvAcc:[0.914/0.891] +Epoch:[ 25][100|469] Time:[0.241/0.213] Loss:[0.041/0.060] AdvLoss:[0.288/0.309] Acc:[0.992/0.984] AdvAcc:[0.898/0.893] +Epoch:[ 25][110|469] Time:[0.237/0.208] Loss:[0.080/0.062] AdvLoss:[0.306/0.310] Acc:[0.984/0.984] AdvAcc:[0.914/0.892] +Epoch:[ 25][120|469] Time:[0.235/0.225] Loss:[0.057/0.061] AdvLoss:[0.362/0.310] Acc:[0.984/0.984] AdvAcc:[0.852/0.893] +Epoch:[ 25][130|469] Time:[0.238/0.226] Loss:[0.080/0.062] AdvLoss:[0.393/0.309] Acc:[0.969/0.984] AdvAcc:[0.852/0.892] +Epoch:[ 25][140|469] Time:[0.233/0.206] Loss:[0.120/0.064] AdvLoss:[0.383/0.309] Acc:[0.961/0.983] AdvAcc:[0.898/0.892] +Epoch:[ 25][150|469] Time:[0.243/0.215] Loss:[0.049/0.065] AdvLoss:[0.343/0.308] Acc:[0.992/0.983] AdvAcc:[0.875/0.892] +Epoch:[ 25][160|469] Time:[0.232/0.209] Loss:[0.064/0.064] AdvLoss:[0.348/0.308] Acc:[0.984/0.983] AdvAcc:[0.875/0.893] +Epoch:[ 25][170|469] Time:[0.216/0.207] Loss:[0.064/0.063] AdvLoss:[0.312/0.308] Acc:[0.977/0.983] AdvAcc:[0.867/0.893] +Epoch:[ 25][180|469] Time:[0.230/0.207] Loss:[0.023/0.064] AdvLoss:[0.202/0.307] Acc:[1.000/0.983] AdvAcc:[0.938/0.893] +Epoch:[ 25][190|469] Time:[0.257/0.231] Loss:[0.045/0.063] AdvLoss:[0.243/0.307] Acc:[0.992/0.983] AdvAcc:[0.922/0.893] +Epoch:[ 25][200|469] Time:[0.228/0.216] Loss:[0.052/0.062] AdvLoss:[0.312/0.305] Acc:[0.984/0.983] AdvAcc:[0.883/0.894] +Epoch:[ 25][210|469] Time:[0.245/0.214] Loss:[0.069/0.062] AdvLoss:[0.365/0.305] Acc:[0.977/0.983] AdvAcc:[0.859/0.894] +Epoch:[ 25][220|469] Time:[0.248/0.219] Loss:[0.054/0.062] AdvLoss:[0.287/0.305] Acc:[0.969/0.982] AdvAcc:[0.914/0.895] +Epoch:[ 25][230|469] Time:[0.221/0.208] Loss:[0.071/0.062] AdvLoss:[0.363/0.303] Acc:[0.984/0.983] AdvAcc:[0.844/0.896] +Epoch:[ 25][240|469] Time:[0.234/0.212] Loss:[0.041/0.062] AdvLoss:[0.281/0.302] Acc:[0.984/0.982] AdvAcc:[0.898/0.896] +Epoch:[ 25][250|469] Time:[0.252/0.242] Loss:[0.046/0.061] AdvLoss:[0.333/0.301] Acc:[0.992/0.983] AdvAcc:[0.875/0.896] +Epoch:[ 25][260|469] Time:[0.244/0.217] Loss:[0.055/0.061] AdvLoss:[0.271/0.301] Acc:[0.969/0.983] AdvAcc:[0.922/0.896] +Epoch:[ 25][270|469] Time:[0.239/0.214] Loss:[0.043/0.060] AdvLoss:[0.252/0.302] Acc:[0.992/0.982] AdvAcc:[0.914/0.896] +Epoch:[ 25][280|469] Time:[0.218/0.204] Loss:[0.091/0.061] AdvLoss:[0.360/0.303] Acc:[0.969/0.982] AdvAcc:[0.883/0.896] +Epoch:[ 25][290|469] Time:[0.238/0.204] Loss:[0.045/0.061] AdvLoss:[0.268/0.303] Acc:[0.984/0.982] AdvAcc:[0.891/0.896] +Epoch:[ 25][300|469] Time:[0.242/0.210] Loss:[0.057/0.061] AdvLoss:[0.344/0.303] Acc:[0.992/0.982] AdvAcc:[0.875/0.896] +Epoch:[ 25][310|469] Time:[0.245/0.221] Loss:[0.029/0.061] AdvLoss:[0.234/0.303] Acc:[1.000/0.983] AdvAcc:[0.930/0.896] +Epoch:[ 25][320|469] Time:[0.234/0.204] Loss:[0.092/0.061] AdvLoss:[0.346/0.303] Acc:[0.977/0.982] AdvAcc:[0.906/0.896] +Epoch:[ 25][330|469] Time:[0.235/0.210] Loss:[0.067/0.061] AdvLoss:[0.320/0.303] Acc:[0.977/0.982] AdvAcc:[0.891/0.896] +Epoch:[ 25][340|469] Time:[0.225/0.205] Loss:[0.058/0.061] AdvLoss:[0.316/0.303] Acc:[0.984/0.983] AdvAcc:[0.883/0.896] +Epoch:[ 25][350|469] Time:[0.236/0.207] Loss:[0.100/0.062] AdvLoss:[0.379/0.303] Acc:[0.969/0.982] AdvAcc:[0.875/0.896] +Epoch:[ 25][360|469] Time:[0.234/0.206] Loss:[0.041/0.062] AdvLoss:[0.289/0.303] Acc:[1.000/0.983] AdvAcc:[0.867/0.896] +Epoch:[ 25][370|469] Time:[0.237/0.212] Loss:[0.041/0.061] AdvLoss:[0.293/0.304] Acc:[0.992/0.983] AdvAcc:[0.867/0.895] +Epoch:[ 25][380|469] Time:[0.259/0.237] Loss:[0.104/0.062] AdvLoss:[0.331/0.305] Acc:[0.953/0.983] AdvAcc:[0.906/0.895] +Epoch:[ 25][390|469] Time:[0.222/0.212] Loss:[0.076/0.062] AdvLoss:[0.294/0.305] Acc:[0.969/0.982] AdvAcc:[0.898/0.895] +Epoch:[ 25][400|469] Time:[0.255/0.221] Loss:[0.075/0.062] AdvLoss:[0.370/0.305] Acc:[0.977/0.982] AdvAcc:[0.898/0.895] +Epoch:[ 25][410|469] Time:[0.241/0.212] Loss:[0.034/0.062] AdvLoss:[0.280/0.304] Acc:[0.992/0.983] AdvAcc:[0.883/0.895] +Epoch:[ 25][420|469] Time:[0.235/0.201] Loss:[0.045/0.061] AdvLoss:[0.254/0.304] Acc:[0.984/0.983] AdvAcc:[0.922/0.895] +Epoch:[ 25][430|469] Time:[0.240/0.216] Loss:[0.039/0.061] AdvLoss:[0.260/0.303] Acc:[0.992/0.983] AdvAcc:[0.922/0.896] +Epoch:[ 25][440|469] Time:[0.243/0.210] Loss:[0.030/0.061] AdvLoss:[0.247/0.303] Acc:[1.000/0.983] AdvAcc:[0.898/0.896] +Epoch:[ 25][450|469] Time:[0.232/0.210] Loss:[0.055/0.061] AdvLoss:[0.259/0.303] Acc:[0.992/0.983] AdvAcc:[0.906/0.896] +Epoch:[ 25][460|469] Time:[0.237/0.207] Loss:[0.031/0.060] AdvLoss:[0.253/0.303] Acc:[0.992/0.983] AdvAcc:[0.914/0.896] +Epoch:[ 26][ 10|469] Time:[0.233/0.204] Loss:[0.088/0.066] AdvLoss:[0.334/0.280] Acc:[0.969/0.980] AdvAcc:[0.867/0.903] +Epoch:[ 26][ 20|469] Time:[0.234/0.214] Loss:[0.032/0.050] AdvLoss:[0.212/0.282] Acc:[0.992/0.986] AdvAcc:[0.930/0.901] +Epoch:[ 26][ 30|469] Time:[0.230/0.220] Loss:[0.030/0.047] AdvLoss:[0.249/0.281] Acc:[1.000/0.988] AdvAcc:[0.914/0.903] +Epoch:[ 26][ 40|469] Time:[0.227/0.211] Loss:[0.051/0.047] AdvLoss:[0.323/0.283] Acc:[0.984/0.987] AdvAcc:[0.898/0.902] +Epoch:[ 26][ 50|469] Time:[0.237/0.216] Loss:[0.045/0.046] AdvLoss:[0.299/0.285] Acc:[0.992/0.988] AdvAcc:[0.906/0.902] +Epoch:[ 26][ 60|469] Time:[0.232/0.207] Loss:[0.061/0.047] AdvLoss:[0.312/0.286] Acc:[0.992/0.987] AdvAcc:[0.852/0.901] +Epoch:[ 26][ 70|469] Time:[0.238/0.210] Loss:[0.033/0.045] AdvLoss:[0.258/0.285] Acc:[1.000/0.988] AdvAcc:[0.883/0.901] +Epoch:[ 26][ 80|469] Time:[0.237/0.215] Loss:[0.114/0.049] AdvLoss:[0.439/0.291] Acc:[0.969/0.987] AdvAcc:[0.852/0.899] +Epoch:[ 26][ 90|469] Time:[0.234/0.204] Loss:[0.033/0.048] AdvLoss:[0.228/0.289] Acc:[0.992/0.987] AdvAcc:[0.906/0.899] +Epoch:[ 26][100|469] Time:[0.236/0.204] Loss:[0.034/0.051] AdvLoss:[0.210/0.292] Acc:[1.000/0.986] AdvAcc:[0.914/0.899] +Epoch:[ 26][110|469] Time:[0.231/0.202] Loss:[0.083/0.053] AdvLoss:[0.383/0.293] Acc:[0.969/0.985] AdvAcc:[0.883/0.899] +Epoch:[ 26][120|469] Time:[0.233/0.212] Loss:[0.020/0.050] AdvLoss:[0.212/0.292] Acc:[1.000/0.987] AdvAcc:[0.914/0.900] +Epoch:[ 26][130|469] Time:[0.251/0.222] Loss:[0.040/0.050] AdvLoss:[0.315/0.295] Acc:[1.000/0.987] AdvAcc:[0.891/0.899] +Epoch:[ 26][140|469] Time:[0.229/0.218] Loss:[0.060/0.050] AdvLoss:[0.313/0.295] Acc:[0.977/0.987] AdvAcc:[0.891/0.899] +Epoch:[ 26][150|469] Time:[0.234/0.220] Loss:[0.025/0.050] AdvLoss:[0.247/0.297] Acc:[1.000/0.987] AdvAcc:[0.906/0.898] +Epoch:[ 26][160|469] Time:[0.224/0.209] Loss:[0.033/0.049] AdvLoss:[0.221/0.298] Acc:[1.000/0.988] AdvAcc:[0.930/0.898] +Epoch:[ 26][170|469] Time:[0.238/0.206] Loss:[0.102/0.050] AdvLoss:[0.450/0.297] Acc:[0.945/0.986] AdvAcc:[0.852/0.899] +Epoch:[ 26][180|469] Time:[0.238/0.228] Loss:[0.056/0.051] AdvLoss:[0.241/0.297] Acc:[0.984/0.986] AdvAcc:[0.922/0.899] +Epoch:[ 26][190|469] Time:[0.222/0.212] Loss:[0.025/0.050] AdvLoss:[0.215/0.296] Acc:[1.000/0.987] AdvAcc:[0.930/0.899] +Epoch:[ 26][200|469] Time:[0.229/0.212] Loss:[0.048/0.051] AdvLoss:[0.236/0.296] Acc:[0.977/0.986] AdvAcc:[0.945/0.899] +Epoch:[ 26][210|469] Time:[0.230/0.211] Loss:[0.050/0.051] AdvLoss:[0.299/0.295] Acc:[0.984/0.986] AdvAcc:[0.859/0.900] +Epoch:[ 26][220|469] Time:[0.229/0.205] Loss:[0.119/0.053] AdvLoss:[0.426/0.294] Acc:[0.977/0.985] AdvAcc:[0.859/0.900] +Epoch:[ 26][230|469] Time:[0.228/0.219] Loss:[0.071/0.053] AdvLoss:[0.299/0.295] Acc:[0.977/0.985] AdvAcc:[0.914/0.900] +Epoch:[ 26][240|469] Time:[0.237/0.215] Loss:[0.048/0.053] AdvLoss:[0.261/0.294] Acc:[0.977/0.985] AdvAcc:[0.922/0.900] +Epoch:[ 26][250|469] Time:[0.236/0.203] Loss:[0.043/0.053] AdvLoss:[0.282/0.295] Acc:[1.000/0.985] AdvAcc:[0.914/0.900] +Epoch:[ 26][260|469] Time:[0.246/0.214] Loss:[0.051/0.053] AdvLoss:[0.255/0.295] Acc:[0.984/0.986] AdvAcc:[0.898/0.900] +Epoch:[ 26][270|469] Time:[0.246/0.218] Loss:[0.028/0.051] AdvLoss:[0.199/0.294] Acc:[1.000/0.986] AdvAcc:[0.945/0.900] +Epoch:[ 26][280|469] Time:[0.234/0.216] Loss:[0.035/0.051] AdvLoss:[0.233/0.295] Acc:[0.992/0.986] AdvAcc:[0.922/0.900] +Epoch:[ 26][290|469] Time:[0.246/0.220] Loss:[0.043/0.051] AdvLoss:[0.260/0.295] Acc:[1.000/0.987] AdvAcc:[0.906/0.900] +Epoch:[ 26][300|469] Time:[0.242/0.210] Loss:[0.063/0.051] AdvLoss:[0.353/0.296] Acc:[0.984/0.987] AdvAcc:[0.844/0.899] +Epoch:[ 26][310|469] Time:[0.239/0.229] Loss:[0.042/0.051] AdvLoss:[0.239/0.296] Acc:[0.992/0.987] AdvAcc:[0.922/0.899] +Epoch:[ 26][320|469] Time:[0.234/0.204] Loss:[0.028/0.051] AdvLoss:[0.206/0.296] Acc:[0.992/0.987] AdvAcc:[0.914/0.899] +Epoch:[ 26][330|469] Time:[0.244/0.212] Loss:[0.071/0.051] AdvLoss:[0.257/0.294] Acc:[0.984/0.987] AdvAcc:[0.938/0.899] +Epoch:[ 26][340|469] Time:[0.227/0.205] Loss:[0.059/0.051] AdvLoss:[0.342/0.295] Acc:[0.977/0.987] AdvAcc:[0.867/0.899] +Epoch:[ 26][350|469] Time:[0.239/0.220] Loss:[0.056/0.051] AdvLoss:[0.275/0.294] Acc:[0.984/0.987] AdvAcc:[0.906/0.900] +Epoch:[ 26][360|469] Time:[0.240/0.210] Loss:[0.051/0.051] AdvLoss:[0.300/0.293] Acc:[0.992/0.987] AdvAcc:[0.898/0.900] +Epoch:[ 26][370|469] Time:[0.228/0.213] Loss:[0.045/0.051] AdvLoss:[0.259/0.293] Acc:[0.992/0.987] AdvAcc:[0.922/0.900] +Epoch:[ 26][380|469] Time:[0.238/0.214] Loss:[0.034/0.051] AdvLoss:[0.202/0.293] Acc:[0.992/0.987] AdvAcc:[0.953/0.900] +Epoch:[ 26][390|469] Time:[0.244/0.215] Loss:[0.058/0.051] AdvLoss:[0.336/0.294] Acc:[0.984/0.987] AdvAcc:[0.883/0.899] +Epoch:[ 26][400|469] Time:[0.238/0.213] Loss:[0.062/0.051] AdvLoss:[0.290/0.294] Acc:[0.984/0.987] AdvAcc:[0.898/0.900] +Epoch:[ 26][410|469] Time:[0.234/0.199] Loss:[0.143/0.052] AdvLoss:[0.391/0.293] Acc:[0.969/0.987] AdvAcc:[0.906/0.900] +Epoch:[ 26][420|469] Time:[0.240/0.209] Loss:[0.061/0.052] AdvLoss:[0.391/0.293] Acc:[0.992/0.987] AdvAcc:[0.844/0.900] +Epoch:[ 26][430|469] Time:[0.241/0.217] Loss:[0.047/0.052] AdvLoss:[0.276/0.294] Acc:[0.992/0.986] AdvAcc:[0.914/0.899] +Epoch:[ 26][440|469] Time:[0.290/0.274] Loss:[0.043/0.053] AdvLoss:[0.287/0.294] Acc:[1.000/0.986] AdvAcc:[0.906/0.899] +Epoch:[ 26][450|469] Time:[0.236/0.205] Loss:[0.110/0.054] AdvLoss:[0.349/0.295] Acc:[0.961/0.986] AdvAcc:[0.906/0.899] +Epoch:[ 26][460|469] Time:[0.228/0.201] Loss:[0.062/0.054] AdvLoss:[0.321/0.294] Acc:[0.984/0.986] AdvAcc:[0.875/0.899] +Epoch:[ 27][ 10|469] Time:[0.226/0.210] Loss:[0.043/0.056] AdvLoss:[0.269/0.282] Acc:[0.984/0.980] AdvAcc:[0.906/0.898] +Epoch:[ 27][ 20|469] Time:[0.236/0.208] Loss:[0.046/0.048] AdvLoss:[0.289/0.287] Acc:[0.992/0.988] AdvAcc:[0.914/0.904] +Epoch:[ 27][ 30|469] Time:[0.238/0.210] Loss:[0.038/0.045] AdvLoss:[0.281/0.281] Acc:[0.984/0.988] AdvAcc:[0.883/0.902] +Epoch:[ 27][ 40|469] Time:[0.236/0.207] Loss:[0.107/0.052] AdvLoss:[0.416/0.285] Acc:[0.969/0.986] AdvAcc:[0.914/0.900] +Epoch:[ 27][ 50|469] Time:[0.261/0.226] Loss:[0.028/0.050] AdvLoss:[0.227/0.280] Acc:[1.000/0.987] AdvAcc:[0.914/0.904] +Epoch:[ 27][ 60|469] Time:[0.243/0.218] Loss:[0.048/0.052] AdvLoss:[0.277/0.281] Acc:[0.984/0.986] AdvAcc:[0.914/0.902] +Epoch:[ 27][ 70|469] Time:[0.232/0.203] Loss:[0.082/0.053] AdvLoss:[0.362/0.281] Acc:[0.984/0.986] AdvAcc:[0.883/0.903] +Epoch:[ 27][ 80|469] Time:[0.215/0.205] Loss:[0.040/0.053] AdvLoss:[0.286/0.284] Acc:[0.992/0.986] AdvAcc:[0.859/0.902] +Epoch:[ 27][ 90|469] Time:[0.245/0.218] Loss:[0.046/0.053] AdvLoss:[0.310/0.284] Acc:[0.984/0.986] AdvAcc:[0.906/0.903] +Epoch:[ 27][100|469] Time:[0.248/0.215] Loss:[0.038/0.052] AdvLoss:[0.208/0.284] Acc:[0.992/0.986] AdvAcc:[0.922/0.903] +Epoch:[ 27][110|469] Time:[0.234/0.212] Loss:[0.098/0.054] AdvLoss:[0.374/0.285] Acc:[0.969/0.985] AdvAcc:[0.883/0.902] +Epoch:[ 27][120|469] Time:[0.249/0.217] Loss:[0.097/0.056] AdvLoss:[0.399/0.285] Acc:[0.953/0.984] AdvAcc:[0.891/0.902] +Epoch:[ 27][130|469] Time:[0.234/0.205] Loss:[0.071/0.056] AdvLoss:[0.322/0.287] Acc:[0.969/0.983] AdvAcc:[0.898/0.901] +Epoch:[ 27][140|469] Time:[0.235/0.213] Loss:[0.056/0.055] AdvLoss:[0.305/0.286] Acc:[0.977/0.984] AdvAcc:[0.891/0.901] +Epoch:[ 27][150|469] Time:[0.242/0.221] Loss:[0.090/0.056] AdvLoss:[0.339/0.286] Acc:[0.961/0.983] AdvAcc:[0.883/0.902] +Epoch:[ 27][160|469] Time:[0.223/0.207] Loss:[0.034/0.055] AdvLoss:[0.182/0.286] Acc:[0.992/0.984] AdvAcc:[0.930/0.902] +Epoch:[ 27][170|469] Time:[0.236/0.209] Loss:[0.030/0.054] AdvLoss:[0.230/0.286] Acc:[1.000/0.984] AdvAcc:[0.914/0.902] +Epoch:[ 27][180|469] Time:[0.217/0.209] Loss:[0.031/0.054] AdvLoss:[0.228/0.286] Acc:[0.992/0.984] AdvAcc:[0.930/0.902] +Epoch:[ 27][190|469] Time:[0.225/0.211] Loss:[0.027/0.054] AdvLoss:[0.217/0.285] Acc:[1.000/0.984] AdvAcc:[0.914/0.902] +Epoch:[ 27][200|469] Time:[0.235/0.217] Loss:[0.123/0.056] AdvLoss:[0.415/0.287] Acc:[0.953/0.983] AdvAcc:[0.875/0.902] +Epoch:[ 27][210|469] Time:[0.229/0.214] Loss:[0.069/0.056] AdvLoss:[0.300/0.286] Acc:[0.984/0.983] AdvAcc:[0.898/0.902] +Epoch:[ 27][220|469] Time:[0.222/0.207] Loss:[0.039/0.056] AdvLoss:[0.232/0.285] Acc:[0.992/0.983] AdvAcc:[0.922/0.902] +Epoch:[ 27][230|469] Time:[0.225/0.204] Loss:[0.048/0.055] AdvLoss:[0.302/0.286] Acc:[0.992/0.984] AdvAcc:[0.883/0.901] +Epoch:[ 27][240|469] Time:[0.238/0.229] Loss:[0.072/0.056] AdvLoss:[0.355/0.287] Acc:[0.977/0.983] AdvAcc:[0.875/0.901] +Epoch:[ 27][250|469] Time:[0.230/0.200] Loss:[0.059/0.055] AdvLoss:[0.321/0.286] Acc:[0.984/0.984] AdvAcc:[0.883/0.901] +Epoch:[ 27][260|469] Time:[0.241/0.215] Loss:[0.075/0.056] AdvLoss:[0.275/0.286] Acc:[0.992/0.984] AdvAcc:[0.898/0.901] +Epoch:[ 27][270|469] Time:[0.229/0.217] Loss:[0.087/0.057] AdvLoss:[0.393/0.287] Acc:[0.969/0.983] AdvAcc:[0.875/0.901] +Epoch:[ 27][280|469] Time:[0.225/0.206] Loss:[0.046/0.056] AdvLoss:[0.271/0.287] Acc:[0.984/0.984] AdvAcc:[0.906/0.901] +Epoch:[ 27][290|469] Time:[0.237/0.215] Loss:[0.039/0.056] AdvLoss:[0.273/0.287] Acc:[0.992/0.984] AdvAcc:[0.898/0.901] +Epoch:[ 27][300|469] Time:[0.230/0.215] Loss:[0.039/0.056] AdvLoss:[0.238/0.287] Acc:[0.992/0.984] AdvAcc:[0.922/0.901] +Epoch:[ 27][310|469] Time:[0.229/0.213] Loss:[0.069/0.056] AdvLoss:[0.319/0.288] Acc:[0.984/0.984] AdvAcc:[0.891/0.901] +Epoch:[ 27][320|469] Time:[0.238/0.217] Loss:[0.056/0.056] AdvLoss:[0.268/0.288] Acc:[0.977/0.983] AdvAcc:[0.914/0.901] +Epoch:[ 27][330|469] Time:[0.224/0.206] Loss:[0.062/0.056] AdvLoss:[0.365/0.288] Acc:[0.984/0.984] AdvAcc:[0.859/0.901] +Epoch:[ 27][340|469] Time:[0.235/0.206] Loss:[0.032/0.055] AdvLoss:[0.206/0.287] Acc:[0.984/0.984] AdvAcc:[0.930/0.901] +Epoch:[ 27][350|469] Time:[0.227/0.210] Loss:[0.082/0.056] AdvLoss:[0.349/0.287] Acc:[0.969/0.983] AdvAcc:[0.898/0.901] +Epoch:[ 27][360|469] Time:[0.247/0.214] Loss:[0.042/0.056] AdvLoss:[0.239/0.287] Acc:[0.992/0.983] AdvAcc:[0.914/0.901] +Epoch:[ 27][370|469] Time:[0.242/0.227] Loss:[0.066/0.057] AdvLoss:[0.315/0.288] Acc:[0.992/0.983] AdvAcc:[0.906/0.901] +Epoch:[ 27][380|469] Time:[0.246/0.211] Loss:[0.044/0.056] AdvLoss:[0.265/0.288] Acc:[0.984/0.983] AdvAcc:[0.906/0.901] +Epoch:[ 27][390|469] Time:[0.242/0.226] Loss:[0.062/0.056] AdvLoss:[0.331/0.288] Acc:[0.984/0.983] AdvAcc:[0.883/0.901] +Epoch:[ 27][400|469] Time:[0.231/0.213] Loss:[0.045/0.056] AdvLoss:[0.262/0.287] Acc:[0.984/0.983] AdvAcc:[0.922/0.901] +Epoch:[ 27][410|469] Time:[0.225/0.210] Loss:[0.051/0.056] AdvLoss:[0.233/0.286] Acc:[0.992/0.984] AdvAcc:[0.930/0.902] +Epoch:[ 27][420|469] Time:[0.229/0.207] Loss:[0.108/0.057] AdvLoss:[0.412/0.286] Acc:[0.945/0.983] AdvAcc:[0.859/0.902] +Epoch:[ 27][430|469] Time:[0.232/0.211] Loss:[0.030/0.056] AdvLoss:[0.231/0.287] Acc:[1.000/0.983] AdvAcc:[0.898/0.901] +Epoch:[ 27][440|469] Time:[0.249/0.219] Loss:[0.043/0.056] AdvLoss:[0.268/0.286] Acc:[0.992/0.983] AdvAcc:[0.891/0.902] +Epoch:[ 27][450|469] Time:[0.242/0.212] Loss:[0.047/0.056] AdvLoss:[0.306/0.287] Acc:[0.984/0.984] AdvAcc:[0.906/0.902] +Epoch:[ 27][460|469] Time:[0.229/0.201] Loss:[0.060/0.056] AdvLoss:[0.350/0.287] Acc:[0.984/0.984] AdvAcc:[0.859/0.901] +Epoch:[ 28][ 10|469] Time:[0.239/0.211] Loss:[0.086/0.074] AdvLoss:[0.377/0.306] Acc:[0.969/0.973] AdvAcc:[0.883/0.890] +Epoch:[ 28][ 20|469] Time:[0.237/0.215] Loss:[0.042/0.063] AdvLoss:[0.227/0.286] Acc:[0.992/0.980] AdvAcc:[0.914/0.902] +Epoch:[ 28][ 30|469] Time:[0.292/0.257] Loss:[0.146/0.074] AdvLoss:[0.349/0.288] Acc:[0.969/0.979] AdvAcc:[0.906/0.901] +Epoch:[ 28][ 40|469] Time:[0.257/0.227] Loss:[0.050/0.064] AdvLoss:[0.270/0.279] Acc:[0.992/0.983] AdvAcc:[0.914/0.906] +Epoch:[ 28][ 50|469] Time:[0.220/0.206] Loss:[0.072/0.061] AdvLoss:[0.281/0.280] Acc:[0.977/0.984] AdvAcc:[0.906/0.906] +Epoch:[ 28][ 60|469] Time:[0.229/0.207] Loss:[0.057/0.060] AdvLoss:[0.237/0.279] Acc:[0.977/0.984] AdvAcc:[0.922/0.906] +Epoch:[ 28][ 70|469] Time:[0.250/0.218] Loss:[0.037/0.060] AdvLoss:[0.261/0.282] Acc:[0.992/0.984] AdvAcc:[0.898/0.905] +Epoch:[ 28][ 80|469] Time:[0.254/0.219] Loss:[0.071/0.062] AdvLoss:[0.382/0.282] Acc:[0.969/0.982] AdvAcc:[0.875/0.905] +Epoch:[ 28][ 90|469] Time:[0.233/0.207] Loss:[0.022/0.059] AdvLoss:[0.192/0.280] Acc:[1.000/0.984] AdvAcc:[0.945/0.905] +Epoch:[ 28][100|469] Time:[0.245/0.213] Loss:[0.024/0.058] AdvLoss:[0.203/0.279] Acc:[1.000/0.984] AdvAcc:[0.922/0.907] +Epoch:[ 28][110|469] Time:[0.227/0.204] Loss:[0.111/0.062] AdvLoss:[0.391/0.280] Acc:[0.977/0.983] AdvAcc:[0.891/0.907] +Epoch:[ 28][120|469] Time:[0.235/0.206] Loss:[0.040/0.061] AdvLoss:[0.284/0.282] Acc:[0.992/0.984] AdvAcc:[0.898/0.906] +Epoch:[ 28][130|469] Time:[0.260/0.235] Loss:[0.044/0.060] AdvLoss:[0.282/0.282] Acc:[0.992/0.984] AdvAcc:[0.922/0.905] +Epoch:[ 28][140|469] Time:[0.238/0.210] Loss:[0.048/0.060] AdvLoss:[0.308/0.281] Acc:[0.992/0.985] AdvAcc:[0.883/0.906] +Epoch:[ 28][150|469] Time:[0.243/0.208] Loss:[0.058/0.060] AdvLoss:[0.260/0.283] Acc:[0.984/0.984] AdvAcc:[0.891/0.905] +Epoch:[ 28][160|469] Time:[0.238/0.207] Loss:[0.053/0.061] AdvLoss:[0.320/0.285] Acc:[0.984/0.984] AdvAcc:[0.891/0.904] +Epoch:[ 28][170|469] Time:[0.232/0.207] Loss:[0.036/0.059] AdvLoss:[0.216/0.285] Acc:[1.000/0.984] AdvAcc:[0.914/0.904] +Epoch:[ 28][180|469] Time:[0.232/0.207] Loss:[0.069/0.060] AdvLoss:[0.342/0.285] Acc:[0.969/0.984] AdvAcc:[0.875/0.904] +Epoch:[ 28][190|469] Time:[0.236/0.208] Loss:[0.020/0.058] AdvLoss:[0.178/0.283] Acc:[1.000/0.984] AdvAcc:[0.938/0.904] +Epoch:[ 28][200|469] Time:[0.231/0.204] Loss:[0.012/0.057] AdvLoss:[0.150/0.281] Acc:[1.000/0.985] AdvAcc:[0.969/0.905] +Epoch:[ 28][210|469] Time:[0.214/0.204] Loss:[0.083/0.058] AdvLoss:[0.312/0.281] Acc:[0.961/0.984] AdvAcc:[0.914/0.905] +Epoch:[ 28][220|469] Time:[0.227/0.210] Loss:[0.024/0.059] AdvLoss:[0.213/0.281] Acc:[1.000/0.984] AdvAcc:[0.930/0.905] +Epoch:[ 28][230|469] Time:[0.242/0.212] Loss:[0.038/0.058] AdvLoss:[0.265/0.282] Acc:[1.000/0.985] AdvAcc:[0.914/0.904] +Epoch:[ 28][240|469] Time:[0.235/0.215] Loss:[0.042/0.057] AdvLoss:[0.292/0.283] Acc:[1.000/0.985] AdvAcc:[0.898/0.904] +Epoch:[ 28][250|469] Time:[0.226/0.213] Loss:[0.051/0.057] AdvLoss:[0.257/0.282] Acc:[0.984/0.985] AdvAcc:[0.898/0.904] +Epoch:[ 28][260|469] Time:[0.235/0.207] Loss:[0.063/0.058] AdvLoss:[0.346/0.282] Acc:[0.977/0.984] AdvAcc:[0.891/0.904] +Epoch:[ 28][270|469] Time:[0.218/0.207] Loss:[0.065/0.058] AdvLoss:[0.328/0.283] Acc:[0.977/0.984] AdvAcc:[0.898/0.904] +Epoch:[ 28][280|469] Time:[0.239/0.204] Loss:[0.021/0.058] AdvLoss:[0.176/0.283] Acc:[1.000/0.984] AdvAcc:[0.969/0.904] +Epoch:[ 28][290|469] Time:[0.241/0.209] Loss:[0.041/0.057] AdvLoss:[0.195/0.281] Acc:[0.992/0.984] AdvAcc:[0.938/0.904] +Epoch:[ 28][300|469] Time:[0.223/0.213] Loss:[0.082/0.058] AdvLoss:[0.339/0.283] Acc:[0.969/0.984] AdvAcc:[0.906/0.904] +Epoch:[ 28][310|469] Time:[0.238/0.206] Loss:[0.087/0.058] AdvLoss:[0.331/0.282] Acc:[0.969/0.984] AdvAcc:[0.875/0.904] +Epoch:[ 28][320|469] Time:[0.235/0.215] Loss:[0.056/0.058] AdvLoss:[0.363/0.282] Acc:[0.992/0.984] AdvAcc:[0.867/0.904] +Epoch:[ 28][330|469] Time:[0.223/0.207] Loss:[0.047/0.058] AdvLoss:[0.216/0.282] Acc:[0.977/0.984] AdvAcc:[0.945/0.904] +Epoch:[ 28][340|469] Time:[0.242/0.233] Loss:[0.044/0.058] AdvLoss:[0.234/0.282] Acc:[0.992/0.983] AdvAcc:[0.930/0.904] +Epoch:[ 28][350|469] Time:[0.234/0.202] Loss:[0.033/0.057] AdvLoss:[0.199/0.281] Acc:[0.992/0.984] AdvAcc:[0.938/0.904] +Epoch:[ 28][360|469] Time:[0.238/0.204] Loss:[0.049/0.057] AdvLoss:[0.243/0.282] Acc:[0.977/0.984] AdvAcc:[0.930/0.904] +Epoch:[ 28][370|469] Time:[0.251/0.215] Loss:[0.094/0.058] AdvLoss:[0.379/0.282] Acc:[0.961/0.983] AdvAcc:[0.859/0.904] +Epoch:[ 28][380|469] Time:[0.243/0.213] Loss:[0.034/0.058] AdvLoss:[0.268/0.281] Acc:[0.992/0.983] AdvAcc:[0.930/0.904] +Epoch:[ 28][390|469] Time:[0.231/0.211] Loss:[0.041/0.057] AdvLoss:[0.272/0.281] Acc:[0.977/0.983] AdvAcc:[0.906/0.904] +Epoch:[ 28][400|469] Time:[0.249/0.224] Loss:[0.070/0.057] AdvLoss:[0.411/0.281] Acc:[0.984/0.983] AdvAcc:[0.859/0.904] +Epoch:[ 28][410|469] Time:[0.235/0.209] Loss:[0.017/0.057] AdvLoss:[0.155/0.281] Acc:[1.000/0.983] AdvAcc:[0.945/0.904] +Epoch:[ 28][420|469] Time:[0.249/0.219] Loss:[0.019/0.056] AdvLoss:[0.179/0.281] Acc:[1.000/0.984] AdvAcc:[0.930/0.904] +Epoch:[ 28][430|469] Time:[0.238/0.228] Loss:[0.035/0.055] AdvLoss:[0.292/0.280] Acc:[0.992/0.984] AdvAcc:[0.906/0.904] +Epoch:[ 28][440|469] Time:[0.228/0.202] Loss:[0.093/0.056] AdvLoss:[0.381/0.281] Acc:[0.969/0.984] AdvAcc:[0.883/0.904] +Epoch:[ 28][450|469] Time:[0.232/0.207] Loss:[0.049/0.056] AdvLoss:[0.222/0.281] Acc:[0.992/0.984] AdvAcc:[0.914/0.904] +Epoch:[ 28][460|469] Time:[0.223/0.210] Loss:[0.093/0.056] AdvLoss:[0.346/0.281] Acc:[0.961/0.984] AdvAcc:[0.883/0.904] +Epoch:[ 29][ 10|469] Time:[0.232/0.209] Loss:[0.043/0.036] AdvLoss:[0.280/0.266] Acc:[0.992/0.996] AdvAcc:[0.891/0.902] +Epoch:[ 29][ 20|469] Time:[0.230/0.207] Loss:[0.076/0.048] AdvLoss:[0.345/0.268] Acc:[0.969/0.986] AdvAcc:[0.875/0.905] +Epoch:[ 29][ 30|469] Time:[0.246/0.208] Loss:[0.043/0.050] AdvLoss:[0.238/0.271] Acc:[0.984/0.986] AdvAcc:[0.938/0.906] +Epoch:[ 29][ 40|469] Time:[0.236/0.205] Loss:[0.044/0.054] AdvLoss:[0.229/0.265] Acc:[0.992/0.985] AdvAcc:[0.914/0.906] +Epoch:[ 29][ 50|469] Time:[0.246/0.220] Loss:[0.084/0.058] AdvLoss:[0.308/0.266] Acc:[0.977/0.984] AdvAcc:[0.898/0.906] +Epoch:[ 29][ 60|469] Time:[0.241/0.213] Loss:[0.055/0.055] AdvLoss:[0.264/0.267] Acc:[0.977/0.984] AdvAcc:[0.914/0.906] +Epoch:[ 29][ 70|469] Time:[0.234/0.218] Loss:[0.037/0.053] AdvLoss:[0.260/0.265] Acc:[0.992/0.985] AdvAcc:[0.930/0.907] +Epoch:[ 29][ 80|469] Time:[0.243/0.229] Loss:[0.060/0.054] AdvLoss:[0.300/0.265] Acc:[0.977/0.984] AdvAcc:[0.898/0.907] +Epoch:[ 29][ 90|469] Time:[0.252/0.243] Loss:[0.069/0.054] AdvLoss:[0.305/0.269] Acc:[0.977/0.985] AdvAcc:[0.875/0.906] +Epoch:[ 29][100|469] Time:[0.224/0.199] Loss:[0.030/0.051] AdvLoss:[0.221/0.271] Acc:[0.992/0.986] AdvAcc:[0.906/0.905] +Epoch:[ 29][110|469] Time:[0.243/0.203] Loss:[0.052/0.051] AdvLoss:[0.272/0.271] Acc:[0.984/0.985] AdvAcc:[0.906/0.905] +Epoch:[ 29][120|469] Time:[0.249/0.224] Loss:[0.088/0.054] AdvLoss:[0.392/0.272] Acc:[0.977/0.985] AdvAcc:[0.852/0.905] +Epoch:[ 29][130|469] Time:[0.234/0.206] Loss:[0.059/0.054] AdvLoss:[0.351/0.274] Acc:[0.992/0.985] AdvAcc:[0.875/0.904] +Epoch:[ 29][140|469] Time:[0.238/0.211] Loss:[0.060/0.054] AdvLoss:[0.269/0.276] Acc:[0.977/0.984] AdvAcc:[0.906/0.903] +Epoch:[ 29][150|469] Time:[0.241/0.205] Loss:[0.076/0.054] AdvLoss:[0.349/0.275] Acc:[0.961/0.984] AdvAcc:[0.875/0.903] +Epoch:[ 29][160|469] Time:[0.243/0.211] Loss:[0.026/0.053] AdvLoss:[0.166/0.274] Acc:[0.984/0.984] AdvAcc:[0.945/0.903] +Epoch:[ 29][170|469] Time:[0.222/0.203] Loss:[0.047/0.052] AdvLoss:[0.250/0.274] Acc:[0.977/0.984] AdvAcc:[0.914/0.904] +Epoch:[ 29][180|469] Time:[0.245/0.212] Loss:[0.044/0.052] AdvLoss:[0.234/0.272] Acc:[0.992/0.984] AdvAcc:[0.914/0.904] +Epoch:[ 29][190|469] Time:[0.246/0.221] Loss:[0.048/0.051] AdvLoss:[0.313/0.273] Acc:[1.000/0.985] AdvAcc:[0.859/0.904] +Epoch:[ 29][200|469] Time:[0.247/0.217] Loss:[0.036/0.051] AdvLoss:[0.221/0.272] Acc:[0.992/0.985] AdvAcc:[0.938/0.904] +Epoch:[ 29][210|469] Time:[0.236/0.213] Loss:[0.035/0.050] AdvLoss:[0.282/0.273] Acc:[1.000/0.986] AdvAcc:[0.891/0.904] +Epoch:[ 29][220|469] Time:[0.250/0.221] Loss:[0.040/0.051] AdvLoss:[0.229/0.274] Acc:[0.992/0.985] AdvAcc:[0.938/0.904] +Epoch:[ 29][230|469] Time:[0.223/0.206] Loss:[0.054/0.051] AdvLoss:[0.306/0.275] Acc:[0.992/0.986] AdvAcc:[0.883/0.904] +Epoch:[ 29][240|469] Time:[0.231/0.200] Loss:[0.026/0.050] AdvLoss:[0.225/0.273] Acc:[1.000/0.986] AdvAcc:[0.898/0.904] +Epoch:[ 29][250|469] Time:[0.230/0.210] Loss:[0.082/0.052] AdvLoss:[0.257/0.274] Acc:[0.977/0.985] AdvAcc:[0.930/0.904] +Epoch:[ 29][260|469] Time:[0.246/0.216] Loss:[0.066/0.052] AdvLoss:[0.302/0.275] Acc:[0.969/0.985] AdvAcc:[0.906/0.904] +Epoch:[ 29][270|469] Time:[0.240/0.207] Loss:[0.043/0.052] AdvLoss:[0.243/0.275] Acc:[0.984/0.985] AdvAcc:[0.906/0.904] +Epoch:[ 29][280|469] Time:[0.235/0.210] Loss:[0.017/0.051] AdvLoss:[0.173/0.275] Acc:[1.000/0.985] AdvAcc:[0.938/0.905] +Epoch:[ 29][290|469] Time:[0.249/0.232] Loss:[0.042/0.051] AdvLoss:[0.229/0.275] Acc:[0.992/0.986] AdvAcc:[0.914/0.905] +Epoch:[ 29][300|469] Time:[0.236/0.202] Loss:[0.045/0.050] AdvLoss:[0.256/0.275] Acc:[0.984/0.986] AdvAcc:[0.930/0.905] +Epoch:[ 29][310|469] Time:[0.244/0.215] Loss:[0.026/0.050] AdvLoss:[0.252/0.275] Acc:[1.000/0.986] AdvAcc:[0.875/0.905] +Epoch:[ 29][320|469] Time:[0.242/0.208] Loss:[0.042/0.050] AdvLoss:[0.337/0.275] Acc:[0.984/0.986] AdvAcc:[0.875/0.905] +Epoch:[ 29][330|469] Time:[0.240/0.210] Loss:[0.040/0.050] AdvLoss:[0.193/0.275] Acc:[0.984/0.986] AdvAcc:[0.922/0.905] +Epoch:[ 29][340|469] Time:[0.233/0.203] Loss:[0.037/0.050] AdvLoss:[0.199/0.275] Acc:[0.984/0.986] AdvAcc:[0.945/0.905] +Epoch:[ 29][350|469] Time:[0.241/0.207] Loss:[0.071/0.051] AdvLoss:[0.293/0.275] Acc:[0.984/0.986] AdvAcc:[0.914/0.905] +Epoch:[ 29][360|469] Time:[0.219/0.206] Loss:[0.079/0.051] AdvLoss:[0.331/0.275] Acc:[0.977/0.985] AdvAcc:[0.914/0.905] +Epoch:[ 29][370|469] Time:[0.243/0.211] Loss:[0.059/0.051] AdvLoss:[0.224/0.275] Acc:[0.977/0.985] AdvAcc:[0.938/0.906] +Epoch:[ 29][380|469] Time:[0.241/0.216] Loss:[0.110/0.052] AdvLoss:[0.306/0.275] Acc:[0.984/0.985] AdvAcc:[0.914/0.906] +Epoch:[ 29][390|469] Time:[0.236/0.208] Loss:[0.053/0.052] AdvLoss:[0.318/0.275] Acc:[0.977/0.985] AdvAcc:[0.875/0.906] +Epoch:[ 29][400|469] Time:[0.236/0.214] Loss:[0.047/0.052] AdvLoss:[0.278/0.276] Acc:[0.992/0.985] AdvAcc:[0.906/0.906] +Epoch:[ 29][410|469] Time:[0.240/0.210] Loss:[0.034/0.052] AdvLoss:[0.265/0.276] Acc:[0.992/0.985] AdvAcc:[0.891/0.906] +Epoch:[ 29][420|469] Time:[0.245/0.221] Loss:[0.069/0.052] AdvLoss:[0.288/0.276] Acc:[0.977/0.985] AdvAcc:[0.914/0.906] +Epoch:[ 29][430|469] Time:[0.249/0.212] Loss:[0.069/0.052] AdvLoss:[0.312/0.275] Acc:[0.969/0.985] AdvAcc:[0.914/0.906] +Epoch:[ 29][440|469] Time:[0.254/0.219] Loss:[0.078/0.053] AdvLoss:[0.301/0.276] Acc:[0.969/0.985] AdvAcc:[0.914/0.906] +Epoch:[ 29][450|469] Time:[0.235/0.200] Loss:[0.028/0.053] AdvLoss:[0.220/0.276] Acc:[1.000/0.985] AdvAcc:[0.922/0.906] +Epoch:[ 29][460|469] Time:[0.229/0.199] Loss:[0.053/0.053] AdvLoss:[0.338/0.276] Acc:[0.984/0.985] AdvAcc:[0.906/0.906] +epoch 29 evaluated +natural accuracy: 0.9826 +adversarial accuracy: 0.8966 +Epoch:[ 30][ 10|469] Time:[0.231/0.206] Loss:[0.021/0.021] AdvLoss:[0.224/0.259] Acc:[1.000/1.000] AdvAcc:[0.922/0.909] +Epoch:[ 30][ 20|469] Time:[0.232/0.205] Loss:[0.037/0.036] AdvLoss:[0.204/0.284] Acc:[0.992/0.994] AdvAcc:[0.930/0.905] +Epoch:[ 30][ 30|469] Time:[0.237/0.208] Loss:[0.035/0.035] AdvLoss:[0.240/0.270] Acc:[1.000/0.996] AdvAcc:[0.914/0.910] +Epoch:[ 30][ 40|469] Time:[0.222/0.207] Loss:[0.068/0.043] AdvLoss:[0.303/0.274] Acc:[0.977/0.992] AdvAcc:[0.914/0.910] +Epoch:[ 30][ 50|469] Time:[0.242/0.213] Loss:[0.072/0.047] AdvLoss:[0.321/0.273] Acc:[0.969/0.989] AdvAcc:[0.898/0.910] +Epoch:[ 30][ 60|469] Time:[0.236/0.219] Loss:[0.072/0.048] AdvLoss:[0.310/0.272] Acc:[0.984/0.989] AdvAcc:[0.867/0.910] +Epoch:[ 30][ 70|469] Time:[0.243/0.209] Loss:[0.119/0.052] AdvLoss:[0.411/0.273] Acc:[0.961/0.987] AdvAcc:[0.875/0.910] +Epoch:[ 30][ 80|469] Time:[0.243/0.216] Loss:[0.022/0.049] AdvLoss:[0.206/0.272] Acc:[1.000/0.988] AdvAcc:[0.938/0.910] +Epoch:[ 30][ 90|469] Time:[0.239/0.212] Loss:[0.066/0.049] AdvLoss:[0.355/0.270] Acc:[0.977/0.988] AdvAcc:[0.883/0.910] +Epoch:[ 30][100|469] Time:[0.226/0.216] Loss:[0.046/0.049] AdvLoss:[0.272/0.269] Acc:[0.984/0.988] AdvAcc:[0.914/0.911] +Epoch:[ 30][110|469] Time:[0.219/0.206] Loss:[0.025/0.048] AdvLoss:[0.188/0.268] Acc:[1.000/0.989] AdvAcc:[0.930/0.910] +Epoch:[ 30][120|469] Time:[0.229/0.213] Loss:[0.034/0.046] AdvLoss:[0.230/0.266] Acc:[0.992/0.989] AdvAcc:[0.906/0.911] +Epoch:[ 30][130|469] Time:[0.240/0.211] Loss:[0.091/0.047] AdvLoss:[0.349/0.266] Acc:[0.977/0.989] AdvAcc:[0.891/0.911] +Epoch:[ 30][140|469] Time:[0.240/0.209] Loss:[0.018/0.046] AdvLoss:[0.191/0.267] Acc:[1.000/0.989] AdvAcc:[0.938/0.910] +Epoch:[ 30][150|469] Time:[0.232/0.219] Loss:[0.030/0.045] AdvLoss:[0.204/0.265] Acc:[0.992/0.989] AdvAcc:[0.922/0.911] +Epoch:[ 30][160|469] Time:[0.231/0.213] Loss:[0.079/0.046] AdvLoss:[0.332/0.267] Acc:[0.977/0.989] AdvAcc:[0.883/0.910] +Epoch:[ 30][170|469] Time:[0.236/0.203] Loss:[0.053/0.049] AdvLoss:[0.256/0.266] Acc:[0.992/0.989] AdvAcc:[0.914/0.910] +Epoch:[ 30][180|469] Time:[0.242/0.210] Loss:[0.060/0.049] AdvLoss:[0.268/0.265] Acc:[0.977/0.988] AdvAcc:[0.922/0.911] +Epoch:[ 30][190|469] Time:[0.238/0.206] Loss:[0.042/0.048] AdvLoss:[0.285/0.264] Acc:[0.984/0.989] AdvAcc:[0.891/0.911] +Epoch:[ 30][200|469] Time:[0.221/0.206] Loss:[0.068/0.048] AdvLoss:[0.238/0.264] Acc:[0.984/0.989] AdvAcc:[0.922/0.911] +Epoch:[ 30][210|469] Time:[0.248/0.215] Loss:[0.021/0.047] AdvLoss:[0.199/0.265] Acc:[1.000/0.989] AdvAcc:[0.930/0.911] +Epoch:[ 30][220|469] Time:[0.239/0.210] Loss:[0.052/0.047] AdvLoss:[0.257/0.266] Acc:[0.984/0.989] AdvAcc:[0.914/0.911] +Epoch:[ 30][230|469] Time:[0.238/0.225] Loss:[0.072/0.048] AdvLoss:[0.248/0.266] Acc:[0.977/0.988] AdvAcc:[0.930/0.911] +Epoch:[ 30][240|469] Time:[0.232/0.207] Loss:[0.035/0.047] AdvLoss:[0.223/0.266] Acc:[0.992/0.989] AdvAcc:[0.922/0.911] +Epoch:[ 30][250|469] Time:[0.242/0.217] Loss:[0.016/0.047] AdvLoss:[0.133/0.265] Acc:[1.000/0.989] AdvAcc:[0.977/0.911] +Epoch:[ 30][260|469] Time:[0.229/0.204] Loss:[0.040/0.047] AdvLoss:[0.218/0.266] Acc:[0.977/0.988] AdvAcc:[0.938/0.910] +Epoch:[ 30][270|469] Time:[0.217/0.205] Loss:[0.040/0.047] AdvLoss:[0.241/0.266] Acc:[0.992/0.988] AdvAcc:[0.922/0.910] +Epoch:[ 30][280|469] Time:[0.233/0.211] Loss:[0.077/0.047] AdvLoss:[0.270/0.266] Acc:[0.977/0.988] AdvAcc:[0.930/0.910] +Epoch:[ 30][290|469] Time:[0.226/0.207] Loss:[0.052/0.047] AdvLoss:[0.239/0.265] Acc:[0.984/0.988] AdvAcc:[0.906/0.911] +Epoch:[ 30][300|469] Time:[0.232/0.222] Loss:[0.029/0.047] AdvLoss:[0.230/0.266] Acc:[0.992/0.988] AdvAcc:[0.898/0.910] +Epoch:[ 30][310|469] Time:[0.240/0.215] Loss:[0.055/0.047] AdvLoss:[0.341/0.267] Acc:[0.984/0.988] AdvAcc:[0.875/0.910] +Epoch:[ 30][320|469] Time:[0.238/0.218] Loss:[0.031/0.047] AdvLoss:[0.239/0.267] Acc:[1.000/0.988] AdvAcc:[0.914/0.909] +Epoch:[ 30][330|469] Time:[0.233/0.202] Loss:[0.032/0.046] AdvLoss:[0.269/0.267] Acc:[0.992/0.988] AdvAcc:[0.914/0.909] +Epoch:[ 30][340|469] Time:[0.243/0.211] Loss:[0.032/0.046] AdvLoss:[0.243/0.266] Acc:[1.000/0.988] AdvAcc:[0.891/0.910] +Epoch:[ 30][350|469] Time:[0.250/0.220] Loss:[0.081/0.047] AdvLoss:[0.361/0.266] Acc:[0.961/0.988] AdvAcc:[0.891/0.910] +Epoch:[ 30][360|469] Time:[0.256/0.247] Loss:[0.040/0.046] AdvLoss:[0.224/0.267] Acc:[0.984/0.988] AdvAcc:[0.922/0.909] +Epoch:[ 30][370|469] Time:[0.237/0.207] Loss:[0.042/0.046] AdvLoss:[0.268/0.267] Acc:[0.992/0.988] AdvAcc:[0.875/0.909] +Epoch:[ 30][380|469] Time:[0.239/0.217] Loss:[0.043/0.047] AdvLoss:[0.244/0.267] Acc:[0.984/0.988] AdvAcc:[0.891/0.909] +Epoch:[ 30][390|469] Time:[0.235/0.210] Loss:[0.046/0.046] AdvLoss:[0.279/0.268] Acc:[0.992/0.988] AdvAcc:[0.859/0.909] +Epoch:[ 30][400|469] Time:[0.243/0.215] Loss:[0.063/0.047] AdvLoss:[0.356/0.269] Acc:[0.977/0.988] AdvAcc:[0.883/0.909] +Epoch:[ 30][410|469] Time:[0.234/0.209] Loss:[0.048/0.047] AdvLoss:[0.187/0.269] Acc:[0.992/0.988] AdvAcc:[0.961/0.909] +Epoch:[ 30][420|469] Time:[0.243/0.209] Loss:[0.062/0.047] AdvLoss:[0.277/0.268] Acc:[0.977/0.988] AdvAcc:[0.914/0.909] +Epoch:[ 30][430|469] Time:[0.239/0.208] Loss:[0.028/0.047] AdvLoss:[0.206/0.268] Acc:[0.992/0.988] AdvAcc:[0.930/0.909] +Epoch:[ 30][440|469] Time:[0.230/0.208] Loss:[0.048/0.047] AdvLoss:[0.254/0.268] Acc:[0.977/0.988] AdvAcc:[0.914/0.909] +Epoch:[ 30][450|469] Time:[0.244/0.217] Loss:[0.080/0.047] AdvLoss:[0.345/0.269] Acc:[0.969/0.988] AdvAcc:[0.867/0.908] +Epoch:[ 30][460|469] Time:[0.229/0.212] Loss:[0.019/0.047] AdvLoss:[0.134/0.269] Acc:[1.000/0.988] AdvAcc:[0.938/0.908] +Epoch:[ 31][ 10|469] Time:[0.240/0.224] Loss:[0.025/0.031] AdvLoss:[0.177/0.287] Acc:[1.000/0.992] AdvAcc:[0.938/0.911] +Epoch:[ 31][ 20|469] Time:[0.235/0.208] Loss:[0.032/0.037] AdvLoss:[0.209/0.282] Acc:[0.992/0.990] AdvAcc:[0.906/0.908] +Epoch:[ 31][ 30|469] Time:[0.239/0.202] Loss:[0.042/0.043] AdvLoss:[0.248/0.271] Acc:[0.992/0.990] AdvAcc:[0.906/0.911] +Epoch:[ 31][ 40|469] Time:[0.225/0.215] Loss:[0.092/0.052] AdvLoss:[0.394/0.276] Acc:[0.977/0.986] AdvAcc:[0.875/0.909] +Epoch:[ 31][ 50|469] Time:[0.223/0.211] Loss:[0.027/0.047] AdvLoss:[0.246/0.269] Acc:[1.000/0.988] AdvAcc:[0.891/0.911] +Epoch:[ 31][ 60|469] Time:[0.239/0.207] Loss:[0.023/0.044] AdvLoss:[0.156/0.264] Acc:[1.000/0.990] AdvAcc:[0.953/0.912] +Epoch:[ 31][ 70|469] Time:[0.222/0.207] Loss:[0.105/0.050] AdvLoss:[0.354/0.264] Acc:[0.977/0.988] AdvAcc:[0.906/0.912] +Epoch:[ 31][ 80|469] Time:[0.220/0.199] Loss:[0.025/0.049] AdvLoss:[0.269/0.266] Acc:[1.000/0.988] AdvAcc:[0.883/0.910] +Epoch:[ 31][ 90|469] Time:[0.232/0.208] Loss:[0.051/0.050] AdvLoss:[0.311/0.268] Acc:[0.984/0.988] AdvAcc:[0.875/0.909] +Epoch:[ 31][100|469] Time:[0.238/0.208] Loss:[0.170/0.057] AdvLoss:[0.411/0.271] Acc:[0.977/0.987] AdvAcc:[0.859/0.907] +Epoch:[ 31][110|469] Time:[0.232/0.203] Loss:[0.032/0.055] AdvLoss:[0.275/0.269] Acc:[0.992/0.988] AdvAcc:[0.898/0.907] +Epoch:[ 31][120|469] Time:[0.252/0.214] Loss:[0.028/0.053] AdvLoss:[0.221/0.267] Acc:[0.992/0.988] AdvAcc:[0.922/0.908] +Epoch:[ 31][130|469] Time:[0.240/0.214] Loss:[0.040/0.051] AdvLoss:[0.292/0.265] Acc:[0.992/0.989] AdvAcc:[0.875/0.909] +Epoch:[ 31][140|469] Time:[0.220/0.208] Loss:[0.037/0.051] AdvLoss:[0.199/0.265] Acc:[0.984/0.988] AdvAcc:[0.938/0.909] +Epoch:[ 31][150|469] Time:[0.232/0.206] Loss:[0.032/0.050] AdvLoss:[0.214/0.265] Acc:[0.992/0.988] AdvAcc:[0.938/0.909] +Epoch:[ 31][160|469] Time:[0.239/0.227] Loss:[0.040/0.049] AdvLoss:[0.252/0.264] Acc:[0.992/0.988] AdvAcc:[0.898/0.909] +Epoch:[ 31][170|469] Time:[0.236/0.202] Loss:[0.059/0.049] AdvLoss:[0.306/0.265] Acc:[0.984/0.988] AdvAcc:[0.898/0.909] +Epoch:[ 31][180|469] Time:[0.247/0.213] Loss:[0.048/0.049] AdvLoss:[0.231/0.265] Acc:[0.984/0.988] AdvAcc:[0.922/0.909] +Epoch:[ 31][190|469] Time:[0.250/0.226] Loss:[0.053/0.049] AdvLoss:[0.238/0.266] Acc:[0.984/0.988] AdvAcc:[0.922/0.909] +Epoch:[ 31][200|469] Time:[0.239/0.208] Loss:[0.060/0.048] AdvLoss:[0.305/0.267] Acc:[0.984/0.988] AdvAcc:[0.898/0.908] +Epoch:[ 31][210|469] Time:[0.217/0.201] Loss:[0.044/0.048] AdvLoss:[0.256/0.266] Acc:[0.992/0.988] AdvAcc:[0.898/0.908] +Epoch:[ 31][220|469] Time:[0.238/0.226] Loss:[0.065/0.048] AdvLoss:[0.302/0.265] Acc:[0.977/0.988] AdvAcc:[0.891/0.909] +Epoch:[ 31][230|469] Time:[0.242/0.213] Loss:[0.084/0.049] AdvLoss:[0.274/0.265] Acc:[0.977/0.988] AdvAcc:[0.938/0.908] +Epoch:[ 31][240|469] Time:[0.245/0.212] Loss:[0.047/0.049] AdvLoss:[0.320/0.265] Acc:[0.992/0.988] AdvAcc:[0.875/0.908] +Epoch:[ 31][250|469] Time:[0.242/0.216] Loss:[0.053/0.048] AdvLoss:[0.274/0.265] Acc:[0.992/0.988] AdvAcc:[0.922/0.908] +Epoch:[ 31][260|469] Time:[0.243/0.215] Loss:[0.067/0.048] AdvLoss:[0.315/0.265] Acc:[0.984/0.988] AdvAcc:[0.883/0.908] +Epoch:[ 31][270|469] Time:[0.229/0.209] Loss:[0.065/0.048] AdvLoss:[0.264/0.264] Acc:[0.969/0.988] AdvAcc:[0.906/0.909] +Epoch:[ 31][280|469] Time:[0.233/0.213] Loss:[0.036/0.048] AdvLoss:[0.197/0.264] Acc:[0.984/0.988] AdvAcc:[0.938/0.909] +Epoch:[ 31][290|469] Time:[0.236/0.221] Loss:[0.077/0.048] AdvLoss:[0.348/0.264] Acc:[0.969/0.988] AdvAcc:[0.891/0.909] +Epoch:[ 31][300|469] Time:[0.237/0.208] Loss:[0.066/0.049] AdvLoss:[0.359/0.265] Acc:[0.977/0.987] AdvAcc:[0.867/0.909] +Epoch:[ 31][310|469] Time:[0.225/0.216] Loss:[0.094/0.050] AdvLoss:[0.340/0.265] Acc:[0.969/0.987] AdvAcc:[0.891/0.909] +Epoch:[ 31][320|469] Time:[0.236/0.206] Loss:[0.072/0.050] AdvLoss:[0.346/0.266] Acc:[0.961/0.987] AdvAcc:[0.906/0.909] +Epoch:[ 31][330|469] Time:[0.244/0.220] Loss:[0.036/0.049] AdvLoss:[0.202/0.266] Acc:[0.984/0.987] AdvAcc:[0.938/0.909] +Epoch:[ 31][340|469] Time:[0.248/0.222] Loss:[0.055/0.050] AdvLoss:[0.235/0.265] Acc:[0.984/0.987] AdvAcc:[0.914/0.909] +Epoch:[ 31][350|469] Time:[0.246/0.210] Loss:[0.077/0.050] AdvLoss:[0.388/0.264] Acc:[0.977/0.987] AdvAcc:[0.859/0.909] +Epoch:[ 31][360|469] Time:[0.226/0.209] Loss:[0.030/0.050] AdvLoss:[0.255/0.264] Acc:[0.992/0.987] AdvAcc:[0.898/0.909] +Epoch:[ 31][370|469] Time:[0.239/0.209] Loss:[0.044/0.050] AdvLoss:[0.193/0.264] Acc:[0.984/0.986] AdvAcc:[0.953/0.909] +Epoch:[ 31][380|469] Time:[0.246/0.212] Loss:[0.056/0.050] AdvLoss:[0.288/0.264] Acc:[0.992/0.987] AdvAcc:[0.891/0.909] +Epoch:[ 31][390|469] Time:[0.240/0.208] Loss:[0.031/0.050] AdvLoss:[0.231/0.264] Acc:[0.992/0.987] AdvAcc:[0.898/0.909] +Epoch:[ 31][400|469] Time:[0.243/0.217] Loss:[0.033/0.050] AdvLoss:[0.258/0.263] Acc:[0.992/0.987] AdvAcc:[0.898/0.909] +Epoch:[ 31][410|469] Time:[0.253/0.221] Loss:[0.067/0.050] AdvLoss:[0.265/0.263] Acc:[0.984/0.987] AdvAcc:[0.930/0.909] +Epoch:[ 31][420|469] Time:[0.256/0.243] Loss:[0.041/0.051] AdvLoss:[0.267/0.264] Acc:[0.984/0.987] AdvAcc:[0.906/0.909] +Epoch:[ 31][430|469] Time:[0.233/0.221] Loss:[0.059/0.051] AdvLoss:[0.255/0.264] Acc:[0.969/0.986] AdvAcc:[0.938/0.909] +Epoch:[ 31][440|469] Time:[0.238/0.213] Loss:[0.041/0.050] AdvLoss:[0.272/0.264] Acc:[1.000/0.986] AdvAcc:[0.883/0.909] +Epoch:[ 31][450|469] Time:[0.247/0.215] Loss:[0.037/0.050] AdvLoss:[0.275/0.263] Acc:[0.984/0.986] AdvAcc:[0.906/0.909] +Epoch:[ 31][460|469] Time:[0.227/0.204] Loss:[0.064/0.051] AdvLoss:[0.286/0.263] Acc:[0.977/0.986] AdvAcc:[0.883/0.909] +Epoch:[ 32][ 10|469] Time:[0.236/0.216] Loss:[0.028/0.040] AdvLoss:[0.178/0.266] Acc:[1.000/0.988] AdvAcc:[0.945/0.911] +Epoch:[ 32][ 20|469] Time:[0.236/0.209] Loss:[0.030/0.033] AdvLoss:[0.255/0.263] Acc:[1.000/0.994] AdvAcc:[0.906/0.909] +Epoch:[ 32][ 30|469] Time:[0.241/0.215] Loss:[0.074/0.039] AdvLoss:[0.356/0.265] Acc:[0.977/0.991] AdvAcc:[0.883/0.912] +Epoch:[ 32][ 40|469] Time:[0.243/0.212] Loss:[0.032/0.042] AdvLoss:[0.190/0.260] Acc:[0.984/0.989] AdvAcc:[0.930/0.913] +Epoch:[ 32][ 50|469] Time:[0.242/0.220] Loss:[0.046/0.044] AdvLoss:[0.231/0.259] Acc:[0.992/0.988] AdvAcc:[0.938/0.913] +Epoch:[ 32][ 60|469] Time:[0.229/0.202] Loss:[0.025/0.045] AdvLoss:[0.210/0.263] Acc:[1.000/0.988] AdvAcc:[0.930/0.912] +Epoch:[ 32][ 70|469] Time:[0.229/0.219] Loss:[0.036/0.045] AdvLoss:[0.283/0.266] Acc:[1.000/0.988] AdvAcc:[0.891/0.910] +Epoch:[ 32][ 80|469] Time:[0.241/0.210] Loss:[0.082/0.048] AdvLoss:[0.386/0.268] Acc:[0.977/0.987] AdvAcc:[0.867/0.910] +Epoch:[ 32][ 90|469] Time:[0.232/0.213] Loss:[0.085/0.049] AdvLoss:[0.378/0.271] Acc:[0.969/0.987] AdvAcc:[0.844/0.909] +Epoch:[ 32][100|469] Time:[0.228/0.215] Loss:[0.070/0.051] AdvLoss:[0.235/0.268] Acc:[0.969/0.986] AdvAcc:[0.930/0.910] +Epoch:[ 32][110|469] Time:[0.234/0.220] Loss:[0.038/0.050] AdvLoss:[0.272/0.265] Acc:[0.984/0.985] AdvAcc:[0.914/0.910] +Epoch:[ 32][120|469] Time:[0.241/0.209] Loss:[0.029/0.049] AdvLoss:[0.236/0.263] Acc:[0.992/0.985] AdvAcc:[0.898/0.911] +Epoch:[ 32][130|469] Time:[0.238/0.208] Loss:[0.041/0.049] AdvLoss:[0.212/0.263] Acc:[0.984/0.985] AdvAcc:[0.961/0.910] +Epoch:[ 32][140|469] Time:[0.233/0.207] Loss:[0.141/0.053] AdvLoss:[0.342/0.263] Acc:[0.992/0.986] AdvAcc:[0.891/0.910] +Epoch:[ 32][150|469] Time:[0.231/0.217] Loss:[0.033/0.053] AdvLoss:[0.176/0.261] Acc:[0.992/0.986] AdvAcc:[0.945/0.911] +Epoch:[ 32][160|469] Time:[0.241/0.209] Loss:[0.025/0.052] AdvLoss:[0.173/0.261] Acc:[0.984/0.986] AdvAcc:[0.945/0.912] +Epoch:[ 32][170|469] Time:[0.255/0.241] Loss:[0.075/0.053] AdvLoss:[0.335/0.260] Acc:[0.977/0.986] AdvAcc:[0.906/0.912] +Epoch:[ 32][180|469] Time:[0.231/0.215] Loss:[0.034/0.052] AdvLoss:[0.222/0.262] Acc:[0.992/0.986] AdvAcc:[0.930/0.912] +Epoch:[ 32][190|469] Time:[0.242/0.210] Loss:[0.038/0.051] AdvLoss:[0.263/0.260] Acc:[0.992/0.986] AdvAcc:[0.914/0.913] +Epoch:[ 32][200|469] Time:[0.241/0.208] Loss:[0.033/0.051] AdvLoss:[0.227/0.261] Acc:[1.000/0.986] AdvAcc:[0.891/0.912] +Epoch:[ 32][210|469] Time:[0.246/0.221] Loss:[0.030/0.051] AdvLoss:[0.202/0.261] Acc:[0.992/0.986] AdvAcc:[0.953/0.912] +Epoch:[ 32][220|469] Time:[0.234/0.217] Loss:[0.028/0.050] AdvLoss:[0.218/0.261] Acc:[1.000/0.986] AdvAcc:[0.891/0.912] +Epoch:[ 32][230|469] Time:[0.247/0.211] Loss:[0.091/0.051] AdvLoss:[0.373/0.260] Acc:[0.961/0.986] AdvAcc:[0.875/0.912] +Epoch:[ 32][240|469] Time:[0.266/0.232] Loss:[0.048/0.051] AdvLoss:[0.303/0.260] Acc:[0.984/0.986] AdvAcc:[0.891/0.912] +Epoch:[ 32][250|469] Time:[0.249/0.214] Loss:[0.038/0.051] AdvLoss:[0.223/0.260] Acc:[0.984/0.985] AdvAcc:[0.938/0.912] +Epoch:[ 32][260|469] Time:[0.234/0.208] Loss:[0.058/0.052] AdvLoss:[0.262/0.259] Acc:[0.977/0.985] AdvAcc:[0.906/0.912] +Epoch:[ 32][270|469] Time:[0.239/0.212] Loss:[0.035/0.051] AdvLoss:[0.265/0.259] Acc:[0.992/0.985] AdvAcc:[0.914/0.912] +Epoch:[ 32][280|469] Time:[0.238/0.207] Loss:[0.051/0.051] AdvLoss:[0.285/0.260] Acc:[0.992/0.986] AdvAcc:[0.891/0.911] +Epoch:[ 32][290|469] Time:[0.248/0.218] Loss:[0.054/0.051] AdvLoss:[0.315/0.260] Acc:[0.984/0.986] AdvAcc:[0.883/0.911] +Epoch:[ 32][300|469] Time:[0.231/0.205] Loss:[0.065/0.051] AdvLoss:[0.253/0.260] Acc:[0.969/0.986] AdvAcc:[0.914/0.911] +Epoch:[ 32][310|469] Time:[0.214/0.204] Loss:[0.034/0.051] AdvLoss:[0.245/0.260] Acc:[1.000/0.986] AdvAcc:[0.898/0.911] +Epoch:[ 32][320|469] Time:[0.238/0.209] Loss:[0.046/0.051] AdvLoss:[0.255/0.260] Acc:[0.984/0.986] AdvAcc:[0.938/0.911] +Epoch:[ 32][330|469] Time:[0.229/0.206] Loss:[0.034/0.050] AdvLoss:[0.178/0.259] Acc:[0.984/0.986] AdvAcc:[0.953/0.911] +Epoch:[ 32][340|469] Time:[0.236/0.208] Loss:[0.054/0.050] AdvLoss:[0.309/0.259] Acc:[0.984/0.986] AdvAcc:[0.875/0.911] +Epoch:[ 32][350|469] Time:[0.242/0.234] Loss:[0.025/0.050] AdvLoss:[0.163/0.259] Acc:[0.992/0.986] AdvAcc:[0.945/0.911] +Epoch:[ 32][360|469] Time:[0.246/0.215] Loss:[0.032/0.049] AdvLoss:[0.173/0.259] Acc:[0.992/0.986] AdvAcc:[0.938/0.911] +Epoch:[ 32][370|469] Time:[0.251/0.220] Loss:[0.050/0.050] AdvLoss:[0.223/0.260] Acc:[0.984/0.986] AdvAcc:[0.922/0.911] +Epoch:[ 32][380|469] Time:[0.259/0.233] Loss:[0.033/0.050] AdvLoss:[0.238/0.259] Acc:[0.992/0.986] AdvAcc:[0.922/0.911] +Epoch:[ 32][390|469] Time:[0.233/0.206] Loss:[0.026/0.050] AdvLoss:[0.207/0.259] Acc:[1.000/0.986] AdvAcc:[0.930/0.911] +Epoch:[ 32][400|469] Time:[0.244/0.214] Loss:[0.069/0.050] AdvLoss:[0.333/0.259] Acc:[0.977/0.986] AdvAcc:[0.891/0.911] +Epoch:[ 32][410|469] Time:[0.250/0.220] Loss:[0.056/0.050] AdvLoss:[0.264/0.259] Acc:[0.969/0.986] AdvAcc:[0.914/0.911] +Epoch:[ 32][420|469] Time:[0.236/0.222] Loss:[0.059/0.051] AdvLoss:[0.366/0.260] Acc:[0.992/0.986] AdvAcc:[0.844/0.911] +Epoch:[ 32][430|469] Time:[0.243/0.211] Loss:[0.055/0.051] AdvLoss:[0.298/0.261] Acc:[0.984/0.986] AdvAcc:[0.883/0.911] +Epoch:[ 32][440|469] Time:[0.239/0.213] Loss:[0.037/0.051] AdvLoss:[0.273/0.261] Acc:[0.992/0.986] AdvAcc:[0.891/0.911] +Epoch:[ 32][450|469] Time:[0.234/0.201] Loss:[0.071/0.051] AdvLoss:[0.243/0.261] Acc:[0.977/0.986] AdvAcc:[0.922/0.911] +Epoch:[ 32][460|469] Time:[0.246/0.214] Loss:[0.060/0.051] AdvLoss:[0.247/0.260] Acc:[0.977/0.986] AdvAcc:[0.922/0.911] +Epoch:[ 33][ 10|469] Time:[0.254/0.245] Loss:[0.058/0.053] AdvLoss:[0.254/0.263] Acc:[0.977/0.984] AdvAcc:[0.914/0.910] +Epoch:[ 33][ 20|469] Time:[0.240/0.212] Loss:[0.085/0.069] AdvLoss:[0.291/0.277] Acc:[0.969/0.979] AdvAcc:[0.906/0.902] +Epoch:[ 33][ 30|469] Time:[0.242/0.209] Loss:[0.069/0.064] AdvLoss:[0.294/0.275] Acc:[0.977/0.982] AdvAcc:[0.906/0.906] +Epoch:[ 33][ 40|469] Time:[0.243/0.216] Loss:[0.023/0.061] AdvLoss:[0.171/0.264] Acc:[1.000/0.981] AdvAcc:[0.945/0.910] +Epoch:[ 33][ 50|469] Time:[0.235/0.210] Loss:[0.073/0.058] AdvLoss:[0.380/0.263] Acc:[0.969/0.982] AdvAcc:[0.906/0.910] +Epoch:[ 33][ 60|469] Time:[0.222/0.205] Loss:[0.036/0.055] AdvLoss:[0.195/0.263] Acc:[0.984/0.982] AdvAcc:[0.938/0.909] +Epoch:[ 33][ 70|469] Time:[0.235/0.212] Loss:[0.048/0.054] AdvLoss:[0.202/0.264] Acc:[0.984/0.983] AdvAcc:[0.938/0.908] +Epoch:[ 33][ 80|469] Time:[0.220/0.209] Loss:[0.053/0.056] AdvLoss:[0.231/0.263] Acc:[0.977/0.981] AdvAcc:[0.914/0.909] +Epoch:[ 33][ 90|469] Time:[0.225/0.205] Loss:[0.069/0.054] AdvLoss:[0.276/0.263] Acc:[0.984/0.983] AdvAcc:[0.930/0.909] +Epoch:[ 33][100|469] Time:[0.237/0.213] Loss:[0.030/0.051] AdvLoss:[0.222/0.260] Acc:[1.000/0.984] AdvAcc:[0.906/0.911] +Epoch:[ 33][110|469] Time:[0.227/0.204] Loss:[0.070/0.054] AdvLoss:[0.277/0.260] Acc:[0.984/0.984] AdvAcc:[0.938/0.911] +Epoch:[ 33][120|469] Time:[0.256/0.240] Loss:[0.017/0.051] AdvLoss:[0.188/0.257] Acc:[1.000/0.985] AdvAcc:[0.914/0.911] +Epoch:[ 33][130|469] Time:[0.231/0.210] Loss:[0.026/0.050] AdvLoss:[0.204/0.256] Acc:[0.992/0.986] AdvAcc:[0.930/0.912] +Epoch:[ 33][140|469] Time:[0.241/0.206] Loss:[0.043/0.049] AdvLoss:[0.234/0.257] Acc:[0.984/0.985] AdvAcc:[0.930/0.912] +Epoch:[ 33][150|469] Time:[0.245/0.211] Loss:[0.033/0.048] AdvLoss:[0.229/0.258] Acc:[0.992/0.986] AdvAcc:[0.914/0.911] +Epoch:[ 33][160|469] Time:[0.236/0.210] Loss:[0.039/0.047] AdvLoss:[0.235/0.258] Acc:[0.992/0.986] AdvAcc:[0.898/0.911] +Epoch:[ 33][170|469] Time:[0.240/0.207] Loss:[0.038/0.047] AdvLoss:[0.259/0.259] Acc:[0.984/0.986] AdvAcc:[0.930/0.911] +Epoch:[ 33][180|469] Time:[0.241/0.216] Loss:[0.041/0.047] AdvLoss:[0.237/0.258] Acc:[0.992/0.986] AdvAcc:[0.914/0.912] +Epoch:[ 33][190|469] Time:[0.245/0.216] Loss:[0.042/0.047] AdvLoss:[0.249/0.260] Acc:[0.984/0.986] AdvAcc:[0.930/0.911] +Epoch:[ 33][200|469] Time:[0.240/0.207] Loss:[0.035/0.047] AdvLoss:[0.205/0.258] Acc:[0.992/0.986] AdvAcc:[0.938/0.912] +Epoch:[ 33][210|469] Time:[0.229/0.203] Loss:[0.074/0.048] AdvLoss:[0.381/0.259] Acc:[0.961/0.985] AdvAcc:[0.867/0.912] +Epoch:[ 33][220|469] Time:[0.230/0.201] Loss:[0.035/0.048] AdvLoss:[0.226/0.258] Acc:[0.992/0.985] AdvAcc:[0.938/0.912] +Epoch:[ 33][230|469] Time:[0.226/0.215] Loss:[0.046/0.050] AdvLoss:[0.263/0.259] Acc:[0.992/0.984] AdvAcc:[0.914/0.912] +Epoch:[ 33][240|469] Time:[0.240/0.209] Loss:[0.104/0.050] AdvLoss:[0.346/0.259] Acc:[0.977/0.985] AdvAcc:[0.906/0.912] +Epoch:[ 33][250|469] Time:[0.241/0.214] Loss:[0.058/0.051] AdvLoss:[0.288/0.258] Acc:[0.977/0.984] AdvAcc:[0.906/0.912] +Epoch:[ 33][260|469] Time:[0.217/0.206] Loss:[0.110/0.051] AdvLoss:[0.392/0.258] Acc:[0.969/0.984] AdvAcc:[0.875/0.912] +Epoch:[ 33][270|469] Time:[0.232/0.209] Loss:[0.030/0.051] AdvLoss:[0.219/0.258] Acc:[1.000/0.985] AdvAcc:[0.914/0.912] +Epoch:[ 33][280|469] Time:[0.241/0.222] Loss:[0.046/0.051] AdvLoss:[0.262/0.258] Acc:[0.984/0.984] AdvAcc:[0.906/0.913] +Epoch:[ 33][290|469] Time:[0.219/0.208] Loss:[0.050/0.051] AdvLoss:[0.331/0.258] Acc:[0.992/0.985] AdvAcc:[0.883/0.913] +Epoch:[ 33][300|469] Time:[0.231/0.204] Loss:[0.077/0.052] AdvLoss:[0.297/0.257] Acc:[0.977/0.985] AdvAcc:[0.922/0.913] +Epoch:[ 33][310|469] Time:[0.230/0.210] Loss:[0.061/0.053] AdvLoss:[0.317/0.258] Acc:[0.977/0.984] AdvAcc:[0.875/0.913] +Epoch:[ 33][320|469] Time:[0.249/0.213] Loss:[0.020/0.052] AdvLoss:[0.197/0.257] Acc:[1.000/0.985] AdvAcc:[0.906/0.913] +Epoch:[ 33][330|469] Time:[0.249/0.225] Loss:[0.024/0.051] AdvLoss:[0.193/0.257] Acc:[1.000/0.985] AdvAcc:[0.938/0.913] +Epoch:[ 33][340|469] Time:[0.233/0.202] Loss:[0.026/0.051] AdvLoss:[0.227/0.257] Acc:[1.000/0.985] AdvAcc:[0.891/0.913] +Epoch:[ 33][350|469] Time:[0.232/0.208] Loss:[0.044/0.051] AdvLoss:[0.215/0.257] Acc:[0.984/0.985] AdvAcc:[0.938/0.913] +Epoch:[ 33][360|469] Time:[0.246/0.212] Loss:[0.111/0.052] AdvLoss:[0.373/0.257] Acc:[0.969/0.985] AdvAcc:[0.891/0.913] +Epoch:[ 33][370|469] Time:[0.225/0.210] Loss:[0.031/0.051] AdvLoss:[0.234/0.257] Acc:[0.992/0.985] AdvAcc:[0.914/0.913] +Epoch:[ 33][380|469] Time:[0.235/0.209] Loss:[0.033/0.051] AdvLoss:[0.168/0.256] Acc:[0.984/0.985] AdvAcc:[0.945/0.913] +Epoch:[ 33][390|469] Time:[0.242/0.222] Loss:[0.035/0.051] AdvLoss:[0.271/0.256] Acc:[0.984/0.985] AdvAcc:[0.914/0.913] +Epoch:[ 33][400|469] Time:[0.225/0.205] Loss:[0.045/0.051] AdvLoss:[0.306/0.255] Acc:[0.984/0.985] AdvAcc:[0.914/0.913] +Epoch:[ 33][410|469] Time:[0.232/0.219] Loss:[0.046/0.050] AdvLoss:[0.316/0.255] Acc:[0.992/0.985] AdvAcc:[0.875/0.913] +Epoch:[ 33][420|469] Time:[0.248/0.218] Loss:[0.062/0.051] AdvLoss:[0.293/0.255] Acc:[0.977/0.985] AdvAcc:[0.883/0.913] +Epoch:[ 33][430|469] Time:[0.217/0.202] Loss:[0.021/0.051] AdvLoss:[0.205/0.255] Acc:[1.000/0.985] AdvAcc:[0.938/0.913] +Epoch:[ 33][440|469] Time:[0.251/0.214] Loss:[0.019/0.050] AdvLoss:[0.136/0.255] Acc:[0.992/0.985] AdvAcc:[0.961/0.913] +Epoch:[ 33][450|469] Time:[0.222/0.203] Loss:[0.046/0.051] AdvLoss:[0.270/0.255] Acc:[0.992/0.985] AdvAcc:[0.898/0.913] +Epoch:[ 33][460|469] Time:[0.237/0.214] Loss:[0.050/0.050] AdvLoss:[0.225/0.255] Acc:[0.984/0.985] AdvAcc:[0.914/0.913] +Epoch:[ 34][ 10|469] Time:[0.245/0.211] Loss:[0.062/0.061] AdvLoss:[0.304/0.250] Acc:[0.984/0.984] AdvAcc:[0.891/0.912] +Epoch:[ 34][ 20|469] Time:[0.241/0.206] Loss:[0.029/0.051] AdvLoss:[0.216/0.250] Acc:[0.992/0.986] AdvAcc:[0.930/0.914] +Epoch:[ 34][ 30|469] Time:[0.232/0.221] Loss:[0.037/0.044] AdvLoss:[0.238/0.245] Acc:[0.992/0.988] AdvAcc:[0.914/0.915] +Epoch:[ 34][ 40|469] Time:[0.249/0.216] Loss:[0.026/0.041] AdvLoss:[0.183/0.239] Acc:[0.992/0.988] AdvAcc:[0.938/0.917] +Epoch:[ 34][ 50|469] Time:[0.251/0.210] Loss:[0.031/0.041] AdvLoss:[0.171/0.244] Acc:[0.992/0.988] AdvAcc:[0.961/0.917] +Epoch:[ 34][ 60|469] Time:[0.251/0.219] Loss:[0.030/0.042] AdvLoss:[0.199/0.243] Acc:[1.000/0.986] AdvAcc:[0.906/0.918] +Epoch:[ 34][ 70|469] Time:[0.281/0.269] Loss:[0.035/0.042] AdvLoss:[0.271/0.244] Acc:[1.000/0.988] AdvAcc:[0.914/0.916] +Epoch:[ 34][ 80|469] Time:[0.234/0.201] Loss:[0.011/0.040] AdvLoss:[0.144/0.245] Acc:[1.000/0.988] AdvAcc:[0.984/0.916] +Epoch:[ 34][ 90|469] Time:[0.243/0.211] Loss:[0.043/0.040] AdvLoss:[0.262/0.247] Acc:[0.984/0.988] AdvAcc:[0.906/0.915] +Epoch:[ 34][100|469] Time:[0.230/0.206] Loss:[0.024/0.040] AdvLoss:[0.204/0.245] Acc:[1.000/0.989] AdvAcc:[0.906/0.915] +Epoch:[ 34][110|469] Time:[0.234/0.210] Loss:[0.032/0.040] AdvLoss:[0.223/0.246] Acc:[0.992/0.988] AdvAcc:[0.914/0.915] +Epoch:[ 34][120|469] Time:[0.229/0.205] Loss:[0.051/0.040] AdvLoss:[0.251/0.248] Acc:[0.977/0.988] AdvAcc:[0.906/0.914] +Epoch:[ 34][130|469] Time:[0.238/0.215] Loss:[0.061/0.040] AdvLoss:[0.255/0.245] Acc:[0.969/0.988] AdvAcc:[0.914/0.915] +Epoch:[ 34][140|469] Time:[0.239/0.213] Loss:[0.051/0.040] AdvLoss:[0.279/0.243] Acc:[0.984/0.988] AdvAcc:[0.938/0.916] +Epoch:[ 34][150|469] Time:[0.222/0.209] Loss:[0.039/0.040] AdvLoss:[0.245/0.244] Acc:[0.984/0.988] AdvAcc:[0.914/0.915] +Epoch:[ 34][160|469] Time:[0.220/0.208] Loss:[0.036/0.040] AdvLoss:[0.249/0.243] Acc:[0.984/0.988] AdvAcc:[0.906/0.916] +Epoch:[ 34][170|469] Time:[0.247/0.225] Loss:[0.022/0.040] AdvLoss:[0.213/0.244] Acc:[1.000/0.988] AdvAcc:[0.945/0.916] +Epoch:[ 34][180|469] Time:[0.234/0.211] Loss:[0.080/0.041] AdvLoss:[0.264/0.245] Acc:[0.984/0.988] AdvAcc:[0.922/0.916] +Epoch:[ 34][190|469] Time:[0.242/0.219] Loss:[0.034/0.042] AdvLoss:[0.248/0.245] Acc:[0.992/0.988] AdvAcc:[0.930/0.916] +Epoch:[ 34][200|469] Time:[0.214/0.201] Loss:[0.174/0.046] AdvLoss:[0.426/0.247] Acc:[0.969/0.987] AdvAcc:[0.883/0.915] +Epoch:[ 34][210|469] Time:[0.241/0.208] Loss:[0.043/0.046] AdvLoss:[0.269/0.247] Acc:[0.984/0.987] AdvAcc:[0.875/0.915] +Epoch:[ 34][220|469] Time:[0.246/0.220] Loss:[0.027/0.046] AdvLoss:[0.160/0.246] Acc:[0.992/0.987] AdvAcc:[0.945/0.915] +Epoch:[ 34][230|469] Time:[0.228/0.207] Loss:[0.029/0.046] AdvLoss:[0.183/0.247] Acc:[0.992/0.987] AdvAcc:[0.930/0.915] +Epoch:[ 34][240|469] Time:[0.243/0.212] Loss:[0.034/0.045] AdvLoss:[0.252/0.245] Acc:[0.992/0.987] AdvAcc:[0.906/0.916] +Epoch:[ 34][250|469] Time:[0.244/0.215] Loss:[0.040/0.045] AdvLoss:[0.215/0.246] Acc:[0.992/0.988] AdvAcc:[0.914/0.915] +Epoch:[ 34][260|469] Time:[0.243/0.213] Loss:[0.059/0.045] AdvLoss:[0.303/0.247] Acc:[0.984/0.988] AdvAcc:[0.883/0.915] +Epoch:[ 34][270|469] Time:[0.233/0.211] Loss:[0.031/0.045] AdvLoss:[0.211/0.247] Acc:[1.000/0.987] AdvAcc:[0.898/0.915] +Epoch:[ 34][280|469] Time:[0.266/0.231] Loss:[0.051/0.046] AdvLoss:[0.330/0.248] Acc:[0.984/0.987] AdvAcc:[0.867/0.914] +Epoch:[ 34][290|469] Time:[0.236/0.204] Loss:[0.048/0.046] AdvLoss:[0.271/0.249] Acc:[0.984/0.987] AdvAcc:[0.898/0.914] +Epoch:[ 34][300|469] Time:[0.245/0.210] Loss:[0.047/0.047] AdvLoss:[0.283/0.249] Acc:[0.992/0.987] AdvAcc:[0.883/0.914] +Epoch:[ 34][310|469] Time:[0.235/0.204] Loss:[0.041/0.047] AdvLoss:[0.265/0.248] Acc:[0.992/0.987] AdvAcc:[0.898/0.915] +Epoch:[ 34][320|469] Time:[0.242/0.218] Loss:[0.082/0.048] AdvLoss:[0.362/0.249] Acc:[0.969/0.986] AdvAcc:[0.867/0.914] +Epoch:[ 34][330|469] Time:[0.241/0.214] Loss:[0.024/0.048] AdvLoss:[0.183/0.250] Acc:[1.000/0.987] AdvAcc:[0.953/0.914] +Epoch:[ 34][340|469] Time:[0.246/0.217] Loss:[0.050/0.047] AdvLoss:[0.293/0.250] Acc:[0.992/0.987] AdvAcc:[0.898/0.914] +Epoch:[ 34][350|469] Time:[0.236/0.205] Loss:[0.026/0.047] AdvLoss:[0.149/0.249] Acc:[0.984/0.987] AdvAcc:[0.969/0.914] +Epoch:[ 34][360|469] Time:[0.226/0.202] Loss:[0.055/0.047] AdvLoss:[0.286/0.249] Acc:[0.977/0.987] AdvAcc:[0.930/0.914] +Epoch:[ 34][370|469] Time:[0.241/0.216] Loss:[0.026/0.047] AdvLoss:[0.201/0.249] Acc:[0.992/0.987] AdvAcc:[0.914/0.914] +Epoch:[ 34][380|469] Time:[0.239/0.208] Loss:[0.051/0.047] AdvLoss:[0.234/0.249] Acc:[0.984/0.987] AdvAcc:[0.914/0.914] +Epoch:[ 34][390|469] Time:[0.237/0.211] Loss:[0.081/0.047] AdvLoss:[0.327/0.249] Acc:[0.984/0.987] AdvAcc:[0.883/0.914] +Epoch:[ 34][400|469] Time:[0.248/0.217] Loss:[0.040/0.047] AdvLoss:[0.191/0.250] Acc:[0.984/0.987] AdvAcc:[0.938/0.914] +Epoch:[ 34][410|469] Time:[0.233/0.203] Loss:[0.068/0.048] AdvLoss:[0.327/0.250] Acc:[0.984/0.986] AdvAcc:[0.898/0.914] +Epoch:[ 34][420|469] Time:[0.232/0.213] Loss:[0.042/0.047] AdvLoss:[0.299/0.250] Acc:[0.992/0.987] AdvAcc:[0.867/0.914] +Epoch:[ 34][430|469] Time:[0.233/0.203] Loss:[0.021/0.047] AdvLoss:[0.205/0.250] Acc:[1.000/0.987] AdvAcc:[0.922/0.914] +Epoch:[ 34][440|469] Time:[0.236/0.202] Loss:[0.026/0.047] AdvLoss:[0.209/0.250] Acc:[0.992/0.987] AdvAcc:[0.938/0.914] +Epoch:[ 34][450|469] Time:[0.220/0.211] Loss:[0.036/0.047] AdvLoss:[0.266/0.250] Acc:[0.992/0.987] AdvAcc:[0.898/0.914] +Epoch:[ 34][460|469] Time:[0.234/0.205] Loss:[0.043/0.047] AdvLoss:[0.233/0.250] Acc:[0.984/0.987] AdvAcc:[0.898/0.914] +epoch 34 evaluated +natural accuracy: 0.9849 +adversarial accuracy: 0.9040 +Epoch:[ 35][ 10|469] Time:[0.230/0.202] Loss:[0.040/0.034] AdvLoss:[0.251/0.243] Acc:[0.992/0.996] AdvAcc:[0.898/0.922] +Epoch:[ 35][ 20|469] Time:[0.256/0.218] Loss:[0.044/0.036] AdvLoss:[0.232/0.223] Acc:[0.984/0.992] AdvAcc:[0.914/0.927] +Epoch:[ 35][ 30|469] Time:[0.238/0.209] Loss:[0.039/0.043] AdvLoss:[0.237/0.240] Acc:[0.992/0.988] AdvAcc:[0.914/0.919] +Epoch:[ 35][ 40|469] Time:[0.232/0.204] Loss:[0.040/0.045] AdvLoss:[0.210/0.237] Acc:[0.992/0.987] AdvAcc:[0.930/0.920] +Epoch:[ 35][ 50|469] Time:[0.253/0.242] Loss:[0.027/0.046] AdvLoss:[0.234/0.233] Acc:[0.992/0.988] AdvAcc:[0.898/0.920] +Epoch:[ 35][ 60|469] Time:[0.231/0.209] Loss:[0.046/0.046] AdvLoss:[0.246/0.233] Acc:[0.984/0.988] AdvAcc:[0.922/0.920] +Epoch:[ 35][ 70|469] Time:[0.247/0.216] Loss:[0.042/0.046] AdvLoss:[0.279/0.238] Acc:[0.992/0.987] AdvAcc:[0.883/0.917] +Epoch:[ 35][ 80|469] Time:[0.242/0.213] Loss:[0.043/0.046] AdvLoss:[0.236/0.238] Acc:[0.984/0.987] AdvAcc:[0.938/0.918] +Epoch:[ 35][ 90|469] Time:[0.232/0.218] Loss:[0.019/0.044] AdvLoss:[0.158/0.240] Acc:[1.000/0.988] AdvAcc:[0.961/0.918] +Epoch:[ 35][100|469] Time:[0.237/0.206] Loss:[0.051/0.045] AdvLoss:[0.205/0.239] Acc:[0.992/0.988] AdvAcc:[0.938/0.918] +Epoch:[ 35][110|469] Time:[0.238/0.219] Loss:[0.024/0.045] AdvLoss:[0.211/0.238] Acc:[1.000/0.988] AdvAcc:[0.922/0.918] +Epoch:[ 35][120|469] Time:[0.225/0.203] Loss:[0.020/0.044] AdvLoss:[0.166/0.239] Acc:[1.000/0.988] AdvAcc:[0.953/0.918] +Epoch:[ 35][130|469] Time:[0.239/0.215] Loss:[0.038/0.043] AdvLoss:[0.255/0.240] Acc:[0.992/0.988] AdvAcc:[0.922/0.917] +Epoch:[ 35][140|469] Time:[0.243/0.220] Loss:[0.051/0.044] AdvLoss:[0.322/0.243] Acc:[0.992/0.988] AdvAcc:[0.906/0.916] +Epoch:[ 35][150|469] Time:[0.242/0.217] Loss:[0.054/0.045] AdvLoss:[0.284/0.243] Acc:[0.977/0.988] AdvAcc:[0.891/0.916] +Epoch:[ 35][160|469] Time:[0.228/0.209] Loss:[0.044/0.044] AdvLoss:[0.247/0.242] Acc:[0.992/0.988] AdvAcc:[0.914/0.917] +Epoch:[ 35][170|469] Time:[0.238/0.207] Loss:[0.051/0.043] AdvLoss:[0.210/0.242] Acc:[0.984/0.988] AdvAcc:[0.930/0.917] +Epoch:[ 35][180|469] Time:[0.236/0.209] Loss:[0.021/0.043] AdvLoss:[0.188/0.242] Acc:[1.000/0.988] AdvAcc:[0.898/0.916] +Epoch:[ 35][190|469] Time:[0.234/0.209] Loss:[0.090/0.044] AdvLoss:[0.324/0.243] Acc:[0.969/0.988] AdvAcc:[0.906/0.916] +Epoch:[ 35][200|469] Time:[0.243/0.210] Loss:[0.055/0.045] AdvLoss:[0.213/0.243] Acc:[0.984/0.988] AdvAcc:[0.930/0.916] +Epoch:[ 35][210|469] Time:[0.238/0.228] Loss:[0.046/0.045] AdvLoss:[0.236/0.242] Acc:[0.984/0.988] AdvAcc:[0.930/0.917] +Epoch:[ 35][220|469] Time:[0.230/0.215] Loss:[0.028/0.045] AdvLoss:[0.190/0.242] Acc:[0.992/0.988] AdvAcc:[0.930/0.917] +Epoch:[ 35][230|469] Time:[0.240/0.215] Loss:[0.036/0.044] AdvLoss:[0.280/0.242] Acc:[0.992/0.988] AdvAcc:[0.875/0.917] +Epoch:[ 35][240|469] Time:[0.244/0.210] Loss:[0.046/0.044] AdvLoss:[0.245/0.242] Acc:[0.992/0.988] AdvAcc:[0.906/0.917] +Epoch:[ 35][250|469] Time:[0.223/0.200] Loss:[0.033/0.045] AdvLoss:[0.211/0.243] Acc:[0.992/0.988] AdvAcc:[0.945/0.916] +Epoch:[ 35][260|469] Time:[0.257/0.235] Loss:[0.054/0.045] AdvLoss:[0.271/0.243] Acc:[0.984/0.988] AdvAcc:[0.898/0.916] +Epoch:[ 35][270|469] Time:[0.228/0.206] Loss:[0.028/0.044] AdvLoss:[0.207/0.242] Acc:[0.992/0.988] AdvAcc:[0.914/0.916] +Epoch:[ 35][280|469] Time:[0.242/0.217] Loss:[0.048/0.044] AdvLoss:[0.242/0.243] Acc:[0.984/0.988] AdvAcc:[0.922/0.916] +Epoch:[ 35][290|469] Time:[0.237/0.221] Loss:[0.055/0.045] AdvLoss:[0.247/0.243] Acc:[0.984/0.988] AdvAcc:[0.898/0.916] +Epoch:[ 35][300|469] Time:[0.222/0.208] Loss:[0.026/0.045] AdvLoss:[0.201/0.243] Acc:[0.992/0.988] AdvAcc:[0.930/0.916] +Epoch:[ 35][310|469] Time:[0.242/0.217] Loss:[0.046/0.044] AdvLoss:[0.267/0.243] Acc:[0.984/0.988] AdvAcc:[0.938/0.916] +Epoch:[ 35][320|469] Time:[0.240/0.217] Loss:[0.069/0.045] AdvLoss:[0.323/0.243] Acc:[0.969/0.988] AdvAcc:[0.875/0.916] +Epoch:[ 35][330|469] Time:[0.234/0.204] Loss:[0.052/0.045] AdvLoss:[0.231/0.243] Acc:[0.977/0.987] AdvAcc:[0.930/0.916] +Epoch:[ 35][340|469] Time:[0.270/0.259] Loss:[0.035/0.044] AdvLoss:[0.250/0.244] Acc:[0.992/0.987] AdvAcc:[0.914/0.915] +Epoch:[ 35][350|469] Time:[0.228/0.205] Loss:[0.061/0.045] AdvLoss:[0.277/0.244] Acc:[0.969/0.987] AdvAcc:[0.906/0.915] +Epoch:[ 35][360|469] Time:[0.247/0.213] Loss:[0.044/0.044] AdvLoss:[0.237/0.244] Acc:[0.992/0.987] AdvAcc:[0.922/0.915] +Epoch:[ 35][370|469] Time:[0.243/0.217] Loss:[0.065/0.045] AdvLoss:[0.263/0.244] Acc:[0.992/0.987] AdvAcc:[0.914/0.915] +Epoch:[ 35][380|469] Time:[0.244/0.212] Loss:[0.014/0.045] AdvLoss:[0.151/0.244] Acc:[1.000/0.987] AdvAcc:[0.938/0.915] +Epoch:[ 35][390|469] Time:[0.234/0.202] Loss:[0.029/0.045] AdvLoss:[0.215/0.244] Acc:[1.000/0.987] AdvAcc:[0.906/0.915] +Epoch:[ 35][400|469] Time:[0.236/0.211] Loss:[0.061/0.045] AdvLoss:[0.245/0.245] Acc:[0.992/0.987] AdvAcc:[0.922/0.915] +Epoch:[ 35][410|469] Time:[0.242/0.214] Loss:[0.027/0.045] AdvLoss:[0.239/0.245] Acc:[1.000/0.988] AdvAcc:[0.883/0.915] +Epoch:[ 35][420|469] Time:[0.241/0.209] Loss:[0.028/0.045] AdvLoss:[0.181/0.245] Acc:[0.992/0.988] AdvAcc:[0.930/0.915] +Epoch:[ 35][430|469] Time:[0.226/0.202] Loss:[0.040/0.045] AdvLoss:[0.248/0.245] Acc:[0.992/0.988] AdvAcc:[0.938/0.915] +Epoch:[ 35][440|469] Time:[0.241/0.212] Loss:[0.044/0.044] AdvLoss:[0.189/0.244] Acc:[0.984/0.988] AdvAcc:[0.938/0.916] +Epoch:[ 35][450|469] Time:[0.255/0.232] Loss:[0.036/0.044] AdvLoss:[0.230/0.244] Acc:[0.984/0.988] AdvAcc:[0.898/0.916] +Epoch:[ 35][460|469] Time:[0.227/0.214] Loss:[0.033/0.044] AdvLoss:[0.270/0.244] Acc:[1.000/0.988] AdvAcc:[0.906/0.916] +Epoch:[ 36][ 10|469] Time:[0.231/0.207] Loss:[0.088/0.068] AdvLoss:[0.333/0.279] Acc:[0.977/0.973] AdvAcc:[0.906/0.904] +Epoch:[ 36][ 20|469] Time:[0.251/0.215] Loss:[0.055/0.068] AdvLoss:[0.299/0.267] Acc:[0.977/0.975] AdvAcc:[0.898/0.911] +Epoch:[ 36][ 30|469] Time:[0.250/0.213] Loss:[0.026/0.059] AdvLoss:[0.188/0.258] Acc:[0.992/0.978] AdvAcc:[0.930/0.914] +Epoch:[ 36][ 40|469] Time:[0.234/0.211] Loss:[0.078/0.057] AdvLoss:[0.358/0.259] Acc:[0.961/0.978] AdvAcc:[0.875/0.912] +Epoch:[ 36][ 50|469] Time:[0.231/0.215] Loss:[0.041/0.056] AdvLoss:[0.241/0.248] Acc:[0.984/0.978] AdvAcc:[0.930/0.916] +Epoch:[ 36][ 60|469] Time:[0.254/0.222] Loss:[0.045/0.052] AdvLoss:[0.232/0.240] Acc:[0.984/0.980] AdvAcc:[0.930/0.918] +Epoch:[ 36][ 70|469] Time:[0.233/0.203] Loss:[0.044/0.049] AdvLoss:[0.191/0.241] Acc:[0.992/0.983] AdvAcc:[0.945/0.919] +Epoch:[ 36][ 80|469] Time:[0.248/0.209] Loss:[0.034/0.048] AdvLoss:[0.229/0.245] Acc:[0.992/0.983] AdvAcc:[0.914/0.918] +Epoch:[ 36][ 90|469] Time:[0.218/0.208] Loss:[0.017/0.047] AdvLoss:[0.151/0.243] Acc:[1.000/0.984] AdvAcc:[0.953/0.919] +Epoch:[ 36][100|469] Time:[0.232/0.203] Loss:[0.023/0.047] AdvLoss:[0.193/0.244] Acc:[1.000/0.985] AdvAcc:[0.961/0.919] +Epoch:[ 36][110|469] Time:[0.244/0.213] Loss:[0.042/0.046] AdvLoss:[0.173/0.241] Acc:[0.984/0.985] AdvAcc:[0.953/0.919] +Epoch:[ 36][120|469] Time:[0.226/0.207] Loss:[0.055/0.048] AdvLoss:[0.309/0.243] Acc:[0.969/0.983] AdvAcc:[0.891/0.918] +Epoch:[ 36][130|469] Time:[0.236/0.207] Loss:[0.086/0.049] AdvLoss:[0.308/0.241] Acc:[0.977/0.983] AdvAcc:[0.891/0.919] +Epoch:[ 36][140|469] Time:[0.237/0.207] Loss:[0.031/0.048] AdvLoss:[0.230/0.240] Acc:[1.000/0.984] AdvAcc:[0.906/0.919] +Epoch:[ 36][150|469] Time:[0.228/0.206] Loss:[0.116/0.050] AdvLoss:[0.369/0.241] Acc:[0.969/0.984] AdvAcc:[0.898/0.918] +Epoch:[ 36][160|469] Time:[0.249/0.215] Loss:[0.069/0.050] AdvLoss:[0.267/0.240] Acc:[0.977/0.984] AdvAcc:[0.914/0.919] +Epoch:[ 36][170|469] Time:[0.239/0.206] Loss:[0.057/0.049] AdvLoss:[0.319/0.242] Acc:[0.984/0.984] AdvAcc:[0.891/0.918] +Epoch:[ 36][180|469] Time:[0.246/0.225] Loss:[0.026/0.049] AdvLoss:[0.203/0.241] Acc:[0.992/0.984] AdvAcc:[0.914/0.918] +Epoch:[ 36][190|469] Time:[0.232/0.210] Loss:[0.034/0.048] AdvLoss:[0.190/0.241] Acc:[0.984/0.985] AdvAcc:[0.953/0.918] +Epoch:[ 36][200|469] Time:[0.232/0.205] Loss:[0.051/0.047] AdvLoss:[0.239/0.241] Acc:[0.992/0.985] AdvAcc:[0.930/0.919] +Epoch:[ 36][210|469] Time:[0.222/0.212] Loss:[0.019/0.047] AdvLoss:[0.194/0.240] Acc:[1.000/0.985] AdvAcc:[0.930/0.919] +Epoch:[ 36][220|469] Time:[0.233/0.207] Loss:[0.071/0.047] AdvLoss:[0.328/0.240] Acc:[0.969/0.984] AdvAcc:[0.891/0.919] +Epoch:[ 36][230|469] Time:[0.238/0.207] Loss:[0.046/0.047] AdvLoss:[0.227/0.240] Acc:[0.977/0.984] AdvAcc:[0.922/0.919] +Epoch:[ 36][240|469] Time:[0.245/0.209] Loss:[0.035/0.047] AdvLoss:[0.206/0.240] Acc:[0.992/0.984] AdvAcc:[0.945/0.919] +Epoch:[ 36][250|469] Time:[0.238/0.208] Loss:[0.049/0.047] AdvLoss:[0.250/0.240] Acc:[0.977/0.984] AdvAcc:[0.898/0.918] +Epoch:[ 36][260|469] Time:[0.229/0.219] Loss:[0.032/0.047] AdvLoss:[0.221/0.239] Acc:[0.992/0.985] AdvAcc:[0.938/0.918] +Epoch:[ 36][270|469] Time:[0.243/0.233] Loss:[0.080/0.048] AdvLoss:[0.308/0.240] Acc:[0.969/0.984] AdvAcc:[0.914/0.918] +Epoch:[ 36][280|469] Time:[0.241/0.212] Loss:[0.066/0.048] AdvLoss:[0.247/0.239] Acc:[0.977/0.984] AdvAcc:[0.914/0.918] +Epoch:[ 36][290|469] Time:[0.247/0.216] Loss:[0.028/0.048] AdvLoss:[0.256/0.239] Acc:[1.000/0.985] AdvAcc:[0.891/0.918] +Epoch:[ 36][300|469] Time:[0.230/0.204] Loss:[0.036/0.047] AdvLoss:[0.246/0.240] Acc:[0.992/0.985] AdvAcc:[0.914/0.918] +Epoch:[ 36][310|469] Time:[0.234/0.209] Loss:[0.017/0.046] AdvLoss:[0.160/0.240] Acc:[1.000/0.985] AdvAcc:[0.938/0.918] +Epoch:[ 36][320|469] Time:[0.231/0.201] Loss:[0.057/0.046] AdvLoss:[0.263/0.240] Acc:[0.977/0.985] AdvAcc:[0.922/0.918] +Epoch:[ 36][330|469] Time:[0.232/0.211] Loss:[0.058/0.046] AdvLoss:[0.213/0.239] Acc:[0.977/0.985] AdvAcc:[0.930/0.918] +Epoch:[ 36][340|469] Time:[0.231/0.216] Loss:[0.033/0.046] AdvLoss:[0.195/0.240] Acc:[0.984/0.985] AdvAcc:[0.922/0.918] +Epoch:[ 36][350|469] Time:[0.244/0.218] Loss:[0.044/0.045] AdvLoss:[0.295/0.240] Acc:[0.992/0.986] AdvAcc:[0.875/0.918] +Epoch:[ 36][360|469] Time:[0.236/0.219] Loss:[0.029/0.045] AdvLoss:[0.226/0.240] Acc:[1.000/0.986] AdvAcc:[0.930/0.918] +Epoch:[ 36][370|469] Time:[0.240/0.215] Loss:[0.073/0.045] AdvLoss:[0.327/0.240] Acc:[0.977/0.986] AdvAcc:[0.906/0.918] +Epoch:[ 36][380|469] Time:[0.238/0.211] Loss:[0.039/0.045] AdvLoss:[0.269/0.240] Acc:[1.000/0.986] AdvAcc:[0.883/0.918] +Epoch:[ 36][390|469] Time:[0.235/0.205] Loss:[0.025/0.045] AdvLoss:[0.260/0.240] Acc:[1.000/0.986] AdvAcc:[0.914/0.918] +Epoch:[ 36][400|469] Time:[0.244/0.235] Loss:[0.022/0.045] AdvLoss:[0.135/0.241] Acc:[1.000/0.986] AdvAcc:[0.961/0.918] +Epoch:[ 36][410|469] Time:[0.246/0.216] Loss:[0.044/0.045] AdvLoss:[0.263/0.240] Acc:[0.992/0.986] AdvAcc:[0.891/0.918] +Epoch:[ 36][420|469] Time:[0.251/0.237] Loss:[0.049/0.045] AdvLoss:[0.306/0.240] Acc:[0.984/0.986] AdvAcc:[0.883/0.918] +Epoch:[ 36][430|469] Time:[0.237/0.204] Loss:[0.033/0.045] AdvLoss:[0.229/0.240] Acc:[1.000/0.987] AdvAcc:[0.914/0.917] +Epoch:[ 36][440|469] Time:[0.226/0.211] Loss:[0.028/0.045] AdvLoss:[0.220/0.241] Acc:[0.992/0.987] AdvAcc:[0.906/0.918] +Epoch:[ 36][450|469] Time:[0.234/0.208] Loss:[0.015/0.044] AdvLoss:[0.135/0.240] Acc:[1.000/0.987] AdvAcc:[0.961/0.918] +Epoch:[ 36][460|469] Time:[0.226/0.212] Loss:[0.025/0.044] AdvLoss:[0.225/0.240] Acc:[1.000/0.987] AdvAcc:[0.922/0.918] +Epoch:[ 37][ 10|469] Time:[0.249/0.236] Loss:[0.064/0.059] AdvLoss:[0.312/0.269] Acc:[0.984/0.984] AdvAcc:[0.914/0.916] +Epoch:[ 37][ 20|469] Time:[0.221/0.206] Loss:[0.031/0.053] AdvLoss:[0.266/0.251] Acc:[1.000/0.986] AdvAcc:[0.883/0.918] +Epoch:[ 37][ 30|469] Time:[0.242/0.211] Loss:[0.027/0.048] AdvLoss:[0.197/0.238] Acc:[0.992/0.987] AdvAcc:[0.914/0.920] +Epoch:[ 37][ 40|469] Time:[0.231/0.209] Loss:[0.025/0.043] AdvLoss:[0.221/0.235] Acc:[1.000/0.989] AdvAcc:[0.898/0.921] +Epoch:[ 37][ 50|469] Time:[0.236/0.216] Loss:[0.039/0.042] AdvLoss:[0.269/0.236] Acc:[0.992/0.991] AdvAcc:[0.914/0.922] +Epoch:[ 37][ 60|469] Time:[0.240/0.230] Loss:[0.056/0.045] AdvLoss:[0.282/0.239] Acc:[0.977/0.988] AdvAcc:[0.906/0.922] +Epoch:[ 37][ 70|469] Time:[0.246/0.213] Loss:[0.027/0.043] AdvLoss:[0.203/0.242] Acc:[1.000/0.989] AdvAcc:[0.922/0.920] +Epoch:[ 37][ 80|469] Time:[0.222/0.205] Loss:[0.056/0.043] AdvLoss:[0.274/0.240] Acc:[0.984/0.989] AdvAcc:[0.914/0.922] +Epoch:[ 37][ 90|469] Time:[0.242/0.216] Loss:[0.023/0.043] AdvLoss:[0.199/0.239] Acc:[1.000/0.989] AdvAcc:[0.914/0.922] +Epoch:[ 37][100|469] Time:[0.241/0.221] Loss:[0.049/0.042] AdvLoss:[0.276/0.239] Acc:[0.984/0.989] AdvAcc:[0.867/0.922] +Epoch:[ 37][110|469] Time:[0.239/0.211] Loss:[0.096/0.045] AdvLoss:[0.318/0.243] Acc:[0.977/0.989] AdvAcc:[0.922/0.921] +Epoch:[ 37][120|469] Time:[0.234/0.206] Loss:[0.040/0.044] AdvLoss:[0.185/0.241] Acc:[0.984/0.989] AdvAcc:[0.938/0.921] +Epoch:[ 37][130|469] Time:[0.228/0.213] Loss:[0.032/0.043] AdvLoss:[0.226/0.240] Acc:[0.992/0.989] AdvAcc:[0.945/0.920] +Epoch:[ 37][140|469] Time:[0.240/0.209] Loss:[0.027/0.042] AdvLoss:[0.154/0.238] Acc:[0.992/0.989] AdvAcc:[0.961/0.921] +Epoch:[ 37][150|469] Time:[0.234/0.204] Loss:[0.030/0.041] AdvLoss:[0.238/0.237] Acc:[1.000/0.990] AdvAcc:[0.914/0.921] +Epoch:[ 37][160|469] Time:[0.248/0.234] Loss:[0.029/0.039] AdvLoss:[0.246/0.239] Acc:[1.000/0.991] AdvAcc:[0.914/0.921] +Epoch:[ 37][170|469] Time:[0.250/0.213] Loss:[0.038/0.040] AdvLoss:[0.235/0.239] Acc:[0.992/0.991] AdvAcc:[0.914/0.921] +Epoch:[ 37][180|469] Time:[0.237/0.204] Loss:[0.048/0.040] AdvLoss:[0.207/0.238] Acc:[0.984/0.990] AdvAcc:[0.938/0.921] +Epoch:[ 37][190|469] Time:[0.242/0.217] Loss:[0.029/0.039] AdvLoss:[0.233/0.238] Acc:[0.992/0.991] AdvAcc:[0.898/0.921] +Epoch:[ 37][200|469] Time:[0.233/0.209] Loss:[0.069/0.040] AdvLoss:[0.282/0.238] Acc:[0.969/0.990] AdvAcc:[0.930/0.921] +Epoch:[ 37][210|469] Time:[0.230/0.199] Loss:[0.046/0.042] AdvLoss:[0.215/0.238] Acc:[0.984/0.989] AdvAcc:[0.914/0.921] +Epoch:[ 37][220|469] Time:[0.242/0.212] Loss:[0.032/0.041] AdvLoss:[0.229/0.237] Acc:[0.992/0.989] AdvAcc:[0.914/0.921] +Epoch:[ 37][230|469] Time:[0.244/0.208] Loss:[0.033/0.042] AdvLoss:[0.229/0.236] Acc:[0.992/0.989] AdvAcc:[0.922/0.921] +Epoch:[ 37][240|469] Time:[0.235/0.221] Loss:[0.066/0.043] AdvLoss:[0.287/0.236] Acc:[0.984/0.989] AdvAcc:[0.898/0.921] +Epoch:[ 37][250|469] Time:[0.232/0.222] Loss:[0.022/0.042] AdvLoss:[0.177/0.236] Acc:[1.000/0.989] AdvAcc:[0.953/0.921] +Epoch:[ 37][260|469] Time:[0.220/0.211] Loss:[0.031/0.042] AdvLoss:[0.232/0.236] Acc:[1.000/0.989] AdvAcc:[0.891/0.921] +Epoch:[ 37][270|469] Time:[0.237/0.203] Loss:[0.037/0.042] AdvLoss:[0.205/0.236] Acc:[0.992/0.989] AdvAcc:[0.922/0.920] +Epoch:[ 37][280|469] Time:[0.243/0.207] Loss:[0.042/0.041] AdvLoss:[0.196/0.236] Acc:[0.984/0.989] AdvAcc:[0.938/0.921] +Epoch:[ 37][290|469] Time:[0.248/0.217] Loss:[0.015/0.041] AdvLoss:[0.149/0.235] Acc:[1.000/0.990] AdvAcc:[0.945/0.921] +Epoch:[ 37][300|469] Time:[0.228/0.203] Loss:[0.070/0.041] AdvLoss:[0.305/0.235] Acc:[0.992/0.990] AdvAcc:[0.883/0.921] +Epoch:[ 37][310|469] Time:[0.230/0.207] Loss:[0.024/0.041] AdvLoss:[0.197/0.235] Acc:[0.984/0.990] AdvAcc:[0.930/0.921] +Epoch:[ 37][320|469] Time:[0.242/0.206] Loss:[0.032/0.041] AdvLoss:[0.185/0.236] Acc:[0.992/0.990] AdvAcc:[0.945/0.920] +Epoch:[ 37][330|469] Time:[0.227/0.217] Loss:[0.023/0.041] AdvLoss:[0.173/0.236] Acc:[1.000/0.990] AdvAcc:[0.930/0.920] +Epoch:[ 37][340|469] Time:[0.230/0.219] Loss:[0.041/0.041] AdvLoss:[0.235/0.236] Acc:[0.992/0.990] AdvAcc:[0.914/0.920] +Epoch:[ 37][350|469] Time:[0.239/0.210] Loss:[0.034/0.041] AdvLoss:[0.199/0.236] Acc:[0.984/0.990] AdvAcc:[0.938/0.920] +Epoch:[ 37][360|469] Time:[0.246/0.211] Loss:[0.062/0.041] AdvLoss:[0.266/0.236] Acc:[0.984/0.989] AdvAcc:[0.914/0.920] +Epoch:[ 37][370|469] Time:[0.241/0.228] Loss:[0.027/0.041] AdvLoss:[0.190/0.236] Acc:[0.992/0.990] AdvAcc:[0.922/0.920] +Epoch:[ 37][380|469] Time:[0.238/0.206] Loss:[0.031/0.040] AdvLoss:[0.194/0.235] Acc:[0.984/0.990] AdvAcc:[0.930/0.920] +Epoch:[ 37][390|469] Time:[0.251/0.216] Loss:[0.057/0.041] AdvLoss:[0.302/0.236] Acc:[0.984/0.990] AdvAcc:[0.891/0.920] +Epoch:[ 37][400|469] Time:[0.239/0.208] Loss:[0.054/0.040] AdvLoss:[0.265/0.236] Acc:[0.977/0.990] AdvAcc:[0.914/0.920] +Epoch:[ 37][410|469] Time:[0.230/0.220] Loss:[0.055/0.041] AdvLoss:[0.239/0.236] Acc:[0.992/0.989] AdvAcc:[0.922/0.920] +Epoch:[ 37][420|469] Time:[0.238/0.213] Loss:[0.038/0.040] AdvLoss:[0.185/0.236] Acc:[0.984/0.989] AdvAcc:[0.945/0.920] +Epoch:[ 37][430|469] Time:[0.219/0.210] Loss:[0.056/0.041] AdvLoss:[0.300/0.236] Acc:[0.992/0.990] AdvAcc:[0.914/0.920] +Epoch:[ 37][440|469] Time:[0.249/0.214] Loss:[0.015/0.040] AdvLoss:[0.144/0.236] Acc:[1.000/0.990] AdvAcc:[0.945/0.920] +Epoch:[ 37][450|469] Time:[0.236/0.210] Loss:[0.022/0.040] AdvLoss:[0.166/0.236] Acc:[1.000/0.990] AdvAcc:[0.969/0.920] +Epoch:[ 37][460|469] Time:[0.259/0.246] Loss:[0.063/0.040] AdvLoss:[0.323/0.236] Acc:[0.984/0.990] AdvAcc:[0.906/0.920] +Epoch:[ 38][ 10|469] Time:[0.227/0.207] Loss:[0.038/0.039] AdvLoss:[0.188/0.234] Acc:[0.992/0.992] AdvAcc:[0.930/0.917] +Epoch:[ 38][ 20|469] Time:[0.236/0.217] Loss:[0.038/0.036] AdvLoss:[0.243/0.230] Acc:[0.984/0.992] AdvAcc:[0.930/0.919] +Epoch:[ 38][ 30|469] Time:[0.238/0.219] Loss:[0.058/0.041] AdvLoss:[0.316/0.231] Acc:[0.977/0.991] AdvAcc:[0.883/0.920] +Epoch:[ 38][ 40|469] Time:[0.228/0.208] Loss:[0.045/0.041] AdvLoss:[0.207/0.231] Acc:[0.992/0.991] AdvAcc:[0.953/0.920] +Epoch:[ 38][ 50|469] Time:[0.230/0.215] Loss:[0.043/0.041] AdvLoss:[0.234/0.233] Acc:[0.984/0.991] AdvAcc:[0.922/0.920] +Epoch:[ 38][ 60|469] Time:[0.239/0.211] Loss:[0.046/0.039] AdvLoss:[0.267/0.232] Acc:[0.984/0.991] AdvAcc:[0.906/0.920] +Epoch:[ 38][ 70|469] Time:[0.242/0.207] Loss:[0.021/0.038] AdvLoss:[0.158/0.235] Acc:[1.000/0.991] AdvAcc:[0.961/0.919] +Epoch:[ 38][ 80|469] Time:[0.241/0.210] Loss:[0.072/0.039] AdvLoss:[0.278/0.237] Acc:[0.984/0.991] AdvAcc:[0.898/0.919] +Epoch:[ 38][ 90|469] Time:[0.237/0.212] Loss:[0.011/0.037] AdvLoss:[0.142/0.236] Acc:[1.000/0.991] AdvAcc:[0.969/0.920] +Epoch:[ 38][100|469] Time:[0.248/0.219] Loss:[0.073/0.039] AdvLoss:[0.287/0.234] Acc:[0.977/0.990] AdvAcc:[0.883/0.920] +Epoch:[ 38][110|469] Time:[0.228/0.215] Loss:[0.085/0.040] AdvLoss:[0.263/0.235] Acc:[0.977/0.990] AdvAcc:[0.930/0.920] +Epoch:[ 38][120|469] Time:[0.227/0.205] Loss:[0.041/0.041] AdvLoss:[0.247/0.234] Acc:[0.992/0.990] AdvAcc:[0.906/0.920] +Epoch:[ 38][130|469] Time:[0.237/0.202] Loss:[0.046/0.041] AdvLoss:[0.274/0.233] Acc:[0.984/0.990] AdvAcc:[0.883/0.920] +Epoch:[ 38][140|469] Time:[0.243/0.220] Loss:[0.028/0.041] AdvLoss:[0.269/0.235] Acc:[0.992/0.990] AdvAcc:[0.891/0.920] +Epoch:[ 38][150|469] Time:[0.229/0.210] Loss:[0.104/0.043] AdvLoss:[0.382/0.235] Acc:[0.969/0.989] AdvAcc:[0.883/0.920] +Epoch:[ 38][160|469] Time:[0.233/0.214] Loss:[0.048/0.043] AdvLoss:[0.234/0.234] Acc:[0.992/0.990] AdvAcc:[0.930/0.921] +Epoch:[ 38][170|469] Time:[0.235/0.215] Loss:[0.041/0.042] AdvLoss:[0.275/0.234] Acc:[0.992/0.990] AdvAcc:[0.898/0.920] +Epoch:[ 38][180|469] Time:[0.224/0.203] Loss:[0.046/0.044] AdvLoss:[0.221/0.235] Acc:[0.984/0.988] AdvAcc:[0.953/0.920] +Epoch:[ 38][190|469] Time:[0.242/0.207] Loss:[0.052/0.043] AdvLoss:[0.279/0.234] Acc:[0.992/0.989] AdvAcc:[0.914/0.921] +Epoch:[ 38][200|469] Time:[0.237/0.205] Loss:[0.036/0.043] AdvLoss:[0.215/0.233] Acc:[0.992/0.989] AdvAcc:[0.914/0.921] +Epoch:[ 38][210|469] Time:[0.232/0.202] Loss:[0.069/0.043] AdvLoss:[0.300/0.232] Acc:[0.969/0.988] AdvAcc:[0.898/0.921] +Epoch:[ 38][220|469] Time:[0.246/0.237] Loss:[0.046/0.043] AdvLoss:[0.230/0.232] Acc:[0.977/0.988] AdvAcc:[0.930/0.922] +Epoch:[ 38][230|469] Time:[0.231/0.207] Loss:[0.027/0.043] AdvLoss:[0.171/0.231] Acc:[0.992/0.988] AdvAcc:[0.945/0.922] +Epoch:[ 38][240|469] Time:[0.240/0.210] Loss:[0.020/0.044] AdvLoss:[0.215/0.232] Acc:[1.000/0.988] AdvAcc:[0.914/0.921] +Epoch:[ 38][250|469] Time:[0.234/0.217] Loss:[0.042/0.044] AdvLoss:[0.214/0.232] Acc:[0.992/0.988] AdvAcc:[0.945/0.921] +Epoch:[ 38][260|469] Time:[0.232/0.206] Loss:[0.031/0.043] AdvLoss:[0.193/0.231] Acc:[0.992/0.988] AdvAcc:[0.930/0.921] +Epoch:[ 38][270|469] Time:[0.241/0.205] Loss:[0.031/0.043] AdvLoss:[0.231/0.231] Acc:[0.992/0.988] AdvAcc:[0.930/0.921] +Epoch:[ 38][280|469] Time:[0.230/0.209] Loss:[0.039/0.043] AdvLoss:[0.223/0.231] Acc:[0.984/0.988] AdvAcc:[0.914/0.921] +Epoch:[ 38][290|469] Time:[0.234/0.211] Loss:[0.031/0.043] AdvLoss:[0.196/0.231] Acc:[1.000/0.988] AdvAcc:[0.914/0.921] +Epoch:[ 38][300|469] Time:[0.240/0.222] Loss:[0.022/0.042] AdvLoss:[0.216/0.231] Acc:[1.000/0.989] AdvAcc:[0.922/0.921] +Epoch:[ 38][310|469] Time:[0.240/0.210] Loss:[0.073/0.043] AdvLoss:[0.279/0.231] Acc:[0.977/0.988] AdvAcc:[0.922/0.921] +Epoch:[ 38][320|469] Time:[0.221/0.211] Loss:[0.041/0.042] AdvLoss:[0.204/0.231] Acc:[0.984/0.988] AdvAcc:[0.922/0.922] +Epoch:[ 38][330|469] Time:[0.233/0.216] Loss:[0.086/0.043] AdvLoss:[0.295/0.231] Acc:[0.984/0.988] AdvAcc:[0.906/0.922] +Epoch:[ 38][340|469] Time:[0.236/0.208] Loss:[0.053/0.043] AdvLoss:[0.279/0.231] Acc:[0.992/0.988] AdvAcc:[0.906/0.922] +Epoch:[ 38][350|469] Time:[0.248/0.213] Loss:[0.033/0.043] AdvLoss:[0.205/0.231] Acc:[0.992/0.988] AdvAcc:[0.922/0.922] +Epoch:[ 38][360|469] Time:[0.230/0.207] Loss:[0.052/0.043] AdvLoss:[0.209/0.230] Acc:[0.984/0.988] AdvAcc:[0.914/0.922] +Epoch:[ 38][370|469] Time:[0.238/0.210] Loss:[0.090/0.043] AdvLoss:[0.250/0.231] Acc:[0.969/0.988] AdvAcc:[0.922/0.922] +Epoch:[ 38][380|469] Time:[0.232/0.216] Loss:[0.052/0.043] AdvLoss:[0.210/0.231] Acc:[0.977/0.988] AdvAcc:[0.922/0.922] +Epoch:[ 38][390|469] Time:[0.234/0.224] Loss:[0.052/0.043] AdvLoss:[0.254/0.230] Acc:[0.984/0.988] AdvAcc:[0.906/0.922] +Epoch:[ 38][400|469] Time:[0.236/0.207] Loss:[0.030/0.043] AdvLoss:[0.198/0.230] Acc:[1.000/0.988] AdvAcc:[0.953/0.922] +Epoch:[ 38][410|469] Time:[0.243/0.215] Loss:[0.034/0.042] AdvLoss:[0.212/0.230] Acc:[0.984/0.988] AdvAcc:[0.914/0.922] +Epoch:[ 38][420|469] Time:[0.229/0.203] Loss:[0.052/0.042] AdvLoss:[0.257/0.230] Acc:[0.977/0.988] AdvAcc:[0.922/0.922] +Epoch:[ 38][430|469] Time:[0.224/0.209] Loss:[0.042/0.042] AdvLoss:[0.231/0.230] Acc:[0.977/0.988] AdvAcc:[0.930/0.923] +Epoch:[ 38][440|469] Time:[0.242/0.212] Loss:[0.053/0.043] AdvLoss:[0.205/0.230] Acc:[0.992/0.988] AdvAcc:[0.945/0.922] +Epoch:[ 38][450|469] Time:[0.250/0.225] Loss:[0.022/0.042] AdvLoss:[0.199/0.230] Acc:[0.992/0.988] AdvAcc:[0.922/0.922] +Epoch:[ 38][460|469] Time:[0.242/0.216] Loss:[0.081/0.043] AdvLoss:[0.276/0.230] Acc:[0.969/0.988] AdvAcc:[0.914/0.922] +Epoch:[ 39][ 10|469] Time:[0.238/0.214] Loss:[0.037/0.031] AdvLoss:[0.181/0.223] Acc:[0.984/0.992] AdvAcc:[0.961/0.929] +Epoch:[ 39][ 20|469] Time:[0.231/0.205] Loss:[0.023/0.025] AdvLoss:[0.159/0.206] Acc:[1.000/0.996] AdvAcc:[0.945/0.929] +Epoch:[ 39][ 30|469] Time:[0.243/0.217] Loss:[0.044/0.034] AdvLoss:[0.236/0.211] Acc:[0.984/0.988] AdvAcc:[0.914/0.928] +Epoch:[ 39][ 40|469] Time:[0.244/0.213] Loss:[0.022/0.033] AdvLoss:[0.161/0.218] Acc:[1.000/0.989] AdvAcc:[0.945/0.926] +Epoch:[ 39][ 50|469] Time:[0.246/0.237] Loss:[0.065/0.035] AdvLoss:[0.266/0.216] Acc:[0.977/0.989] AdvAcc:[0.898/0.926] +Epoch:[ 39][ 60|469] Time:[0.226/0.218] Loss:[0.021/0.034] AdvLoss:[0.175/0.217] Acc:[1.000/0.990] AdvAcc:[0.938/0.927] +Epoch:[ 39][ 70|469] Time:[0.226/0.209] Loss:[0.035/0.035] AdvLoss:[0.243/0.219] Acc:[0.992/0.991] AdvAcc:[0.922/0.926] +Epoch:[ 39][ 80|469] Time:[0.235/0.212] Loss:[0.036/0.035] AdvLoss:[0.254/0.220] Acc:[1.000/0.991] AdvAcc:[0.883/0.926] +Epoch:[ 39][ 90|469] Time:[0.239/0.212] Loss:[0.062/0.036] AdvLoss:[0.303/0.221] Acc:[0.984/0.990] AdvAcc:[0.906/0.925] +Epoch:[ 39][100|469] Time:[0.237/0.208] Loss:[0.018/0.035] AdvLoss:[0.163/0.219] Acc:[1.000/0.991] AdvAcc:[0.945/0.926] +Epoch:[ 39][110|469] Time:[0.228/0.200] Loss:[0.005/0.034] AdvLoss:[0.078/0.218] Acc:[1.000/0.991] AdvAcc:[0.984/0.926] +Epoch:[ 39][120|469] Time:[0.218/0.206] Loss:[0.020/0.033] AdvLoss:[0.150/0.220] Acc:[0.992/0.991] AdvAcc:[0.922/0.925] +Epoch:[ 39][130|469] Time:[0.236/0.215] Loss:[0.066/0.034] AdvLoss:[0.277/0.221] Acc:[0.977/0.991] AdvAcc:[0.914/0.925] +Epoch:[ 39][140|469] Time:[0.238/0.210] Loss:[0.042/0.036] AdvLoss:[0.223/0.223] Acc:[0.984/0.990] AdvAcc:[0.922/0.925] +Epoch:[ 39][150|469] Time:[0.224/0.210] Loss:[0.050/0.036] AdvLoss:[0.257/0.226] Acc:[0.977/0.990] AdvAcc:[0.914/0.924] +Epoch:[ 39][160|469] Time:[0.239/0.209] Loss:[0.028/0.036] AdvLoss:[0.197/0.226] Acc:[0.992/0.990] AdvAcc:[0.945/0.924] +Epoch:[ 39][170|469] Time:[0.231/0.204] Loss:[0.015/0.037] AdvLoss:[0.174/0.226] Acc:[1.000/0.989] AdvAcc:[0.938/0.924] +Epoch:[ 39][180|469] Time:[0.283/0.257] Loss:[0.026/0.036] AdvLoss:[0.172/0.226] Acc:[0.992/0.990] AdvAcc:[0.938/0.924] +Epoch:[ 39][190|469] Time:[0.246/0.214] Loss:[0.044/0.036] AdvLoss:[0.269/0.225] Acc:[0.984/0.990] AdvAcc:[0.906/0.924] +Epoch:[ 39][200|469] Time:[0.231/0.215] Loss:[0.050/0.036] AdvLoss:[0.306/0.226] Acc:[0.984/0.989] AdvAcc:[0.875/0.924] +Epoch:[ 39][210|469] Time:[0.244/0.224] Loss:[0.036/0.036] AdvLoss:[0.233/0.226] Acc:[0.992/0.990] AdvAcc:[0.906/0.924] +Epoch:[ 39][220|469] Time:[0.228/0.216] Loss:[0.035/0.036] AdvLoss:[0.261/0.225] Acc:[0.992/0.990] AdvAcc:[0.906/0.924] +Epoch:[ 39][230|469] Time:[0.248/0.216] Loss:[0.068/0.037] AdvLoss:[0.298/0.225] Acc:[0.984/0.990] AdvAcc:[0.906/0.924] +Epoch:[ 39][240|469] Time:[0.238/0.210] Loss:[0.022/0.037] AdvLoss:[0.146/0.225] Acc:[1.000/0.990] AdvAcc:[0.945/0.925] +Epoch:[ 39][250|469] Time:[0.226/0.206] Loss:[0.045/0.037] AdvLoss:[0.192/0.225] Acc:[0.984/0.990] AdvAcc:[0.938/0.924] +Epoch:[ 39][260|469] Time:[0.235/0.200] Loss:[0.042/0.037] AdvLoss:[0.198/0.225] Acc:[0.992/0.990] AdvAcc:[0.945/0.924] +Epoch:[ 39][270|469] Time:[0.246/0.225] Loss:[0.023/0.037] AdvLoss:[0.184/0.225] Acc:[1.000/0.990] AdvAcc:[0.922/0.924] +Epoch:[ 39][280|469] Time:[0.236/0.216] Loss:[0.017/0.036] AdvLoss:[0.178/0.226] Acc:[1.000/0.990] AdvAcc:[0.930/0.924] +Epoch:[ 39][290|469] Time:[0.241/0.212] Loss:[0.068/0.037] AdvLoss:[0.335/0.226] Acc:[0.984/0.990] AdvAcc:[0.891/0.923] +Epoch:[ 39][300|469] Time:[0.250/0.221] Loss:[0.036/0.037] AdvLoss:[0.199/0.226] Acc:[0.992/0.990] AdvAcc:[0.930/0.923] +Epoch:[ 39][310|469] Time:[0.231/0.209] Loss:[0.028/0.037] AdvLoss:[0.166/0.227] Acc:[0.992/0.990] AdvAcc:[0.945/0.923] +Epoch:[ 39][320|469] Time:[0.222/0.206] Loss:[0.025/0.036] AdvLoss:[0.210/0.227] Acc:[1.000/0.990] AdvAcc:[0.891/0.923] +Epoch:[ 39][330|469] Time:[0.239/0.210] Loss:[0.035/0.037] AdvLoss:[0.203/0.228] Acc:[0.992/0.990] AdvAcc:[0.914/0.923] +Epoch:[ 39][340|469] Time:[0.231/0.212] Loss:[0.094/0.038] AdvLoss:[0.287/0.227] Acc:[0.969/0.989] AdvAcc:[0.914/0.923] +Epoch:[ 39][350|469] Time:[0.223/0.208] Loss:[0.021/0.038] AdvLoss:[0.170/0.226] Acc:[1.000/0.990] AdvAcc:[0.938/0.923] +Epoch:[ 39][360|469] Time:[0.253/0.228] Loss:[0.048/0.038] AdvLoss:[0.308/0.226] Acc:[0.992/0.990] AdvAcc:[0.875/0.923] +Epoch:[ 39][370|469] Time:[0.232/0.215] Loss:[0.047/0.038] AdvLoss:[0.225/0.226] Acc:[0.977/0.989] AdvAcc:[0.930/0.924] +Epoch:[ 39][380|469] Time:[0.220/0.211] Loss:[0.066/0.039] AdvLoss:[0.314/0.225] Acc:[0.977/0.989] AdvAcc:[0.883/0.924] +Epoch:[ 39][390|469] Time:[0.225/0.214] Loss:[0.100/0.039] AdvLoss:[0.318/0.225] Acc:[0.961/0.989] AdvAcc:[0.891/0.924] +Epoch:[ 39][400|469] Time:[0.242/0.211] Loss:[0.058/0.039] AdvLoss:[0.286/0.225] Acc:[0.977/0.989] AdvAcc:[0.922/0.924] +Epoch:[ 39][410|469] Time:[0.240/0.210] Loss:[0.046/0.040] AdvLoss:[0.287/0.225] Acc:[0.992/0.989] AdvAcc:[0.867/0.924] +Epoch:[ 39][420|469] Time:[0.234/0.207] Loss:[0.033/0.040] AdvLoss:[0.216/0.225] Acc:[0.992/0.989] AdvAcc:[0.938/0.924] +Epoch:[ 39][430|469] Time:[0.232/0.206] Loss:[0.056/0.040] AdvLoss:[0.336/0.225] Acc:[0.977/0.989] AdvAcc:[0.875/0.923] +Epoch:[ 39][440|469] Time:[0.227/0.209] Loss:[0.043/0.040] AdvLoss:[0.222/0.225] Acc:[0.992/0.988] AdvAcc:[0.922/0.923] +Epoch:[ 39][450|469] Time:[0.240/0.231] Loss:[0.023/0.040] AdvLoss:[0.130/0.225] Acc:[0.992/0.989] AdvAcc:[0.961/0.923] +Epoch:[ 39][460|469] Time:[0.229/0.219] Loss:[0.019/0.039] AdvLoss:[0.187/0.225] Acc:[1.000/0.989] AdvAcc:[0.930/0.923] +epoch 39 evaluated +natural accuracy: 0.9856 +adversarial accuracy: 0.9173 +Epoch:[ 40][ 10|469] Time:[0.247/0.214] Loss:[0.044/0.035] AdvLoss:[0.212/0.219] Acc:[0.977/0.988] AdvAcc:[0.922/0.924] +Epoch:[ 40][ 20|469] Time:[0.230/0.208] Loss:[0.017/0.037] AdvLoss:[0.126/0.207] Acc:[1.000/0.990] AdvAcc:[0.961/0.928] +Epoch:[ 40][ 30|469] Time:[0.230/0.200] Loss:[0.032/0.034] AdvLoss:[0.197/0.213] Acc:[1.000/0.993] AdvAcc:[0.922/0.926] +Epoch:[ 40][ 40|469] Time:[0.224/0.211] Loss:[0.023/0.034] AdvLoss:[0.159/0.208] Acc:[0.992/0.993] AdvAcc:[0.945/0.928] +Epoch:[ 40][ 50|469] Time:[0.224/0.212] Loss:[0.080/0.038] AdvLoss:[0.353/0.212] Acc:[0.969/0.991] AdvAcc:[0.914/0.927] +Epoch:[ 40][ 60|469] Time:[0.239/0.205] Loss:[0.026/0.041] AdvLoss:[0.197/0.216] Acc:[0.992/0.990] AdvAcc:[0.898/0.925] +Epoch:[ 40][ 70|469] Time:[0.227/0.207] Loss:[0.030/0.040] AdvLoss:[0.216/0.213] Acc:[0.992/0.990] AdvAcc:[0.898/0.925] +Epoch:[ 40][ 80|469] Time:[0.241/0.209] Loss:[0.030/0.038] AdvLoss:[0.185/0.214] Acc:[0.992/0.990] AdvAcc:[0.930/0.925] +Epoch:[ 40][ 90|469] Time:[0.246/0.224] Loss:[0.045/0.040] AdvLoss:[0.236/0.217] Acc:[0.992/0.990] AdvAcc:[0.922/0.925] +Epoch:[ 40][100|469] Time:[0.241/0.209] Loss:[0.028/0.039] AdvLoss:[0.190/0.216] Acc:[1.000/0.990] AdvAcc:[0.914/0.924] +Epoch:[ 40][110|469] Time:[0.233/0.207] Loss:[0.061/0.041] AdvLoss:[0.258/0.216] Acc:[0.969/0.988] AdvAcc:[0.914/0.924] +Epoch:[ 40][120|469] Time:[0.242/0.210] Loss:[0.047/0.041] AdvLoss:[0.307/0.217] Acc:[0.992/0.989] AdvAcc:[0.883/0.924] +Epoch:[ 40][130|469] Time:[0.222/0.211] Loss:[0.042/0.041] AdvLoss:[0.217/0.218] Acc:[0.984/0.988] AdvAcc:[0.922/0.923] +Epoch:[ 40][140|469] Time:[0.236/0.207] Loss:[0.040/0.041] AdvLoss:[0.222/0.217] Acc:[0.984/0.988] AdvAcc:[0.930/0.924] +Epoch:[ 40][150|469] Time:[0.252/0.226] Loss:[0.031/0.040] AdvLoss:[0.179/0.216] Acc:[0.992/0.989] AdvAcc:[0.945/0.924] +Epoch:[ 40][160|469] Time:[0.249/0.218] Loss:[0.028/0.039] AdvLoss:[0.163/0.215] Acc:[0.984/0.989] AdvAcc:[0.953/0.924] +Epoch:[ 40][170|469] Time:[0.230/0.207] Loss:[0.040/0.039] AdvLoss:[0.196/0.216] Acc:[0.984/0.989] AdvAcc:[0.945/0.924] +Epoch:[ 40][180|469] Time:[0.234/0.217] Loss:[0.114/0.040] AdvLoss:[0.280/0.217] Acc:[0.992/0.989] AdvAcc:[0.922/0.924] +Epoch:[ 40][190|469] Time:[0.239/0.229] Loss:[0.029/0.040] AdvLoss:[0.159/0.216] Acc:[0.992/0.989] AdvAcc:[0.938/0.925] +Epoch:[ 40][200|469] Time:[0.233/0.209] Loss:[0.064/0.040] AdvLoss:[0.252/0.216] Acc:[0.992/0.989] AdvAcc:[0.922/0.925] +Epoch:[ 40][210|469] Time:[0.233/0.207] Loss:[0.095/0.041] AdvLoss:[0.376/0.217] Acc:[0.969/0.989] AdvAcc:[0.867/0.924] +Epoch:[ 40][220|469] Time:[0.227/0.205] Loss:[0.032/0.040] AdvLoss:[0.213/0.219] Acc:[0.992/0.989] AdvAcc:[0.922/0.924] +Epoch:[ 40][230|469] Time:[0.232/0.202] Loss:[0.033/0.040] AdvLoss:[0.199/0.219] Acc:[0.992/0.989] AdvAcc:[0.930/0.924] +Epoch:[ 40][240|469] Time:[0.225/0.206] Loss:[0.048/0.040] AdvLoss:[0.210/0.220] Acc:[0.984/0.989] AdvAcc:[0.922/0.923] +Epoch:[ 40][250|469] Time:[0.264/0.239] Loss:[0.033/0.040] AdvLoss:[0.171/0.219] Acc:[0.992/0.989] AdvAcc:[0.945/0.924] +Epoch:[ 40][260|469] Time:[0.235/0.202] Loss:[0.020/0.040] AdvLoss:[0.160/0.219] Acc:[0.992/0.989] AdvAcc:[0.945/0.924] +Epoch:[ 40][270|469] Time:[0.231/0.208] Loss:[0.051/0.040] AdvLoss:[0.253/0.219] Acc:[0.984/0.989] AdvAcc:[0.898/0.924] +Epoch:[ 40][280|469] Time:[0.255/0.219] Loss:[0.030/0.039] AdvLoss:[0.166/0.220] Acc:[0.992/0.990] AdvAcc:[0.945/0.924] +Epoch:[ 40][290|469] Time:[0.213/0.203] Loss:[0.017/0.040] AdvLoss:[0.159/0.219] Acc:[1.000/0.989] AdvAcc:[0.945/0.924] +Epoch:[ 40][300|469] Time:[0.223/0.209] Loss:[0.035/0.041] AdvLoss:[0.158/0.219] Acc:[0.992/0.989] AdvAcc:[0.969/0.924] +Epoch:[ 40][310|469] Time:[0.236/0.208] Loss:[0.073/0.041] AdvLoss:[0.303/0.219] Acc:[0.977/0.989] AdvAcc:[0.859/0.924] +Epoch:[ 40][320|469] Time:[0.260/0.250] Loss:[0.034/0.041] AdvLoss:[0.268/0.219] Acc:[1.000/0.989] AdvAcc:[0.891/0.924] +Epoch:[ 40][330|469] Time:[0.237/0.213] Loss:[0.018/0.040] AdvLoss:[0.162/0.218] Acc:[1.000/0.989] AdvAcc:[0.938/0.925] +Epoch:[ 40][340|469] Time:[0.238/0.213] Loss:[0.047/0.040] AdvLoss:[0.198/0.217] Acc:[0.992/0.990] AdvAcc:[0.930/0.925] +Epoch:[ 40][350|469] Time:[0.235/0.208] Loss:[0.012/0.040] AdvLoss:[0.132/0.218] Acc:[1.000/0.990] AdvAcc:[0.953/0.925] +Epoch:[ 40][360|469] Time:[0.219/0.207] Loss:[0.036/0.040] AdvLoss:[0.245/0.218] Acc:[0.984/0.990] AdvAcc:[0.898/0.925] +Epoch:[ 40][370|469] Time:[0.250/0.217] Loss:[0.017/0.039] AdvLoss:[0.188/0.217] Acc:[1.000/0.990] AdvAcc:[0.922/0.925] +Epoch:[ 40][380|469] Time:[0.228/0.202] Loss:[0.041/0.039] AdvLoss:[0.191/0.217] Acc:[0.984/0.990] AdvAcc:[0.938/0.925] +Epoch:[ 40][390|469] Time:[0.232/0.210] Loss:[0.062/0.039] AdvLoss:[0.293/0.218] Acc:[0.977/0.989] AdvAcc:[0.914/0.925] +Epoch:[ 40][400|469] Time:[0.226/0.217] Loss:[0.050/0.040] AdvLoss:[0.216/0.218] Acc:[0.984/0.989] AdvAcc:[0.930/0.925] +Epoch:[ 40][410|469] Time:[0.240/0.216] Loss:[0.034/0.040] AdvLoss:[0.249/0.218] Acc:[0.984/0.989] AdvAcc:[0.930/0.925] +Epoch:[ 40][420|469] Time:[0.240/0.217] Loss:[0.096/0.040] AdvLoss:[0.394/0.218] Acc:[0.977/0.989] AdvAcc:[0.883/0.925] +Epoch:[ 40][430|469] Time:[0.243/0.216] Loss:[0.045/0.041] AdvLoss:[0.303/0.218] Acc:[0.992/0.989] AdvAcc:[0.875/0.925] +Epoch:[ 40][440|469] Time:[0.250/0.219] Loss:[0.048/0.042] AdvLoss:[0.199/0.218] Acc:[0.992/0.989] AdvAcc:[0.914/0.925] +Epoch:[ 40][450|469] Time:[0.239/0.212] Loss:[0.084/0.042] AdvLoss:[0.254/0.219] Acc:[0.977/0.989] AdvAcc:[0.938/0.925] +Epoch:[ 40][460|469] Time:[0.242/0.234] Loss:[0.020/0.041] AdvLoss:[0.175/0.218] Acc:[1.000/0.989] AdvAcc:[0.938/0.925] +Epoch:[ 41][ 10|469] Time:[0.241/0.206] Loss:[0.042/0.049] AdvLoss:[0.153/0.219] Acc:[0.992/0.988] AdvAcc:[0.953/0.923] +Epoch:[ 41][ 20|469] Time:[0.243/0.215] Loss:[0.012/0.036] AdvLoss:[0.114/0.219] Acc:[1.000/0.990] AdvAcc:[0.977/0.924] +Epoch:[ 41][ 30|469] Time:[0.239/0.217] Loss:[0.049/0.042] AdvLoss:[0.214/0.213] Acc:[0.992/0.988] AdvAcc:[0.938/0.929] +Epoch:[ 41][ 40|469] Time:[0.231/0.204] Loss:[0.013/0.037] AdvLoss:[0.156/0.207] Acc:[1.000/0.990] AdvAcc:[0.945/0.930] +Epoch:[ 41][ 50|469] Time:[0.247/0.209] Loss:[0.044/0.039] AdvLoss:[0.249/0.204] Acc:[0.992/0.990] AdvAcc:[0.898/0.932] +Epoch:[ 41][ 60|469] Time:[0.245/0.210] Loss:[0.027/0.042] AdvLoss:[0.186/0.205] Acc:[1.000/0.989] AdvAcc:[0.922/0.933] +Epoch:[ 41][ 70|469] Time:[0.230/0.206] Loss:[0.019/0.039] AdvLoss:[0.152/0.203] Acc:[0.992/0.989] AdvAcc:[0.961/0.933] +Epoch:[ 41][ 80|469] Time:[0.233/0.206] Loss:[0.049/0.041] AdvLoss:[0.285/0.207] Acc:[0.977/0.988] AdvAcc:[0.898/0.933] +Epoch:[ 41][ 90|469] Time:[0.237/0.204] Loss:[0.033/0.040] AdvLoss:[0.268/0.207] Acc:[0.992/0.989] AdvAcc:[0.922/0.933] +Epoch:[ 41][100|469] Time:[0.244/0.211] Loss:[0.017/0.038] AdvLoss:[0.191/0.206] Acc:[1.000/0.990] AdvAcc:[0.938/0.932] +Epoch:[ 41][110|469] Time:[0.237/0.210] Loss:[0.050/0.039] AdvLoss:[0.305/0.207] Acc:[0.984/0.989] AdvAcc:[0.883/0.932] +Epoch:[ 41][120|469] Time:[0.237/0.215] Loss:[0.051/0.041] AdvLoss:[0.183/0.209] Acc:[0.992/0.989] AdvAcc:[0.945/0.931] +Epoch:[ 41][130|469] Time:[0.237/0.217] Loss:[0.047/0.040] AdvLoss:[0.255/0.209] Acc:[0.984/0.989] AdvAcc:[0.914/0.931] +Epoch:[ 41][140|469] Time:[0.225/0.204] Loss:[0.047/0.040] AdvLoss:[0.263/0.209] Acc:[0.984/0.989] AdvAcc:[0.914/0.931] +Epoch:[ 41][150|469] Time:[0.237/0.214] Loss:[0.044/0.039] AdvLoss:[0.199/0.208] Acc:[0.992/0.989] AdvAcc:[0.914/0.931] +Epoch:[ 41][160|469] Time:[0.240/0.215] Loss:[0.031/0.039] AdvLoss:[0.226/0.208] Acc:[0.992/0.989] AdvAcc:[0.930/0.931] +Epoch:[ 41][170|469] Time:[0.244/0.215] Loss:[0.071/0.039] AdvLoss:[0.273/0.208] Acc:[0.961/0.988] AdvAcc:[0.898/0.931] +Epoch:[ 41][180|469] Time:[0.254/0.221] Loss:[0.023/0.039] AdvLoss:[0.175/0.208] Acc:[1.000/0.989] AdvAcc:[0.930/0.931] +Epoch:[ 41][190|469] Time:[0.244/0.218] Loss:[0.027/0.039] AdvLoss:[0.207/0.209] Acc:[1.000/0.989] AdvAcc:[0.914/0.930] +Epoch:[ 41][200|469] Time:[0.246/0.232] Loss:[0.028/0.039] AdvLoss:[0.200/0.209] Acc:[0.992/0.989] AdvAcc:[0.945/0.930] +Epoch:[ 41][210|469] Time:[0.238/0.210] Loss:[0.022/0.039] AdvLoss:[0.211/0.210] Acc:[1.000/0.989] AdvAcc:[0.930/0.929] +Epoch:[ 41][220|469] Time:[0.226/0.210] Loss:[0.046/0.039] AdvLoss:[0.195/0.210] Acc:[0.984/0.989] AdvAcc:[0.938/0.929] +Epoch:[ 41][230|469] Time:[0.239/0.213] Loss:[0.028/0.038] AdvLoss:[0.169/0.209] Acc:[0.992/0.989] AdvAcc:[0.930/0.930] +Epoch:[ 41][240|469] Time:[0.230/0.217] Loss:[0.027/0.038] AdvLoss:[0.145/0.210] Acc:[0.992/0.989] AdvAcc:[0.953/0.929] +Epoch:[ 41][250|469] Time:[0.230/0.221] Loss:[0.039/0.038] AdvLoss:[0.236/0.210] Acc:[0.984/0.989] AdvAcc:[0.914/0.929] +Epoch:[ 41][260|469] Time:[0.225/0.215] Loss:[0.047/0.038] AdvLoss:[0.215/0.210] Acc:[0.977/0.989] AdvAcc:[0.922/0.929] +Epoch:[ 41][270|469] Time:[0.236/0.215] Loss:[0.031/0.038] AdvLoss:[0.213/0.210] Acc:[1.000/0.989] AdvAcc:[0.906/0.929] +Epoch:[ 41][280|469] Time:[0.239/0.222] Loss:[0.053/0.039] AdvLoss:[0.266/0.211] Acc:[0.984/0.989] AdvAcc:[0.906/0.928] +Epoch:[ 41][290|469] Time:[0.226/0.204] Loss:[0.080/0.040] AdvLoss:[0.272/0.212] Acc:[0.977/0.989] AdvAcc:[0.914/0.928] +Epoch:[ 41][300|469] Time:[0.237/0.211] Loss:[0.047/0.041] AdvLoss:[0.243/0.212] Acc:[0.984/0.988] AdvAcc:[0.914/0.928] +Epoch:[ 41][310|469] Time:[0.241/0.209] Loss:[0.033/0.041] AdvLoss:[0.163/0.212] Acc:[0.992/0.988] AdvAcc:[0.938/0.929] +Epoch:[ 41][320|469] Time:[0.238/0.205] Loss:[0.020/0.041] AdvLoss:[0.171/0.212] Acc:[1.000/0.989] AdvAcc:[0.938/0.928] +Epoch:[ 41][330|469] Time:[0.239/0.206] Loss:[0.012/0.040] AdvLoss:[0.142/0.212] Acc:[1.000/0.989] AdvAcc:[0.953/0.928] +Epoch:[ 41][340|469] Time:[0.242/0.208] Loss:[0.037/0.040] AdvLoss:[0.166/0.212] Acc:[0.984/0.989] AdvAcc:[0.961/0.928] +Epoch:[ 41][350|469] Time:[0.240/0.221] Loss:[0.025/0.039] AdvLoss:[0.157/0.211] Acc:[0.992/0.989] AdvAcc:[0.953/0.929] +Epoch:[ 41][360|469] Time:[0.228/0.206] Loss:[0.034/0.039] AdvLoss:[0.192/0.213] Acc:[0.984/0.989] AdvAcc:[0.914/0.928] +Epoch:[ 41][370|469] Time:[0.241/0.217] Loss:[0.047/0.039] AdvLoss:[0.284/0.213] Acc:[0.992/0.989] AdvAcc:[0.875/0.928] +Epoch:[ 41][380|469] Time:[0.251/0.241] Loss:[0.034/0.039] AdvLoss:[0.182/0.213] Acc:[0.992/0.989] AdvAcc:[0.930/0.928] +Epoch:[ 41][390|469] Time:[0.226/0.204] Loss:[0.028/0.039] AdvLoss:[0.195/0.213] Acc:[0.992/0.989] AdvAcc:[0.922/0.928] +Epoch:[ 41][400|469] Time:[0.251/0.214] Loss:[0.055/0.039] AdvLoss:[0.222/0.213] Acc:[0.984/0.989] AdvAcc:[0.938/0.928] +Epoch:[ 41][410|469] Time:[0.245/0.233] Loss:[0.028/0.039] AdvLoss:[0.195/0.213] Acc:[1.000/0.989] AdvAcc:[0.922/0.928] +Epoch:[ 41][420|469] Time:[0.229/0.205] Loss:[0.057/0.039] AdvLoss:[0.258/0.213] Acc:[0.984/0.989] AdvAcc:[0.906/0.927] +Epoch:[ 41][430|469] Time:[0.243/0.214] Loss:[0.047/0.039] AdvLoss:[0.200/0.213] Acc:[0.984/0.989] AdvAcc:[0.930/0.928] +Epoch:[ 41][440|469] Time:[0.256/0.222] Loss:[0.020/0.039] AdvLoss:[0.173/0.212] Acc:[1.000/0.989] AdvAcc:[0.945/0.928] +Epoch:[ 41][450|469] Time:[0.242/0.213] Loss:[0.047/0.039] AdvLoss:[0.208/0.212] Acc:[0.984/0.989] AdvAcc:[0.945/0.928] +Epoch:[ 41][460|469] Time:[0.221/0.197] Loss:[0.050/0.039] AdvLoss:[0.232/0.212] Acc:[0.977/0.989] AdvAcc:[0.906/0.928] +Epoch:[ 42][ 10|469] Time:[0.233/0.204] Loss:[0.022/0.039] AdvLoss:[0.183/0.202] Acc:[1.000/0.988] AdvAcc:[0.922/0.930] +Epoch:[ 42][ 20|469] Time:[0.232/0.214] Loss:[0.022/0.037] AdvLoss:[0.112/0.204] Acc:[0.992/0.986] AdvAcc:[0.977/0.931] +Epoch:[ 42][ 30|469] Time:[0.225/0.211] Loss:[0.048/0.041] AdvLoss:[0.199/0.205] Acc:[0.984/0.987] AdvAcc:[0.938/0.929] +Epoch:[ 42][ 40|469] Time:[0.259/0.231] Loss:[0.023/0.036] AdvLoss:[0.166/0.203] Acc:[0.992/0.989] AdvAcc:[0.961/0.929] +Epoch:[ 42][ 50|469] Time:[0.244/0.218] Loss:[0.024/0.033] AdvLoss:[0.183/0.203] Acc:[1.000/0.991] AdvAcc:[0.938/0.930] +Epoch:[ 42][ 60|469] Time:[0.233/0.205] Loss:[0.020/0.033] AdvLoss:[0.166/0.203] Acc:[1.000/0.992] AdvAcc:[0.953/0.930] +Epoch:[ 42][ 70|469] Time:[0.250/0.216] Loss:[0.037/0.033] AdvLoss:[0.205/0.205] Acc:[0.992/0.992] AdvAcc:[0.930/0.930] +Epoch:[ 42][ 80|469] Time:[0.229/0.207] Loss:[0.028/0.032] AdvLoss:[0.147/0.205] Acc:[0.992/0.992] AdvAcc:[0.961/0.931] +Epoch:[ 42][ 90|469] Time:[0.227/0.213] Loss:[0.064/0.034] AdvLoss:[0.285/0.207] Acc:[0.969/0.991] AdvAcc:[0.914/0.930] +Epoch:[ 42][100|469] Time:[0.243/0.223] Loss:[0.020/0.035] AdvLoss:[0.164/0.206] Acc:[0.992/0.990] AdvAcc:[0.938/0.930] +Epoch:[ 42][110|469] Time:[0.247/0.225] Loss:[0.013/0.034] AdvLoss:[0.136/0.206] Acc:[1.000/0.990] AdvAcc:[0.953/0.930] +Epoch:[ 42][120|469] Time:[0.223/0.210] Loss:[0.072/0.036] AdvLoss:[0.253/0.205] Acc:[0.977/0.990] AdvAcc:[0.898/0.930] +Epoch:[ 42][130|469] Time:[0.231/0.209] Loss:[0.023/0.034] AdvLoss:[0.171/0.203] Acc:[1.000/0.991] AdvAcc:[0.945/0.931] +Epoch:[ 42][140|469] Time:[0.224/0.211] Loss:[0.054/0.035] AdvLoss:[0.258/0.205] Acc:[0.977/0.991] AdvAcc:[0.922/0.930] +Epoch:[ 42][150|469] Time:[0.240/0.230] Loss:[0.102/0.036] AdvLoss:[0.299/0.206] Acc:[0.961/0.990] AdvAcc:[0.914/0.930] +Epoch:[ 42][160|469] Time:[0.228/0.218] Loss:[0.029/0.036] AdvLoss:[0.194/0.205] Acc:[0.992/0.990] AdvAcc:[0.922/0.930] +Epoch:[ 42][170|469] Time:[0.239/0.209] Loss:[0.049/0.037] AdvLoss:[0.210/0.207] Acc:[0.984/0.990] AdvAcc:[0.930/0.929] +Epoch:[ 42][180|469] Time:[0.241/0.212] Loss:[0.021/0.037] AdvLoss:[0.147/0.207] Acc:[0.992/0.990] AdvAcc:[0.945/0.929] +Epoch:[ 42][190|469] Time:[0.224/0.208] Loss:[0.028/0.036] AdvLoss:[0.199/0.206] Acc:[1.000/0.990] AdvAcc:[0.938/0.930] +Epoch:[ 42][200|469] Time:[0.236/0.215] Loss:[0.030/0.036] AdvLoss:[0.202/0.206] Acc:[0.992/0.989] AdvAcc:[0.914/0.930] +Epoch:[ 42][210|469] Time:[0.239/0.214] Loss:[0.034/0.036] AdvLoss:[0.250/0.206] Acc:[0.984/0.989] AdvAcc:[0.891/0.929] +Epoch:[ 42][220|469] Time:[0.248/0.214] Loss:[0.029/0.036] AdvLoss:[0.194/0.207] Acc:[1.000/0.990] AdvAcc:[0.930/0.929] +Epoch:[ 42][230|469] Time:[0.248/0.214] Loss:[0.058/0.037] AdvLoss:[0.205/0.207] Acc:[0.977/0.989] AdvAcc:[0.938/0.929] +Epoch:[ 42][240|469] Time:[0.236/0.218] Loss:[0.043/0.036] AdvLoss:[0.218/0.207] Acc:[0.984/0.989] AdvAcc:[0.938/0.929] +Epoch:[ 42][250|469] Time:[0.241/0.210] Loss:[0.046/0.037] AdvLoss:[0.206/0.207] Acc:[0.977/0.989] AdvAcc:[0.922/0.929] +Epoch:[ 42][260|469] Time:[0.236/0.210] Loss:[0.053/0.038] AdvLoss:[0.221/0.207] Acc:[0.992/0.989] AdvAcc:[0.938/0.930] +Epoch:[ 42][270|469] Time:[0.231/0.208] Loss:[0.046/0.038] AdvLoss:[0.213/0.207] Acc:[0.977/0.989] AdvAcc:[0.930/0.930] +Epoch:[ 42][280|469] Time:[0.242/0.209] Loss:[0.045/0.038] AdvLoss:[0.214/0.207] Acc:[0.977/0.988] AdvAcc:[0.930/0.930] +Epoch:[ 42][290|469] Time:[0.239/0.214] Loss:[0.035/0.039] AdvLoss:[0.208/0.207] Acc:[0.992/0.988] AdvAcc:[0.930/0.930] +Epoch:[ 42][300|469] Time:[0.254/0.214] Loss:[0.042/0.038] AdvLoss:[0.207/0.206] Acc:[0.984/0.988] AdvAcc:[0.938/0.930] +Epoch:[ 42][310|469] Time:[0.228/0.217] Loss:[0.024/0.039] AdvLoss:[0.155/0.207] Acc:[0.992/0.988] AdvAcc:[0.953/0.930] +Epoch:[ 42][320|469] Time:[0.231/0.208] Loss:[0.035/0.039] AdvLoss:[0.148/0.207] Acc:[0.992/0.988] AdvAcc:[0.969/0.930] +Epoch:[ 42][330|469] Time:[0.233/0.223] Loss:[0.038/0.039] AdvLoss:[0.197/0.207] Acc:[0.992/0.988] AdvAcc:[0.930/0.930] +Epoch:[ 42][340|469] Time:[0.241/0.220] Loss:[0.042/0.039] AdvLoss:[0.212/0.207] Acc:[0.992/0.988] AdvAcc:[0.938/0.930] +Epoch:[ 42][350|469] Time:[0.235/0.216] Loss:[0.032/0.039] AdvLoss:[0.149/0.206] Acc:[0.984/0.988] AdvAcc:[0.945/0.930] +Epoch:[ 42][360|469] Time:[0.251/0.228] Loss:[0.046/0.038] AdvLoss:[0.208/0.207] Acc:[0.977/0.988] AdvAcc:[0.914/0.930] +Epoch:[ 42][370|469] Time:[0.235/0.205] Loss:[0.020/0.038] AdvLoss:[0.165/0.206] Acc:[1.000/0.988] AdvAcc:[0.945/0.930] +Epoch:[ 42][380|469] Time:[0.241/0.213] Loss:[0.045/0.038] AdvLoss:[0.252/0.206] Acc:[0.984/0.988] AdvAcc:[0.922/0.930] +Epoch:[ 42][390|469] Time:[0.239/0.207] Loss:[0.032/0.038] AdvLoss:[0.171/0.206] Acc:[0.992/0.988] AdvAcc:[0.930/0.930] +Epoch:[ 42][400|469] Time:[0.222/0.208] Loss:[0.020/0.038] AdvLoss:[0.141/0.206] Acc:[1.000/0.988] AdvAcc:[0.969/0.930] +Epoch:[ 42][410|469] Time:[0.243/0.232] Loss:[0.032/0.038] AdvLoss:[0.223/0.207] Acc:[0.992/0.988] AdvAcc:[0.922/0.930] +Epoch:[ 42][420|469] Time:[0.237/0.227] Loss:[0.045/0.038] AdvLoss:[0.251/0.207] Acc:[0.977/0.988] AdvAcc:[0.914/0.930] +Epoch:[ 42][430|469] Time:[0.248/0.229] Loss:[0.017/0.038] AdvLoss:[0.123/0.207] Acc:[1.000/0.988] AdvAcc:[0.961/0.930] +Epoch:[ 42][440|469] Time:[0.276/0.266] Loss:[0.035/0.038] AdvLoss:[0.250/0.207] Acc:[0.992/0.988] AdvAcc:[0.906/0.929] +Epoch:[ 42][450|469] Time:[0.249/0.238] Loss:[0.028/0.037] AdvLoss:[0.238/0.207] Acc:[0.992/0.988] AdvAcc:[0.914/0.930] +Epoch:[ 42][460|469] Time:[0.285/0.274] Loss:[0.035/0.037] AdvLoss:[0.175/0.206] Acc:[0.984/0.988] AdvAcc:[0.961/0.930] +Epoch:[ 43][ 10|469] Time:[0.275/0.264] Loss:[0.031/0.027] AdvLoss:[0.179/0.227] Acc:[0.992/0.992] AdvAcc:[0.961/0.931] +Epoch:[ 43][ 20|469] Time:[0.263/0.253] Loss:[0.021/0.029] AdvLoss:[0.150/0.226] Acc:[1.000/0.992] AdvAcc:[0.938/0.928] +Epoch:[ 43][ 30|469] Time:[0.257/0.247] Loss:[0.017/0.028] AdvLoss:[0.142/0.218] Acc:[0.992/0.991] AdvAcc:[0.953/0.930] +Epoch:[ 43][ 40|469] Time:[0.283/0.273] Loss:[0.026/0.030] AdvLoss:[0.163/0.214] Acc:[0.992/0.990] AdvAcc:[0.961/0.933] +Epoch:[ 43][ 50|469] Time:[0.248/0.238] Loss:[0.037/0.032] AdvLoss:[0.191/0.217] Acc:[0.984/0.989] AdvAcc:[0.922/0.930] +Epoch:[ 43][ 60|469] Time:[0.232/0.222] Loss:[0.019/0.032] AdvLoss:[0.171/0.214] Acc:[1.000/0.989] AdvAcc:[0.945/0.931] +Epoch:[ 43][ 70|469] Time:[0.255/0.244] Loss:[0.041/0.032] AdvLoss:[0.216/0.214] Acc:[0.984/0.989] AdvAcc:[0.922/0.929] +Epoch:[ 43][ 80|469] Time:[0.236/0.226] Loss:[0.014/0.032] AdvLoss:[0.113/0.214] Acc:[1.000/0.990] AdvAcc:[0.961/0.929] +Epoch:[ 43][ 90|469] Time:[0.252/0.241] Loss:[0.039/0.032] AdvLoss:[0.211/0.215] Acc:[0.984/0.990] AdvAcc:[0.930/0.929] +Epoch:[ 43][100|469] Time:[0.235/0.226] Loss:[0.053/0.033] AdvLoss:[0.252/0.212] Acc:[0.977/0.989] AdvAcc:[0.930/0.929] +Epoch:[ 43][110|469] Time:[0.245/0.217] Loss:[0.031/0.033] AdvLoss:[0.174/0.213] Acc:[1.000/0.989] AdvAcc:[0.930/0.929] +Epoch:[ 43][120|469] Time:[0.242/0.216] Loss:[0.047/0.033] AdvLoss:[0.225/0.213] Acc:[0.992/0.990] AdvAcc:[0.914/0.928] +Epoch:[ 43][130|469] Time:[0.223/0.205] Loss:[0.024/0.033] AdvLoss:[0.199/0.212] Acc:[1.000/0.990] AdvAcc:[0.914/0.928] +Epoch:[ 43][140|469] Time:[0.229/0.214] Loss:[0.039/0.033] AdvLoss:[0.199/0.211] Acc:[0.992/0.990] AdvAcc:[0.922/0.929] +Epoch:[ 43][150|469] Time:[0.236/0.210] Loss:[0.028/0.033] AdvLoss:[0.182/0.210] Acc:[1.000/0.990] AdvAcc:[0.930/0.929] +Epoch:[ 43][160|469] Time:[0.243/0.208] Loss:[0.036/0.034] AdvLoss:[0.198/0.210] Acc:[0.992/0.990] AdvAcc:[0.930/0.929] +Epoch:[ 43][170|469] Time:[0.236/0.225] Loss:[0.040/0.034] AdvLoss:[0.182/0.211] Acc:[0.984/0.990] AdvAcc:[0.938/0.929] +Epoch:[ 43][180|469] Time:[0.241/0.216] Loss:[0.026/0.033] AdvLoss:[0.163/0.208] Acc:[0.992/0.990] AdvAcc:[0.961/0.930] +Epoch:[ 43][190|469] Time:[0.243/0.233] Loss:[0.047/0.034] AdvLoss:[0.226/0.209] Acc:[0.992/0.990] AdvAcc:[0.922/0.930] +Epoch:[ 43][200|469] Time:[0.239/0.210] Loss:[0.035/0.034] AdvLoss:[0.167/0.208] Acc:[0.992/0.990] AdvAcc:[0.922/0.930] +Epoch:[ 43][210|469] Time:[0.245/0.233] Loss:[0.028/0.035] AdvLoss:[0.177/0.206] Acc:[0.992/0.990] AdvAcc:[0.945/0.931] +Epoch:[ 43][220|469] Time:[0.262/0.250] Loss:[0.038/0.035] AdvLoss:[0.226/0.206] Acc:[0.992/0.990] AdvAcc:[0.891/0.931] +Epoch:[ 43][230|469] Time:[0.232/0.214] Loss:[0.024/0.035] AdvLoss:[0.209/0.205] Acc:[1.000/0.990] AdvAcc:[0.930/0.930] +Epoch:[ 43][240|469] Time:[0.261/0.252] Loss:[0.056/0.035] AdvLoss:[0.255/0.205] Acc:[0.984/0.990] AdvAcc:[0.914/0.931] +Epoch:[ 43][250|469] Time:[0.246/0.224] Loss:[0.023/0.035] AdvLoss:[0.186/0.207] Acc:[1.000/0.990] AdvAcc:[0.922/0.930] +Epoch:[ 43][260|469] Time:[0.240/0.218] Loss:[0.019/0.035] AdvLoss:[0.164/0.206] Acc:[1.000/0.991] AdvAcc:[0.930/0.930] +Epoch:[ 43][270|469] Time:[0.255/0.235] Loss:[0.061/0.035] AdvLoss:[0.275/0.206] Acc:[0.969/0.990] AdvAcc:[0.883/0.930] +Epoch:[ 43][280|469] Time:[0.230/0.212] Loss:[0.065/0.036] AdvLoss:[0.233/0.206] Acc:[0.977/0.990] AdvAcc:[0.938/0.930] +Epoch:[ 43][290|469] Time:[0.244/0.210] Loss:[0.052/0.036] AdvLoss:[0.241/0.206] Acc:[0.992/0.989] AdvAcc:[0.906/0.930] +Epoch:[ 43][300|469] Time:[0.232/0.223] Loss:[0.023/0.036] AdvLoss:[0.170/0.206] Acc:[1.000/0.990] AdvAcc:[0.945/0.930] +Epoch:[ 43][310|469] Time:[0.241/0.223] Loss:[0.048/0.036] AdvLoss:[0.249/0.205] Acc:[0.984/0.990] AdvAcc:[0.922/0.931] +Epoch:[ 43][320|469] Time:[0.244/0.234] Loss:[0.031/0.036] AdvLoss:[0.161/0.205] Acc:[0.992/0.990] AdvAcc:[0.953/0.931] +Epoch:[ 43][330|469] Time:[0.244/0.229] Loss:[0.047/0.036] AdvLoss:[0.219/0.204] Acc:[0.984/0.990] AdvAcc:[0.930/0.931] +Epoch:[ 43][340|469] Time:[0.247/0.221] Loss:[0.057/0.036] AdvLoss:[0.251/0.204] Acc:[0.984/0.990] AdvAcc:[0.930/0.931] +Epoch:[ 43][350|469] Time:[0.297/0.286] Loss:[0.044/0.036] AdvLoss:[0.172/0.203] Acc:[0.984/0.990] AdvAcc:[0.945/0.931] +Epoch:[ 43][360|469] Time:[0.230/0.213] Loss:[0.033/0.036] AdvLoss:[0.161/0.203] Acc:[0.992/0.990] AdvAcc:[0.945/0.931] +Epoch:[ 43][370|469] Time:[0.236/0.216] Loss:[0.024/0.036] AdvLoss:[0.181/0.203] Acc:[0.992/0.990] AdvAcc:[0.938/0.932] +Epoch:[ 43][380|469] Time:[0.239/0.230] Loss:[0.023/0.035] AdvLoss:[0.144/0.202] Acc:[1.000/0.990] AdvAcc:[0.953/0.932] +Epoch:[ 43][390|469] Time:[0.230/0.218] Loss:[0.037/0.035] AdvLoss:[0.212/0.203] Acc:[0.984/0.990] AdvAcc:[0.922/0.931] +Epoch:[ 43][400|469] Time:[0.238/0.218] Loss:[0.041/0.035] AdvLoss:[0.195/0.202] Acc:[0.992/0.990] AdvAcc:[0.945/0.931] +Epoch:[ 43][410|469] Time:[0.235/0.225] Loss:[0.025/0.035] AdvLoss:[0.107/0.202] Acc:[0.992/0.990] AdvAcc:[0.977/0.931] +Epoch:[ 43][420|469] Time:[0.245/0.230] Loss:[0.048/0.035] AdvLoss:[0.219/0.202] Acc:[0.992/0.990] AdvAcc:[0.930/0.932] +Epoch:[ 43][430|469] Time:[0.223/0.214] Loss:[0.034/0.036] AdvLoss:[0.170/0.202] Acc:[0.992/0.990] AdvAcc:[0.953/0.932] +Epoch:[ 43][440|469] Time:[0.243/0.221] Loss:[0.022/0.036] AdvLoss:[0.187/0.202] Acc:[1.000/0.990] AdvAcc:[0.930/0.932] +Epoch:[ 43][450|469] Time:[0.220/0.211] Loss:[0.050/0.036] AdvLoss:[0.263/0.203] Acc:[0.992/0.991] AdvAcc:[0.906/0.931] +Epoch:[ 43][460|469] Time:[0.261/0.251] Loss:[0.021/0.035] AdvLoss:[0.164/0.203] Acc:[1.000/0.991] AdvAcc:[0.938/0.931] +Epoch:[ 44][ 10|469] Time:[0.280/0.255] Loss:[0.039/0.040] AdvLoss:[0.200/0.193] Acc:[0.992/0.988] AdvAcc:[0.938/0.931] +Epoch:[ 44][ 20|469] Time:[0.259/0.249] Loss:[0.027/0.034] AdvLoss:[0.165/0.195] Acc:[1.000/0.992] AdvAcc:[0.953/0.934] +Epoch:[ 44][ 30|469] Time:[0.247/0.234] Loss:[0.019/0.038] AdvLoss:[0.138/0.188] Acc:[0.992/0.990] AdvAcc:[0.945/0.938] +Epoch:[ 44][ 40|469] Time:[0.234/0.205] Loss:[0.044/0.041] AdvLoss:[0.194/0.187] Acc:[0.984/0.988] AdvAcc:[0.930/0.938] +Epoch:[ 44][ 50|469] Time:[0.242/0.231] Loss:[0.015/0.038] AdvLoss:[0.109/0.187] Acc:[1.000/0.990] AdvAcc:[0.961/0.938] +Epoch:[ 44][ 60|469] Time:[0.227/0.218] Loss:[0.018/0.035] AdvLoss:[0.166/0.191] Acc:[1.000/0.991] AdvAcc:[0.953/0.936] +Epoch:[ 44][ 70|469] Time:[0.238/0.209] Loss:[0.030/0.034] AdvLoss:[0.195/0.192] Acc:[0.984/0.991] AdvAcc:[0.914/0.935] +Epoch:[ 44][ 80|469] Time:[0.232/0.221] Loss:[0.075/0.038] AdvLoss:[0.269/0.194] Acc:[0.977/0.989] AdvAcc:[0.891/0.933] +Epoch:[ 44][ 90|469] Time:[0.249/0.230] Loss:[0.059/0.039] AdvLoss:[0.241/0.197] Acc:[0.984/0.989] AdvAcc:[0.914/0.933] +Epoch:[ 44][100|469] Time:[0.217/0.208] Loss:[0.038/0.039] AdvLoss:[0.209/0.197] Acc:[0.992/0.989] AdvAcc:[0.938/0.933] +Epoch:[ 44][110|469] Time:[0.245/0.228] Loss:[0.039/0.039] AdvLoss:[0.259/0.199] Acc:[0.992/0.990] AdvAcc:[0.891/0.931] +Epoch:[ 44][120|469] Time:[0.244/0.224] Loss:[0.024/0.039] AdvLoss:[0.135/0.198] Acc:[0.992/0.990] AdvAcc:[0.953/0.931] +Epoch:[ 44][130|469] Time:[0.251/0.240] Loss:[0.040/0.039] AdvLoss:[0.203/0.198] Acc:[0.992/0.990] AdvAcc:[0.914/0.932] +Epoch:[ 44][140|469] Time:[0.245/0.218] Loss:[0.014/0.037] AdvLoss:[0.148/0.197] Acc:[1.000/0.990] AdvAcc:[0.953/0.932] +Epoch:[ 44][150|469] Time:[0.245/0.222] Loss:[0.041/0.037] AdvLoss:[0.231/0.196] Acc:[0.984/0.990] AdvAcc:[0.906/0.932] +Epoch:[ 44][160|469] Time:[0.243/0.233] Loss:[0.046/0.038] AdvLoss:[0.229/0.198] Acc:[0.984/0.990] AdvAcc:[0.930/0.931] +Epoch:[ 44][170|469] Time:[0.239/0.210] Loss:[0.027/0.038] AdvLoss:[0.161/0.197] Acc:[0.992/0.989] AdvAcc:[0.961/0.932] +Epoch:[ 44][180|469] Time:[0.236/0.212] Loss:[0.015/0.037] AdvLoss:[0.125/0.197] Acc:[0.992/0.990] AdvAcc:[0.977/0.932] +Epoch:[ 44][190|469] Time:[0.270/0.260] Loss:[0.016/0.038] AdvLoss:[0.137/0.198] Acc:[1.000/0.990] AdvAcc:[0.969/0.931] +Epoch:[ 44][200|469] Time:[0.236/0.219] Loss:[0.074/0.038] AdvLoss:[0.220/0.197] Acc:[0.984/0.990] AdvAcc:[0.961/0.932] +Epoch:[ 44][210|469] Time:[0.250/0.222] Loss:[0.098/0.040] AdvLoss:[0.263/0.198] Acc:[0.961/0.989] AdvAcc:[0.922/0.932] +Epoch:[ 44][220|469] Time:[0.254/0.243] Loss:[0.063/0.040] AdvLoss:[0.248/0.197] Acc:[0.984/0.989] AdvAcc:[0.930/0.933] +Epoch:[ 44][230|469] Time:[0.234/0.208] Loss:[0.014/0.040] AdvLoss:[0.119/0.195] Acc:[1.000/0.989] AdvAcc:[0.953/0.933] +Epoch:[ 44][240|469] Time:[0.213/0.204] Loss:[0.049/0.039] AdvLoss:[0.289/0.197] Acc:[1.000/0.990] AdvAcc:[0.922/0.933] +Epoch:[ 44][250|469] Time:[0.245/0.221] Loss:[0.051/0.039] AdvLoss:[0.244/0.196] Acc:[0.984/0.990] AdvAcc:[0.898/0.933] +Epoch:[ 44][260|469] Time:[0.250/0.221] Loss:[0.015/0.039] AdvLoss:[0.106/0.196] Acc:[1.000/0.990] AdvAcc:[0.969/0.933] +Epoch:[ 44][270|469] Time:[0.305/0.295] Loss:[0.011/0.038] AdvLoss:[0.127/0.195] Acc:[1.000/0.990] AdvAcc:[0.945/0.933] +Epoch:[ 44][280|469] Time:[0.234/0.218] Loss:[0.033/0.038] AdvLoss:[0.233/0.195] Acc:[0.984/0.990] AdvAcc:[0.906/0.933] +Epoch:[ 44][290|469] Time:[0.228/0.208] Loss:[0.028/0.038] AdvLoss:[0.160/0.196] Acc:[0.984/0.990] AdvAcc:[0.953/0.933] +Epoch:[ 44][300|469] Time:[0.245/0.236] Loss:[0.077/0.038] AdvLoss:[0.298/0.196] Acc:[0.977/0.990] AdvAcc:[0.898/0.933] +Epoch:[ 44][310|469] Time:[0.230/0.210] Loss:[0.020/0.038] AdvLoss:[0.150/0.196] Acc:[1.000/0.990] AdvAcc:[0.945/0.933] +Epoch:[ 44][320|469] Time:[0.238/0.207] Loss:[0.016/0.038] AdvLoss:[0.159/0.195] Acc:[1.000/0.990] AdvAcc:[0.961/0.933] +Epoch:[ 44][330|469] Time:[0.242/0.232] Loss:[0.067/0.038] AdvLoss:[0.293/0.196] Acc:[0.977/0.990] AdvAcc:[0.922/0.933] +Epoch:[ 44][340|469] Time:[0.226/0.207] Loss:[0.051/0.038] AdvLoss:[0.236/0.196] Acc:[0.992/0.990] AdvAcc:[0.938/0.933] +Epoch:[ 44][350|469] Time:[0.228/0.215] Loss:[0.041/0.038] AdvLoss:[0.187/0.196] Acc:[0.977/0.990] AdvAcc:[0.930/0.933] +Epoch:[ 44][360|469] Time:[0.271/0.250] Loss:[0.042/0.038] AdvLoss:[0.216/0.196] Acc:[0.992/0.990] AdvAcc:[0.914/0.933] +Epoch:[ 44][370|469] Time:[0.232/0.212] Loss:[0.040/0.038] AdvLoss:[0.228/0.196] Acc:[0.992/0.990] AdvAcc:[0.930/0.933] +Epoch:[ 44][380|469] Time:[0.243/0.234] Loss:[0.028/0.038] AdvLoss:[0.150/0.196] Acc:[0.992/0.989] AdvAcc:[0.945/0.933] +Epoch:[ 44][390|469] Time:[0.245/0.218] Loss:[0.021/0.038] AdvLoss:[0.163/0.197] Acc:[1.000/0.989] AdvAcc:[0.938/0.933] +Epoch:[ 44][400|469] Time:[0.274/0.264] Loss:[0.014/0.038] AdvLoss:[0.119/0.197] Acc:[1.000/0.990] AdvAcc:[0.961/0.933] +Epoch:[ 44][410|469] Time:[0.257/0.248] Loss:[0.029/0.037] AdvLoss:[0.153/0.196] Acc:[0.992/0.990] AdvAcc:[0.938/0.933] +Epoch:[ 44][420|469] Time:[0.230/0.216] Loss:[0.021/0.037] AdvLoss:[0.169/0.196] Acc:[1.000/0.990] AdvAcc:[0.938/0.933] +Epoch:[ 44][430|469] Time:[0.244/0.214] Loss:[0.048/0.037] AdvLoss:[0.159/0.196] Acc:[0.977/0.990] AdvAcc:[0.938/0.933] +Epoch:[ 44][440|469] Time:[0.246/0.236] Loss:[0.026/0.037] AdvLoss:[0.154/0.196] Acc:[0.992/0.990] AdvAcc:[0.945/0.933] +Epoch:[ 44][450|469] Time:[0.246/0.221] Loss:[0.034/0.037] AdvLoss:[0.227/0.196] Acc:[0.984/0.990] AdvAcc:[0.922/0.933] +Epoch:[ 44][460|469] Time:[0.235/0.225] Loss:[0.018/0.037] AdvLoss:[0.185/0.196] Acc:[1.000/0.990] AdvAcc:[0.914/0.933] +epoch 44 evaluated +natural accuracy: 0.9865 +adversarial accuracy: 0.9228 +Epoch:[ 45][ 10|469] Time:[0.276/0.266] Loss:[0.030/0.021] AdvLoss:[0.188/0.178] Acc:[0.992/0.996] AdvAcc:[0.922/0.945] +Epoch:[ 45][ 20|469] Time:[0.237/0.212] Loss:[0.065/0.039] AdvLoss:[0.215/0.186] Acc:[0.984/0.990] AdvAcc:[0.922/0.939] +Epoch:[ 45][ 30|469] Time:[0.233/0.211] Loss:[0.032/0.038] AdvLoss:[0.174/0.194] Acc:[0.992/0.990] AdvAcc:[0.930/0.938] +Epoch:[ 45][ 40|469] Time:[0.288/0.278] Loss:[0.033/0.036] AdvLoss:[0.157/0.192] Acc:[0.992/0.991] AdvAcc:[0.961/0.938] +Epoch:[ 45][ 50|469] Time:[0.230/0.213] Loss:[0.060/0.040] AdvLoss:[0.193/0.191] Acc:[0.992/0.991] AdvAcc:[0.922/0.938] +Epoch:[ 45][ 60|469] Time:[0.230/0.210] Loss:[0.045/0.044] AdvLoss:[0.199/0.190] Acc:[0.977/0.988] AdvAcc:[0.922/0.938] +Epoch:[ 45][ 70|469] Time:[0.279/0.245] Loss:[0.019/0.041] AdvLoss:[0.156/0.188] Acc:[1.000/0.989] AdvAcc:[0.945/0.937] +Epoch:[ 45][ 80|469] Time:[0.229/0.219] Loss:[0.036/0.039] AdvLoss:[0.198/0.189] Acc:[0.992/0.990] AdvAcc:[0.922/0.936] +Epoch:[ 45][ 90|469] Time:[0.236/0.228] Loss:[0.031/0.037] AdvLoss:[0.200/0.190] Acc:[0.992/0.990] AdvAcc:[0.906/0.936] +Epoch:[ 45][100|469] Time:[0.225/0.212] Loss:[0.056/0.038] AdvLoss:[0.188/0.190] Acc:[0.992/0.991] AdvAcc:[0.945/0.937] +Epoch:[ 45][110|469] Time:[0.229/0.219] Loss:[0.015/0.038] AdvLoss:[0.100/0.193] Acc:[1.000/0.991] AdvAcc:[0.961/0.936] +Epoch:[ 45][120|469] Time:[0.271/0.262] Loss:[0.037/0.038] AdvLoss:[0.257/0.192] Acc:[1.000/0.991] AdvAcc:[0.898/0.936] +Epoch:[ 45][130|469] Time:[0.237/0.203] Loss:[0.012/0.038] AdvLoss:[0.123/0.194] Acc:[1.000/0.991] AdvAcc:[0.961/0.935] +Epoch:[ 45][140|469] Time:[0.245/0.221] Loss:[0.033/0.038] AdvLoss:[0.203/0.194] Acc:[0.992/0.991] AdvAcc:[0.922/0.934] +Epoch:[ 45][150|469] Time:[0.240/0.231] Loss:[0.021/0.037] AdvLoss:[0.132/0.196] Acc:[1.000/0.991] AdvAcc:[0.961/0.934] +Epoch:[ 45][160|469] Time:[0.223/0.211] Loss:[0.014/0.037] AdvLoss:[0.133/0.196] Acc:[1.000/0.991] AdvAcc:[0.953/0.934] +Epoch:[ 45][170|469] Time:[0.240/0.216] Loss:[0.042/0.037] AdvLoss:[0.200/0.195] Acc:[0.992/0.991] AdvAcc:[0.914/0.934] +Epoch:[ 45][180|469] Time:[0.265/0.254] Loss:[0.032/0.036] AdvLoss:[0.183/0.195] Acc:[0.992/0.992] AdvAcc:[0.930/0.934] +Epoch:[ 45][190|469] Time:[0.223/0.211] Loss:[0.009/0.035] AdvLoss:[0.094/0.194] Acc:[1.000/0.992] AdvAcc:[0.984/0.934] +Epoch:[ 45][200|469] Time:[0.213/0.205] Loss:[0.012/0.035] AdvLoss:[0.089/0.193] Acc:[1.000/0.992] AdvAcc:[0.977/0.935] +Epoch:[ 45][210|469] Time:[0.248/0.238] Loss:[0.046/0.035] AdvLoss:[0.198/0.193] Acc:[0.977/0.992] AdvAcc:[0.961/0.935] +Epoch:[ 45][220|469] Time:[0.223/0.211] Loss:[0.030/0.035] AdvLoss:[0.238/0.193] Acc:[0.992/0.992] AdvAcc:[0.922/0.934] +Epoch:[ 45][230|469] Time:[0.225/0.213] Loss:[0.062/0.035] AdvLoss:[0.267/0.192] Acc:[0.969/0.991] AdvAcc:[0.914/0.935] +Epoch:[ 45][240|469] Time:[0.254/0.233] Loss:[0.011/0.035] AdvLoss:[0.137/0.193] Acc:[1.000/0.991] AdvAcc:[0.961/0.934] +Epoch:[ 45][250|469] Time:[0.238/0.219] Loss:[0.038/0.036] AdvLoss:[0.197/0.193] Acc:[0.984/0.991] AdvAcc:[0.945/0.935] +Epoch:[ 45][260|469] Time:[0.236/0.226] Loss:[0.037/0.036] AdvLoss:[0.205/0.193] Acc:[0.992/0.991] AdvAcc:[0.930/0.935] +Epoch:[ 45][270|469] Time:[0.234/0.206] Loss:[0.022/0.035] AdvLoss:[0.139/0.193] Acc:[0.992/0.991] AdvAcc:[0.953/0.935] +Epoch:[ 45][280|469] Time:[0.258/0.230] Loss:[0.015/0.035] AdvLoss:[0.113/0.192] Acc:[1.000/0.991] AdvAcc:[0.969/0.935] +Epoch:[ 45][290|469] Time:[0.241/0.231] Loss:[0.049/0.035] AdvLoss:[0.235/0.192] Acc:[0.984/0.991] AdvAcc:[0.914/0.936] +Epoch:[ 45][300|469] Time:[0.238/0.217] Loss:[0.091/0.036] AdvLoss:[0.284/0.192] Acc:[0.969/0.991] AdvAcc:[0.906/0.936] +Epoch:[ 45][310|469] Time:[0.244/0.219] Loss:[0.015/0.036] AdvLoss:[0.132/0.192] Acc:[1.000/0.991] AdvAcc:[0.961/0.935] +Epoch:[ 45][320|469] Time:[0.251/0.239] Loss:[0.079/0.038] AdvLoss:[0.307/0.192] Acc:[0.977/0.990] AdvAcc:[0.875/0.935] +Epoch:[ 45][330|469] Time:[0.238/0.218] Loss:[0.072/0.038] AdvLoss:[0.254/0.193] Acc:[0.969/0.990] AdvAcc:[0.930/0.935] +Epoch:[ 45][340|469] Time:[0.249/0.229] Loss:[0.017/0.038] AdvLoss:[0.155/0.193] Acc:[0.992/0.990] AdvAcc:[0.922/0.935] +Epoch:[ 45][350|469] Time:[0.258/0.248] Loss:[0.023/0.038] AdvLoss:[0.147/0.193] Acc:[0.992/0.990] AdvAcc:[0.930/0.935] +Epoch:[ 45][360|469] Time:[0.235/0.217] Loss:[0.042/0.038] AdvLoss:[0.244/0.193] Acc:[0.984/0.990] AdvAcc:[0.891/0.935] +Epoch:[ 45][370|469] Time:[0.219/0.206] Loss:[0.038/0.038] AdvLoss:[0.192/0.193] Acc:[0.992/0.990] AdvAcc:[0.953/0.935] +Epoch:[ 45][380|469] Time:[0.235/0.221] Loss:[0.025/0.038] AdvLoss:[0.214/0.193] Acc:[1.000/0.990] AdvAcc:[0.930/0.935] +Epoch:[ 45][390|469] Time:[0.248/0.224] Loss:[0.033/0.038] AdvLoss:[0.166/0.193] Acc:[0.984/0.990] AdvAcc:[0.945/0.935] +Epoch:[ 45][400|469] Time:[0.223/0.214] Loss:[0.029/0.037] AdvLoss:[0.186/0.193] Acc:[0.984/0.990] AdvAcc:[0.961/0.935] +Epoch:[ 45][410|469] Time:[0.229/0.208] Loss:[0.026/0.037] AdvLoss:[0.159/0.193] Acc:[0.992/0.990] AdvAcc:[0.945/0.935] +Epoch:[ 45][420|469] Time:[0.271/0.243] Loss:[0.070/0.038] AdvLoss:[0.250/0.193] Acc:[0.969/0.989] AdvAcc:[0.930/0.935] +Epoch:[ 45][430|469] Time:[0.251/0.242] Loss:[0.024/0.037] AdvLoss:[0.161/0.193] Acc:[0.992/0.990] AdvAcc:[0.953/0.935] +Epoch:[ 45][440|469] Time:[0.230/0.221] Loss:[0.010/0.037] AdvLoss:[0.089/0.192] Acc:[1.000/0.990] AdvAcc:[0.977/0.935] +Epoch:[ 45][450|469] Time:[0.231/0.214] Loss:[0.026/0.037] AdvLoss:[0.198/0.193] Acc:[1.000/0.990] AdvAcc:[0.930/0.935] +Epoch:[ 45][460|469] Time:[0.255/0.245] Loss:[0.052/0.037] AdvLoss:[0.169/0.193] Acc:[0.984/0.990] AdvAcc:[0.945/0.935] +Epoch:[ 46][ 10|469] Time:[0.241/0.223] Loss:[0.022/0.034] AdvLoss:[0.160/0.172] Acc:[1.000/0.996] AdvAcc:[0.938/0.937] +Epoch:[ 46][ 20|469] Time:[0.283/0.272] Loss:[0.038/0.032] AdvLoss:[0.225/0.182] Acc:[0.992/0.992] AdvAcc:[0.930/0.936] +Epoch:[ 46][ 30|469] Time:[0.227/0.216] Loss:[0.044/0.034] AdvLoss:[0.221/0.175] Acc:[0.984/0.990] AdvAcc:[0.914/0.941] +Epoch:[ 46][ 40|469] Time:[0.226/0.209] Loss:[0.030/0.033] AdvLoss:[0.141/0.173] Acc:[0.992/0.989] AdvAcc:[0.969/0.942] +Epoch:[ 46][ 50|469] Time:[0.256/0.224] Loss:[0.016/0.030] AdvLoss:[0.137/0.175] Acc:[1.000/0.991] AdvAcc:[0.945/0.940] +Epoch:[ 46][ 60|469] Time:[0.255/0.233] Loss:[0.067/0.034] AdvLoss:[0.209/0.182] Acc:[0.977/0.989] AdvAcc:[0.961/0.940] +Epoch:[ 46][ 70|469] Time:[0.235/0.225] Loss:[0.031/0.033] AdvLoss:[0.184/0.181] Acc:[0.992/0.990] AdvAcc:[0.930/0.939] +Epoch:[ 46][ 80|469] Time:[0.235/0.212] Loss:[0.052/0.034] AdvLoss:[0.169/0.182] Acc:[0.984/0.990] AdvAcc:[0.961/0.939] +Epoch:[ 46][ 90|469] Time:[0.244/0.222] Loss:[0.037/0.034] AdvLoss:[0.161/0.180] Acc:[0.977/0.989] AdvAcc:[0.930/0.940] +Epoch:[ 46][100|469] Time:[0.247/0.237] Loss:[0.036/0.033] AdvLoss:[0.222/0.180] Acc:[0.984/0.989] AdvAcc:[0.930/0.940] +Epoch:[ 46][110|469] Time:[0.239/0.215] Loss:[0.026/0.033] AdvLoss:[0.160/0.182] Acc:[0.984/0.989] AdvAcc:[0.961/0.940] +Epoch:[ 46][120|469] Time:[0.229/0.214] Loss:[0.067/0.035] AdvLoss:[0.235/0.183] Acc:[0.977/0.988] AdvAcc:[0.922/0.940] +Epoch:[ 46][130|469] Time:[0.256/0.246] Loss:[0.019/0.034] AdvLoss:[0.137/0.182] Acc:[0.992/0.989] AdvAcc:[0.953/0.940] +Epoch:[ 46][140|469] Time:[0.243/0.221] Loss:[0.045/0.035] AdvLoss:[0.254/0.182] Acc:[0.992/0.989] AdvAcc:[0.914/0.940] +Epoch:[ 46][150|469] Time:[0.226/0.217] Loss:[0.052/0.035] AdvLoss:[0.195/0.183] Acc:[0.984/0.989] AdvAcc:[0.938/0.940] +Epoch:[ 46][160|469] Time:[0.244/0.225] Loss:[0.049/0.036] AdvLoss:[0.231/0.183] Acc:[0.984/0.989] AdvAcc:[0.906/0.939] +Epoch:[ 46][170|469] Time:[0.250/0.227] Loss:[0.071/0.037] AdvLoss:[0.272/0.182] Acc:[0.977/0.988] AdvAcc:[0.906/0.939] +Epoch:[ 46][180|469] Time:[0.282/0.272] Loss:[0.025/0.036] AdvLoss:[0.162/0.181] Acc:[1.000/0.989] AdvAcc:[0.945/0.940] +Epoch:[ 46][190|469] Time:[0.216/0.207] Loss:[0.015/0.036] AdvLoss:[0.132/0.180] Acc:[1.000/0.989] AdvAcc:[0.969/0.940] +Epoch:[ 46][200|469] Time:[0.239/0.221] Loss:[0.033/0.035] AdvLoss:[0.172/0.180] Acc:[0.984/0.989] AdvAcc:[0.938/0.940] +Epoch:[ 46][210|469] Time:[0.255/0.244] Loss:[0.020/0.036] AdvLoss:[0.162/0.182] Acc:[1.000/0.989] AdvAcc:[0.945/0.939] +Epoch:[ 46][220|469] Time:[0.242/0.222] Loss:[0.025/0.035] AdvLoss:[0.178/0.182] Acc:[0.992/0.989] AdvAcc:[0.938/0.939] +Epoch:[ 46][230|469] Time:[0.230/0.214] Loss:[0.042/0.036] AdvLoss:[0.183/0.183] Acc:[0.992/0.989] AdvAcc:[0.930/0.938] +Epoch:[ 46][240|469] Time:[0.252/0.243] Loss:[0.049/0.036] AdvLoss:[0.241/0.185] Acc:[0.984/0.989] AdvAcc:[0.922/0.938] +Epoch:[ 46][250|469] Time:[0.229/0.212] Loss:[0.023/0.036] AdvLoss:[0.161/0.184] Acc:[1.000/0.989] AdvAcc:[0.930/0.938] +Epoch:[ 46][260|469] Time:[0.237/0.225] Loss:[0.055/0.036] AdvLoss:[0.224/0.185] Acc:[0.977/0.989] AdvAcc:[0.922/0.938] +Epoch:[ 46][270|469] Time:[0.285/0.253] Loss:[0.024/0.036] AdvLoss:[0.134/0.185] Acc:[0.992/0.989] AdvAcc:[0.945/0.938] +Epoch:[ 46][280|469] Time:[0.227/0.213] Loss:[0.048/0.036] AdvLoss:[0.214/0.185] Acc:[0.977/0.989] AdvAcc:[0.945/0.938] +Epoch:[ 46][290|469] Time:[0.261/0.251] Loss:[0.048/0.037] AdvLoss:[0.177/0.185] Acc:[0.984/0.989] AdvAcc:[0.961/0.938] +Epoch:[ 46][300|469] Time:[0.239/0.214] Loss:[0.034/0.037] AdvLoss:[0.205/0.185] Acc:[0.992/0.989] AdvAcc:[0.930/0.937] +Epoch:[ 46][310|469] Time:[0.285/0.259] Loss:[0.021/0.036] AdvLoss:[0.135/0.185] Acc:[1.000/0.989] AdvAcc:[0.953/0.937] +Epoch:[ 46][320|469] Time:[0.249/0.239] Loss:[0.019/0.036] AdvLoss:[0.145/0.185] Acc:[1.000/0.989] AdvAcc:[0.945/0.937] +Epoch:[ 46][330|469] Time:[0.241/0.209] Loss:[0.051/0.036] AdvLoss:[0.187/0.186] Acc:[0.984/0.989] AdvAcc:[0.938/0.937] +Epoch:[ 46][340|469] Time:[0.236/0.212] Loss:[0.080/0.037] AdvLoss:[0.249/0.187] Acc:[0.969/0.989] AdvAcc:[0.930/0.937] +Epoch:[ 46][350|469] Time:[0.243/0.233] Loss:[0.059/0.037] AdvLoss:[0.227/0.187] Acc:[0.992/0.989] AdvAcc:[0.914/0.937] +Epoch:[ 46][360|469] Time:[0.235/0.224] Loss:[0.019/0.037] AdvLoss:[0.130/0.187] Acc:[1.000/0.989] AdvAcc:[0.953/0.937] +Epoch:[ 46][370|469] Time:[0.224/0.210] Loss:[0.038/0.037] AdvLoss:[0.192/0.187] Acc:[0.992/0.989] AdvAcc:[0.945/0.937] +Epoch:[ 46][380|469] Time:[0.280/0.249] Loss:[0.033/0.037] AdvLoss:[0.149/0.187] Acc:[0.992/0.989] AdvAcc:[0.953/0.937] +Epoch:[ 46][390|469] Time:[0.231/0.222] Loss:[0.060/0.037] AdvLoss:[0.238/0.188] Acc:[0.977/0.989] AdvAcc:[0.945/0.937] +Epoch:[ 46][400|469] Time:[0.231/0.221] Loss:[0.031/0.037] AdvLoss:[0.178/0.188] Acc:[0.984/0.989] AdvAcc:[0.938/0.937] +Epoch:[ 46][410|469] Time:[0.224/0.214] Loss:[0.042/0.037] AdvLoss:[0.222/0.188] Acc:[0.977/0.989] AdvAcc:[0.930/0.937] +Epoch:[ 46][420|469] Time:[0.256/0.226] Loss:[0.070/0.037] AdvLoss:[0.254/0.188] Acc:[0.977/0.989] AdvAcc:[0.930/0.937] +Epoch:[ 46][430|469] Time:[0.232/0.222] Loss:[0.043/0.037] AdvLoss:[0.232/0.188] Acc:[0.984/0.989] AdvAcc:[0.922/0.936] +Epoch:[ 46][440|469] Time:[0.252/0.240] Loss:[0.032/0.037] AdvLoss:[0.212/0.188] Acc:[0.992/0.989] AdvAcc:[0.930/0.937] +Epoch:[ 46][450|469] Time:[0.234/0.225] Loss:[0.044/0.037] AdvLoss:[0.188/0.189] Acc:[0.984/0.989] AdvAcc:[0.938/0.936] +Epoch:[ 46][460|469] Time:[0.272/0.262] Loss:[0.026/0.037] AdvLoss:[0.164/0.188] Acc:[1.000/0.989] AdvAcc:[0.938/0.936] +Epoch:[ 47][ 10|469] Time:[0.230/0.218] Loss:[0.043/0.034] AdvLoss:[0.205/0.188] Acc:[0.984/0.992] AdvAcc:[0.945/0.940] +Epoch:[ 47][ 20|469] Time:[0.245/0.235] Loss:[0.033/0.037] AdvLoss:[0.180/0.196] Acc:[0.984/0.986] AdvAcc:[0.914/0.935] +Epoch:[ 47][ 30|469] Time:[0.248/0.221] Loss:[0.032/0.043] AdvLoss:[0.188/0.184] Acc:[0.992/0.986] AdvAcc:[0.953/0.939] +Epoch:[ 47][ 40|469] Time:[0.279/0.259] Loss:[0.030/0.038] AdvLoss:[0.179/0.180] Acc:[0.992/0.988] AdvAcc:[0.922/0.939] +Epoch:[ 47][ 50|469] Time:[0.297/0.271] Loss:[0.040/0.037] AdvLoss:[0.189/0.181] Acc:[0.984/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][ 60|469] Time:[0.225/0.210] Loss:[0.082/0.043] AdvLoss:[0.296/0.181] Acc:[0.977/0.986] AdvAcc:[0.914/0.939] +Epoch:[ 47][ 70|469] Time:[0.230/0.217] Loss:[0.037/0.043] AdvLoss:[0.206/0.185] Acc:[0.984/0.985] AdvAcc:[0.914/0.938] +Epoch:[ 47][ 80|469] Time:[0.238/0.211] Loss:[0.048/0.044] AdvLoss:[0.226/0.188] Acc:[0.977/0.985] AdvAcc:[0.922/0.936] +Epoch:[ 47][ 90|469] Time:[0.231/0.214] Loss:[0.049/0.045] AdvLoss:[0.246/0.189] Acc:[0.992/0.985] AdvAcc:[0.914/0.936] +Epoch:[ 47][100|469] Time:[0.255/0.245] Loss:[0.074/0.047] AdvLoss:[0.293/0.189] Acc:[0.977/0.984] AdvAcc:[0.922/0.936] +Epoch:[ 47][110|469] Time:[0.248/0.222] Loss:[0.064/0.048] AdvLoss:[0.229/0.188] Acc:[0.977/0.984] AdvAcc:[0.930/0.937] +Epoch:[ 47][120|469] Time:[0.237/0.220] Loss:[0.018/0.046] AdvLoss:[0.158/0.188] Acc:[1.000/0.985] AdvAcc:[0.945/0.936] +Epoch:[ 47][130|469] Time:[0.244/0.234] Loss:[0.042/0.045] AdvLoss:[0.171/0.187] Acc:[0.977/0.985] AdvAcc:[0.953/0.937] +Epoch:[ 47][140|469] Time:[0.233/0.215] Loss:[0.015/0.043] AdvLoss:[0.110/0.186] Acc:[1.000/0.986] AdvAcc:[0.969/0.938] +Epoch:[ 47][150|469] Time:[0.230/0.220] Loss:[0.031/0.042] AdvLoss:[0.152/0.185] Acc:[0.992/0.987] AdvAcc:[0.961/0.938] +Epoch:[ 47][160|469] Time:[0.240/0.223] Loss:[0.041/0.043] AdvLoss:[0.285/0.185] Acc:[0.992/0.987] AdvAcc:[0.906/0.938] +Epoch:[ 47][170|469] Time:[0.235/0.212] Loss:[0.052/0.043] AdvLoss:[0.211/0.185] Acc:[0.984/0.987] AdvAcc:[0.922/0.938] +Epoch:[ 47][180|469] Time:[0.259/0.249] Loss:[0.026/0.042] AdvLoss:[0.150/0.185] Acc:[0.992/0.987] AdvAcc:[0.953/0.939] +Epoch:[ 47][190|469] Time:[0.245/0.215] Loss:[0.063/0.042] AdvLoss:[0.194/0.186] Acc:[0.969/0.987] AdvAcc:[0.938/0.938] +Epoch:[ 47][200|469] Time:[0.215/0.206] Loss:[0.044/0.042] AdvLoss:[0.213/0.185] Acc:[0.992/0.988] AdvAcc:[0.914/0.938] +Epoch:[ 47][210|469] Time:[0.263/0.254] Loss:[0.038/0.041] AdvLoss:[0.166/0.185] Acc:[0.984/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][220|469] Time:[0.227/0.217] Loss:[0.022/0.040] AdvLoss:[0.155/0.185] Acc:[0.992/0.988] AdvAcc:[0.930/0.938] +Epoch:[ 47][230|469] Time:[0.259/0.249] Loss:[0.041/0.041] AdvLoss:[0.179/0.185] Acc:[0.992/0.988] AdvAcc:[0.938/0.938] +Epoch:[ 47][240|469] Time:[0.231/0.209] Loss:[0.025/0.040] AdvLoss:[0.190/0.186] Acc:[0.992/0.988] AdvAcc:[0.930/0.938] +Epoch:[ 47][250|469] Time:[0.254/0.232] Loss:[0.030/0.040] AdvLoss:[0.211/0.186] Acc:[1.000/0.988] AdvAcc:[0.922/0.937] +Epoch:[ 47][260|469] Time:[0.270/0.260] Loss:[0.040/0.040] AdvLoss:[0.200/0.185] Acc:[0.984/0.988] AdvAcc:[0.906/0.937] +Epoch:[ 47][270|469] Time:[0.244/0.221] Loss:[0.013/0.039] AdvLoss:[0.099/0.185] Acc:[1.000/0.988] AdvAcc:[0.969/0.938] +Epoch:[ 47][280|469] Time:[0.222/0.213] Loss:[0.095/0.040] AdvLoss:[0.360/0.185] Acc:[0.969/0.988] AdvAcc:[0.875/0.937] +Epoch:[ 47][290|469] Time:[0.259/0.249] Loss:[0.075/0.040] AdvLoss:[0.243/0.184] Acc:[0.969/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][300|469] Time:[0.235/0.213] Loss:[0.023/0.040] AdvLoss:[0.136/0.184] Acc:[0.992/0.988] AdvAcc:[0.953/0.938] +Epoch:[ 47][310|469] Time:[0.219/0.206] Loss:[0.058/0.040] AdvLoss:[0.279/0.183] Acc:[0.984/0.988] AdvAcc:[0.891/0.938] +Epoch:[ 47][320|469] Time:[0.289/0.262] Loss:[0.060/0.040] AdvLoss:[0.240/0.183] Acc:[0.984/0.988] AdvAcc:[0.938/0.938] +Epoch:[ 47][330|469] Time:[0.223/0.214] Loss:[0.049/0.040] AdvLoss:[0.180/0.183] Acc:[0.977/0.988] AdvAcc:[0.953/0.938] +Epoch:[ 47][340|469] Time:[0.233/0.224] Loss:[0.021/0.040] AdvLoss:[0.161/0.183] Acc:[1.000/0.988] AdvAcc:[0.922/0.938] +Epoch:[ 47][350|469] Time:[0.254/0.235] Loss:[0.030/0.039] AdvLoss:[0.200/0.182] Acc:[0.992/0.988] AdvAcc:[0.914/0.938] +Epoch:[ 47][360|469] Time:[0.266/0.256] Loss:[0.032/0.040] AdvLoss:[0.148/0.182] Acc:[0.984/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][370|469] Time:[0.262/0.253] Loss:[0.045/0.040] AdvLoss:[0.193/0.183] Acc:[0.977/0.988] AdvAcc:[0.938/0.937] +Epoch:[ 47][380|469] Time:[0.225/0.217] Loss:[0.047/0.039] AdvLoss:[0.214/0.183] Acc:[0.984/0.988] AdvAcc:[0.938/0.938] +Epoch:[ 47][390|469] Time:[0.246/0.224] Loss:[0.026/0.039] AdvLoss:[0.160/0.183] Acc:[0.992/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][400|469] Time:[0.256/0.246] Loss:[0.038/0.039] AdvLoss:[0.185/0.182] Acc:[0.992/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][410|469] Time:[0.228/0.217] Loss:[0.026/0.039] AdvLoss:[0.171/0.183] Acc:[0.992/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][420|469] Time:[0.248/0.219] Loss:[0.039/0.039] AdvLoss:[0.208/0.183] Acc:[0.992/0.988] AdvAcc:[0.938/0.937] +Epoch:[ 47][430|469] Time:[0.250/0.239] Loss:[0.035/0.039] AdvLoss:[0.197/0.183] Acc:[0.984/0.988] AdvAcc:[0.930/0.938] +Epoch:[ 47][440|469] Time:[0.236/0.214] Loss:[0.043/0.039] AdvLoss:[0.174/0.184] Acc:[0.984/0.988] AdvAcc:[0.945/0.937] +Epoch:[ 47][450|469] Time:[0.234/0.221] Loss:[0.039/0.039] AdvLoss:[0.169/0.183] Acc:[0.992/0.988] AdvAcc:[0.945/0.938] +Epoch:[ 47][460|469] Time:[0.259/0.227] Loss:[0.034/0.039] AdvLoss:[0.181/0.184] Acc:[0.984/0.988] AdvAcc:[0.938/0.937] +Epoch:[ 48][ 10|469] Time:[0.262/0.252] Loss:[0.052/0.039] AdvLoss:[0.209/0.174] Acc:[0.992/0.992] AdvAcc:[0.938/0.946] +Epoch:[ 48][ 20|469] Time:[0.231/0.222] Loss:[0.034/0.032] AdvLoss:[0.142/0.171] Acc:[0.992/0.994] AdvAcc:[0.953/0.948] +Epoch:[ 48][ 30|469] Time:[0.246/0.214] Loss:[0.023/0.028] AdvLoss:[0.147/0.170] Acc:[1.000/0.996] AdvAcc:[0.953/0.945] +Epoch:[ 48][ 40|469] Time:[0.275/0.265] Loss:[0.049/0.036] AdvLoss:[0.220/0.175] Acc:[0.977/0.991] AdvAcc:[0.930/0.942] +Epoch:[ 48][ 50|469] Time:[0.240/0.211] Loss:[0.052/0.037] AdvLoss:[0.211/0.177] Acc:[0.984/0.991] AdvAcc:[0.953/0.942] +Epoch:[ 48][ 60|469] Time:[0.243/0.233] Loss:[0.023/0.036] AdvLoss:[0.127/0.174] Acc:[0.992/0.991] AdvAcc:[0.969/0.942] +Epoch:[ 48][ 70|469] Time:[0.251/0.241] Loss:[0.062/0.038] AdvLoss:[0.271/0.177] Acc:[0.977/0.990] AdvAcc:[0.914/0.942] +Epoch:[ 48][ 80|469] Time:[0.242/0.222] Loss:[0.031/0.039] AdvLoss:[0.179/0.180] Acc:[0.984/0.989] AdvAcc:[0.961/0.941] +Epoch:[ 48][ 90|469] Time:[0.253/0.226] Loss:[0.019/0.040] AdvLoss:[0.156/0.177] Acc:[1.000/0.988] AdvAcc:[0.938/0.942] +Epoch:[ 48][100|469] Time:[0.280/0.265] Loss:[0.031/0.040] AdvLoss:[0.162/0.178] Acc:[0.992/0.988] AdvAcc:[0.945/0.941] +Epoch:[ 48][110|469] Time:[0.249/0.225] Loss:[0.066/0.044] AdvLoss:[0.260/0.182] Acc:[0.961/0.986] AdvAcc:[0.883/0.940] +Epoch:[ 48][120|469] Time:[0.211/0.202] Loss:[0.013/0.042] AdvLoss:[0.140/0.178] Acc:[1.000/0.987] AdvAcc:[0.938/0.942] +Epoch:[ 48][130|469] Time:[0.249/0.229] Loss:[0.030/0.041] AdvLoss:[0.152/0.178] Acc:[0.984/0.987] AdvAcc:[0.953/0.941] +Epoch:[ 48][140|469] Time:[0.233/0.224] Loss:[0.051/0.040] AdvLoss:[0.200/0.179] Acc:[0.992/0.987] AdvAcc:[0.930/0.941] +Epoch:[ 48][150|469] Time:[0.215/0.205] Loss:[0.028/0.040] AdvLoss:[0.163/0.178] Acc:[1.000/0.988] AdvAcc:[0.938/0.941] +Epoch:[ 48][160|469] Time:[0.262/0.234] Loss:[0.020/0.039] AdvLoss:[0.137/0.178] Acc:[1.000/0.989] AdvAcc:[0.961/0.941] +Epoch:[ 48][170|469] Time:[0.243/0.224] Loss:[0.053/0.039] AdvLoss:[0.261/0.181] Acc:[0.992/0.989] AdvAcc:[0.898/0.939] +Epoch:[ 48][180|469] Time:[0.237/0.227] Loss:[0.033/0.039] AdvLoss:[0.203/0.181] Acc:[0.992/0.989] AdvAcc:[0.914/0.939] +Epoch:[ 48][190|469] Time:[0.227/0.207] Loss:[0.067/0.040] AdvLoss:[0.189/0.181] Acc:[0.977/0.989] AdvAcc:[0.961/0.939] +Epoch:[ 48][200|469] Time:[0.257/0.229] Loss:[0.042/0.040] AdvLoss:[0.204/0.181] Acc:[0.977/0.988] AdvAcc:[0.922/0.939] +Epoch:[ 48][210|469] Time:[0.251/0.241] Loss:[0.021/0.039] AdvLoss:[0.162/0.181] Acc:[1.000/0.989] AdvAcc:[0.953/0.939] +Epoch:[ 48][220|469] Time:[0.230/0.219] Loss:[0.040/0.039] AdvLoss:[0.164/0.180] Acc:[0.984/0.989] AdvAcc:[0.953/0.940] +Epoch:[ 48][230|469] Time:[0.250/0.221] Loss:[0.023/0.038] AdvLoss:[0.193/0.180] Acc:[0.992/0.989] AdvAcc:[0.945/0.940] +Epoch:[ 48][240|469] Time:[0.244/0.234] Loss:[0.061/0.039] AdvLoss:[0.274/0.181] Acc:[0.977/0.988] AdvAcc:[0.914/0.940] +Epoch:[ 48][250|469] Time:[0.240/0.214] Loss:[0.023/0.039] AdvLoss:[0.152/0.179] Acc:[0.992/0.989] AdvAcc:[0.961/0.940] +Epoch:[ 48][260|469] Time:[0.246/0.221] Loss:[0.017/0.038] AdvLoss:[0.156/0.179] Acc:[1.000/0.989] AdvAcc:[0.922/0.940] +Epoch:[ 48][270|469] Time:[0.259/0.248] Loss:[0.060/0.038] AdvLoss:[0.212/0.179] Acc:[0.977/0.989] AdvAcc:[0.945/0.940] +Epoch:[ 48][280|469] Time:[0.237/0.215] Loss:[0.023/0.038] AdvLoss:[0.178/0.180] Acc:[1.000/0.989] AdvAcc:[0.945/0.939] +Epoch:[ 48][290|469] Time:[0.233/0.222] Loss:[0.037/0.038] AdvLoss:[0.183/0.181] Acc:[0.984/0.989] AdvAcc:[0.945/0.939] +Epoch:[ 48][300|469] Time:[0.253/0.242] Loss:[0.040/0.039] AdvLoss:[0.198/0.181] Acc:[0.992/0.989] AdvAcc:[0.922/0.939] +Epoch:[ 48][310|469] Time:[0.238/0.216] Loss:[0.016/0.039] AdvLoss:[0.140/0.181] Acc:[1.000/0.988] AdvAcc:[0.930/0.939] +Epoch:[ 48][320|469] Time:[0.240/0.213] Loss:[0.038/0.038] AdvLoss:[0.225/0.182] Acc:[1.000/0.989] AdvAcc:[0.914/0.939] +Epoch:[ 48][330|469] Time:[0.263/0.255] Loss:[0.043/0.038] AdvLoss:[0.246/0.182] Acc:[0.984/0.989] AdvAcc:[0.906/0.939] +Epoch:[ 48][340|469] Time:[0.236/0.213] Loss:[0.028/0.038] AdvLoss:[0.156/0.182] Acc:[1.000/0.989] AdvAcc:[0.938/0.939] +Epoch:[ 48][350|469] Time:[0.228/0.210] Loss:[0.020/0.038] AdvLoss:[0.133/0.182] Acc:[1.000/0.989] AdvAcc:[0.953/0.939] +Epoch:[ 48][360|469] Time:[0.260/0.250] Loss:[0.020/0.038] AdvLoss:[0.163/0.182] Acc:[1.000/0.989] AdvAcc:[0.930/0.939] +Epoch:[ 48][370|469] Time:[0.242/0.215] Loss:[0.022/0.037] AdvLoss:[0.145/0.182] Acc:[1.000/0.989] AdvAcc:[0.953/0.939] +Epoch:[ 48][380|469] Time:[0.239/0.215] Loss:[0.032/0.037] AdvLoss:[0.150/0.182] Acc:[0.992/0.990] AdvAcc:[0.961/0.939] +Epoch:[ 48][390|469] Time:[0.241/0.231] Loss:[0.061/0.037] AdvLoss:[0.219/0.182] Acc:[0.977/0.989] AdvAcc:[0.945/0.939] +Epoch:[ 48][400|469] Time:[0.254/0.220] Loss:[0.032/0.037] AdvLoss:[0.242/0.182] Acc:[0.992/0.990] AdvAcc:[0.906/0.939] +Epoch:[ 48][410|469] Time:[0.236/0.221] Loss:[0.067/0.038] AdvLoss:[0.260/0.182] Acc:[0.984/0.989] AdvAcc:[0.922/0.938] +Epoch:[ 48][420|469] Time:[0.260/0.250] Loss:[0.044/0.038] AdvLoss:[0.180/0.182] Acc:[0.977/0.989] AdvAcc:[0.930/0.939] +Epoch:[ 48][430|469] Time:[0.239/0.210] Loss:[0.042/0.038] AdvLoss:[0.170/0.182] Acc:[0.984/0.989] AdvAcc:[0.953/0.939] +Epoch:[ 48][440|469] Time:[0.233/0.205] Loss:[0.020/0.038] AdvLoss:[0.166/0.182] Acc:[1.000/0.989] AdvAcc:[0.930/0.939] +Epoch:[ 48][450|469] Time:[0.252/0.243] Loss:[0.015/0.037] AdvLoss:[0.160/0.181] Acc:[1.000/0.989] AdvAcc:[0.938/0.939] +Epoch:[ 48][460|469] Time:[0.224/0.210] Loss:[0.023/0.037] AdvLoss:[0.169/0.181] Acc:[0.992/0.989] AdvAcc:[0.930/0.939] +Epoch:[ 49][ 10|469] Time:[0.246/0.236] Loss:[0.050/0.045] AdvLoss:[0.199/0.160] Acc:[0.977/0.984] AdvAcc:[0.945/0.946] +Epoch:[ 49][ 20|469] Time:[0.220/0.212] Loss:[0.050/0.051] AdvLoss:[0.227/0.178] Acc:[0.969/0.977] AdvAcc:[0.914/0.938] +Epoch:[ 49][ 30|469] Time:[0.228/0.215] Loss:[0.021/0.044] AdvLoss:[0.126/0.170] Acc:[0.992/0.982] AdvAcc:[0.969/0.943] +Epoch:[ 49][ 40|469] Time:[0.284/0.263] Loss:[0.033/0.046] AdvLoss:[0.172/0.174] Acc:[0.992/0.980] AdvAcc:[0.930/0.942] +Epoch:[ 49][ 50|469] Time:[0.231/0.214] Loss:[0.062/0.046] AdvLoss:[0.305/0.174] Acc:[0.984/0.983] AdvAcc:[0.883/0.942] +Epoch:[ 49][ 60|469] Time:[0.245/0.235] Loss:[0.046/0.044] AdvLoss:[0.216/0.169] Acc:[0.977/0.983] AdvAcc:[0.922/0.943] +Epoch:[ 49][ 70|469] Time:[0.240/0.214] Loss:[0.023/0.042] AdvLoss:[0.122/0.170] Acc:[1.000/0.985] AdvAcc:[0.969/0.942] +Epoch:[ 49][ 80|469] Time:[0.273/0.256] Loss:[0.038/0.040] AdvLoss:[0.179/0.171] Acc:[0.977/0.985] AdvAcc:[0.938/0.943] +Epoch:[ 49][ 90|469] Time:[0.236/0.225] Loss:[0.069/0.041] AdvLoss:[0.250/0.174] Acc:[0.969/0.985] AdvAcc:[0.914/0.942] +Epoch:[ 49][100|469] Time:[0.227/0.213] Loss:[0.023/0.042] AdvLoss:[0.167/0.176] Acc:[1.000/0.984] AdvAcc:[0.953/0.940] +Epoch:[ 49][110|469] Time:[0.248/0.224] Loss:[0.034/0.043] AdvLoss:[0.142/0.176] Acc:[0.984/0.983] AdvAcc:[0.953/0.940] +Epoch:[ 49][120|469] Time:[0.247/0.237] Loss:[0.033/0.042] AdvLoss:[0.155/0.177] Acc:[0.992/0.984] AdvAcc:[0.945/0.940] +Epoch:[ 49][130|469] Time:[0.236/0.209] Loss:[0.012/0.041] AdvLoss:[0.119/0.174] Acc:[1.000/0.985] AdvAcc:[0.961/0.941] +Epoch:[ 49][140|469] Time:[0.242/0.218] Loss:[0.050/0.040] AdvLoss:[0.213/0.174] Acc:[0.977/0.985] AdvAcc:[0.930/0.941] +Epoch:[ 49][150|469] Time:[0.254/0.244] Loss:[0.040/0.040] AdvLoss:[0.166/0.175] Acc:[0.984/0.985] AdvAcc:[0.953/0.940] +Epoch:[ 49][160|469] Time:[0.222/0.210] Loss:[0.026/0.040] AdvLoss:[0.171/0.175] Acc:[0.992/0.985] AdvAcc:[0.945/0.940] +Epoch:[ 49][170|469] Time:[0.234/0.215] Loss:[0.036/0.040] AdvLoss:[0.140/0.176] Acc:[0.992/0.986] AdvAcc:[0.953/0.940] +Epoch:[ 49][180|469] Time:[0.253/0.243] Loss:[0.034/0.040] AdvLoss:[0.192/0.177] Acc:[1.000/0.986] AdvAcc:[0.930/0.939] +Epoch:[ 49][190|469] Time:[0.265/0.247] Loss:[0.046/0.040] AdvLoss:[0.158/0.177] Acc:[0.977/0.986] AdvAcc:[0.961/0.940] +Epoch:[ 49][200|469] Time:[0.241/0.218] Loss:[0.017/0.039] AdvLoss:[0.153/0.177] Acc:[1.000/0.986] AdvAcc:[0.953/0.940] +Epoch:[ 49][210|469] Time:[0.247/0.237] Loss:[0.020/0.038] AdvLoss:[0.136/0.177] Acc:[0.992/0.987] AdvAcc:[0.953/0.940] +Epoch:[ 49][220|469] Time:[0.230/0.221] Loss:[0.065/0.039] AdvLoss:[0.281/0.177] Acc:[0.961/0.986] AdvAcc:[0.930/0.940] +Epoch:[ 49][230|469] Time:[0.235/0.216] Loss:[0.044/0.038] AdvLoss:[0.194/0.177] Acc:[0.977/0.986] AdvAcc:[0.945/0.940] +Epoch:[ 49][240|469] Time:[0.272/0.262] Loss:[0.019/0.038] AdvLoss:[0.094/0.177] Acc:[0.992/0.986] AdvAcc:[0.977/0.940] +Epoch:[ 49][250|469] Time:[0.226/0.216] Loss:[0.069/0.038] AdvLoss:[0.245/0.176] Acc:[0.977/0.986] AdvAcc:[0.930/0.940] +Epoch:[ 49][260|469] Time:[0.215/0.206] Loss:[0.075/0.040] AdvLoss:[0.253/0.176] Acc:[0.977/0.986] AdvAcc:[0.898/0.941] +Epoch:[ 49][270|469] Time:[0.226/0.216] Loss:[0.019/0.039] AdvLoss:[0.159/0.176] Acc:[1.000/0.986] AdvAcc:[0.938/0.940] +Epoch:[ 49][280|469] Time:[0.240/0.229] Loss:[0.011/0.038] AdvLoss:[0.108/0.176] Acc:[1.000/0.987] AdvAcc:[0.945/0.940] +Epoch:[ 49][290|469] Time:[0.262/0.252] Loss:[0.031/0.038] AdvLoss:[0.207/0.177] Acc:[0.992/0.987] AdvAcc:[0.906/0.940] +Epoch:[ 49][300|469] Time:[0.234/0.220] Loss:[0.057/0.038] AdvLoss:[0.224/0.177] Acc:[0.984/0.987] AdvAcc:[0.938/0.940] +Epoch:[ 49][310|469] Time:[0.256/0.233] Loss:[0.031/0.038] AdvLoss:[0.169/0.177] Acc:[0.992/0.987] AdvAcc:[0.945/0.940] +Epoch:[ 49][320|469] Time:[0.295/0.283] Loss:[0.062/0.038] AdvLoss:[0.312/0.177] Acc:[0.969/0.987] AdvAcc:[0.891/0.940] +Epoch:[ 49][330|469] Time:[0.251/0.223] Loss:[0.024/0.039] AdvLoss:[0.130/0.177] Acc:[0.992/0.987] AdvAcc:[0.953/0.940] +Epoch:[ 49][340|469] Time:[0.228/0.218] Loss:[0.022/0.038] AdvLoss:[0.132/0.177] Acc:[0.992/0.987] AdvAcc:[0.969/0.940] +Epoch:[ 49][350|469] Time:[0.244/0.234] Loss:[0.007/0.037] AdvLoss:[0.103/0.177] Acc:[1.000/0.987] AdvAcc:[0.969/0.940] +Epoch:[ 49][360|469] Time:[0.232/0.211] Loss:[0.026/0.037] AdvLoss:[0.175/0.176] Acc:[0.992/0.987] AdvAcc:[0.930/0.941] +Epoch:[ 49][370|469] Time:[0.239/0.214] Loss:[0.017/0.036] AdvLoss:[0.125/0.177] Acc:[1.000/0.988] AdvAcc:[0.961/0.941] +Epoch:[ 49][380|469] Time:[0.252/0.241] Loss:[0.030/0.036] AdvLoss:[0.174/0.176] Acc:[0.992/0.988] AdvAcc:[0.945/0.941] +Epoch:[ 49][390|469] Time:[0.245/0.222] Loss:[0.059/0.036] AdvLoss:[0.214/0.176] Acc:[0.977/0.988] AdvAcc:[0.945/0.941] +Epoch:[ 49][400|469] Time:[0.244/0.222] Loss:[0.010/0.036] AdvLoss:[0.088/0.176] Acc:[1.000/0.988] AdvAcc:[0.977/0.941] +Epoch:[ 49][410|469] Time:[0.265/0.248] Loss:[0.025/0.036] AdvLoss:[0.171/0.176] Acc:[0.992/0.988] AdvAcc:[0.938/0.941] +Epoch:[ 49][420|469] Time:[0.224/0.215] Loss:[0.042/0.036] AdvLoss:[0.151/0.176] Acc:[0.984/0.988] AdvAcc:[0.945/0.941] +Epoch:[ 49][430|469] Time:[0.228/0.218] Loss:[0.040/0.036] AdvLoss:[0.230/0.176] Acc:[0.992/0.988] AdvAcc:[0.906/0.941] +Epoch:[ 49][440|469] Time:[0.235/0.206] Loss:[0.024/0.036] AdvLoss:[0.188/0.176] Acc:[1.000/0.988] AdvAcc:[0.930/0.941] +Epoch:[ 49][450|469] Time:[0.264/0.253] Loss:[0.019/0.035] AdvLoss:[0.137/0.176] Acc:[1.000/0.988] AdvAcc:[0.945/0.941] +Epoch:[ 49][460|469] Time:[0.256/0.246] Loss:[0.031/0.035] AdvLoss:[0.176/0.176] Acc:[0.992/0.988] AdvAcc:[0.938/0.941] +epoch 49 evaluated +natural accuracy: 0.9878 +adversarial accuracy: 0.9255 +Epoch:[ 50][ 10|469] Time:[0.235/0.221] Loss:[0.024/0.032] AdvLoss:[0.166/0.148] Acc:[0.992/0.988] AdvAcc:[0.945/0.953] +Epoch:[ 50][ 20|469] Time:[0.226/0.213] Loss:[0.025/0.028] AdvLoss:[0.132/0.164] Acc:[0.992/0.990] AdvAcc:[0.953/0.945] +Epoch:[ 50][ 30|469] Time:[0.228/0.219] Loss:[0.090/0.038] AdvLoss:[0.279/0.164] Acc:[0.977/0.988] AdvAcc:[0.906/0.945] +Epoch:[ 50][ 40|469] Time:[0.239/0.216] Loss:[0.022/0.035] AdvLoss:[0.137/0.159] Acc:[0.992/0.990] AdvAcc:[0.945/0.947] +Epoch:[ 50][ 50|469] Time:[0.227/0.214] Loss:[0.033/0.035] AdvLoss:[0.156/0.158] Acc:[0.992/0.990] AdvAcc:[0.945/0.947] +Epoch:[ 50][ 60|469] Time:[0.221/0.212] Loss:[0.033/0.035] AdvLoss:[0.152/0.159] Acc:[0.992/0.989] AdvAcc:[0.953/0.946] +Epoch:[ 50][ 70|469] Time:[0.227/0.207] Loss:[0.043/0.035] AdvLoss:[0.182/0.159] Acc:[0.992/0.990] AdvAcc:[0.930/0.946] +Epoch:[ 50][ 80|469] Time:[0.238/0.221] Loss:[0.033/0.034] AdvLoss:[0.176/0.160] Acc:[0.992/0.991] AdvAcc:[0.938/0.947] +Epoch:[ 50][ 90|469] Time:[0.247/0.237] Loss:[0.041/0.034] AdvLoss:[0.178/0.163] Acc:[0.984/0.990] AdvAcc:[0.953/0.945] +Epoch:[ 50][100|469] Time:[0.234/0.216] Loss:[0.029/0.035] AdvLoss:[0.193/0.164] Acc:[0.984/0.989] AdvAcc:[0.953/0.945] +Epoch:[ 50][110|469] Time:[0.234/0.215] Loss:[0.027/0.036] AdvLoss:[0.167/0.165] Acc:[1.000/0.989] AdvAcc:[0.945/0.945] +Epoch:[ 50][120|469] Time:[0.241/0.231] Loss:[0.031/0.036] AdvLoss:[0.149/0.164] Acc:[0.992/0.988] AdvAcc:[0.961/0.945] +Epoch:[ 50][130|469] Time:[0.240/0.215] Loss:[0.023/0.036] AdvLoss:[0.175/0.165] Acc:[0.992/0.988] AdvAcc:[0.914/0.945] +Epoch:[ 50][140|469] Time:[0.229/0.214] Loss:[0.041/0.037] AdvLoss:[0.192/0.165] Acc:[0.984/0.988] AdvAcc:[0.930/0.946] +Epoch:[ 50][150|469] Time:[0.254/0.244] Loss:[0.046/0.037] AdvLoss:[0.221/0.168] Acc:[0.992/0.988] AdvAcc:[0.906/0.945] +Epoch:[ 50][160|469] Time:[0.230/0.221] Loss:[0.068/0.038] AdvLoss:[0.312/0.168] Acc:[0.961/0.987] AdvAcc:[0.883/0.944] +Epoch:[ 50][170|469] Time:[0.228/0.218] Loss:[0.058/0.038] AdvLoss:[0.174/0.167] Acc:[0.984/0.987] AdvAcc:[0.953/0.944] +Epoch:[ 50][180|469] Time:[0.292/0.269] Loss:[0.057/0.038] AdvLoss:[0.278/0.168] Acc:[0.984/0.987] AdvAcc:[0.891/0.944] +Epoch:[ 50][190|469] Time:[0.229/0.208] Loss:[0.043/0.038] AdvLoss:[0.203/0.169] Acc:[0.992/0.987] AdvAcc:[0.930/0.944] +Epoch:[ 50][200|469] Time:[0.248/0.225] Loss:[0.031/0.037] AdvLoss:[0.176/0.170] Acc:[0.992/0.988] AdvAcc:[0.930/0.944] +Epoch:[ 50][210|469] Time:[0.307/0.287] Loss:[0.050/0.038] AdvLoss:[0.237/0.171] Acc:[0.984/0.987] AdvAcc:[0.930/0.943] +Epoch:[ 50][220|469] Time:[0.222/0.213] Loss:[0.013/0.037] AdvLoss:[0.118/0.171] Acc:[1.000/0.988] AdvAcc:[0.953/0.943] +Epoch:[ 50][230|469] Time:[0.225/0.216] Loss:[0.036/0.037] AdvLoss:[0.188/0.174] Acc:[0.992/0.988] AdvAcc:[0.930/0.942] +Epoch:[ 50][240|469] Time:[0.238/0.207] Loss:[0.065/0.038] AdvLoss:[0.259/0.173] Acc:[0.977/0.988] AdvAcc:[0.922/0.943] +Epoch:[ 50][250|469] Time:[0.256/0.225] Loss:[0.036/0.038] AdvLoss:[0.164/0.173] Acc:[0.992/0.988] AdvAcc:[0.961/0.943] +Epoch:[ 50][260|469] Time:[0.254/0.244] Loss:[0.024/0.038] AdvLoss:[0.162/0.172] Acc:[1.000/0.988] AdvAcc:[0.938/0.943] +Epoch:[ 50][270|469] Time:[0.238/0.228] Loss:[0.067/0.038] AdvLoss:[0.276/0.172] Acc:[0.977/0.988] AdvAcc:[0.898/0.943] +Epoch:[ 50][280|469] Time:[0.225/0.208] Loss:[0.015/0.037] AdvLoss:[0.122/0.171] Acc:[1.000/0.988] AdvAcc:[0.953/0.943] +Epoch:[ 50][290|469] Time:[0.254/0.244] Loss:[0.027/0.037] AdvLoss:[0.157/0.172] Acc:[0.992/0.989] AdvAcc:[0.945/0.943] +Epoch:[ 50][300|469] Time:[0.226/0.217] Loss:[0.057/0.037] AdvLoss:[0.220/0.173] Acc:[0.992/0.989] AdvAcc:[0.930/0.943] +Epoch:[ 50][310|469] Time:[0.237/0.211] Loss:[0.053/0.037] AdvLoss:[0.189/0.173] Acc:[0.984/0.989] AdvAcc:[0.953/0.943] +Epoch:[ 50][320|469] Time:[0.255/0.245] Loss:[0.024/0.037] AdvLoss:[0.192/0.172] Acc:[0.992/0.989] AdvAcc:[0.945/0.943] +Epoch:[ 50][330|469] Time:[0.253/0.230] Loss:[0.019/0.036] AdvLoss:[0.121/0.172] Acc:[1.000/0.989] AdvAcc:[0.961/0.943] +Epoch:[ 50][340|469] Time:[0.235/0.211] Loss:[0.011/0.036] AdvLoss:[0.087/0.173] Acc:[1.000/0.989] AdvAcc:[0.969/0.942] +Epoch:[ 50][350|469] Time:[0.270/0.255] Loss:[0.054/0.037] AdvLoss:[0.233/0.173] Acc:[0.984/0.989] AdvAcc:[0.898/0.942] +Epoch:[ 50][360|469] Time:[0.249/0.240] Loss:[0.046/0.037] AdvLoss:[0.176/0.173] Acc:[0.984/0.988] AdvAcc:[0.938/0.942] +Epoch:[ 50][370|469] Time:[0.242/0.232] Loss:[0.021/0.038] AdvLoss:[0.162/0.173] Acc:[1.000/0.988] AdvAcc:[0.953/0.942] +Epoch:[ 50][380|469] Time:[0.224/0.205] Loss:[0.024/0.037] AdvLoss:[0.125/0.173] Acc:[0.992/0.989] AdvAcc:[0.961/0.942] +Epoch:[ 50][390|469] Time:[0.241/0.218] Loss:[0.016/0.037] AdvLoss:[0.124/0.172] Acc:[1.000/0.989] AdvAcc:[0.953/0.942] +Epoch:[ 50][400|469] Time:[0.247/0.237] Loss:[0.056/0.037] AdvLoss:[0.231/0.172] Acc:[0.984/0.989] AdvAcc:[0.914/0.942] +Epoch:[ 50][410|469] Time:[0.229/0.209] Loss:[0.087/0.037] AdvLoss:[0.321/0.173] Acc:[0.977/0.989] AdvAcc:[0.891/0.942] +Epoch:[ 50][420|469] Time:[0.237/0.227] Loss:[0.025/0.037] AdvLoss:[0.125/0.172] Acc:[0.992/0.989] AdvAcc:[0.969/0.942] +Epoch:[ 50][430|469] Time:[0.244/0.234] Loss:[0.039/0.037] AdvLoss:[0.199/0.173] Acc:[0.984/0.989] AdvAcc:[0.938/0.942] +Epoch:[ 50][440|469] Time:[0.240/0.212] Loss:[0.020/0.037] AdvLoss:[0.147/0.172] Acc:[0.992/0.989] AdvAcc:[0.961/0.942] +Epoch:[ 50][450|469] Time:[0.240/0.231] Loss:[0.045/0.037] AdvLoss:[0.184/0.172] Acc:[0.977/0.989] AdvAcc:[0.953/0.942] +Epoch:[ 50][460|469] Time:[0.258/0.248] Loss:[0.034/0.037] AdvLoss:[0.220/0.173] Acc:[0.992/0.989] AdvAcc:[0.906/0.942] +Epoch:[ 51][ 10|469] Time:[0.239/0.230] Loss:[0.019/0.034] AdvLoss:[0.138/0.172] Acc:[1.000/0.988] AdvAcc:[0.953/0.944] +Epoch:[ 51][ 20|469] Time:[0.273/0.254] Loss:[0.029/0.037] AdvLoss:[0.163/0.167] Acc:[0.984/0.986] AdvAcc:[0.930/0.947] +Epoch:[ 51][ 30|469] Time:[0.223/0.213] Loss:[0.030/0.033] AdvLoss:[0.200/0.171] Acc:[0.992/0.990] AdvAcc:[0.938/0.943] +Epoch:[ 51][ 40|469] Time:[0.242/0.233] Loss:[0.104/0.041] AdvLoss:[0.293/0.172] Acc:[0.969/0.987] AdvAcc:[0.930/0.941] +Epoch:[ 51][ 50|469] Time:[0.226/0.213] Loss:[0.038/0.038] AdvLoss:[0.210/0.171] Acc:[0.992/0.989] AdvAcc:[0.898/0.941] +Epoch:[ 51][ 60|469] Time:[0.253/0.228] Loss:[0.010/0.035] AdvLoss:[0.095/0.170] Acc:[1.000/0.991] AdvAcc:[0.984/0.941] +Epoch:[ 51][ 70|469] Time:[0.247/0.237] Loss:[0.026/0.034] AdvLoss:[0.148/0.170] Acc:[1.000/0.992] AdvAcc:[0.938/0.942] +Epoch:[ 51][ 80|469] Time:[0.238/0.218] Loss:[0.029/0.033] AdvLoss:[0.134/0.169] Acc:[0.992/0.992] AdvAcc:[0.953/0.942] +Epoch:[ 51][ 90|469] Time:[0.224/0.213] Loss:[0.021/0.032] AdvLoss:[0.130/0.167] Acc:[0.992/0.992] AdvAcc:[0.945/0.944] +Epoch:[ 51][100|469] Time:[0.314/0.303] Loss:[0.051/0.033] AdvLoss:[0.204/0.168] Acc:[0.984/0.991] AdvAcc:[0.938/0.943] +Epoch:[ 51][110|469] Time:[0.237/0.212] Loss:[0.016/0.032] AdvLoss:[0.135/0.168] Acc:[1.000/0.992] AdvAcc:[0.945/0.943] +Epoch:[ 51][120|469] Time:[0.231/0.214] Loss:[0.069/0.033] AdvLoss:[0.240/0.168] Acc:[0.984/0.992] AdvAcc:[0.938/0.943] +Epoch:[ 51][130|469] Time:[0.245/0.235] Loss:[0.023/0.032] AdvLoss:[0.178/0.166] Acc:[1.000/0.992] AdvAcc:[0.930/0.944] +Epoch:[ 51][140|469] Time:[0.221/0.212] Loss:[0.065/0.033] AdvLoss:[0.245/0.169] Acc:[0.977/0.992] AdvAcc:[0.922/0.943] +Epoch:[ 51][150|469] Time:[0.230/0.213] Loss:[0.039/0.034] AdvLoss:[0.172/0.170] Acc:[0.984/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 51][160|469] Time:[0.257/0.248] Loss:[0.019/0.033] AdvLoss:[0.167/0.170] Acc:[1.000/0.992] AdvAcc:[0.922/0.943] +Epoch:[ 51][170|469] Time:[0.247/0.234] Loss:[0.030/0.033] AdvLoss:[0.109/0.170] Acc:[0.992/0.992] AdvAcc:[0.977/0.943] +Epoch:[ 51][180|469] Time:[0.224/0.212] Loss:[0.042/0.033] AdvLoss:[0.148/0.170] Acc:[0.984/0.992] AdvAcc:[0.961/0.943] +Epoch:[ 51][190|469] Time:[0.233/0.219] Loss:[0.027/0.033] AdvLoss:[0.142/0.170] Acc:[0.992/0.992] AdvAcc:[0.961/0.943] +Epoch:[ 51][200|469] Time:[0.243/0.220] Loss:[0.040/0.033] AdvLoss:[0.192/0.170] Acc:[0.984/0.992] AdvAcc:[0.922/0.943] +Epoch:[ 51][210|469] Time:[0.264/0.255] Loss:[0.022/0.034] AdvLoss:[0.122/0.171] Acc:[1.000/0.991] AdvAcc:[0.953/0.943] +Epoch:[ 51][220|469] Time:[0.233/0.223] Loss:[0.069/0.034] AdvLoss:[0.167/0.170] Acc:[0.984/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 51][230|469] Time:[0.280/0.270] Loss:[0.035/0.034] AdvLoss:[0.160/0.169] Acc:[0.992/0.992] AdvAcc:[0.961/0.943] +Epoch:[ 51][240|469] Time:[0.252/0.242] Loss:[0.054/0.034] AdvLoss:[0.273/0.170] Acc:[0.984/0.991] AdvAcc:[0.898/0.943] +Epoch:[ 51][250|469] Time:[0.243/0.217] Loss:[0.009/0.033] AdvLoss:[0.082/0.169] Acc:[1.000/0.992] AdvAcc:[0.969/0.943] +Epoch:[ 51][260|469] Time:[0.241/0.208] Loss:[0.040/0.033] AdvLoss:[0.189/0.170] Acc:[0.984/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 51][270|469] Time:[0.281/0.271] Loss:[0.027/0.033] AdvLoss:[0.140/0.169] Acc:[0.992/0.991] AdvAcc:[0.953/0.943] +Epoch:[ 51][280|469] Time:[0.236/0.226] Loss:[0.020/0.032] AdvLoss:[0.118/0.168] Acc:[0.992/0.992] AdvAcc:[0.977/0.943] +Epoch:[ 51][290|469] Time:[0.237/0.228] Loss:[0.009/0.032] AdvLoss:[0.081/0.168] Acc:[1.000/0.992] AdvAcc:[0.977/0.944] +Epoch:[ 51][300|469] Time:[0.242/0.222] Loss:[0.015/0.032] AdvLoss:[0.123/0.168] Acc:[1.000/0.992] AdvAcc:[0.938/0.943] +Epoch:[ 51][310|469] Time:[0.226/0.212] Loss:[0.093/0.033] AdvLoss:[0.270/0.168] Acc:[0.961/0.991] AdvAcc:[0.922/0.943] +Epoch:[ 51][320|469] Time:[0.250/0.241] Loss:[0.029/0.033] AdvLoss:[0.185/0.169] Acc:[0.992/0.991] AdvAcc:[0.930/0.943] +Epoch:[ 51][330|469] Time:[0.241/0.218] Loss:[0.020/0.033] AdvLoss:[0.124/0.169] Acc:[1.000/0.991] AdvAcc:[0.977/0.943] +Epoch:[ 51][340|469] Time:[0.230/0.208] Loss:[0.037/0.033] AdvLoss:[0.139/0.169] Acc:[0.984/0.991] AdvAcc:[0.969/0.943] +Epoch:[ 51][350|469] Time:[0.279/0.258] Loss:[0.044/0.034] AdvLoss:[0.207/0.169] Acc:[0.984/0.991] AdvAcc:[0.914/0.943] +Epoch:[ 51][360|469] Time:[0.250/0.239] Loss:[0.017/0.033] AdvLoss:[0.140/0.170] Acc:[1.000/0.991] AdvAcc:[0.945/0.943] +Epoch:[ 51][370|469] Time:[0.227/0.210] Loss:[0.035/0.034] AdvLoss:[0.164/0.169] Acc:[0.992/0.991] AdvAcc:[0.938/0.943] +Epoch:[ 51][380|469] Time:[0.229/0.219] Loss:[0.058/0.034] AdvLoss:[0.210/0.170] Acc:[0.984/0.991] AdvAcc:[0.914/0.943] +Epoch:[ 51][390|469] Time:[0.238/0.222] Loss:[0.013/0.033] AdvLoss:[0.130/0.170] Acc:[1.000/0.991] AdvAcc:[0.945/0.943] +Epoch:[ 51][400|469] Time:[0.253/0.242] Loss:[0.013/0.033] AdvLoss:[0.109/0.170] Acc:[1.000/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 51][410|469] Time:[0.220/0.211] Loss:[0.029/0.033] AdvLoss:[0.162/0.170] Acc:[1.000/0.991] AdvAcc:[0.930/0.943] +Epoch:[ 51][420|469] Time:[0.239/0.213] Loss:[0.021/0.033] AdvLoss:[0.143/0.170] Acc:[0.992/0.991] AdvAcc:[0.945/0.943] +Epoch:[ 51][430|469] Time:[0.255/0.245] Loss:[0.045/0.033] AdvLoss:[0.171/0.170] Acc:[0.992/0.991] AdvAcc:[0.953/0.943] +Epoch:[ 51][440|469] Time:[0.248/0.217] Loss:[0.023/0.033] AdvLoss:[0.182/0.170] Acc:[1.000/0.991] AdvAcc:[0.922/0.943] +Epoch:[ 51][450|469] Time:[0.235/0.226] Loss:[0.018/0.033] AdvLoss:[0.105/0.170] Acc:[1.000/0.991] AdvAcc:[0.969/0.943] +Epoch:[ 51][460|469] Time:[0.257/0.246] Loss:[0.031/0.033] AdvLoss:[0.151/0.170] Acc:[0.992/0.992] AdvAcc:[0.961/0.943] +Epoch:[ 52][ 10|469] Time:[0.243/0.218] Loss:[0.013/0.014] AdvLoss:[0.104/0.174] Acc:[1.000/1.000] AdvAcc:[0.977/0.945] +Epoch:[ 52][ 20|469] Time:[0.289/0.278] Loss:[0.023/0.022] AdvLoss:[0.169/0.171] Acc:[1.000/0.996] AdvAcc:[0.930/0.946] +Epoch:[ 52][ 30|469] Time:[0.249/0.225] Loss:[0.020/0.025] AdvLoss:[0.129/0.164] Acc:[0.992/0.992] AdvAcc:[0.953/0.946] +Epoch:[ 52][ 40|469] Time:[0.243/0.229] Loss:[0.018/0.024] AdvLoss:[0.121/0.158] Acc:[1.000/0.993] AdvAcc:[0.969/0.948] +Epoch:[ 52][ 50|469] Time:[0.242/0.223] Loss:[0.041/0.026] AdvLoss:[0.198/0.159] Acc:[0.992/0.993] AdvAcc:[0.914/0.947] +Epoch:[ 52][ 60|469] Time:[0.246/0.222] Loss:[0.021/0.028] AdvLoss:[0.166/0.158] Acc:[1.000/0.993] AdvAcc:[0.945/0.948] +Epoch:[ 52][ 70|469] Time:[0.248/0.238] Loss:[0.019/0.027] AdvLoss:[0.146/0.164] Acc:[1.000/0.993] AdvAcc:[0.961/0.945] +Epoch:[ 52][ 80|469] Time:[0.227/0.218] Loss:[0.037/0.027] AdvLoss:[0.217/0.164] Acc:[0.984/0.993] AdvAcc:[0.906/0.945] +Epoch:[ 52][ 90|469] Time:[0.233/0.217] Loss:[0.061/0.031] AdvLoss:[0.263/0.166] Acc:[0.984/0.992] AdvAcc:[0.930/0.944] +Epoch:[ 52][100|469] Time:[0.248/0.238] Loss:[0.038/0.031] AdvLoss:[0.168/0.168] Acc:[0.992/0.992] AdvAcc:[0.945/0.943] +Epoch:[ 52][110|469] Time:[0.245/0.227] Loss:[0.026/0.032] AdvLoss:[0.173/0.167] Acc:[1.000/0.992] AdvAcc:[0.938/0.943] +Epoch:[ 52][120|469] Time:[0.226/0.208] Loss:[0.065/0.034] AdvLoss:[0.305/0.171] Acc:[0.977/0.991] AdvAcc:[0.883/0.942] +Epoch:[ 52][130|469] Time:[0.260/0.251] Loss:[0.035/0.034] AdvLoss:[0.178/0.170] Acc:[0.992/0.992] AdvAcc:[0.945/0.942] +Epoch:[ 52][140|469] Time:[0.237/0.215] Loss:[0.021/0.033] AdvLoss:[0.148/0.169] Acc:[0.992/0.992] AdvAcc:[0.914/0.942] +Epoch:[ 52][150|469] Time:[0.229/0.219] Loss:[0.025/0.034] AdvLoss:[0.196/0.170] Acc:[1.000/0.992] AdvAcc:[0.922/0.941] +Epoch:[ 52][160|469] Time:[0.274/0.255] Loss:[0.033/0.034] AdvLoss:[0.174/0.170] Acc:[0.992/0.992] AdvAcc:[0.930/0.941] +Epoch:[ 52][170|469] Time:[0.245/0.222] Loss:[0.054/0.035] AdvLoss:[0.191/0.170] Acc:[0.977/0.991] AdvAcc:[0.945/0.941] +Epoch:[ 52][180|469] Time:[0.226/0.217] Loss:[0.034/0.035] AdvLoss:[0.185/0.170] Acc:[0.992/0.991] AdvAcc:[0.930/0.941] +Epoch:[ 52][190|469] Time:[0.233/0.216] Loss:[0.055/0.035] AdvLoss:[0.243/0.170] Acc:[0.984/0.991] AdvAcc:[0.906/0.941] +Epoch:[ 52][200|469] Time:[0.258/0.235] Loss:[0.056/0.035] AdvLoss:[0.243/0.169] Acc:[0.977/0.991] AdvAcc:[0.898/0.942] +Epoch:[ 52][210|469] Time:[0.278/0.267] Loss:[0.015/0.034] AdvLoss:[0.122/0.169] Acc:[1.000/0.991] AdvAcc:[0.945/0.942] +Epoch:[ 52][220|469] Time:[0.222/0.210] Loss:[0.039/0.034] AdvLoss:[0.176/0.169] Acc:[0.984/0.991] AdvAcc:[0.930/0.942] +Epoch:[ 52][230|469] Time:[0.231/0.209] Loss:[0.026/0.034] AdvLoss:[0.150/0.169] Acc:[0.992/0.991] AdvAcc:[0.953/0.942] +Epoch:[ 52][240|469] Time:[0.265/0.255] Loss:[0.039/0.034] AdvLoss:[0.206/0.169] Acc:[0.992/0.991] AdvAcc:[0.922/0.942] +Epoch:[ 52][250|469] Time:[0.246/0.228] Loss:[0.055/0.035] AdvLoss:[0.190/0.170] Acc:[0.977/0.991] AdvAcc:[0.953/0.942] +Epoch:[ 52][260|469] Time:[0.238/0.228] Loss:[0.074/0.035] AdvLoss:[0.264/0.171] Acc:[0.977/0.990] AdvAcc:[0.914/0.942] +Epoch:[ 52][270|469] Time:[0.219/0.209] Loss:[0.063/0.036] AdvLoss:[0.229/0.170] Acc:[0.984/0.990] AdvAcc:[0.938/0.943] +Epoch:[ 52][280|469] Time:[0.247/0.234] Loss:[0.014/0.035] AdvLoss:[0.123/0.169] Acc:[1.000/0.990] AdvAcc:[0.953/0.943] +Epoch:[ 52][290|469] Time:[0.264/0.254] Loss:[0.027/0.035] AdvLoss:[0.119/0.169] Acc:[0.992/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 52][300|469] Time:[0.243/0.212] Loss:[0.012/0.035] AdvLoss:[0.095/0.168] Acc:[1.000/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 52][310|469] Time:[0.241/0.212] Loss:[0.052/0.035] AdvLoss:[0.234/0.168] Acc:[0.984/0.991] AdvAcc:[0.930/0.943] +Epoch:[ 52][320|469] Time:[0.243/0.234] Loss:[0.017/0.034] AdvLoss:[0.132/0.169] Acc:[1.000/0.991] AdvAcc:[0.953/0.943] +Epoch:[ 52][330|469] Time:[0.224/0.214] Loss:[0.022/0.034] AdvLoss:[0.193/0.169] Acc:[1.000/0.991] AdvAcc:[0.922/0.943] +Epoch:[ 52][340|469] Time:[0.241/0.210] Loss:[0.025/0.034] AdvLoss:[0.158/0.169] Acc:[1.000/0.991] AdvAcc:[0.945/0.943] +Epoch:[ 52][350|469] Time:[0.283/0.272] Loss:[0.042/0.034] AdvLoss:[0.222/0.169] Acc:[0.992/0.991] AdvAcc:[0.914/0.943] +Epoch:[ 52][360|469] Time:[0.222/0.213] Loss:[0.009/0.033] AdvLoss:[0.085/0.168] Acc:[1.000/0.992] AdvAcc:[0.977/0.944] +Epoch:[ 52][370|469] Time:[0.232/0.222] Loss:[0.066/0.034] AdvLoss:[0.270/0.168] Acc:[0.992/0.992] AdvAcc:[0.906/0.943] +Epoch:[ 52][380|469] Time:[0.222/0.214] Loss:[0.053/0.034] AdvLoss:[0.226/0.168] Acc:[0.992/0.991] AdvAcc:[0.906/0.943] +Epoch:[ 52][390|469] Time:[0.250/0.221] Loss:[0.075/0.034] AdvLoss:[0.246/0.168] Acc:[0.969/0.991] AdvAcc:[0.930/0.943] +Epoch:[ 52][400|469] Time:[0.259/0.248] Loss:[0.040/0.035] AdvLoss:[0.172/0.169] Acc:[0.992/0.991] AdvAcc:[0.938/0.943] +Epoch:[ 52][410|469] Time:[0.231/0.221] Loss:[0.010/0.035] AdvLoss:[0.085/0.168] Acc:[1.000/0.991] AdvAcc:[0.969/0.943] +Epoch:[ 52][420|469] Time:[0.218/0.207] Loss:[0.011/0.034] AdvLoss:[0.089/0.168] Acc:[1.000/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 52][430|469] Time:[0.244/0.234] Loss:[0.014/0.034] AdvLoss:[0.082/0.168] Acc:[1.000/0.992] AdvAcc:[0.984/0.944] +Epoch:[ 52][440|469] Time:[0.243/0.217] Loss:[0.065/0.035] AdvLoss:[0.224/0.168] Acc:[0.969/0.991] AdvAcc:[0.930/0.943] +Epoch:[ 52][450|469] Time:[0.253/0.229] Loss:[0.043/0.034] AdvLoss:[0.162/0.168] Acc:[0.992/0.991] AdvAcc:[0.945/0.943] +Epoch:[ 52][460|469] Time:[0.281/0.271] Loss:[0.026/0.034] AdvLoss:[0.157/0.168] Acc:[0.992/0.991] AdvAcc:[0.961/0.943] +Epoch:[ 53][ 10|469] Time:[0.239/0.229] Loss:[0.029/0.031] AdvLoss:[0.130/0.180] Acc:[0.992/0.992] AdvAcc:[0.953/0.938] +Epoch:[ 53][ 20|469] Time:[0.249/0.228] Loss:[0.065/0.034] AdvLoss:[0.199/0.172] Acc:[0.984/0.992] AdvAcc:[0.930/0.939] +Epoch:[ 53][ 30|469] Time:[0.249/0.227] Loss:[0.050/0.045] AdvLoss:[0.187/0.169] Acc:[0.984/0.987] AdvAcc:[0.953/0.943] +Epoch:[ 53][ 40|469] Time:[0.259/0.248] Loss:[0.042/0.040] AdvLoss:[0.174/0.172] Acc:[0.984/0.988] AdvAcc:[0.938/0.943] +Epoch:[ 53][ 50|469] Time:[0.238/0.218] Loss:[0.020/0.035] AdvLoss:[0.090/0.163] Acc:[0.992/0.990] AdvAcc:[0.977/0.945] +Epoch:[ 53][ 60|469] Time:[0.229/0.209] Loss:[0.054/0.036] AdvLoss:[0.218/0.165] Acc:[0.977/0.988] AdvAcc:[0.930/0.944] +Epoch:[ 53][ 70|469] Time:[0.265/0.253] Loss:[0.017/0.036] AdvLoss:[0.123/0.165] Acc:[1.000/0.989] AdvAcc:[0.945/0.944] +Epoch:[ 53][ 80|469] Time:[0.225/0.211] Loss:[0.020/0.035] AdvLoss:[0.115/0.166] Acc:[0.992/0.989] AdvAcc:[0.977/0.943] +Epoch:[ 53][ 90|469] Time:[0.237/0.219] Loss:[0.019/0.033] AdvLoss:[0.126/0.165] Acc:[0.992/0.990] AdvAcc:[0.961/0.943] +Epoch:[ 53][100|469] Time:[0.240/0.230] Loss:[0.031/0.034] AdvLoss:[0.138/0.162] Acc:[0.992/0.990] AdvAcc:[0.969/0.945] +Epoch:[ 53][110|469] Time:[0.248/0.221] Loss:[0.025/0.034] AdvLoss:[0.155/0.162] Acc:[0.992/0.990] AdvAcc:[0.930/0.945] +Epoch:[ 53][120|469] Time:[0.233/0.221] Loss:[0.017/0.032] AdvLoss:[0.089/0.163] Acc:[1.000/0.991] AdvAcc:[0.984/0.944] +Epoch:[ 53][130|469] Time:[0.235/0.220] Loss:[0.042/0.033] AdvLoss:[0.216/0.164] Acc:[0.977/0.990] AdvAcc:[0.930/0.944] +Epoch:[ 53][140|469] Time:[0.233/0.218] Loss:[0.036/0.033] AdvLoss:[0.178/0.163] Acc:[0.992/0.991] AdvAcc:[0.938/0.944] +Epoch:[ 53][150|469] Time:[0.245/0.235] Loss:[0.018/0.032] AdvLoss:[0.115/0.161] Acc:[1.000/0.991] AdvAcc:[0.961/0.944] +Epoch:[ 53][160|469] Time:[0.251/0.224] Loss:[0.051/0.032] AdvLoss:[0.228/0.161] Acc:[0.977/0.991] AdvAcc:[0.906/0.945] +Epoch:[ 53][170|469] Time:[0.234/0.213] Loss:[0.020/0.031] AdvLoss:[0.166/0.161] Acc:[1.000/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 53][180|469] Time:[0.248/0.237] Loss:[0.021/0.030] AdvLoss:[0.113/0.161] Acc:[0.992/0.991] AdvAcc:[0.977/0.945] +Epoch:[ 53][190|469] Time:[0.237/0.219] Loss:[0.033/0.031] AdvLoss:[0.198/0.161] Acc:[0.992/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 53][200|469] Time:[0.239/0.217] Loss:[0.049/0.031] AdvLoss:[0.177/0.160] Acc:[0.984/0.991] AdvAcc:[0.945/0.945] +Epoch:[ 53][210|469] Time:[0.251/0.241] Loss:[0.083/0.032] AdvLoss:[0.215/0.161] Acc:[0.977/0.991] AdvAcc:[0.938/0.945] +Epoch:[ 53][220|469] Time:[0.230/0.208] Loss:[0.031/0.032] AdvLoss:[0.144/0.161] Acc:[0.992/0.991] AdvAcc:[0.961/0.945] +Epoch:[ 53][230|469] Time:[0.230/0.216] Loss:[0.019/0.032] AdvLoss:[0.127/0.161] Acc:[1.000/0.991] AdvAcc:[0.953/0.945] +Epoch:[ 53][240|469] Time:[0.248/0.234] Loss:[0.069/0.032] AdvLoss:[0.267/0.162] Acc:[0.977/0.991] AdvAcc:[0.922/0.945] +Epoch:[ 53][250|469] Time:[0.234/0.215] Loss:[0.020/0.032] AdvLoss:[0.140/0.162] Acc:[1.000/0.991] AdvAcc:[0.945/0.945] +Epoch:[ 53][260|469] Time:[0.232/0.222] Loss:[0.022/0.032] AdvLoss:[0.147/0.162] Acc:[0.992/0.991] AdvAcc:[0.953/0.945] +Epoch:[ 53][270|469] Time:[0.261/0.236] Loss:[0.027/0.032] AdvLoss:[0.161/0.162] Acc:[0.984/0.991] AdvAcc:[0.938/0.945] +Epoch:[ 53][280|469] Time:[0.246/0.216] Loss:[0.052/0.032] AdvLoss:[0.182/0.161] Acc:[0.984/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 53][290|469] Time:[0.258/0.247] Loss:[0.089/0.033] AdvLoss:[0.293/0.162] Acc:[0.969/0.990] AdvAcc:[0.891/0.945] +Epoch:[ 53][300|469] Time:[0.234/0.207] Loss:[0.025/0.033] AdvLoss:[0.148/0.162] Acc:[1.000/0.991] AdvAcc:[0.961/0.945] +Epoch:[ 53][310|469] Time:[0.244/0.227] Loss:[0.068/0.034] AdvLoss:[0.254/0.163] Acc:[0.984/0.991] AdvAcc:[0.906/0.945] +Epoch:[ 53][320|469] Time:[0.259/0.249] Loss:[0.038/0.034] AdvLoss:[0.175/0.162] Acc:[0.992/0.990] AdvAcc:[0.953/0.945] +Epoch:[ 53][330|469] Time:[0.232/0.209] Loss:[0.021/0.034] AdvLoss:[0.141/0.162] Acc:[1.000/0.991] AdvAcc:[0.953/0.945] +Epoch:[ 53][340|469] Time:[0.234/0.208] Loss:[0.037/0.033] AdvLoss:[0.173/0.161] Acc:[0.992/0.991] AdvAcc:[0.945/0.945] +Epoch:[ 53][350|469] Time:[0.271/0.258] Loss:[0.040/0.034] AdvLoss:[0.177/0.161] Acc:[0.984/0.991] AdvAcc:[0.938/0.945] +Epoch:[ 53][360|469] Time:[0.224/0.206] Loss:[0.033/0.034] AdvLoss:[0.156/0.162] Acc:[0.992/0.991] AdvAcc:[0.945/0.945] +Epoch:[ 53][370|469] Time:[0.231/0.222] Loss:[0.023/0.034] AdvLoss:[0.124/0.163] Acc:[0.992/0.990] AdvAcc:[0.953/0.945] +Epoch:[ 53][380|469] Time:[0.274/0.264] Loss:[0.057/0.034] AdvLoss:[0.213/0.163] Acc:[0.984/0.991] AdvAcc:[0.969/0.944] +Epoch:[ 53][390|469] Time:[0.236/0.220] Loss:[0.044/0.034] AdvLoss:[0.166/0.163] Acc:[0.984/0.990] AdvAcc:[0.938/0.945] +Epoch:[ 53][400|469] Time:[0.232/0.222] Loss:[0.041/0.034] AdvLoss:[0.212/0.164] Acc:[0.977/0.990] AdvAcc:[0.953/0.945] +Epoch:[ 53][410|469] Time:[0.247/0.216] Loss:[0.030/0.034] AdvLoss:[0.158/0.164] Acc:[0.992/0.990] AdvAcc:[0.914/0.945] +Epoch:[ 53][420|469] Time:[0.260/0.240] Loss:[0.017/0.034] AdvLoss:[0.109/0.164] Acc:[1.000/0.990] AdvAcc:[0.961/0.945] +Epoch:[ 53][430|469] Time:[0.248/0.238] Loss:[0.014/0.034] AdvLoss:[0.086/0.164] Acc:[0.992/0.991] AdvAcc:[0.984/0.945] +Epoch:[ 53][440|469] Time:[0.230/0.216] Loss:[0.041/0.034] AdvLoss:[0.174/0.165] Acc:[0.984/0.990] AdvAcc:[0.953/0.945] +Epoch:[ 53][450|469] Time:[0.263/0.241] Loss:[0.039/0.034] AdvLoss:[0.222/0.165] Acc:[0.984/0.990] AdvAcc:[0.906/0.945] +Epoch:[ 53][460|469] Time:[0.241/0.231] Loss:[0.017/0.034] AdvLoss:[0.131/0.165] Acc:[1.000/0.991] AdvAcc:[0.945/0.945] +Epoch:[ 54][ 10|469] Time:[0.244/0.218] Loss:[0.052/0.047] AdvLoss:[0.185/0.156] Acc:[0.992/0.992] AdvAcc:[0.938/0.942] +Epoch:[ 54][ 20|469] Time:[0.256/0.246] Loss:[0.034/0.040] AdvLoss:[0.142/0.153] Acc:[0.992/0.990] AdvAcc:[0.938/0.944] +Epoch:[ 54][ 30|469] Time:[0.245/0.217] Loss:[0.015/0.036] AdvLoss:[0.115/0.153] Acc:[1.000/0.991] AdvAcc:[0.953/0.948] +Epoch:[ 54][ 40|469] Time:[0.245/0.212] Loss:[0.031/0.040] AdvLoss:[0.115/0.153] Acc:[0.992/0.989] AdvAcc:[0.969/0.947] +Epoch:[ 54][ 50|469] Time:[0.256/0.246] Loss:[0.013/0.037] AdvLoss:[0.094/0.156] Acc:[1.000/0.990] AdvAcc:[0.969/0.947] +Epoch:[ 54][ 60|469] Time:[0.236/0.212] Loss:[0.037/0.036] AdvLoss:[0.139/0.156] Acc:[0.984/0.990] AdvAcc:[0.961/0.947] +Epoch:[ 54][ 70|469] Time:[0.236/0.210] Loss:[0.044/0.036] AdvLoss:[0.216/0.159] Acc:[0.984/0.990] AdvAcc:[0.938/0.946] +Epoch:[ 54][ 80|469] Time:[0.255/0.245] Loss:[0.037/0.034] AdvLoss:[0.142/0.159] Acc:[0.992/0.991] AdvAcc:[0.969/0.947] +Epoch:[ 54][ 90|469] Time:[0.241/0.218] Loss:[0.008/0.032] AdvLoss:[0.074/0.157] Acc:[1.000/0.991] AdvAcc:[0.984/0.947] +Epoch:[ 54][100|469] Time:[0.226/0.216] Loss:[0.013/0.034] AdvLoss:[0.126/0.159] Acc:[1.000/0.991] AdvAcc:[0.945/0.947] +Epoch:[ 54][110|469] Time:[0.304/0.293] Loss:[0.037/0.035] AdvLoss:[0.156/0.160] Acc:[0.992/0.990] AdvAcc:[0.961/0.946] +Epoch:[ 54][120|469] Time:[0.239/0.212] Loss:[0.014/0.034] AdvLoss:[0.100/0.159] Acc:[1.000/0.991] AdvAcc:[0.961/0.946] +Epoch:[ 54][130|469] Time:[0.238/0.210] Loss:[0.027/0.034] AdvLoss:[0.135/0.159] Acc:[0.992/0.991] AdvAcc:[0.969/0.946] +Epoch:[ 54][140|469] Time:[0.252/0.242] Loss:[0.058/0.036] AdvLoss:[0.233/0.159] Acc:[0.977/0.990] AdvAcc:[0.922/0.947] +Epoch:[ 54][150|469] Time:[0.230/0.212] Loss:[0.021/0.035] AdvLoss:[0.141/0.159] Acc:[1.000/0.990] AdvAcc:[0.930/0.946] +Epoch:[ 54][160|469] Time:[0.236/0.213] Loss:[0.037/0.035] AdvLoss:[0.161/0.159] Acc:[0.984/0.990] AdvAcc:[0.953/0.946] +Epoch:[ 54][170|469] Time:[0.285/0.251] Loss:[0.035/0.035] AdvLoss:[0.196/0.159] Acc:[0.992/0.991] AdvAcc:[0.930/0.946] +Epoch:[ 54][180|469] Time:[0.219/0.209] Loss:[0.031/0.035] AdvLoss:[0.158/0.160] Acc:[0.992/0.991] AdvAcc:[0.938/0.945] +Epoch:[ 54][190|469] Time:[0.243/0.231] Loss:[0.043/0.035] AdvLoss:[0.177/0.160] Acc:[0.992/0.991] AdvAcc:[0.945/0.945] +Epoch:[ 54][200|469] Time:[0.241/0.219] Loss:[0.015/0.034] AdvLoss:[0.120/0.161] Acc:[1.000/0.991] AdvAcc:[0.977/0.945] +Epoch:[ 54][210|469] Time:[0.225/0.215] Loss:[0.033/0.034] AdvLoss:[0.175/0.161] Acc:[1.000/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 54][220|469] Time:[0.243/0.233] Loss:[0.023/0.033] AdvLoss:[0.201/0.161] Acc:[1.000/0.992] AdvAcc:[0.938/0.945] +Epoch:[ 54][230|469] Time:[0.243/0.218] Loss:[0.023/0.033] AdvLoss:[0.143/0.161] Acc:[1.000/0.992] AdvAcc:[0.945/0.945] +Epoch:[ 54][240|469] Time:[0.271/0.262] Loss:[0.034/0.033] AdvLoss:[0.167/0.162] Acc:[0.977/0.992] AdvAcc:[0.945/0.945] +Epoch:[ 54][250|469] Time:[0.264/0.255] Loss:[0.032/0.033] AdvLoss:[0.160/0.161] Acc:[0.992/0.991] AdvAcc:[0.938/0.945] +Epoch:[ 54][260|469] Time:[0.250/0.224] Loss:[0.015/0.033] AdvLoss:[0.117/0.161] Acc:[1.000/0.992] AdvAcc:[0.945/0.945] +Epoch:[ 54][270|469] Time:[0.241/0.216] Loss:[0.022/0.032] AdvLoss:[0.173/0.160] Acc:[0.992/0.992] AdvAcc:[0.930/0.945] +Epoch:[ 54][280|469] Time:[0.252/0.242] Loss:[0.065/0.032] AdvLoss:[0.241/0.161] Acc:[0.984/0.992] AdvAcc:[0.914/0.945] +Epoch:[ 54][290|469] Time:[0.245/0.218] Loss:[0.016/0.032] AdvLoss:[0.120/0.161] Acc:[1.000/0.992] AdvAcc:[0.945/0.945] +Epoch:[ 54][300|469] Time:[0.240/0.211] Loss:[0.035/0.033] AdvLoss:[0.170/0.161] Acc:[0.984/0.992] AdvAcc:[0.953/0.945] +Epoch:[ 54][310|469] Time:[0.246/0.237] Loss:[0.044/0.033] AdvLoss:[0.229/0.161] Acc:[0.984/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 54][320|469] Time:[0.235/0.221] Loss:[0.015/0.033] AdvLoss:[0.111/0.162] Acc:[1.000/0.991] AdvAcc:[0.969/0.945] +Epoch:[ 54][330|469] Time:[0.243/0.215] Loss:[0.064/0.033] AdvLoss:[0.281/0.162] Acc:[0.977/0.991] AdvAcc:[0.906/0.945] +Epoch:[ 54][340|469] Time:[0.259/0.249] Loss:[0.063/0.034] AdvLoss:[0.251/0.162] Acc:[0.984/0.991] AdvAcc:[0.914/0.945] +Epoch:[ 54][350|469] Time:[0.238/0.213] Loss:[0.029/0.034] AdvLoss:[0.142/0.162] Acc:[0.992/0.991] AdvAcc:[0.961/0.945] +Epoch:[ 54][360|469] Time:[0.234/0.220] Loss:[0.055/0.034] AdvLoss:[0.197/0.162] Acc:[0.984/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 54][370|469] Time:[0.276/0.266] Loss:[0.026/0.034] AdvLoss:[0.128/0.162] Acc:[0.992/0.991] AdvAcc:[0.961/0.945] +Epoch:[ 54][380|469] Time:[0.223/0.212] Loss:[0.036/0.034] AdvLoss:[0.175/0.162] Acc:[0.992/0.991] AdvAcc:[0.922/0.945] +Epoch:[ 54][390|469] Time:[0.227/0.218] Loss:[0.022/0.034] AdvLoss:[0.142/0.162] Acc:[0.992/0.991] AdvAcc:[0.945/0.945] +Epoch:[ 54][400|469] Time:[0.224/0.214] Loss:[0.018/0.033] AdvLoss:[0.122/0.162] Acc:[1.000/0.991] AdvAcc:[0.961/0.946] +Epoch:[ 54][410|469] Time:[0.247/0.229] Loss:[0.030/0.033] AdvLoss:[0.150/0.162] Acc:[0.992/0.991] AdvAcc:[0.945/0.946] +Epoch:[ 54][420|469] Time:[0.251/0.241] Loss:[0.018/0.033] AdvLoss:[0.141/0.162] Acc:[0.992/0.991] AdvAcc:[0.945/0.946] +Epoch:[ 54][430|469] Time:[0.237/0.216] Loss:[0.045/0.033] AdvLoss:[0.195/0.162] Acc:[0.992/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 54][440|469] Time:[0.237/0.220] Loss:[0.022/0.033] AdvLoss:[0.109/0.162] Acc:[1.000/0.991] AdvAcc:[0.961/0.945] +Epoch:[ 54][450|469] Time:[0.257/0.246] Loss:[0.043/0.033] AdvLoss:[0.177/0.162] Acc:[0.984/0.991] AdvAcc:[0.938/0.945] +Epoch:[ 54][460|469] Time:[0.241/0.221] Loss:[0.013/0.033] AdvLoss:[0.079/0.162] Acc:[1.000/0.991] AdvAcc:[0.992/0.946] +epoch 54 evaluated +natural accuracy: 0.9868 +adversarial accuracy: 0.9347 +Epoch:[ 55][ 10|469] Time:[0.232/0.219] Loss:[0.021/0.038] AdvLoss:[0.127/0.166] Acc:[1.000/0.992] AdvAcc:[0.945/0.944] +Epoch:[ 55][ 20|469] Time:[0.261/0.250] Loss:[0.030/0.032] AdvLoss:[0.169/0.161] Acc:[0.984/0.992] AdvAcc:[0.938/0.944] +Epoch:[ 55][ 30|469] Time:[0.241/0.213] Loss:[0.062/0.039] AdvLoss:[0.232/0.165] Acc:[0.977/0.988] AdvAcc:[0.914/0.942] +Epoch:[ 55][ 40|469] Time:[0.236/0.217] Loss:[0.028/0.036] AdvLoss:[0.203/0.160] Acc:[1.000/0.991] AdvAcc:[0.930/0.945] +Epoch:[ 55][ 50|469] Time:[0.249/0.239] Loss:[0.026/0.036] AdvLoss:[0.142/0.160] Acc:[0.992/0.989] AdvAcc:[0.961/0.945] +Epoch:[ 55][ 60|469] Time:[0.223/0.213] Loss:[0.039/0.034] AdvLoss:[0.153/0.159] Acc:[0.992/0.990] AdvAcc:[0.953/0.946] +Epoch:[ 55][ 70|469] Time:[0.241/0.215] Loss:[0.033/0.033] AdvLoss:[0.116/0.158] Acc:[0.992/0.991] AdvAcc:[0.969/0.947] +Epoch:[ 55][ 80|469] Time:[0.283/0.264] Loss:[0.046/0.032] AdvLoss:[0.219/0.160] Acc:[0.984/0.991] AdvAcc:[0.953/0.947] +Epoch:[ 55][ 90|469] Time:[0.234/0.213] Loss:[0.031/0.032] AdvLoss:[0.174/0.159] Acc:[0.992/0.991] AdvAcc:[0.938/0.947] +Epoch:[ 55][100|469] Time:[0.232/0.223] Loss:[0.013/0.031] AdvLoss:[0.125/0.158] Acc:[1.000/0.992] AdvAcc:[0.961/0.948] +Epoch:[ 55][110|469] Time:[0.231/0.214] Loss:[0.018/0.029] AdvLoss:[0.161/0.158] Acc:[1.000/0.992] AdvAcc:[0.930/0.947] +Epoch:[ 55][120|469] Time:[0.259/0.237] Loss:[0.037/0.031] AdvLoss:[0.183/0.158] Acc:[0.992/0.992] AdvAcc:[0.914/0.947] +Epoch:[ 55][130|469] Time:[0.259/0.250] Loss:[0.051/0.031] AdvLoss:[0.211/0.159] Acc:[0.984/0.992] AdvAcc:[0.938/0.947] +Epoch:[ 55][140|469] Time:[0.232/0.221] Loss:[0.020/0.031] AdvLoss:[0.149/0.160] Acc:[0.992/0.992] AdvAcc:[0.938/0.946] +Epoch:[ 55][150|469] Time:[0.245/0.223] Loss:[0.029/0.030] AdvLoss:[0.144/0.159] Acc:[0.992/0.992] AdvAcc:[0.945/0.947] +Epoch:[ 55][160|469] Time:[0.255/0.245] Loss:[0.024/0.030] AdvLoss:[0.183/0.159] Acc:[1.000/0.992] AdvAcc:[0.898/0.946] +Epoch:[ 55][170|469] Time:[0.245/0.225] Loss:[0.015/0.031] AdvLoss:[0.152/0.158] Acc:[1.000/0.992] AdvAcc:[0.930/0.946] +Epoch:[ 55][180|469] Time:[0.224/0.212] Loss:[0.019/0.031] AdvLoss:[0.151/0.158] Acc:[1.000/0.992] AdvAcc:[0.953/0.947] +Epoch:[ 55][190|469] Time:[0.271/0.255] Loss:[0.016/0.031] AdvLoss:[0.146/0.158] Acc:[0.992/0.992] AdvAcc:[0.945/0.946] +Epoch:[ 55][200|469] Time:[0.221/0.211] Loss:[0.040/0.031] AdvLoss:[0.138/0.157] Acc:[0.984/0.992] AdvAcc:[0.961/0.947] +Epoch:[ 55][210|469] Time:[0.238/0.228] Loss:[0.033/0.031] AdvLoss:[0.263/0.158] Acc:[1.000/0.992] AdvAcc:[0.898/0.947] +Epoch:[ 55][220|469] Time:[0.249/0.222] Loss:[0.083/0.032] AdvLoss:[0.297/0.158] Acc:[0.961/0.991] AdvAcc:[0.914/0.947] +Epoch:[ 55][230|469] Time:[0.227/0.213] Loss:[0.029/0.032] AdvLoss:[0.155/0.158] Acc:[1.000/0.992] AdvAcc:[0.945/0.946] +Epoch:[ 55][240|469] Time:[0.255/0.245] Loss:[0.029/0.032] AdvLoss:[0.181/0.158] Acc:[0.992/0.992] AdvAcc:[0.945/0.946] +Epoch:[ 55][250|469] Time:[0.239/0.230] Loss:[0.034/0.032] AdvLoss:[0.185/0.158] Acc:[0.984/0.992] AdvAcc:[0.938/0.947] +Epoch:[ 55][260|469] Time:[0.245/0.220] Loss:[0.013/0.031] AdvLoss:[0.090/0.157] Acc:[1.000/0.992] AdvAcc:[0.969/0.947] +Epoch:[ 55][270|469] Time:[0.268/0.257] Loss:[0.044/0.032] AdvLoss:[0.181/0.157] Acc:[0.977/0.991] AdvAcc:[0.938/0.947] +Epoch:[ 55][280|469] Time:[0.218/0.209] Loss:[0.048/0.032] AdvLoss:[0.207/0.157] Acc:[0.984/0.991] AdvAcc:[0.914/0.947] +Epoch:[ 55][290|469] Time:[0.234/0.214] Loss:[0.030/0.032] AdvLoss:[0.152/0.157] Acc:[0.992/0.991] AdvAcc:[0.945/0.947] +Epoch:[ 55][300|469] Time:[0.278/0.268] Loss:[0.027/0.032] AdvLoss:[0.117/0.157] Acc:[0.984/0.991] AdvAcc:[0.961/0.947] +Epoch:[ 55][310|469] Time:[0.225/0.214] Loss:[0.016/0.032] AdvLoss:[0.131/0.157] Acc:[1.000/0.991] AdvAcc:[0.953/0.947] +Epoch:[ 55][320|469] Time:[0.223/0.214] Loss:[0.011/0.032] AdvLoss:[0.102/0.157] Acc:[1.000/0.991] AdvAcc:[0.969/0.947] +Epoch:[ 55][330|469] Time:[0.247/0.221] Loss:[0.039/0.032] AdvLoss:[0.162/0.157] Acc:[0.984/0.991] AdvAcc:[0.953/0.947] +Epoch:[ 55][340|469] Time:[0.250/0.241] Loss:[0.031/0.032] AdvLoss:[0.204/0.157] Acc:[0.992/0.991] AdvAcc:[0.914/0.947] +Epoch:[ 55][350|469] Time:[0.260/0.250] Loss:[0.028/0.032] AdvLoss:[0.187/0.158] Acc:[0.992/0.991] AdvAcc:[0.930/0.946] +Epoch:[ 55][360|469] Time:[0.238/0.216] Loss:[0.054/0.033] AdvLoss:[0.177/0.158] Acc:[0.984/0.991] AdvAcc:[0.961/0.946] +Epoch:[ 55][370|469] Time:[0.231/0.213] Loss:[0.059/0.033] AdvLoss:[0.230/0.158] Acc:[0.984/0.991] AdvAcc:[0.914/0.946] +Epoch:[ 55][380|469] Time:[0.276/0.266] Loss:[0.034/0.033] AdvLoss:[0.153/0.158] Acc:[0.992/0.991] AdvAcc:[0.938/0.946] +Epoch:[ 55][390|469] Time:[0.249/0.228] Loss:[0.021/0.033] AdvLoss:[0.147/0.159] Acc:[1.000/0.991] AdvAcc:[0.922/0.946] +Epoch:[ 55][400|469] Time:[0.245/0.219] Loss:[0.050/0.033] AdvLoss:[0.222/0.159] Acc:[0.984/0.991] AdvAcc:[0.914/0.946] +Epoch:[ 55][410|469] Time:[0.276/0.266] Loss:[0.013/0.032] AdvLoss:[0.104/0.158] Acc:[1.000/0.991] AdvAcc:[0.953/0.946] +Epoch:[ 55][420|469] Time:[0.226/0.217] Loss:[0.038/0.032] AdvLoss:[0.173/0.159] Acc:[0.984/0.991] AdvAcc:[0.938/0.946] +Epoch:[ 55][430|469] Time:[0.228/0.214] Loss:[0.013/0.032] AdvLoss:[0.083/0.159] Acc:[1.000/0.991] AdvAcc:[0.977/0.947] +Epoch:[ 55][440|469] Time:[0.236/0.212] Loss:[0.050/0.032] AdvLoss:[0.195/0.159] Acc:[0.977/0.991] AdvAcc:[0.961/0.946] +Epoch:[ 55][450|469] Time:[0.245/0.217] Loss:[0.026/0.032] AdvLoss:[0.144/0.159] Acc:[0.992/0.991] AdvAcc:[0.945/0.946] +Epoch:[ 55][460|469] Time:[0.259/0.250] Loss:[0.036/0.033] AdvLoss:[0.147/0.159] Acc:[0.992/0.991] AdvAcc:[0.953/0.946] +Epoch:[ 56][ 10|469] Time:[0.238/0.210] Loss:[0.025/0.025] AdvLoss:[0.171/0.159] Acc:[0.992/0.996] AdvAcc:[0.930/0.941] +Epoch:[ 56][ 20|469] Time:[0.320/0.309] Loss:[0.029/0.028] AdvLoss:[0.110/0.163] Acc:[0.992/0.990] AdvAcc:[0.977/0.944] +Epoch:[ 56][ 30|469] Time:[0.241/0.216] Loss:[0.064/0.037] AdvLoss:[0.202/0.164] Acc:[0.984/0.990] AdvAcc:[0.945/0.943] +Epoch:[ 56][ 40|469] Time:[0.242/0.229] Loss:[0.038/0.038] AdvLoss:[0.205/0.166] Acc:[0.984/0.988] AdvAcc:[0.930/0.944] +Epoch:[ 56][ 50|469] Time:[0.257/0.246] Loss:[0.013/0.035] AdvLoss:[0.131/0.159] Acc:[1.000/0.989] AdvAcc:[0.953/0.946] +Epoch:[ 56][ 60|469] Time:[0.247/0.221] Loss:[0.018/0.033] AdvLoss:[0.126/0.157] Acc:[0.992/0.990] AdvAcc:[0.977/0.946] +Epoch:[ 56][ 70|469] Time:[0.244/0.223] Loss:[0.019/0.031] AdvLoss:[0.100/0.156] Acc:[0.992/0.991] AdvAcc:[0.977/0.947] +Epoch:[ 56][ 80|469] Time:[0.261/0.250] Loss:[0.015/0.029] AdvLoss:[0.132/0.155] Acc:[1.000/0.992] AdvAcc:[0.953/0.946] +Epoch:[ 56][ 90|469] Time:[0.226/0.217] Loss:[0.038/0.030] AdvLoss:[0.141/0.153] Acc:[0.992/0.992] AdvAcc:[0.969/0.947] +Epoch:[ 56][100|469] Time:[0.221/0.211] Loss:[0.016/0.029] AdvLoss:[0.123/0.154] Acc:[1.000/0.993] AdvAcc:[0.953/0.947] +Epoch:[ 56][110|469] Time:[0.251/0.227] Loss:[0.018/0.033] AdvLoss:[0.103/0.153] Acc:[0.992/0.992] AdvAcc:[0.969/0.948] +Epoch:[ 56][120|469] Time:[0.240/0.219] Loss:[0.021/0.032] AdvLoss:[0.136/0.154] Acc:[1.000/0.993] AdvAcc:[0.945/0.947] +Epoch:[ 56][130|469] Time:[0.255/0.245] Loss:[0.043/0.032] AdvLoss:[0.177/0.157] Acc:[0.992/0.993] AdvAcc:[0.930/0.946] +Epoch:[ 56][140|469] Time:[0.241/0.209] Loss:[0.020/0.033] AdvLoss:[0.127/0.157] Acc:[0.992/0.992] AdvAcc:[0.961/0.946] +Epoch:[ 56][150|469] Time:[0.255/0.246] Loss:[0.018/0.033] AdvLoss:[0.140/0.157] Acc:[1.000/0.993] AdvAcc:[0.945/0.946] +Epoch:[ 56][160|469] Time:[0.262/0.250] Loss:[0.031/0.032] AdvLoss:[0.137/0.157] Acc:[0.984/0.992] AdvAcc:[0.953/0.946] +Epoch:[ 56][170|469] Time:[0.250/0.220] Loss:[0.051/0.033] AdvLoss:[0.212/0.157] Acc:[0.969/0.992] AdvAcc:[0.930/0.946] +Epoch:[ 56][180|469] Time:[0.247/0.222] Loss:[0.039/0.033] AdvLoss:[0.146/0.157] Acc:[0.984/0.992] AdvAcc:[0.953/0.946] +Epoch:[ 56][190|469] Time:[0.245/0.235] Loss:[0.062/0.033] AdvLoss:[0.247/0.157] Acc:[0.977/0.991] AdvAcc:[0.914/0.946] +Epoch:[ 56][200|469] Time:[0.251/0.221] Loss:[0.013/0.033] AdvLoss:[0.128/0.157] Acc:[1.000/0.992] AdvAcc:[0.953/0.946] +Epoch:[ 56][210|469] Time:[0.240/0.230] Loss:[0.038/0.032] AdvLoss:[0.204/0.156] Acc:[0.984/0.992] AdvAcc:[0.906/0.946] +Epoch:[ 56][220|469] Time:[0.261/0.252] Loss:[0.012/0.032] AdvLoss:[0.101/0.156] Acc:[1.000/0.992] AdvAcc:[0.961/0.946] +Epoch:[ 56][230|469] Time:[0.235/0.226] Loss:[0.016/0.032] AdvLoss:[0.087/0.156] Acc:[1.000/0.992] AdvAcc:[0.969/0.946] +Epoch:[ 56][240|469] Time:[0.235/0.226] Loss:[0.054/0.032] AdvLoss:[0.222/0.156] Acc:[0.984/0.992] AdvAcc:[0.945/0.946] +Epoch:[ 56][250|469] Time:[0.231/0.210] Loss:[0.048/0.032] AdvLoss:[0.175/0.156] Acc:[0.969/0.991] AdvAcc:[0.922/0.946] +Epoch:[ 56][260|469] Time:[0.243/0.221] Loss:[0.035/0.032] AdvLoss:[0.171/0.156] Acc:[0.992/0.991] AdvAcc:[0.953/0.946] +Epoch:[ 56][270|469] Time:[0.257/0.246] Loss:[0.040/0.032] AdvLoss:[0.200/0.156] Acc:[0.992/0.991] AdvAcc:[0.945/0.946] +Epoch:[ 56][280|469] Time:[0.256/0.248] Loss:[0.011/0.031] AdvLoss:[0.115/0.155] Acc:[1.000/0.992] AdvAcc:[0.969/0.947] +Epoch:[ 56][290|469] Time:[0.239/0.213] Loss:[0.017/0.031] AdvLoss:[0.150/0.155] Acc:[1.000/0.992] AdvAcc:[0.938/0.947] +Epoch:[ 56][300|469] Time:[0.267/0.256] Loss:[0.057/0.031] AdvLoss:[0.219/0.154] Acc:[0.977/0.992] AdvAcc:[0.938/0.947] +Epoch:[ 56][310|469] Time:[0.230/0.208] Loss:[0.012/0.030] AdvLoss:[0.091/0.155] Acc:[1.000/0.992] AdvAcc:[0.992/0.947] +Epoch:[ 56][320|469] Time:[0.239/0.219] Loss:[0.015/0.030] AdvLoss:[0.122/0.155] Acc:[1.000/0.992] AdvAcc:[0.961/0.946] +Epoch:[ 56][330|469] Time:[0.244/0.234] Loss:[0.024/0.031] AdvLoss:[0.128/0.156] Acc:[1.000/0.992] AdvAcc:[0.953/0.946] +Epoch:[ 56][340|469] Time:[0.255/0.224] Loss:[0.019/0.030] AdvLoss:[0.161/0.156] Acc:[1.000/0.992] AdvAcc:[0.953/0.947] +Epoch:[ 56][350|469] Time:[0.227/0.212] Loss:[0.037/0.030] AdvLoss:[0.148/0.156] Acc:[0.992/0.992] AdvAcc:[0.945/0.946] +Epoch:[ 56][360|469] Time:[0.284/0.272] Loss:[0.041/0.031] AdvLoss:[0.211/0.156] Acc:[0.977/0.992] AdvAcc:[0.945/0.947] +Epoch:[ 56][370|469] Time:[0.226/0.217] Loss:[0.035/0.030] AdvLoss:[0.174/0.156] Acc:[0.984/0.992] AdvAcc:[0.945/0.947] +Epoch:[ 56][380|469] Time:[0.237/0.227] Loss:[0.033/0.031] AdvLoss:[0.129/0.157] Acc:[0.992/0.992] AdvAcc:[0.961/0.947] +Epoch:[ 56][390|469] Time:[0.235/0.210] Loss:[0.040/0.031] AdvLoss:[0.195/0.157] Acc:[0.984/0.992] AdvAcc:[0.938/0.946] +Epoch:[ 56][400|469] Time:[0.241/0.223] Loss:[0.059/0.031] AdvLoss:[0.215/0.157] Acc:[0.977/0.992] AdvAcc:[0.938/0.947] +Epoch:[ 56][410|469] Time:[0.280/0.269] Loss:[0.066/0.032] AdvLoss:[0.233/0.157] Acc:[0.977/0.991] AdvAcc:[0.930/0.946] +Epoch:[ 56][420|469] Time:[0.237/0.211] Loss:[0.054/0.032] AdvLoss:[0.202/0.157] Acc:[0.984/0.991] AdvAcc:[0.914/0.947] +Epoch:[ 56][430|469] Time:[0.242/0.216] Loss:[0.044/0.032] AdvLoss:[0.207/0.158] Acc:[0.969/0.991] AdvAcc:[0.930/0.946] +Epoch:[ 56][440|469] Time:[0.249/0.239] Loss:[0.024/0.032] AdvLoss:[0.095/0.157] Acc:[0.992/0.991] AdvAcc:[0.984/0.947] +Epoch:[ 56][450|469] Time:[0.229/0.217] Loss:[0.035/0.032] AdvLoss:[0.157/0.158] Acc:[0.992/0.991] AdvAcc:[0.961/0.947] +Epoch:[ 56][460|469] Time:[0.219/0.205] Loss:[0.053/0.032] AdvLoss:[0.215/0.158] Acc:[0.977/0.991] AdvAcc:[0.938/0.947] +Epoch:[ 57][ 10|469] Time:[0.241/0.221] Loss:[0.029/0.023] AdvLoss:[0.184/0.140] Acc:[0.992/0.996] AdvAcc:[0.922/0.952] +Epoch:[ 57][ 20|469] Time:[0.229/0.219] Loss:[0.023/0.020] AdvLoss:[0.149/0.136] Acc:[1.000/0.998] AdvAcc:[0.953/0.956] +Epoch:[ 57][ 30|469] Time:[0.238/0.217] Loss:[0.024/0.024] AdvLoss:[0.136/0.140] Acc:[1.000/0.997] AdvAcc:[0.953/0.955] +Epoch:[ 57][ 40|469] Time:[0.234/0.216] Loss:[0.016/0.021] AdvLoss:[0.135/0.143] Acc:[0.992/0.997] AdvAcc:[0.945/0.954] +Epoch:[ 57][ 50|469] Time:[0.259/0.248] Loss:[0.019/0.021] AdvLoss:[0.113/0.144] Acc:[1.000/0.997] AdvAcc:[0.961/0.953] +Epoch:[ 57][ 60|469] Time:[0.225/0.214] Loss:[0.032/0.022] AdvLoss:[0.211/0.145] Acc:[0.992/0.997] AdvAcc:[0.930/0.952] +Epoch:[ 57][ 70|469] Time:[0.236/0.228] Loss:[0.029/0.024] AdvLoss:[0.146/0.146] Acc:[1.000/0.996] AdvAcc:[0.945/0.951] +Epoch:[ 57][ 80|469] Time:[0.237/0.228] Loss:[0.011/0.023] AdvLoss:[0.068/0.146] Acc:[1.000/0.996] AdvAcc:[1.000/0.952] +Epoch:[ 57][ 90|469] Time:[0.233/0.223] Loss:[0.025/0.024] AdvLoss:[0.088/0.148] Acc:[0.992/0.995] AdvAcc:[0.984/0.951] +Epoch:[ 57][100|469] Time:[0.232/0.209] Loss:[0.013/0.024] AdvLoss:[0.105/0.148] Acc:[1.000/0.996] AdvAcc:[0.969/0.952] +Epoch:[ 57][110|469] Time:[0.274/0.258] Loss:[0.012/0.024] AdvLoss:[0.108/0.148] Acc:[1.000/0.996] AdvAcc:[0.969/0.952] +Epoch:[ 57][120|469] Time:[0.242/0.228] Loss:[0.061/0.026] AdvLoss:[0.262/0.150] Acc:[0.977/0.995] AdvAcc:[0.891/0.950] +Epoch:[ 57][130|469] Time:[0.238/0.228] Loss:[0.040/0.027] AdvLoss:[0.215/0.150] Acc:[0.984/0.994] AdvAcc:[0.938/0.950] +Epoch:[ 57][140|469] Time:[0.236/0.221] Loss:[0.041/0.027] AdvLoss:[0.156/0.151] Acc:[0.984/0.994] AdvAcc:[0.961/0.950] +Epoch:[ 57][150|469] Time:[0.258/0.231] Loss:[0.019/0.026] AdvLoss:[0.156/0.151] Acc:[1.000/0.995] AdvAcc:[0.938/0.950] +Epoch:[ 57][160|469] Time:[0.264/0.253] Loss:[0.011/0.027] AdvLoss:[0.104/0.151] Acc:[1.000/0.994] AdvAcc:[0.969/0.950] +Epoch:[ 57][170|469] Time:[0.223/0.213] Loss:[0.079/0.028] AdvLoss:[0.248/0.151] Acc:[0.969/0.994] AdvAcc:[0.930/0.950] +Epoch:[ 57][180|469] Time:[0.252/0.227] Loss:[0.022/0.028] AdvLoss:[0.153/0.153] Acc:[0.992/0.994] AdvAcc:[0.945/0.949] +Epoch:[ 57][190|469] Time:[0.261/0.251] Loss:[0.033/0.028] AdvLoss:[0.171/0.153] Acc:[0.984/0.994] AdvAcc:[0.953/0.949] +Epoch:[ 57][200|469] Time:[0.245/0.235] Loss:[0.056/0.028] AdvLoss:[0.209/0.154] Acc:[0.984/0.994] AdvAcc:[0.938/0.949] +Epoch:[ 57][210|469] Time:[0.234/0.211] Loss:[0.044/0.028] AdvLoss:[0.130/0.154] Acc:[0.992/0.994] AdvAcc:[0.969/0.950] +Epoch:[ 57][220|469] Time:[0.258/0.248] Loss:[0.020/0.028] AdvLoss:[0.123/0.153] Acc:[0.992/0.993] AdvAcc:[0.953/0.950] +Epoch:[ 57][230|469] Time:[0.234/0.225] Loss:[0.099/0.030] AdvLoss:[0.310/0.154] Acc:[0.969/0.993] AdvAcc:[0.898/0.949] +Epoch:[ 57][240|469] Time:[0.236/0.218] Loss:[0.052/0.030] AdvLoss:[0.240/0.153] Acc:[0.977/0.993] AdvAcc:[0.953/0.950] +Epoch:[ 57][250|469] Time:[0.250/0.240] Loss:[0.018/0.030] AdvLoss:[0.164/0.153] Acc:[1.000/0.993] AdvAcc:[0.938/0.950] +Epoch:[ 57][260|469] Time:[0.231/0.205] Loss:[0.017/0.029] AdvLoss:[0.087/0.152] Acc:[1.000/0.993] AdvAcc:[0.977/0.950] +Epoch:[ 57][270|469] Time:[0.249/0.215] Loss:[0.020/0.029] AdvLoss:[0.139/0.152] Acc:[1.000/0.993] AdvAcc:[0.930/0.950] +Epoch:[ 57][280|469] Time:[0.273/0.262] Loss:[0.019/0.029] AdvLoss:[0.135/0.152] Acc:[1.000/0.993] AdvAcc:[0.945/0.950] +Epoch:[ 57][290|469] Time:[0.223/0.211] Loss:[0.016/0.029] AdvLoss:[0.102/0.152] Acc:[1.000/0.993] AdvAcc:[0.977/0.950] +Epoch:[ 57][300|469] Time:[0.232/0.222] Loss:[0.025/0.029] AdvLoss:[0.130/0.152] Acc:[0.992/0.993] AdvAcc:[0.961/0.949] +Epoch:[ 57][310|469] Time:[0.239/0.215] Loss:[0.017/0.029] AdvLoss:[0.111/0.152] Acc:[0.992/0.993] AdvAcc:[0.969/0.949] +Epoch:[ 57][320|469] Time:[0.231/0.221] Loss:[0.033/0.029] AdvLoss:[0.136/0.152] Acc:[0.992/0.993] AdvAcc:[0.953/0.949] +Epoch:[ 57][330|469] Time:[0.247/0.238] Loss:[0.040/0.029] AdvLoss:[0.136/0.152] Acc:[0.992/0.993] AdvAcc:[0.969/0.949] +Epoch:[ 57][340|469] Time:[0.226/0.217] Loss:[0.063/0.029] AdvLoss:[0.228/0.153] Acc:[0.977/0.993] AdvAcc:[0.922/0.949] +Epoch:[ 57][350|469] Time:[0.233/0.206] Loss:[0.024/0.029] AdvLoss:[0.140/0.154] Acc:[0.992/0.993] AdvAcc:[0.953/0.949] +Epoch:[ 57][360|469] Time:[0.252/0.242] Loss:[0.046/0.029] AdvLoss:[0.167/0.154] Acc:[0.992/0.993] AdvAcc:[0.953/0.949] +Epoch:[ 57][370|469] Time:[0.241/0.215] Loss:[0.018/0.030] AdvLoss:[0.121/0.154] Acc:[1.000/0.993] AdvAcc:[0.961/0.949] +Epoch:[ 57][380|469] Time:[0.264/0.254] Loss:[0.033/0.030] AdvLoss:[0.146/0.154] Acc:[0.992/0.993] AdvAcc:[0.945/0.949] +Epoch:[ 57][390|469] Time:[0.258/0.248] Loss:[0.037/0.030] AdvLoss:[0.168/0.154] Acc:[0.977/0.992] AdvAcc:[0.938/0.949] +Epoch:[ 57][400|469] Time:[0.247/0.220] Loss:[0.011/0.030] AdvLoss:[0.080/0.154] Acc:[1.000/0.993] AdvAcc:[0.984/0.949] +Epoch:[ 57][410|469] Time:[0.229/0.216] Loss:[0.045/0.030] AdvLoss:[0.229/0.154] Acc:[0.984/0.992] AdvAcc:[0.906/0.948] +Epoch:[ 57][420|469] Time:[0.242/0.225] Loss:[0.047/0.030] AdvLoss:[0.168/0.154] Acc:[0.984/0.992] AdvAcc:[0.945/0.948] +Epoch:[ 57][430|469] Time:[0.249/0.222] Loss:[0.012/0.030] AdvLoss:[0.101/0.154] Acc:[1.000/0.992] AdvAcc:[0.977/0.948] +Epoch:[ 57][440|469] Time:[0.253/0.243] Loss:[0.009/0.030] AdvLoss:[0.084/0.154] Acc:[1.000/0.992] AdvAcc:[0.977/0.948] +Epoch:[ 57][450|469] Time:[0.237/0.218] Loss:[0.035/0.030] AdvLoss:[0.187/0.154] Acc:[0.992/0.992] AdvAcc:[0.938/0.948] +Epoch:[ 57][460|469] Time:[0.220/0.209] Loss:[0.063/0.030] AdvLoss:[0.234/0.154] Acc:[0.969/0.992] AdvAcc:[0.906/0.948] +Epoch:[ 58][ 10|469] Time:[0.234/0.212] Loss:[0.034/0.028] AdvLoss:[0.196/0.136] Acc:[0.992/0.992] AdvAcc:[0.906/0.949] +Epoch:[ 58][ 20|469] Time:[0.241/0.213] Loss:[0.022/0.022] AdvLoss:[0.119/0.143] Acc:[0.992/0.994] AdvAcc:[0.969/0.950] +Epoch:[ 58][ 30|469] Time:[0.270/0.260] Loss:[0.014/0.032] AdvLoss:[0.116/0.150] Acc:[1.000/0.990] AdvAcc:[0.969/0.947] +Epoch:[ 58][ 40|469] Time:[0.241/0.217] Loss:[0.034/0.033] AdvLoss:[0.216/0.150] Acc:[0.992/0.989] AdvAcc:[0.922/0.949] +Epoch:[ 58][ 50|469] Time:[0.241/0.216] Loss:[0.030/0.034] AdvLoss:[0.169/0.150] Acc:[0.984/0.989] AdvAcc:[0.945/0.948] +Epoch:[ 58][ 60|469] Time:[0.264/0.231] Loss:[0.008/0.031] AdvLoss:[0.079/0.149] Acc:[1.000/0.990] AdvAcc:[0.977/0.950] +Epoch:[ 58][ 70|469] Time:[0.251/0.228] Loss:[0.044/0.032] AdvLoss:[0.175/0.150] Acc:[0.984/0.989] AdvAcc:[0.953/0.949] +Epoch:[ 58][ 80|469] Time:[0.249/0.239] Loss:[0.026/0.031] AdvLoss:[0.123/0.147] Acc:[0.992/0.990] AdvAcc:[0.953/0.951] +Epoch:[ 58][ 90|469] Time:[0.238/0.214] Loss:[0.009/0.028] AdvLoss:[0.089/0.145] Acc:[1.000/0.991] AdvAcc:[0.969/0.951] +Epoch:[ 58][100|469] Time:[0.244/0.217] Loss:[0.031/0.028] AdvLoss:[0.129/0.146] Acc:[0.984/0.991] AdvAcc:[0.961/0.951] +Epoch:[ 58][110|469] Time:[0.246/0.236] Loss:[0.037/0.029] AdvLoss:[0.164/0.150] Acc:[0.992/0.991] AdvAcc:[0.945/0.950] +Epoch:[ 58][120|469] Time:[0.232/0.212] Loss:[0.039/0.029] AdvLoss:[0.134/0.149] Acc:[0.992/0.992] AdvAcc:[0.961/0.950] +Epoch:[ 58][130|469] Time:[0.243/0.230] Loss:[0.050/0.030] AdvLoss:[0.256/0.149] Acc:[0.992/0.992] AdvAcc:[0.930/0.950] +Epoch:[ 58][140|469] Time:[0.260/0.249] Loss:[0.021/0.030] AdvLoss:[0.136/0.148] Acc:[1.000/0.992] AdvAcc:[0.930/0.951] +Epoch:[ 58][150|469] Time:[0.231/0.221] Loss:[0.028/0.029] AdvLoss:[0.158/0.149] Acc:[0.992/0.992] AdvAcc:[0.938/0.951] +Epoch:[ 58][160|469] Time:[0.231/0.219] Loss:[0.052/0.030] AdvLoss:[0.238/0.148] Acc:[0.984/0.992] AdvAcc:[0.938/0.951] +Epoch:[ 58][170|469] Time:[0.284/0.274] Loss:[0.011/0.030] AdvLoss:[0.087/0.148] Acc:[1.000/0.992] AdvAcc:[0.984/0.951] +Epoch:[ 58][180|469] Time:[0.241/0.212] Loss:[0.018/0.029] AdvLoss:[0.152/0.149] Acc:[1.000/0.992] AdvAcc:[0.945/0.951] +Epoch:[ 58][190|469] Time:[0.217/0.207] Loss:[0.027/0.029] AdvLoss:[0.128/0.148] Acc:[0.992/0.993] AdvAcc:[0.953/0.951] +Epoch:[ 58][200|469] Time:[0.292/0.260] Loss:[0.072/0.030] AdvLoss:[0.250/0.149] Acc:[0.984/0.993] AdvAcc:[0.914/0.950] +Epoch:[ 58][210|469] Time:[0.222/0.213] Loss:[0.038/0.031] AdvLoss:[0.176/0.149] Acc:[0.992/0.992] AdvAcc:[0.938/0.951] +Epoch:[ 58][220|469] Time:[0.233/0.222] Loss:[0.027/0.031] AdvLoss:[0.144/0.148] Acc:[0.992/0.993] AdvAcc:[0.961/0.951] +Epoch:[ 58][230|469] Time:[0.249/0.223] Loss:[0.043/0.031] AdvLoss:[0.224/0.148] Acc:[0.984/0.992] AdvAcc:[0.914/0.951] +Epoch:[ 58][240|469] Time:[0.247/0.233] Loss:[0.013/0.031] AdvLoss:[0.120/0.149] Acc:[1.000/0.992] AdvAcc:[0.953/0.951] +Epoch:[ 58][250|469] Time:[0.251/0.242] Loss:[0.032/0.031] AdvLoss:[0.214/0.149] Acc:[0.992/0.993] AdvAcc:[0.914/0.950] +Epoch:[ 58][260|469] Time:[0.238/0.209] Loss:[0.026/0.032] AdvLoss:[0.152/0.151] Acc:[0.992/0.992] AdvAcc:[0.930/0.950] +Epoch:[ 58][270|469] Time:[0.232/0.208] Loss:[0.023/0.032] AdvLoss:[0.133/0.150] Acc:[1.000/0.992] AdvAcc:[0.953/0.950] +Epoch:[ 58][280|469] Time:[0.266/0.256] Loss:[0.013/0.031] AdvLoss:[0.108/0.150] Acc:[1.000/0.992] AdvAcc:[0.969/0.950] +Epoch:[ 58][290|469] Time:[0.231/0.208] Loss:[0.019/0.031] AdvLoss:[0.134/0.150] Acc:[0.992/0.992] AdvAcc:[0.938/0.950] +Epoch:[ 58][300|469] Time:[0.254/0.230] Loss:[0.010/0.030] AdvLoss:[0.074/0.151] Acc:[1.000/0.992] AdvAcc:[0.984/0.950] +Epoch:[ 58][310|469] Time:[0.243/0.233] Loss:[0.027/0.030] AdvLoss:[0.157/0.151] Acc:[0.992/0.992] AdvAcc:[0.953/0.950] +Epoch:[ 58][320|469] Time:[0.237/0.211] Loss:[0.041/0.032] AdvLoss:[0.156/0.151] Acc:[0.992/0.992] AdvAcc:[0.953/0.950] +Epoch:[ 58][330|469] Time:[0.233/0.215] Loss:[0.111/0.034] AdvLoss:[0.388/0.152] Acc:[0.953/0.991] AdvAcc:[0.883/0.949] +Epoch:[ 58][340|469] Time:[0.282/0.245] Loss:[0.015/0.033] AdvLoss:[0.096/0.152] Acc:[1.000/0.992] AdvAcc:[0.977/0.949] +Epoch:[ 58][350|469] Time:[0.233/0.217] Loss:[0.022/0.033] AdvLoss:[0.089/0.152] Acc:[0.992/0.992] AdvAcc:[0.992/0.950] +Epoch:[ 58][360|469] Time:[0.232/0.223] Loss:[0.038/0.033] AdvLoss:[0.145/0.151] Acc:[0.992/0.992] AdvAcc:[0.961/0.950] +Epoch:[ 58][370|469] Time:[0.228/0.215] Loss:[0.033/0.032] AdvLoss:[0.162/0.152] Acc:[0.992/0.992] AdvAcc:[0.945/0.950] +Epoch:[ 58][380|469] Time:[0.244/0.223] Loss:[0.038/0.032] AdvLoss:[0.183/0.152] Acc:[0.992/0.992] AdvAcc:[0.930/0.950] +Epoch:[ 58][390|469] Time:[0.250/0.241] Loss:[0.045/0.033] AdvLoss:[0.207/0.152] Acc:[0.969/0.992] AdvAcc:[0.930/0.949] +Epoch:[ 58][400|469] Time:[0.256/0.242] Loss:[0.011/0.033] AdvLoss:[0.100/0.152] Acc:[1.000/0.992] AdvAcc:[0.961/0.949] +Epoch:[ 58][410|469] Time:[0.230/0.216] Loss:[0.041/0.033] AdvLoss:[0.187/0.152] Acc:[0.984/0.992] AdvAcc:[0.961/0.949] +Epoch:[ 58][420|469] Time:[0.242/0.232] Loss:[0.028/0.033] AdvLoss:[0.135/0.152] Acc:[0.992/0.992] AdvAcc:[0.961/0.949] +Epoch:[ 58][430|469] Time:[0.243/0.216] Loss:[0.026/0.033] AdvLoss:[0.199/0.152] Acc:[1.000/0.992] AdvAcc:[0.938/0.949] +Epoch:[ 58][440|469] Time:[0.240/0.217] Loss:[0.023/0.033] AdvLoss:[0.171/0.152] Acc:[0.992/0.992] AdvAcc:[0.945/0.949] +Epoch:[ 58][450|469] Time:[0.277/0.266] Loss:[0.038/0.033] AdvLoss:[0.140/0.152] Acc:[0.984/0.992] AdvAcc:[0.961/0.949] +Epoch:[ 58][460|469] Time:[0.220/0.211] Loss:[0.024/0.032] AdvLoss:[0.157/0.152] Acc:[0.992/0.992] AdvAcc:[0.945/0.949] +Epoch:[ 59][ 10|469] Time:[0.211/0.202] Loss:[0.013/0.012] AdvLoss:[0.096/0.149] Acc:[1.000/1.000] AdvAcc:[0.969/0.951] +Epoch:[ 59][ 20|469] Time:[0.249/0.229] Loss:[0.016/0.014] AdvLoss:[0.108/0.145] Acc:[1.000/1.000] AdvAcc:[0.969/0.954] +Epoch:[ 59][ 30|469] Time:[0.296/0.286] Loss:[0.010/0.014] AdvLoss:[0.103/0.143] Acc:[1.000/1.000] AdvAcc:[0.953/0.952] +Epoch:[ 59][ 40|469] Time:[0.233/0.210] Loss:[0.021/0.015] AdvLoss:[0.118/0.144] Acc:[1.000/1.000] AdvAcc:[0.953/0.954] +Epoch:[ 59][ 50|469] Time:[0.224/0.215] Loss:[0.049/0.019] AdvLoss:[0.158/0.146] Acc:[0.984/0.998] AdvAcc:[0.953/0.954] +Epoch:[ 59][ 60|469] Time:[0.246/0.234] Loss:[0.021/0.019] AdvLoss:[0.129/0.145] Acc:[0.992/0.998] AdvAcc:[0.961/0.954] +Epoch:[ 59][ 70|469] Time:[0.235/0.215] Loss:[0.008/0.019] AdvLoss:[0.079/0.145] Acc:[1.000/0.997] AdvAcc:[0.969/0.953] +Epoch:[ 59][ 80|469] Time:[0.243/0.214] Loss:[0.008/0.019] AdvLoss:[0.064/0.147] Acc:[1.000/0.997] AdvAcc:[0.984/0.952] +Epoch:[ 59][ 90|469] Time:[0.261/0.251] Loss:[0.027/0.021] AdvLoss:[0.166/0.147] Acc:[1.000/0.996] AdvAcc:[0.938/0.951] +Epoch:[ 59][100|469] Time:[0.244/0.222] Loss:[0.035/0.021] AdvLoss:[0.158/0.146] Acc:[1.000/0.996] AdvAcc:[0.938/0.952] +Epoch:[ 59][110|469] Time:[0.229/0.217] Loss:[0.013/0.021] AdvLoss:[0.103/0.144] Acc:[1.000/0.996] AdvAcc:[0.984/0.953] +Epoch:[ 59][120|469] Time:[0.246/0.232] Loss:[0.012/0.021] AdvLoss:[0.068/0.146] Acc:[1.000/0.997] AdvAcc:[0.977/0.952] +Epoch:[ 59][130|469] Time:[0.239/0.211] Loss:[0.029/0.022] AdvLoss:[0.157/0.147] Acc:[0.992/0.995] AdvAcc:[0.922/0.952] +Epoch:[ 59][140|469] Time:[0.240/0.231] Loss:[0.032/0.022] AdvLoss:[0.175/0.146] Acc:[0.984/0.995] AdvAcc:[0.953/0.952] +Epoch:[ 59][150|469] Time:[0.245/0.219] Loss:[0.025/0.022] AdvLoss:[0.153/0.146] Acc:[0.992/0.995] AdvAcc:[0.961/0.952] +Epoch:[ 59][160|469] Time:[0.278/0.266] Loss:[0.048/0.023] AdvLoss:[0.226/0.146] Acc:[0.984/0.995] AdvAcc:[0.914/0.952] +Epoch:[ 59][170|469] Time:[0.254/0.245] Loss:[0.027/0.023] AdvLoss:[0.164/0.148] Acc:[1.000/0.995] AdvAcc:[0.938/0.951] +Epoch:[ 59][180|469] Time:[0.245/0.218] Loss:[0.058/0.024] AdvLoss:[0.224/0.148] Acc:[0.977/0.995] AdvAcc:[0.914/0.950] +Epoch:[ 59][190|469] Time:[0.222/0.214] Loss:[0.024/0.023] AdvLoss:[0.158/0.150] Acc:[0.992/0.995] AdvAcc:[0.945/0.950] +Epoch:[ 59][200|469] Time:[0.245/0.236] Loss:[0.028/0.024] AdvLoss:[0.134/0.150] Acc:[0.992/0.994] AdvAcc:[0.953/0.950] +Epoch:[ 59][210|469] Time:[0.239/0.219] Loss:[0.008/0.024] AdvLoss:[0.080/0.150] Acc:[1.000/0.994] AdvAcc:[0.977/0.950] +Epoch:[ 59][220|469] Time:[0.232/0.212] Loss:[0.015/0.024] AdvLoss:[0.117/0.149] Acc:[1.000/0.994] AdvAcc:[0.953/0.950] +Epoch:[ 59][230|469] Time:[0.266/0.245] Loss:[0.013/0.023] AdvLoss:[0.108/0.148] Acc:[1.000/0.995] AdvAcc:[0.961/0.950] +Epoch:[ 59][240|469] Time:[0.229/0.213] Loss:[0.017/0.024] AdvLoss:[0.126/0.148] Acc:[1.000/0.995] AdvAcc:[0.961/0.951] +Epoch:[ 59][250|469] Time:[0.252/0.242] Loss:[0.015/0.024] AdvLoss:[0.107/0.148] Acc:[1.000/0.995] AdvAcc:[0.969/0.950] +Epoch:[ 59][260|469] Time:[0.231/0.206] Loss:[0.021/0.024] AdvLoss:[0.143/0.149] Acc:[0.992/0.995] AdvAcc:[0.945/0.950] +Epoch:[ 59][270|469] Time:[0.229/0.217] Loss:[0.039/0.025] AdvLoss:[0.193/0.149] Acc:[0.984/0.994] AdvAcc:[0.914/0.950] +Epoch:[ 59][280|469] Time:[0.253/0.243] Loss:[0.029/0.025] AdvLoss:[0.149/0.149] Acc:[0.992/0.994] AdvAcc:[0.953/0.950] +Epoch:[ 59][290|469] Time:[0.257/0.247] Loss:[0.019/0.025] AdvLoss:[0.117/0.150] Acc:[0.992/0.994] AdvAcc:[0.977/0.949] +Epoch:[ 59][300|469] Time:[0.234/0.217] Loss:[0.025/0.025] AdvLoss:[0.102/0.149] Acc:[0.992/0.994] AdvAcc:[0.977/0.949] +Epoch:[ 59][310|469] Time:[0.287/0.267] Loss:[0.051/0.025] AdvLoss:[0.229/0.149] Acc:[0.984/0.994] AdvAcc:[0.930/0.949] +Epoch:[ 59][320|469] Time:[0.229/0.220] Loss:[0.017/0.025] AdvLoss:[0.127/0.150] Acc:[1.000/0.994] AdvAcc:[0.938/0.949] +Epoch:[ 59][330|469] Time:[0.229/0.215] Loss:[0.024/0.025] AdvLoss:[0.130/0.149] Acc:[0.984/0.994] AdvAcc:[0.938/0.949] +Epoch:[ 59][340|469] Time:[0.224/0.212] Loss:[0.027/0.025] AdvLoss:[0.172/0.150] Acc:[0.992/0.994] AdvAcc:[0.930/0.949] +Epoch:[ 59][350|469] Time:[0.240/0.217] Loss:[0.036/0.025] AdvLoss:[0.123/0.150] Acc:[0.992/0.994] AdvAcc:[0.977/0.949] +Epoch:[ 59][360|469] Time:[0.257/0.246] Loss:[0.009/0.025] AdvLoss:[0.093/0.150] Acc:[1.000/0.994] AdvAcc:[0.977/0.949] +Epoch:[ 59][370|469] Time:[0.237/0.214] Loss:[0.021/0.025] AdvLoss:[0.145/0.150] Acc:[0.992/0.994] AdvAcc:[0.961/0.949] +Epoch:[ 59][380|469] Time:[0.242/0.231] Loss:[0.014/0.025] AdvLoss:[0.124/0.149] Acc:[1.000/0.994] AdvAcc:[0.961/0.950] +Epoch:[ 59][390|469] Time:[0.244/0.235] Loss:[0.039/0.025] AdvLoss:[0.167/0.149] Acc:[0.977/0.994] AdvAcc:[0.945/0.950] +Epoch:[ 59][400|469] Time:[0.241/0.210] Loss:[0.019/0.025] AdvLoss:[0.089/0.149] Acc:[1.000/0.994] AdvAcc:[0.961/0.950] +Epoch:[ 59][410|469] Time:[0.233/0.223] Loss:[0.014/0.025] AdvLoss:[0.127/0.149] Acc:[1.000/0.994] AdvAcc:[0.953/0.950] +Epoch:[ 59][420|469] Time:[0.276/0.266] Loss:[0.023/0.025] AdvLoss:[0.121/0.149] Acc:[0.992/0.994] AdvAcc:[0.969/0.950] +Epoch:[ 59][430|469] Time:[0.243/0.226] Loss:[0.029/0.025] AdvLoss:[0.161/0.150] Acc:[0.992/0.994] AdvAcc:[0.953/0.949] +Epoch:[ 59][440|469] Time:[0.246/0.237] Loss:[0.042/0.025] AdvLoss:[0.150/0.150] Acc:[0.992/0.994] AdvAcc:[0.945/0.949] +Epoch:[ 59][450|469] Time:[0.236/0.212] Loss:[0.031/0.025] AdvLoss:[0.175/0.150] Acc:[0.984/0.994] AdvAcc:[0.945/0.949] +Epoch:[ 59][460|469] Time:[0.227/0.215] Loss:[0.062/0.026] AdvLoss:[0.197/0.150] Acc:[0.992/0.994] AdvAcc:[0.961/0.949] +epoch 59 evaluated +natural accuracy: 0.9877 +adversarial accuracy: 0.9352 +Epoch:[ 60][ 10|469] Time:[0.263/0.253] Loss:[0.013/0.025] AdvLoss:[0.107/0.151] Acc:[1.000/0.996] AdvAcc:[0.953/0.951] +Epoch:[ 60][ 20|469] Time:[0.252/0.237] Loss:[0.031/0.034] AdvLoss:[0.156/0.158] Acc:[0.984/0.990] AdvAcc:[0.930/0.948] +Epoch:[ 60][ 30|469] Time:[0.237/0.222] Loss:[0.035/0.032] AdvLoss:[0.159/0.156] Acc:[0.992/0.991] AdvAcc:[0.953/0.950] +Epoch:[ 60][ 40|469] Time:[0.248/0.238] Loss:[0.012/0.033] AdvLoss:[0.100/0.153] Acc:[1.000/0.990] AdvAcc:[0.969/0.952] +Epoch:[ 60][ 50|469] Time:[0.238/0.220] Loss:[0.031/0.033] AdvLoss:[0.164/0.151] Acc:[0.992/0.991] AdvAcc:[0.938/0.952] +Epoch:[ 60][ 60|469] Time:[0.253/0.237] Loss:[0.019/0.030] AdvLoss:[0.097/0.150] Acc:[0.992/0.992] AdvAcc:[0.969/0.953] +Epoch:[ 60][ 70|469] Time:[0.251/0.241] Loss:[0.017/0.030] AdvLoss:[0.110/0.148] Acc:[0.992/0.991] AdvAcc:[0.969/0.953] +Epoch:[ 60][ 80|469] Time:[0.229/0.217] Loss:[0.025/0.031] AdvLoss:[0.134/0.146] Acc:[0.992/0.991] AdvAcc:[0.938/0.954] +Epoch:[ 60][ 90|469] Time:[0.224/0.210] Loss:[0.025/0.029] AdvLoss:[0.141/0.143] Acc:[1.000/0.992] AdvAcc:[0.930/0.954] +Epoch:[ 60][100|469] Time:[0.255/0.236] Loss:[0.010/0.030] AdvLoss:[0.097/0.144] Acc:[1.000/0.992] AdvAcc:[0.977/0.954] +Epoch:[ 60][110|469] Time:[0.238/0.229] Loss:[0.023/0.030] AdvLoss:[0.122/0.146] Acc:[1.000/0.992] AdvAcc:[0.961/0.954] +Epoch:[ 60][120|469] Time:[0.245/0.236] Loss:[0.032/0.029] AdvLoss:[0.159/0.146] Acc:[0.992/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 60][130|469] Time:[0.236/0.217] Loss:[0.014/0.028] AdvLoss:[0.094/0.145] Acc:[1.000/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 60][140|469] Time:[0.234/0.224] Loss:[0.019/0.027] AdvLoss:[0.120/0.146] Acc:[0.992/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 60][150|469] Time:[0.258/0.248] Loss:[0.019/0.027] AdvLoss:[0.132/0.146] Acc:[1.000/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 60][160|469] Time:[0.220/0.207] Loss:[0.032/0.027] AdvLoss:[0.143/0.146] Acc:[0.992/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 60][170|469] Time:[0.248/0.220] Loss:[0.030/0.027] AdvLoss:[0.181/0.146] Acc:[0.992/0.993] AdvAcc:[0.930/0.954] +Epoch:[ 60][180|469] Time:[0.247/0.237] Loss:[0.023/0.027] AdvLoss:[0.137/0.145] Acc:[1.000/0.993] AdvAcc:[0.930/0.954] +Epoch:[ 60][190|469] Time:[0.244/0.221] Loss:[0.130/0.029] AdvLoss:[0.228/0.144] Acc:[0.984/0.993] AdvAcc:[0.938/0.954] +Epoch:[ 60][200|469] Time:[0.228/0.219] Loss:[0.040/0.029] AdvLoss:[0.174/0.143] Acc:[0.977/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 60][210|469] Time:[0.247/0.237] Loss:[0.012/0.028] AdvLoss:[0.098/0.143] Acc:[1.000/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 60][220|469] Time:[0.249/0.232] Loss:[0.033/0.028] AdvLoss:[0.151/0.143] Acc:[0.992/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 60][230|469] Time:[0.232/0.222] Loss:[0.017/0.027] AdvLoss:[0.106/0.143] Acc:[0.992/0.994] AdvAcc:[0.977/0.954] +Epoch:[ 60][240|469] Time:[0.283/0.264] Loss:[0.015/0.027] AdvLoss:[0.122/0.143] Acc:[0.992/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 60][250|469] Time:[0.229/0.219] Loss:[0.012/0.027] AdvLoss:[0.107/0.143] Acc:[1.000/0.994] AdvAcc:[0.969/0.954] +Epoch:[ 60][260|469] Time:[0.236/0.226] Loss:[0.045/0.027] AdvLoss:[0.197/0.144] Acc:[0.984/0.993] AdvAcc:[0.938/0.954] +Epoch:[ 60][270|469] Time:[0.239/0.219] Loss:[0.026/0.027] AdvLoss:[0.193/0.144] Acc:[0.992/0.993] AdvAcc:[0.906/0.954] +Epoch:[ 60][280|469] Time:[0.247/0.231] Loss:[0.010/0.027] AdvLoss:[0.076/0.145] Acc:[1.000/0.993] AdvAcc:[0.984/0.953] +Epoch:[ 60][290|469] Time:[0.235/0.225] Loss:[0.013/0.027] AdvLoss:[0.082/0.144] Acc:[1.000/0.993] AdvAcc:[0.984/0.954] +Epoch:[ 60][300|469] Time:[0.234/0.216] Loss:[0.013/0.027] AdvLoss:[0.077/0.145] Acc:[1.000/0.993] AdvAcc:[0.969/0.953] +Epoch:[ 60][310|469] Time:[0.240/0.218] Loss:[0.016/0.026] AdvLoss:[0.139/0.145] Acc:[1.000/0.994] AdvAcc:[0.961/0.953] +Epoch:[ 60][320|469] Time:[0.237/0.228] Loss:[0.029/0.026] AdvLoss:[0.159/0.145] Acc:[0.992/0.994] AdvAcc:[0.938/0.953] +Epoch:[ 60][330|469] Time:[0.245/0.235] Loss:[0.042/0.027] AdvLoss:[0.167/0.146] Acc:[0.977/0.993] AdvAcc:[0.945/0.953] +Epoch:[ 60][340|469] Time:[0.242/0.225] Loss:[0.033/0.027] AdvLoss:[0.117/0.146] Acc:[0.992/0.993] AdvAcc:[0.961/0.953] +Epoch:[ 60][350|469] Time:[0.262/0.254] Loss:[0.050/0.028] AdvLoss:[0.178/0.146] Acc:[0.984/0.993] AdvAcc:[0.938/0.953] +Epoch:[ 60][360|469] Time:[0.230/0.221] Loss:[0.022/0.028] AdvLoss:[0.112/0.146] Acc:[0.992/0.993] AdvAcc:[0.961/0.952] +Epoch:[ 60][370|469] Time:[0.218/0.209] Loss:[0.079/0.029] AdvLoss:[0.245/0.146] Acc:[0.969/0.992] AdvAcc:[0.922/0.952] +Epoch:[ 60][380|469] Time:[0.257/0.248] Loss:[0.026/0.029] AdvLoss:[0.151/0.146] Acc:[0.992/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 60][390|469] Time:[0.246/0.224] Loss:[0.035/0.029] AdvLoss:[0.141/0.146] Acc:[0.984/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 60][400|469] Time:[0.225/0.216] Loss:[0.039/0.029] AdvLoss:[0.140/0.146] Acc:[0.969/0.992] AdvAcc:[0.961/0.952] +Epoch:[ 60][410|469] Time:[0.289/0.279] Loss:[0.011/0.029] AdvLoss:[0.086/0.146] Acc:[1.000/0.992] AdvAcc:[0.977/0.952] +Epoch:[ 60][420|469] Time:[0.233/0.220] Loss:[0.013/0.029] AdvLoss:[0.087/0.147] Acc:[1.000/0.992] AdvAcc:[0.977/0.952] +Epoch:[ 60][430|469] Time:[0.238/0.220] Loss:[0.021/0.028] AdvLoss:[0.129/0.147] Acc:[1.000/0.992] AdvAcc:[0.961/0.952] +Epoch:[ 60][440|469] Time:[0.259/0.249] Loss:[0.034/0.029] AdvLoss:[0.160/0.148] Acc:[0.992/0.992] AdvAcc:[0.961/0.951] +Epoch:[ 60][450|469] Time:[0.234/0.219] Loss:[0.033/0.029] AdvLoss:[0.147/0.148] Acc:[0.992/0.992] AdvAcc:[0.953/0.951] +Epoch:[ 60][460|469] Time:[0.249/0.227] Loss:[0.035/0.029] AdvLoss:[0.169/0.148] Acc:[0.992/0.992] AdvAcc:[0.961/0.951] +Epoch:[ 61][ 10|469] Time:[0.236/0.227] Loss:[0.018/0.019] AdvLoss:[0.141/0.114] Acc:[1.000/0.996] AdvAcc:[0.938/0.956] +Epoch:[ 61][ 20|469] Time:[0.242/0.232] Loss:[0.022/0.021] AdvLoss:[0.101/0.119] Acc:[0.992/0.996] AdvAcc:[0.969/0.959] +Epoch:[ 61][ 30|469] Time:[0.246/0.225] Loss:[0.045/0.024] AdvLoss:[0.172/0.128] Acc:[0.992/0.996] AdvAcc:[0.930/0.954] +Epoch:[ 61][ 40|469] Time:[0.231/0.215] Loss:[0.018/0.024] AdvLoss:[0.143/0.134] Acc:[1.000/0.996] AdvAcc:[0.953/0.952] +Epoch:[ 61][ 50|469] Time:[0.257/0.246] Loss:[0.031/0.024] AdvLoss:[0.150/0.136] Acc:[0.992/0.996] AdvAcc:[0.945/0.951] +Epoch:[ 61][ 60|469] Time:[0.235/0.210] Loss:[0.014/0.023] AdvLoss:[0.100/0.138] Acc:[1.000/0.997] AdvAcc:[0.977/0.951] +Epoch:[ 61][ 70|469] Time:[0.245/0.236] Loss:[0.027/0.023] AdvLoss:[0.150/0.135] Acc:[0.992/0.997] AdvAcc:[0.945/0.953] +Epoch:[ 61][ 80|469] Time:[0.247/0.237] Loss:[0.032/0.024] AdvLoss:[0.179/0.139] Acc:[0.984/0.996] AdvAcc:[0.938/0.951] +Epoch:[ 61][ 90|469] Time:[0.231/0.213] Loss:[0.019/0.024] AdvLoss:[0.129/0.137] Acc:[1.000/0.995] AdvAcc:[0.945/0.952] +Epoch:[ 61][100|469] Time:[0.233/0.210] Loss:[0.038/0.024] AdvLoss:[0.193/0.137] Acc:[0.984/0.995] AdvAcc:[0.945/0.952] +Epoch:[ 61][110|469] Time:[0.261/0.251] Loss:[0.019/0.024] AdvLoss:[0.129/0.140] Acc:[0.984/0.995] AdvAcc:[0.961/0.951] +Epoch:[ 61][120|469] Time:[0.254/0.245] Loss:[0.013/0.025] AdvLoss:[0.132/0.140] Acc:[1.000/0.994] AdvAcc:[0.953/0.952] +Epoch:[ 61][130|469] Time:[0.234/0.224] Loss:[0.060/0.026] AdvLoss:[0.148/0.140] Acc:[0.984/0.994] AdvAcc:[0.961/0.952] +Epoch:[ 61][140|469] Time:[0.233/0.208] Loss:[0.019/0.026] AdvLoss:[0.139/0.141] Acc:[0.992/0.994] AdvAcc:[0.945/0.952] +Epoch:[ 61][150|469] Time:[0.239/0.229] Loss:[0.059/0.026] AdvLoss:[0.184/0.140] Acc:[0.984/0.994] AdvAcc:[0.930/0.953] +Epoch:[ 61][160|469] Time:[0.300/0.288] Loss:[0.012/0.026] AdvLoss:[0.105/0.139] Acc:[1.000/0.994] AdvAcc:[0.953/0.953] +Epoch:[ 61][170|469] Time:[0.247/0.230] Loss:[0.027/0.025] AdvLoss:[0.152/0.140] Acc:[0.992/0.994] AdvAcc:[0.938/0.953] +Epoch:[ 61][180|469] Time:[0.218/0.209] Loss:[0.011/0.025] AdvLoss:[0.118/0.140] Acc:[1.000/0.994] AdvAcc:[0.953/0.953] +Epoch:[ 61][190|469] Time:[0.267/0.255] Loss:[0.015/0.025] AdvLoss:[0.126/0.140] Acc:[1.000/0.994] AdvAcc:[0.945/0.953] +Epoch:[ 61][200|469] Time:[0.244/0.231] Loss:[0.028/0.025] AdvLoss:[0.158/0.141] Acc:[1.000/0.995] AdvAcc:[0.938/0.952] +Epoch:[ 61][210|469] Time:[0.234/0.224] Loss:[0.029/0.025] AdvLoss:[0.144/0.142] Acc:[1.000/0.995] AdvAcc:[0.930/0.951] +Epoch:[ 61][220|469] Time:[0.261/0.250] Loss:[0.018/0.025] AdvLoss:[0.126/0.142] Acc:[1.000/0.995] AdvAcc:[0.953/0.951] +Epoch:[ 61][230|469] Time:[0.235/0.226] Loss:[0.033/0.025] AdvLoss:[0.195/0.143] Acc:[0.992/0.995] AdvAcc:[0.930/0.951] +Epoch:[ 61][240|469] Time:[0.228/0.210] Loss:[0.018/0.026] AdvLoss:[0.116/0.143] Acc:[1.000/0.995] AdvAcc:[0.969/0.951] +Epoch:[ 61][250|469] Time:[0.282/0.264] Loss:[0.007/0.026] AdvLoss:[0.073/0.143] Acc:[1.000/0.995] AdvAcc:[0.969/0.951] +Epoch:[ 61][260|469] Time:[0.224/0.212] Loss:[0.045/0.026] AdvLoss:[0.179/0.143] Acc:[0.984/0.995] AdvAcc:[0.930/0.951] +Epoch:[ 61][270|469] Time:[0.241/0.211] Loss:[0.041/0.026] AdvLoss:[0.198/0.144] Acc:[0.984/0.994] AdvAcc:[0.914/0.951] +Epoch:[ 61][280|469] Time:[0.293/0.265] Loss:[0.015/0.026] AdvLoss:[0.133/0.143] Acc:[1.000/0.994] AdvAcc:[0.961/0.951] +Epoch:[ 61][290|469] Time:[0.241/0.226] Loss:[0.012/0.026] AdvLoss:[0.091/0.143] Acc:[1.000/0.995] AdvAcc:[0.977/0.951] +Epoch:[ 61][300|469] Time:[0.231/0.221] Loss:[0.039/0.026] AdvLoss:[0.137/0.143] Acc:[0.977/0.994] AdvAcc:[0.961/0.951] +Epoch:[ 61][310|469] Time:[0.262/0.236] Loss:[0.016/0.026] AdvLoss:[0.139/0.143] Acc:[1.000/0.994] AdvAcc:[0.945/0.951] +Epoch:[ 61][320|469] Time:[0.238/0.225] Loss:[0.008/0.025] AdvLoss:[0.086/0.143] Acc:[1.000/0.995] AdvAcc:[0.969/0.952] +Epoch:[ 61][330|469] Time:[0.251/0.242] Loss:[0.014/0.025] AdvLoss:[0.140/0.143] Acc:[1.000/0.994] AdvAcc:[0.945/0.952] +Epoch:[ 61][340|469] Time:[0.226/0.207] Loss:[0.048/0.026] AdvLoss:[0.187/0.143] Acc:[0.977/0.994] AdvAcc:[0.938/0.952] +Epoch:[ 61][350|469] Time:[0.227/0.218] Loss:[0.027/0.025] AdvLoss:[0.165/0.144] Acc:[0.992/0.994] AdvAcc:[0.938/0.951] +Epoch:[ 61][360|469] Time:[0.246/0.237] Loss:[0.053/0.026] AdvLoss:[0.222/0.145] Acc:[0.984/0.994] AdvAcc:[0.922/0.951] +Epoch:[ 61][370|469] Time:[0.240/0.227] Loss:[0.027/0.026] AdvLoss:[0.122/0.144] Acc:[0.992/0.994] AdvAcc:[0.961/0.951] +Epoch:[ 61][380|469] Time:[0.247/0.217] Loss:[0.051/0.026] AdvLoss:[0.214/0.145] Acc:[0.992/0.994] AdvAcc:[0.922/0.951] +Epoch:[ 61][390|469] Time:[0.253/0.243] Loss:[0.027/0.026] AdvLoss:[0.128/0.146] Acc:[0.992/0.994] AdvAcc:[0.945/0.951] +Epoch:[ 61][400|469] Time:[0.239/0.214] Loss:[0.020/0.026] AdvLoss:[0.138/0.146] Acc:[1.000/0.994] AdvAcc:[0.945/0.951] +Epoch:[ 61][410|469] Time:[0.236/0.222] Loss:[0.023/0.026] AdvLoss:[0.155/0.146] Acc:[0.992/0.994] AdvAcc:[0.945/0.951] +Epoch:[ 61][420|469] Time:[0.252/0.242] Loss:[0.017/0.026] AdvLoss:[0.130/0.146] Acc:[1.000/0.994] AdvAcc:[0.945/0.951] +Epoch:[ 61][430|469] Time:[0.219/0.209] Loss:[0.038/0.026] AdvLoss:[0.143/0.146] Acc:[0.977/0.994] AdvAcc:[0.961/0.951] +Epoch:[ 61][440|469] Time:[0.230/0.221] Loss:[0.020/0.026] AdvLoss:[0.117/0.146] Acc:[0.992/0.994] AdvAcc:[0.953/0.951] +Epoch:[ 61][450|469] Time:[0.241/0.219] Loss:[0.009/0.025] AdvLoss:[0.095/0.146] Acc:[1.000/0.994] AdvAcc:[0.969/0.951] +Epoch:[ 61][460|469] Time:[0.225/0.216] Loss:[0.031/0.026] AdvLoss:[0.198/0.146] Acc:[0.992/0.994] AdvAcc:[0.922/0.951] +Epoch:[ 62][ 10|469] Time:[0.247/0.227] Loss:[0.040/0.027] AdvLoss:[0.149/0.127] Acc:[0.977/0.988] AdvAcc:[0.953/0.951] +Epoch:[ 62][ 20|469] Time:[0.244/0.227] Loss:[0.009/0.022] AdvLoss:[0.080/0.123] Acc:[1.000/0.992] AdvAcc:[0.977/0.956] +Epoch:[ 62][ 30|469] Time:[0.257/0.247] Loss:[0.021/0.020] AdvLoss:[0.131/0.132] Acc:[0.992/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 62][ 40|469] Time:[0.238/0.220] Loss:[0.030/0.023] AdvLoss:[0.100/0.138] Acc:[0.992/0.993] AdvAcc:[0.984/0.953] +Epoch:[ 62][ 50|469] Time:[0.250/0.220] Loss:[0.018/0.023] AdvLoss:[0.111/0.139] Acc:[1.000/0.994] AdvAcc:[0.953/0.952] +Epoch:[ 62][ 60|469] Time:[0.246/0.237] Loss:[0.022/0.025] AdvLoss:[0.127/0.142] Acc:[0.992/0.993] AdvAcc:[0.953/0.952] +Epoch:[ 62][ 70|469] Time:[0.237/0.217] Loss:[0.065/0.028] AdvLoss:[0.187/0.143] Acc:[0.984/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 62][ 80|469] Time:[0.231/0.221] Loss:[0.008/0.027] AdvLoss:[0.084/0.143] Acc:[1.000/0.992] AdvAcc:[0.984/0.952] +Epoch:[ 62][ 90|469] Time:[0.243/0.222] Loss:[0.033/0.027] AdvLoss:[0.129/0.142] Acc:[0.992/0.992] AdvAcc:[0.969/0.953] +Epoch:[ 62][100|469] Time:[0.229/0.219] Loss:[0.018/0.026] AdvLoss:[0.149/0.143] Acc:[1.000/0.993] AdvAcc:[0.945/0.952] +Epoch:[ 62][110|469] Time:[0.247/0.237] Loss:[0.020/0.025] AdvLoss:[0.111/0.141] Acc:[0.992/0.993] AdvAcc:[0.969/0.953] +Epoch:[ 62][120|469] Time:[0.232/0.223] Loss:[0.035/0.026] AdvLoss:[0.132/0.139] Acc:[0.984/0.992] AdvAcc:[0.961/0.954] +Epoch:[ 62][130|469] Time:[0.229/0.219] Loss:[0.027/0.027] AdvLoss:[0.132/0.139] Acc:[0.984/0.992] AdvAcc:[0.977/0.954] +Epoch:[ 62][140|469] Time:[0.258/0.248] Loss:[0.056/0.028] AdvLoss:[0.249/0.140] Acc:[0.977/0.991] AdvAcc:[0.914/0.954] +Epoch:[ 62][150|469] Time:[0.247/0.222] Loss:[0.034/0.027] AdvLoss:[0.169/0.139] Acc:[0.984/0.991] AdvAcc:[0.930/0.955] +Epoch:[ 62][160|469] Time:[0.231/0.205] Loss:[0.073/0.029] AdvLoss:[0.271/0.140] Acc:[0.961/0.990] AdvAcc:[0.914/0.954] +Epoch:[ 62][170|469] Time:[0.247/0.236] Loss:[0.009/0.028] AdvLoss:[0.100/0.140] Acc:[1.000/0.990] AdvAcc:[0.969/0.954] +Epoch:[ 62][180|469] Time:[0.257/0.246] Loss:[0.049/0.028] AdvLoss:[0.170/0.142] Acc:[0.984/0.990] AdvAcc:[0.930/0.953] +Epoch:[ 62][190|469] Time:[0.239/0.227] Loss:[0.019/0.028] AdvLoss:[0.117/0.142] Acc:[1.000/0.991] AdvAcc:[0.961/0.953] +Epoch:[ 62][200|469] Time:[0.284/0.258] Loss:[0.044/0.028] AdvLoss:[0.181/0.143] Acc:[0.984/0.991] AdvAcc:[0.914/0.953] +Epoch:[ 62][210|469] Time:[0.227/0.215] Loss:[0.058/0.029] AdvLoss:[0.180/0.142] Acc:[0.984/0.991] AdvAcc:[0.938/0.953] +Epoch:[ 62][220|469] Time:[0.237/0.228] Loss:[0.049/0.030] AdvLoss:[0.185/0.143] Acc:[0.977/0.990] AdvAcc:[0.938/0.953] +Epoch:[ 62][230|469] Time:[0.240/0.211] Loss:[0.014/0.029] AdvLoss:[0.096/0.142] Acc:[1.000/0.991] AdvAcc:[0.969/0.953] +Epoch:[ 62][240|469] Time:[0.234/0.207] Loss:[0.027/0.029] AdvLoss:[0.148/0.142] Acc:[0.992/0.991] AdvAcc:[0.945/0.953] +Epoch:[ 62][250|469] Time:[0.242/0.232] Loss:[0.029/0.029] AdvLoss:[0.166/0.142] Acc:[0.992/0.991] AdvAcc:[0.953/0.953] +Epoch:[ 62][260|469] Time:[0.248/0.223] Loss:[0.057/0.030] AdvLoss:[0.214/0.143] Acc:[0.977/0.991] AdvAcc:[0.930/0.953] +Epoch:[ 62][270|469] Time:[0.236/0.218] Loss:[0.014/0.029] AdvLoss:[0.110/0.144] Acc:[1.000/0.991] AdvAcc:[0.961/0.952] +Epoch:[ 62][280|469] Time:[0.247/0.237] Loss:[0.031/0.029] AdvLoss:[0.154/0.144] Acc:[0.992/0.991] AdvAcc:[0.953/0.952] +Epoch:[ 62][290|469] Time:[0.240/0.208] Loss:[0.024/0.029] AdvLoss:[0.156/0.144] Acc:[0.992/0.991] AdvAcc:[0.953/0.952] +Epoch:[ 62][300|469] Time:[0.230/0.217] Loss:[0.029/0.029] AdvLoss:[0.134/0.144] Acc:[0.992/0.991] AdvAcc:[0.953/0.952] +Epoch:[ 62][310|469] Time:[0.264/0.253] Loss:[0.027/0.030] AdvLoss:[0.124/0.144] Acc:[0.992/0.991] AdvAcc:[0.961/0.952] +Epoch:[ 62][320|469] Time:[0.238/0.227] Loss:[0.042/0.029] AdvLoss:[0.155/0.145] Acc:[0.992/0.991] AdvAcc:[0.945/0.952] +Epoch:[ 62][330|469] Time:[0.241/0.232] Loss:[0.042/0.029] AdvLoss:[0.185/0.145] Acc:[0.984/0.991] AdvAcc:[0.945/0.951] +Epoch:[ 62][340|469] Time:[0.235/0.217] Loss:[0.015/0.029] AdvLoss:[0.110/0.144] Acc:[1.000/0.991] AdvAcc:[0.969/0.952] +Epoch:[ 62][350|469] Time:[0.230/0.220] Loss:[0.015/0.029] AdvLoss:[0.127/0.144] Acc:[1.000/0.991] AdvAcc:[0.953/0.952] +Epoch:[ 62][360|469] Time:[0.254/0.243] Loss:[0.024/0.029] AdvLoss:[0.146/0.144] Acc:[1.000/0.991] AdvAcc:[0.953/0.952] +Epoch:[ 62][370|469] Time:[0.239/0.230] Loss:[0.019/0.029] AdvLoss:[0.157/0.144] Acc:[1.000/0.991] AdvAcc:[0.938/0.952] +Epoch:[ 62][380|469] Time:[0.235/0.219] Loss:[0.033/0.029] AdvLoss:[0.130/0.144] Acc:[0.992/0.991] AdvAcc:[0.961/0.952] +Epoch:[ 62][390|469] Time:[0.256/0.245] Loss:[0.035/0.029] AdvLoss:[0.186/0.144] Acc:[0.992/0.992] AdvAcc:[0.922/0.952] +Epoch:[ 62][400|469] Time:[0.232/0.210] Loss:[0.030/0.029] AdvLoss:[0.217/0.144] Acc:[0.992/0.992] AdvAcc:[0.906/0.952] +Epoch:[ 62][410|469] Time:[0.225/0.216] Loss:[0.037/0.029] AdvLoss:[0.197/0.145] Acc:[1.000/0.992] AdvAcc:[0.930/0.952] +Epoch:[ 62][420|469] Time:[0.230/0.218] Loss:[0.023/0.029] AdvLoss:[0.179/0.145] Acc:[1.000/0.992] AdvAcc:[0.938/0.951] +Epoch:[ 62][430|469] Time:[0.226/0.217] Loss:[0.060/0.030] AdvLoss:[0.201/0.145] Acc:[0.977/0.992] AdvAcc:[0.938/0.951] +Epoch:[ 62][440|469] Time:[0.252/0.242] Loss:[0.023/0.030] AdvLoss:[0.160/0.145] Acc:[1.000/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 62][450|469] Time:[0.248/0.229] Loss:[0.023/0.029] AdvLoss:[0.125/0.145] Acc:[0.992/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 62][460|469] Time:[0.243/0.218] Loss:[0.034/0.029] AdvLoss:[0.139/0.145] Acc:[0.984/0.992] AdvAcc:[0.953/0.951] +Epoch:[ 63][ 10|469] Time:[0.253/0.227] Loss:[0.023/0.038] AdvLoss:[0.144/0.148] Acc:[1.000/0.988] AdvAcc:[0.945/0.948] +Epoch:[ 63][ 20|469] Time:[0.222/0.210] Loss:[0.035/0.030] AdvLoss:[0.145/0.141] Acc:[0.984/0.990] AdvAcc:[0.945/0.952] +Epoch:[ 63][ 30|469] Time:[0.248/0.222] Loss:[0.008/0.024] AdvLoss:[0.084/0.143] Acc:[1.000/0.993] AdvAcc:[0.977/0.952] +Epoch:[ 63][ 40|469] Time:[0.239/0.216] Loss:[0.019/0.023] AdvLoss:[0.145/0.144] Acc:[1.000/0.994] AdvAcc:[0.938/0.950] +Epoch:[ 63][ 50|469] Time:[0.231/0.222] Loss:[0.013/0.022] AdvLoss:[0.121/0.145] Acc:[1.000/0.995] AdvAcc:[0.953/0.950] +Epoch:[ 63][ 60|469] Time:[0.218/0.208] Loss:[0.080/0.026] AdvLoss:[0.292/0.141] Acc:[0.977/0.994] AdvAcc:[0.898/0.952] +Epoch:[ 63][ 70|469] Time:[0.246/0.237] Loss:[0.035/0.026] AdvLoss:[0.170/0.141] Acc:[0.992/0.994] AdvAcc:[0.930/0.952] +Epoch:[ 63][ 80|469] Time:[0.258/0.248] Loss:[0.018/0.025] AdvLoss:[0.144/0.140] Acc:[1.000/0.995] AdvAcc:[0.945/0.952] +Epoch:[ 63][ 90|469] Time:[0.248/0.223] Loss:[0.018/0.024] AdvLoss:[0.125/0.139] Acc:[1.000/0.995] AdvAcc:[0.945/0.952] +Epoch:[ 63][100|469] Time:[0.239/0.215] Loss:[0.021/0.025] AdvLoss:[0.135/0.140] Acc:[1.000/0.995] AdvAcc:[0.945/0.953] +Epoch:[ 63][110|469] Time:[0.241/0.229] Loss:[0.064/0.027] AdvLoss:[0.212/0.141] Acc:[0.969/0.994] AdvAcc:[0.938/0.952] +Epoch:[ 63][120|469] Time:[0.240/0.230] Loss:[0.016/0.026] AdvLoss:[0.098/0.139] Acc:[0.992/0.993] AdvAcc:[0.977/0.952] +Epoch:[ 63][130|469] Time:[0.240/0.220] Loss:[0.012/0.025] AdvLoss:[0.089/0.140] Acc:[1.000/0.993] AdvAcc:[0.953/0.953] +Epoch:[ 63][140|469] Time:[0.268/0.258] Loss:[0.026/0.025] AdvLoss:[0.143/0.139] Acc:[0.992/0.994] AdvAcc:[0.945/0.953] +Epoch:[ 63][150|469] Time:[0.237/0.214] Loss:[0.012/0.026] AdvLoss:[0.112/0.139] Acc:[1.000/0.993] AdvAcc:[0.953/0.952] +Epoch:[ 63][160|469] Time:[0.224/0.213] Loss:[0.038/0.027] AdvLoss:[0.146/0.141] Acc:[0.984/0.993] AdvAcc:[0.961/0.952] +Epoch:[ 63][170|469] Time:[0.271/0.256] Loss:[0.026/0.029] AdvLoss:[0.121/0.141] Acc:[0.992/0.993] AdvAcc:[0.961/0.952] +Epoch:[ 63][180|469] Time:[0.227/0.214] Loss:[0.012/0.029] AdvLoss:[0.121/0.141] Acc:[1.000/0.993] AdvAcc:[0.969/0.952] +Epoch:[ 63][190|469] Time:[0.228/0.219] Loss:[0.011/0.029] AdvLoss:[0.119/0.142] Acc:[1.000/0.993] AdvAcc:[0.961/0.951] +Epoch:[ 63][200|469] Time:[0.242/0.233] Loss:[0.047/0.029] AdvLoss:[0.165/0.143] Acc:[0.977/0.992] AdvAcc:[0.977/0.951] +Epoch:[ 63][210|469] Time:[0.252/0.230] Loss:[0.042/0.029] AdvLoss:[0.144/0.142] Acc:[0.977/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 63][220|469] Time:[0.236/0.227] Loss:[0.019/0.029] AdvLoss:[0.106/0.142] Acc:[0.992/0.992] AdvAcc:[0.961/0.952] +Epoch:[ 63][230|469] Time:[0.229/0.220] Loss:[0.024/0.029] AdvLoss:[0.137/0.143] Acc:[1.000/0.992] AdvAcc:[0.930/0.951] +Epoch:[ 63][240|469] Time:[0.252/0.225] Loss:[0.028/0.029] AdvLoss:[0.150/0.142] Acc:[0.992/0.992] AdvAcc:[0.945/0.952] +Epoch:[ 63][250|469] Time:[0.270/0.260] Loss:[0.019/0.028] AdvLoss:[0.115/0.142] Acc:[0.992/0.993] AdvAcc:[0.969/0.952] +Epoch:[ 63][260|469] Time:[0.232/0.218] Loss:[0.018/0.028] AdvLoss:[0.118/0.142] Acc:[1.000/0.993] AdvAcc:[0.961/0.952] +Epoch:[ 63][270|469] Time:[0.235/0.218] Loss:[0.046/0.029] AdvLoss:[0.262/0.143] Acc:[0.992/0.992] AdvAcc:[0.906/0.951] +Epoch:[ 63][280|469] Time:[0.272/0.246] Loss:[0.047/0.030] AdvLoss:[0.139/0.143] Acc:[0.984/0.992] AdvAcc:[0.953/0.951] +Epoch:[ 63][290|469] Time:[0.309/0.284] Loss:[0.034/0.030] AdvLoss:[0.170/0.143] Acc:[0.992/0.992] AdvAcc:[0.938/0.952] +Epoch:[ 63][300|469] Time:[0.238/0.228] Loss:[0.050/0.030] AdvLoss:[0.170/0.143] Acc:[0.977/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 63][310|469] Time:[0.253/0.226] Loss:[0.010/0.030] AdvLoss:[0.072/0.143] Acc:[1.000/0.992] AdvAcc:[0.977/0.952] +Epoch:[ 63][320|469] Time:[0.252/0.221] Loss:[0.037/0.030] AdvLoss:[0.150/0.142] Acc:[0.984/0.992] AdvAcc:[0.938/0.952] +Epoch:[ 63][330|469] Time:[0.241/0.231] Loss:[0.028/0.030] AdvLoss:[0.176/0.142] Acc:[0.992/0.992] AdvAcc:[0.930/0.952] +Epoch:[ 63][340|469] Time:[0.253/0.222] Loss:[0.041/0.030] AdvLoss:[0.169/0.143] Acc:[0.992/0.992] AdvAcc:[0.953/0.951] +Epoch:[ 63][350|469] Time:[0.251/0.223] Loss:[0.015/0.030] AdvLoss:[0.080/0.142] Acc:[0.992/0.992] AdvAcc:[0.984/0.952] +Epoch:[ 63][360|469] Time:[0.260/0.249] Loss:[0.060/0.030] AdvLoss:[0.238/0.142] Acc:[0.977/0.992] AdvAcc:[0.930/0.952] +Epoch:[ 63][370|469] Time:[0.227/0.213] Loss:[0.030/0.030] AdvLoss:[0.192/0.142] Acc:[0.984/0.992] AdvAcc:[0.945/0.952] +Epoch:[ 63][380|469] Time:[0.220/0.208] Loss:[0.008/0.030] AdvLoss:[0.068/0.142] Acc:[1.000/0.991] AdvAcc:[0.984/0.952] +Epoch:[ 63][390|469] Time:[0.235/0.225] Loss:[0.015/0.029] AdvLoss:[0.128/0.142] Acc:[1.000/0.992] AdvAcc:[0.977/0.952] +Epoch:[ 63][400|469] Time:[0.246/0.222] Loss:[0.020/0.030] AdvLoss:[0.173/0.142] Acc:[0.992/0.992] AdvAcc:[0.938/0.952] +Epoch:[ 63][410|469] Time:[0.269/0.258] Loss:[0.030/0.030] AdvLoss:[0.135/0.142] Acc:[0.992/0.992] AdvAcc:[0.961/0.952] +Epoch:[ 63][420|469] Time:[0.240/0.231] Loss:[0.013/0.029] AdvLoss:[0.164/0.142] Acc:[1.000/0.992] AdvAcc:[0.938/0.952] +Epoch:[ 63][430|469] Time:[0.244/0.211] Loss:[0.023/0.030] AdvLoss:[0.125/0.143] Acc:[0.992/0.992] AdvAcc:[0.945/0.951] +Epoch:[ 63][440|469] Time:[0.251/0.241] Loss:[0.044/0.030] AdvLoss:[0.177/0.143] Acc:[0.992/0.992] AdvAcc:[0.953/0.952] +Epoch:[ 63][450|469] Time:[0.233/0.214] Loss:[0.027/0.030] AdvLoss:[0.155/0.143] Acc:[0.984/0.991] AdvAcc:[0.938/0.951] +Epoch:[ 63][460|469] Time:[0.237/0.214] Loss:[0.016/0.030] AdvLoss:[0.091/0.143] Acc:[0.992/0.992] AdvAcc:[0.961/0.951] +Epoch:[ 64][ 10|469] Time:[0.225/0.214] Loss:[0.009/0.024] AdvLoss:[0.058/0.128] Acc:[1.000/0.996] AdvAcc:[0.992/0.958] +Epoch:[ 64][ 20|469] Time:[0.238/0.228] Loss:[0.015/0.021] AdvLoss:[0.135/0.133] Acc:[1.000/0.998] AdvAcc:[0.961/0.955] +Epoch:[ 64][ 30|469] Time:[0.232/0.223] Loss:[0.018/0.019] AdvLoss:[0.145/0.130] Acc:[1.000/0.999] AdvAcc:[0.945/0.957] +Epoch:[ 64][ 40|469] Time:[0.226/0.217] Loss:[0.020/0.018] AdvLoss:[0.117/0.128] Acc:[0.992/0.998] AdvAcc:[0.969/0.957] +Epoch:[ 64][ 50|469] Time:[0.251/0.241] Loss:[0.016/0.020] AdvLoss:[0.134/0.129] Acc:[0.992/0.995] AdvAcc:[0.945/0.957] +Epoch:[ 64][ 60|469] Time:[0.239/0.211] Loss:[0.032/0.020] AdvLoss:[0.152/0.133] Acc:[0.984/0.995] AdvAcc:[0.945/0.955] +Epoch:[ 64][ 70|469] Time:[0.247/0.238] Loss:[0.023/0.021] AdvLoss:[0.160/0.136] Acc:[1.000/0.996] AdvAcc:[0.945/0.953] +Epoch:[ 64][ 80|469] Time:[0.295/0.283] Loss:[0.029/0.021] AdvLoss:[0.139/0.136] Acc:[0.984/0.995] AdvAcc:[0.953/0.953] +Epoch:[ 64][ 90|469] Time:[0.229/0.215] Loss:[0.010/0.021] AdvLoss:[0.103/0.134] Acc:[1.000/0.995] AdvAcc:[0.961/0.954] +Epoch:[ 64][100|469] Time:[0.233/0.209] Loss:[0.030/0.021] AdvLoss:[0.155/0.133] Acc:[0.992/0.995] AdvAcc:[0.961/0.955] +Epoch:[ 64][110|469] Time:[0.264/0.254] Loss:[0.024/0.022] AdvLoss:[0.191/0.136] Acc:[0.992/0.995] AdvAcc:[0.922/0.953] +Epoch:[ 64][120|469] Time:[0.246/0.225] Loss:[0.023/0.024] AdvLoss:[0.102/0.137] Acc:[0.984/0.993] AdvAcc:[0.977/0.953] +Epoch:[ 64][130|469] Time:[0.225/0.217] Loss:[0.014/0.024] AdvLoss:[0.124/0.137] Acc:[1.000/0.994] AdvAcc:[0.945/0.953] +Epoch:[ 64][140|469] Time:[0.236/0.226] Loss:[0.023/0.024] AdvLoss:[0.111/0.137] Acc:[0.992/0.994] AdvAcc:[0.961/0.953] +Epoch:[ 64][150|469] Time:[0.251/0.224] Loss:[0.030/0.024] AdvLoss:[0.112/0.137] Acc:[0.992/0.994] AdvAcc:[0.969/0.952] +Epoch:[ 64][160|469] Time:[0.244/0.234] Loss:[0.022/0.024] AdvLoss:[0.136/0.136] Acc:[0.992/0.994] AdvAcc:[0.953/0.953] +Epoch:[ 64][170|469] Time:[0.245/0.218] Loss:[0.029/0.024] AdvLoss:[0.144/0.137] Acc:[0.992/0.994] AdvAcc:[0.945/0.952] +Epoch:[ 64][180|469] Time:[0.233/0.222] Loss:[0.058/0.025] AdvLoss:[0.232/0.137] Acc:[0.977/0.993] AdvAcc:[0.930/0.952] +Epoch:[ 64][190|469] Time:[0.263/0.252] Loss:[0.039/0.025] AdvLoss:[0.135/0.139] Acc:[0.984/0.993] AdvAcc:[0.969/0.952] +Epoch:[ 64][200|469] Time:[0.240/0.214] Loss:[0.059/0.026] AdvLoss:[0.241/0.139] Acc:[0.984/0.993] AdvAcc:[0.922/0.952] +Epoch:[ 64][210|469] Time:[0.254/0.245] Loss:[0.032/0.027] AdvLoss:[0.156/0.139] Acc:[0.992/0.993] AdvAcc:[0.953/0.952] +Epoch:[ 64][220|469] Time:[0.276/0.266] Loss:[0.045/0.027] AdvLoss:[0.130/0.139] Acc:[0.992/0.993] AdvAcc:[0.977/0.952] +Epoch:[ 64][230|469] Time:[0.223/0.215] Loss:[0.022/0.027] AdvLoss:[0.135/0.139] Acc:[0.992/0.993] AdvAcc:[0.945/0.952] +Epoch:[ 64][240|469] Time:[0.224/0.215] Loss:[0.035/0.027] AdvLoss:[0.178/0.140] Acc:[0.984/0.993] AdvAcc:[0.922/0.952] +Epoch:[ 64][250|469] Time:[0.298/0.275] Loss:[0.014/0.026] AdvLoss:[0.090/0.139] Acc:[1.000/0.993] AdvAcc:[0.969/0.953] +Epoch:[ 64][260|469] Time:[0.230/0.219] Loss:[0.043/0.026] AdvLoss:[0.175/0.140] Acc:[0.992/0.993] AdvAcc:[0.953/0.952] +Epoch:[ 64][270|469] Time:[0.223/0.210] Loss:[0.014/0.026] AdvLoss:[0.136/0.141] Acc:[1.000/0.993] AdvAcc:[0.945/0.952] +Epoch:[ 64][280|469] Time:[0.257/0.232] Loss:[0.034/0.026] AdvLoss:[0.168/0.140] Acc:[0.984/0.993] AdvAcc:[0.953/0.952] +Epoch:[ 64][290|469] Time:[0.224/0.212] Loss:[0.012/0.026] AdvLoss:[0.082/0.140] Acc:[1.000/0.994] AdvAcc:[0.969/0.952] +Epoch:[ 64][300|469] Time:[0.256/0.247] Loss:[0.019/0.026] AdvLoss:[0.155/0.141] Acc:[1.000/0.993] AdvAcc:[0.945/0.952] +Epoch:[ 64][310|469] Time:[0.233/0.202] Loss:[0.035/0.026] AdvLoss:[0.172/0.140] Acc:[0.984/0.993] AdvAcc:[0.930/0.952] +Epoch:[ 64][320|469] Time:[0.233/0.213] Loss:[0.044/0.026] AdvLoss:[0.184/0.141] Acc:[0.992/0.993] AdvAcc:[0.914/0.952] +Epoch:[ 64][330|469] Time:[0.253/0.244] Loss:[0.008/0.026] AdvLoss:[0.073/0.141] Acc:[1.000/0.993] AdvAcc:[0.984/0.952] +Epoch:[ 64][340|469] Time:[0.240/0.228] Loss:[0.016/0.026] AdvLoss:[0.084/0.140] Acc:[0.992/0.994] AdvAcc:[0.977/0.952] +Epoch:[ 64][350|469] Time:[0.224/0.206] Loss:[0.026/0.026] AdvLoss:[0.151/0.140] Acc:[0.992/0.994] AdvAcc:[0.945/0.952] +Epoch:[ 64][360|469] Time:[0.254/0.244] Loss:[0.024/0.025] AdvLoss:[0.121/0.140] Acc:[1.000/0.994] AdvAcc:[0.930/0.952] +Epoch:[ 64][370|469] Time:[0.245/0.217] Loss:[0.040/0.026] AdvLoss:[0.146/0.140] Acc:[0.977/0.993] AdvAcc:[0.953/0.952] +Epoch:[ 64][380|469] Time:[0.235/0.223] Loss:[0.046/0.026] AdvLoss:[0.151/0.140] Acc:[0.984/0.993] AdvAcc:[0.953/0.952] +Epoch:[ 64][390|469] Time:[0.227/0.204] Loss:[0.014/0.026] AdvLoss:[0.113/0.140] Acc:[1.000/0.993] AdvAcc:[0.969/0.953] +Epoch:[ 64][400|469] Time:[0.237/0.214] Loss:[0.025/0.026] AdvLoss:[0.167/0.140] Acc:[1.000/0.993] AdvAcc:[0.914/0.953] +Epoch:[ 64][410|469] Time:[0.250/0.240] Loss:[0.026/0.026] AdvLoss:[0.174/0.140] Acc:[0.992/0.993] AdvAcc:[0.938/0.953] +Epoch:[ 64][420|469] Time:[0.240/0.218] Loss:[0.027/0.026] AdvLoss:[0.151/0.140] Acc:[1.000/0.993] AdvAcc:[0.945/0.953] +Epoch:[ 64][430|469] Time:[0.232/0.212] Loss:[0.021/0.026] AdvLoss:[0.165/0.140] Acc:[1.000/0.993] AdvAcc:[0.938/0.953] +Epoch:[ 64][440|469] Time:[0.262/0.252] Loss:[0.036/0.026] AdvLoss:[0.171/0.141] Acc:[0.977/0.993] AdvAcc:[0.953/0.953] +Epoch:[ 64][450|469] Time:[0.252/0.225] Loss:[0.018/0.026] AdvLoss:[0.098/0.141] Acc:[1.000/0.993] AdvAcc:[0.953/0.953] +Epoch:[ 64][460|469] Time:[0.233/0.216] Loss:[0.025/0.026] AdvLoss:[0.157/0.141] Acc:[1.000/0.993] AdvAcc:[0.914/0.952] +epoch 64 evaluated +natural accuracy: 0.9879 +adversarial accuracy: 0.9424 +Epoch:[ 65][ 10|469] Time:[0.261/0.251] Loss:[0.013/0.012] AdvLoss:[0.092/0.149] Acc:[1.000/1.000] AdvAcc:[0.961/0.953] +Epoch:[ 65][ 20|469] Time:[0.240/0.229] Loss:[0.023/0.019] AdvLoss:[0.120/0.140] Acc:[0.992/0.996] AdvAcc:[0.977/0.958] +Epoch:[ 65][ 30|469] Time:[0.228/0.213] Loss:[0.013/0.022] AdvLoss:[0.083/0.142] Acc:[1.000/0.995] AdvAcc:[0.977/0.954] +Epoch:[ 65][ 40|469] Time:[0.249/0.222] Loss:[0.034/0.023] AdvLoss:[0.186/0.140] Acc:[0.992/0.995] AdvAcc:[0.930/0.954] +Epoch:[ 65][ 50|469] Time:[0.252/0.241] Loss:[0.043/0.028] AdvLoss:[0.208/0.139] Acc:[0.984/0.992] AdvAcc:[0.930/0.953] +Epoch:[ 65][ 60|469] Time:[0.232/0.223] Loss:[0.026/0.028] AdvLoss:[0.141/0.141] Acc:[0.992/0.992] AdvAcc:[0.945/0.953] +Epoch:[ 65][ 70|469] Time:[0.233/0.224] Loss:[0.035/0.028] AdvLoss:[0.185/0.145] Acc:[0.992/0.993] AdvAcc:[0.922/0.952] +Epoch:[ 65][ 80|469] Time:[0.247/0.219] Loss:[0.095/0.031] AdvLoss:[0.221/0.146] Acc:[0.969/0.991] AdvAcc:[0.953/0.952] +Epoch:[ 65][ 90|469] Time:[0.250/0.241] Loss:[0.015/0.030] AdvLoss:[0.113/0.143] Acc:[1.000/0.992] AdvAcc:[0.945/0.952] +Epoch:[ 65][100|469] Time:[0.261/0.226] Loss:[0.025/0.029] AdvLoss:[0.143/0.142] Acc:[1.000/0.993] AdvAcc:[0.945/0.953] +Epoch:[ 65][110|469] Time:[0.241/0.224] Loss:[0.007/0.027] AdvLoss:[0.057/0.141] Acc:[1.000/0.993] AdvAcc:[0.984/0.953] +Epoch:[ 65][120|469] Time:[0.238/0.228] Loss:[0.035/0.027] AdvLoss:[0.209/0.141] Acc:[1.000/0.994] AdvAcc:[0.898/0.953] +Epoch:[ 65][130|469] Time:[0.245/0.219] Loss:[0.024/0.027] AdvLoss:[0.115/0.140] Acc:[0.992/0.994] AdvAcc:[0.953/0.953] +Epoch:[ 65][140|469] Time:[0.234/0.220] Loss:[0.014/0.026] AdvLoss:[0.091/0.139] Acc:[1.000/0.994] AdvAcc:[0.969/0.954] +Epoch:[ 65][150|469] Time:[0.264/0.254] Loss:[0.027/0.026] AdvLoss:[0.192/0.139] Acc:[0.992/0.993] AdvAcc:[0.914/0.953] +Epoch:[ 65][160|469] Time:[0.226/0.212] Loss:[0.014/0.027] AdvLoss:[0.112/0.138] Acc:[1.000/0.994] AdvAcc:[0.953/0.953] +Epoch:[ 65][170|469] Time:[0.227/0.212] Loss:[0.052/0.027] AdvLoss:[0.200/0.138] Acc:[0.984/0.994] AdvAcc:[0.938/0.954] +Epoch:[ 65][180|469] Time:[0.236/0.222] Loss:[0.038/0.027] AdvLoss:[0.195/0.137] Acc:[0.977/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 65][190|469] Time:[0.227/0.216] Loss:[0.018/0.027] AdvLoss:[0.104/0.137] Acc:[0.992/0.993] AdvAcc:[0.977/0.955] +Epoch:[ 65][200|469] Time:[0.276/0.265] Loss:[0.035/0.027] AdvLoss:[0.142/0.137] Acc:[0.992/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 65][210|469] Time:[0.230/0.221] Loss:[0.050/0.027] AdvLoss:[0.258/0.138] Acc:[0.984/0.993] AdvAcc:[0.922/0.954] +Epoch:[ 65][220|469] Time:[0.242/0.233] Loss:[0.068/0.030] AdvLoss:[0.166/0.139] Acc:[0.977/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 65][230|469] Time:[0.258/0.248] Loss:[0.026/0.030] AdvLoss:[0.131/0.139] Acc:[0.992/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 65][240|469] Time:[0.236/0.220] Loss:[0.016/0.030] AdvLoss:[0.126/0.140] Acc:[1.000/0.993] AdvAcc:[0.953/0.953] +Epoch:[ 65][250|469] Time:[0.241/0.231] Loss:[0.018/0.030] AdvLoss:[0.131/0.140] Acc:[1.000/0.993] AdvAcc:[0.945/0.953] +Epoch:[ 65][260|469] Time:[0.257/0.248] Loss:[0.010/0.029] AdvLoss:[0.088/0.140] Acc:[1.000/0.993] AdvAcc:[0.977/0.953] +Epoch:[ 65][270|469] Time:[0.235/0.219] Loss:[0.042/0.029] AdvLoss:[0.151/0.139] Acc:[0.992/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 65][280|469] Time:[0.233/0.215] Loss:[0.025/0.030] AdvLoss:[0.116/0.139] Acc:[0.992/0.993] AdvAcc:[0.961/0.953] +Epoch:[ 65][290|469] Time:[0.255/0.246] Loss:[0.039/0.030] AdvLoss:[0.176/0.140] Acc:[0.992/0.993] AdvAcc:[0.938/0.953] +Epoch:[ 65][300|469] Time:[0.245/0.220] Loss:[0.008/0.029] AdvLoss:[0.064/0.139] Acc:[1.000/0.993] AdvAcc:[1.000/0.954] +Epoch:[ 65][310|469] Time:[0.241/0.228] Loss:[0.037/0.029] AdvLoss:[0.166/0.139] Acc:[0.992/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 65][320|469] Time:[0.241/0.231] Loss:[0.009/0.029] AdvLoss:[0.070/0.139] Acc:[1.000/0.993] AdvAcc:[0.984/0.954] +Epoch:[ 65][330|469] Time:[0.257/0.247] Loss:[0.066/0.029] AdvLoss:[0.233/0.139] Acc:[0.969/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 65][340|469] Time:[0.234/0.224] Loss:[0.040/0.029] AdvLoss:[0.182/0.139] Acc:[0.984/0.993] AdvAcc:[0.930/0.954] +Epoch:[ 65][350|469] Time:[0.279/0.268] Loss:[0.013/0.029] AdvLoss:[0.108/0.139] Acc:[1.000/0.993] AdvAcc:[0.984/0.954] +Epoch:[ 65][360|469] Time:[0.233/0.224] Loss:[0.018/0.029] AdvLoss:[0.124/0.139] Acc:[1.000/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 65][370|469] Time:[0.235/0.226] Loss:[0.042/0.030] AdvLoss:[0.196/0.140] Acc:[0.992/0.993] AdvAcc:[0.922/0.954] +Epoch:[ 65][380|469] Time:[0.251/0.241] Loss:[0.010/0.030] AdvLoss:[0.066/0.140] Acc:[1.000/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 65][390|469] Time:[0.233/0.222] Loss:[0.021/0.029] AdvLoss:[0.116/0.139] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 65][400|469] Time:[0.228/0.218] Loss:[0.021/0.029] AdvLoss:[0.134/0.139] Acc:[0.992/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 65][410|469] Time:[0.261/0.251] Loss:[0.010/0.029] AdvLoss:[0.084/0.139] Acc:[1.000/0.993] AdvAcc:[0.984/0.954] +Epoch:[ 65][420|469] Time:[0.234/0.214] Loss:[0.020/0.029] AdvLoss:[0.135/0.139] Acc:[0.992/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 65][430|469] Time:[0.228/0.219] Loss:[0.018/0.029] AdvLoss:[0.126/0.139] Acc:[1.000/0.993] AdvAcc:[0.938/0.954] +Epoch:[ 65][440|469] Time:[0.244/0.224] Loss:[0.017/0.029] AdvLoss:[0.080/0.139] Acc:[0.992/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 65][450|469] Time:[0.246/0.226] Loss:[0.066/0.029] AdvLoss:[0.239/0.139] Acc:[0.977/0.993] AdvAcc:[0.922/0.954] +Epoch:[ 65][460|469] Time:[0.261/0.251] Loss:[0.027/0.029] AdvLoss:[0.130/0.139] Acc:[0.992/0.992] AdvAcc:[0.961/0.954] +Epoch:[ 66][ 10|469] Time:[0.248/0.234] Loss:[0.021/0.041] AdvLoss:[0.144/0.148] Acc:[1.000/0.988] AdvAcc:[0.945/0.950] +Epoch:[ 66][ 20|469] Time:[0.248/0.237] Loss:[0.021/0.031] AdvLoss:[0.116/0.138] Acc:[0.992/0.990] AdvAcc:[0.953/0.952] +Epoch:[ 66][ 30|469] Time:[0.242/0.225] Loss:[0.013/0.026] AdvLoss:[0.106/0.140] Acc:[1.000/0.993] AdvAcc:[0.977/0.953] +Epoch:[ 66][ 40|469] Time:[0.242/0.228] Loss:[0.020/0.024] AdvLoss:[0.121/0.140] Acc:[1.000/0.995] AdvAcc:[0.961/0.953] +Epoch:[ 66][ 50|469] Time:[0.253/0.243] Loss:[0.026/0.023] AdvLoss:[0.166/0.139] Acc:[0.992/0.995] AdvAcc:[0.945/0.953] +Epoch:[ 66][ 60|469] Time:[0.237/0.227] Loss:[0.023/0.023] AdvLoss:[0.137/0.138] Acc:[0.992/0.995] AdvAcc:[0.969/0.955] +Epoch:[ 66][ 70|469] Time:[0.235/0.224] Loss:[0.033/0.023] AdvLoss:[0.129/0.138] Acc:[0.992/0.996] AdvAcc:[0.961/0.955] +Epoch:[ 66][ 80|469] Time:[0.259/0.249] Loss:[0.024/0.024] AdvLoss:[0.116/0.138] Acc:[0.984/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 66][ 90|469] Time:[0.233/0.218] Loss:[0.013/0.023] AdvLoss:[0.129/0.134] Acc:[1.000/0.994] AdvAcc:[0.938/0.956] +Epoch:[ 66][100|469] Time:[0.238/0.214] Loss:[0.009/0.022] AdvLoss:[0.082/0.132] Acc:[1.000/0.995] AdvAcc:[0.977/0.957] +Epoch:[ 66][110|469] Time:[0.277/0.255] Loss:[0.012/0.022] AdvLoss:[0.098/0.132] Acc:[1.000/0.995] AdvAcc:[0.961/0.957] +Epoch:[ 66][120|469] Time:[0.255/0.246] Loss:[0.040/0.022] AdvLoss:[0.201/0.134] Acc:[0.992/0.995] AdvAcc:[0.906/0.956] +Epoch:[ 66][130|469] Time:[0.235/0.220] Loss:[0.033/0.023] AdvLoss:[0.126/0.133] Acc:[0.984/0.995] AdvAcc:[0.945/0.956] +Epoch:[ 66][140|469] Time:[0.289/0.267] Loss:[0.010/0.022] AdvLoss:[0.090/0.133] Acc:[1.000/0.995] AdvAcc:[0.953/0.956] +Epoch:[ 66][150|469] Time:[0.229/0.220] Loss:[0.020/0.022] AdvLoss:[0.162/0.134] Acc:[1.000/0.995] AdvAcc:[0.938/0.956] +Epoch:[ 66][160|469] Time:[0.235/0.226] Loss:[0.027/0.022] AdvLoss:[0.156/0.134] Acc:[0.992/0.995] AdvAcc:[0.945/0.956] +Epoch:[ 66][170|469] Time:[0.234/0.210] Loss:[0.021/0.023] AdvLoss:[0.101/0.134] Acc:[0.992/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 66][180|469] Time:[0.230/0.221] Loss:[0.050/0.023] AdvLoss:[0.203/0.134] Acc:[0.992/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 66][190|469] Time:[0.232/0.222] Loss:[0.051/0.024] AdvLoss:[0.168/0.134] Acc:[0.984/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 66][200|469] Time:[0.231/0.212] Loss:[0.021/0.024] AdvLoss:[0.116/0.134] Acc:[0.992/0.994] AdvAcc:[0.961/0.955] +Epoch:[ 66][210|469] Time:[0.242/0.226] Loss:[0.032/0.025] AdvLoss:[0.159/0.133] Acc:[0.992/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 66][220|469] Time:[0.258/0.246] Loss:[0.030/0.025] AdvLoss:[0.152/0.135] Acc:[0.984/0.993] AdvAcc:[0.953/0.955] +Epoch:[ 66][230|469] Time:[0.253/0.234] Loss:[0.022/0.025] AdvLoss:[0.179/0.134] Acc:[1.000/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 66][240|469] Time:[0.237/0.214] Loss:[0.041/0.025] AdvLoss:[0.156/0.134] Acc:[0.992/0.993] AdvAcc:[0.938/0.955] +Epoch:[ 66][250|469] Time:[0.277/0.264] Loss:[0.031/0.025] AdvLoss:[0.155/0.135] Acc:[1.000/0.994] AdvAcc:[0.953/0.954] +Epoch:[ 66][260|469] Time:[0.244/0.225] Loss:[0.024/0.026] AdvLoss:[0.118/0.135] Acc:[0.992/0.994] AdvAcc:[0.961/0.954] +Epoch:[ 66][270|469] Time:[0.221/0.208] Loss:[0.039/0.026] AdvLoss:[0.145/0.135] Acc:[0.992/0.994] AdvAcc:[0.945/0.954] +Epoch:[ 66][280|469] Time:[0.245/0.236] Loss:[0.063/0.026] AdvLoss:[0.201/0.136] Acc:[0.984/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 66][290|469] Time:[0.242/0.216] Loss:[0.042/0.027] AdvLoss:[0.219/0.136] Acc:[0.984/0.993] AdvAcc:[0.906/0.954] +Epoch:[ 66][300|469] Time:[0.248/0.217] Loss:[0.042/0.027] AdvLoss:[0.169/0.136] Acc:[0.977/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 66][310|469] Time:[0.249/0.239] Loss:[0.016/0.027] AdvLoss:[0.089/0.136] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 66][320|469] Time:[0.225/0.215] Loss:[0.011/0.027] AdvLoss:[0.135/0.136] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 66][330|469] Time:[0.237/0.223] Loss:[0.048/0.027] AdvLoss:[0.220/0.136] Acc:[0.992/0.993] AdvAcc:[0.930/0.954] +Epoch:[ 66][340|469] Time:[0.251/0.241] Loss:[0.028/0.027] AdvLoss:[0.172/0.136] Acc:[0.992/0.993] AdvAcc:[0.930/0.954] +Epoch:[ 66][350|469] Time:[0.255/0.226] Loss:[0.025/0.027] AdvLoss:[0.129/0.136] Acc:[0.992/0.993] AdvAcc:[0.969/0.954] +Epoch:[ 66][360|469] Time:[0.243/0.221] Loss:[0.018/0.027] AdvLoss:[0.126/0.137] Acc:[1.000/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 66][370|469] Time:[0.298/0.283] Loss:[0.034/0.027] AdvLoss:[0.159/0.137] Acc:[0.984/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 66][380|469] Time:[0.226/0.216] Loss:[0.017/0.026] AdvLoss:[0.100/0.137] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 66][390|469] Time:[0.227/0.211] Loss:[0.035/0.026] AdvLoss:[0.175/0.137] Acc:[0.992/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 66][400|469] Time:[0.300/0.266] Loss:[0.013/0.026] AdvLoss:[0.122/0.137] Acc:[1.000/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 66][410|469] Time:[0.249/0.224] Loss:[0.017/0.028] AdvLoss:[0.119/0.137] Acc:[1.000/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 66][420|469] Time:[0.244/0.227] Loss:[0.036/0.028] AdvLoss:[0.133/0.137] Acc:[0.992/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 66][430|469] Time:[0.263/0.244] Loss:[0.021/0.027] AdvLoss:[0.172/0.138] Acc:[1.000/0.993] AdvAcc:[0.953/0.953] +Epoch:[ 66][440|469] Time:[0.224/0.211] Loss:[0.012/0.027] AdvLoss:[0.100/0.137] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 66][450|469] Time:[0.233/0.224] Loss:[0.021/0.027] AdvLoss:[0.135/0.138] Acc:[0.992/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 66][460|469] Time:[0.226/0.212] Loss:[0.026/0.027] AdvLoss:[0.123/0.138] Acc:[0.992/0.993] AdvAcc:[0.969/0.953] +Epoch:[ 67][ 10|469] Time:[0.237/0.227] Loss:[0.014/0.017] AdvLoss:[0.071/0.124] Acc:[1.000/1.000] AdvAcc:[0.992/0.962] +Epoch:[ 67][ 20|469] Time:[0.239/0.217] Loss:[0.011/0.016] AdvLoss:[0.094/0.124] Acc:[1.000/0.998] AdvAcc:[0.969/0.960] +Epoch:[ 67][ 30|469] Time:[0.241/0.231] Loss:[0.023/0.017] AdvLoss:[0.127/0.117] Acc:[0.992/0.997] AdvAcc:[0.930/0.961] +Epoch:[ 67][ 40|469] Time:[0.239/0.230] Loss:[0.010/0.016] AdvLoss:[0.074/0.122] Acc:[1.000/0.997] AdvAcc:[0.984/0.959] +Epoch:[ 67][ 50|469] Time:[0.235/0.217] Loss:[0.015/0.016] AdvLoss:[0.095/0.120] Acc:[1.000/0.998] AdvAcc:[0.961/0.958] +Epoch:[ 67][ 60|469] Time:[0.251/0.226] Loss:[0.039/0.018] AdvLoss:[0.200/0.120] Acc:[0.992/0.997] AdvAcc:[0.906/0.958] +Epoch:[ 67][ 70|469] Time:[0.254/0.244] Loss:[0.018/0.018] AdvLoss:[0.153/0.122] Acc:[0.992/0.997] AdvAcc:[0.938/0.957] +Epoch:[ 67][ 80|469] Time:[0.233/0.209] Loss:[0.025/0.019] AdvLoss:[0.113/0.125] Acc:[0.992/0.997] AdvAcc:[0.969/0.956] +Epoch:[ 67][ 90|469] Time:[0.244/0.221] Loss:[0.024/0.020] AdvLoss:[0.133/0.126] Acc:[1.000/0.997] AdvAcc:[0.914/0.955] +Epoch:[ 67][100|469] Time:[0.252/0.242] Loss:[0.039/0.021] AdvLoss:[0.122/0.128] Acc:[0.992/0.996] AdvAcc:[0.969/0.955] +Epoch:[ 67][110|469] Time:[0.245/0.231] Loss:[0.009/0.021] AdvLoss:[0.077/0.128] Acc:[1.000/0.997] AdvAcc:[0.969/0.955] +Epoch:[ 67][120|469] Time:[0.230/0.210] Loss:[0.007/0.020] AdvLoss:[0.060/0.128] Acc:[1.000/0.997] AdvAcc:[0.984/0.956] +Epoch:[ 67][130|469] Time:[0.269/0.259] Loss:[0.022/0.020] AdvLoss:[0.188/0.129] Acc:[1.000/0.997] AdvAcc:[0.930/0.955] +Epoch:[ 67][140|469] Time:[0.241/0.213] Loss:[0.040/0.021] AdvLoss:[0.177/0.130] Acc:[0.992/0.997] AdvAcc:[0.930/0.955] +Epoch:[ 67][150|469] Time:[0.233/0.214] Loss:[0.010/0.022] AdvLoss:[0.097/0.130] Acc:[1.000/0.997] AdvAcc:[0.961/0.955] +Epoch:[ 67][160|469] Time:[0.281/0.255] Loss:[0.006/0.021] AdvLoss:[0.057/0.129] Acc:[1.000/0.997] AdvAcc:[0.992/0.956] +Epoch:[ 67][170|469] Time:[0.233/0.224] Loss:[0.039/0.022] AdvLoss:[0.152/0.130] Acc:[0.984/0.996] AdvAcc:[0.961/0.955] +Epoch:[ 67][180|469] Time:[0.229/0.219] Loss:[0.010/0.021] AdvLoss:[0.073/0.130] Acc:[1.000/0.996] AdvAcc:[0.969/0.955] +Epoch:[ 67][190|469] Time:[0.244/0.216] Loss:[0.011/0.021] AdvLoss:[0.084/0.130] Acc:[1.000/0.996] AdvAcc:[0.977/0.956] +Epoch:[ 67][200|469] Time:[0.235/0.226] Loss:[0.012/0.021] AdvLoss:[0.079/0.130] Acc:[1.000/0.996] AdvAcc:[0.984/0.955] +Epoch:[ 67][210|469] Time:[0.256/0.246] Loss:[0.043/0.022] AdvLoss:[0.186/0.132] Acc:[0.992/0.996] AdvAcc:[0.922/0.955] +Epoch:[ 67][220|469] Time:[0.242/0.232] Loss:[0.049/0.023] AdvLoss:[0.219/0.132] Acc:[0.977/0.995] AdvAcc:[0.914/0.954] +Epoch:[ 67][230|469] Time:[0.234/0.211] Loss:[0.025/0.023] AdvLoss:[0.154/0.131] Acc:[0.992/0.995] AdvAcc:[0.961/0.955] +Epoch:[ 67][240|469] Time:[0.254/0.244] Loss:[0.061/0.024] AdvLoss:[0.217/0.132] Acc:[0.977/0.995] AdvAcc:[0.945/0.955] +Epoch:[ 67][250|469] Time:[0.240/0.221] Loss:[0.037/0.025] AdvLoss:[0.182/0.133] Acc:[0.992/0.994] AdvAcc:[0.930/0.955] +Epoch:[ 67][260|469] Time:[0.244/0.215] Loss:[0.130/0.027] AdvLoss:[0.250/0.133] Acc:[0.984/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 67][270|469] Time:[0.245/0.235] Loss:[0.012/0.027] AdvLoss:[0.109/0.134] Acc:[1.000/0.994] AdvAcc:[0.953/0.954] +Epoch:[ 67][280|469] Time:[0.244/0.216] Loss:[0.021/0.027] AdvLoss:[0.120/0.134] Acc:[0.992/0.994] AdvAcc:[0.969/0.954] +Epoch:[ 67][290|469] Time:[0.240/0.222] Loss:[0.021/0.026] AdvLoss:[0.120/0.135] Acc:[0.992/0.994] AdvAcc:[0.953/0.954] +Epoch:[ 67][300|469] Time:[0.254/0.244] Loss:[0.012/0.026] AdvLoss:[0.079/0.135] Acc:[1.000/0.994] AdvAcc:[0.984/0.954] +Epoch:[ 67][310|469] Time:[0.225/0.215] Loss:[0.014/0.026] AdvLoss:[0.111/0.135] Acc:[1.000/0.995] AdvAcc:[0.953/0.955] +Epoch:[ 67][320|469] Time:[0.244/0.218] Loss:[0.024/0.026] AdvLoss:[0.148/0.135] Acc:[0.992/0.995] AdvAcc:[0.961/0.955] +Epoch:[ 67][330|469] Time:[0.257/0.247] Loss:[0.015/0.026] AdvLoss:[0.114/0.135] Acc:[1.000/0.995] AdvAcc:[0.961/0.955] +Epoch:[ 67][340|469] Time:[0.235/0.225] Loss:[0.019/0.025] AdvLoss:[0.110/0.135] Acc:[0.992/0.995] AdvAcc:[0.969/0.955] +Epoch:[ 67][350|469] Time:[0.234/0.225] Loss:[0.043/0.026] AdvLoss:[0.148/0.135] Acc:[0.984/0.995] AdvAcc:[0.961/0.954] +Epoch:[ 67][360|469] Time:[0.242/0.213] Loss:[0.053/0.026] AdvLoss:[0.190/0.135] Acc:[0.984/0.994] AdvAcc:[0.945/0.954] +Epoch:[ 67][370|469] Time:[0.243/0.226] Loss:[0.049/0.027] AdvLoss:[0.181/0.136] Acc:[0.992/0.994] AdvAcc:[0.930/0.954] +Epoch:[ 67][380|469] Time:[0.261/0.251] Loss:[0.020/0.027] AdvLoss:[0.127/0.135] Acc:[0.992/0.994] AdvAcc:[0.969/0.954] +Epoch:[ 67][390|469] Time:[0.261/0.242] Loss:[0.016/0.027] AdvLoss:[0.128/0.136] Acc:[1.000/0.994] AdvAcc:[0.961/0.954] +Epoch:[ 67][400|469] Time:[0.238/0.216] Loss:[0.027/0.027] AdvLoss:[0.171/0.136] Acc:[0.992/0.994] AdvAcc:[0.945/0.954] +Epoch:[ 67][410|469] Time:[0.240/0.230] Loss:[0.042/0.027] AdvLoss:[0.180/0.136] Acc:[0.984/0.994] AdvAcc:[0.945/0.954] +Epoch:[ 67][420|469] Time:[0.234/0.219] Loss:[0.030/0.027] AdvLoss:[0.137/0.137] Acc:[0.984/0.994] AdvAcc:[0.930/0.954] +Epoch:[ 67][430|469] Time:[0.272/0.249] Loss:[0.019/0.027] AdvLoss:[0.104/0.137] Acc:[0.992/0.994] AdvAcc:[0.969/0.953] +Epoch:[ 67][440|469] Time:[0.242/0.234] Loss:[0.027/0.027] AdvLoss:[0.134/0.137] Acc:[0.992/0.994] AdvAcc:[0.953/0.954] +Epoch:[ 67][450|469] Time:[0.238/0.213] Loss:[0.018/0.027] AdvLoss:[0.114/0.137] Acc:[1.000/0.994] AdvAcc:[0.961/0.953] +Epoch:[ 67][460|469] Time:[0.239/0.220] Loss:[0.029/0.027] AdvLoss:[0.147/0.137] Acc:[0.992/0.994] AdvAcc:[0.945/0.953] +Epoch:[ 68][ 10|469] Time:[0.237/0.213] Loss:[0.014/0.026] AdvLoss:[0.133/0.126] Acc:[1.000/0.992] AdvAcc:[0.953/0.963] +Epoch:[ 68][ 20|469] Time:[0.217/0.207] Loss:[0.023/0.021] AdvLoss:[0.124/0.120] Acc:[1.000/0.996] AdvAcc:[0.953/0.962] +Epoch:[ 68][ 30|469] Time:[0.226/0.208] Loss:[0.056/0.027] AdvLoss:[0.182/0.128] Acc:[0.977/0.993] AdvAcc:[0.945/0.960] +Epoch:[ 68][ 40|469] Time:[0.239/0.226] Loss:[0.023/0.025] AdvLoss:[0.157/0.127] Acc:[1.000/0.995] AdvAcc:[0.945/0.958] +Epoch:[ 68][ 50|469] Time:[0.255/0.245] Loss:[0.013/0.023] AdvLoss:[0.119/0.128] Acc:[1.000/0.995] AdvAcc:[0.953/0.957] +Epoch:[ 68][ 60|469] Time:[0.248/0.220] Loss:[0.012/0.022] AdvLoss:[0.095/0.128] Acc:[1.000/0.995] AdvAcc:[0.961/0.958] +Epoch:[ 68][ 70|469] Time:[0.222/0.213] Loss:[0.055/0.027] AdvLoss:[0.185/0.130] Acc:[0.984/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 68][ 80|469] Time:[0.294/0.282] Loss:[0.014/0.028] AdvLoss:[0.109/0.130] Acc:[1.000/0.993] AdvAcc:[0.969/0.958] +Epoch:[ 68][ 90|469] Time:[0.235/0.212] Loss:[0.010/0.026] AdvLoss:[0.086/0.128] Acc:[1.000/0.994] AdvAcc:[0.961/0.959] +Epoch:[ 68][100|469] Time:[0.236/0.214] Loss:[0.014/0.027] AdvLoss:[0.115/0.129] Acc:[1.000/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 68][110|469] Time:[0.293/0.270] Loss:[0.008/0.026] AdvLoss:[0.074/0.130] Acc:[1.000/0.994] AdvAcc:[0.984/0.958] +Epoch:[ 68][120|469] Time:[0.229/0.216] Loss:[0.051/0.027] AdvLoss:[0.182/0.132] Acc:[0.984/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 68][130|469] Time:[0.232/0.222] Loss:[0.028/0.027] AdvLoss:[0.178/0.134] Acc:[0.992/0.993] AdvAcc:[0.938/0.956] +Epoch:[ 68][140|469] Time:[0.225/0.205] Loss:[0.009/0.027] AdvLoss:[0.064/0.133] Acc:[1.000/0.994] AdvAcc:[1.000/0.956] +Epoch:[ 68][150|469] Time:[0.247/0.221] Loss:[0.014/0.026] AdvLoss:[0.099/0.132] Acc:[1.000/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 68][160|469] Time:[0.240/0.230] Loss:[0.012/0.026] AdvLoss:[0.101/0.132] Acc:[1.000/0.994] AdvAcc:[0.969/0.957] +Epoch:[ 68][170|469] Time:[0.236/0.227] Loss:[0.031/0.027] AdvLoss:[0.184/0.132] Acc:[0.992/0.993] AdvAcc:[0.930/0.957] +Epoch:[ 68][180|469] Time:[0.229/0.217] Loss:[0.034/0.028] AdvLoss:[0.134/0.132] Acc:[0.992/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 68][190|469] Time:[0.275/0.265] Loss:[0.011/0.027] AdvLoss:[0.120/0.133] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 68][200|469] Time:[0.233/0.211] Loss:[0.022/0.026] AdvLoss:[0.097/0.132] Acc:[0.992/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 68][210|469] Time:[0.269/0.259] Loss:[0.023/0.027] AdvLoss:[0.164/0.132] Acc:[0.992/0.993] AdvAcc:[0.930/0.956] +Epoch:[ 68][220|469] Time:[0.276/0.266] Loss:[0.026/0.027] AdvLoss:[0.137/0.134] Acc:[0.992/0.993] AdvAcc:[0.938/0.956] +Epoch:[ 68][230|469] Time:[0.232/0.213] Loss:[0.031/0.027] AdvLoss:[0.153/0.134] Acc:[0.992/0.993] AdvAcc:[0.953/0.956] +Epoch:[ 68][240|469] Time:[0.237/0.227] Loss:[0.050/0.027] AdvLoss:[0.181/0.135] Acc:[0.984/0.993] AdvAcc:[0.930/0.956] +Epoch:[ 68][250|469] Time:[0.238/0.214] Loss:[0.016/0.026] AdvLoss:[0.147/0.135] Acc:[1.000/0.993] AdvAcc:[0.953/0.956] +Epoch:[ 68][260|469] Time:[0.239/0.229] Loss:[0.030/0.026] AdvLoss:[0.179/0.135] Acc:[0.984/0.993] AdvAcc:[0.945/0.956] +Epoch:[ 68][270|469] Time:[0.235/0.225] Loss:[0.012/0.026] AdvLoss:[0.089/0.135] Acc:[1.000/0.993] AdvAcc:[0.984/0.956] +Epoch:[ 68][280|469] Time:[0.236/0.212] Loss:[0.030/0.026] AdvLoss:[0.165/0.136] Acc:[0.992/0.993] AdvAcc:[0.938/0.955] +Epoch:[ 68][290|469] Time:[0.238/0.217] Loss:[0.024/0.026] AdvLoss:[0.133/0.136] Acc:[0.992/0.993] AdvAcc:[0.930/0.955] +Epoch:[ 68][300|469] Time:[0.248/0.238] Loss:[0.012/0.026] AdvLoss:[0.074/0.135] Acc:[1.000/0.993] AdvAcc:[0.984/0.955] +Epoch:[ 68][310|469] Time:[0.233/0.210] Loss:[0.034/0.026] AdvLoss:[0.209/0.135] Acc:[0.992/0.993] AdvAcc:[0.922/0.955] +Epoch:[ 68][320|469] Time:[0.231/0.221] Loss:[0.015/0.026] AdvLoss:[0.118/0.135] Acc:[0.992/0.993] AdvAcc:[0.969/0.955] +Epoch:[ 68][330|469] Time:[0.278/0.250] Loss:[0.033/0.026] AdvLoss:[0.154/0.135] Acc:[0.984/0.993] AdvAcc:[0.961/0.955] +Epoch:[ 68][340|469] Time:[0.252/0.243] Loss:[0.045/0.026] AdvLoss:[0.173/0.135] Acc:[0.992/0.993] AdvAcc:[0.938/0.955] +Epoch:[ 68][350|469] Time:[0.230/0.220] Loss:[0.015/0.026] AdvLoss:[0.119/0.135] Acc:[1.000/0.994] AdvAcc:[0.961/0.955] +Epoch:[ 68][360|469] Time:[0.215/0.206] Loss:[0.033/0.026] AdvLoss:[0.155/0.135] Acc:[0.984/0.993] AdvAcc:[0.945/0.955] +Epoch:[ 68][370|469] Time:[0.244/0.223] Loss:[0.023/0.026] AdvLoss:[0.151/0.135] Acc:[1.000/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 68][380|469] Time:[0.272/0.262] Loss:[0.016/0.026] AdvLoss:[0.102/0.135] Acc:[1.000/0.994] AdvAcc:[0.984/0.955] +Epoch:[ 68][390|469] Time:[0.255/0.229] Loss:[0.041/0.026] AdvLoss:[0.150/0.135] Acc:[0.992/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 68][400|469] Time:[0.224/0.212] Loss:[0.047/0.026] AdvLoss:[0.197/0.136] Acc:[0.977/0.994] AdvAcc:[0.930/0.955] +Epoch:[ 68][410|469] Time:[0.276/0.264] Loss:[0.010/0.026] AdvLoss:[0.063/0.136] Acc:[1.000/0.994] AdvAcc:[0.977/0.955] +Epoch:[ 68][420|469] Time:[0.234/0.214] Loss:[0.015/0.026] AdvLoss:[0.101/0.135] Acc:[1.000/0.994] AdvAcc:[0.969/0.955] +Epoch:[ 68][430|469] Time:[0.250/0.222] Loss:[0.018/0.025] AdvLoss:[0.098/0.135] Acc:[0.992/0.994] AdvAcc:[0.969/0.955] +Epoch:[ 68][440|469] Time:[0.262/0.251] Loss:[0.020/0.025] AdvLoss:[0.133/0.135] Acc:[1.000/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 68][450|469] Time:[0.256/0.239] Loss:[0.020/0.025] AdvLoss:[0.121/0.135] Acc:[0.992/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 68][460|469] Time:[0.235/0.226] Loss:[0.064/0.025] AdvLoss:[0.240/0.135] Acc:[0.984/0.994] AdvAcc:[0.906/0.955] +Epoch:[ 69][ 10|469] Time:[0.234/0.219] Loss:[0.034/0.030] AdvLoss:[0.151/0.138] Acc:[0.984/0.988] AdvAcc:[0.969/0.955] +Epoch:[ 69][ 20|469] Time:[0.279/0.263] Loss:[0.021/0.025] AdvLoss:[0.127/0.148] Acc:[1.000/0.992] AdvAcc:[0.961/0.952] +Epoch:[ 69][ 30|469] Time:[0.273/0.264] Loss:[0.047/0.026] AdvLoss:[0.171/0.140] Acc:[0.984/0.992] AdvAcc:[0.930/0.952] +Epoch:[ 69][ 40|469] Time:[0.245/0.219] Loss:[0.027/0.024] AdvLoss:[0.139/0.141] Acc:[0.992/0.993] AdvAcc:[0.961/0.952] +Epoch:[ 69][ 50|469] Time:[0.252/0.225] Loss:[0.015/0.022] AdvLoss:[0.094/0.135] Acc:[1.000/0.995] AdvAcc:[0.969/0.953] +Epoch:[ 69][ 60|469] Time:[0.284/0.260] Loss:[0.094/0.029] AdvLoss:[0.187/0.137] Acc:[0.969/0.992] AdvAcc:[0.969/0.953] +Epoch:[ 69][ 70|469] Time:[0.240/0.221] Loss:[0.018/0.027] AdvLoss:[0.115/0.136] Acc:[1.000/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 69][ 80|469] Time:[0.251/0.242] Loss:[0.010/0.027] AdvLoss:[0.078/0.134] Acc:[1.000/0.993] AdvAcc:[0.992/0.955] +Epoch:[ 69][ 90|469] Time:[0.253/0.224] Loss:[0.064/0.028] AdvLoss:[0.219/0.132] Acc:[0.984/0.993] AdvAcc:[0.914/0.956] +Epoch:[ 69][100|469] Time:[0.225/0.216] Loss:[0.013/0.027] AdvLoss:[0.117/0.132] Acc:[1.000/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 69][110|469] Time:[0.244/0.234] Loss:[0.031/0.028] AdvLoss:[0.166/0.134] Acc:[0.984/0.993] AdvAcc:[0.953/0.955] +Epoch:[ 69][120|469] Time:[0.241/0.217] Loss:[0.031/0.028] AdvLoss:[0.174/0.135] Acc:[0.992/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 69][130|469] Time:[0.242/0.231] Loss:[0.016/0.027] AdvLoss:[0.102/0.136] Acc:[1.000/0.993] AdvAcc:[0.984/0.955] +Epoch:[ 69][140|469] Time:[0.251/0.241] Loss:[0.032/0.028] AdvLoss:[0.193/0.136] Acc:[0.992/0.993] AdvAcc:[0.922/0.954] +Epoch:[ 69][150|469] Time:[0.241/0.229] Loss:[0.058/0.029] AdvLoss:[0.227/0.135] Acc:[0.984/0.993] AdvAcc:[0.938/0.954] +Epoch:[ 69][160|469] Time:[0.236/0.226] Loss:[0.030/0.028] AdvLoss:[0.150/0.137] Acc:[0.992/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 69][170|469] Time:[0.266/0.256] Loss:[0.043/0.029] AdvLoss:[0.157/0.136] Acc:[0.984/0.992] AdvAcc:[0.961/0.954] +Epoch:[ 69][180|469] Time:[0.236/0.223] Loss:[0.016/0.028] AdvLoss:[0.147/0.136] Acc:[1.000/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 69][190|469] Time:[0.232/0.219] Loss:[0.069/0.030] AdvLoss:[0.208/0.137] Acc:[0.977/0.992] AdvAcc:[0.938/0.954] +Epoch:[ 69][200|469] Time:[0.264/0.249] Loss:[0.023/0.029] AdvLoss:[0.114/0.136] Acc:[0.992/0.992] AdvAcc:[0.945/0.954] +Epoch:[ 69][210|469] Time:[0.235/0.221] Loss:[0.033/0.029] AdvLoss:[0.147/0.136] Acc:[0.992/0.992] AdvAcc:[0.945/0.954] +Epoch:[ 69][220|469] Time:[0.245/0.236] Loss:[0.010/0.028] AdvLoss:[0.082/0.136] Acc:[1.000/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 69][230|469] Time:[0.235/0.216] Loss:[0.016/0.029] AdvLoss:[0.107/0.136] Acc:[1.000/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 69][240|469] Time:[0.235/0.225] Loss:[0.018/0.029] AdvLoss:[0.135/0.136] Acc:[1.000/0.993] AdvAcc:[0.938/0.954] +Epoch:[ 69][250|469] Time:[0.245/0.234] Loss:[0.015/0.028] AdvLoss:[0.091/0.136] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 69][260|469] Time:[0.229/0.220] Loss:[0.035/0.029] AdvLoss:[0.154/0.136] Acc:[0.984/0.992] AdvAcc:[0.953/0.954] +Epoch:[ 69][270|469] Time:[0.226/0.213] Loss:[0.027/0.029] AdvLoss:[0.114/0.136] Acc:[0.992/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 69][280|469] Time:[0.245/0.236] Loss:[0.017/0.028] AdvLoss:[0.114/0.136] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 69][290|469] Time:[0.241/0.216] Loss:[0.020/0.028] AdvLoss:[0.139/0.135] Acc:[1.000/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 69][300|469] Time:[0.245/0.215] Loss:[0.046/0.029] AdvLoss:[0.145/0.136] Acc:[0.992/0.993] AdvAcc:[0.945/0.954] +Epoch:[ 69][310|469] Time:[0.253/0.243] Loss:[0.047/0.029] AdvLoss:[0.153/0.136] Acc:[0.992/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 69][320|469] Time:[0.236/0.217] Loss:[0.016/0.029] AdvLoss:[0.086/0.136] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 69][330|469] Time:[0.226/0.217] Loss:[0.021/0.028] AdvLoss:[0.119/0.135] Acc:[0.992/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 69][340|469] Time:[0.272/0.247] Loss:[0.012/0.028] AdvLoss:[0.085/0.135] Acc:[1.000/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 69][350|469] Time:[0.231/0.211] Loss:[0.009/0.028] AdvLoss:[0.078/0.134] Acc:[1.000/0.993] AdvAcc:[0.984/0.954] +Epoch:[ 69][360|469] Time:[0.234/0.225] Loss:[0.042/0.028] AdvLoss:[0.129/0.134] Acc:[0.992/0.993] AdvAcc:[0.969/0.955] +Epoch:[ 69][370|469] Time:[0.237/0.216] Loss:[0.036/0.028] AdvLoss:[0.180/0.135] Acc:[0.992/0.993] AdvAcc:[0.938/0.955] +Epoch:[ 69][380|469] Time:[0.250/0.222] Loss:[0.023/0.028] AdvLoss:[0.121/0.134] Acc:[1.000/0.993] AdvAcc:[0.945/0.955] +Epoch:[ 69][390|469] Time:[0.241/0.231] Loss:[0.011/0.028] AdvLoss:[0.087/0.134] Acc:[1.000/0.993] AdvAcc:[0.977/0.955] +Epoch:[ 69][400|469] Time:[0.241/0.231] Loss:[0.039/0.028] AdvLoss:[0.193/0.134] Acc:[0.984/0.993] AdvAcc:[0.953/0.955] +Epoch:[ 69][410|469] Time:[0.238/0.225] Loss:[0.017/0.027] AdvLoss:[0.134/0.134] Acc:[1.000/0.993] AdvAcc:[0.930/0.955] +Epoch:[ 69][420|469] Time:[0.256/0.245] Loss:[0.024/0.027] AdvLoss:[0.123/0.134] Acc:[0.992/0.993] AdvAcc:[0.961/0.955] +Epoch:[ 69][430|469] Time:[0.232/0.218] Loss:[0.048/0.027] AdvLoss:[0.209/0.134] Acc:[0.984/0.993] AdvAcc:[0.906/0.955] +Epoch:[ 69][440|469] Time:[0.243/0.216] Loss:[0.022/0.027] AdvLoss:[0.113/0.134] Acc:[1.000/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 69][450|469] Time:[0.248/0.237] Loss:[0.028/0.027] AdvLoss:[0.164/0.134] Acc:[0.992/0.993] AdvAcc:[0.922/0.955] +Epoch:[ 69][460|469] Time:[0.224/0.216] Loss:[0.018/0.027] AdvLoss:[0.112/0.134] Acc:[1.000/0.994] AdvAcc:[0.961/0.955] +epoch 69 evaluated +natural accuracy: 0.9880 +adversarial accuracy: 0.9390 +Epoch:[ 70][ 10|469] Time:[0.217/0.206] Loss:[0.033/0.027] AdvLoss:[0.131/0.128] Acc:[0.992/0.992] AdvAcc:[0.961/0.963] +Epoch:[ 70][ 20|469] Time:[0.238/0.208] Loss:[0.041/0.026] AdvLoss:[0.171/0.124] Acc:[0.984/0.992] AdvAcc:[0.938/0.963] +Epoch:[ 70][ 30|469] Time:[0.228/0.216] Loss:[0.019/0.022] AdvLoss:[0.122/0.122] Acc:[0.992/0.993] AdvAcc:[0.938/0.960] +Epoch:[ 70][ 40|469] Time:[0.238/0.229] Loss:[0.019/0.022] AdvLoss:[0.079/0.124] Acc:[0.992/0.993] AdvAcc:[0.992/0.960] +Epoch:[ 70][ 50|469] Time:[0.248/0.230] Loss:[0.006/0.022] AdvLoss:[0.069/0.125] Acc:[1.000/0.993] AdvAcc:[0.977/0.959] +Epoch:[ 70][ 60|469] Time:[0.235/0.220] Loss:[0.019/0.021] AdvLoss:[0.126/0.125] Acc:[0.992/0.993] AdvAcc:[0.969/0.959] +Epoch:[ 70][ 70|469] Time:[0.250/0.239] Loss:[0.023/0.021] AdvLoss:[0.158/0.127] Acc:[0.992/0.993] AdvAcc:[0.930/0.957] +Epoch:[ 70][ 80|469] Time:[0.243/0.226] Loss:[0.014/0.021] AdvLoss:[0.117/0.130] Acc:[0.992/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 70][ 90|469] Time:[0.244/0.212] Loss:[0.045/0.022] AdvLoss:[0.161/0.129] Acc:[0.984/0.993] AdvAcc:[0.961/0.956] +Epoch:[ 70][100|469] Time:[0.259/0.250] Loss:[0.028/0.023] AdvLoss:[0.135/0.129] Acc:[0.992/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 70][110|469] Time:[0.263/0.238] Loss:[0.008/0.023] AdvLoss:[0.072/0.129] Acc:[1.000/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 70][120|469] Time:[0.257/0.244] Loss:[0.120/0.027] AdvLoss:[0.249/0.130] Acc:[0.984/0.993] AdvAcc:[0.953/0.956] +Epoch:[ 70][130|469] Time:[0.264/0.244] Loss:[0.032/0.027] AdvLoss:[0.167/0.130] Acc:[0.992/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 70][140|469] Time:[0.251/0.225] Loss:[0.014/0.026] AdvLoss:[0.123/0.129] Acc:[1.000/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 70][150|469] Time:[0.262/0.253] Loss:[0.022/0.026] AdvLoss:[0.169/0.130] Acc:[0.984/0.992] AdvAcc:[0.945/0.957] +Epoch:[ 70][160|469] Time:[0.223/0.212] Loss:[0.012/0.025] AdvLoss:[0.138/0.130] Acc:[1.000/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 70][170|469] Time:[0.229/0.214] Loss:[0.013/0.025] AdvLoss:[0.099/0.130] Acc:[1.000/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 70][180|469] Time:[0.251/0.241] Loss:[0.015/0.024] AdvLoss:[0.111/0.131] Acc:[1.000/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 70][190|469] Time:[0.221/0.212] Loss:[0.017/0.024] AdvLoss:[0.150/0.131] Acc:[1.000/0.993] AdvAcc:[0.938/0.956] +Epoch:[ 70][200|469] Time:[0.229/0.209] Loss:[0.037/0.025] AdvLoss:[0.153/0.132] Acc:[0.992/0.993] AdvAcc:[0.953/0.956] +Epoch:[ 70][210|469] Time:[0.267/0.257] Loss:[0.016/0.025] AdvLoss:[0.097/0.132] Acc:[1.000/0.993] AdvAcc:[0.969/0.957] +Epoch:[ 70][220|469] Time:[0.236/0.215] Loss:[0.023/0.024] AdvLoss:[0.092/0.131] Acc:[0.992/0.994] AdvAcc:[0.984/0.957] +Epoch:[ 70][230|469] Time:[0.230/0.218] Loss:[0.040/0.025] AdvLoss:[0.161/0.131] Acc:[0.984/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 70][240|469] Time:[0.256/0.235] Loss:[0.008/0.024] AdvLoss:[0.070/0.130] Acc:[1.000/0.994] AdvAcc:[0.984/0.957] +Epoch:[ 70][250|469] Time:[0.251/0.241] Loss:[0.015/0.024] AdvLoss:[0.083/0.131] Acc:[1.000/0.994] AdvAcc:[0.977/0.957] +Epoch:[ 70][260|469] Time:[0.231/0.222] Loss:[0.044/0.024] AdvLoss:[0.174/0.131] Acc:[0.984/0.994] AdvAcc:[0.930/0.957] +Epoch:[ 70][270|469] Time:[0.251/0.225] Loss:[0.025/0.024] AdvLoss:[0.146/0.131] Acc:[1.000/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 70][280|469] Time:[0.242/0.232] Loss:[0.073/0.025] AdvLoss:[0.214/0.131] Acc:[0.984/0.994] AdvAcc:[0.938/0.957] +Epoch:[ 70][290|469] Time:[0.263/0.253] Loss:[0.027/0.025] AdvLoss:[0.168/0.132] Acc:[0.992/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 70][300|469] Time:[0.231/0.222] Loss:[0.041/0.025] AdvLoss:[0.177/0.133] Acc:[0.984/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 70][310|469] Time:[0.230/0.212] Loss:[0.052/0.026] AdvLoss:[0.192/0.133] Acc:[0.992/0.994] AdvAcc:[0.922/0.956] +Epoch:[ 70][320|469] Time:[0.249/0.240] Loss:[0.027/0.025] AdvLoss:[0.114/0.132] Acc:[0.984/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 70][330|469] Time:[0.235/0.218] Loss:[0.037/0.025] AdvLoss:[0.118/0.132] Acc:[0.992/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 70][340|469] Time:[0.220/0.211] Loss:[0.024/0.025] AdvLoss:[0.154/0.132] Acc:[0.992/0.994] AdvAcc:[0.938/0.956] +Epoch:[ 70][350|469] Time:[0.244/0.220] Loss:[0.032/0.025] AdvLoss:[0.154/0.132] Acc:[0.984/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 70][360|469] Time:[0.239/0.230] Loss:[0.034/0.025] AdvLoss:[0.142/0.132] Acc:[0.984/0.993] AdvAcc:[0.953/0.956] +Epoch:[ 70][370|469] Time:[0.229/0.218] Loss:[0.007/0.025] AdvLoss:[0.063/0.132] Acc:[1.000/0.994] AdvAcc:[0.984/0.956] +Epoch:[ 70][380|469] Time:[0.283/0.269] Loss:[0.014/0.025] AdvLoss:[0.091/0.132] Acc:[1.000/0.994] AdvAcc:[0.984/0.956] +Epoch:[ 70][390|469] Time:[0.243/0.226] Loss:[0.029/0.025] AdvLoss:[0.158/0.132] Acc:[0.992/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 70][400|469] Time:[0.250/0.240] Loss:[0.037/0.025] AdvLoss:[0.120/0.132] Acc:[0.992/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 70][410|469] Time:[0.233/0.223] Loss:[0.028/0.026] AdvLoss:[0.152/0.132] Acc:[0.992/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 70][420|469] Time:[0.232/0.216] Loss:[0.012/0.025] AdvLoss:[0.097/0.132] Acc:[1.000/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 70][430|469] Time:[0.276/0.266] Loss:[0.088/0.026] AdvLoss:[0.262/0.132] Acc:[0.969/0.993] AdvAcc:[0.914/0.956] +Epoch:[ 70][440|469] Time:[0.240/0.216] Loss:[0.014/0.026] AdvLoss:[0.099/0.132] Acc:[1.000/0.993] AdvAcc:[0.969/0.956] +Epoch:[ 70][450|469] Time:[0.221/0.212] Loss:[0.017/0.026] AdvLoss:[0.143/0.132] Acc:[0.992/0.993] AdvAcc:[0.938/0.956] +Epoch:[ 70][460|469] Time:[0.263/0.253] Loss:[0.029/0.026] AdvLoss:[0.139/0.132] Acc:[0.992/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 71][ 10|469] Time:[0.232/0.223] Loss:[0.043/0.026] AdvLoss:[0.219/0.139] Acc:[0.984/0.992] AdvAcc:[0.922/0.953] +Epoch:[ 71][ 20|469] Time:[0.284/0.267] Loss:[0.017/0.020] AdvLoss:[0.081/0.131] Acc:[1.000/0.996] AdvAcc:[0.977/0.955] +Epoch:[ 71][ 30|469] Time:[0.234/0.222] Loss:[0.017/0.019] AdvLoss:[0.093/0.127] Acc:[0.992/0.995] AdvAcc:[0.961/0.957] +Epoch:[ 71][ 40|469] Time:[0.247/0.238] Loss:[0.036/0.021] AdvLoss:[0.206/0.129] Acc:[0.992/0.995] AdvAcc:[0.930/0.957] +Epoch:[ 71][ 50|469] Time:[0.224/0.215] Loss:[0.038/0.025] AdvLoss:[0.175/0.129] Acc:[0.984/0.993] AdvAcc:[0.938/0.955] +Epoch:[ 71][ 60|469] Time:[0.243/0.220] Loss:[0.020/0.024] AdvLoss:[0.106/0.129] Acc:[0.992/0.993] AdvAcc:[0.961/0.955] +Epoch:[ 71][ 70|469] Time:[0.254/0.244] Loss:[0.031/0.023] AdvLoss:[0.153/0.130] Acc:[0.984/0.993] AdvAcc:[0.953/0.954] +Epoch:[ 71][ 80|469] Time:[0.234/0.215] Loss:[0.011/0.023] AdvLoss:[0.102/0.132] Acc:[1.000/0.994] AdvAcc:[0.961/0.954] +Epoch:[ 71][ 90|469] Time:[0.241/0.223] Loss:[0.042/0.025] AdvLoss:[0.160/0.131] Acc:[0.984/0.993] AdvAcc:[0.961/0.955] +Epoch:[ 71][100|469] Time:[0.258/0.248] Loss:[0.019/0.025] AdvLoss:[0.115/0.131] Acc:[1.000/0.993] AdvAcc:[0.953/0.955] +Epoch:[ 71][110|469] Time:[0.231/0.210] Loss:[0.054/0.026] AdvLoss:[0.245/0.133] Acc:[0.984/0.993] AdvAcc:[0.906/0.954] +Epoch:[ 71][120|469] Time:[0.239/0.229] Loss:[0.018/0.025] AdvLoss:[0.154/0.134] Acc:[1.000/0.993] AdvAcc:[0.938/0.954] +Epoch:[ 71][130|469] Time:[0.264/0.249] Loss:[0.014/0.025] AdvLoss:[0.102/0.133] Acc:[1.000/0.993] AdvAcc:[0.977/0.954] +Epoch:[ 71][140|469] Time:[0.237/0.228] Loss:[0.007/0.024] AdvLoss:[0.061/0.132] Acc:[1.000/0.994] AdvAcc:[0.992/0.954] +Epoch:[ 71][150|469] Time:[0.257/0.244] Loss:[0.068/0.025] AdvLoss:[0.147/0.132] Acc:[0.984/0.993] AdvAcc:[0.961/0.954] +Epoch:[ 71][160|469] Time:[0.242/0.216] Loss:[0.012/0.024] AdvLoss:[0.096/0.131] Acc:[1.000/0.994] AdvAcc:[0.977/0.955] +Epoch:[ 71][170|469] Time:[0.265/0.252] Loss:[0.015/0.024] AdvLoss:[0.103/0.131] Acc:[1.000/0.994] AdvAcc:[0.969/0.955] +Epoch:[ 71][180|469] Time:[0.259/0.249] Loss:[0.034/0.024] AdvLoss:[0.136/0.132] Acc:[0.984/0.994] AdvAcc:[0.969/0.955] +Epoch:[ 71][190|469] Time:[0.245/0.219] Loss:[0.016/0.024] AdvLoss:[0.150/0.132] Acc:[1.000/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 71][200|469] Time:[0.223/0.213] Loss:[0.008/0.023] AdvLoss:[0.065/0.132] Acc:[1.000/0.994] AdvAcc:[0.977/0.955] +Epoch:[ 71][210|469] Time:[0.288/0.278] Loss:[0.017/0.023] AdvLoss:[0.116/0.131] Acc:[1.000/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 71][220|469] Time:[0.234/0.218] Loss:[0.015/0.023] AdvLoss:[0.097/0.132] Acc:[1.000/0.994] AdvAcc:[0.969/0.955] +Epoch:[ 71][230|469] Time:[0.240/0.223] Loss:[0.026/0.023] AdvLoss:[0.121/0.132] Acc:[0.992/0.994] AdvAcc:[0.969/0.955] +Epoch:[ 71][240|469] Time:[0.245/0.229] Loss:[0.012/0.024] AdvLoss:[0.132/0.132] Acc:[1.000/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 71][250|469] Time:[0.233/0.221] Loss:[0.021/0.024] AdvLoss:[0.155/0.132] Acc:[0.992/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 71][260|469] Time:[0.232/0.223] Loss:[0.027/0.024] AdvLoss:[0.111/0.132] Acc:[0.992/0.994] AdvAcc:[0.961/0.955] +Epoch:[ 71][270|469] Time:[0.240/0.216] Loss:[0.028/0.024] AdvLoss:[0.159/0.131] Acc:[0.992/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 71][280|469] Time:[0.229/0.219] Loss:[0.012/0.023] AdvLoss:[0.093/0.131] Acc:[1.000/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 71][290|469] Time:[0.258/0.249] Loss:[0.039/0.024] AdvLoss:[0.207/0.131] Acc:[0.977/0.994] AdvAcc:[0.922/0.955] +Epoch:[ 71][300|469] Time:[0.233/0.220] Loss:[0.009/0.024] AdvLoss:[0.078/0.130] Acc:[1.000/0.994] AdvAcc:[0.992/0.956] +Epoch:[ 71][310|469] Time:[0.242/0.229] Loss:[0.023/0.024] AdvLoss:[0.171/0.130] Acc:[1.000/0.994] AdvAcc:[0.938/0.956] +Epoch:[ 71][320|469] Time:[0.250/0.240] Loss:[0.028/0.024] AdvLoss:[0.156/0.130] Acc:[0.992/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 71][330|469] Time:[0.248/0.229] Loss:[0.052/0.024] AdvLoss:[0.210/0.130] Acc:[0.977/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 71][340|469] Time:[0.247/0.223] Loss:[0.016/0.024] AdvLoss:[0.105/0.129] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 71][350|469] Time:[0.266/0.239] Loss:[0.031/0.024] AdvLoss:[0.184/0.130] Acc:[0.992/0.994] AdvAcc:[0.922/0.956] +Epoch:[ 71][360|469] Time:[0.241/0.222] Loss:[0.014/0.024] AdvLoss:[0.113/0.131] Acc:[1.000/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 71][370|469] Time:[0.262/0.252] Loss:[0.015/0.024] AdvLoss:[0.088/0.131] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 71][380|469] Time:[0.231/0.212] Loss:[0.037/0.024] AdvLoss:[0.153/0.130] Acc:[0.984/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 71][390|469] Time:[0.239/0.215] Loss:[0.018/0.024] AdvLoss:[0.144/0.130] Acc:[1.000/0.994] AdvAcc:[0.922/0.956] +Epoch:[ 71][400|469] Time:[0.247/0.236] Loss:[0.010/0.024] AdvLoss:[0.101/0.130] Acc:[1.000/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 71][410|469] Time:[0.232/0.217] Loss:[0.048/0.025] AdvLoss:[0.177/0.130] Acc:[0.992/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 71][420|469] Time:[0.239/0.210] Loss:[0.029/0.025] AdvLoss:[0.109/0.129] Acc:[0.992/0.994] AdvAcc:[0.977/0.957] +Epoch:[ 71][430|469] Time:[0.244/0.234] Loss:[0.027/0.024] AdvLoss:[0.151/0.129] Acc:[0.984/0.994] AdvAcc:[0.938/0.957] +Epoch:[ 71][440|469] Time:[0.243/0.222] Loss:[0.047/0.024] AdvLoss:[0.250/0.129] Acc:[0.984/0.994] AdvAcc:[0.906/0.957] +Epoch:[ 71][450|469] Time:[0.244/0.234] Loss:[0.034/0.025] AdvLoss:[0.174/0.129] Acc:[0.992/0.994] AdvAcc:[0.930/0.957] +Epoch:[ 71][460|469] Time:[0.253/0.228] Loss:[0.043/0.025] AdvLoss:[0.205/0.130] Acc:[0.984/0.994] AdvAcc:[0.906/0.956] +Epoch:[ 72][ 10|469] Time:[0.252/0.242] Loss:[0.009/0.009] AdvLoss:[0.076/0.135] Acc:[1.000/1.000] AdvAcc:[0.969/0.952] +Epoch:[ 72][ 20|469] Time:[0.224/0.213] Loss:[0.007/0.013] AdvLoss:[0.102/0.140] Acc:[1.000/0.998] AdvAcc:[0.969/0.950] +Epoch:[ 72][ 30|469] Time:[0.252/0.222] Loss:[0.018/0.020] AdvLoss:[0.105/0.138] Acc:[1.000/0.997] AdvAcc:[0.961/0.951] +Epoch:[ 72][ 40|469] Time:[0.252/0.241] Loss:[0.050/0.023] AdvLoss:[0.138/0.133] Acc:[0.984/0.996] AdvAcc:[0.953/0.953] +Epoch:[ 72][ 50|469] Time:[0.246/0.220] Loss:[0.008/0.021] AdvLoss:[0.058/0.133] Acc:[1.000/0.997] AdvAcc:[0.992/0.953] +Epoch:[ 72][ 60|469] Time:[0.250/0.218] Loss:[0.026/0.022] AdvLoss:[0.126/0.130] Acc:[0.992/0.995] AdvAcc:[0.961/0.955] +Epoch:[ 72][ 70|469] Time:[0.236/0.226] Loss:[0.042/0.023] AdvLoss:[0.136/0.129] Acc:[0.977/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 72][ 80|469] Time:[0.238/0.217] Loss:[0.010/0.022] AdvLoss:[0.069/0.124] Acc:[1.000/0.995] AdvAcc:[0.977/0.957] +Epoch:[ 72][ 90|469] Time:[0.240/0.220] Loss:[0.050/0.023] AdvLoss:[0.211/0.127] Acc:[0.977/0.994] AdvAcc:[0.938/0.956] +Epoch:[ 72][100|469] Time:[0.248/0.238] Loss:[0.017/0.023] AdvLoss:[0.102/0.127] Acc:[0.992/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 72][110|469] Time:[0.228/0.207] Loss:[0.011/0.022] AdvLoss:[0.085/0.127] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 72][120|469] Time:[0.248/0.215] Loss:[0.013/0.022] AdvLoss:[0.105/0.129] Acc:[1.000/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 72][130|469] Time:[0.270/0.257] Loss:[0.027/0.022] AdvLoss:[0.157/0.128] Acc:[0.992/0.994] AdvAcc:[0.938/0.956] +Epoch:[ 72][140|469] Time:[0.229/0.218] Loss:[0.051/0.023] AdvLoss:[0.173/0.128] Acc:[0.977/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 72][150|469] Time:[0.230/0.220] Loss:[0.011/0.022] AdvLoss:[0.091/0.127] Acc:[1.000/0.994] AdvAcc:[0.961/0.957] +Epoch:[ 72][160|469] Time:[0.224/0.215] Loss:[0.016/0.022] AdvLoss:[0.118/0.127] Acc:[1.000/0.994] AdvAcc:[0.969/0.957] +Epoch:[ 72][170|469] Time:[0.242/0.218] Loss:[0.018/0.022] AdvLoss:[0.163/0.128] Acc:[1.000/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 72][180|469] Time:[0.248/0.239] Loss:[0.023/0.022] AdvLoss:[0.096/0.127] Acc:[0.992/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 72][190|469] Time:[0.268/0.245] Loss:[0.023/0.022] AdvLoss:[0.096/0.128] Acc:[0.992/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 72][200|469] Time:[0.244/0.224] Loss:[0.032/0.022] AdvLoss:[0.168/0.129] Acc:[0.992/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 72][210|469] Time:[0.257/0.244] Loss:[0.033/0.023] AdvLoss:[0.161/0.129] Acc:[0.992/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 72][220|469] Time:[0.243/0.220] Loss:[0.022/0.023] AdvLoss:[0.140/0.129] Acc:[1.000/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 72][230|469] Time:[0.247/0.223] Loss:[0.033/0.023] AdvLoss:[0.129/0.130] Acc:[0.984/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 72][240|469] Time:[0.278/0.268] Loss:[0.015/0.022] AdvLoss:[0.112/0.129] Acc:[0.992/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 72][250|469] Time:[0.245/0.220] Loss:[0.027/0.022] AdvLoss:[0.127/0.129] Acc:[0.992/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 72][260|469] Time:[0.225/0.215] Loss:[0.019/0.022] AdvLoss:[0.082/0.129] Acc:[1.000/0.995] AdvAcc:[0.969/0.956] +Epoch:[ 72][270|469] Time:[0.234/0.217] Loss:[0.022/0.022] AdvLoss:[0.137/0.130] Acc:[1.000/0.995] AdvAcc:[0.930/0.955] +Epoch:[ 72][280|469] Time:[0.233/0.219] Loss:[0.012/0.022] AdvLoss:[0.101/0.129] Acc:[1.000/0.995] AdvAcc:[0.961/0.956] +Epoch:[ 72][290|469] Time:[0.254/0.245] Loss:[0.090/0.024] AdvLoss:[0.296/0.130] Acc:[0.961/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 72][300|469] Time:[0.261/0.232] Loss:[0.018/0.024] AdvLoss:[0.127/0.130] Acc:[1.000/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 72][310|469] Time:[0.245/0.224] Loss:[0.011/0.023] AdvLoss:[0.066/0.130] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 72][320|469] Time:[0.249/0.239] Loss:[0.036/0.024] AdvLoss:[0.161/0.130] Acc:[0.992/0.994] AdvAcc:[0.938/0.956] +Epoch:[ 72][330|469] Time:[0.238/0.213] Loss:[0.022/0.024] AdvLoss:[0.121/0.130] Acc:[1.000/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 72][340|469] Time:[0.281/0.254] Loss:[0.015/0.024] AdvLoss:[0.113/0.130] Acc:[1.000/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 72][350|469] Time:[0.247/0.238] Loss:[0.014/0.023] AdvLoss:[0.089/0.130] Acc:[0.992/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 72][360|469] Time:[0.232/0.213] Loss:[0.018/0.023] AdvLoss:[0.140/0.130] Acc:[1.000/0.994] AdvAcc:[0.930/0.955] +Epoch:[ 72][370|469] Time:[0.224/0.206] Loss:[0.008/0.023] AdvLoss:[0.070/0.130] Acc:[1.000/0.995] AdvAcc:[0.984/0.956] +Epoch:[ 72][380|469] Time:[0.258/0.248] Loss:[0.035/0.023] AdvLoss:[0.176/0.130] Acc:[0.992/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 72][390|469] Time:[0.236/0.217] Loss:[0.020/0.023] AdvLoss:[0.130/0.130] Acc:[0.992/0.994] AdvAcc:[0.938/0.955] +Epoch:[ 72][400|469] Time:[0.241/0.220] Loss:[0.019/0.023] AdvLoss:[0.129/0.130] Acc:[0.992/0.994] AdvAcc:[0.961/0.955] +Epoch:[ 72][410|469] Time:[0.259/0.246] Loss:[0.023/0.023] AdvLoss:[0.105/0.131] Acc:[0.992/0.994] AdvAcc:[0.953/0.955] +Epoch:[ 72][420|469] Time:[0.242/0.227] Loss:[0.035/0.023] AdvLoss:[0.148/0.130] Acc:[0.992/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 72][430|469] Time:[0.255/0.244] Loss:[0.078/0.024] AdvLoss:[0.222/0.131] Acc:[0.984/0.994] AdvAcc:[0.961/0.955] +Epoch:[ 72][440|469] Time:[0.224/0.210] Loss:[0.020/0.024] AdvLoss:[0.104/0.131] Acc:[0.992/0.994] AdvAcc:[0.969/0.955] +Epoch:[ 72][450|469] Time:[0.231/0.221] Loss:[0.045/0.024] AdvLoss:[0.155/0.131] Acc:[0.984/0.994] AdvAcc:[0.945/0.955] +Epoch:[ 72][460|469] Time:[0.251/0.241] Loss:[0.012/0.024] AdvLoss:[0.098/0.130] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 73][ 10|469] Time:[0.249/0.219] Loss:[0.010/0.015] AdvLoss:[0.104/0.123] Acc:[1.000/1.000] AdvAcc:[0.953/0.957] +Epoch:[ 73][ 20|469] Time:[0.254/0.245] Loss:[0.017/0.020] AdvLoss:[0.150/0.131] Acc:[0.992/0.996] AdvAcc:[0.953/0.955] +Epoch:[ 73][ 30|469] Time:[0.237/0.221] Loss:[0.016/0.019] AdvLoss:[0.103/0.127] Acc:[1.000/0.997] AdvAcc:[0.961/0.957] +Epoch:[ 73][ 40|469] Time:[0.234/0.223] Loss:[0.037/0.023] AdvLoss:[0.188/0.139] Acc:[0.984/0.993] AdvAcc:[0.961/0.953] +Epoch:[ 73][ 50|469] Time:[0.263/0.254] Loss:[0.007/0.023] AdvLoss:[0.053/0.132] Acc:[1.000/0.993] AdvAcc:[1.000/0.955] +Epoch:[ 73][ 60|469] Time:[0.244/0.224] Loss:[0.021/0.026] AdvLoss:[0.173/0.132] Acc:[1.000/0.992] AdvAcc:[0.930/0.955] +Epoch:[ 73][ 70|469] Time:[0.251/0.241] Loss:[0.016/0.027] AdvLoss:[0.114/0.135] Acc:[1.000/0.992] AdvAcc:[0.945/0.954] +Epoch:[ 73][ 80|469] Time:[0.236/0.214] Loss:[0.019/0.026] AdvLoss:[0.154/0.136] Acc:[1.000/0.993] AdvAcc:[0.930/0.954] +Epoch:[ 73][ 90|469] Time:[0.230/0.209] Loss:[0.031/0.026] AdvLoss:[0.177/0.133] Acc:[0.992/0.993] AdvAcc:[0.938/0.956] +Epoch:[ 73][100|469] Time:[0.247/0.237] Loss:[0.012/0.025] AdvLoss:[0.124/0.130] Acc:[1.000/0.994] AdvAcc:[0.961/0.957] +Epoch:[ 73][110|469] Time:[0.246/0.219] Loss:[0.020/0.025] AdvLoss:[0.129/0.130] Acc:[0.992/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 73][120|469] Time:[0.256/0.228] Loss:[0.010/0.024] AdvLoss:[0.093/0.130] Acc:[1.000/0.994] AdvAcc:[0.969/0.957] +Epoch:[ 73][130|469] Time:[0.280/0.270] Loss:[0.044/0.026] AdvLoss:[0.113/0.130] Acc:[0.992/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 73][140|469] Time:[0.226/0.212] Loss:[0.038/0.027] AdvLoss:[0.139/0.131] Acc:[0.992/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 73][150|469] Time:[0.246/0.215] Loss:[0.022/0.026] AdvLoss:[0.069/0.130] Acc:[0.992/0.993] AdvAcc:[0.992/0.957] +Epoch:[ 73][160|469] Time:[0.268/0.258] Loss:[0.024/0.027] AdvLoss:[0.115/0.129] Acc:[0.992/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 73][170|469] Time:[0.225/0.213] Loss:[0.014/0.027] AdvLoss:[0.120/0.129] Acc:[1.000/0.993] AdvAcc:[0.961/0.956] +Epoch:[ 73][180|469] Time:[0.232/0.223] Loss:[0.030/0.027] AdvLoss:[0.121/0.128] Acc:[0.984/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 73][190|469] Time:[0.250/0.220] Loss:[0.020/0.026] AdvLoss:[0.123/0.127] Acc:[1.000/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 73][200|469] Time:[0.258/0.236] Loss:[0.019/0.026] AdvLoss:[0.126/0.127] Acc:[1.000/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 73][210|469] Time:[0.275/0.265] Loss:[0.013/0.026] AdvLoss:[0.107/0.126] Acc:[1.000/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 73][220|469] Time:[0.246/0.225] Loss:[0.051/0.026] AdvLoss:[0.172/0.128] Acc:[0.984/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 73][230|469] Time:[0.249/0.220] Loss:[0.016/0.027] AdvLoss:[0.106/0.128] Acc:[1.000/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 73][240|469] Time:[0.244/0.234] Loss:[0.021/0.026] AdvLoss:[0.120/0.128] Acc:[0.992/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 73][250|469] Time:[0.230/0.220] Loss:[0.010/0.026] AdvLoss:[0.095/0.129] Acc:[1.000/0.993] AdvAcc:[0.977/0.956] +Epoch:[ 73][260|469] Time:[0.236/0.224] Loss:[0.014/0.025] AdvLoss:[0.098/0.128] Acc:[1.000/0.993] AdvAcc:[0.984/0.956] +Epoch:[ 73][270|469] Time:[0.250/0.240] Loss:[0.034/0.026] AdvLoss:[0.136/0.128] Acc:[0.992/0.993] AdvAcc:[0.961/0.956] +Epoch:[ 73][280|469] Time:[0.221/0.209] Loss:[0.008/0.025] AdvLoss:[0.063/0.128] Acc:[1.000/0.994] AdvAcc:[0.984/0.956] +Epoch:[ 73][290|469] Time:[0.218/0.207] Loss:[0.023/0.025] AdvLoss:[0.114/0.128] Acc:[0.992/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 73][300|469] Time:[0.249/0.240] Loss:[0.012/0.025] AdvLoss:[0.092/0.128] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 73][310|469] Time:[0.238/0.216] Loss:[0.034/0.025] AdvLoss:[0.121/0.128] Acc:[0.992/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 73][320|469] Time:[0.229/0.207] Loss:[0.022/0.025] AdvLoss:[0.130/0.128] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 73][330|469] Time:[0.287/0.252] Loss:[0.017/0.024] AdvLoss:[0.111/0.128] Acc:[1.000/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 73][340|469] Time:[0.226/0.217] Loss:[0.015/0.024] AdvLoss:[0.099/0.128] Acc:[1.000/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 73][350|469] Time:[0.234/0.224] Loss:[0.063/0.025] AdvLoss:[0.174/0.129] Acc:[0.992/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 73][360|469] Time:[0.222/0.212] Loss:[0.013/0.025] AdvLoss:[0.090/0.128] Acc:[1.000/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 73][370|469] Time:[0.239/0.219] Loss:[0.036/0.025] AdvLoss:[0.171/0.128] Acc:[0.992/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 73][380|469] Time:[0.259/0.250] Loss:[0.014/0.025] AdvLoss:[0.082/0.129] Acc:[1.000/0.994] AdvAcc:[0.977/0.956] +Epoch:[ 73][390|469] Time:[0.241/0.231] Loss:[0.025/0.025] AdvLoss:[0.177/0.129] Acc:[0.992/0.994] AdvAcc:[0.938/0.956] +Epoch:[ 73][400|469] Time:[0.247/0.223] Loss:[0.024/0.025] AdvLoss:[0.159/0.129] Acc:[1.000/0.994] AdvAcc:[0.922/0.956] +Epoch:[ 73][410|469] Time:[0.273/0.262] Loss:[0.019/0.025] AdvLoss:[0.118/0.130] Acc:[1.000/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 73][420|469] Time:[0.232/0.218] Loss:[0.036/0.025] AdvLoss:[0.149/0.129] Acc:[0.992/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 73][430|469] Time:[0.236/0.210] Loss:[0.008/0.025] AdvLoss:[0.107/0.129] Acc:[1.000/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 73][440|469] Time:[0.253/0.243] Loss:[0.015/0.025] AdvLoss:[0.111/0.129] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 73][450|469] Time:[0.232/0.214] Loss:[0.013/0.025] AdvLoss:[0.087/0.129] Acc:[1.000/0.994] AdvAcc:[0.969/0.956] +Epoch:[ 73][460|469] Time:[0.251/0.231] Loss:[0.014/0.024] AdvLoss:[0.092/0.129] Acc:[1.000/0.994] AdvAcc:[0.977/0.957] +Epoch:[ 74][ 10|469] Time:[0.225/0.216] Loss:[0.033/0.033] AdvLoss:[0.119/0.132] Acc:[0.992/0.988] AdvAcc:[0.953/0.954] +Epoch:[ 74][ 20|469] Time:[0.238/0.226] Loss:[0.028/0.027] AdvLoss:[0.157/0.139] Acc:[0.992/0.992] AdvAcc:[0.945/0.951] +Epoch:[ 74][ 30|469] Time:[0.250/0.225] Loss:[0.021/0.025] AdvLoss:[0.121/0.132] Acc:[0.992/0.993] AdvAcc:[0.945/0.953] +Epoch:[ 74][ 40|469] Time:[0.241/0.231] Loss:[0.026/0.030] AdvLoss:[0.134/0.132] Acc:[0.992/0.991] AdvAcc:[0.953/0.953] +Epoch:[ 74][ 50|469] Time:[0.285/0.276] Loss:[0.017/0.027] AdvLoss:[0.115/0.128] Acc:[0.992/0.992] AdvAcc:[0.969/0.955] +Epoch:[ 74][ 60|469] Time:[0.241/0.226] Loss:[0.018/0.027] AdvLoss:[0.107/0.128] Acc:[0.992/0.992] AdvAcc:[0.953/0.954] +Epoch:[ 74][ 70|469] Time:[0.238/0.212] Loss:[0.016/0.027] AdvLoss:[0.102/0.125] Acc:[0.992/0.992] AdvAcc:[0.969/0.956] +Epoch:[ 74][ 80|469] Time:[0.242/0.232] Loss:[0.016/0.026] AdvLoss:[0.074/0.124] Acc:[1.000/0.993] AdvAcc:[0.984/0.957] +Epoch:[ 74][ 90|469] Time:[0.223/0.215] Loss:[0.050/0.026] AdvLoss:[0.168/0.126] Acc:[0.984/0.993] AdvAcc:[0.938/0.957] +Epoch:[ 74][100|469] Time:[0.248/0.214] Loss:[0.031/0.027] AdvLoss:[0.217/0.127] Acc:[0.992/0.993] AdvAcc:[0.930/0.956] +Epoch:[ 74][110|469] Time:[0.281/0.256] Loss:[0.016/0.026] AdvLoss:[0.077/0.126] Acc:[1.000/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 74][120|469] Time:[0.224/0.210] Loss:[0.020/0.025] AdvLoss:[0.122/0.126] Acc:[0.992/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 74][130|469] Time:[0.236/0.226] Loss:[0.006/0.024] AdvLoss:[0.074/0.125] Acc:[1.000/0.994] AdvAcc:[0.984/0.958] +Epoch:[ 74][140|469] Time:[0.235/0.207] Loss:[0.012/0.023] AdvLoss:[0.091/0.125] Acc:[1.000/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 74][150|469] Time:[0.233/0.217] Loss:[0.014/0.023] AdvLoss:[0.132/0.124] Acc:[1.000/0.994] AdvAcc:[0.945/0.958] +Epoch:[ 74][160|469] Time:[0.243/0.233] Loss:[0.028/0.023] AdvLoss:[0.148/0.124] Acc:[0.992/0.994] AdvAcc:[0.938/0.959] +Epoch:[ 74][170|469] Time:[0.237/0.225] Loss:[0.029/0.024] AdvLoss:[0.187/0.126] Acc:[0.992/0.994] AdvAcc:[0.914/0.957] +Epoch:[ 74][180|469] Time:[0.244/0.232] Loss:[0.016/0.023] AdvLoss:[0.111/0.126] Acc:[1.000/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 74][190|469] Time:[0.266/0.253] Loss:[0.054/0.025] AdvLoss:[0.255/0.127] Acc:[0.977/0.994] AdvAcc:[0.891/0.957] +Epoch:[ 74][200|469] Time:[0.235/0.222] Loss:[0.030/0.025] AdvLoss:[0.166/0.128] Acc:[1.000/0.994] AdvAcc:[0.930/0.956] +Epoch:[ 74][210|469] Time:[0.230/0.217] Loss:[0.031/0.024] AdvLoss:[0.141/0.128] Acc:[0.992/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 74][220|469] Time:[0.270/0.245] Loss:[0.049/0.025] AdvLoss:[0.182/0.128] Acc:[0.977/0.994] AdvAcc:[0.930/0.957] +Epoch:[ 74][230|469] Time:[0.237/0.227] Loss:[0.031/0.025] AdvLoss:[0.152/0.129] Acc:[0.992/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 74][240|469] Time:[0.258/0.249] Loss:[0.024/0.025] AdvLoss:[0.132/0.129] Acc:[1.000/0.994] AdvAcc:[0.961/0.956] +Epoch:[ 74][250|469] Time:[0.226/0.209] Loss:[0.037/0.025] AdvLoss:[0.136/0.128] Acc:[0.984/0.994] AdvAcc:[0.969/0.957] +Epoch:[ 74][260|469] Time:[0.244/0.217] Loss:[0.021/0.025] AdvLoss:[0.090/0.128] Acc:[0.984/0.994] AdvAcc:[0.984/0.957] +Epoch:[ 74][270|469] Time:[0.244/0.234] Loss:[0.016/0.025] AdvLoss:[0.079/0.128] Acc:[1.000/0.994] AdvAcc:[0.984/0.957] +Epoch:[ 74][280|469] Time:[0.249/0.220] Loss:[0.018/0.024] AdvLoss:[0.121/0.128] Acc:[0.992/0.994] AdvAcc:[0.961/0.957] +Epoch:[ 74][290|469] Time:[0.218/0.209] Loss:[0.064/0.025] AdvLoss:[0.198/0.127] Acc:[0.984/0.994] AdvAcc:[0.930/0.957] +Epoch:[ 74][300|469] Time:[0.253/0.243] Loss:[0.050/0.025] AdvLoss:[0.153/0.128] Acc:[0.984/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 74][310|469] Time:[0.221/0.211] Loss:[0.020/0.025] AdvLoss:[0.099/0.127] Acc:[0.992/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 74][320|469] Time:[0.240/0.215] Loss:[0.062/0.025] AdvLoss:[0.159/0.127] Acc:[0.977/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 74][330|469] Time:[0.299/0.271] Loss:[0.035/0.025] AdvLoss:[0.110/0.128] Acc:[0.992/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 74][340|469] Time:[0.239/0.226] Loss:[0.034/0.026] AdvLoss:[0.149/0.128] Acc:[0.992/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 74][350|469] Time:[0.240/0.231] Loss:[0.014/0.025] AdvLoss:[0.100/0.127] Acc:[1.000/0.993] AdvAcc:[0.969/0.957] +Epoch:[ 74][360|469] Time:[0.228/0.215] Loss:[0.071/0.026] AdvLoss:[0.178/0.127] Acc:[0.977/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 74][370|469] Time:[0.239/0.209] Loss:[0.021/0.026] AdvLoss:[0.155/0.127] Acc:[1.000/0.993] AdvAcc:[0.922/0.957] +Epoch:[ 74][380|469] Time:[0.255/0.244] Loss:[0.027/0.026] AdvLoss:[0.119/0.127] Acc:[0.992/0.993] AdvAcc:[0.953/0.957] +Epoch:[ 74][390|469] Time:[0.232/0.215] Loss:[0.034/0.026] AdvLoss:[0.109/0.127] Acc:[0.984/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 74][400|469] Time:[0.250/0.223] Loss:[0.021/0.026] AdvLoss:[0.123/0.127] Acc:[1.000/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 74][410|469] Time:[0.245/0.235] Loss:[0.027/0.025] AdvLoss:[0.155/0.127] Acc:[0.992/0.993] AdvAcc:[0.930/0.957] +Epoch:[ 74][420|469] Time:[0.223/0.214] Loss:[0.009/0.025] AdvLoss:[0.061/0.127] Acc:[1.000/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 74][430|469] Time:[0.246/0.232] Loss:[0.016/0.025] AdvLoss:[0.110/0.128] Acc:[1.000/0.994] AdvAcc:[0.969/0.957] +Epoch:[ 74][440|469] Time:[0.259/0.249] Loss:[0.017/0.025] AdvLoss:[0.149/0.128] Acc:[0.992/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 74][450|469] Time:[0.226/0.217] Loss:[0.028/0.025] AdvLoss:[0.117/0.128] Acc:[0.992/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 74][460|469] Time:[0.246/0.234] Loss:[0.046/0.025] AdvLoss:[0.191/0.128] Acc:[0.992/0.994] AdvAcc:[0.945/0.957] +epoch 74 evaluated +natural accuracy: 0.9881 +adversarial accuracy: 0.9411 +Epoch:[ 75][ 10|469] Time:[0.275/0.253] Loss:[0.014/0.017] AdvLoss:[0.119/0.104] Acc:[1.000/0.996] AdvAcc:[0.969/0.967] +Epoch:[ 75][ 20|469] Time:[0.224/0.210] Loss:[0.021/0.021] AdvLoss:[0.100/0.107] Acc:[0.992/0.994] AdvAcc:[0.961/0.966] +Epoch:[ 75][ 30|469] Time:[0.233/0.224] Loss:[0.009/0.018] AdvLoss:[0.116/0.115] Acc:[1.000/0.996] AdvAcc:[0.945/0.962] +Epoch:[ 75][ 40|469] Time:[0.262/0.252] Loss:[0.009/0.017] AdvLoss:[0.058/0.113] Acc:[1.000/0.996] AdvAcc:[0.984/0.961] +Epoch:[ 75][ 50|469] Time:[0.247/0.228] Loss:[0.015/0.018] AdvLoss:[0.072/0.116] Acc:[1.000/0.995] AdvAcc:[0.969/0.959] +Epoch:[ 75][ 60|469] Time:[0.253/0.244] Loss:[0.009/0.018] AdvLoss:[0.080/0.117] Acc:[1.000/0.995] AdvAcc:[0.984/0.960] +Epoch:[ 75][ 70|469] Time:[0.246/0.220] Loss:[0.051/0.020] AdvLoss:[0.122/0.115] Acc:[0.992/0.996] AdvAcc:[0.969/0.962] +Epoch:[ 75][ 80|469] Time:[0.245/0.221] Loss:[0.039/0.021] AdvLoss:[0.177/0.118] Acc:[0.992/0.996] AdvAcc:[0.938/0.961] +Epoch:[ 75][ 90|469] Time:[0.265/0.255] Loss:[0.008/0.020] AdvLoss:[0.057/0.120] Acc:[1.000/0.996] AdvAcc:[0.992/0.960] +Epoch:[ 75][100|469] Time:[0.256/0.230] Loss:[0.007/0.020] AdvLoss:[0.077/0.121] Acc:[1.000/0.996] AdvAcc:[0.977/0.960] +Epoch:[ 75][110|469] Time:[0.244/0.219] Loss:[0.037/0.020] AdvLoss:[0.168/0.121] Acc:[0.992/0.996] AdvAcc:[0.930/0.960] +Epoch:[ 75][120|469] Time:[0.247/0.237] Loss:[0.011/0.020] AdvLoss:[0.079/0.120] Acc:[1.000/0.996] AdvAcc:[0.961/0.960] +Epoch:[ 75][130|469] Time:[0.233/0.225] Loss:[0.007/0.019] AdvLoss:[0.106/0.121] Acc:[1.000/0.997] AdvAcc:[0.953/0.959] +Epoch:[ 75][140|469] Time:[0.227/0.206] Loss:[0.036/0.020] AdvLoss:[0.176/0.120] Acc:[0.992/0.996] AdvAcc:[0.945/0.960] +Epoch:[ 75][150|469] Time:[0.273/0.242] Loss:[0.012/0.020] AdvLoss:[0.094/0.121] Acc:[1.000/0.996] AdvAcc:[0.977/0.959] +Epoch:[ 75][160|469] Time:[0.231/0.218] Loss:[0.043/0.021] AdvLoss:[0.136/0.124] Acc:[0.984/0.996] AdvAcc:[0.961/0.959] +Epoch:[ 75][170|469] Time:[0.253/0.243] Loss:[0.016/0.021] AdvLoss:[0.116/0.124] Acc:[1.000/0.996] AdvAcc:[0.953/0.958] +Epoch:[ 75][180|469] Time:[0.224/0.211] Loss:[0.012/0.021] AdvLoss:[0.110/0.125] Acc:[1.000/0.996] AdvAcc:[0.977/0.958] +Epoch:[ 75][190|469] Time:[0.246/0.225] Loss:[0.018/0.021] AdvLoss:[0.113/0.125] Acc:[1.000/0.996] AdvAcc:[0.961/0.958] +Epoch:[ 75][200|469] Time:[0.257/0.247] Loss:[0.043/0.021] AdvLoss:[0.166/0.126] Acc:[0.992/0.996] AdvAcc:[0.945/0.958] +Epoch:[ 75][210|469] Time:[0.231/0.217] Loss:[0.018/0.021] AdvLoss:[0.129/0.125] Acc:[0.992/0.996] AdvAcc:[0.945/0.958] +Epoch:[ 75][220|469] Time:[0.236/0.212] Loss:[0.039/0.022] AdvLoss:[0.190/0.126] Acc:[0.992/0.996] AdvAcc:[0.914/0.958] +Epoch:[ 75][230|469] Time:[0.245/0.235] Loss:[0.035/0.022] AdvLoss:[0.131/0.126] Acc:[0.992/0.996] AdvAcc:[0.945/0.957] +Epoch:[ 75][240|469] Time:[0.235/0.211] Loss:[0.015/0.022] AdvLoss:[0.150/0.127] Acc:[1.000/0.996] AdvAcc:[0.938/0.957] +Epoch:[ 75][250|469] Time:[0.219/0.207] Loss:[0.020/0.022] AdvLoss:[0.119/0.127] Acc:[1.000/0.996] AdvAcc:[0.977/0.957] +Epoch:[ 75][260|469] Time:[0.254/0.223] Loss:[0.019/0.022] AdvLoss:[0.159/0.126] Acc:[0.992/0.996] AdvAcc:[0.945/0.957] +Epoch:[ 75][270|469] Time:[0.248/0.237] Loss:[0.019/0.021] AdvLoss:[0.092/0.126] Acc:[0.992/0.996] AdvAcc:[0.961/0.957] +Epoch:[ 75][280|469] Time:[0.237/0.229] Loss:[0.023/0.022] AdvLoss:[0.130/0.126] Acc:[0.992/0.996] AdvAcc:[0.961/0.958] +Epoch:[ 75][290|469] Time:[0.235/0.217] Loss:[0.041/0.022] AdvLoss:[0.183/0.126] Acc:[0.984/0.996] AdvAcc:[0.945/0.958] +Epoch:[ 75][300|469] Time:[0.240/0.231] Loss:[0.008/0.022] AdvLoss:[0.064/0.126] Acc:[1.000/0.996] AdvAcc:[0.984/0.958] +Epoch:[ 75][310|469] Time:[0.270/0.261] Loss:[0.022/0.022] AdvLoss:[0.133/0.126] Acc:[0.992/0.995] AdvAcc:[0.969/0.958] +Epoch:[ 75][320|469] Time:[0.251/0.242] Loss:[0.014/0.022] AdvLoss:[0.083/0.126] Acc:[0.992/0.995] AdvAcc:[0.977/0.957] +Epoch:[ 75][330|469] Time:[0.245/0.221] Loss:[0.014/0.022] AdvLoss:[0.100/0.126] Acc:[1.000/0.995] AdvAcc:[0.953/0.957] +Epoch:[ 75][340|469] Time:[0.260/0.250] Loss:[0.023/0.022] AdvLoss:[0.126/0.127] Acc:[1.000/0.995] AdvAcc:[0.969/0.957] +Epoch:[ 75][350|469] Time:[0.244/0.229] Loss:[0.044/0.022] AdvLoss:[0.154/0.127] Acc:[0.992/0.995] AdvAcc:[0.953/0.957] +Epoch:[ 75][360|469] Time:[0.226/0.216] Loss:[0.019/0.022] AdvLoss:[0.116/0.126] Acc:[1.000/0.995] AdvAcc:[0.961/0.957] +Epoch:[ 75][370|469] Time:[0.267/0.234] Loss:[0.023/0.022] AdvLoss:[0.149/0.127] Acc:[0.992/0.995] AdvAcc:[0.938/0.957] +Epoch:[ 75][380|469] Time:[0.235/0.222] Loss:[0.013/0.022] AdvLoss:[0.083/0.127] Acc:[1.000/0.995] AdvAcc:[0.969/0.957] +Epoch:[ 75][390|469] Time:[0.264/0.254] Loss:[0.021/0.022] AdvLoss:[0.111/0.127] Acc:[0.992/0.995] AdvAcc:[0.969/0.957] +Epoch:[ 75][400|469] Time:[0.233/0.223] Loss:[0.015/0.022] AdvLoss:[0.108/0.127] Acc:[1.000/0.995] AdvAcc:[0.969/0.957] +Epoch:[ 75][410|469] Time:[0.229/0.213] Loss:[0.025/0.022] AdvLoss:[0.122/0.127] Acc:[0.992/0.995] AdvAcc:[0.977/0.957] +Epoch:[ 75][420|469] Time:[0.255/0.245] Loss:[0.036/0.022] AdvLoss:[0.144/0.127] Acc:[0.992/0.995] AdvAcc:[0.961/0.957] +Epoch:[ 75][430|469] Time:[0.248/0.238] Loss:[0.010/0.022] AdvLoss:[0.094/0.127] Acc:[1.000/0.995] AdvAcc:[0.969/0.957] +Epoch:[ 75][440|469] Time:[0.249/0.227] Loss:[0.021/0.022] AdvLoss:[0.107/0.127] Acc:[0.992/0.995] AdvAcc:[0.969/0.957] +Epoch:[ 75][450|469] Time:[0.249/0.239] Loss:[0.046/0.023] AdvLoss:[0.163/0.127] Acc:[0.984/0.995] AdvAcc:[0.953/0.957] +Epoch:[ 75][460|469] Time:[0.236/0.213] Loss:[0.018/0.023] AdvLoss:[0.127/0.127] Acc:[1.000/0.995] AdvAcc:[0.938/0.957] +Epoch:[ 76][ 10|469] Time:[0.264/0.254] Loss:[0.024/0.018] AdvLoss:[0.126/0.110] Acc:[0.984/0.992] AdvAcc:[0.953/0.961] +Epoch:[ 76][ 20|469] Time:[0.227/0.213] Loss:[0.038/0.022] AdvLoss:[0.131/0.116] Acc:[0.984/0.992] AdvAcc:[0.969/0.961] +Epoch:[ 76][ 30|469] Time:[0.238/0.210] Loss:[0.012/0.020] AdvLoss:[0.112/0.119] Acc:[1.000/0.993] AdvAcc:[0.945/0.959] +Epoch:[ 76][ 40|469] Time:[0.266/0.252] Loss:[0.023/0.022] AdvLoss:[0.153/0.124] Acc:[1.000/0.993] AdvAcc:[0.922/0.957] +Epoch:[ 76][ 50|469] Time:[0.252/0.225] Loss:[0.022/0.022] AdvLoss:[0.119/0.122] Acc:[1.000/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 76][ 60|469] Time:[0.228/0.218] Loss:[0.011/0.023] AdvLoss:[0.084/0.122] Acc:[1.000/0.994] AdvAcc:[0.977/0.958] +Epoch:[ 76][ 70|469] Time:[0.253/0.226] Loss:[0.017/0.024] AdvLoss:[0.158/0.126] Acc:[1.000/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 76][ 80|469] Time:[0.245/0.220] Loss:[0.011/0.023] AdvLoss:[0.072/0.125] Acc:[1.000/0.995] AdvAcc:[0.992/0.956] +Epoch:[ 76][ 90|469] Time:[0.252/0.243] Loss:[0.012/0.021] AdvLoss:[0.080/0.124] Acc:[1.000/0.996] AdvAcc:[0.977/0.957] +Epoch:[ 76][100|469] Time:[0.225/0.210] Loss:[0.049/0.022] AdvLoss:[0.219/0.125] Acc:[0.984/0.995] AdvAcc:[0.930/0.957] +Epoch:[ 76][110|469] Time:[0.224/0.215] Loss:[0.023/0.024] AdvLoss:[0.136/0.126] Acc:[0.992/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 76][120|469] Time:[0.242/0.233] Loss:[0.009/0.024] AdvLoss:[0.096/0.127] Acc:[1.000/0.994] AdvAcc:[0.953/0.956] +Epoch:[ 76][130|469] Time:[0.234/0.220] Loss:[0.011/0.023] AdvLoss:[0.078/0.126] Acc:[1.000/0.995] AdvAcc:[0.969/0.956] +Epoch:[ 76][140|469] Time:[0.241/0.220] Loss:[0.022/0.023] AdvLoss:[0.144/0.126] Acc:[0.984/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 76][150|469] Time:[0.244/0.234] Loss:[0.012/0.023] AdvLoss:[0.116/0.126] Acc:[1.000/0.995] AdvAcc:[0.961/0.957] +Epoch:[ 76][160|469] Time:[0.239/0.217] Loss:[0.012/0.023] AdvLoss:[0.093/0.127] Acc:[1.000/0.995] AdvAcc:[0.953/0.957] +Epoch:[ 76][170|469] Time:[0.249/0.225] Loss:[0.011/0.023] AdvLoss:[0.111/0.126] Acc:[1.000/0.995] AdvAcc:[0.953/0.957] +Epoch:[ 76][180|469] Time:[0.249/0.239] Loss:[0.056/0.024] AdvLoss:[0.175/0.127] Acc:[0.984/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 76][190|469] Time:[0.226/0.207] Loss:[0.042/0.025] AdvLoss:[0.169/0.128] Acc:[0.984/0.994] AdvAcc:[0.945/0.956] +Epoch:[ 76][200|469] Time:[0.227/0.216] Loss:[0.019/0.025] AdvLoss:[0.148/0.128] Acc:[1.000/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 76][210|469] Time:[0.241/0.224] Loss:[0.009/0.025] AdvLoss:[0.076/0.128] Acc:[1.000/0.994] AdvAcc:[0.984/0.957] +Epoch:[ 76][220|469] Time:[0.232/0.223] Loss:[0.035/0.025] AdvLoss:[0.167/0.128] Acc:[0.977/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 76][230|469] Time:[0.236/0.226] Loss:[0.010/0.025] AdvLoss:[0.073/0.127] Acc:[1.000/0.994] AdvAcc:[0.977/0.957] +Epoch:[ 76][240|469] Time:[0.240/0.217] Loss:[0.018/0.025] AdvLoss:[0.143/0.127] Acc:[0.992/0.994] AdvAcc:[0.938/0.957] +Epoch:[ 76][250|469] Time:[0.256/0.222] Loss:[0.012/0.024] AdvLoss:[0.105/0.127] Acc:[1.000/0.994] AdvAcc:[0.969/0.957] +Epoch:[ 76][260|469] Time:[0.259/0.249] Loss:[0.029/0.025] AdvLoss:[0.150/0.127] Acc:[0.992/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 76][270|469] Time:[0.240/0.213] Loss:[0.016/0.024] AdvLoss:[0.107/0.126] Acc:[1.000/0.994] AdvAcc:[0.961/0.957] +Epoch:[ 76][280|469] Time:[0.242/0.213] Loss:[0.021/0.024] AdvLoss:[0.129/0.127] Acc:[0.992/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 76][290|469] Time:[0.249/0.240] Loss:[0.037/0.024] AdvLoss:[0.176/0.126] Acc:[0.977/0.994] AdvAcc:[0.938/0.957] +Epoch:[ 76][300|469] Time:[0.241/0.233] Loss:[0.016/0.024] AdvLoss:[0.125/0.126] Acc:[0.992/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 76][310|469] Time:[0.222/0.210] Loss:[0.019/0.024] AdvLoss:[0.157/0.126] Acc:[1.000/0.994] AdvAcc:[0.945/0.958] +Epoch:[ 76][320|469] Time:[0.261/0.237] Loss:[0.019/0.024] AdvLoss:[0.114/0.126] Acc:[1.000/0.994] AdvAcc:[0.969/0.957] +Epoch:[ 76][330|469] Time:[0.229/0.218] Loss:[0.022/0.024] AdvLoss:[0.130/0.127] Acc:[1.000/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 76][340|469] Time:[0.263/0.253] Loss:[0.023/0.024] AdvLoss:[0.138/0.127] Acc:[1.000/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 76][350|469] Time:[0.222/0.213] Loss:[0.027/0.024] AdvLoss:[0.121/0.127] Acc:[0.992/0.994] AdvAcc:[0.961/0.957] +Epoch:[ 76][360|469] Time:[0.241/0.227] Loss:[0.019/0.024] AdvLoss:[0.169/0.127] Acc:[1.000/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 76][370|469] Time:[0.245/0.236] Loss:[0.027/0.024] AdvLoss:[0.111/0.127] Acc:[1.000/0.994] AdvAcc:[0.961/0.957] +Epoch:[ 76][380|469] Time:[0.246/0.227] Loss:[0.011/0.024] AdvLoss:[0.089/0.126] Acc:[1.000/0.994] AdvAcc:[0.969/0.958] +Epoch:[ 76][390|469] Time:[0.259/0.229] Loss:[0.019/0.024] AdvLoss:[0.154/0.126] Acc:[1.000/0.994] AdvAcc:[0.930/0.958] +Epoch:[ 76][400|469] Time:[0.254/0.244] Loss:[0.025/0.024] AdvLoss:[0.146/0.125] Acc:[0.984/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 76][410|469] Time:[0.247/0.226] Loss:[0.008/0.023] AdvLoss:[0.085/0.125] Acc:[1.000/0.994] AdvAcc:[0.969/0.958] +Epoch:[ 76][420|469] Time:[0.238/0.214] Loss:[0.016/0.023] AdvLoss:[0.117/0.124] Acc:[1.000/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 76][430|469] Time:[0.271/0.241] Loss:[0.013/0.023] AdvLoss:[0.100/0.124] Acc:[1.000/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 76][440|469] Time:[0.245/0.226] Loss:[0.065/0.023] AdvLoss:[0.258/0.125] Acc:[0.984/0.994] AdvAcc:[0.914/0.958] +Epoch:[ 76][450|469] Time:[0.235/0.226] Loss:[0.020/0.023] AdvLoss:[0.125/0.125] Acc:[1.000/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 76][460|469] Time:[0.233/0.220] Loss:[0.022/0.023] AdvLoss:[0.104/0.125] Acc:[0.992/0.994] AdvAcc:[0.977/0.958] +Epoch:[ 77][ 10|469] Time:[0.256/0.246] Loss:[0.038/0.029] AdvLoss:[0.161/0.128] Acc:[0.992/0.992] AdvAcc:[0.945/0.955] +Epoch:[ 77][ 20|469] Time:[0.231/0.205] Loss:[0.013/0.020] AdvLoss:[0.074/0.115] Acc:[1.000/0.996] AdvAcc:[0.984/0.960] +Epoch:[ 77][ 30|469] Time:[0.253/0.222] Loss:[0.045/0.022] AdvLoss:[0.201/0.123] Acc:[0.984/0.995] AdvAcc:[0.930/0.957] +Epoch:[ 77][ 40|469] Time:[0.254/0.245] Loss:[0.008/0.021] AdvLoss:[0.068/0.120] Acc:[1.000/0.995] AdvAcc:[0.984/0.959] +Epoch:[ 77][ 50|469] Time:[0.240/0.219] Loss:[0.023/0.022] AdvLoss:[0.160/0.121] Acc:[1.000/0.995] AdvAcc:[0.922/0.957] +Epoch:[ 77][ 60|469] Time:[0.235/0.219] Loss:[0.021/0.022] AdvLoss:[0.113/0.122] Acc:[0.992/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 77][ 70|469] Time:[0.229/0.208] Loss:[0.050/0.024] AdvLoss:[0.140/0.123] Acc:[0.984/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 77][ 80|469] Time:[0.244/0.224] Loss:[0.026/0.024] AdvLoss:[0.158/0.126] Acc:[0.992/0.994] AdvAcc:[0.938/0.957] +Epoch:[ 77][ 90|469] Time:[0.259/0.249] Loss:[0.013/0.025] AdvLoss:[0.106/0.129] Acc:[1.000/0.993] AdvAcc:[0.977/0.956] +Epoch:[ 77][100|469] Time:[0.237/0.210] Loss:[0.018/0.024] AdvLoss:[0.119/0.128] Acc:[1.000/0.994] AdvAcc:[0.961/0.957] +Epoch:[ 77][110|469] Time:[0.251/0.223] Loss:[0.006/0.023] AdvLoss:[0.056/0.126] Acc:[1.000/0.995] AdvAcc:[0.984/0.958] +Epoch:[ 77][120|469] Time:[0.246/0.236] Loss:[0.021/0.023] AdvLoss:[0.118/0.124] Acc:[0.992/0.994] AdvAcc:[0.938/0.958] +Epoch:[ 77][130|469] Time:[0.233/0.208] Loss:[0.022/0.022] AdvLoss:[0.113/0.123] Acc:[0.992/0.995] AdvAcc:[0.977/0.959] +Epoch:[ 77][140|469] Time:[0.245/0.235] Loss:[0.010/0.021] AdvLoss:[0.091/0.124] Acc:[1.000/0.995] AdvAcc:[0.984/0.959] +Epoch:[ 77][150|469] Time:[0.243/0.234] Loss:[0.020/0.021] AdvLoss:[0.142/0.123] Acc:[1.000/0.995] AdvAcc:[0.953/0.959] +Epoch:[ 77][160|469] Time:[0.229/0.212] Loss:[0.013/0.021] AdvLoss:[0.094/0.124] Acc:[1.000/0.995] AdvAcc:[0.961/0.959] +Epoch:[ 77][170|469] Time:[0.221/0.212] Loss:[0.013/0.021] AdvLoss:[0.074/0.124] Acc:[1.000/0.995] AdvAcc:[0.984/0.959] +Epoch:[ 77][180|469] Time:[0.239/0.216] Loss:[0.038/0.021] AdvLoss:[0.159/0.125] Acc:[0.992/0.995] AdvAcc:[0.938/0.958] +Epoch:[ 77][190|469] Time:[0.248/0.221] Loss:[0.022/0.023] AdvLoss:[0.128/0.126] Acc:[1.000/0.995] AdvAcc:[0.961/0.957] +Epoch:[ 77][200|469] Time:[0.255/0.245] Loss:[0.008/0.022] AdvLoss:[0.094/0.126] Acc:[1.000/0.995] AdvAcc:[0.977/0.957] +Epoch:[ 77][210|469] Time:[0.236/0.216] Loss:[0.020/0.023] AdvLoss:[0.147/0.126] Acc:[0.992/0.995] AdvAcc:[0.945/0.958] +Epoch:[ 77][220|469] Time:[0.233/0.210] Loss:[0.021/0.023] AdvLoss:[0.139/0.126] Acc:[0.992/0.995] AdvAcc:[0.938/0.958] +Epoch:[ 77][230|469] Time:[0.245/0.234] Loss:[0.027/0.023] AdvLoss:[0.175/0.126] Acc:[0.992/0.995] AdvAcc:[0.938/0.958] +Epoch:[ 77][240|469] Time:[0.236/0.212] Loss:[0.013/0.023] AdvLoss:[0.115/0.127] Acc:[1.000/0.995] AdvAcc:[0.953/0.957] +Epoch:[ 77][250|469] Time:[0.229/0.211] Loss:[0.012/0.022] AdvLoss:[0.101/0.126] Acc:[1.000/0.995] AdvAcc:[0.969/0.958] +Epoch:[ 77][260|469] Time:[0.264/0.239] Loss:[0.020/0.022] AdvLoss:[0.125/0.125] Acc:[1.000/0.995] AdvAcc:[0.938/0.958] +Epoch:[ 77][270|469] Time:[0.230/0.220] Loss:[0.027/0.022] AdvLoss:[0.139/0.125] Acc:[0.992/0.995] AdvAcc:[0.961/0.958] +Epoch:[ 77][280|469] Time:[0.233/0.208] Loss:[0.015/0.022] AdvLoss:[0.098/0.124] Acc:[0.992/0.995] AdvAcc:[0.969/0.959] +Epoch:[ 77][290|469] Time:[0.307/0.276] Loss:[0.012/0.024] AdvLoss:[0.069/0.124] Acc:[1.000/0.995] AdvAcc:[0.969/0.959] +Epoch:[ 77][300|469] Time:[0.254/0.227] Loss:[0.035/0.024] AdvLoss:[0.170/0.124] Acc:[0.977/0.994] AdvAcc:[0.930/0.959] +Epoch:[ 77][310|469] Time:[0.240/0.229] Loss:[0.032/0.024] AdvLoss:[0.184/0.124] Acc:[1.000/0.994] AdvAcc:[0.930/0.959] +Epoch:[ 77][320|469] Time:[0.266/0.256] Loss:[0.015/0.024] AdvLoss:[0.115/0.125] Acc:[1.000/0.994] AdvAcc:[0.969/0.958] +Epoch:[ 77][330|469] Time:[0.234/0.220] Loss:[0.039/0.024] AdvLoss:[0.125/0.124] Acc:[0.984/0.994] AdvAcc:[0.969/0.959] +Epoch:[ 77][340|469] Time:[0.265/0.254] Loss:[0.050/0.025] AdvLoss:[0.165/0.124] Acc:[0.977/0.994] AdvAcc:[0.953/0.959] +Epoch:[ 77][350|469] Time:[0.243/0.211] Loss:[0.041/0.025] AdvLoss:[0.130/0.124] Acc:[0.984/0.994] AdvAcc:[0.969/0.958] +Epoch:[ 77][360|469] Time:[0.250/0.234] Loss:[0.013/0.025] AdvLoss:[0.104/0.124] Acc:[1.000/0.994] AdvAcc:[0.969/0.958] +Epoch:[ 77][370|469] Time:[0.259/0.249] Loss:[0.025/0.025] AdvLoss:[0.147/0.124] Acc:[0.984/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 77][380|469] Time:[0.247/0.214] Loss:[0.027/0.025] AdvLoss:[0.140/0.124] Acc:[0.992/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 77][390|469] Time:[0.258/0.248] Loss:[0.022/0.025] AdvLoss:[0.099/0.124] Acc:[0.992/0.994] AdvAcc:[0.977/0.958] +Epoch:[ 77][400|469] Time:[0.254/0.244] Loss:[0.041/0.025] AdvLoss:[0.130/0.124] Acc:[0.984/0.994] AdvAcc:[0.977/0.958] +Epoch:[ 77][410|469] Time:[0.239/0.225] Loss:[0.014/0.025] AdvLoss:[0.091/0.124] Acc:[1.000/0.994] AdvAcc:[0.977/0.958] +Epoch:[ 77][420|469] Time:[0.227/0.217] Loss:[0.054/0.025] AdvLoss:[0.221/0.124] Acc:[0.984/0.993] AdvAcc:[0.922/0.958] +Epoch:[ 77][430|469] Time:[0.236/0.223] Loss:[0.022/0.025] AdvLoss:[0.103/0.124] Acc:[0.992/0.993] AdvAcc:[0.961/0.959] +Epoch:[ 77][440|469] Time:[0.237/0.219] Loss:[0.028/0.025] AdvLoss:[0.141/0.125] Acc:[0.992/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 77][450|469] Time:[0.266/0.257] Loss:[0.015/0.025] AdvLoss:[0.092/0.125] Acc:[1.000/0.994] AdvAcc:[0.969/0.958] +Epoch:[ 77][460|469] Time:[0.232/0.214] Loss:[0.050/0.026] AdvLoss:[0.174/0.125] Acc:[0.977/0.993] AdvAcc:[0.961/0.958] +Epoch:[ 78][ 10|469] Time:[0.253/0.243] Loss:[0.017/0.023] AdvLoss:[0.087/0.096] Acc:[0.992/0.988] AdvAcc:[0.977/0.969] +Epoch:[ 78][ 20|469] Time:[0.230/0.221] Loss:[0.010/0.018] AdvLoss:[0.085/0.105] Acc:[1.000/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 78][ 30|469] Time:[0.244/0.218] Loss:[0.057/0.029] AdvLoss:[0.214/0.113] Acc:[0.984/0.991] AdvAcc:[0.945/0.961] +Epoch:[ 78][ 40|469] Time:[0.255/0.245] Loss:[0.013/0.027] AdvLoss:[0.092/0.117] Acc:[1.000/0.992] AdvAcc:[0.961/0.958] +Epoch:[ 78][ 50|469] Time:[0.266/0.257] Loss:[0.017/0.024] AdvLoss:[0.095/0.118] Acc:[1.000/0.994] AdvAcc:[0.961/0.959] +Epoch:[ 78][ 60|469] Time:[0.234/0.211] Loss:[0.018/0.024] AdvLoss:[0.143/0.119] Acc:[0.992/0.994] AdvAcc:[0.945/0.958] +Epoch:[ 78][ 70|469] Time:[0.265/0.255] Loss:[0.034/0.024] AdvLoss:[0.153/0.119] Acc:[0.984/0.993] AdvAcc:[0.938/0.959] +Epoch:[ 78][ 80|469] Time:[0.230/0.221] Loss:[0.009/0.022] AdvLoss:[0.097/0.120] Acc:[1.000/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 78][ 90|469] Time:[0.222/0.214] Loss:[0.018/0.023] AdvLoss:[0.073/0.122] Acc:[0.992/0.993] AdvAcc:[0.977/0.957] +Epoch:[ 78][100|469] Time:[0.267/0.232] Loss:[0.012/0.021] AdvLoss:[0.115/0.122] Acc:[1.000/0.994] AdvAcc:[0.953/0.957] +Epoch:[ 78][110|469] Time:[0.248/0.223] Loss:[0.016/0.021] AdvLoss:[0.135/0.122] Acc:[1.000/0.994] AdvAcc:[0.945/0.957] +Epoch:[ 78][120|469] Time:[0.242/0.232] Loss:[0.025/0.021] AdvLoss:[0.076/0.121] Acc:[0.992/0.994] AdvAcc:[0.984/0.958] +Epoch:[ 78][130|469] Time:[0.232/0.218] Loss:[0.020/0.021] AdvLoss:[0.130/0.122] Acc:[1.000/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 78][140|469] Time:[0.217/0.207] Loss:[0.020/0.021] AdvLoss:[0.143/0.122] Acc:[1.000/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 78][150|469] Time:[0.244/0.234] Loss:[0.019/0.021] AdvLoss:[0.124/0.122] Acc:[1.000/0.995] AdvAcc:[0.938/0.958] +Epoch:[ 78][160|469] Time:[0.258/0.228] Loss:[0.018/0.021] AdvLoss:[0.128/0.122] Acc:[0.992/0.995] AdvAcc:[0.953/0.958] +Epoch:[ 78][170|469] Time:[0.251/0.220] Loss:[0.018/0.021] AdvLoss:[0.100/0.122] Acc:[1.000/0.995] AdvAcc:[0.961/0.958] +Epoch:[ 78][180|469] Time:[0.274/0.262] Loss:[0.012/0.021] AdvLoss:[0.072/0.123] Acc:[1.000/0.995] AdvAcc:[0.969/0.957] +Epoch:[ 78][190|469] Time:[0.233/0.222] Loss:[0.006/0.021] AdvLoss:[0.061/0.123] Acc:[1.000/0.995] AdvAcc:[0.977/0.958] +Epoch:[ 78][200|469] Time:[0.240/0.219] Loss:[0.019/0.021] AdvLoss:[0.138/0.123] Acc:[0.992/0.995] AdvAcc:[0.953/0.958] +Epoch:[ 78][210|469] Time:[0.281/0.256] Loss:[0.017/0.021] AdvLoss:[0.142/0.123] Acc:[1.000/0.995] AdvAcc:[0.938/0.958] +Epoch:[ 78][220|469] Time:[0.227/0.218] Loss:[0.031/0.021] AdvLoss:[0.120/0.122] Acc:[0.992/0.995] AdvAcc:[0.961/0.958] +Epoch:[ 78][230|469] Time:[0.223/0.213] Loss:[0.011/0.021] AdvLoss:[0.104/0.122] Acc:[1.000/0.995] AdvAcc:[0.953/0.958] +Epoch:[ 78][240|469] Time:[0.260/0.248] Loss:[0.007/0.020] AdvLoss:[0.058/0.121] Acc:[1.000/0.995] AdvAcc:[1.000/0.958] +Epoch:[ 78][250|469] Time:[0.231/0.222] Loss:[0.028/0.021] AdvLoss:[0.121/0.121] Acc:[0.984/0.995] AdvAcc:[0.961/0.959] +Epoch:[ 78][260|469] Time:[0.234/0.224] Loss:[0.007/0.020] AdvLoss:[0.062/0.121] Acc:[1.000/0.995] AdvAcc:[0.977/0.959] +Epoch:[ 78][270|469] Time:[0.235/0.211] Loss:[0.010/0.020] AdvLoss:[0.083/0.122] Acc:[1.000/0.995] AdvAcc:[0.984/0.959] +Epoch:[ 78][280|469] Time:[0.230/0.217] Loss:[0.018/0.020] AdvLoss:[0.081/0.123] Acc:[0.992/0.995] AdvAcc:[0.992/0.958] +Epoch:[ 78][290|469] Time:[0.251/0.241] Loss:[0.009/0.019] AdvLoss:[0.112/0.123] Acc:[1.000/0.996] AdvAcc:[0.961/0.959] +Epoch:[ 78][300|469] Time:[0.233/0.224] Loss:[0.038/0.020] AdvLoss:[0.174/0.122] Acc:[0.984/0.995] AdvAcc:[0.945/0.959] +Epoch:[ 78][310|469] Time:[0.246/0.237] Loss:[0.017/0.020] AdvLoss:[0.154/0.122] Acc:[1.000/0.995] AdvAcc:[0.930/0.959] +Epoch:[ 78][320|469] Time:[0.259/0.249] Loss:[0.036/0.020] AdvLoss:[0.127/0.122] Acc:[0.992/0.995] AdvAcc:[0.961/0.959] +Epoch:[ 78][330|469] Time:[0.239/0.230] Loss:[0.014/0.019] AdvLoss:[0.092/0.123] Acc:[1.000/0.996] AdvAcc:[0.961/0.959] +Epoch:[ 78][340|469] Time:[0.235/0.225] Loss:[0.018/0.020] AdvLoss:[0.093/0.123] Acc:[1.000/0.995] AdvAcc:[0.969/0.958] +Epoch:[ 78][350|469] Time:[0.251/0.240] Loss:[0.019/0.020] AdvLoss:[0.132/0.123] Acc:[1.000/0.996] AdvAcc:[0.961/0.958] +Epoch:[ 78][360|469] Time:[0.243/0.217] Loss:[0.035/0.020] AdvLoss:[0.202/0.124] Acc:[0.984/0.995] AdvAcc:[0.938/0.958] +Epoch:[ 78][370|469] Time:[0.234/0.218] Loss:[0.038/0.020] AdvLoss:[0.155/0.124] Acc:[0.984/0.995] AdvAcc:[0.945/0.958] +Epoch:[ 78][380|469] Time:[0.279/0.261] Loss:[0.018/0.020] AdvLoss:[0.181/0.124] Acc:[1.000/0.995] AdvAcc:[0.922/0.958] +Epoch:[ 78][390|469] Time:[0.243/0.223] Loss:[0.117/0.022] AdvLoss:[0.208/0.124] Acc:[0.992/0.995] AdvAcc:[0.977/0.958] +Epoch:[ 78][400|469] Time:[0.232/0.223] Loss:[0.021/0.022] AdvLoss:[0.195/0.124] Acc:[1.000/0.995] AdvAcc:[0.930/0.958] +Epoch:[ 78][410|469] Time:[0.234/0.218] Loss:[0.010/0.022] AdvLoss:[0.100/0.125] Acc:[1.000/0.995] AdvAcc:[0.969/0.958] +Epoch:[ 78][420|469] Time:[0.250/0.226] Loss:[0.008/0.022] AdvLoss:[0.069/0.125] Acc:[1.000/0.995] AdvAcc:[0.992/0.958] +Epoch:[ 78][430|469] Time:[0.249/0.240] Loss:[0.008/0.022] AdvLoss:[0.066/0.124] Acc:[1.000/0.995] AdvAcc:[0.984/0.958] +Epoch:[ 78][440|469] Time:[0.245/0.235] Loss:[0.012/0.022] AdvLoss:[0.115/0.124] Acc:[1.000/0.995] AdvAcc:[0.945/0.958] +Epoch:[ 78][450|469] Time:[0.250/0.229] Loss:[0.009/0.021] AdvLoss:[0.076/0.124] Acc:[1.000/0.995] AdvAcc:[0.977/0.958] +Epoch:[ 78][460|469] Time:[0.254/0.244] Loss:[0.010/0.021] AdvLoss:[0.089/0.124] Acc:[1.000/0.995] AdvAcc:[0.969/0.958] +Epoch:[ 79][ 10|469] Time:[0.244/0.219] Loss:[0.011/0.019] AdvLoss:[0.108/0.123] Acc:[1.000/1.000] AdvAcc:[0.953/0.954] +Epoch:[ 79][ 20|469] Time:[0.254/0.243] Loss:[0.040/0.023] AdvLoss:[0.148/0.128] Acc:[0.984/0.996] AdvAcc:[0.953/0.954] +Epoch:[ 79][ 30|469] Time:[0.235/0.214] Loss:[0.038/0.026] AdvLoss:[0.112/0.128] Acc:[0.984/0.993] AdvAcc:[0.977/0.955] +Epoch:[ 79][ 40|469] Time:[0.238/0.229] Loss:[0.012/0.022] AdvLoss:[0.133/0.126] Acc:[1.000/0.995] AdvAcc:[0.953/0.958] +Epoch:[ 79][ 50|469] Time:[0.271/0.251] Loss:[0.017/0.021] AdvLoss:[0.111/0.122] Acc:[1.000/0.996] AdvAcc:[0.945/0.959] +Epoch:[ 79][ 60|469] Time:[0.240/0.221] Loss:[0.017/0.021] AdvLoss:[0.090/0.122] Acc:[0.992/0.995] AdvAcc:[0.969/0.959] +Epoch:[ 79][ 70|469] Time:[0.230/0.216] Loss:[0.059/0.024] AdvLoss:[0.166/0.122] Acc:[0.984/0.994] AdvAcc:[0.953/0.958] +Epoch:[ 79][ 80|469] Time:[0.255/0.230] Loss:[0.021/0.025] AdvLoss:[0.124/0.123] Acc:[0.992/0.993] AdvAcc:[0.961/0.958] +Epoch:[ 79][ 90|469] Time:[0.227/0.218] Loss:[0.021/0.026] AdvLoss:[0.126/0.125] Acc:[0.992/0.993] AdvAcc:[0.945/0.957] +Epoch:[ 79][100|469] Time:[0.238/0.229] Loss:[0.038/0.026] AdvLoss:[0.106/0.124] Acc:[0.984/0.993] AdvAcc:[0.977/0.958] +Epoch:[ 79][110|469] Time:[0.235/0.213] Loss:[0.035/0.026] AdvLoss:[0.186/0.124] Acc:[0.992/0.993] AdvAcc:[0.914/0.958] +Epoch:[ 79][120|469] Time:[0.235/0.225] Loss:[0.015/0.025] AdvLoss:[0.099/0.125] Acc:[1.000/0.993] AdvAcc:[0.961/0.957] +Epoch:[ 79][130|469] Time:[0.225/0.215] Loss:[0.013/0.025] AdvLoss:[0.103/0.125] Acc:[1.000/0.993] AdvAcc:[0.961/0.958] +Epoch:[ 79][140|469] Time:[0.230/0.212] Loss:[0.023/0.024] AdvLoss:[0.113/0.124] Acc:[0.992/0.994] AdvAcc:[0.969/0.958] +Epoch:[ 79][150|469] Time:[0.229/0.219] Loss:[0.026/0.024] AdvLoss:[0.093/0.123] Acc:[0.992/0.993] AdvAcc:[0.984/0.959] +Epoch:[ 79][160|469] Time:[0.262/0.252] Loss:[0.028/0.024] AdvLoss:[0.132/0.123] Acc:[0.992/0.993] AdvAcc:[0.961/0.959] +Epoch:[ 79][170|469] Time:[0.227/0.217] Loss:[0.022/0.025] AdvLoss:[0.119/0.124] Acc:[0.992/0.993] AdvAcc:[0.977/0.959] +Epoch:[ 79][180|469] Time:[0.247/0.232] Loss:[0.031/0.025] AdvLoss:[0.128/0.123] Acc:[0.992/0.993] AdvAcc:[0.969/0.959] +Epoch:[ 79][190|469] Time:[0.257/0.247] Loss:[0.031/0.024] AdvLoss:[0.170/0.123] Acc:[0.984/0.993] AdvAcc:[0.945/0.959] +Epoch:[ 79][200|469] Time:[0.236/0.226] Loss:[0.023/0.025] AdvLoss:[0.116/0.123] Acc:[0.992/0.993] AdvAcc:[0.961/0.959] +Epoch:[ 79][210|469] Time:[0.238/0.228] Loss:[0.048/0.026] AdvLoss:[0.122/0.123] Acc:[0.984/0.993] AdvAcc:[0.945/0.958] +Epoch:[ 79][220|469] Time:[0.257/0.247] Loss:[0.020/0.025] AdvLoss:[0.110/0.123] Acc:[1.000/0.993] AdvAcc:[0.945/0.958] +Epoch:[ 79][230|469] Time:[0.234/0.220] Loss:[0.018/0.025] AdvLoss:[0.115/0.122] Acc:[0.992/0.993] AdvAcc:[0.938/0.958] +Epoch:[ 79][240|469] Time:[0.226/0.217] Loss:[0.018/0.025] AdvLoss:[0.140/0.123] Acc:[1.000/0.994] AdvAcc:[0.961/0.958] +Epoch:[ 79][250|469] Time:[0.259/0.249] Loss:[0.027/0.024] AdvLoss:[0.117/0.123] Acc:[0.992/0.994] AdvAcc:[0.977/0.959] +Epoch:[ 79][260|469] Time:[0.231/0.216] Loss:[0.020/0.025] AdvLoss:[0.095/0.122] Acc:[0.992/0.994] AdvAcc:[0.969/0.959] +Epoch:[ 79][270|469] Time:[0.235/0.220] Loss:[0.010/0.024] AdvLoss:[0.120/0.122] Acc:[1.000/0.994] AdvAcc:[0.953/0.959] +Epoch:[ 79][280|469] Time:[0.260/0.249] Loss:[0.018/0.024] AdvLoss:[0.094/0.121] Acc:[0.992/0.994] AdvAcc:[0.977/0.959] +Epoch:[ 79][290|469] Time:[0.230/0.217] Loss:[0.024/0.024] AdvLoss:[0.095/0.122] Acc:[0.992/0.994] AdvAcc:[0.969/0.959] +Epoch:[ 79][300|469] Time:[0.237/0.227] Loss:[0.033/0.024] AdvLoss:[0.171/0.121] Acc:[0.992/0.994] AdvAcc:[0.953/0.959] +Epoch:[ 79][310|469] Time:[0.241/0.222] Loss:[0.030/0.024] AdvLoss:[0.163/0.121] Acc:[0.984/0.994] AdvAcc:[0.938/0.959] +Epoch:[ 79][320|469] Time:[0.234/0.224] Loss:[0.009/0.024] AdvLoss:[0.075/0.121] Acc:[1.000/0.994] AdvAcc:[0.977/0.959] +Epoch:[ 79][330|469] Time:[0.255/0.246] Loss:[0.010/0.023] AdvLoss:[0.109/0.121] Acc:[1.000/0.994] AdvAcc:[0.938/0.959] +Epoch:[ 79][340|469] Time:[0.234/0.215] Loss:[0.013/0.023] AdvLoss:[0.086/0.122] Acc:[1.000/0.994] AdvAcc:[0.969/0.959] +Epoch:[ 79][350|469] Time:[0.236/0.214] Loss:[0.017/0.023] AdvLoss:[0.121/0.122] Acc:[1.000/0.994] AdvAcc:[0.969/0.959] +Epoch:[ 79][360|469] Time:[0.269/0.258] Loss:[0.015/0.023] AdvLoss:[0.096/0.122] Acc:[1.000/0.994] AdvAcc:[0.961/0.959] +Epoch:[ 79][370|469] Time:[0.232/0.223] Loss:[0.003/0.023] AdvLoss:[0.038/0.122] Acc:[1.000/0.994] AdvAcc:[0.992/0.959] +Epoch:[ 79][380|469] Time:[0.240/0.223] Loss:[0.019/0.023] AdvLoss:[0.147/0.122] Acc:[1.000/0.994] AdvAcc:[0.953/0.959] +Epoch:[ 79][390|469] Time:[0.252/0.242] Loss:[0.024/0.023] AdvLoss:[0.110/0.122] Acc:[0.992/0.994] AdvAcc:[0.977/0.959] +Epoch:[ 79][400|469] Time:[0.228/0.218] Loss:[0.010/0.022] AdvLoss:[0.102/0.122] Acc:[1.000/0.994] AdvAcc:[0.961/0.959] +Epoch:[ 79][410|469] Time:[0.239/0.213] Loss:[0.047/0.023] AdvLoss:[0.187/0.122] Acc:[0.977/0.994] AdvAcc:[0.922/0.959] +Epoch:[ 79][420|469] Time:[0.274/0.264] Loss:[0.008/0.022] AdvLoss:[0.047/0.122] Acc:[1.000/0.994] AdvAcc:[0.984/0.959] +Epoch:[ 79][430|469] Time:[0.220/0.211] Loss:[0.026/0.022] AdvLoss:[0.161/0.122] Acc:[1.000/0.995] AdvAcc:[0.930/0.959] +Epoch:[ 79][440|469] Time:[0.261/0.253] Loss:[0.012/0.022] AdvLoss:[0.117/0.122] Acc:[1.000/0.995] AdvAcc:[0.945/0.959] +Epoch:[ 79][450|469] Time:[0.239/0.222] Loss:[0.023/0.022] AdvLoss:[0.162/0.123] Acc:[0.992/0.995] AdvAcc:[0.945/0.958] +Epoch:[ 79][460|469] Time:[0.245/0.229] Loss:[0.012/0.022] AdvLoss:[0.092/0.122] Acc:[1.000/0.995] AdvAcc:[0.969/0.958] +epoch 79 evaluated +natural accuracy: 0.9898 +adversarial accuracy: 0.9449 +Epoch:[ 80][ 10|469] Time:[0.245/0.235] Loss:[0.017/0.020] AdvLoss:[0.090/0.122] Acc:[0.992/0.996] AdvAcc:[0.969/0.961] +Epoch:[ 80][ 20|469] Time:[0.238/0.225] Loss:[0.018/0.017] AdvLoss:[0.101/0.108] Acc:[0.992/0.996] AdvAcc:[0.945/0.963] +Epoch:[ 80][ 30|469] Time:[0.242/0.221] Loss:[0.006/0.018] AdvLoss:[0.053/0.108] Acc:[1.000/0.996] AdvAcc:[0.984/0.963] +Epoch:[ 80][ 40|469] Time:[0.284/0.275] Loss:[0.019/0.018] AdvLoss:[0.106/0.110] Acc:[1.000/0.997] AdvAcc:[0.961/0.963] +Epoch:[ 80][ 50|469] Time:[0.254/0.226] Loss:[0.024/0.023] AdvLoss:[0.115/0.113] Acc:[1.000/0.995] AdvAcc:[0.961/0.963] +Epoch:[ 80][ 60|469] Time:[0.250/0.230] Loss:[0.010/0.023] AdvLoss:[0.056/0.114] Acc:[1.000/0.995] AdvAcc:[0.984/0.963] +Epoch:[ 80][ 70|469] Time:[0.258/0.249] Loss:[0.025/0.023] AdvLoss:[0.109/0.113] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 80][ 80|469] Time:[0.263/0.252] Loss:[0.022/0.023] AdvLoss:[0.117/0.112] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 80][ 90|469] Time:[0.248/0.238] Loss:[0.022/0.022] AdvLoss:[0.116/0.112] Acc:[0.992/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 80][100|469] Time:[0.256/0.246] Loss:[0.014/0.021] AdvLoss:[0.082/0.113] Acc:[0.992/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 80][110|469] Time:[0.249/0.223] Loss:[0.019/0.022] AdvLoss:[0.090/0.113] Acc:[0.992/0.994] AdvAcc:[0.969/0.963] +Epoch:[ 80][120|469] Time:[0.258/0.232] Loss:[0.017/0.021] AdvLoss:[0.094/0.112] Acc:[1.000/0.995] AdvAcc:[0.977/0.963] +Epoch:[ 80][130|469] Time:[0.246/0.236] Loss:[0.035/0.022] AdvLoss:[0.110/0.112] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 80][140|469] Time:[0.231/0.209] Loss:[0.025/0.023] AdvLoss:[0.138/0.113] Acc:[0.992/0.994] AdvAcc:[0.945/0.963] +Epoch:[ 80][150|469] Time:[0.229/0.212] Loss:[0.024/0.023] AdvLoss:[0.101/0.112] Acc:[0.984/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 80][160|469] Time:[0.267/0.237] Loss:[0.007/0.022] AdvLoss:[0.089/0.113] Acc:[1.000/0.994] AdvAcc:[0.984/0.963] +Epoch:[ 80][170|469] Time:[0.233/0.219] Loss:[0.012/0.021] AdvLoss:[0.091/0.114] Acc:[1.000/0.994] AdvAcc:[0.953/0.962] +Epoch:[ 80][180|469] Time:[0.234/0.224] Loss:[0.013/0.021] AdvLoss:[0.130/0.113] Acc:[1.000/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 80][190|469] Time:[0.235/0.221] Loss:[0.007/0.021] AdvLoss:[0.056/0.113] Acc:[1.000/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 80][200|469] Time:[0.238/0.222] Loss:[0.025/0.022] AdvLoss:[0.152/0.113] Acc:[0.992/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 80][210|469] Time:[0.241/0.231] Loss:[0.008/0.022] AdvLoss:[0.057/0.114] Acc:[1.000/0.994] AdvAcc:[0.992/0.963] +Epoch:[ 80][220|469] Time:[0.245/0.235] Loss:[0.018/0.022] AdvLoss:[0.101/0.114] Acc:[1.000/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 80][230|469] Time:[0.254/0.231] Loss:[0.016/0.021] AdvLoss:[0.109/0.114] Acc:[1.000/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 80][240|469] Time:[0.264/0.254] Loss:[0.017/0.021] AdvLoss:[0.106/0.114] Acc:[1.000/0.995] AdvAcc:[0.953/0.962] +Epoch:[ 80][250|469] Time:[0.243/0.221] Loss:[0.035/0.021] AdvLoss:[0.142/0.114] Acc:[0.992/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 80][260|469] Time:[0.245/0.224] Loss:[0.010/0.021] AdvLoss:[0.060/0.114] Acc:[1.000/0.995] AdvAcc:[0.984/0.963] +Epoch:[ 80][270|469] Time:[0.255/0.244] Loss:[0.025/0.021] AdvLoss:[0.114/0.113] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 80][280|469] Time:[0.248/0.225] Loss:[0.044/0.021] AdvLoss:[0.183/0.113] Acc:[0.984/0.995] AdvAcc:[0.914/0.963] +Epoch:[ 80][290|469] Time:[0.225/0.214] Loss:[0.021/0.021] AdvLoss:[0.107/0.113] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 80][300|469] Time:[0.246/0.236] Loss:[0.007/0.021] AdvLoss:[0.054/0.113] Acc:[1.000/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 80][310|469] Time:[0.245/0.218] Loss:[0.039/0.021] AdvLoss:[0.149/0.113] Acc:[0.984/0.995] AdvAcc:[0.938/0.963] +Epoch:[ 80][320|469] Time:[0.241/0.219] Loss:[0.017/0.022] AdvLoss:[0.088/0.113] Acc:[0.992/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 80][330|469] Time:[0.247/0.237] Loss:[0.016/0.021] AdvLoss:[0.114/0.114] Acc:[1.000/0.995] AdvAcc:[0.961/0.963] +Epoch:[ 80][340|469] Time:[0.230/0.221] Loss:[0.022/0.021] AdvLoss:[0.140/0.113] Acc:[1.000/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 80][350|469] Time:[0.233/0.224] Loss:[0.036/0.021] AdvLoss:[0.170/0.113] Acc:[0.984/0.995] AdvAcc:[0.945/0.963] +Epoch:[ 80][360|469] Time:[0.267/0.256] Loss:[0.025/0.021] AdvLoss:[0.185/0.113] Acc:[1.000/0.995] AdvAcc:[0.898/0.963] +Epoch:[ 80][370|469] Time:[0.248/0.221] Loss:[0.007/0.021] AdvLoss:[0.065/0.113] Acc:[1.000/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 80][380|469] Time:[0.222/0.212] Loss:[0.019/0.021] AdvLoss:[0.146/0.113] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 80][390|469] Time:[0.235/0.223] Loss:[0.050/0.021] AdvLoss:[0.177/0.113] Acc:[0.984/0.995] AdvAcc:[0.930/0.963] +Epoch:[ 80][400|469] Time:[0.241/0.231] Loss:[0.009/0.021] AdvLoss:[0.057/0.112] Acc:[1.000/0.995] AdvAcc:[0.984/0.963] +Epoch:[ 80][410|469] Time:[0.253/0.244] Loss:[0.010/0.021] AdvLoss:[0.067/0.112] Acc:[1.000/0.995] AdvAcc:[0.984/0.963] +Epoch:[ 80][420|469] Time:[0.230/0.220] Loss:[0.048/0.021] AdvLoss:[0.191/0.112] Acc:[0.984/0.995] AdvAcc:[0.938/0.963] +Epoch:[ 80][430|469] Time:[0.247/0.219] Loss:[0.011/0.021] AdvLoss:[0.056/0.113] Acc:[1.000/0.995] AdvAcc:[0.977/0.963] +Epoch:[ 80][440|469] Time:[0.248/0.238] Loss:[0.014/0.021] AdvLoss:[0.080/0.113] Acc:[0.992/0.995] AdvAcc:[0.977/0.963] +Epoch:[ 80][450|469] Time:[0.225/0.213] Loss:[0.004/0.020] AdvLoss:[0.043/0.113] Acc:[1.000/0.995] AdvAcc:[1.000/0.963] +Epoch:[ 80][460|469] Time:[0.238/0.211] Loss:[0.055/0.021] AdvLoss:[0.179/0.113] Acc:[0.984/0.995] AdvAcc:[0.945/0.963] +Epoch:[ 81][ 10|469] Time:[0.236/0.209] Loss:[0.014/0.011] AdvLoss:[0.111/0.106] Acc:[1.000/1.000] AdvAcc:[0.969/0.967] +Epoch:[ 81][ 20|469] Time:[0.234/0.210] Loss:[0.016/0.017] AdvLoss:[0.111/0.110] Acc:[1.000/0.998] AdvAcc:[0.977/0.965] +Epoch:[ 81][ 30|469] Time:[0.288/0.258] Loss:[0.021/0.017] AdvLoss:[0.120/0.116] Acc:[1.000/0.999] AdvAcc:[0.969/0.963] +Epoch:[ 81][ 40|469] Time:[0.228/0.219] Loss:[0.021/0.023] AdvLoss:[0.110/0.113] Acc:[0.992/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 81][ 50|469] Time:[0.243/0.233] Loss:[0.020/0.021] AdvLoss:[0.094/0.112] Acc:[1.000/0.996] AdvAcc:[0.961/0.966] +Epoch:[ 81][ 60|469] Time:[0.232/0.223] Loss:[0.033/0.022] AdvLoss:[0.154/0.112] Acc:[0.992/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 81][ 70|469] Time:[0.234/0.217] Loss:[0.046/0.023] AdvLoss:[0.153/0.111] Acc:[0.984/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 81][ 80|469] Time:[0.240/0.230] Loss:[0.013/0.021] AdvLoss:[0.069/0.111] Acc:[1.000/0.996] AdvAcc:[0.984/0.965] +Epoch:[ 81][ 90|469] Time:[0.248/0.225] Loss:[0.025/0.021] AdvLoss:[0.111/0.109] Acc:[0.992/0.996] AdvAcc:[0.977/0.965] +Epoch:[ 81][100|469] Time:[0.281/0.259] Loss:[0.013/0.020] AdvLoss:[0.099/0.108] Acc:[0.992/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 81][110|469] Time:[0.254/0.245] Loss:[0.028/0.021] AdvLoss:[0.133/0.110] Acc:[0.984/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 81][120|469] Time:[0.232/0.222] Loss:[0.013/0.021] AdvLoss:[0.130/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 81][130|469] Time:[0.233/0.220] Loss:[0.008/0.020] AdvLoss:[0.074/0.112] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 81][140|469] Time:[0.279/0.268] Loss:[0.006/0.020] AdvLoss:[0.077/0.113] Acc:[1.000/0.996] AdvAcc:[0.977/0.963] +Epoch:[ 81][150|469] Time:[0.238/0.221] Loss:[0.012/0.020] AdvLoss:[0.079/0.113] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 81][160|469] Time:[0.225/0.216] Loss:[0.027/0.020] AdvLoss:[0.108/0.113] Acc:[0.992/0.996] AdvAcc:[0.961/0.963] +Epoch:[ 81][170|469] Time:[0.272/0.251] Loss:[0.007/0.019] AdvLoss:[0.049/0.113] Acc:[1.000/0.996] AdvAcc:[0.984/0.964] +Epoch:[ 81][180|469] Time:[0.240/0.229] Loss:[0.012/0.020] AdvLoss:[0.094/0.111] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 81][190|469] Time:[0.247/0.238] Loss:[0.023/0.020] AdvLoss:[0.099/0.111] Acc:[0.992/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 81][200|469] Time:[0.241/0.229] Loss:[0.010/0.019] AdvLoss:[0.083/0.110] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 81][210|469] Time:[0.231/0.221] Loss:[0.017/0.020] AdvLoss:[0.101/0.110] Acc:[0.992/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 81][220|469] Time:[0.255/0.245] Loss:[0.018/0.020] AdvLoss:[0.136/0.110] Acc:[1.000/0.995] AdvAcc:[0.938/0.964] +Epoch:[ 81][230|469] Time:[0.248/0.220] Loss:[0.013/0.019] AdvLoss:[0.107/0.110] Acc:[0.992/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 81][240|469] Time:[0.250/0.221] Loss:[0.009/0.019] AdvLoss:[0.095/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 81][250|469] Time:[0.251/0.241] Loss:[0.012/0.019] AdvLoss:[0.082/0.109] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 81][260|469] Time:[0.241/0.216] Loss:[0.036/0.020] AdvLoss:[0.136/0.109] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 81][270|469] Time:[0.243/0.218] Loss:[0.015/0.020] AdvLoss:[0.094/0.109] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 81][280|469] Time:[0.270/0.260] Loss:[0.052/0.021] AdvLoss:[0.135/0.110] Acc:[0.984/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 81][290|469] Time:[0.240/0.216] Loss:[0.034/0.021] AdvLoss:[0.113/0.110] Acc:[0.992/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 81][300|469] Time:[0.227/0.211] Loss:[0.016/0.021] AdvLoss:[0.063/0.110] Acc:[0.992/0.994] AdvAcc:[0.992/0.964] +Epoch:[ 81][310|469] Time:[0.254/0.244] Loss:[0.020/0.021] AdvLoss:[0.105/0.110] Acc:[0.992/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 81][320|469] Time:[0.233/0.223] Loss:[0.009/0.021] AdvLoss:[0.064/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 81][330|469] Time:[0.224/0.214] Loss:[0.041/0.021] AdvLoss:[0.124/0.110] Acc:[0.977/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 81][340|469] Time:[0.255/0.229] Loss:[0.011/0.021] AdvLoss:[0.108/0.110] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 81][350|469] Time:[0.233/0.214] Loss:[0.017/0.021] AdvLoss:[0.134/0.109] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 81][360|469] Time:[0.243/0.234] Loss:[0.032/0.021] AdvLoss:[0.166/0.110] Acc:[0.984/0.994] AdvAcc:[0.945/0.964] +Epoch:[ 81][370|469] Time:[0.222/0.213] Loss:[0.016/0.021] AdvLoss:[0.082/0.109] Acc:[1.000/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 81][380|469] Time:[0.248/0.226] Loss:[0.036/0.021] AdvLoss:[0.155/0.109] Acc:[0.984/0.994] AdvAcc:[0.945/0.964] +Epoch:[ 81][390|469] Time:[0.273/0.260] Loss:[0.026/0.021] AdvLoss:[0.096/0.110] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 81][400|469] Time:[0.238/0.213] Loss:[0.014/0.021] AdvLoss:[0.102/0.110] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 81][410|469] Time:[0.251/0.222] Loss:[0.010/0.021] AdvLoss:[0.078/0.109] Acc:[1.000/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 81][420|469] Time:[0.279/0.269] Loss:[0.020/0.021] AdvLoss:[0.105/0.110] Acc:[0.992/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 81][430|469] Time:[0.243/0.215] Loss:[0.052/0.021] AdvLoss:[0.202/0.110] Acc:[0.984/0.994] AdvAcc:[0.922/0.964] +Epoch:[ 81][440|469] Time:[0.229/0.220] Loss:[0.015/0.022] AdvLoss:[0.081/0.110] Acc:[1.000/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 81][450|469] Time:[0.250/0.239] Loss:[0.018/0.022] AdvLoss:[0.118/0.110] Acc:[1.000/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 81][460|469] Time:[0.242/0.229] Loss:[0.027/0.022] AdvLoss:[0.166/0.110] Acc:[0.992/0.994] AdvAcc:[0.938/0.964] +Epoch:[ 82][ 10|469] Time:[0.290/0.280] Loss:[0.049/0.029] AdvLoss:[0.181/0.128] Acc:[0.984/0.992] AdvAcc:[0.945/0.959] +Epoch:[ 82][ 20|469] Time:[0.231/0.221] Loss:[0.019/0.022] AdvLoss:[0.096/0.118] Acc:[0.992/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 82][ 30|469] Time:[0.239/0.218] Loss:[0.021/0.025] AdvLoss:[0.105/0.115] Acc:[0.992/0.992] AdvAcc:[0.961/0.962] +Epoch:[ 82][ 40|469] Time:[0.257/0.247] Loss:[0.011/0.021] AdvLoss:[0.071/0.114] Acc:[1.000/0.994] AdvAcc:[0.984/0.962] +Epoch:[ 82][ 50|469] Time:[0.261/0.248] Loss:[0.005/0.019] AdvLoss:[0.056/0.112] Acc:[1.000/0.995] AdvAcc:[0.984/0.963] +Epoch:[ 82][ 60|469] Time:[0.219/0.209] Loss:[0.010/0.019] AdvLoss:[0.112/0.108] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 82][ 70|469] Time:[0.281/0.249] Loss:[0.008/0.022] AdvLoss:[0.057/0.107] Acc:[1.000/0.994] AdvAcc:[0.992/0.965] +Epoch:[ 82][ 80|469] Time:[0.229/0.220] Loss:[0.036/0.024] AdvLoss:[0.152/0.110] Acc:[0.984/0.993] AdvAcc:[0.930/0.964] +Epoch:[ 82][ 90|469] Time:[0.223/0.213] Loss:[0.041/0.024] AdvLoss:[0.157/0.112] Acc:[0.984/0.993] AdvAcc:[0.938/0.963] +Epoch:[ 82][100|469] Time:[0.236/0.210] Loss:[0.016/0.024] AdvLoss:[0.093/0.112] Acc:[0.992/0.993] AdvAcc:[0.977/0.963] +Epoch:[ 82][110|469] Time:[0.247/0.220] Loss:[0.016/0.023] AdvLoss:[0.116/0.113] Acc:[0.992/0.993] AdvAcc:[0.961/0.963] +Epoch:[ 82][120|469] Time:[0.254/0.244] Loss:[0.018/0.023] AdvLoss:[0.106/0.111] Acc:[0.992/0.993] AdvAcc:[0.961/0.963] +Epoch:[ 82][130|469] Time:[0.237/0.208] Loss:[0.012/0.022] AdvLoss:[0.115/0.111] Acc:[1.000/0.994] AdvAcc:[0.930/0.963] +Epoch:[ 82][140|469] Time:[0.240/0.223] Loss:[0.028/0.022] AdvLoss:[0.113/0.112] Acc:[0.992/0.994] AdvAcc:[0.953/0.963] +Epoch:[ 82][150|469] Time:[0.256/0.246] Loss:[0.013/0.022] AdvLoss:[0.100/0.112] Acc:[1.000/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 82][160|469] Time:[0.260/0.250] Loss:[0.031/0.022] AdvLoss:[0.152/0.112] Acc:[0.984/0.993] AdvAcc:[0.945/0.963] +Epoch:[ 82][170|469] Time:[0.219/0.210] Loss:[0.008/0.021] AdvLoss:[0.079/0.112] Acc:[1.000/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 82][180|469] Time:[0.294/0.281] Loss:[0.010/0.020] AdvLoss:[0.074/0.111] Acc:[1.000/0.994] AdvAcc:[0.969/0.963] +Epoch:[ 82][190|469] Time:[0.237/0.222] Loss:[0.040/0.021] AdvLoss:[0.127/0.111] Acc:[0.984/0.994] AdvAcc:[0.969/0.963] +Epoch:[ 82][200|469] Time:[0.245/0.216] Loss:[0.013/0.021] AdvLoss:[0.100/0.111] Acc:[1.000/0.994] AdvAcc:[0.953/0.963] +Epoch:[ 82][210|469] Time:[0.240/0.231] Loss:[0.012/0.021] AdvLoss:[0.101/0.110] Acc:[1.000/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 82][220|469] Time:[0.239/0.225] Loss:[0.044/0.021] AdvLoss:[0.145/0.110] Acc:[0.984/0.994] AdvAcc:[0.945/0.964] +Epoch:[ 82][230|469] Time:[0.241/0.207] Loss:[0.023/0.022] AdvLoss:[0.095/0.110] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 82][240|469] Time:[0.253/0.243] Loss:[0.032/0.022] AdvLoss:[0.135/0.111] Acc:[0.984/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 82][250|469] Time:[0.236/0.211] Loss:[0.058/0.023] AdvLoss:[0.167/0.111] Acc:[0.992/0.994] AdvAcc:[0.945/0.963] +Epoch:[ 82][260|469] Time:[0.220/0.208] Loss:[0.021/0.023] AdvLoss:[0.123/0.110] Acc:[1.000/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 82][270|469] Time:[0.263/0.253] Loss:[0.009/0.022] AdvLoss:[0.070/0.111] Acc:[1.000/0.994] AdvAcc:[0.984/0.963] +Epoch:[ 82][280|469] Time:[0.240/0.216] Loss:[0.050/0.023] AdvLoss:[0.142/0.111] Acc:[0.984/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 82][290|469] Time:[0.236/0.211] Loss:[0.020/0.023] AdvLoss:[0.107/0.111] Acc:[1.000/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 82][300|469] Time:[0.266/0.256] Loss:[0.017/0.023] AdvLoss:[0.112/0.111] Acc:[1.000/0.994] AdvAcc:[0.945/0.963] +Epoch:[ 82][310|469] Time:[0.233/0.220] Loss:[0.049/0.023] AdvLoss:[0.163/0.111] Acc:[0.984/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 82][320|469] Time:[0.246/0.236] Loss:[0.018/0.023] AdvLoss:[0.130/0.111] Acc:[1.000/0.994] AdvAcc:[0.938/0.963] +Epoch:[ 82][330|469] Time:[0.272/0.256] Loss:[0.016/0.023] AdvLoss:[0.074/0.111] Acc:[0.992/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 82][340|469] Time:[0.218/0.209] Loss:[0.009/0.023] AdvLoss:[0.062/0.111] Acc:[1.000/0.994] AdvAcc:[0.984/0.964] +Epoch:[ 82][350|469] Time:[0.233/0.223] Loss:[0.015/0.023] AdvLoss:[0.098/0.111] Acc:[1.000/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 82][360|469] Time:[0.230/0.213] Loss:[0.007/0.022] AdvLoss:[0.070/0.111] Acc:[1.000/0.994] AdvAcc:[0.984/0.964] +Epoch:[ 82][370|469] Time:[0.246/0.217] Loss:[0.020/0.022] AdvLoss:[0.089/0.111] Acc:[0.992/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 82][380|469] Time:[0.271/0.261] Loss:[0.016/0.022] AdvLoss:[0.097/0.111] Acc:[1.000/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 82][390|469] Time:[0.248/0.220] Loss:[0.015/0.022] AdvLoss:[0.098/0.111] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 82][400|469] Time:[0.249/0.219] Loss:[0.010/0.022] AdvLoss:[0.081/0.110] Acc:[1.000/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 82][410|469] Time:[0.254/0.244] Loss:[0.054/0.022] AdvLoss:[0.155/0.110] Acc:[0.984/0.994] AdvAcc:[0.938/0.964] +Epoch:[ 82][420|469] Time:[0.221/0.211] Loss:[0.030/0.022] AdvLoss:[0.122/0.110] Acc:[0.992/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 82][430|469] Time:[0.234/0.214] Loss:[0.048/0.023] AdvLoss:[0.154/0.111] Acc:[0.984/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 82][440|469] Time:[0.261/0.251] Loss:[0.023/0.023] AdvLoss:[0.081/0.110] Acc:[0.992/0.994] AdvAcc:[0.984/0.964] +Epoch:[ 82][450|469] Time:[0.239/0.212] Loss:[0.023/0.023] AdvLoss:[0.121/0.110] Acc:[0.992/0.994] AdvAcc:[0.945/0.964] +Epoch:[ 82][460|469] Time:[0.221/0.211] Loss:[0.025/0.023] AdvLoss:[0.106/0.110] Acc:[0.992/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 83][ 10|469] Time:[0.237/0.214] Loss:[0.028/0.078] AdvLoss:[0.163/0.117] Acc:[0.992/0.984] AdvAcc:[0.930/0.968] +Epoch:[ 83][ 20|469] Time:[0.227/0.217] Loss:[0.023/0.050] AdvLoss:[0.080/0.109] Acc:[0.992/0.988] AdvAcc:[0.984/0.969] +Epoch:[ 83][ 30|469] Time:[0.267/0.258] Loss:[0.010/0.037] AdvLoss:[0.080/0.105] Acc:[1.000/0.992] AdvAcc:[0.969/0.970] +Epoch:[ 83][ 40|469] Time:[0.231/0.212] Loss:[0.025/0.032] AdvLoss:[0.139/0.104] Acc:[0.992/0.993] AdvAcc:[0.945/0.969] +Epoch:[ 83][ 50|469] Time:[0.227/0.217] Loss:[0.014/0.028] AdvLoss:[0.114/0.105] Acc:[1.000/0.994] AdvAcc:[0.961/0.968] +Epoch:[ 83][ 60|469] Time:[0.240/0.218] Loss:[0.026/0.027] AdvLoss:[0.131/0.109] Acc:[0.992/0.994] AdvAcc:[0.945/0.966] +Epoch:[ 83][ 70|469] Time:[0.225/0.211] Loss:[0.008/0.024] AdvLoss:[0.067/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 83][ 80|469] Time:[0.236/0.226] Loss:[0.031/0.024] AdvLoss:[0.125/0.110] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 83][ 90|469] Time:[0.224/0.209] Loss:[0.019/0.024] AdvLoss:[0.110/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 83][100|469] Time:[0.246/0.235] Loss:[0.011/0.022] AdvLoss:[0.084/0.111] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 83][110|469] Time:[0.256/0.246] Loss:[0.076/0.025] AdvLoss:[0.192/0.113] Acc:[0.977/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 83][120|469] Time:[0.217/0.209] Loss:[0.008/0.023] AdvLoss:[0.064/0.112] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 83][130|469] Time:[0.238/0.226] Loss:[0.028/0.023] AdvLoss:[0.093/0.112] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 83][140|469] Time:[0.251/0.241] Loss:[0.015/0.022] AdvLoss:[0.102/0.111] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 83][150|469] Time:[0.224/0.210] Loss:[0.010/0.022] AdvLoss:[0.100/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 83][160|469] Time:[0.233/0.212] Loss:[0.059/0.022] AdvLoss:[0.221/0.111] Acc:[0.984/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 83][170|469] Time:[0.257/0.239] Loss:[0.006/0.022] AdvLoss:[0.038/0.111] Acc:[1.000/0.995] AdvAcc:[0.992/0.964] +Epoch:[ 83][180|469] Time:[0.254/0.244] Loss:[0.017/0.022] AdvLoss:[0.095/0.111] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 83][190|469] Time:[0.257/0.247] Loss:[0.010/0.022] AdvLoss:[0.084/0.110] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 83][200|469] Time:[0.230/0.213] Loss:[0.023/0.022] AdvLoss:[0.105/0.111] Acc:[0.992/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 83][210|469] Time:[0.259/0.231] Loss:[0.012/0.022] AdvLoss:[0.101/0.111] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 83][220|469] Time:[0.253/0.243] Loss:[0.025/0.022] AdvLoss:[0.104/0.111] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 83][230|469] Time:[0.227/0.216] Loss:[0.026/0.022] AdvLoss:[0.147/0.111] Acc:[0.992/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 83][240|469] Time:[0.234/0.208] Loss:[0.020/0.022] AdvLoss:[0.153/0.111] Acc:[1.000/0.995] AdvAcc:[0.930/0.964] +Epoch:[ 83][250|469] Time:[0.288/0.269] Loss:[0.015/0.021] AdvLoss:[0.115/0.111] Acc:[0.992/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 83][260|469] Time:[0.230/0.220] Loss:[0.013/0.021] AdvLoss:[0.107/0.111] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 83][270|469] Time:[0.229/0.218] Loss:[0.019/0.021] AdvLoss:[0.132/0.112] Acc:[1.000/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 83][280|469] Time:[0.223/0.209] Loss:[0.093/0.022] AdvLoss:[0.253/0.113] Acc:[0.961/0.995] AdvAcc:[0.938/0.963] +Epoch:[ 83][290|469] Time:[0.229/0.209] Loss:[0.023/0.022] AdvLoss:[0.116/0.113] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 83][300|469] Time:[0.255/0.244] Loss:[0.018/0.022] AdvLoss:[0.101/0.112] Acc:[1.000/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 83][310|469] Time:[0.236/0.217] Loss:[0.011/0.023] AdvLoss:[0.096/0.113] Acc:[1.000/0.994] AdvAcc:[0.969/0.963] +Epoch:[ 83][320|469] Time:[0.248/0.224] Loss:[0.009/0.022] AdvLoss:[0.064/0.112] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 83][330|469] Time:[0.266/0.256] Loss:[0.004/0.022] AdvLoss:[0.044/0.111] Acc:[1.000/0.995] AdvAcc:[0.992/0.964] +Epoch:[ 83][340|469] Time:[0.231/0.212] Loss:[0.007/0.022] AdvLoss:[0.061/0.111] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 83][350|469] Time:[0.244/0.235] Loss:[0.005/0.022] AdvLoss:[0.062/0.110] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 83][360|469] Time:[0.231/0.209] Loss:[0.043/0.022] AdvLoss:[0.157/0.110] Acc:[0.984/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 83][370|469] Time:[0.236/0.219] Loss:[0.013/0.022] AdvLoss:[0.081/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 83][380|469] Time:[0.254/0.244] Loss:[0.013/0.021] AdvLoss:[0.126/0.110] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 83][390|469] Time:[0.225/0.215] Loss:[0.009/0.021] AdvLoss:[0.072/0.110] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 83][400|469] Time:[0.232/0.213] Loss:[0.016/0.021] AdvLoss:[0.136/0.110] Acc:[1.000/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 83][410|469] Time:[0.250/0.240] Loss:[0.016/0.021] AdvLoss:[0.110/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 83][420|469] Time:[0.242/0.216] Loss:[0.017/0.021] AdvLoss:[0.113/0.109] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 83][430|469] Time:[0.232/0.218] Loss:[0.008/0.020] AdvLoss:[0.061/0.110] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 83][440|469] Time:[0.273/0.260] Loss:[0.033/0.020] AdvLoss:[0.119/0.110] Acc:[0.984/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 83][450|469] Time:[0.222/0.212] Loss:[0.041/0.021] AdvLoss:[0.123/0.110] Acc:[0.977/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 83][460|469] Time:[0.224/0.215] Loss:[0.020/0.021] AdvLoss:[0.114/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 84][ 10|469] Time:[0.254/0.227] Loss:[0.028/0.025] AdvLoss:[0.110/0.107] Acc:[0.992/0.992] AdvAcc:[0.961/0.959] +Epoch:[ 84][ 20|469] Time:[0.250/0.240] Loss:[0.113/0.049] AdvLoss:[0.319/0.120] Acc:[0.961/0.984] AdvAcc:[0.898/0.957] +Epoch:[ 84][ 30|469] Time:[0.229/0.213] Loss:[0.035/0.044] AdvLoss:[0.148/0.119] Acc:[0.992/0.987] AdvAcc:[0.953/0.957] +Epoch:[ 84][ 40|469] Time:[0.239/0.215] Loss:[0.024/0.038] AdvLoss:[0.097/0.117] Acc:[0.992/0.989] AdvAcc:[0.969/0.959] +Epoch:[ 84][ 50|469] Time:[0.258/0.248] Loss:[0.011/0.034] AdvLoss:[0.084/0.115] Acc:[1.000/0.991] AdvAcc:[0.977/0.960] +Epoch:[ 84][ 60|469] Time:[0.236/0.211] Loss:[0.005/0.033] AdvLoss:[0.057/0.115] Acc:[1.000/0.991] AdvAcc:[0.992/0.961] +Epoch:[ 84][ 70|469] Time:[0.240/0.220] Loss:[0.008/0.031] AdvLoss:[0.088/0.113] Acc:[1.000/0.992] AdvAcc:[0.969/0.962] +Epoch:[ 84][ 80|469] Time:[0.262/0.253] Loss:[0.007/0.029] AdvLoss:[0.055/0.113] Acc:[1.000/0.993] AdvAcc:[0.992/0.962] +Epoch:[ 84][ 90|469] Time:[0.226/0.213] Loss:[0.007/0.027] AdvLoss:[0.050/0.111] Acc:[1.000/0.993] AdvAcc:[0.984/0.964] +Epoch:[ 84][100|469] Time:[0.233/0.222] Loss:[0.017/0.026] AdvLoss:[0.109/0.110] Acc:[1.000/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 84][110|469] Time:[0.263/0.247] Loss:[0.014/0.026] AdvLoss:[0.107/0.111] Acc:[1.000/0.994] AdvAcc:[0.945/0.963] +Epoch:[ 84][120|469] Time:[0.220/0.211] Loss:[0.029/0.025] AdvLoss:[0.137/0.112] Acc:[0.992/0.994] AdvAcc:[0.938/0.963] +Epoch:[ 84][130|469] Time:[0.253/0.243] Loss:[0.012/0.024] AdvLoss:[0.095/0.111] Acc:[1.000/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 84][140|469] Time:[0.241/0.213] Loss:[0.020/0.024] AdvLoss:[0.113/0.111] Acc:[1.000/0.994] AdvAcc:[0.953/0.963] +Epoch:[ 84][150|469] Time:[0.250/0.237] Loss:[0.021/0.024] AdvLoss:[0.186/0.111] Acc:[1.000/0.995] AdvAcc:[0.922/0.963] +Epoch:[ 84][160|469] Time:[0.254/0.244] Loss:[0.024/0.023] AdvLoss:[0.135/0.111] Acc:[0.992/0.995] AdvAcc:[0.969/0.963] +Epoch:[ 84][170|469] Time:[0.252/0.224] Loss:[0.015/0.023] AdvLoss:[0.108/0.110] Acc:[0.992/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 84][180|469] Time:[0.241/0.222] Loss:[0.012/0.023] AdvLoss:[0.094/0.110] Acc:[1.000/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 84][190|469] Time:[0.246/0.236] Loss:[0.025/0.023] AdvLoss:[0.098/0.110] Acc:[0.992/0.994] AdvAcc:[0.969/0.963] +Epoch:[ 84][200|469] Time:[0.254/0.237] Loss:[0.005/0.023] AdvLoss:[0.040/0.111] Acc:[1.000/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 84][210|469] Time:[0.225/0.216] Loss:[0.005/0.022] AdvLoss:[0.052/0.110] Acc:[1.000/0.995] AdvAcc:[1.000/0.963] +Epoch:[ 84][220|469] Time:[0.273/0.256] Loss:[0.067/0.023] AdvLoss:[0.217/0.111] Acc:[0.969/0.994] AdvAcc:[0.945/0.963] +Epoch:[ 84][230|469] Time:[0.233/0.219] Loss:[0.021/0.023] AdvLoss:[0.085/0.111] Acc:[0.984/0.994] AdvAcc:[0.984/0.963] +Epoch:[ 84][240|469] Time:[0.221/0.208] Loss:[0.005/0.022] AdvLoss:[0.044/0.110] Acc:[1.000/0.994] AdvAcc:[0.984/0.963] +Epoch:[ 84][250|469] Time:[0.253/0.227] Loss:[0.039/0.023] AdvLoss:[0.147/0.110] Acc:[0.992/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 84][260|469] Time:[0.232/0.214] Loss:[0.041/0.023] AdvLoss:[0.169/0.110] Acc:[0.992/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 84][270|469] Time:[0.273/0.261] Loss:[0.020/0.023] AdvLoss:[0.162/0.111] Acc:[1.000/0.994] AdvAcc:[0.938/0.963] +Epoch:[ 84][280|469] Time:[0.228/0.210] Loss:[0.012/0.023] AdvLoss:[0.082/0.110] Acc:[1.000/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 84][290|469] Time:[0.227/0.218] Loss:[0.015/0.023] AdvLoss:[0.104/0.111] Acc:[1.000/0.994] AdvAcc:[0.961/0.963] +Epoch:[ 84][300|469] Time:[0.258/0.246] Loss:[0.010/0.023] AdvLoss:[0.086/0.111] Acc:[1.000/0.994] AdvAcc:[0.969/0.963] +Epoch:[ 84][310|469] Time:[0.238/0.222] Loss:[0.006/0.023] AdvLoss:[0.077/0.111] Acc:[1.000/0.994] AdvAcc:[0.984/0.963] +Epoch:[ 84][320|469] Time:[0.243/0.221] Loss:[0.007/0.022] AdvLoss:[0.069/0.111] Acc:[1.000/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 84][330|469] Time:[0.260/0.250] Loss:[0.011/0.022] AdvLoss:[0.088/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.963] +Epoch:[ 84][340|469] Time:[0.232/0.222] Loss:[0.023/0.022] AdvLoss:[0.139/0.110] Acc:[0.992/0.995] AdvAcc:[0.945/0.963] +Epoch:[ 84][350|469] Time:[0.220/0.212] Loss:[0.019/0.021] AdvLoss:[0.131/0.111] Acc:[0.992/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 84][360|469] Time:[0.266/0.257] Loss:[0.013/0.021] AdvLoss:[0.086/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.963] +Epoch:[ 84][370|469] Time:[0.225/0.215] Loss:[0.024/0.021] AdvLoss:[0.116/0.111] Acc:[0.984/0.995] AdvAcc:[0.977/0.963] +Epoch:[ 84][380|469] Time:[0.221/0.211] Loss:[0.009/0.021] AdvLoss:[0.065/0.110] Acc:[1.000/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 84][390|469] Time:[0.260/0.234] Loss:[0.020/0.021] AdvLoss:[0.117/0.110] Acc:[0.992/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 84][400|469] Time:[0.248/0.238] Loss:[0.009/0.021] AdvLoss:[0.045/0.110] Acc:[1.000/0.995] AdvAcc:[0.992/0.964] +Epoch:[ 84][410|469] Time:[0.231/0.221] Loss:[0.014/0.021] AdvLoss:[0.106/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.963] +Epoch:[ 84][420|469] Time:[0.234/0.213] Loss:[0.008/0.020] AdvLoss:[0.084/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.963] +Epoch:[ 84][430|469] Time:[0.238/0.223] Loss:[0.058/0.021] AdvLoss:[0.163/0.110] Acc:[0.984/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 84][440|469] Time:[0.259/0.249] Loss:[0.025/0.021] AdvLoss:[0.149/0.110] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 84][450|469] Time:[0.253/0.226] Loss:[0.044/0.021] AdvLoss:[0.139/0.110] Acc:[0.984/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 84][460|469] Time:[0.228/0.218] Loss:[0.014/0.021] AdvLoss:[0.098/0.110] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +epoch 84 evaluated +natural accuracy: 0.9901 +adversarial accuracy: 0.9443 +Epoch:[ 85][ 10|469] Time:[0.264/0.250] Loss:[0.008/0.013] AdvLoss:[0.074/0.114] Acc:[1.000/1.000] AdvAcc:[0.984/0.968] +Epoch:[ 85][ 20|469] Time:[0.248/0.220] Loss:[0.050/0.025] AdvLoss:[0.165/0.121] Acc:[0.977/0.992] AdvAcc:[0.953/0.961] +Epoch:[ 85][ 30|469] Time:[0.235/0.217] Loss:[0.006/0.023] AdvLoss:[0.050/0.117] Acc:[1.000/0.993] AdvAcc:[0.992/0.963] +Epoch:[ 85][ 40|469] Time:[0.273/0.260] Loss:[0.011/0.026] AdvLoss:[0.118/0.111] Acc:[1.000/0.992] AdvAcc:[0.945/0.965] +Epoch:[ 85][ 50|469] Time:[0.229/0.219] Loss:[0.019/0.027] AdvLoss:[0.092/0.111] Acc:[0.992/0.991] AdvAcc:[0.969/0.965] +Epoch:[ 85][ 60|469] Time:[0.217/0.208] Loss:[0.045/0.028] AdvLoss:[0.141/0.111] Acc:[0.992/0.992] AdvAcc:[0.961/0.964] +Epoch:[ 85][ 70|469] Time:[0.245/0.235] Loss:[0.008/0.025] AdvLoss:[0.056/0.110] Acc:[1.000/0.993] AdvAcc:[0.984/0.965] +Epoch:[ 85][ 80|469] Time:[0.233/0.220] Loss:[0.018/0.023] AdvLoss:[0.112/0.110] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 85][ 90|469] Time:[0.266/0.256] Loss:[0.010/0.022] AdvLoss:[0.059/0.111] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 85][100|469] Time:[0.232/0.216] Loss:[0.026/0.022] AdvLoss:[0.119/0.112] Acc:[0.984/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 85][110|469] Time:[0.250/0.218] Loss:[0.007/0.023] AdvLoss:[0.082/0.112] Acc:[1.000/0.994] AdvAcc:[0.984/0.964] +Epoch:[ 85][120|469] Time:[0.267/0.257] Loss:[0.015/0.022] AdvLoss:[0.112/0.112] Acc:[1.000/0.994] AdvAcc:[0.953/0.963] +Epoch:[ 85][130|469] Time:[0.232/0.211] Loss:[0.008/0.021] AdvLoss:[0.077/0.113] Acc:[1.000/0.995] AdvAcc:[0.977/0.962] +Epoch:[ 85][140|469] Time:[0.225/0.216] Loss:[0.013/0.021] AdvLoss:[0.102/0.113] Acc:[1.000/0.995] AdvAcc:[0.992/0.963] +Epoch:[ 85][150|469] Time:[0.246/0.235] Loss:[0.025/0.021] AdvLoss:[0.124/0.113] Acc:[0.984/0.995] AdvAcc:[0.977/0.963] +Epoch:[ 85][160|469] Time:[0.235/0.217] Loss:[0.015/0.020] AdvLoss:[0.099/0.113] Acc:[1.000/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 85][170|469] Time:[0.252/0.221] Loss:[0.008/0.020] AdvLoss:[0.092/0.113] Acc:[1.000/0.995] AdvAcc:[0.953/0.963] +Epoch:[ 85][180|469] Time:[0.261/0.251] Loss:[0.012/0.019] AdvLoss:[0.094/0.112] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 85][190|469] Time:[0.232/0.215] Loss:[0.005/0.019] AdvLoss:[0.054/0.111] Acc:[1.000/0.995] AdvAcc:[1.000/0.964] +Epoch:[ 85][200|469] Time:[0.228/0.211] Loss:[0.020/0.019] AdvLoss:[0.125/0.110] Acc:[0.992/0.996] AdvAcc:[0.953/0.964] +Epoch:[ 85][210|469] Time:[0.261/0.236] Loss:[0.010/0.019] AdvLoss:[0.079/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 85][220|469] Time:[0.257/0.225] Loss:[0.028/0.019] AdvLoss:[0.137/0.110] Acc:[0.984/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 85][230|469] Time:[0.256/0.247] Loss:[0.018/0.019] AdvLoss:[0.124/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 85][240|469] Time:[0.247/0.215] Loss:[0.012/0.019] AdvLoss:[0.106/0.109] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 85][250|469] Time:[0.240/0.218] Loss:[0.023/0.019] AdvLoss:[0.153/0.109] Acc:[1.000/0.996] AdvAcc:[0.938/0.965] +Epoch:[ 85][260|469] Time:[0.257/0.248] Loss:[0.037/0.020] AdvLoss:[0.153/0.110] Acc:[0.992/0.996] AdvAcc:[0.945/0.964] +Epoch:[ 85][270|469] Time:[0.231/0.217] Loss:[0.008/0.019] AdvLoss:[0.080/0.110] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 85][280|469] Time:[0.234/0.211] Loss:[0.007/0.019] AdvLoss:[0.078/0.109] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 85][290|469] Time:[0.252/0.241] Loss:[0.060/0.020] AdvLoss:[0.212/0.110] Acc:[0.984/0.995] AdvAcc:[0.922/0.964] +Epoch:[ 85][300|469] Time:[0.228/0.218] Loss:[0.033/0.020] AdvLoss:[0.124/0.110] Acc:[0.984/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 85][310|469] Time:[0.237/0.214] Loss:[0.005/0.019] AdvLoss:[0.072/0.109] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 85][320|469] Time:[0.256/0.246] Loss:[0.014/0.019] AdvLoss:[0.162/0.109] Acc:[1.000/0.996] AdvAcc:[0.930/0.964] +Epoch:[ 85][330|469] Time:[0.259/0.237] Loss:[0.035/0.020] AdvLoss:[0.130/0.109] Acc:[0.984/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 85][340|469] Time:[0.225/0.213] Loss:[0.024/0.020] AdvLoss:[0.130/0.110] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 85][350|469] Time:[0.263/0.248] Loss:[0.018/0.020] AdvLoss:[0.152/0.110] Acc:[1.000/0.995] AdvAcc:[0.938/0.964] +Epoch:[ 85][360|469] Time:[0.242/0.225] Loss:[0.010/0.020] AdvLoss:[0.083/0.110] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 85][370|469] Time:[0.283/0.270] Loss:[0.057/0.020] AdvLoss:[0.166/0.109] Acc:[0.984/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 85][380|469] Time:[0.235/0.208] Loss:[0.009/0.020] AdvLoss:[0.087/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 85][390|469] Time:[0.245/0.212] Loss:[0.019/0.020] AdvLoss:[0.101/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 85][400|469] Time:[0.252/0.243] Loss:[0.032/0.020] AdvLoss:[0.172/0.109] Acc:[0.992/0.996] AdvAcc:[0.938/0.964] +Epoch:[ 85][410|469] Time:[0.241/0.211] Loss:[0.036/0.020] AdvLoss:[0.159/0.110] Acc:[0.984/0.995] AdvAcc:[0.930/0.964] +Epoch:[ 85][420|469] Time:[0.239/0.215] Loss:[0.015/0.020] AdvLoss:[0.114/0.110] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 85][430|469] Time:[0.292/0.265] Loss:[0.015/0.020] AdvLoss:[0.089/0.110] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 85][440|469] Time:[0.227/0.211] Loss:[0.011/0.020] AdvLoss:[0.072/0.110] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 85][450|469] Time:[0.240/0.219] Loss:[0.024/0.021] AdvLoss:[0.098/0.110] Acc:[0.992/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 85][460|469] Time:[0.285/0.257] Loss:[0.016/0.021] AdvLoss:[0.100/0.110] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 86][ 10|469] Time:[0.243/0.233] Loss:[0.026/0.028] AdvLoss:[0.166/0.121] Acc:[1.000/0.992] AdvAcc:[0.930/0.959] +Epoch:[ 86][ 20|469] Time:[0.241/0.210] Loss:[0.009/0.019] AdvLoss:[0.093/0.108] Acc:[1.000/0.996] AdvAcc:[0.961/0.962] +Epoch:[ 86][ 30|469] Time:[0.236/0.217] Loss:[0.016/0.017] AdvLoss:[0.088/0.113] Acc:[1.000/0.997] AdvAcc:[0.969/0.961] +Epoch:[ 86][ 40|469] Time:[0.258/0.248] Loss:[0.013/0.017] AdvLoss:[0.089/0.111] Acc:[1.000/0.997] AdvAcc:[0.977/0.962] +Epoch:[ 86][ 50|469] Time:[0.265/0.236] Loss:[0.019/0.017] AdvLoss:[0.124/0.106] Acc:[0.992/0.997] AdvAcc:[0.961/0.965] +Epoch:[ 86][ 60|469] Time:[0.238/0.224] Loss:[0.024/0.018] AdvLoss:[0.143/0.107] Acc:[1.000/0.997] AdvAcc:[0.922/0.964] +Epoch:[ 86][ 70|469] Time:[0.242/0.232] Loss:[0.009/0.019] AdvLoss:[0.086/0.107] Acc:[1.000/0.997] AdvAcc:[0.969/0.965] +Epoch:[ 86][ 80|469] Time:[0.243/0.219] Loss:[0.005/0.018] AdvLoss:[0.061/0.108] Acc:[1.000/0.997] AdvAcc:[0.977/0.964] +Epoch:[ 86][ 90|469] Time:[0.233/0.213] Loss:[0.014/0.018] AdvLoss:[0.077/0.107] Acc:[1.000/0.997] AdvAcc:[0.977/0.964] +Epoch:[ 86][100|469] Time:[0.262/0.248] Loss:[0.009/0.017] AdvLoss:[0.077/0.108] Acc:[1.000/0.997] AdvAcc:[0.977/0.964] +Epoch:[ 86][110|469] Time:[0.242/0.226] Loss:[0.022/0.017] AdvLoss:[0.129/0.109] Acc:[1.000/0.997] AdvAcc:[0.938/0.963] +Epoch:[ 86][120|469] Time:[0.222/0.213] Loss:[0.006/0.017] AdvLoss:[0.057/0.109] Acc:[1.000/0.997] AdvAcc:[0.992/0.964] +Epoch:[ 86][130|469] Time:[0.242/0.213] Loss:[0.007/0.017] AdvLoss:[0.065/0.110] Acc:[1.000/0.997] AdvAcc:[0.977/0.963] +Epoch:[ 86][140|469] Time:[0.240/0.223] Loss:[0.026/0.017] AdvLoss:[0.125/0.110] Acc:[0.992/0.997] AdvAcc:[0.953/0.963] +Epoch:[ 86][150|469] Time:[0.258/0.249] Loss:[0.012/0.017] AdvLoss:[0.073/0.110] Acc:[1.000/0.997] AdvAcc:[0.984/0.963] +Epoch:[ 86][160|469] Time:[0.226/0.214] Loss:[0.053/0.019] AdvLoss:[0.138/0.110] Acc:[0.992/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 86][170|469] Time:[0.229/0.220] Loss:[0.007/0.018] AdvLoss:[0.061/0.109] Acc:[1.000/0.997] AdvAcc:[0.992/0.965] +Epoch:[ 86][180|469] Time:[0.281/0.269] Loss:[0.011/0.018] AdvLoss:[0.094/0.108] Acc:[1.000/0.997] AdvAcc:[0.961/0.964] +Epoch:[ 86][190|469] Time:[0.242/0.215] Loss:[0.019/0.019] AdvLoss:[0.129/0.109] Acc:[0.992/0.996] AdvAcc:[0.961/0.964] +Epoch:[ 86][200|469] Time:[0.234/0.224] Loss:[0.037/0.019] AdvLoss:[0.152/0.109] Acc:[0.992/0.996] AdvAcc:[0.961/0.964] +Epoch:[ 86][210|469] Time:[0.262/0.252] Loss:[0.015/0.019] AdvLoss:[0.118/0.109] Acc:[1.000/0.996] AdvAcc:[0.961/0.964] +Epoch:[ 86][220|469] Time:[0.231/0.222] Loss:[0.012/0.019] AdvLoss:[0.134/0.110] Acc:[1.000/0.996] AdvAcc:[0.930/0.963] +Epoch:[ 86][230|469] Time:[0.224/0.214] Loss:[0.012/0.019] AdvLoss:[0.099/0.110] Acc:[1.000/0.996] AdvAcc:[0.961/0.963] +Epoch:[ 86][240|469] Time:[0.246/0.219] Loss:[0.014/0.019] AdvLoss:[0.080/0.110] Acc:[1.000/0.996] AdvAcc:[0.961/0.963] +Epoch:[ 86][250|469] Time:[0.226/0.216] Loss:[0.014/0.019] AdvLoss:[0.098/0.110] Acc:[0.992/0.996] AdvAcc:[0.961/0.963] +Epoch:[ 86][260|469] Time:[0.255/0.245] Loss:[0.013/0.018] AdvLoss:[0.133/0.110] Acc:[1.000/0.996] AdvAcc:[0.945/0.963] +Epoch:[ 86][270|469] Time:[0.244/0.223] Loss:[0.008/0.018] AdvLoss:[0.060/0.110] Acc:[1.000/0.997] AdvAcc:[0.984/0.963] +Epoch:[ 86][280|469] Time:[0.242/0.225] Loss:[0.037/0.018] AdvLoss:[0.141/0.110] Acc:[0.992/0.997] AdvAcc:[0.961/0.963] +Epoch:[ 86][290|469] Time:[0.253/0.243] Loss:[0.017/0.018] AdvLoss:[0.110/0.110] Acc:[0.992/0.996] AdvAcc:[0.961/0.963] +Epoch:[ 86][300|469] Time:[0.230/0.206] Loss:[0.019/0.018] AdvLoss:[0.090/0.109] Acc:[0.992/0.996] AdvAcc:[0.984/0.963] +Epoch:[ 86][310|469] Time:[0.277/0.266] Loss:[0.015/0.018] AdvLoss:[0.093/0.109] Acc:[1.000/0.996] AdvAcc:[0.977/0.963] +Epoch:[ 86][320|469] Time:[0.257/0.247] Loss:[0.017/0.018] AdvLoss:[0.117/0.109] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 86][330|469] Time:[0.226/0.214] Loss:[0.018/0.018] AdvLoss:[0.121/0.109] Acc:[0.992/0.996] AdvAcc:[0.953/0.964] +Epoch:[ 86][340|469] Time:[0.225/0.213] Loss:[0.008/0.018] AdvLoss:[0.064/0.109] Acc:[1.000/0.997] AdvAcc:[0.984/0.964] +Epoch:[ 86][350|469] Time:[0.258/0.241] Loss:[0.018/0.018] AdvLoss:[0.104/0.109] Acc:[0.992/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 86][360|469] Time:[0.239/0.228] Loss:[0.028/0.018] AdvLoss:[0.140/0.110] Acc:[0.984/0.996] AdvAcc:[0.953/0.963] +Epoch:[ 86][370|469] Time:[0.256/0.246] Loss:[0.042/0.018] AdvLoss:[0.127/0.110] Acc:[0.984/0.996] AdvAcc:[0.961/0.963] +Epoch:[ 86][380|469] Time:[0.236/0.224] Loss:[0.012/0.018] AdvLoss:[0.071/0.110] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 86][390|469] Time:[0.257/0.235] Loss:[0.019/0.018] AdvLoss:[0.104/0.110] Acc:[0.992/0.996] AdvAcc:[0.969/0.963] +Epoch:[ 86][400|469] Time:[0.245/0.234] Loss:[0.005/0.018] AdvLoss:[0.039/0.110] Acc:[1.000/0.996] AdvAcc:[1.000/0.963] +Epoch:[ 86][410|469] Time:[0.236/0.210] Loss:[0.017/0.018] AdvLoss:[0.090/0.109] Acc:[0.992/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 86][420|469] Time:[0.230/0.220] Loss:[0.009/0.017] AdvLoss:[0.086/0.109] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 86][430|469] Time:[0.255/0.243] Loss:[0.016/0.017] AdvLoss:[0.108/0.109] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 86][440|469] Time:[0.256/0.247] Loss:[0.043/0.018] AdvLoss:[0.156/0.109] Acc:[0.984/0.996] AdvAcc:[0.953/0.964] +Epoch:[ 86][450|469] Time:[0.229/0.219] Loss:[0.005/0.017] AdvLoss:[0.058/0.109] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 86][460|469] Time:[0.239/0.220] Loss:[0.029/0.018] AdvLoss:[0.106/0.109] Acc:[0.992/0.996] AdvAcc:[0.961/0.964] +Epoch:[ 87][ 10|469] Time:[0.255/0.245] Loss:[0.011/0.011] AdvLoss:[0.084/0.092] Acc:[1.000/1.000] AdvAcc:[0.969/0.966] +Epoch:[ 87][ 20|469] Time:[0.230/0.217] Loss:[0.012/0.011] AdvLoss:[0.086/0.096] Acc:[1.000/1.000] AdvAcc:[0.969/0.970] +Epoch:[ 87][ 30|469] Time:[0.240/0.214] Loss:[0.034/0.016] AdvLoss:[0.114/0.101] Acc:[0.992/0.999] AdvAcc:[0.961/0.966] +Epoch:[ 87][ 40|469] Time:[0.260/0.250] Loss:[0.012/0.017] AdvLoss:[0.086/0.101] Acc:[1.000/0.998] AdvAcc:[0.961/0.966] +Epoch:[ 87][ 50|469] Time:[0.233/0.223] Loss:[0.018/0.017] AdvLoss:[0.151/0.103] Acc:[1.000/0.998] AdvAcc:[0.953/0.966] +Epoch:[ 87][ 60|469] Time:[0.259/0.229] Loss:[0.006/0.017] AdvLoss:[0.073/0.104] Acc:[1.000/0.998] AdvAcc:[0.984/0.965] +Epoch:[ 87][ 70|469] Time:[0.241/0.231] Loss:[0.020/0.017] AdvLoss:[0.133/0.106] Acc:[0.992/0.998] AdvAcc:[0.969/0.966] +Epoch:[ 87][ 80|469] Time:[0.227/0.213] Loss:[0.058/0.020] AdvLoss:[0.193/0.107] Acc:[0.984/0.997] AdvAcc:[0.930/0.965] +Epoch:[ 87][ 90|469] Time:[0.237/0.226] Loss:[0.017/0.019] AdvLoss:[0.080/0.106] Acc:[0.992/0.997] AdvAcc:[0.977/0.965] +Epoch:[ 87][100|469] Time:[0.264/0.252] Loss:[0.012/0.020] AdvLoss:[0.072/0.106] Acc:[1.000/0.996] AdvAcc:[0.992/0.966] +Epoch:[ 87][110|469] Time:[0.244/0.235] Loss:[0.017/0.020] AdvLoss:[0.140/0.107] Acc:[1.000/0.997] AdvAcc:[0.938/0.965] +Epoch:[ 87][120|469] Time:[0.216/0.207] Loss:[0.019/0.021] AdvLoss:[0.097/0.108] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 87][130|469] Time:[0.241/0.231] Loss:[0.020/0.020] AdvLoss:[0.118/0.108] Acc:[1.000/0.997] AdvAcc:[0.953/0.965] +Epoch:[ 87][140|469] Time:[0.239/0.221] Loss:[0.013/0.021] AdvLoss:[0.075/0.108] Acc:[1.000/0.997] AdvAcc:[0.984/0.965] +Epoch:[ 87][150|469] Time:[0.274/0.264] Loss:[0.019/0.021] AdvLoss:[0.125/0.107] Acc:[1.000/0.997] AdvAcc:[0.953/0.966] +Epoch:[ 87][160|469] Time:[0.246/0.219] Loss:[0.007/0.020] AdvLoss:[0.069/0.108] Acc:[1.000/0.997] AdvAcc:[0.977/0.965] +Epoch:[ 87][170|469] Time:[0.242/0.219] Loss:[0.005/0.020] AdvLoss:[0.042/0.108] Acc:[1.000/0.997] AdvAcc:[0.992/0.965] +Epoch:[ 87][180|469] Time:[0.249/0.239] Loss:[0.022/0.020] AdvLoss:[0.113/0.108] Acc:[0.992/0.997] AdvAcc:[0.953/0.965] +Epoch:[ 87][190|469] Time:[0.238/0.213] Loss:[0.012/0.020] AdvLoss:[0.074/0.107] Acc:[1.000/0.997] AdvAcc:[0.984/0.965] +Epoch:[ 87][200|469] Time:[0.233/0.212] Loss:[0.013/0.020] AdvLoss:[0.055/0.107] Acc:[0.992/0.996] AdvAcc:[0.992/0.965] +Epoch:[ 87][210|469] Time:[0.282/0.249] Loss:[0.026/0.020] AdvLoss:[0.116/0.107] Acc:[0.992/0.996] AdvAcc:[0.953/0.965] +Epoch:[ 87][220|469] Time:[0.251/0.230] Loss:[0.012/0.020] AdvLoss:[0.125/0.107] Acc:[1.000/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 87][230|469] Time:[0.264/0.254] Loss:[0.030/0.020] AdvLoss:[0.142/0.107] Acc:[0.992/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 87][240|469] Time:[0.234/0.222] Loss:[0.027/0.021] AdvLoss:[0.127/0.107] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 87][250|469] Time:[0.237/0.213] Loss:[0.005/0.021] AdvLoss:[0.051/0.107] Acc:[1.000/0.996] AdvAcc:[0.992/0.965] +Epoch:[ 87][260|469] Time:[0.240/0.231] Loss:[0.052/0.021] AdvLoss:[0.204/0.107] Acc:[0.969/0.995] AdvAcc:[0.914/0.965] +Epoch:[ 87][270|469] Time:[0.220/0.209] Loss:[0.025/0.022] AdvLoss:[0.148/0.107] Acc:[0.992/0.995] AdvAcc:[0.930/0.965] +Epoch:[ 87][280|469] Time:[0.224/0.206] Loss:[0.010/0.022] AdvLoss:[0.109/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 87][290|469] Time:[0.254/0.236] Loss:[0.013/0.022] AdvLoss:[0.076/0.107] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 87][300|469] Time:[0.246/0.226] Loss:[0.030/0.022] AdvLoss:[0.113/0.108] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 87][310|469] Time:[0.243/0.233] Loss:[0.010/0.021] AdvLoss:[0.093/0.107] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 87][320|469] Time:[0.241/0.215] Loss:[0.008/0.021] AdvLoss:[0.088/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 87][330|469] Time:[0.224/0.209] Loss:[0.043/0.022] AdvLoss:[0.141/0.108] Acc:[0.984/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 87][340|469] Time:[0.252/0.241] Loss:[0.116/0.023] AdvLoss:[0.191/0.108] Acc:[0.984/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 87][350|469] Time:[0.236/0.212] Loss:[0.012/0.023] AdvLoss:[0.080/0.109] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 87][360|469] Time:[0.232/0.223] Loss:[0.022/0.023] AdvLoss:[0.109/0.109] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 87][370|469] Time:[0.251/0.242] Loss:[0.008/0.023] AdvLoss:[0.077/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 87][380|469] Time:[0.225/0.208] Loss:[0.022/0.023] AdvLoss:[0.115/0.109] Acc:[0.992/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 87][390|469] Time:[0.242/0.215] Loss:[0.019/0.022] AdvLoss:[0.106/0.108] Acc:[0.992/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 87][400|469] Time:[0.270/0.260] Loss:[0.030/0.023] AdvLoss:[0.154/0.109] Acc:[0.992/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 87][410|469] Time:[0.259/0.250] Loss:[0.047/0.023] AdvLoss:[0.147/0.109] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 87][420|469] Time:[0.221/0.210] Loss:[0.015/0.023] AdvLoss:[0.110/0.109] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 87][430|469] Time:[0.235/0.213] Loss:[0.007/0.023] AdvLoss:[0.077/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 87][440|469] Time:[0.246/0.217] Loss:[0.021/0.023] AdvLoss:[0.124/0.109] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 87][450|469] Time:[0.261/0.248] Loss:[0.024/0.023] AdvLoss:[0.107/0.109] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 87][460|469] Time:[0.245/0.223] Loss:[0.017/0.023] AdvLoss:[0.139/0.109] Acc:[0.992/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 88][ 10|469] Time:[0.259/0.249] Loss:[0.010/0.036] AdvLoss:[0.093/0.102] Acc:[1.000/0.992] AdvAcc:[0.977/0.968] +Epoch:[ 88][ 20|469] Time:[0.248/0.225] Loss:[0.040/0.032] AdvLoss:[0.139/0.104] Acc:[0.984/0.990] AdvAcc:[0.953/0.967] +Epoch:[ 88][ 30|469] Time:[0.242/0.216] Loss:[0.024/0.028] AdvLoss:[0.157/0.106] Acc:[0.992/0.991] AdvAcc:[0.930/0.966] +Epoch:[ 88][ 40|469] Time:[0.292/0.261] Loss:[0.008/0.024] AdvLoss:[0.059/0.105] Acc:[1.000/0.993] AdvAcc:[0.992/0.967] +Epoch:[ 88][ 50|469] Time:[0.221/0.212] Loss:[0.031/0.023] AdvLoss:[0.138/0.104] Acc:[0.992/0.994] AdvAcc:[0.953/0.967] +Epoch:[ 88][ 60|469] Time:[0.250/0.240] Loss:[0.009/0.025] AdvLoss:[0.071/0.105] Acc:[1.000/0.993] AdvAcc:[0.984/0.967] +Epoch:[ 88][ 70|469] Time:[0.237/0.214] Loss:[0.050/0.028] AdvLoss:[0.142/0.109] Acc:[0.977/0.992] AdvAcc:[0.977/0.965] +Epoch:[ 88][ 80|469] Time:[0.244/0.216] Loss:[0.013/0.026] AdvLoss:[0.095/0.107] Acc:[1.000/0.993] AdvAcc:[0.969/0.966] +Epoch:[ 88][ 90|469] Time:[0.242/0.232] Loss:[0.055/0.027] AdvLoss:[0.166/0.107] Acc:[0.984/0.993] AdvAcc:[0.961/0.966] +Epoch:[ 88][100|469] Time:[0.245/0.222] Loss:[0.012/0.026] AdvLoss:[0.080/0.108] Acc:[1.000/0.993] AdvAcc:[0.977/0.965] +Epoch:[ 88][110|469] Time:[0.223/0.214] Loss:[0.008/0.025] AdvLoss:[0.090/0.108] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 88][120|469] Time:[0.274/0.254] Loss:[0.013/0.024] AdvLoss:[0.088/0.108] Acc:[1.000/0.994] AdvAcc:[0.953/0.965] +Epoch:[ 88][130|469] Time:[0.230/0.211] Loss:[0.024/0.023] AdvLoss:[0.142/0.108] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 88][140|469] Time:[0.224/0.207] Loss:[0.010/0.022] AdvLoss:[0.078/0.107] Acc:[1.000/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 88][150|469] Time:[0.250/0.241] Loss:[0.022/0.023] AdvLoss:[0.089/0.108] Acc:[0.984/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 88][160|469] Time:[0.233/0.210] Loss:[0.012/0.022] AdvLoss:[0.091/0.108] Acc:[1.000/0.995] AdvAcc:[0.984/0.966] +Epoch:[ 88][170|469] Time:[0.224/0.216] Loss:[0.021/0.023] AdvLoss:[0.116/0.107] Acc:[0.992/0.995] AdvAcc:[0.953/0.966] +Epoch:[ 88][180|469] Time:[0.231/0.213] Loss:[0.006/0.023] AdvLoss:[0.049/0.108] Acc:[1.000/0.995] AdvAcc:[0.992/0.965] +Epoch:[ 88][190|469] Time:[0.241/0.223] Loss:[0.010/0.023] AdvLoss:[0.092/0.108] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 88][200|469] Time:[0.264/0.255] Loss:[0.018/0.023] AdvLoss:[0.104/0.109] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 88][210|469] Time:[0.242/0.223] Loss:[0.038/0.023] AdvLoss:[0.162/0.110] Acc:[0.984/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 88][220|469] Time:[0.229/0.209] Loss:[0.026/0.023] AdvLoss:[0.112/0.110] Acc:[0.992/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 88][230|469] Time:[0.252/0.242] Loss:[0.033/0.023] AdvLoss:[0.170/0.110] Acc:[0.992/0.994] AdvAcc:[0.953/0.965] +Epoch:[ 88][240|469] Time:[0.236/0.226] Loss:[0.009/0.023] AdvLoss:[0.088/0.110] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 88][250|469] Time:[0.243/0.212] Loss:[0.028/0.023] AdvLoss:[0.104/0.109] Acc:[0.992/0.994] AdvAcc:[0.969/0.965] +Epoch:[ 88][260|469] Time:[0.245/0.235] Loss:[0.011/0.023] AdvLoss:[0.078/0.109] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 88][270|469] Time:[0.232/0.211] Loss:[0.010/0.023] AdvLoss:[0.085/0.108] Acc:[1.000/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 88][280|469] Time:[0.229/0.211] Loss:[0.008/0.023] AdvLoss:[0.080/0.108] Acc:[1.000/0.994] AdvAcc:[0.984/0.965] +Epoch:[ 88][290|469] Time:[0.259/0.249] Loss:[0.014/0.022] AdvLoss:[0.077/0.108] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 88][300|469] Time:[0.236/0.210] Loss:[0.009/0.022] AdvLoss:[0.101/0.109] Acc:[1.000/0.994] AdvAcc:[0.953/0.965] +Epoch:[ 88][310|469] Time:[0.218/0.206] Loss:[0.026/0.023] AdvLoss:[0.071/0.109] Acc:[0.992/0.994] AdvAcc:[0.992/0.965] +Epoch:[ 88][320|469] Time:[0.243/0.215] Loss:[0.014/0.022] AdvLoss:[0.104/0.109] Acc:[1.000/0.994] AdvAcc:[0.969/0.965] +Epoch:[ 88][330|469] Time:[0.238/0.227] Loss:[0.012/0.022] AdvLoss:[0.141/0.109] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 88][340|469] Time:[0.231/0.222] Loss:[0.024/0.022] AdvLoss:[0.127/0.109] Acc:[0.992/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 88][350|469] Time:[0.237/0.218] Loss:[0.017/0.022] AdvLoss:[0.106/0.109] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 88][360|469] Time:[0.236/0.216] Loss:[0.021/0.022] AdvLoss:[0.117/0.109] Acc:[0.992/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 88][370|469] Time:[0.248/0.237] Loss:[0.005/0.022] AdvLoss:[0.056/0.109] Acc:[1.000/0.995] AdvAcc:[0.992/0.964] +Epoch:[ 88][380|469] Time:[0.247/0.224] Loss:[0.042/0.022] AdvLoss:[0.163/0.110] Acc:[0.984/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 88][390|469] Time:[0.250/0.222] Loss:[0.014/0.022] AdvLoss:[0.120/0.110] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 88][400|469] Time:[0.255/0.245] Loss:[0.027/0.022] AdvLoss:[0.148/0.109] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 88][410|469] Time:[0.224/0.211] Loss:[0.015/0.021] AdvLoss:[0.112/0.109] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 88][420|469] Time:[0.227/0.217] Loss:[0.014/0.021] AdvLoss:[0.080/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 88][430|469] Time:[0.321/0.295] Loss:[0.019/0.021] AdvLoss:[0.143/0.109] Acc:[1.000/0.995] AdvAcc:[0.938/0.964] +Epoch:[ 88][440|469] Time:[0.230/0.221] Loss:[0.026/0.021] AdvLoss:[0.093/0.109] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 88][450|469] Time:[0.231/0.222] Loss:[0.011/0.021] AdvLoss:[0.075/0.109] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 88][460|469] Time:[0.243/0.217] Loss:[0.012/0.021] AdvLoss:[0.068/0.109] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 89][ 10|469] Time:[0.254/0.244] Loss:[0.020/0.013] AdvLoss:[0.111/0.097] Acc:[0.992/0.996] AdvAcc:[0.945/0.968] +Epoch:[ 89][ 20|469] Time:[0.225/0.213] Loss:[0.036/0.019] AdvLoss:[0.156/0.099] Acc:[0.984/0.994] AdvAcc:[0.953/0.968] +Epoch:[ 89][ 30|469] Time:[0.226/0.216] Loss:[0.030/0.020] AdvLoss:[0.164/0.102] Acc:[0.992/0.995] AdvAcc:[0.945/0.968] +Epoch:[ 89][ 40|469] Time:[0.247/0.237] Loss:[0.008/0.018] AdvLoss:[0.091/0.100] Acc:[1.000/0.996] AdvAcc:[0.961/0.968] +Epoch:[ 89][ 50|469] Time:[0.242/0.215] Loss:[0.008/0.017] AdvLoss:[0.062/0.105] Acc:[1.000/0.996] AdvAcc:[0.984/0.966] +Epoch:[ 89][ 60|469] Time:[0.277/0.251] Loss:[0.020/0.021] AdvLoss:[0.140/0.108] Acc:[0.992/0.994] AdvAcc:[0.938/0.964] +Epoch:[ 89][ 70|469] Time:[0.258/0.248] Loss:[0.023/0.022] AdvLoss:[0.166/0.110] Acc:[0.992/0.994] AdvAcc:[0.945/0.964] +Epoch:[ 89][ 80|469] Time:[0.231/0.207] Loss:[0.038/0.023] AdvLoss:[0.172/0.111] Acc:[0.992/0.994] AdvAcc:[0.945/0.964] +Epoch:[ 89][ 90|469] Time:[0.233/0.213] Loss:[0.036/0.025] AdvLoss:[0.124/0.112] Acc:[0.992/0.994] AdvAcc:[0.953/0.963] +Epoch:[ 89][100|469] Time:[0.263/0.253] Loss:[0.021/0.025] AdvLoss:[0.090/0.112] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 89][110|469] Time:[0.224/0.215] Loss:[0.012/0.023] AdvLoss:[0.103/0.110] Acc:[1.000/0.994] AdvAcc:[0.984/0.964] +Epoch:[ 89][120|469] Time:[0.234/0.225] Loss:[0.021/0.025] AdvLoss:[0.140/0.111] Acc:[0.992/0.993] AdvAcc:[0.953/0.964] +Epoch:[ 89][130|469] Time:[0.235/0.212] Loss:[0.015/0.024] AdvLoss:[0.110/0.113] Acc:[1.000/0.994] AdvAcc:[0.945/0.963] +Epoch:[ 89][140|469] Time:[0.228/0.215] Loss:[0.018/0.024] AdvLoss:[0.089/0.112] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 89][150|469] Time:[0.244/0.233] Loss:[0.047/0.024] AdvLoss:[0.201/0.111] Acc:[0.992/0.994] AdvAcc:[0.930/0.964] +Epoch:[ 89][160|469] Time:[0.241/0.215] Loss:[0.021/0.024] AdvLoss:[0.108/0.110] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 89][170|469] Time:[0.248/0.221] Loss:[0.039/0.025] AdvLoss:[0.166/0.110] Acc:[0.984/0.994] AdvAcc:[0.945/0.964] +Epoch:[ 89][180|469] Time:[0.256/0.245] Loss:[0.013/0.024] AdvLoss:[0.096/0.109] Acc:[1.000/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 89][190|469] Time:[0.250/0.240] Loss:[0.014/0.024] AdvLoss:[0.097/0.109] Acc:[1.000/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 89][200|469] Time:[0.233/0.216] Loss:[0.009/0.023] AdvLoss:[0.112/0.109] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 89][210|469] Time:[0.277/0.252] Loss:[0.034/0.023] AdvLoss:[0.141/0.110] Acc:[0.984/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 89][220|469] Time:[0.233/0.214] Loss:[0.014/0.023] AdvLoss:[0.075/0.110] Acc:[0.992/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 89][230|469] Time:[0.225/0.216] Loss:[0.016/0.023] AdvLoss:[0.082/0.110] Acc:[0.992/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 89][240|469] Time:[0.241/0.216] Loss:[0.052/0.023] AdvLoss:[0.163/0.111] Acc:[0.984/0.994] AdvAcc:[0.938/0.963] +Epoch:[ 89][250|469] Time:[0.223/0.212] Loss:[0.012/0.023] AdvLoss:[0.071/0.111] Acc:[1.000/0.994] AdvAcc:[0.977/0.963] +Epoch:[ 89][260|469] Time:[0.244/0.234] Loss:[0.015/0.023] AdvLoss:[0.083/0.110] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 89][270|469] Time:[0.242/0.219] Loss:[0.019/0.023] AdvLoss:[0.109/0.110] Acc:[0.992/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 89][280|469] Time:[0.228/0.205] Loss:[0.018/0.022] AdvLoss:[0.101/0.110] Acc:[0.992/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 89][290|469] Time:[0.251/0.241] Loss:[0.017/0.022] AdvLoss:[0.128/0.110] Acc:[0.992/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 89][300|469] Time:[0.236/0.213] Loss:[0.004/0.022] AdvLoss:[0.057/0.110] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 89][310|469] Time:[0.251/0.223] Loss:[0.031/0.022] AdvLoss:[0.140/0.110] Acc:[0.984/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 89][320|469] Time:[0.323/0.312] Loss:[0.026/0.022] AdvLoss:[0.121/0.109] Acc:[0.992/0.994] AdvAcc:[0.961/0.964] +Epoch:[ 89][330|469] Time:[0.231/0.222] Loss:[0.033/0.022] AdvLoss:[0.110/0.109] Acc:[0.992/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 89][340|469] Time:[0.223/0.211] Loss:[0.032/0.022] AdvLoss:[0.116/0.109] Acc:[0.984/0.994] AdvAcc:[0.969/0.964] +Epoch:[ 89][350|469] Time:[0.288/0.254] Loss:[0.019/0.022] AdvLoss:[0.142/0.109] Acc:[1.000/0.994] AdvAcc:[0.938/0.965] +Epoch:[ 89][360|469] Time:[0.226/0.216] Loss:[0.026/0.021] AdvLoss:[0.129/0.108] Acc:[0.992/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 89][370|469] Time:[0.245/0.237] Loss:[0.030/0.022] AdvLoss:[0.102/0.108] Acc:[0.992/0.994] AdvAcc:[0.969/0.965] +Epoch:[ 89][380|469] Time:[0.253/0.232] Loss:[0.005/0.022] AdvLoss:[0.045/0.108] Acc:[1.000/0.994] AdvAcc:[1.000/0.965] +Epoch:[ 89][390|469] Time:[0.227/0.211] Loss:[0.039/0.022] AdvLoss:[0.115/0.108] Acc:[0.984/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 89][400|469] Time:[0.233/0.224] Loss:[0.012/0.022] AdvLoss:[0.088/0.108] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 89][410|469] Time:[0.259/0.228] Loss:[0.012/0.022] AdvLoss:[0.114/0.108] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 89][420|469] Time:[0.243/0.218] Loss:[0.031/0.022] AdvLoss:[0.173/0.108] Acc:[0.992/0.994] AdvAcc:[0.914/0.964] +Epoch:[ 89][430|469] Time:[0.257/0.247] Loss:[0.017/0.022] AdvLoss:[0.113/0.108] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 89][440|469] Time:[0.238/0.221] Loss:[0.012/0.022] AdvLoss:[0.077/0.109] Acc:[1.000/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 89][450|469] Time:[0.256/0.247] Loss:[0.014/0.022] AdvLoss:[0.113/0.109] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 89][460|469] Time:[0.252/0.243] Loss:[0.017/0.021] AdvLoss:[0.112/0.109] Acc:[0.992/0.994] AdvAcc:[0.969/0.964] +epoch 89 evaluated +natural accuracy: 0.9896 +adversarial accuracy: 0.9469 +Epoch:[ 90][ 10|469] Time:[0.285/0.261] Loss:[0.022/0.018] AdvLoss:[0.103/0.119] Acc:[0.992/0.992] AdvAcc:[0.977/0.960] +Epoch:[ 90][ 20|469] Time:[0.227/0.218] Loss:[0.014/0.015] AdvLoss:[0.091/0.114] Acc:[1.000/0.996] AdvAcc:[0.961/0.963] +Epoch:[ 90][ 30|469] Time:[0.229/0.219] Loss:[0.050/0.023] AdvLoss:[0.191/0.111] Acc:[0.984/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 90][ 40|469] Time:[0.245/0.215] Loss:[0.004/0.019] AdvLoss:[0.064/0.106] Acc:[1.000/0.996] AdvAcc:[0.977/0.967] +Epoch:[ 90][ 50|469] Time:[0.237/0.226] Loss:[0.020/0.020] AdvLoss:[0.168/0.107] Acc:[1.000/0.995] AdvAcc:[0.930/0.966] +Epoch:[ 90][ 60|469] Time:[0.256/0.247] Loss:[0.024/0.020] AdvLoss:[0.101/0.108] Acc:[0.992/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 90][ 70|469] Time:[0.239/0.213] Loss:[0.017/0.021] AdvLoss:[0.108/0.108] Acc:[1.000/0.996] AdvAcc:[0.977/0.967] +Epoch:[ 90][ 80|469] Time:[0.244/0.222] Loss:[0.009/0.021] AdvLoss:[0.081/0.106] Acc:[1.000/0.996] AdvAcc:[0.977/0.967] +Epoch:[ 90][ 90|469] Time:[0.250/0.241] Loss:[0.018/0.021] AdvLoss:[0.083/0.107] Acc:[1.000/0.996] AdvAcc:[0.977/0.967] +Epoch:[ 90][100|469] Time:[0.230/0.209] Loss:[0.016/0.020] AdvLoss:[0.098/0.108] Acc:[0.992/0.996] AdvAcc:[0.961/0.966] +Epoch:[ 90][110|469] Time:[0.240/0.223] Loss:[0.007/0.020] AdvLoss:[0.068/0.107] Acc:[1.000/0.996] AdvAcc:[0.992/0.967] +Epoch:[ 90][120|469] Time:[0.273/0.260] Loss:[0.030/0.020] AdvLoss:[0.141/0.108] Acc:[0.992/0.996] AdvAcc:[0.945/0.966] +Epoch:[ 90][130|469] Time:[0.222/0.208] Loss:[0.053/0.021] AdvLoss:[0.174/0.109] Acc:[0.977/0.995] AdvAcc:[0.938/0.966] +Epoch:[ 90][140|469] Time:[0.230/0.220] Loss:[0.011/0.020] AdvLoss:[0.099/0.108] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 90][150|469] Time:[0.230/0.210] Loss:[0.029/0.022] AdvLoss:[0.134/0.108] Acc:[0.984/0.995] AdvAcc:[0.953/0.966] +Epoch:[ 90][160|469] Time:[0.253/0.231] Loss:[0.019/0.021] AdvLoss:[0.089/0.107] Acc:[0.992/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 90][170|469] Time:[0.262/0.251] Loss:[0.008/0.022] AdvLoss:[0.070/0.107] Acc:[1.000/0.994] AdvAcc:[0.984/0.966] +Epoch:[ 90][180|469] Time:[0.233/0.223] Loss:[0.018/0.022] AdvLoss:[0.074/0.106] Acc:[0.992/0.994] AdvAcc:[0.984/0.966] +Epoch:[ 90][190|469] Time:[0.252/0.224] Loss:[0.015/0.021] AdvLoss:[0.093/0.107] Acc:[0.992/0.994] AdvAcc:[0.969/0.966] +Epoch:[ 90][200|469] Time:[0.244/0.234] Loss:[0.039/0.021] AdvLoss:[0.198/0.108] Acc:[0.984/0.994] AdvAcc:[0.930/0.965] +Epoch:[ 90][210|469] Time:[0.228/0.215] Loss:[0.042/0.022] AdvLoss:[0.151/0.108] Acc:[0.984/0.994] AdvAcc:[0.969/0.965] +Epoch:[ 90][220|469] Time:[0.242/0.216] Loss:[0.036/0.022] AdvLoss:[0.179/0.109] Acc:[0.984/0.994] AdvAcc:[0.938/0.965] +Epoch:[ 90][230|469] Time:[0.260/0.250] Loss:[0.019/0.022] AdvLoss:[0.118/0.109] Acc:[1.000/0.994] AdvAcc:[0.953/0.965] +Epoch:[ 90][240|469] Time:[0.240/0.221] Loss:[0.008/0.022] AdvLoss:[0.063/0.108] Acc:[1.000/0.994] AdvAcc:[0.992/0.965] +Epoch:[ 90][250|469] Time:[0.248/0.236] Loss:[0.028/0.021] AdvLoss:[0.080/0.108] Acc:[0.992/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 90][260|469] Time:[0.249/0.223] Loss:[0.012/0.021] AdvLoss:[0.085/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 90][270|469] Time:[0.244/0.223] Loss:[0.009/0.021] AdvLoss:[0.088/0.108] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 90][280|469] Time:[0.251/0.241] Loss:[0.017/0.021] AdvLoss:[0.124/0.108] Acc:[1.000/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 90][290|469] Time:[0.248/0.225] Loss:[0.011/0.020] AdvLoss:[0.090/0.109] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 90][300|469] Time:[0.221/0.207] Loss:[0.017/0.020] AdvLoss:[0.151/0.109] Acc:[1.000/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 90][310|469] Time:[0.251/0.240] Loss:[0.032/0.021] AdvLoss:[0.150/0.110] Acc:[0.992/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 90][320|469] Time:[0.232/0.221] Loss:[0.013/0.021] AdvLoss:[0.097/0.110] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 90][330|469] Time:[0.228/0.216] Loss:[0.030/0.020] AdvLoss:[0.133/0.110] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 90][340|469] Time:[0.246/0.229] Loss:[0.011/0.020] AdvLoss:[0.073/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 90][350|469] Time:[0.239/0.229] Loss:[0.009/0.020] AdvLoss:[0.079/0.110] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 90][360|469] Time:[0.260/0.250] Loss:[0.029/0.020] AdvLoss:[0.146/0.110] Acc:[0.992/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 90][370|469] Time:[0.220/0.207] Loss:[0.010/0.020] AdvLoss:[0.077/0.110] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 90][380|469] Time:[0.228/0.218] Loss:[0.005/0.020] AdvLoss:[0.070/0.110] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 90][390|469] Time:[0.244/0.235] Loss:[0.039/0.021] AdvLoss:[0.156/0.110] Acc:[0.984/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 90][400|469] Time:[0.236/0.211] Loss:[0.011/0.020] AdvLoss:[0.068/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 90][410|469] Time:[0.239/0.228] Loss:[0.037/0.021] AdvLoss:[0.145/0.109] Acc:[0.984/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 90][420|469] Time:[0.258/0.249] Loss:[0.038/0.021] AdvLoss:[0.123/0.109] Acc:[0.977/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 90][430|469] Time:[0.233/0.213] Loss:[0.028/0.021] AdvLoss:[0.091/0.109] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 90][440|469] Time:[0.241/0.227] Loss:[0.009/0.021] AdvLoss:[0.086/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 90][450|469] Time:[0.242/0.214] Loss:[0.007/0.021] AdvLoss:[0.073/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 90][460|469] Time:[0.240/0.230] Loss:[0.016/0.021] AdvLoss:[0.110/0.109] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 91][ 10|469] Time:[0.234/0.216] Loss:[0.039/0.024] AdvLoss:[0.152/0.122] Acc:[0.992/0.996] AdvAcc:[0.953/0.959] +Epoch:[ 91][ 20|469] Time:[0.233/0.221] Loss:[0.025/0.026] AdvLoss:[0.105/0.113] Acc:[0.992/0.992] AdvAcc:[0.953/0.962] +Epoch:[ 91][ 30|469] Time:[0.270/0.256] Loss:[0.020/0.027] AdvLoss:[0.088/0.111] Acc:[0.992/0.991] AdvAcc:[0.977/0.964] +Epoch:[ 91][ 40|469] Time:[0.247/0.222] Loss:[0.018/0.027] AdvLoss:[0.143/0.113] Acc:[1.000/0.991] AdvAcc:[0.938/0.963] +Epoch:[ 91][ 50|469] Time:[0.243/0.218] Loss:[0.008/0.027] AdvLoss:[0.085/0.112] Acc:[1.000/0.992] AdvAcc:[0.961/0.962] +Epoch:[ 91][ 60|469] Time:[0.262/0.251] Loss:[0.017/0.025] AdvLoss:[0.123/0.110] Acc:[1.000/0.993] AdvAcc:[0.953/0.964] +Epoch:[ 91][ 70|469] Time:[0.239/0.213] Loss:[0.014/0.025] AdvLoss:[0.068/0.109] Acc:[0.992/0.992] AdvAcc:[0.977/0.964] +Epoch:[ 91][ 80|469] Time:[0.235/0.222] Loss:[0.008/0.023] AdvLoss:[0.078/0.107] Acc:[1.000/0.993] AdvAcc:[0.984/0.965] +Epoch:[ 91][ 90|469] Time:[0.269/0.250] Loss:[0.013/0.022] AdvLoss:[0.106/0.108] Acc:[1.000/0.994] AdvAcc:[0.953/0.965] +Epoch:[ 91][100|469] Time:[0.261/0.244] Loss:[0.012/0.021] AdvLoss:[0.105/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 91][110|469] Time:[0.238/0.228] Loss:[0.012/0.020] AdvLoss:[0.119/0.108] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 91][120|469] Time:[0.239/0.221] Loss:[0.044/0.022] AdvLoss:[0.176/0.109] Acc:[0.984/0.994] AdvAcc:[0.938/0.964] +Epoch:[ 91][130|469] Time:[0.251/0.227] Loss:[0.010/0.021] AdvLoss:[0.091/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 91][140|469] Time:[0.254/0.243] Loss:[0.008/0.021] AdvLoss:[0.100/0.108] Acc:[1.000/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 91][150|469] Time:[0.235/0.213] Loss:[0.005/0.021] AdvLoss:[0.086/0.107] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 91][160|469] Time:[0.247/0.218] Loss:[0.012/0.021] AdvLoss:[0.086/0.107] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 91][170|469] Time:[0.242/0.232] Loss:[0.012/0.021] AdvLoss:[0.094/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 91][180|469] Time:[0.218/0.208] Loss:[0.013/0.022] AdvLoss:[0.128/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 91][190|469] Time:[0.233/0.224] Loss:[0.005/0.021] AdvLoss:[0.053/0.107] Acc:[1.000/0.995] AdvAcc:[0.992/0.965] +Epoch:[ 91][200|469] Time:[0.224/0.216] Loss:[0.014/0.020] AdvLoss:[0.069/0.107] Acc:[0.992/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 91][210|469] Time:[0.228/0.217] Loss:[0.015/0.021] AdvLoss:[0.079/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][220|469] Time:[0.268/0.258] Loss:[0.018/0.020] AdvLoss:[0.097/0.107] Acc:[0.992/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 91][230|469] Time:[0.274/0.252] Loss:[0.025/0.020] AdvLoss:[0.114/0.107] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 91][240|469] Time:[0.239/0.218] Loss:[0.014/0.020] AdvLoss:[0.107/0.106] Acc:[1.000/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 91][250|469] Time:[0.257/0.247] Loss:[0.006/0.019] AdvLoss:[0.086/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][260|469] Time:[0.242/0.222] Loss:[0.023/0.019] AdvLoss:[0.124/0.107] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][270|469] Time:[0.221/0.209] Loss:[0.009/0.020] AdvLoss:[0.115/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][280|469] Time:[0.271/0.252] Loss:[0.017/0.020] AdvLoss:[0.141/0.108] Acc:[1.000/0.996] AdvAcc:[0.938/0.965] +Epoch:[ 91][290|469] Time:[0.227/0.218] Loss:[0.027/0.020] AdvLoss:[0.117/0.107] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 91][300|469] Time:[0.240/0.231] Loss:[0.008/0.020] AdvLoss:[0.091/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][310|469] Time:[0.242/0.224] Loss:[0.024/0.020] AdvLoss:[0.115/0.107] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][320|469] Time:[0.247/0.222] Loss:[0.020/0.020] AdvLoss:[0.089/0.106] Acc:[0.992/0.995] AdvAcc:[0.961/0.966] +Epoch:[ 91][330|469] Time:[0.261/0.251] Loss:[0.010/0.020] AdvLoss:[0.090/0.106] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][340|469] Time:[0.224/0.215] Loss:[0.042/0.020] AdvLoss:[0.151/0.106] Acc:[0.984/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 91][350|469] Time:[0.236/0.224] Loss:[0.018/0.020] AdvLoss:[0.093/0.106] Acc:[0.992/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 91][360|469] Time:[0.290/0.280] Loss:[0.019/0.020] AdvLoss:[0.090/0.107] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 91][370|469] Time:[0.234/0.220] Loss:[0.037/0.020] AdvLoss:[0.191/0.107] Acc:[0.992/0.995] AdvAcc:[0.922/0.965] +Epoch:[ 91][380|469] Time:[0.214/0.205] Loss:[0.019/0.020] AdvLoss:[0.165/0.108] Acc:[1.000/0.995] AdvAcc:[0.922/0.965] +Epoch:[ 91][390|469] Time:[0.275/0.265] Loss:[0.018/0.021] AdvLoss:[0.107/0.108] Acc:[1.000/0.995] AdvAcc:[0.953/0.964] +Epoch:[ 91][400|469] Time:[0.239/0.216] Loss:[0.032/0.021] AdvLoss:[0.162/0.108] Acc:[0.992/0.995] AdvAcc:[0.938/0.964] +Epoch:[ 91][410|469] Time:[0.247/0.224] Loss:[0.011/0.020] AdvLoss:[0.089/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 91][420|469] Time:[0.292/0.259] Loss:[0.026/0.020] AdvLoss:[0.107/0.108] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 91][430|469] Time:[0.228/0.214] Loss:[0.024/0.020] AdvLoss:[0.103/0.108] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 91][440|469] Time:[0.230/0.214] Loss:[0.004/0.020] AdvLoss:[0.048/0.108] Acc:[1.000/0.995] AdvAcc:[1.000/0.965] +Epoch:[ 91][450|469] Time:[0.269/0.247] Loss:[0.015/0.020] AdvLoss:[0.101/0.108] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 91][460|469] Time:[0.236/0.221] Loss:[0.025/0.021] AdvLoss:[0.144/0.108] Acc:[0.992/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 92][ 10|469] Time:[0.251/0.241] Loss:[0.013/0.016] AdvLoss:[0.094/0.095] Acc:[1.000/0.996] AdvAcc:[0.969/0.970] +Epoch:[ 92][ 20|469] Time:[0.256/0.246] Loss:[0.048/0.022] AdvLoss:[0.172/0.103] Acc:[0.977/0.992] AdvAcc:[0.945/0.967] +Epoch:[ 92][ 30|469] Time:[0.252/0.241] Loss:[0.076/0.036] AdvLoss:[0.208/0.113] Acc:[0.977/0.987] AdvAcc:[0.945/0.963] +Epoch:[ 92][ 40|469] Time:[0.230/0.214] Loss:[0.027/0.031] AdvLoss:[0.142/0.111] Acc:[0.984/0.988] AdvAcc:[0.961/0.964] +Epoch:[ 92][ 50|469] Time:[0.251/0.223] Loss:[0.025/0.029] AdvLoss:[0.109/0.113] Acc:[0.984/0.989] AdvAcc:[0.969/0.964] +Epoch:[ 92][ 60|469] Time:[0.247/0.236] Loss:[0.031/0.027] AdvLoss:[0.131/0.115] Acc:[0.992/0.990] AdvAcc:[0.953/0.963] +Epoch:[ 92][ 70|469] Time:[0.240/0.215] Loss:[0.030/0.027] AdvLoss:[0.171/0.116] Acc:[0.992/0.990] AdvAcc:[0.938/0.962] +Epoch:[ 92][ 80|469] Time:[0.243/0.213] Loss:[0.011/0.026] AdvLoss:[0.084/0.114] Acc:[1.000/0.991] AdvAcc:[0.969/0.962] +Epoch:[ 92][ 90|469] Time:[0.254/0.243] Loss:[0.018/0.026] AdvLoss:[0.082/0.116] Acc:[0.992/0.991] AdvAcc:[0.977/0.962] +Epoch:[ 92][100|469] Time:[0.226/0.217] Loss:[0.008/0.025] AdvLoss:[0.060/0.115] Acc:[1.000/0.991] AdvAcc:[0.984/0.962] +Epoch:[ 92][110|469] Time:[0.215/0.206] Loss:[0.016/0.024] AdvLoss:[0.092/0.114] Acc:[1.000/0.992] AdvAcc:[0.977/0.962] +Epoch:[ 92][120|469] Time:[0.276/0.245] Loss:[0.009/0.023] AdvLoss:[0.095/0.113] Acc:[1.000/0.993] AdvAcc:[0.969/0.963] +Epoch:[ 92][130|469] Time:[0.240/0.227] Loss:[0.012/0.022] AdvLoss:[0.111/0.112] Acc:[1.000/0.993] AdvAcc:[0.961/0.964] +Epoch:[ 92][140|469] Time:[0.245/0.236] Loss:[0.010/0.022] AdvLoss:[0.099/0.111] Acc:[1.000/0.993] AdvAcc:[0.961/0.964] +Epoch:[ 92][150|469] Time:[0.250/0.240] Loss:[0.019/0.023] AdvLoss:[0.098/0.110] Acc:[0.992/0.992] AdvAcc:[0.977/0.964] +Epoch:[ 92][160|469] Time:[0.251/0.225] Loss:[0.030/0.023] AdvLoss:[0.152/0.111] Acc:[0.992/0.992] AdvAcc:[0.938/0.964] +Epoch:[ 92][170|469] Time:[0.256/0.245] Loss:[0.036/0.023] AdvLoss:[0.135/0.111] Acc:[0.992/0.993] AdvAcc:[0.961/0.964] +Epoch:[ 92][180|469] Time:[0.233/0.214] Loss:[0.010/0.023] AdvLoss:[0.078/0.110] Acc:[1.000/0.993] AdvAcc:[0.984/0.965] +Epoch:[ 92][190|469] Time:[0.238/0.214] Loss:[0.010/0.022] AdvLoss:[0.137/0.111] Acc:[1.000/0.993] AdvAcc:[0.961/0.965] +Epoch:[ 92][200|469] Time:[0.245/0.235] Loss:[0.017/0.022] AdvLoss:[0.093/0.110] Acc:[0.992/0.993] AdvAcc:[0.984/0.964] +Epoch:[ 92][210|469] Time:[0.237/0.225] Loss:[0.020/0.022] AdvLoss:[0.091/0.110] Acc:[1.000/0.993] AdvAcc:[0.961/0.965] +Epoch:[ 92][220|469] Time:[0.224/0.214] Loss:[0.011/0.021] AdvLoss:[0.074/0.110] Acc:[1.000/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 92][230|469] Time:[0.265/0.256] Loss:[0.008/0.021] AdvLoss:[0.070/0.110] Acc:[1.000/0.994] AdvAcc:[0.977/0.964] +Epoch:[ 92][240|469] Time:[0.221/0.212] Loss:[0.013/0.021] AdvLoss:[0.066/0.109] Acc:[0.992/0.994] AdvAcc:[0.984/0.965] +Epoch:[ 92][250|469] Time:[0.235/0.225] Loss:[0.021/0.020] AdvLoss:[0.118/0.109] Acc:[1.000/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 92][260|469] Time:[0.253/0.234] Loss:[0.004/0.020] AdvLoss:[0.050/0.109] Acc:[1.000/0.994] AdvAcc:[1.000/0.965] +Epoch:[ 92][270|469] Time:[0.233/0.221] Loss:[0.006/0.019] AdvLoss:[0.064/0.109] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 92][280|469] Time:[0.247/0.239] Loss:[0.044/0.020] AdvLoss:[0.173/0.109] Acc:[0.984/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 92][290|469] Time:[0.241/0.222] Loss:[0.010/0.019] AdvLoss:[0.082/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 92][300|469] Time:[0.251/0.230] Loss:[0.015/0.019] AdvLoss:[0.089/0.109] Acc:[0.992/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 92][310|469] Time:[0.248/0.239] Loss:[0.015/0.020] AdvLoss:[0.098/0.109] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 92][320|469] Time:[0.226/0.218] Loss:[0.010/0.020] AdvLoss:[0.069/0.109] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 92][330|469] Time:[0.238/0.208] Loss:[0.033/0.020] AdvLoss:[0.164/0.109] Acc:[0.984/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 92][340|469] Time:[0.257/0.247] Loss:[0.019/0.019] AdvLoss:[0.125/0.109] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 92][350|469] Time:[0.239/0.215] Loss:[0.013/0.019] AdvLoss:[0.081/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 92][360|469] Time:[0.238/0.214] Loss:[0.008/0.019] AdvLoss:[0.047/0.109] Acc:[1.000/0.995] AdvAcc:[0.992/0.964] +Epoch:[ 92][370|469] Time:[0.244/0.234] Loss:[0.021/0.019] AdvLoss:[0.133/0.108] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 92][380|469] Time:[0.249/0.232] Loss:[0.011/0.019] AdvLoss:[0.101/0.109] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 92][390|469] Time:[0.238/0.228] Loss:[0.010/0.019] AdvLoss:[0.101/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 92][400|469] Time:[0.258/0.249] Loss:[0.007/0.019] AdvLoss:[0.072/0.108] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 92][410|469] Time:[0.240/0.224] Loss:[0.033/0.019] AdvLoss:[0.147/0.108] Acc:[0.984/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 92][420|469] Time:[0.254/0.225] Loss:[0.011/0.019] AdvLoss:[0.081/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 92][430|469] Time:[0.274/0.264] Loss:[0.012/0.019] AdvLoss:[0.115/0.108] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 92][440|469] Time:[0.228/0.218] Loss:[0.022/0.019] AdvLoss:[0.106/0.108] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 92][450|469] Time:[0.225/0.209] Loss:[0.010/0.019] AdvLoss:[0.105/0.107] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 92][460|469] Time:[0.247/0.237] Loss:[0.014/0.018] AdvLoss:[0.082/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 93][ 10|469] Time:[0.236/0.219] Loss:[0.014/0.012] AdvLoss:[0.117/0.119] Acc:[1.000/1.000] AdvAcc:[0.961/0.962] +Epoch:[ 93][ 20|469] Time:[0.292/0.272] Loss:[0.051/0.026] AdvLoss:[0.157/0.113] Acc:[0.977/0.992] AdvAcc:[0.953/0.963] +Epoch:[ 93][ 30|469] Time:[0.234/0.225] Loss:[0.015/0.022] AdvLoss:[0.117/0.110] Acc:[0.992/0.993] AdvAcc:[0.961/0.965] +Epoch:[ 93][ 40|469] Time:[0.227/0.218] Loss:[0.007/0.019] AdvLoss:[0.083/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.966] +Epoch:[ 93][ 50|469] Time:[0.232/0.222] Loss:[0.005/0.016] AdvLoss:[0.061/0.108] Acc:[1.000/0.996] AdvAcc:[0.984/0.965] +Epoch:[ 93][ 60|469] Time:[0.246/0.223] Loss:[0.010/0.015] AdvLoss:[0.073/0.106] Acc:[1.000/0.997] AdvAcc:[0.984/0.967] +Epoch:[ 93][ 70|469] Time:[0.237/0.227] Loss:[0.047/0.017] AdvLoss:[0.165/0.108] Acc:[0.977/0.996] AdvAcc:[0.961/0.966] +Epoch:[ 93][ 80|469] Time:[0.230/0.213] Loss:[0.012/0.016] AdvLoss:[0.102/0.108] Acc:[1.000/0.996] AdvAcc:[0.969/0.966] +Epoch:[ 93][ 90|469] Time:[0.229/0.217] Loss:[0.023/0.017] AdvLoss:[0.113/0.107] Acc:[0.992/0.996] AdvAcc:[0.977/0.966] +Epoch:[ 93][100|469] Time:[0.264/0.255] Loss:[0.010/0.016] AdvLoss:[0.085/0.107] Acc:[1.000/0.996] AdvAcc:[0.984/0.966] +Epoch:[ 93][110|469] Time:[0.245/0.237] Loss:[0.027/0.016] AdvLoss:[0.151/0.107] Acc:[1.000/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 93][120|469] Time:[0.232/0.218] Loss:[0.016/0.017] AdvLoss:[0.090/0.108] Acc:[0.992/0.996] AdvAcc:[0.969/0.965] +Epoch:[ 93][130|469] Time:[0.246/0.236] Loss:[0.024/0.017] AdvLoss:[0.123/0.108] Acc:[1.000/0.996] AdvAcc:[0.969/0.965] +Epoch:[ 93][140|469] Time:[0.240/0.217] Loss:[0.020/0.018] AdvLoss:[0.133/0.109] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 93][150|469] Time:[0.252/0.226] Loss:[0.015/0.018] AdvLoss:[0.121/0.110] Acc:[1.000/0.996] AdvAcc:[0.953/0.965] +Epoch:[ 93][160|469] Time:[0.269/0.259] Loss:[0.027/0.018] AdvLoss:[0.094/0.110] Acc:[0.992/0.996] AdvAcc:[0.984/0.965] +Epoch:[ 93][170|469] Time:[0.233/0.209] Loss:[0.022/0.019] AdvLoss:[0.141/0.110] Acc:[1.000/0.996] AdvAcc:[0.938/0.965] +Epoch:[ 93][180|469] Time:[0.237/0.227] Loss:[0.048/0.020] AdvLoss:[0.160/0.111] Acc:[0.984/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 93][190|469] Time:[0.228/0.214] Loss:[0.019/0.020] AdvLoss:[0.124/0.111] Acc:[0.992/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 93][200|469] Time:[0.227/0.218] Loss:[0.011/0.019] AdvLoss:[0.108/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 93][210|469] Time:[0.255/0.245] Loss:[0.017/0.020] AdvLoss:[0.112/0.110] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 93][220|469] Time:[0.222/0.213] Loss:[0.010/0.020] AdvLoss:[0.073/0.110] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 93][230|469] Time:[0.244/0.217] Loss:[0.018/0.020] AdvLoss:[0.083/0.109] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 93][240|469] Time:[0.251/0.241] Loss:[0.053/0.020] AdvLoss:[0.170/0.110] Acc:[0.977/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 93][250|469] Time:[0.248/0.225] Loss:[0.017/0.020] AdvLoss:[0.110/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 93][260|469] Time:[0.225/0.217] Loss:[0.012/0.021] AdvLoss:[0.072/0.110] Acc:[1.000/0.994] AdvAcc:[0.969/0.965] +Epoch:[ 93][270|469] Time:[0.239/0.209] Loss:[0.007/0.020] AdvLoss:[0.055/0.110] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 93][280|469] Time:[0.241/0.230] Loss:[0.008/0.021] AdvLoss:[0.070/0.109] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 93][290|469] Time:[0.271/0.261] Loss:[0.025/0.021] AdvLoss:[0.123/0.109] Acc:[0.984/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 93][300|469] Time:[0.251/0.226] Loss:[0.033/0.021] AdvLoss:[0.120/0.109] Acc:[0.992/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 93][310|469] Time:[0.237/0.214] Loss:[0.008/0.020] AdvLoss:[0.051/0.108] Acc:[1.000/0.994] AdvAcc:[0.992/0.965] +Epoch:[ 93][320|469] Time:[0.293/0.283] Loss:[0.013/0.020] AdvLoss:[0.080/0.109] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 93][330|469] Time:[0.222/0.210] Loss:[0.011/0.020] AdvLoss:[0.072/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 93][340|469] Time:[0.234/0.213] Loss:[0.007/0.019] AdvLoss:[0.086/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 93][350|469] Time:[0.279/0.259] Loss:[0.022/0.019] AdvLoss:[0.111/0.108] Acc:[0.984/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 93][360|469] Time:[0.239/0.221] Loss:[0.015/0.020] AdvLoss:[0.089/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 93][370|469] Time:[0.227/0.209] Loss:[0.007/0.019] AdvLoss:[0.056/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 93][380|469] Time:[0.247/0.218] Loss:[0.107/0.021] AdvLoss:[0.157/0.108] Acc:[0.992/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 93][390|469] Time:[0.246/0.220] Loss:[0.016/0.020] AdvLoss:[0.101/0.108] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 93][400|469] Time:[0.255/0.246] Loss:[0.016/0.020] AdvLoss:[0.087/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 93][410|469] Time:[0.236/0.220] Loss:[0.045/0.020] AdvLoss:[0.127/0.107] Acc:[0.984/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 93][420|469] Time:[0.249/0.225] Loss:[0.032/0.021] AdvLoss:[0.114/0.107] Acc:[0.984/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 93][430|469] Time:[0.244/0.235] Loss:[0.010/0.020] AdvLoss:[0.082/0.107] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 93][440|469] Time:[0.243/0.222] Loss:[0.028/0.020] AdvLoss:[0.135/0.108] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 93][450|469] Time:[0.262/0.250] Loss:[0.023/0.020] AdvLoss:[0.143/0.108] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 93][460|469] Time:[0.284/0.273] Loss:[0.018/0.020] AdvLoss:[0.135/0.108] Acc:[0.992/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 94][ 10|469] Time:[0.249/0.222] Loss:[0.011/0.013] AdvLoss:[0.082/0.108] Acc:[1.000/1.000] AdvAcc:[0.969/0.963] +Epoch:[ 94][ 20|469] Time:[0.260/0.250] Loss:[0.032/0.019] AdvLoss:[0.121/0.097] Acc:[0.992/0.996] AdvAcc:[0.961/0.970] +Epoch:[ 94][ 30|469] Time:[0.221/0.211] Loss:[0.024/0.020] AdvLoss:[0.115/0.095] Acc:[0.992/0.995] AdvAcc:[0.969/0.970] +Epoch:[ 94][ 40|469] Time:[0.229/0.215] Loss:[0.029/0.020] AdvLoss:[0.125/0.099] Acc:[0.992/0.994] AdvAcc:[0.953/0.968] +Epoch:[ 94][ 50|469] Time:[0.241/0.231] Loss:[0.011/0.018] AdvLoss:[0.079/0.102] Acc:[1.000/0.995] AdvAcc:[0.984/0.968] +Epoch:[ 94][ 60|469] Time:[0.231/0.203] Loss:[0.015/0.019] AdvLoss:[0.095/0.099] Acc:[0.992/0.995] AdvAcc:[0.961/0.968] +Epoch:[ 94][ 70|469] Time:[0.232/0.223] Loss:[0.046/0.022] AdvLoss:[0.150/0.100] Acc:[0.984/0.993] AdvAcc:[0.953/0.967] +Epoch:[ 94][ 80|469] Time:[0.230/0.219] Loss:[0.021/0.021] AdvLoss:[0.092/0.102] Acc:[0.992/0.994] AdvAcc:[0.969/0.967] +Epoch:[ 94][ 90|469] Time:[0.247/0.223] Loss:[0.007/0.020] AdvLoss:[0.071/0.101] Acc:[1.000/0.994] AdvAcc:[0.984/0.967] +Epoch:[ 94][100|469] Time:[0.228/0.219] Loss:[0.018/0.020] AdvLoss:[0.096/0.103] Acc:[0.992/0.994] AdvAcc:[0.969/0.967] +Epoch:[ 94][110|469] Time:[0.254/0.244] Loss:[0.043/0.021] AdvLoss:[0.161/0.105] Acc:[0.984/0.994] AdvAcc:[0.938/0.966] +Epoch:[ 94][120|469] Time:[0.240/0.224] Loss:[0.018/0.020] AdvLoss:[0.118/0.105] Acc:[0.992/0.994] AdvAcc:[0.953/0.966] +Epoch:[ 94][130|469] Time:[0.264/0.253] Loss:[0.013/0.020] AdvLoss:[0.081/0.105] Acc:[0.992/0.994] AdvAcc:[0.992/0.967] +Epoch:[ 94][140|469] Time:[0.224/0.212] Loss:[0.008/0.020] AdvLoss:[0.067/0.105] Acc:[1.000/0.994] AdvAcc:[0.992/0.967] +Epoch:[ 94][150|469] Time:[0.225/0.215] Loss:[0.036/0.021] AdvLoss:[0.148/0.105] Acc:[0.984/0.993] AdvAcc:[0.945/0.967] +Epoch:[ 94][160|469] Time:[0.256/0.246] Loss:[0.025/0.020] AdvLoss:[0.144/0.105] Acc:[0.992/0.994] AdvAcc:[0.938/0.967] +Epoch:[ 94][170|469] Time:[0.279/0.255] Loss:[0.056/0.022] AdvLoss:[0.176/0.105] Acc:[0.992/0.993] AdvAcc:[0.953/0.967] +Epoch:[ 94][180|469] Time:[0.244/0.229] Loss:[0.012/0.022] AdvLoss:[0.088/0.105] Acc:[1.000/0.994] AdvAcc:[0.977/0.967] +Epoch:[ 94][190|469] Time:[0.286/0.257] Loss:[0.021/0.021] AdvLoss:[0.137/0.105] Acc:[0.992/0.994] AdvAcc:[0.930/0.966] +Epoch:[ 94][200|469] Time:[0.226/0.211] Loss:[0.011/0.021] AdvLoss:[0.081/0.106] Acc:[1.000/0.994] AdvAcc:[0.977/0.966] +Epoch:[ 94][210|469] Time:[0.255/0.246] Loss:[0.006/0.021] AdvLoss:[0.044/0.105] Acc:[1.000/0.994] AdvAcc:[0.992/0.966] +Epoch:[ 94][220|469] Time:[0.242/0.218] Loss:[0.017/0.021] AdvLoss:[0.072/0.105] Acc:[0.992/0.994] AdvAcc:[0.984/0.966] +Epoch:[ 94][230|469] Time:[0.226/0.216] Loss:[0.021/0.021] AdvLoss:[0.106/0.106] Acc:[0.992/0.994] AdvAcc:[0.984/0.966] +Epoch:[ 94][240|469] Time:[0.280/0.270] Loss:[0.014/0.020] AdvLoss:[0.107/0.105] Acc:[1.000/0.994] AdvAcc:[0.961/0.966] +Epoch:[ 94][250|469] Time:[0.230/0.210] Loss:[0.008/0.020] AdvLoss:[0.087/0.105] Acc:[1.000/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 94][260|469] Time:[0.234/0.210] Loss:[0.019/0.020] AdvLoss:[0.146/0.105] Acc:[0.992/0.995] AdvAcc:[0.938/0.966] +Epoch:[ 94][270|469] Time:[0.251/0.242] Loss:[0.046/0.021] AdvLoss:[0.185/0.106] Acc:[0.992/0.994] AdvAcc:[0.930/0.966] +Epoch:[ 94][280|469] Time:[0.233/0.224] Loss:[0.020/0.021] AdvLoss:[0.086/0.106] Acc:[0.992/0.994] AdvAcc:[0.984/0.966] +Epoch:[ 94][290|469] Time:[0.251/0.222] Loss:[0.011/0.021] AdvLoss:[0.103/0.106] Acc:[1.000/0.994] AdvAcc:[0.953/0.966] +Epoch:[ 94][300|469] Time:[0.264/0.254] Loss:[0.017/0.021] AdvLoss:[0.121/0.106] Acc:[1.000/0.995] AdvAcc:[0.953/0.966] +Epoch:[ 94][310|469] Time:[0.223/0.213] Loss:[0.024/0.021] AdvLoss:[0.122/0.106] Acc:[1.000/0.995] AdvAcc:[0.953/0.966] +Epoch:[ 94][320|469] Time:[0.268/0.236] Loss:[0.019/0.021] AdvLoss:[0.082/0.106] Acc:[0.992/0.995] AdvAcc:[0.992/0.966] +Epoch:[ 94][330|469] Time:[0.287/0.270] Loss:[0.012/0.021] AdvLoss:[0.074/0.107] Acc:[1.000/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 94][340|469] Time:[0.238/0.219] Loss:[0.017/0.021] AdvLoss:[0.116/0.107] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 94][350|469] Time:[0.221/0.212] Loss:[0.021/0.021] AdvLoss:[0.098/0.107] Acc:[0.992/0.995] AdvAcc:[0.984/0.966] +Epoch:[ 94][360|469] Time:[0.237/0.223] Loss:[0.015/0.020] AdvLoss:[0.153/0.107] Acc:[1.000/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 94][370|469] Time:[0.243/0.232] Loss:[0.017/0.020] AdvLoss:[0.146/0.107] Acc:[1.000/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 94][380|469] Time:[0.225/0.215] Loss:[0.025/0.020] AdvLoss:[0.141/0.108] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 94][390|469] Time:[0.235/0.215] Loss:[0.037/0.021] AdvLoss:[0.134/0.108] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 94][400|469] Time:[0.244/0.217] Loss:[0.015/0.020] AdvLoss:[0.098/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 94][410|469] Time:[0.254/0.243] Loss:[0.022/0.021] AdvLoss:[0.135/0.107] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 94][420|469] Time:[0.235/0.208] Loss:[0.017/0.021] AdvLoss:[0.087/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 94][430|469] Time:[0.238/0.220] Loss:[0.024/0.021] AdvLoss:[0.165/0.107] Acc:[1.000/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 94][440|469] Time:[0.251/0.242] Loss:[0.029/0.021] AdvLoss:[0.130/0.107] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 94][450|469] Time:[0.259/0.228] Loss:[0.017/0.021] AdvLoss:[0.097/0.107] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 94][460|469] Time:[0.216/0.207] Loss:[0.025/0.021] AdvLoss:[0.121/0.107] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +epoch 94 evaluated +natural accuracy: 0.9902 +adversarial accuracy: 0.9446 +Epoch:[ 95][ 10|469] Time:[0.260/0.231] Loss:[0.013/0.011] AdvLoss:[0.088/0.102] Acc:[1.000/1.000] AdvAcc:[0.953/0.964] +Epoch:[ 95][ 20|469] Time:[0.247/0.237] Loss:[0.041/0.024] AdvLoss:[0.161/0.112] Acc:[0.992/0.994] AdvAcc:[0.953/0.964] +Epoch:[ 95][ 30|469] Time:[0.254/0.245] Loss:[0.054/0.027] AdvLoss:[0.192/0.109] Acc:[0.984/0.992] AdvAcc:[0.945/0.965] +Epoch:[ 95][ 40|469] Time:[0.236/0.227] Loss:[0.048/0.029] AdvLoss:[0.146/0.107] Acc:[0.992/0.992] AdvAcc:[0.961/0.967] +Epoch:[ 95][ 50|469] Time:[0.252/0.234] Loss:[0.012/0.028] AdvLoss:[0.076/0.106] Acc:[0.992/0.991] AdvAcc:[0.969/0.967] +Epoch:[ 95][ 60|469] Time:[0.254/0.244] Loss:[0.008/0.027] AdvLoss:[0.069/0.109] Acc:[1.000/0.992] AdvAcc:[0.977/0.966] +Epoch:[ 95][ 70|469] Time:[0.231/0.222] Loss:[0.023/0.027] AdvLoss:[0.121/0.108] Acc:[0.992/0.992] AdvAcc:[0.938/0.966] +Epoch:[ 95][ 80|469] Time:[0.241/0.214] Loss:[0.010/0.025] AdvLoss:[0.087/0.106] Acc:[1.000/0.993] AdvAcc:[0.977/0.967] +Epoch:[ 95][ 90|469] Time:[0.258/0.248] Loss:[0.008/0.023] AdvLoss:[0.082/0.105] Acc:[1.000/0.993] AdvAcc:[0.984/0.967] +Epoch:[ 95][100|469] Time:[0.244/0.223] Loss:[0.022/0.023] AdvLoss:[0.087/0.106] Acc:[0.992/0.993] AdvAcc:[0.977/0.967] +Epoch:[ 95][110|469] Time:[0.241/0.220] Loss:[0.016/0.022] AdvLoss:[0.126/0.106] Acc:[1.000/0.994] AdvAcc:[0.961/0.967] +Epoch:[ 95][120|469] Time:[0.264/0.255] Loss:[0.018/0.022] AdvLoss:[0.117/0.106] Acc:[0.992/0.994] AdvAcc:[0.945/0.967] +Epoch:[ 95][130|469] Time:[0.229/0.216] Loss:[0.039/0.022] AdvLoss:[0.156/0.107] Acc:[0.992/0.994] AdvAcc:[0.922/0.966] +Epoch:[ 95][140|469] Time:[0.230/0.207] Loss:[0.007/0.022] AdvLoss:[0.068/0.106] Acc:[1.000/0.994] AdvAcc:[0.984/0.966] +Epoch:[ 95][150|469] Time:[0.276/0.250] Loss:[0.016/0.022] AdvLoss:[0.148/0.107] Acc:[1.000/0.994] AdvAcc:[0.953/0.966] +Epoch:[ 95][160|469] Time:[0.223/0.210] Loss:[0.028/0.023] AdvLoss:[0.156/0.107] Acc:[0.992/0.994] AdvAcc:[0.945/0.966] +Epoch:[ 95][170|469] Time:[0.236/0.224] Loss:[0.023/0.023] AdvLoss:[0.085/0.106] Acc:[0.992/0.994] AdvAcc:[0.969/0.966] +Epoch:[ 95][180|469] Time:[0.244/0.226] Loss:[0.021/0.023] AdvLoss:[0.108/0.106] Acc:[0.992/0.994] AdvAcc:[0.977/0.966] +Epoch:[ 95][190|469] Time:[0.250/0.222] Loss:[0.013/0.023] AdvLoss:[0.099/0.106] Acc:[1.000/0.994] AdvAcc:[0.977/0.966] +Epoch:[ 95][200|469] Time:[0.253/0.244] Loss:[0.025/0.023] AdvLoss:[0.159/0.106] Acc:[0.984/0.994] AdvAcc:[0.945/0.966] +Epoch:[ 95][210|469] Time:[0.240/0.211] Loss:[0.019/0.023] AdvLoss:[0.098/0.106] Acc:[0.992/0.994] AdvAcc:[0.969/0.966] +Epoch:[ 95][220|469] Time:[0.243/0.218] Loss:[0.014/0.023] AdvLoss:[0.084/0.106] Acc:[1.000/0.994] AdvAcc:[0.969/0.966] +Epoch:[ 95][230|469] Time:[0.297/0.287] Loss:[0.037/0.023] AdvLoss:[0.098/0.107] Acc:[0.992/0.994] AdvAcc:[0.977/0.966] +Epoch:[ 95][240|469] Time:[0.244/0.215] Loss:[0.014/0.023] AdvLoss:[0.072/0.107] Acc:[0.992/0.994] AdvAcc:[0.992/0.965] +Epoch:[ 95][250|469] Time:[0.243/0.213] Loss:[0.025/0.023] AdvLoss:[0.132/0.107] Acc:[0.992/0.994] AdvAcc:[0.930/0.965] +Epoch:[ 95][260|469] Time:[0.252/0.241] Loss:[0.011/0.023] AdvLoss:[0.080/0.107] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 95][270|469] Time:[0.245/0.220] Loss:[0.020/0.022] AdvLoss:[0.069/0.107] Acc:[0.992/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 95][280|469] Time:[0.248/0.223] Loss:[0.011/0.022] AdvLoss:[0.084/0.106] Acc:[1.000/0.994] AdvAcc:[0.977/0.965] +Epoch:[ 95][290|469] Time:[0.256/0.246] Loss:[0.012/0.022] AdvLoss:[0.093/0.107] Acc:[1.000/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 95][300|469] Time:[0.256/0.239] Loss:[0.007/0.021] AdvLoss:[0.065/0.107] Acc:[1.000/0.995] AdvAcc:[0.992/0.965] +Epoch:[ 95][310|469] Time:[0.243/0.228] Loss:[0.015/0.021] AdvLoss:[0.071/0.107] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 95][320|469] Time:[0.291/0.274] Loss:[0.019/0.022] AdvLoss:[0.106/0.107] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 95][330|469] Time:[0.242/0.224] Loss:[0.023/0.022] AdvLoss:[0.141/0.107] Acc:[0.992/0.994] AdvAcc:[0.945/0.965] +Epoch:[ 95][340|469] Time:[0.248/0.230] Loss:[0.008/0.022] AdvLoss:[0.074/0.107] Acc:[1.000/0.994] AdvAcc:[0.984/0.965] +Epoch:[ 95][350|469] Time:[0.257/0.241] Loss:[0.017/0.022] AdvLoss:[0.114/0.107] Acc:[0.992/0.994] AdvAcc:[0.961/0.965] +Epoch:[ 95][360|469] Time:[0.264/0.254] Loss:[0.020/0.022] AdvLoss:[0.132/0.107] Acc:[0.992/0.994] AdvAcc:[0.953/0.965] +Epoch:[ 95][370|469] Time:[0.234/0.225] Loss:[0.010/0.021] AdvLoss:[0.057/0.106] Acc:[1.000/0.994] AdvAcc:[1.000/0.966] +Epoch:[ 95][380|469] Time:[0.230/0.220] Loss:[0.004/0.021] AdvLoss:[0.069/0.106] Acc:[1.000/0.994] AdvAcc:[0.977/0.966] +Epoch:[ 95][390|469] Time:[0.233/0.216] Loss:[0.031/0.021] AdvLoss:[0.106/0.106] Acc:[0.992/0.994] AdvAcc:[0.977/0.966] +Epoch:[ 95][400|469] Time:[0.264/0.255] Loss:[0.011/0.021] AdvLoss:[0.082/0.106] Acc:[1.000/0.995] AdvAcc:[0.977/0.966] +Epoch:[ 95][410|469] Time:[0.234/0.221] Loss:[0.008/0.021] AdvLoss:[0.067/0.106] Acc:[1.000/0.995] AdvAcc:[0.992/0.966] +Epoch:[ 95][420|469] Time:[0.232/0.223] Loss:[0.009/0.021] AdvLoss:[0.098/0.106] Acc:[1.000/0.995] AdvAcc:[0.969/0.966] +Epoch:[ 95][430|469] Time:[0.252/0.242] Loss:[0.028/0.021] AdvLoss:[0.128/0.106] Acc:[0.992/0.995] AdvAcc:[0.953/0.966] +Epoch:[ 95][440|469] Time:[0.256/0.225] Loss:[0.026/0.021] AdvLoss:[0.124/0.106] Acc:[0.992/0.995] AdvAcc:[0.953/0.966] +Epoch:[ 95][450|469] Time:[0.240/0.211] Loss:[0.034/0.021] AdvLoss:[0.145/0.107] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 95][460|469] Time:[0.272/0.261] Loss:[0.023/0.021] AdvLoss:[0.125/0.107] Acc:[0.992/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 96][ 10|469] Time:[0.227/0.216] Loss:[0.004/0.006] AdvLoss:[0.051/0.099] Acc:[1.000/1.000] AdvAcc:[0.992/0.973] +Epoch:[ 96][ 20|469] Time:[0.327/0.317] Loss:[0.006/0.012] AdvLoss:[0.053/0.106] Acc:[1.000/1.000] AdvAcc:[0.984/0.969] +Epoch:[ 96][ 30|469] Time:[0.225/0.211] Loss:[0.015/0.014] AdvLoss:[0.093/0.111] Acc:[0.992/0.997] AdvAcc:[0.969/0.967] +Epoch:[ 96][ 40|469] Time:[0.237/0.222] Loss:[0.025/0.017] AdvLoss:[0.149/0.112] Acc:[0.984/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 96][ 50|469] Time:[0.275/0.256] Loss:[0.027/0.017] AdvLoss:[0.114/0.109] Acc:[0.992/0.995] AdvAcc:[0.961/0.964] +Epoch:[ 96][ 60|469] Time:[0.222/0.212] Loss:[0.008/0.016] AdvLoss:[0.082/0.113] Acc:[1.000/0.995] AdvAcc:[0.984/0.963] +Epoch:[ 96][ 70|469] Time:[0.221/0.211] Loss:[0.038/0.018] AdvLoss:[0.136/0.113] Acc:[0.984/0.995] AdvAcc:[0.977/0.963] +Epoch:[ 96][ 80|469] Time:[0.250/0.224] Loss:[0.021/0.019] AdvLoss:[0.088/0.112] Acc:[0.992/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 96][ 90|469] Time:[0.251/0.230] Loss:[0.018/0.019] AdvLoss:[0.104/0.111] Acc:[0.992/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 96][100|469] Time:[0.261/0.251] Loss:[0.013/0.018] AdvLoss:[0.104/0.110] Acc:[1.000/0.995] AdvAcc:[0.961/0.966] +Epoch:[ 96][110|469] Time:[0.230/0.212] Loss:[0.011/0.018] AdvLoss:[0.100/0.111] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 96][120|469] Time:[0.220/0.211] Loss:[0.051/0.019] AdvLoss:[0.132/0.111] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 96][130|469] Time:[0.250/0.240] Loss:[0.013/0.018] AdvLoss:[0.104/0.112] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 96][140|469] Time:[0.230/0.213] Loss:[0.007/0.018] AdvLoss:[0.056/0.111] Acc:[1.000/0.996] AdvAcc:[0.984/0.964] +Epoch:[ 96][150|469] Time:[0.228/0.218] Loss:[0.010/0.018] AdvLoss:[0.085/0.111] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 96][160|469] Time:[0.282/0.259] Loss:[0.010/0.019] AdvLoss:[0.066/0.110] Acc:[1.000/0.995] AdvAcc:[0.992/0.964] +Epoch:[ 96][170|469] Time:[0.239/0.225] Loss:[0.016/0.019] AdvLoss:[0.141/0.110] Acc:[1.000/0.996] AdvAcc:[0.938/0.964] +Epoch:[ 96][180|469] Time:[0.230/0.220] Loss:[0.022/0.019] AdvLoss:[0.127/0.111] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 96][190|469] Time:[0.246/0.223] Loss:[0.015/0.019] AdvLoss:[0.112/0.110] Acc:[1.000/0.996] AdvAcc:[0.953/0.964] +Epoch:[ 96][200|469] Time:[0.242/0.231] Loss:[0.009/0.019] AdvLoss:[0.067/0.110] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 96][210|469] Time:[0.254/0.244] Loss:[0.019/0.019] AdvLoss:[0.153/0.109] Acc:[1.000/0.996] AdvAcc:[0.938/0.964] +Epoch:[ 96][220|469] Time:[0.225/0.213] Loss:[0.026/0.020] AdvLoss:[0.128/0.109] Acc:[0.992/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 96][230|469] Time:[0.223/0.214] Loss:[0.003/0.020] AdvLoss:[0.036/0.109] Acc:[1.000/0.995] AdvAcc:[1.000/0.964] +Epoch:[ 96][240|469] Time:[0.250/0.240] Loss:[0.014/0.020] AdvLoss:[0.113/0.109] Acc:[1.000/0.996] AdvAcc:[0.961/0.964] +Epoch:[ 96][250|469] Time:[0.232/0.223] Loss:[0.017/0.019] AdvLoss:[0.091/0.109] Acc:[1.000/0.996] AdvAcc:[0.961/0.964] +Epoch:[ 96][260|469] Time:[0.241/0.216] Loss:[0.040/0.020] AdvLoss:[0.116/0.109] Acc:[0.984/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 96][270|469] Time:[0.259/0.250] Loss:[0.008/0.019] AdvLoss:[0.078/0.108] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 96][280|469] Time:[0.253/0.242] Loss:[0.031/0.020] AdvLoss:[0.146/0.109] Acc:[0.992/0.996] AdvAcc:[0.938/0.964] +Epoch:[ 96][290|469] Time:[0.227/0.206] Loss:[0.005/0.020] AdvLoss:[0.053/0.109] Acc:[1.000/0.996] AdvAcc:[0.984/0.964] +Epoch:[ 96][300|469] Time:[0.259/0.235] Loss:[0.021/0.020] AdvLoss:[0.144/0.109] Acc:[1.000/0.996] AdvAcc:[0.938/0.964] +Epoch:[ 96][310|469] Time:[0.218/0.206] Loss:[0.011/0.020] AdvLoss:[0.081/0.109] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 96][320|469] Time:[0.226/0.215] Loss:[0.010/0.019] AdvLoss:[0.100/0.108] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 96][330|469] Time:[0.246/0.220] Loss:[0.025/0.019] AdvLoss:[0.107/0.108] Acc:[0.984/0.996] AdvAcc:[0.977/0.965] +Epoch:[ 96][340|469] Time:[0.234/0.224] Loss:[0.026/0.020] AdvLoss:[0.116/0.108] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 96][350|469] Time:[0.257/0.247] Loss:[0.011/0.019] AdvLoss:[0.066/0.108] Acc:[0.992/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 96][360|469] Time:[0.233/0.223] Loss:[0.031/0.019] AdvLoss:[0.151/0.108] Acc:[0.984/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 96][370|469] Time:[0.239/0.217] Loss:[0.013/0.020] AdvLoss:[0.101/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 96][380|469] Time:[0.246/0.236] Loss:[0.022/0.020] AdvLoss:[0.121/0.108] Acc:[0.992/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 96][390|469] Time:[0.232/0.208] Loss:[0.038/0.020] AdvLoss:[0.153/0.108] Acc:[0.984/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 96][400|469] Time:[0.223/0.214] Loss:[0.018/0.020] AdvLoss:[0.110/0.108] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 96][410|469] Time:[0.273/0.263] Loss:[0.008/0.020] AdvLoss:[0.053/0.107] Acc:[1.000/0.995] AdvAcc:[0.992/0.965] +Epoch:[ 96][420|469] Time:[0.240/0.222] Loss:[0.009/0.020] AdvLoss:[0.131/0.107] Acc:[1.000/0.995] AdvAcc:[0.930/0.965] +Epoch:[ 96][430|469] Time:[0.225/0.213] Loss:[0.010/0.020] AdvLoss:[0.096/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 96][440|469] Time:[0.236/0.222] Loss:[0.032/0.020] AdvLoss:[0.151/0.108] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 96][450|469] Time:[0.228/0.217] Loss:[0.009/0.020] AdvLoss:[0.077/0.107] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 96][460|469] Time:[0.231/0.222] Loss:[0.024/0.020] AdvLoss:[0.133/0.107] Acc:[0.992/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 97][ 10|469] Time:[0.255/0.228] Loss:[0.016/0.029] AdvLoss:[0.128/0.105] Acc:[1.000/0.996] AdvAcc:[0.961/0.964] +Epoch:[ 97][ 20|469] Time:[0.259/0.249] Loss:[0.033/0.026] AdvLoss:[0.123/0.115] Acc:[0.992/0.996] AdvAcc:[0.961/0.961] +Epoch:[ 97][ 30|469] Time:[0.230/0.219] Loss:[0.029/0.024] AdvLoss:[0.073/0.109] Acc:[0.992/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 97][ 40|469] Time:[0.241/0.212] Loss:[0.014/0.020] AdvLoss:[0.071/0.110] Acc:[0.992/0.996] AdvAcc:[0.984/0.964] +Epoch:[ 97][ 50|469] Time:[0.247/0.237] Loss:[0.006/0.018] AdvLoss:[0.086/0.111] Acc:[1.000/0.997] AdvAcc:[0.977/0.964] +Epoch:[ 97][ 60|469] Time:[0.230/0.215] Loss:[0.029/0.020] AdvLoss:[0.111/0.112] Acc:[0.992/0.996] AdvAcc:[0.953/0.963] +Epoch:[ 97][ 70|469] Time:[0.220/0.209] Loss:[0.019/0.019] AdvLoss:[0.108/0.111] Acc:[0.992/0.996] AdvAcc:[0.953/0.963] +Epoch:[ 97][ 80|469] Time:[0.252/0.242] Loss:[0.033/0.020] AdvLoss:[0.165/0.109] Acc:[0.992/0.996] AdvAcc:[0.953/0.964] +Epoch:[ 97][ 90|469] Time:[0.224/0.211] Loss:[0.020/0.019] AdvLoss:[0.125/0.108] Acc:[0.992/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 97][100|469] Time:[0.229/0.220] Loss:[0.009/0.018] AdvLoss:[0.093/0.107] Acc:[1.000/0.996] AdvAcc:[0.969/0.965] +Epoch:[ 97][110|469] Time:[0.283/0.267] Loss:[0.054/0.019] AdvLoss:[0.164/0.107] Acc:[0.984/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 97][120|469] Time:[0.233/0.220] Loss:[0.019/0.019] AdvLoss:[0.098/0.106] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 97][130|469] Time:[0.243/0.233] Loss:[0.012/0.020] AdvLoss:[0.090/0.108] Acc:[1.000/0.996] AdvAcc:[0.984/0.965] +Epoch:[ 97][140|469] Time:[0.239/0.215] Loss:[0.011/0.020] AdvLoss:[0.077/0.108] Acc:[1.000/0.996] AdvAcc:[0.969/0.965] +Epoch:[ 97][150|469] Time:[0.222/0.212] Loss:[0.007/0.020] AdvLoss:[0.085/0.108] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 97][160|469] Time:[0.255/0.245] Loss:[0.042/0.020] AdvLoss:[0.144/0.110] Acc:[0.992/0.996] AdvAcc:[0.938/0.963] +Epoch:[ 97][170|469] Time:[0.245/0.226] Loss:[0.010/0.020] AdvLoss:[0.090/0.109] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 97][180|469] Time:[0.221/0.211] Loss:[0.028/0.020] AdvLoss:[0.128/0.109] Acc:[0.992/0.996] AdvAcc:[0.953/0.964] +Epoch:[ 97][190|469] Time:[0.245/0.235] Loss:[0.039/0.020] AdvLoss:[0.139/0.108] Acc:[0.984/0.996] AdvAcc:[0.969/0.965] +Epoch:[ 97][200|469] Time:[0.230/0.212] Loss:[0.018/0.020] AdvLoss:[0.082/0.108] Acc:[0.992/0.996] AdvAcc:[0.984/0.965] +Epoch:[ 97][210|469] Time:[0.246/0.218] Loss:[0.020/0.020] AdvLoss:[0.067/0.108] Acc:[0.992/0.996] AdvAcc:[0.977/0.965] +Epoch:[ 97][220|469] Time:[0.250/0.240] Loss:[0.047/0.021] AdvLoss:[0.146/0.108] Acc:[0.984/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 97][230|469] Time:[0.227/0.214] Loss:[0.008/0.020] AdvLoss:[0.071/0.107] Acc:[1.000/0.996] AdvAcc:[0.977/0.965] +Epoch:[ 97][240|469] Time:[0.223/0.210] Loss:[0.062/0.021] AdvLoss:[0.187/0.107] Acc:[0.984/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 97][250|469] Time:[0.249/0.218] Loss:[0.078/0.022] AdvLoss:[0.198/0.107] Acc:[0.977/0.995] AdvAcc:[0.922/0.965] +Epoch:[ 97][260|469] Time:[0.247/0.224] Loss:[0.006/0.022] AdvLoss:[0.046/0.108] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 97][270|469] Time:[0.258/0.249] Loss:[0.013/0.022] AdvLoss:[0.093/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 97][280|469] Time:[0.256/0.227] Loss:[0.045/0.022] AdvLoss:[0.155/0.109] Acc:[0.984/0.995] AdvAcc:[0.922/0.964] +Epoch:[ 97][290|469] Time:[0.242/0.219] Loss:[0.034/0.022] AdvLoss:[0.188/0.109] Acc:[0.984/0.995] AdvAcc:[0.945/0.964] +Epoch:[ 97][300|469] Time:[0.245/0.235] Loss:[0.003/0.022] AdvLoss:[0.034/0.108] Acc:[1.000/0.995] AdvAcc:[1.000/0.965] +Epoch:[ 97][310|469] Time:[0.215/0.205] Loss:[0.010/0.021] AdvLoss:[0.079/0.108] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 97][320|469] Time:[0.225/0.216] Loss:[0.064/0.022] AdvLoss:[0.193/0.108] Acc:[0.977/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 97][330|469] Time:[0.254/0.245] Loss:[0.013/0.021] AdvLoss:[0.086/0.108] Acc:[0.992/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 97][340|469] Time:[0.248/0.239] Loss:[0.013/0.021] AdvLoss:[0.087/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 97][350|469] Time:[0.236/0.224] Loss:[0.018/0.021] AdvLoss:[0.126/0.108] Acc:[1.000/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 97][360|469] Time:[0.265/0.255] Loss:[0.022/0.021] AdvLoss:[0.136/0.109] Acc:[0.992/0.995] AdvAcc:[0.930/0.965] +Epoch:[ 97][370|469] Time:[0.247/0.226] Loss:[0.033/0.022] AdvLoss:[0.119/0.109] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 97][380|469] Time:[0.248/0.238] Loss:[0.007/0.021] AdvLoss:[0.050/0.108] Acc:[1.000/0.995] AdvAcc:[0.992/0.965] +Epoch:[ 97][390|469] Time:[0.253/0.243] Loss:[0.006/0.021] AdvLoss:[0.059/0.108] Acc:[1.000/0.995] AdvAcc:[0.984/0.965] +Epoch:[ 97][400|469] Time:[0.242/0.217] Loss:[0.008/0.021] AdvLoss:[0.051/0.108] Acc:[1.000/0.995] AdvAcc:[1.000/0.965] +Epoch:[ 97][410|469] Time:[0.262/0.235] Loss:[0.032/0.021] AdvLoss:[0.174/0.108] Acc:[0.992/0.995] AdvAcc:[0.922/0.965] +Epoch:[ 97][420|469] Time:[0.271/0.261] Loss:[0.010/0.021] AdvLoss:[0.073/0.108] Acc:[1.000/0.995] AdvAcc:[0.977/0.965] +Epoch:[ 97][430|469] Time:[0.232/0.209] Loss:[0.005/0.020] AdvLoss:[0.044/0.108] Acc:[1.000/0.995] AdvAcc:[1.000/0.965] +Epoch:[ 97][440|469] Time:[0.227/0.218] Loss:[0.035/0.020] AdvLoss:[0.144/0.108] Acc:[0.984/0.995] AdvAcc:[0.945/0.965] +Epoch:[ 97][450|469] Time:[0.244/0.224] Loss:[0.008/0.020] AdvLoss:[0.096/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 97][460|469] Time:[0.228/0.218] Loss:[0.022/0.020] AdvLoss:[0.162/0.108] Acc:[0.992/0.995] AdvAcc:[0.938/0.965] +Epoch:[ 98][ 10|469] Time:[0.215/0.206] Loss:[0.005/0.005] AdvLoss:[0.054/0.093] Acc:[1.000/1.000] AdvAcc:[0.992/0.970] +Epoch:[ 98][ 20|469] Time:[0.245/0.229] Loss:[0.033/0.013] AdvLoss:[0.172/0.104] Acc:[0.984/0.996] AdvAcc:[0.938/0.964] +Epoch:[ 98][ 30|469] Time:[0.248/0.239] Loss:[0.033/0.016] AdvLoss:[0.133/0.108] Acc:[0.992/0.996] AdvAcc:[0.953/0.963] +Epoch:[ 98][ 40|469] Time:[0.225/0.214] Loss:[0.007/0.014] AdvLoss:[0.074/0.103] Acc:[1.000/0.997] AdvAcc:[0.969/0.965] +Epoch:[ 98][ 50|469] Time:[0.240/0.216] Loss:[0.019/0.014] AdvLoss:[0.087/0.107] Acc:[1.000/0.998] AdvAcc:[0.969/0.963] +Epoch:[ 98][ 60|469] Time:[0.243/0.234] Loss:[0.015/0.014] AdvLoss:[0.089/0.106] Acc:[0.992/0.997] AdvAcc:[0.984/0.964] +Epoch:[ 98][ 70|469] Time:[0.233/0.212] Loss:[0.009/0.015] AdvLoss:[0.062/0.108] Acc:[1.000/0.997] AdvAcc:[0.984/0.963] +Epoch:[ 98][ 80|469] Time:[0.233/0.223] Loss:[0.021/0.015] AdvLoss:[0.139/0.108] Acc:[1.000/0.997] AdvAcc:[0.953/0.963] +Epoch:[ 98][ 90|469] Time:[0.265/0.256] Loss:[0.012/0.015] AdvLoss:[0.089/0.106] Acc:[1.000/0.997] AdvAcc:[0.969/0.964] +Epoch:[ 98][100|469] Time:[0.225/0.215] Loss:[0.009/0.016] AdvLoss:[0.077/0.107] Acc:[1.000/0.996] AdvAcc:[0.969/0.964] +Epoch:[ 98][110|469] Time:[0.257/0.247] Loss:[0.020/0.017] AdvLoss:[0.123/0.108] Acc:[1.000/0.996] AdvAcc:[0.953/0.964] +Epoch:[ 98][120|469] Time:[0.221/0.208] Loss:[0.010/0.016] AdvLoss:[0.072/0.107] Acc:[1.000/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 98][130|469] Time:[0.246/0.225] Loss:[0.026/0.017] AdvLoss:[0.137/0.107] Acc:[1.000/0.996] AdvAcc:[0.945/0.964] +Epoch:[ 98][140|469] Time:[0.255/0.246] Loss:[0.057/0.018] AdvLoss:[0.146/0.108] Acc:[0.984/0.996] AdvAcc:[0.977/0.964] +Epoch:[ 98][150|469] Time:[0.253/0.222] Loss:[0.008/0.020] AdvLoss:[0.076/0.109] Acc:[1.000/0.995] AdvAcc:[0.984/0.964] +Epoch:[ 98][160|469] Time:[0.224/0.210] Loss:[0.013/0.019] AdvLoss:[0.063/0.111] Acc:[0.992/0.995] AdvAcc:[0.984/0.963] +Epoch:[ 98][170|469] Time:[0.250/0.241] Loss:[0.038/0.020] AdvLoss:[0.179/0.111] Acc:[0.984/0.995] AdvAcc:[0.938/0.963] +Epoch:[ 98][180|469] Time:[0.249/0.222] Loss:[0.007/0.020] AdvLoss:[0.088/0.110] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 98][190|469] Time:[0.230/0.210] Loss:[0.012/0.019] AdvLoss:[0.078/0.110] Acc:[1.000/0.995] AdvAcc:[0.977/0.964] +Epoch:[ 98][200|469] Time:[0.245/0.235] Loss:[0.024/0.019] AdvLoss:[0.116/0.109] Acc:[0.984/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 98][210|469] Time:[0.243/0.218] Loss:[0.010/0.019] AdvLoss:[0.073/0.109] Acc:[1.000/0.995] AdvAcc:[0.969/0.964] +Epoch:[ 98][220|469] Time:[0.256/0.227] Loss:[0.018/0.020] AdvLoss:[0.111/0.109] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 98][230|469] Time:[0.251/0.241] Loss:[0.022/0.020] AdvLoss:[0.127/0.108] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 98][240|469] Time:[0.271/0.256] Loss:[0.037/0.020] AdvLoss:[0.147/0.108] Acc:[0.992/0.995] AdvAcc:[0.953/0.965] +Epoch:[ 98][250|469] Time:[0.245/0.236] Loss:[0.006/0.020] AdvLoss:[0.058/0.108] Acc:[1.000/0.995] AdvAcc:[0.992/0.965] +Epoch:[ 98][260|469] Time:[0.231/0.214] Loss:[0.025/0.020] AdvLoss:[0.128/0.108] Acc:[0.992/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 98][270|469] Time:[0.256/0.223] Loss:[0.011/0.019] AdvLoss:[0.100/0.108] Acc:[1.000/0.996] AdvAcc:[0.969/0.965] +Epoch:[ 98][280|469] Time:[0.254/0.244] Loss:[0.007/0.019] AdvLoss:[0.088/0.108] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][290|469] Time:[0.225/0.214] Loss:[0.022/0.019] AdvLoss:[0.104/0.108] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][300|469] Time:[0.234/0.218] Loss:[0.021/0.019] AdvLoss:[0.091/0.108] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][310|469] Time:[0.255/0.246] Loss:[0.012/0.019] AdvLoss:[0.096/0.107] Acc:[1.000/0.996] AdvAcc:[0.977/0.965] +Epoch:[ 98][320|469] Time:[0.246/0.216] Loss:[0.006/0.019] AdvLoss:[0.065/0.107] Acc:[1.000/0.996] AdvAcc:[0.977/0.965] +Epoch:[ 98][330|469] Time:[0.249/0.215] Loss:[0.031/0.019] AdvLoss:[0.103/0.107] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][340|469] Time:[0.295/0.269] Loss:[0.014/0.019] AdvLoss:[0.117/0.107] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][350|469] Time:[0.234/0.218] Loss:[0.014/0.019] AdvLoss:[0.108/0.107] Acc:[1.000/0.996] AdvAcc:[0.938/0.965] +Epoch:[ 98][360|469] Time:[0.234/0.223] Loss:[0.024/0.019] AdvLoss:[0.134/0.107] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][370|469] Time:[0.306/0.294] Loss:[0.021/0.019] AdvLoss:[0.124/0.107] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][380|469] Time:[0.230/0.212] Loss:[0.009/0.020] AdvLoss:[0.078/0.108] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 98][390|469] Time:[0.236/0.226] Loss:[0.012/0.020] AdvLoss:[0.100/0.108] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 98][400|469] Time:[0.247/0.227] Loss:[0.003/0.019] AdvLoss:[0.030/0.107] Acc:[1.000/0.996] AdvAcc:[1.000/0.965] +Epoch:[ 98][410|469] Time:[0.232/0.222] Loss:[0.014/0.019] AdvLoss:[0.103/0.107] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 98][420|469] Time:[0.241/0.231] Loss:[0.016/0.020] AdvLoss:[0.101/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 98][430|469] Time:[0.237/0.221] Loss:[0.011/0.020] AdvLoss:[0.103/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 98][440|469] Time:[0.270/0.247] Loss:[0.003/0.019] AdvLoss:[0.040/0.107] Acc:[1.000/0.995] AdvAcc:[1.000/0.965] +Epoch:[ 98][450|469] Time:[0.248/0.238] Loss:[0.018/0.019] AdvLoss:[0.101/0.107] Acc:[1.000/0.995] AdvAcc:[0.969/0.965] +Epoch:[ 98][460|469] Time:[0.244/0.214] Loss:[0.018/0.019] AdvLoss:[0.112/0.107] Acc:[1.000/0.995] AdvAcc:[0.961/0.965] +Epoch:[ 99][ 10|469] Time:[0.249/0.239] Loss:[0.026/0.017] AdvLoss:[0.144/0.117] Acc:[0.992/0.996] AdvAcc:[0.961/0.957] +Epoch:[ 99][ 20|469] Time:[0.230/0.216] Loss:[0.010/0.014] AdvLoss:[0.088/0.105] Acc:[1.000/0.998] AdvAcc:[0.969/0.963] +Epoch:[ 99][ 30|469] Time:[0.232/0.220] Loss:[0.010/0.013] AdvLoss:[0.091/0.100] Acc:[1.000/0.999] AdvAcc:[0.984/0.966] +Epoch:[ 99][ 40|469] Time:[0.269/0.258] Loss:[0.006/0.012] AdvLoss:[0.052/0.100] Acc:[1.000/0.999] AdvAcc:[0.992/0.966] +Epoch:[ 99][ 50|469] Time:[0.227/0.214] Loss:[0.010/0.011] AdvLoss:[0.085/0.099] Acc:[1.000/0.999] AdvAcc:[0.961/0.966] +Epoch:[ 99][ 60|469] Time:[0.227/0.217] Loss:[0.032/0.012] AdvLoss:[0.148/0.102] Acc:[0.984/0.998] AdvAcc:[0.953/0.967] +Epoch:[ 99][ 70|469] Time:[0.230/0.213] Loss:[0.013/0.013] AdvLoss:[0.115/0.103] Acc:[1.000/0.998] AdvAcc:[0.969/0.966] +Epoch:[ 99][ 80|469] Time:[0.238/0.220] Loss:[0.019/0.014] AdvLoss:[0.084/0.102] Acc:[0.992/0.998] AdvAcc:[0.984/0.966] +Epoch:[ 99][ 90|469] Time:[0.266/0.257] Loss:[0.024/0.016] AdvLoss:[0.100/0.105] Acc:[0.992/0.997] AdvAcc:[0.977/0.966] +Epoch:[ 99][100|469] Time:[0.232/0.223] Loss:[0.044/0.017] AdvLoss:[0.155/0.104] Acc:[0.977/0.996] AdvAcc:[0.953/0.967] +Epoch:[ 99][110|469] Time:[0.245/0.213] Loss:[0.020/0.017] AdvLoss:[0.100/0.104] Acc:[0.992/0.996] AdvAcc:[0.969/0.966] +Epoch:[ 99][120|469] Time:[0.252/0.242] Loss:[0.011/0.017] AdvLoss:[0.074/0.104] Acc:[1.000/0.996] AdvAcc:[0.977/0.967] +Epoch:[ 99][130|469] Time:[0.238/0.217] Loss:[0.037/0.017] AdvLoss:[0.163/0.103] Acc:[0.992/0.996] AdvAcc:[0.953/0.967] +Epoch:[ 99][140|469] Time:[0.226/0.216] Loss:[0.010/0.017] AdvLoss:[0.070/0.102] Acc:[1.000/0.996] AdvAcc:[0.984/0.967] +Epoch:[ 99][150|469] Time:[0.285/0.271] Loss:[0.012/0.016] AdvLoss:[0.122/0.103] Acc:[1.000/0.997] AdvAcc:[0.953/0.967] +Epoch:[ 99][160|469] Time:[0.251/0.241] Loss:[0.009/0.016] AdvLoss:[0.069/0.103] Acc:[1.000/0.997] AdvAcc:[0.992/0.967] +Epoch:[ 99][170|469] Time:[0.229/0.220] Loss:[0.016/0.016] AdvLoss:[0.086/0.103] Acc:[1.000/0.997] AdvAcc:[0.969/0.966] +Epoch:[ 99][180|469] Time:[0.234/0.223] Loss:[0.027/0.017] AdvLoss:[0.119/0.104] Acc:[0.992/0.997] AdvAcc:[0.961/0.966] +Epoch:[ 99][190|469] Time:[0.231/0.217] Loss:[0.018/0.018] AdvLoss:[0.119/0.104] Acc:[1.000/0.997] AdvAcc:[0.961/0.966] +Epoch:[ 99][200|469] Time:[0.261/0.252] Loss:[0.009/0.017] AdvLoss:[0.108/0.104] Acc:[1.000/0.996] AdvAcc:[0.953/0.966] +Epoch:[ 99][210|469] Time:[0.231/0.218] Loss:[0.011/0.017] AdvLoss:[0.060/0.104] Acc:[1.000/0.997] AdvAcc:[0.984/0.966] +Epoch:[ 99][220|469] Time:[0.240/0.219] Loss:[0.018/0.017] AdvLoss:[0.085/0.104] Acc:[0.992/0.997] AdvAcc:[0.977/0.966] +Epoch:[ 99][230|469] Time:[0.253/0.242] Loss:[0.023/0.017] AdvLoss:[0.128/0.104] Acc:[1.000/0.997] AdvAcc:[0.953/0.966] +Epoch:[ 99][240|469] Time:[0.249/0.222] Loss:[0.049/0.018] AdvLoss:[0.184/0.105] Acc:[0.984/0.997] AdvAcc:[0.938/0.966] +Epoch:[ 99][250|469] Time:[0.226/0.216] Loss:[0.020/0.017] AdvLoss:[0.092/0.105] Acc:[0.992/0.997] AdvAcc:[0.969/0.966] +Epoch:[ 99][260|469] Time:[0.246/0.236] Loss:[0.023/0.018] AdvLoss:[0.105/0.105] Acc:[0.984/0.996] AdvAcc:[0.961/0.966] +Epoch:[ 99][270|469] Time:[0.227/0.218] Loss:[0.025/0.018] AdvLoss:[0.170/0.105] Acc:[0.992/0.996] AdvAcc:[0.938/0.966] +Epoch:[ 99][280|469] Time:[0.238/0.216] Loss:[0.020/0.018] AdvLoss:[0.119/0.105] Acc:[0.992/0.996] AdvAcc:[0.961/0.966] +Epoch:[ 99][290|469] Time:[0.250/0.239] Loss:[0.004/0.018] AdvLoss:[0.052/0.105] Acc:[1.000/0.996] AdvAcc:[0.984/0.966] +Epoch:[ 99][300|469] Time:[0.240/0.212] Loss:[0.005/0.017] AdvLoss:[0.053/0.104] Acc:[1.000/0.996] AdvAcc:[0.984/0.966] +Epoch:[ 99][310|469] Time:[0.240/0.215] Loss:[0.023/0.018] AdvLoss:[0.125/0.104] Acc:[1.000/0.996] AdvAcc:[0.945/0.966] +Epoch:[ 99][320|469] Time:[0.271/0.242] Loss:[0.014/0.017] AdvLoss:[0.118/0.105] Acc:[1.000/0.996] AdvAcc:[0.953/0.966] +Epoch:[ 99][330|469] Time:[0.225/0.215] Loss:[0.012/0.017] AdvLoss:[0.090/0.105] Acc:[1.000/0.996] AdvAcc:[0.977/0.966] +Epoch:[ 99][340|469] Time:[0.246/0.237] Loss:[0.030/0.018] AdvLoss:[0.148/0.105] Acc:[0.992/0.996] AdvAcc:[0.961/0.966] +Epoch:[ 99][350|469] Time:[0.246/0.220] Loss:[0.030/0.018] AdvLoss:[0.141/0.106] Acc:[0.992/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 99][360|469] Time:[0.225/0.216] Loss:[0.009/0.018] AdvLoss:[0.097/0.106] Acc:[1.000/0.996] AdvAcc:[0.977/0.965] +Epoch:[ 99][370|469] Time:[0.250/0.240] Loss:[0.012/0.018] AdvLoss:[0.109/0.106] Acc:[1.000/0.996] AdvAcc:[0.961/0.965] +Epoch:[ 99][380|469] Time:[0.237/0.219] Loss:[0.011/0.017] AdvLoss:[0.103/0.106] Acc:[1.000/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 99][390|469] Time:[0.245/0.224] Loss:[0.013/0.017] AdvLoss:[0.097/0.106] Acc:[1.000/0.996] AdvAcc:[0.984/0.966] +Epoch:[ 99][400|469] Time:[0.248/0.238] Loss:[0.045/0.018] AdvLoss:[0.174/0.106] Acc:[0.984/0.996] AdvAcc:[0.938/0.965] +Epoch:[ 99][410|469] Time:[0.237/0.227] Loss:[0.033/0.018] AdvLoss:[0.160/0.106] Acc:[0.992/0.996] AdvAcc:[0.945/0.965] +Epoch:[ 99][420|469] Time:[0.235/0.223] Loss:[0.018/0.018] AdvLoss:[0.086/0.107] Acc:[0.992/0.996] AdvAcc:[0.953/0.965] +Epoch:[ 99][430|469] Time:[0.274/0.264] Loss:[0.014/0.018] AdvLoss:[0.079/0.107] Acc:[0.992/0.996] AdvAcc:[0.984/0.965] +Epoch:[ 99][440|469] Time:[0.242/0.221] Loss:[0.024/0.018] AdvLoss:[0.118/0.107] Acc:[1.000/0.996] AdvAcc:[0.938/0.965] +Epoch:[ 99][450|469] Time:[0.230/0.221] Loss:[0.021/0.018] AdvLoss:[0.117/0.107] Acc:[1.000/0.996] AdvAcc:[0.953/0.965] +Epoch:[ 99][460|469] Time:[0.286/0.267] Loss:[0.032/0.018] AdvLoss:[0.111/0.107] Acc:[0.992/0.996] AdvAcc:[0.961/0.965] +epoch 99 evaluated +natural accuracy: 0.9902 +adversarial accuracy: 0.9429