gfcs_square_comparison.diff

diff --git a/.gitignore b/.gitignore
index e4d6787..a435f55 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,3 +13,11 @@ secret.zip
 *.pyc
 
 .idea/
+
+exps/
+
+madry_cifar10/cifar10_data/
+
+post_avg/trainedModel/
+
+our_models/checkpoints/
diff --git a/attack.py b/attack.py
index 6902095..a045d43 100644
--- a/attack.py
+++ b/attack.py
@@ -73,7 +73,7 @@ def meta_pseudo_gaussian_pert(s):
     return delta
 
 
-def square_attack_l2(model, x, y, corr_classified, eps, n_iters, p_init, metrics_path, targeted, loss_type):
+def square_attack_l2(model, x, y, corr_classified, eps, n_iters, p_init, metrics_path, targeted, loss_type, init=True):
     """ The L2 square attack """
     np.random.seed(0)
 
@@ -97,7 +97,10 @@ def square_attack_l2(model, x, y, corr_classified, eps, n_iters, p_init, metrics
             center_w += s
         center_h += s
 
-    x_best = np.clip(x + delta_init / np.sqrt(np.sum(delta_init ** 2, axis=(1, 2, 3), keepdims=True)) * eps, 0, 1)
+    if init:
+        x_best = np.clip(x + delta_init / np.sqrt(np.sum(delta_init ** 2, axis=(1, 2, 3), keepdims=True)) * eps, 0, 1)
+    else:
+        x_best = np.clip(x, 0, 1)
 
     logits = model.predict(x_best)
     loss_min = model.loss(y, logits, targeted, loss_type=loss_type)
@@ -196,7 +199,7 @@ def square_attack_l2(model, x, y, corr_classified, eps, n_iters, p_init, metrics
     return n_queries, x_best
 
 
-def square_attack_linf(model, x, y, corr_classified, eps, n_iters, p_init, metrics_path, targeted, loss_type):
+def square_attack_linf(model, x, y, corr_classified, eps, n_iters, p_init, metrics_path, targeted, loss_type, init=True):
     """ The Linf square attack """
     np.random.seed(0)  # important to leave it here as well
     min_val, max_val = 0, 1 if x.max() <= 1 else 255
@@ -206,7 +209,10 @@ def square_attack_linf(model, x, y, corr_classified, eps, n_iters, p_init, metri
     x, y = x[corr_classified], y[corr_classified]
 
     # [c, 1, w], i.e. vertical stripes work best for untargeted attacks
-    init_delta = np.random.choice([-eps, eps], size=[x.shape[0], c, 1, w])
+    if init:
+        init_delta = np.random.choice([-eps, eps], size=[x.shape[0], c, 1, w])
+    else:
+        init_delta = 0
     x_best = np.clip(x + init_delta, min_val, max_val)
 
     logits = model.predict(x_best)
@@ -270,7 +276,7 @@ if __name__ == '__main__':
     parser.add_argument('--model', type=str, default='pt_resnet', choices=models.all_model_names, help='Model name.')
     parser.add_argument('--attack', type=str, default='square_linf', choices=['square_linf', 'square_l2'], help='Attack.')
     parser.add_argument('--exp_folder', type=str, default='exps', help='Experiment folder to store all output.')
-    parser.add_argument('--gpu', type=str, default='7', help='GPU number. Multiple GPUs are possible for PT models.')
+    parser.add_argument('--gpu', type=str, default='0', help='GPU number. Multiple GPUs are possible for PT models.')
     parser.add_argument('--n_ex', type=int, default=10000, help='Number of test ex to test on.')
     parser.add_argument('--p', type=float, default=0.05,
                         help='Probability of changing a coordinate. Note: check the paper for the best values. '
@@ -278,14 +284,19 @@ if __name__ == '__main__':
     parser.add_argument('--eps', type=float, default=0.05, help='Radius of the Lp ball.')
     parser.add_argument('--n_iter', type=int, default=10000)
     parser.add_argument('--targeted', action='store_true', help='Targeted or untargeted attack.')
+    parser.add_argument('--no_init', action='store_true', help='Bypass domain specific initialization.')
     args = parser.parse_args()
     args.loss = 'margin_loss' if not args.targeted else 'cross_entropy'
 
     os.environ["CUDA_VISIBLE_DEVICES"] = args.gpu
     dataset = 'mnist' if 'mnist' in args.model else 'cifar10' if 'cifar10' in args.model else 'imagenet'
-    timestamp = str(datetime.now())[:-7]
-    hps_str = '{} model={} dataset={} attack={} n_ex={} eps={} p={} n_iter={}'.format(
-        timestamp, args.model, dataset, args.attack, args.n_ex, args.eps, args.p, args.n_iter)
+    timestamp = str(datetime.now()).replace(':', '-')[:-7]
+    hps_str = 'model={} dataset={} attack={} n_ex={} eps={} p={} n_iter={}'.format(
+        args.model, dataset, args.attack, args.n_ex, args.eps, args.p, args.n_iter)
+    if args.targeted:
+        hps_str += " targeted"
+    if args.no_init:
+        hps_str += " no_init"
     args.eps = args.eps / 255.0 if dataset == 'imagenet' else args.eps  # for mnist and cifar10 we leave as it is
     batch_size = data.bs_dict[dataset]
     model_type = 'pt' if 'pt_' in args.model else 'tf'
@@ -294,17 +305,19 @@ if __name__ == '__main__':
 
     log_path = '{}/{}.log'.format(args.exp_folder, hps_str)
     metrics_path = '{}/{}.metrics'.format(args.exp_folder, hps_str)
+    queries_path = '{}/{}.queries'.format(args.exp_folder, hps_str)
+    xadv_path = '{}/{}.xadv'.format(args.exp_folder, hps_str)
 
     log = utils.Logger(log_path)
     log.print('All hps: {}'.format(hps_str))
 
     if args.model != 'pt_inception':
-        x_test, y_test = data.datasets_dict[dataset](args.n_ex)
+        x_test, y_test = data.datasets_dict[dataset](args.n_ex, args.model)
     else:  # exception for inception net on imagenet -- 299x299 images instead of 224x224
-        x_test, y_test = data.datasets_dict[dataset](args.n_ex, size=299)
+        x_test, y_test = data.datasets_dict[dataset](args.n_ex, args.model, size=299)
     x_test, y_test = x_test[:args.n_ex], y_test[:args.n_ex]
 
-    if args.model == 'pt_post_avg_cifar10':
+    if args.model in ['pt_post_avg_cifar10', 'pt_simpleconv_cifar10', 'pt_resnet20_0_cifar10']:
         x_test /= 255.0
         args.eps = args.eps / 255.0
 
@@ -321,5 +334,8 @@ if __name__ == '__main__':
     y_target_onehot = utils.dense_to_onehot(y_target, n_cls=n_cls)
     # Note: we count the queries only across correctly classified images
     n_queries, x_adv = square_attack(model, x_test, y_target_onehot, corr_classified, args.eps, args.n_iter,
-                                     args.p, metrics_path, args.targeted, args.loss)
+                                     args.p, metrics_path, args.targeted, args.loss, not args.no_init)
+
+    np.save(queries_path, n_queries)
+    np.save(xadv_path, x_adv)
 
diff --git a/convert_squareattack.py b/convert_squareattack.py
new file mode 100644
index 0000000..e434b76
--- /dev/null
+++ b/convert_squareattack.py
@@ -0,0 +1,60 @@
+import numpy as np
+import torch
+import argparse
+from argparse import Namespace
+
+
+def convert_squareattack_results(base_path, output_path, max_queries, max_images):
+    """Convert SquareAttack results to torch pt file."""
+
+    queries_path = f"{base_path}.queries.npy"
+    queries = np.load(queries_path).astype(int)[:max_images]
+    succs = queries < max_queries
+
+    torch.save(
+        {
+            "succs": torch.as_tensor(succs),
+            "queries": torch.as_tensor(queries),
+            "canonical_adv": None,
+            "input_args": Namespace(
+                attack_mode="SquareAttack", original_filename=base_path
+            ),
+        },
+        output_path,
+    )
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Convert SquareAttack results to torch pt file.")
+    parser.add_argument(
+        "--base-path",
+        type=str,
+        required=True,
+        help="The base path of the experimental results (without the extension).",
+    )
+    parser.add_argument(
+        "--max-queries",
+        type=int,
+        required=True,
+        help="The maximum number of queries for this experiment, used to define failures.",
+    )
+    parser.add_argument(
+        "--max-images",
+        type=int,
+        default=-1,
+        help="The maximum number of images for this experiment.",
+    )
+    parser.add_argument(
+        "--output-path",
+        type=str,
+        required=True,
+        help="The path of the produced output file.",
+    )
+    args = parser.parse_args()
+
+    convert_squareattack_results(
+        base_path=args.base_path,
+        output_path=args.output_path,
+        max_queries=args.max_queries,
+        max_images=args.max_images,
+    )
diff --git a/data.py b/data.py
index 09a446f..f73839b 100644
--- a/data.py
+++ b/data.py
@@ -1,10 +1,32 @@
 import torch
 import numpy as np
+import eval_sets
 from torchvision import transforms
-from torchvision.datasets import ImageFolder
+from torchvision.datasets import ImageNet
 from torch.utils.data import DataLoader
 
 
+INDICES = {
+    "pt_vgg": eval_sets.vgg16_bn_mstr,
+    "pt_resnet": eval_sets.resnet50_mstr,
+    "pt_inception": eval_sets.inceptionv3_mstr
+}
+
+
+class ShuffleDataset(torch.utils.data.Dataset):
+    """Dataset with predictable shuffle (accross experiments)."""
+
+    def __init__(self, dataset, model):
+        self.dataset = dataset
+        self.indices = INDICES[model]
+
+    def __len__(self):
+        return len(self.dataset)
+
+    def __getitem__(self, idx):
+        return self.dataset[self.indices[idx]]
+
+
 def load_mnist(n_ex):
     from tensorflow.keras.datasets import mnist as mnist_keras
 
@@ -17,34 +39,45 @@ def load_mnist(n_ex):
 
 def load_cifar10(n_ex):
     from madry_cifar10.cifar10_input import CIFAR10Data
-    cifar = CIFAR10Data('madry_cifar10/cifar10_data')
+
+    cifar = CIFAR10Data("/mnt/ssd/data/cifar10_challenge/")
     x_test, y_test = cifar.eval_data.xs.astype(np.float32), cifar.eval_data.ys
     x_test = np.transpose(x_test, axes=[0, 3, 1, 2])
     return x_test[:n_ex], y_test[:n_ex]
 
 
-def load_imagenet(n_ex, size=224):
+def load_imagenet(n_ex, model, size=224):
     IMAGENET_SL = size
-    IMAGENET_PATH = "/scratch/maksym/imagenet/val_orig"
-    imagenet = ImageFolder(IMAGENET_PATH,
-                           transforms.Compose([
-                               transforms.Resize(IMAGENET_SL),
-                               transforms.CenterCrop(IMAGENET_SL),
-                               transforms.ToTensor()
-                           ]))
+    IMAGENET_PATH = "/mnt/ssd/data/ILSVRC2012/"
+    IMAGENET_RS = {224: 256, 299: 342}[size]
+    imagenet = ImageNet(
+        IMAGENET_PATH,
+        split="val",
+        transform=transforms.Compose(
+            [
+                transforms.Resize(IMAGENET_RS),
+                transforms.CenterCrop(IMAGENET_SL),
+                transforms.ToTensor(),
+            ]
+        ),
+    )
     torch.manual_seed(0)
 
-    imagenet_loader = DataLoader(imagenet, batch_size=n_ex, shuffle=True, num_workers=1)
+    imagenet_loader = DataLoader(
+        ShuffleDataset(imagenet, model), batch_size=n_ex, shuffle=False, num_workers=1
+    )
     x_test, y_test = next(iter(imagenet_loader))
 
     return np.array(x_test, dtype=np.float32), np.array(y_test)
 
 
-datasets_dict = {'mnist': load_mnist,
-                 'cifar10': load_cifar10,
-                 'imagenet': load_imagenet,
+datasets_dict = {
+    "mnist": load_mnist,
+    "cifar10": load_cifar10,
+    "imagenet": load_imagenet,
 }
-bs_dict = {'mnist': 10000,
-           'cifar10': 4096,  # 4096 is the maximum that fits
-           'imagenet': 100,
+bs_dict = {
+    "mnist": 10000,
+    "cifar10": 4096,  # 4096 is the maximum that fits
+    "imagenet": 100,
 }
diff --git a/environment.yaml b/environment.yaml
new file mode 100644
index 0000000..72104c0
--- /dev/null
+++ b/environment.yaml
@@ -0,0 +1,15 @@
+name: square-attack-mirror
+channels:
+  - defaults
+  - pytorch
+dependencies:
+  - python=3.6
+  - tensorflow-gpu<2
+  - pytorch<2
+  - torchvision
+  # Note that on Windows, this did not actually install an appropriate version of torchvision, and imports would crash.
+  # My solution was to do "conda upgrade torchvision", which in my case upgraded torchvision from 0.3.0 to 0.4.0, and
+  # "downgraded" PyTorch accordingly. I don't recall any problems with comparable installs on Ubuntu.
+  - pip:
+    - foolbox
+    - robustml
diff --git a/eval_sets.py b/eval_sets.py
new file mode 100644
index 0000000..89b8bfe
--- /dev/null
+++ b/eval_sets.py
@@ -0,0 +1,35 @@
+
+# These are index lists from the ImageNet val set, representing randomly sampled images that are correctly classified by
+#   each named net. Each master list of 5000 images is sampled with a different seed, so each net sees a generally
+#   different batch of images. Each list of 5000 is split equally into 5 lists of 1000 each, for doing different runs.
+
+# This is the main system for standardising inputs across competing methods. Other methods will require their own glue
+#   code depending on how their reference implementations were done, but this provides the definition.
+
+vgg16_bn_mstr = [3906, 26500, 19887, 37577, 33250, 47859, 6312, 19239, 44880, 48038, 36054, 43084, 2825, 21052, 35656, 29478, 6091, 38958, 25001, 614, 8838, 34243, 18197, 7694, 25934, 988, 40188, 27288, 573, 3959, 25832, 11228, 28270, 16026, 48587, 43332, 29347, 38939, 24237, 18066, 5328, 13306, 19133, 32395, 2427, 48651, 10289, 30818, 29661, 20899, 48756, 16838, 18937, 45980, 18275, 2846, 13840, 11891, 23282, 11422, 25349, 19580, 17246, 41002, 28951, 23015, 35206, 15173, 6491, 27972, 35081, 4805, 19428, 16791, 29782, 10055, 20037, 6155, 43809, 25134, 49411, 17003, 39157, 33493, 32970, 13129, 21883, 39558, 10622, 49650, 49346, 21186, 10928, 16236, 11898, 11231, 21763, 41123, 4511, 19316, 6762, 22288, 22249, 32013, 47097, 24450, 47979, 13149, 19601, 7160, 10793, 47504, 18578, 19431, 27387, 18380, 42627, 44771, 30484, 25037, 35820, 26324, 3065, 39646, 15851, 38782, 45006, 43303, 29844, 17738, 20311, 42375, 27550, 29530, 19145, 23092, 31594, 30243, 33015, 30831, 48432, 34841, 27219, 12058, 16400, 38005, 3241, 47692, 4563, 37307, 16604, 28898, 16680, 8154, 7280, 27455, 388, 20339, 3463, 30993, 43716, 28380, 7077, 45985, 47649, 45138, 30667, 25048, 10335, 36716, 9573, 28186, 34796, 15884, 43916, 34005, 32241, 6547, 7189, 17694, 1317, 17199, 22574, 20832, 27278, 2934, 33442, 47907, 43198, 38531, 39435, 32041, 807, 45494, 32442, 4685, 14953, 17, 21042, 29535, 40001, 22580, 30751, 9867, 36028, 36949, 4621, 33749, 37043, 4341, 21363, 8960, 27607, 5335, 24495, 28116, 33474, 4067, 34368, 40013, 31430, 7747, 36842, 16469, 38735, 29602, 6933, 31845, 14914, 36520, 439, 33087, 21468, 8833, 27757, 27324, 32364, 9880, 48564, 33869, 6283, 9734, 43255, 28400, 9326, 36359, 48979, 19383, 34247, 37582, 7223, 37194, 22667, 5185, 16188, 44755, 47672, 14917, 9623, 37774, 48130, 3863, 15469, 40298, 27552, 12955, 33166, 19126, 49091, 39859, 30625, 9442, 49729, 18260, 27181, 39150, 25876, 13997, 13073, 30413, 44634, 14672, 48463, 39666, 31320, 6193, 29744, 21142, 2098, 16063, 45524, 19, 26126, 4903, 186, 47671, 22868, 43068, 23451, 14924, 43672, 44926, 38263, 13457, 10731, 6938, 32897, 46367, 28430, 4679, 3193, 39506, 2347, 46149, 14657, 26005, 18388, 47024, 35402, 32213, 41990, 18941, 49757, 24745, 32122, 37960, 7954, 16171, 44224, 25929, 7731, 32488, 43698, 40381, 40248, 20843, 35547, 39937, 16484, 27909, 31504, 21153, 10320, 10799, 33185, 28038, 32786, 18406, 1073, 42558, 9618, 8565, 20057, 7268, 886, 34039, 38987, 12299, 11763, 28663, 37699, 45115, 9128, 18679, 40727, 5201, 23850, 5404, 41270, 27838, 36926, 2239, 7496, 10265, 18861, 37620, 12244, 25857, 12705, 17004, 40998, 9123, 39884, 36139, 36881, 13826, 15365, 14157, 23330, 26934, 14211, 49489, 18779, 32467, 5283, 17475, 2936, 48352, 42804, 2471, 47501, 27135, 31078, 47212, 20978, 74, 31718, 34294, 45882, 42232, 35524, 12886, 16254, 5674, 1812, 33829, 33966, 40604, 47825, 31554, 47974, 18841, 19801, 32337, 29671, 8424, 5748, 23491, 1927, 42148, 3125, 42619, 34129, 13491, 33934, 24907, 3952, 28546, 15459, 42852, 3392, 39401, 43998, 6140, 45428, 25663, 33733, 36115, 43577, 43147, 22703, 46200, 8550, 48003, 36607, 19602, 11899, 21575, 21023, 42047, 1415, 24479, 1834, 31996, 4065, 10532, 2919, 28258, 43204, 9536, 42980, 25040, 34338, 41968, 24797, 25931, 41198, 46816, 15109, 4417, 11057, 2031, 49929, 18854, 20571, 22911, 30817, 21594, 5909, 26364, 41059, 45105, 34881, 3111, 30217, 20274, 6856, 27372, 13375, 11736, 828, 10855, 28287, 14927, 32696, 20211, 15380, 28930, 22122, 23101, 13827, 27646, 12885, 8253, 2271, 26729, 20595, 33024, 44849, 27242, 17582, 27521, 13355, 38203, 29845, 38731, 23900, 180, 28559, 34167, 35706, 49703, 12464, 24383, 12822, 2657, 43380, 40732, 28537, 10930, 30492, 41, 33592, 10542, 26228, 7897, 1130, 33257, 41254, 1146, 12218, 28267, 3148, 44621, 20886, 47364, 30242, 7175, 42115, 39603, 12340, 8526, 20003, 35241, 12384, 35348, 520, 9713, 6182, 1103, 2826, 43319, 27901, 6386, 23376, 44774, 40151, 15813, 41001, 9741, 4707, 15428, 15576, 4318, 5581, 11321, 4271, 43398, 9640, 31542, 28504, 17979, 30246, 13112, 12836, 29944, 34008, 5355, 11966, 2752, 40259, 9911, 45017, 39736, 46998, 1735, 7739, 27043, 3164, 36827, 18654, 14693, 28219, 19438, 5200, 3603, 22794, 11542, 10696, 39534, 35773, 14931, 46425, 11491, 16287, 18259, 5028, 36308, 29870, 908, 13801, 46771, 6771, 26752, 15612, 48926, 32962, 38676, 40282, 19884, 28734, 10401, 19714, 37040, 13665, 28912, 11, 15197, 7123, 9990, 4761, 48741, 39501, 4979, 22093, 37827, 3117, 24861, 38345, 48850, 2135, 43913, 25373, 32929, 29389, 2575, 7284, 43878, 22188, 39480, 49559, 4599, 21048, 6888, 43209, 28676, 4134, 36933, 21345, 5396, 12994, 30276, 16515, 30561, 16673, 36339, 19808, 9109, 17298, 28070, 33721, 16088, 46955, 33090, 48360, 29339, 41205, 35083, 41062, 32739, 21144, 11410, 12723, 31331, 35222, 39627, 49924, 16332, 41222, 8510, 1225, 17749, 2432, 5859, 18432, 38378, 26719, 7195, 6696, 1255, 36039, 23929, 11858, 16656, 39419, 45719, 7228, 33322, 13353, 16198, 3515, 2421, 8911, 34257, 2107, 8522, 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+
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+
+inceptionv3_mstr = [34830, 40381, 48426, 12743, 49074, 25551, 19612, 4290, 5502, 7320, 23192, 48063, 14235, 22349, 18326, 11450, 40242, 16969, 37324, 12593, 8797, 48976, 49266, 25746, 24682, 24821, 47402, 19815, 35214, 41572, 9005, 47901, 38308, 16344, 4053, 15162, 3620, 3973, 39834, 4928, 38902, 41418, 34280, 37673, 33740, 5139, 29612, 35895, 43423, 42106, 38560, 16535, 15973, 30159, 23717, 34921, 6555, 42452, 36689, 37954, 3854, 5160, 6581, 13232, 7133, 22830, 44045, 46546, 13245, 48669, 42687, 40835, 28161, 41328, 11656, 22899, 779, 31454, 1546, 39541, 11184, 28548, 45729, 38403, 6424, 27397, 38034, 5252, 39066, 45512, 35398, 29883, 24983, 7731, 47159, 19357, 7554, 45127, 47160, 49748, 19035, 33270, 10968, 932, 25002, 41619, 27047, 28175, 34623, 19074, 4920, 40109, 33068, 12954, 27685, 12658, 35782, 1013, 20369, 8349, 40746, 40779, 13054, 39212, 1721, 26190, 44625, 3217, 29686, 27567, 9143, 11057, 14003, 8984, 24627, 28755, 660, 18781, 8872, 21171, 34936, 37624, 8196, 29053, 17064, 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+inceptionv3_batch0 = [34830, 40381, 48426, 12743, 49074, 25551, 19612, 4290, 5502, 7320, 23192, 48063, 14235, 22349, 18326, 11450, 40242, 16969, 37324, 12593, 8797, 48976, 49266, 25746, 24682, 24821, 47402, 19815, 35214, 41572, 9005, 47901, 38308, 16344, 4053, 15162, 3620, 3973, 39834, 4928, 38902, 41418, 34280, 37673, 33740, 5139, 29612, 35895, 43423, 42106, 38560, 16535, 15973, 30159, 23717, 34921, 6555, 42452, 36689, 37954, 3854, 5160, 6581, 13232, 7133, 22830, 44045, 46546, 13245, 48669, 42687, 40835, 28161, 41328, 11656, 22899, 779, 31454, 1546, 39541, 11184, 28548, 45729, 38403, 6424, 27397, 38034, 5252, 39066, 45512, 35398, 29883, 24983, 7731, 47159, 19357, 7554, 45127, 47160, 49748, 19035, 33270, 10968, 932, 25002, 41619, 27047, 28175, 34623, 19074, 4920, 40109, 33068, 12954, 27685, 12658, 35782, 1013, 20369, 8349, 40746, 40779, 13054, 39212, 1721, 26190, 44625, 3217, 29686, 27567, 9143, 11057, 14003, 8984, 24627, 28755, 660, 18781, 8872, 21171, 34936, 37624, 8196, 29053, 17064, 28973, 3345, 8459, 45204, 5473, 36022, 22916, 33456, 12269, 20399, 32220, 6213, 7010, 16046, 14031, 37175, 26002, 20021, 22968, 8782, 7584, 26089, 14886, 46596, 46379, 24195, 5068, 25543, 52, 19509, 33484, 31861, 23734, 3481, 31572, 25923, 28134, 17340, 11240, 42283, 14795, 25171, 32273, 22995, 14773, 4915, 46692, 46010, 34807, 7650, 45469, 41439, 23768, 30152, 7717, 38185, 4036, 3493, 35336, 605, 46478, 23728, 48602, 28921, 11286, 2611, 15443, 40614, 11704, 30829, 15290, 40858, 39844, 4354, 26324, 18202, 13088, 41757, 49148, 28849, 45239, 38068, 18187, 5228, 4580, 5237, 33553, 21805, 3583, 22861, 17380, 10002, 36277, 8046, 18931, 36835, 2099, 4284, 4653, 44156, 9084, 40748, 22060, 12814, 11258, 49224, 5012, 19159, 11151, 45831, 6850, 1728, 15071, 6521, 12474, 8724, 13370, 46741, 29737, 22132, 8487, 35221, 43531, 38605, 11599, 17560, 14769, 1732, 36180, 5753, 18349, 49765, 6235, 25602, 14702, 22975, 19030, 31130, 41081, 34970, 22623, 46058, 14746, 13105, 3612, 20060, 8586, 42857, 45246, 36068, 42451, 3761, 12903, 33947, 32184, 3769, 18825, 48560, 11884, 32755, 13818, 36634, 40870, 47043, 26595, 39301, 11245, 21729, 46915, 39378, 40539, 10113, 33738, 38167, 41632, 34998, 46737, 48613, 33254, 47679, 22397, 45380, 41443, 30833, 24294, 47026, 41132, 4358, 13780, 15943, 37825, 17310, 10509, 41028, 28656, 9657, 16009, 33496, 529, 36099, 43171, 35521, 18240, 45370, 3286, 6578, 39823, 139, 28451, 5032, 2187, 48932, 14960, 32196, 3856, 29592, 1207, 45161, 40516, 5317, 20931, 3732, 6862, 27545, 15946, 45007, 44123, 46001, 803, 10127, 8345, 25062, 45352, 7442, 16098, 40843, 24298, 35122, 42334, 1455, 32414, 37823, 17562, 41701, 46655, 24400, 5998, 36139, 10101, 46961, 788, 1265, 12137, 18558, 12582, 18429, 27672, 4459, 47808, 15817, 31093, 29273, 9419, 3197, 4512, 850, 1459, 5085, 5355, 45188, 35211, 34445, 19556, 38084, 11691, 4298, 40272, 14618, 49321, 14395, 33698, 1117, 25710, 5135, 49428, 15762, 9439, 18358, 30327, 3871, 29060, 11252, 37886, 12458, 49256, 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1563, 25085, 35759, 10400, 46500, 23563, 36199, 41610, 15864, 36509, 86, 37810, 22608, 13596, 19943, 18089, 8980, 19758, 45751, 37327, 47310, 19857, 22837, 34661, 28280, 17451, 26, 13037, 30055, 47319, 49474, 49491, 10359, 31858, 32643, 14897, 43066, 2907, 36622, 10597, 42113, 6858, 6658, 10076, 41705, 21329, 20150, 31344, 19142, 19375, 15345, 44204, 42486, 38000, 23694, 17557, 9786, 23899, 13411, 8746, 42962, 22876, 12755, 41040, 27752, 20785, 35328, 21183, 33853, 13195, 31137, 36359, 27250, 40793, 29081, 19656, 29624, 17775, 19402, 18085, 6448, 739, 28306, 7401, 25257, 15165, 18114, 7373, 31908, 28131, 21613, 2205, 36153, 34174, 19486, 21928, 27218, 44329, 16366, 29710, 4187, 19155, 32656, 6758, 3313, 10025, 11244, 10223, 7530, 8518, 2359, 24806, 7928, 27717, 17789, 13718, 4248, 27559, 28710, 27176, 7319, 42454, 33424, 38159, 29455, 8923, 41149, 18379, 5005, 27049, 24713, 4904, 495, 49283, 11574, 25565, 33662, 26397, 46364, 5890, 4764, 24570, 43969, 38153, 36029, 12143, 10886, 49714, 10082, 20178, 34938, 95, 312, 45759, 8835, 18780, 3482, 30302, 38307, 29416, 37773, 26431, 15289, 13698, 48563, 21998, 25246, 29278, 13204, 15421, 2960, 47721, 2112, 42490, 34435, 39234, 15380, 11559, 16875, 9285, 37457, 41436, 49791, 37649, 49254, 11100, 46931, 48299, 42936, 23595, 975, 48890, 25131, 29276, 3955, 49634, 7833, 41037, 41999, 37968, 25642, 15038, 33563, 12688, 43232, 9438, 33920, 40593, 42667, 36727, 31957, 15701, 10302, 17145, 46265, 3159, 8612, 6185, 16394, 31843, 49946, 41731, 31300, 27611, 21512, 38438, 28721, 21614, 15145, 31721, 8597, 31475, 30399, 14073, 31444, 15419, 22365, 14370, 9923, 14400, 17202, 24722, 41105, 38825, 10063, 29464, 34823, 39627, 14030, 21819, 35189, 15456, 44663, 36145, 49569, 39465, 37370, 48326, 18638, 13853, 16003, 40827, 35861, 407, 32640, 19982, 14485, 23553, 31728, 48710, 23056, 25630, 14587, 25577, 9493, 46914, 10129, 47343, 47220, 34115, 43653, 7430, 8858, 47518, 11172, 39239, 5720, 15188, 2132, 29068, 6774, 34599, 10708, 36400, 21424, 36320, 26759, 35231, 2664, 25137, 31574, 40462, 46877, 5978, 156, 26531, 49297, 2250, 37801, 39055, 33318, 35198, 3090, 45473, 25635, 43188, 27602, 9472, 2823, 8016, 9086, 31784, 12161, 36889, 35751, 1842, 1612, 30452, 28726, 48393, 38046, 6621, 15270, 44985, 4013, 24945, 9322, 46533, 26930, 31248, 11895, 26012, 19864, 20195, 30179, 32696, 35473, 33064, 30353, 12352, 17655, 16482, 2171, 26711, 7615, 4892, 8481, 39688, 29459, 5628, 42514, 34841, 44866, 34984, 10293, 17231, 9794, 17888, 34299, 34235, 46751, 34959, 1618, 28052, 46449, 4056, 34259, 45186, 33623, 18785, 35709, 26102, 33178, 11328, 12305, 27962, 42017, 3767, 40620, 30548, 9018, 28525, 21439, 6807, 31144, 30611, 22580, 37110, 14742, 34753, 14492, 13716, 4745, 3280, 42487, 12660, 34512, 16510, 21642, 42724, 30719]
+inceptionv3_batch1 = [9375, 37040, 4783, 9753, 4347, 6498, 34968, 40218, 25222, 13199, 30144, 25297, 7008, 28886, 45149, 47545, 3753, 19189, 126, 9959, 8121, 21900, 4905, 7673, 35574, 36338, 15822, 14979, 39749, 49528, 41662, 15505, 1896, 10711, 28485, 46625, 39524, 36146, 26001, 38427, 28495, 29330, 8884, 44224, 20887, 8960, 1185, 30290, 30965, 2103, 17659, 26283, 18606, 46146, 25308, 42646, 44184, 38099, 35526, 40082, 35000, 48894, 42712, 16594, 48583, 9667, 14921, 29135, 18462, 43737, 36968, 6773, 21384, 19705, 32477, 33167, 45912, 46780, 34372, 29134, 34093, 15084, 23447, 5365, 29244, 27668, 30649, 18097, 45760, 44536, 15062, 34390, 35952, 36621, 12699, 21202, 44843, 3212, 41987, 37219, 15143, 11756, 35930, 5164, 19828, 40671, 22355, 3913, 28796, 42944, 3125, 3500, 9247, 9511, 16095, 14928, 15323, 47565, 12917, 24763, 13360, 43469, 43354, 6259, 15560, 10802, 46334, 27645, 25343, 33427, 37461, 28211, 27726, 1494, 49833, 37517, 10860, 30266, 35994, 3918, 21488, 15280, 4382, 47906, 2515, 37583, 39888, 3199, 9119, 14512, 3723, 15700, 8743, 15348, 1317, 11069, 21164, 18497, 22177, 22180, 16941, 11471, 23880, 3398, 22793, 9016, 37610, 30089, 6311, 32302, 7185, 15191, 33544, 12195, 15961, 43726, 549, 29076, 19515, 31557, 8507, 30197, 22154, 38851, 14197, 41365, 35660, 7502, 27588, 26914, 7200, 38339, 36925, 21178, 7245, 47886, 14526, 43350, 21606, 28467, 16067, 7028, 32234, 6474, 15694, 39563, 11636, 29909, 42385, 3289, 34286, 5091, 44700, 43717, 25618, 40853, 18981, 34225, 1588, 27563, 19226, 28315, 25673, 31510, 15427, 46293, 12636, 18924, 9727, 18850, 7305, 4515, 47796, 40177, 30847, 46658, 33723, 27353, 438, 8874, 4672, 43950, 5732, 23711, 1085, 43967, 44975, 45591, 41486, 18810, 48205, 9019, 29820, 23796, 44486, 8338, 20157, 6530, 36928, 2513, 34207, 26142, 36150, 22812, 13273, 15823, 37323, 14389, 3615, 23534, 36653, 13531, 22620, 39084, 24526, 637, 44934, 7436, 40335, 14937, 43481, 46620, 11022, 47650, 26888, 32974, 14527, 20115, 44485, 20162, 35940, 9925, 29971, 5840, 11177, 33586, 43213, 24856, 23605, 19565, 16004, 8584, 12097, 47588, 22327, 19151, 20889, 42076, 38508, 42945, 35628, 40887, 40262, 14586, 21114, 41932, 26430, 13844, 18199, 31651, 35896, 24865, 4206, 10827, 46033, 40585, 10396, 11811, 25203, 40501, 34724, 12475, 6015, 2273, 47265, 17589, 18338, 25869, 33620, 10914, 47519, 26127, 44368, 36387, 12465, 34880, 29490, 49658, 21654, 21450, 35367, 15047, 11449, 24848, 24753, 40050, 44519, 13504, 46748, 19708, 41656, 33892, 1219, 9332, 27742, 28894, 11341, 47576, 25516, 8414, 6839, 1680, 12339, 27483, 37857, 8229, 4258, 17666, 25047, 29573, 39004, 980, 36617, 14621, 19315, 37917, 11838, 17033, 7333, 11178, 8115, 37415, 39502, 21746, 10865, 5876, 24096, 24453, 32423, 9817, 34975, 4628, 41638, 9443, 6879, 48774, 3960, 20471, 4261, 7407, 6915, 28102, 35731, 3628, 13549, 16966, 15554, 35717, 42911, 41743, 26556, 24065, 2691, 27504, 23420, 5939, 5163, 42575, 38930, 13772, 37645, 36167, 46562, 7503, 28207, 17330, 41173, 21412, 1399, 32347, 40988, 22734, 34295, 41483, 7550, 28116, 22084, 41086, 35252, 36630, 18227, 324, 19824, 7536, 27088, 40935, 7005, 12622, 32488, 8888, 17696, 3144, 41565, 36772, 10889, 2644, 20303, 49712, 2425, 36088, 4923, 28540, 37256, 28513, 13106, 8887, 12499, 49240, 46260, 17531, 28521, 40802, 31448, 24314, 5451, 21470, 18589, 14407, 25860, 34824, 9059, 47805, 38343, 29690, 29992, 43567, 1314, 38603, 21921, 21713, 5190, 17429, 22400, 40770, 17913, 42882, 30586, 29984, 21990, 12492, 47835, 7889, 7195, 27089, 18195, 31481, 3799, 31311, 25018, 34113, 14572, 29742, 9675, 12640, 14537, 21166, 4498, 16721, 43120, 49622, 38939, 13790, 33317, 33455, 37303, 31214, 5710, 48181, 16974, 17654, 35966, 12191, 33329, 19674, 62, 23809, 8937, 18487, 26125, 31113, 30464, 40034, 37834, 40071, 10140, 48143, 31523, 10997, 34361, 46947, 4591, 17512, 992, 49329, 46685, 22804, 23891, 2959, 9808, 8861, 3965, 44444, 39595, 24185, 290, 18057, 32253, 12501, 28986, 11877, 10828, 12573, 2905, 22304, 28407, 30926, 12387, 10849, 28737, 3977, 33804, 48721, 29609, 20223, 30313, 8019, 49157, 27843, 10395, 16233, 6238, 36220, 42305, 3003, 33718, 2129, 43575, 6288, 31351, 35914, 9447, 28854, 49395, 28141, 19973, 44424, 11086, 10730, 35295, 36568, 43476, 40343, 40220, 7698, 25302, 5200, 48177, 38001, 11767, 23160, 19814, 21546, 33062, 48254, 34542, 18671, 9307, 22528, 24885, 29348, 18792, 25328, 14679, 13690, 18363, 19095, 48212, 9587, 19748, 43079, 42461, 2833, 32638, 46113, 18348, 44857, 43520, 41001, 9392, 4205, 36071, 18188, 33159, 25785, 44559, 12839, 38319, 38394, 37360, 21932, 2172, 36368, 45147, 49713, 45280, 27876, 34658, 37332, 9784, 37225, 19351, 21126, 43545, 1970, 13208, 32186, 32390, 8486, 49695, 26625, 7198, 31659, 45620, 16237, 25985, 4819, 7618, 48815, 532, 15268, 34360, 47491, 5359, 2923, 24198, 34924, 80, 6629, 14450, 30082, 27610, 14330, 4884, 7559, 10815, 25465, 47256, 34739, 37438, 46451, 15477, 49214, 24601, 43068, 2220, 38374, 15603, 39617, 20160, 47059, 28133, 27638, 11611, 29477, 4792, 23440, 33262, 45830, 11823, 11716, 34649, 31204, 23565, 23105, 37844, 46443, 4821, 12776, 16646, 49301, 11842, 8965, 2573, 5408, 10785, 35323, 17785, 15609, 39285, 14542, 14640, 16632, 32009, 5891, 44803, 31314, 35420, 17493, 46819, 35227, 28810, 6624, 26099, 5770, 14569, 36295, 14739, 25563, 12174, 43063, 49685, 47683, 26779, 29414, 11963, 18390, 35475, 21031, 36031, 32745, 5448, 17986, 19437, 46501, 48467, 987, 16620, 20532, 15053, 49190, 28246, 1501, 442, 32491, 6263, 12552, 49118, 39650, 18217, 46579, 8547, 5268, 26408, 37889, 33687, 44041, 35960, 2010, 32167, 4177, 28323, 34227, 20359, 25742, 25965, 39675, 20101, 13500, 19557, 14576, 7369, 47238, 5793, 9359, 8107, 25861, 17481, 40559, 14234, 39474, 37557, 1740, 36840, 5201, 41222, 10009, 7088, 39587, 21481, 5034, 26820, 40429, 2543, 433, 29306, 2488, 35426, 28728, 21458, 34973, 41968, 9752, 2394, 17957, 46188, 13793, 41459, 28516, 6635, 16287, 2613, 23837, 2865, 3677, 16626, 34899, 17517, 18603, 4324, 38261, 6525, 39854, 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+inceptionv3_batch2 = [10312, 15642, 13272, 41579, 19381, 24793, 29269, 19908, 9449, 40837, 13834, 20850, 31456, 22723, 3869, 11456, 16687, 47964, 38818, 46232, 6918, 47837, 47936, 568, 26587, 18769, 28535, 42717, 1576, 27402, 9642, 6255, 35985, 8654, 30203, 34700, 22070, 16332, 45767, 48033, 7786, 22261, 41514, 352, 35682, 31818, 31644, 6312, 6991, 459, 21119, 22491, 30427, 46524, 7310, 16991, 40005, 31432, 7278, 48573, 31529, 15853, 41019, 47753, 16934, 23729, 15800, 7882, 944, 37669, 25908, 1197, 29480, 47818, 28084, 28876, 10053, 15354, 9087, 18154, 17348, 28293, 49120, 26887, 47396, 28740, 32768, 35836, 34427, 8673, 14596, 35677, 3443, 7186, 39757, 27606, 16190, 2121, 16764, 16629, 15682, 1440, 3383, 9552, 49866, 11897, 11759, 16774, 18375, 27737, 11256, 45255, 12980, 42198, 30565, 1445, 45879, 18339, 22484, 14549, 39545, 276, 44344, 35890, 2868, 8566, 38959, 35922, 19081, 41235, 30092, 7528, 2780, 16958, 5390, 6737, 46255, 31275, 35179, 46490, 22691, 33594, 6147, 38554, 3672, 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32686, 44864, 16480, 42702, 7510, 42394, 34763, 28756, 34903, 28976, 49354, 49982, 26994, 23638, 8615, 35292, 35297, 8302, 1099, 40146, 36347, 3956, 31817, 15543, 11745, 14125, 577, 12567, 22645, 48493, 25426, 8645, 15901, 35981, 22366, 23429, 19182, 15236, 12369, 27442, 29735, 46836, 11056, 35037, 24497, 4081, 47000, 27878, 429, 38100, 9349, 17126, 32736, 41402, 25640, 16169, 25478, 46162, 482, 27561, 3560, 31486, 39994, 36531, 23083, 11358, 5003, 4255, 24575, 22891, 13203, 35171, 16784, 28586, 17874, 34125, 12334, 24029, 34108, 29999, 28145, 20936, 7733, 27030, 48128, 20319, 48688, 32386, 4312, 38778, 41225, 8085, 40182, 6343, 4043, 6030, 27150, 248, 7058, 8134, 48629, 10152, 17394, 22513, 37061, 40365, 3224, 43184, 16093, 22034, 14878, 40122, 25346, 5475, 30729, 15579, 26432, 36972, 19326, 22875, 10917, 35827, 27467, 13265, 16530, 11571, 15947, 2932, 20513, 14623, 28188, 4926, 26546, 46256, 47776, 39464, 3163, 21469, 20719, 27735, 23961, 1904, 6297, 28789, 11113, 27612, 36993, 5734, 32172, 33733, 32952, 2208, 48800, 19327, 34341, 4882, 39953, 47742, 47943, 32458, 16834, 2979, 13, 47524, 10056, 36466, 8813, 7271, 42466, 27193, 5849, 38502, 21396, 11758, 49055, 30620, 33421, 38830, 37693, 48760, 19188, 28139, 11237, 10444, 44578, 29552, 5862, 2091, 23573, 49540, 38660, 30896, 19909, 49661, 12144, 28379, 43152, 43943, 9743, 6452, 33331, 39956, 19882, 26766, 27986, 38532, 12878, 7377, 2846, 7403, 16638, 22979, 28969, 13440, 35392, 229, 29759, 21597, 4304, 11402, 13291, 11680, 26819, 27390, 35212, 19744, 17812, 671, 2913, 4817, 33219, 42519, 1999, 18843, 34177, 32150, 43308, 45913, 34562, 27963, 17247, 16277, 25178, 48543, 26055, 44557, 1611, 39237, 38157, 12910, 30120, 6966, 13657, 25527, 23830, 49924, 9728, 46672, 48931, 11441, 24670, 4148, 11955, 27756, 13802, 11042, 31867, 11483, 26403, 6657, 4399, 2387, 5816, 36780, 35766, 27221, 26697, 22654, 12880, 1849, 25744, 41303, 14851, 1373, 11311, 36894, 37564, 41571, 20818, 3395, 12964, 37279, 10005, 388, 9693, 25984, 19654, 30208, 8810, 11546, 11924, 22625, 25054, 34277, 9303, 34889, 8542, 13319, 14831, 13066, 23995, 25694, 31906, 21204, 19879, 42690, 43431, 30140, 42307, 21837, 6339, 24571, 2149, 7307, 39884, 44457, 13738, 3815, 28568, 21100, 16345, 4359, 40107, 13529, 12366, 21222, 41180, 23904, 21407, 49869, 30261, 9183, 47302, 16329, 10734, 14026, 33558, 47033, 47300, 47293, 21586, 27647, 6590, 13389, 28037, 38111, 11297, 35019, 11071, 1094, 38988, 606, 40832, 11993, 7663, 28758, 44825, 19223, 18954, 5071, 46311, 33986, 13367, 810, 6350, 11327, 41314, 46300, 15638, 13114, 13955, 46986, 8251, 24245, 5271, 23457, 8427, 45515, 19555, 28906, 24006, 18620, 34367, 30135, 11181, 32115, 471, 3527, 14182, 8509, 39043, 23622, 18768, 19434, 46650, 16556, 38900, 7012, 45914, 29756, 18831, 5146, 25340, 20556, 43376, 24491, 947, 722, 15207, 42960, 342, 15171, 38998, 28619, 23580, 47445, 44032, 35625, 11217, 23239, 18228, 27271, 43318, 20215, 22729, 49303, 38588, 16070, 7658, 17884, 3354, 37619, 6791, 41863, 44308, 3394, 43497, 27275, 41539, 2804, 13530, 27689, 12569, 41602, 25975, 28773, 931, 11543, 12921, 7609, 6570, 45329, 14722, 35206, 49496, 13478, 29362, 6036, 9884, 47997, 5522, 11398, 10552, 45967, 1163, 7896, 34368, 19778, 44000, 43093, 39290, 48492, 5445, 15013, 22032, 27526, 6189, 24915, 30143, 29, 24612, 6935, 34543, 868, 11251, 26071, 13823, 34132, 28059, 3867, 743, 21143, 17164, 35654, 8049, 10524, 19242, 1724, 12765, 1990, 24762, 24696, 808, 43573, 10774, 44547, 32544, 26097, 27765, 23292, 28007, 12620, 49227, 14262, 28018, 47389, 22334, 13076, 22157, 45543, 3456, 39988, 29743, 3170, 29814, 38346, 19191, 10721, 32459, 14218, 23261, 4548, 37164, 47849, 26552, 44228, 21894, 40916, 20217, 19695, 7848, 11189, 3593, 10760, 23201, 1454, 38752, 4395, 19149, 40861, 30576, 31514, 30626, 8307, 17197, 18368, 38927, 24460, 13959, 5570, 27153, 489, 5600, 35567, 13056, 49141, 35798, 39170, 44772, 34159, 16198, 27801, 31491, 29094, 13010, 12005, 26440, 14613, 23454, 22502, 35667, 3574, 31157, 10893, 7527, 408, 19439, 29044, 19838, 8856, 11920, 19917, 48784, 38823, 1885, 38350, 49379, 23183, 6326, 22321, 19354, 40105, 7486, 18910, 49864, 31370, 3531, 33171, 11591, 38618, 26580, 20176, 8073, 36513, 16856, 14210, 40995, 31342, 17214, 41026, 28216, 17641, 6827, 30186, 25919, 3862, 5203, 38826, 24325, 24870, 29720, 25575, 25374, 23738, 12211, 40114, 31109, 44039, 24943, 49800, 23808, 40704, 20607, 19627, 35587, 30614, 42470, 39196, 15065, 4005, 34276, 32687, 30680, 3392, 31711, 25117, 5206, 40259, 23731, 27477, 12099, 29907, 26854, 36135, 31195, 31712, 22098, 48513, 43260, 37448, 23956, 37661, 26885, 27703, 49536, 22217, 16970, 43037, 43972, 40783, 977, 39372, 7046, 12455, 43894, 33649, 12650, 10337, 26072, 2416, 6934, 20038, 10710, 31208, 44355, 29803]
+inceptionv3_batch3 = [47889, 16408, 2514, 5405, 8629, 6582, 10527, 18404, 15503, 42298, 37582, 21637, 22842, 2940, 19614, 10375, 531, 12942, 20536, 16107, 19855, 17277, 10814, 2065, 27359, 25445, 40191, 30541, 28798, 22828, 12317, 19978, 38156, 20726, 38263, 10868, 799, 29453, 27535, 39820, 12571, 951, 49739, 17358, 46996, 43963, 38231, 38649, 11987, 2006, 31060, 35602, 42864, 6973, 13222, 32460, 29200, 27347, 36215, 47112, 25177, 43249, 18991, 6678, 45436, 26217, 45867, 15712, 26564, 32446, 48840, 27808, 19621, 15395, 39149, 9902, 866, 13304, 33573, 34256, 12853, 19135, 19380, 2140, 40222, 15469, 7547, 49302, 15720, 11195, 33438, 9767, 3819, 22520, 5819, 47809, 44226, 46696, 22638, 6613, 38087, 32175, 11338, 8945, 48572, 20672, 25325, 24522, 27549, 36485, 15925, 13843, 48868, 30658, 44750, 49003, 41097, 36143, 39981, 43176, 41276, 8844, 8563, 35756, 2818, 45153, 11875, 45787, 2477, 49226, 46129, 46115, 16504, 22587, 22781, 49066, 2519, 48225, 6117, 35845, 4178, 38465, 40977, 32164, 42674, 45986, 8713, 15197, 45117, 47934, 38194, 40646, 32144, 36833, 33303, 16336, 23058, 33536, 13940, 36046, 28143, 46681, 12975, 10651, 38057, 28977, 46867, 25612, 7292, 38006, 46706, 5283, 21061, 18492, 23280, 9889, 2223, 37635, 16832, 28159, 1673, 47289, 30504, 31896, 28838, 19022, 26108, 14681, 39911, 28804, 3704, 11407, 34484, 11103, 23649, 5113, 8924, 48490, 1660, 42156, 2464, 38206, 20487, 9078, 30090, 15022, 38293, 9681, 31239, 11843, 4732, 15048, 38192, 13758, 2863, 46825, 33281, 33428, 42286, 37940, 41765, 16445, 2257, 44334, 36900, 11619, 26866, 27732, 4519, 30393, 35907, 355, 21468, 18746, 17516, 34328, 41391, 23372, 13009, 15580, 3209, 7641, 5964, 18695, 27054, 22418, 20258, 28539, 14788, 4468, 34064, 38094, 38154, 29170, 10937, 47913, 17646, 18866, 33564, 48923, 29085, 39188, 47540, 20474, 12512, 47438, 44563, 20291, 41021, 707, 6545, 34869, 8297, 12785, 49796, 20665, 11949, 46003, 48996, 45963, 1847, 15745, 15097, 11717, 15463, 192, 47734, 36686, 22296, 22786, 47969, 29734, 2189, 27901, 20547, 34281, 47176, 7804, 6877, 16756, 32664, 28909, 5899, 3716, 1151, 19448, 12838, 34459, 32409, 9895, 29237, 41567, 48118, 7532, 9088, 17441, 1414, 27017, 10736, 781, 29008, 16416, 43625, 47346, 20007, 29017, 4954, 20881, 47011, 39181, 7681, 23660, 8773, 46953, 20840, 28684, 18012, 29486, 45116, 30129, 28092, 13073, 16727, 39180, 13791, 7168, 33387, 8215, 18126, 17769, 33080, 10208, 40592, 15648, 21016, 12404, 40268, 32382, 9039, 10191, 26439, 18424, 40693, 25690, 42095, 49336, 40615, 32084, 27661, 6360, 11878, 22383, 25451, 5817, 49515, 18206, 22603, 21334, 2191, 1499, 35112, 16643, 583, 10210, 31092, 46243, 971, 36214, 28013, 917, 25569, 39051, 12233, 33614, 26762, 43569, 33612, 1799, 14907, 16879, 12693, 25435, 13386, 26544, 11207, 29951, 8705, 1663, 27433, 32142, 37876, 12240, 4378, 9198, 30725, 15365, 7470, 31542, 6095, 29834, 17063, 33316, 9189, 11124, 40074, 30225, 26809, 49607, 7445, 14637, 22486, 6318, 37031, 1068, 2866, 11553, 33645, 13613, 46974, 47535, 5590, 27471, 33635, 27518, 1729, 15196, 27374, 18704, 22512, 40021, 40771, 39845, 7727, 22072, 45934, 10139, 7270, 49794, 18194, 32367, 18325, 14442, 18327, 3921, 14874, 34430, 24366, 12518, 27888, 15284, 19343, 11319, 23015, 4922, 25562, 45976, 46977, 2883, 9226, 29469, 1225, 604, 8664, 41981, 41336, 49473, 30338, 28223, 11778, 38794, 1750, 10557, 39013, 45823, 40765, 11536, 21111, 36834, 40993, 41195, 31668, 23829, 32467, 14458, 27964, 3195, 30878, 12915, 31053, 39536, 24302, 750, 24437, 24233, 19981, 11285, 16381, 22856, 16766, 11863, 11150, 19132, 26871, 39719, 41456, 7229, 28893, 16957, 34271, 847, 23323, 23391, 4748, 37690, 6816, 5707, 41599, 10110, 11931, 6771, 39143, 22583, 22624, 9368, 12754, 19031, 30551, 3362, 21024, 27392, 49542, 3853, 33054, 10870, 32404, 31251, 3639, 1304, 23876, 1894, 24827, 44942, 33863, 23867, 18633, 41117, 40008, 6956, 49345, 26259, 30540, 31881, 10850, 47740, 49306, 30828, 25250, 45931, 45597, 40318, 25490, 16053, 5538, 32288, 15839, 18732, 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43683, 15788, 29859, 40336, 926, 43451, 7434, 7041, 30876, 40924, 25598, 35363, 36106, 41897, 9556, 32147, 22862, 14498, 4265, 48321, 8467, 2676, 40215, 4215, 7258, 6515, 5746, 23753, 7097, 22523, 7655, 3235, 13751, 23871, 30355, 28676, 9003, 9507, 20898, 28799, 12624, 30670, 17400, 15248, 33413, 36755, 11111, 11648, 2234, 47516, 2620, 9366, 48203, 28807, 12107, 28788, 23744, 41015, 27341, 32349, 23722, 33875, 26926, 13299, 37748, 39904, 39039, 48401, 10658, 5638, 10627, 3864, 39620, 28967, 19772, 43359, 20270, 40288, 45907, 4809, 29149, 160, 44069, 12747, 40089, 27515, 46575, 16508, 17258, 36196, 14885, 40185, 23532, 4721, 4916, 30304, 37677, 47191, 48965, 29310, 33414, 6962, 32352, 47417, 29485, 3863, 11222, 27004, 26868, 694, 416, 49747, 8096, 37769, 39336, 6898, 9717, 26183, 12245, 43847, 17730, 49556, 36979, 20907, 30317, 40329, 34206, 12891, 27882, 16479, 48105, 39702, 39393, 19649, 30267, 2346, 4839, 20169, 11316, 8867, 20517, 28090, 35229, 9519, 25625, 4128, 26901, 14538, 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+inceptionv3_batch4 = [430, 24470, 3670, 36003, 42526, 10519, 25510, 19587, 18131, 38577, 16860, 45344, 30574, 6541, 32005, 43592, 25998, 698, 34560, 20878, 24113, 27815, 18632, 5177, 20440, 18642, 5561, 3167, 2436, 19140, 3919, 23653, 46838, 43752, 46025, 31334, 26647, 34653, 28668, 38635, 27528, 41989, 41031, 2814, 14053, 12913, 48403, 3624, 22653, 1378, 21528, 38184, 1953, 7807, 1397, 20834, 8152, 9229, 45849, 47555, 25041, 49239, 48554, 5081, 43355, 176, 23333, 34364, 48358, 44124, 16710, 6275, 19000, 35040, 14432, 35525, 33266, 12371, 16667, 22952, 12397, 44892, 1511, 19787, 15999, 38088, 36524, 42508, 26358, 3465, 7506, 37178, 11417, 14946, 35359, 16494, 47029, 47390, 17982, 21036, 49029, 20711, 4066, 33445, 25383, 29870, 991, 37822, 22224, 21961, 38730, 34137, 48018, 22669, 35117, 30856, 43050, 6181, 47317, 29721, 29829, 44570, 48893, 19961, 47130, 8974, 5497, 1876, 253, 48505, 49402, 2989, 47281, 46776, 5107, 23046, 11115, 518, 41133, 28088, 17448, 21864, 49191, 37456, 46471, 40579, 5552, 17580, 11967, 44180, 2807, 35028, 125, 1018, 30580, 3189, 41759, 12327, 2827, 44599, 36322, 30853, 16068, 29886, 10567, 37927, 12597, 4939, 7109, 40752, 20555, 48994, 47137, 22193, 12763, 35481, 39868, 47698, 29506, 30537, 38051, 6097, 38315, 12061, 35730, 36913, 18322, 27192, 45487, 7781, 17184, 41650, 22895, 47622, 21184, 36302, 6494, 16574, 10792, 4387, 12553, 18453, 48694, 11520, 22021, 42457, 45422, 7204, 23172, 39276, 43434, 16761, 25688, 45716, 6983, 6955, 28253, 33492, 2026, 28239, 12745, 6942, 45656, 10515, 5669, 39410, 49629, 30406, 24738, 3701, 16018, 45652, 6734, 43405, 23356, 19993, 8448, 385, 44013, 35448, 29009, 27671, 34989, 6137, 5402, 43507, 4775, 22164, 9421, 49922, 831, 34386, 7261, 38347, 17289, 47709, 5489, 31218, 35415, 49559, 16008, 6321, 38992, 14588, 18508, 29201, 42154, 35969, 34160, 5016, 25704, 24875, 24584, 16615, 32334, 37460, 7897, 23784, 36710, 21592, 32690, 21290, 41162, 21185, 32726, 16429, 26536, 14063, 25319, 4985, 7583, 38285, 20679, 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+resnet50_batch0_2 = [47403, 59, 9147, 36563, 49570, 38194, 4749, 35528, 8796, 15758, 28994, 41539, 11499, 4322, 33274, 36048, 21613, 27004, 17743, 26932, 5125, 26937, 45247, 24480, 49239, 27819, 13572, 28485, 218, 7514, 5694, 6754, 21682, 35175, 19392, 38782, 11162, 3746, 35382, 34251, 47922, 38189, 1940, 6656, 15083, 5286, 22273, 49217, 48737, 4011, 18212, 33467, 19128, 7575, 565, 7995, 36663, 41489, 35221, 18148, 12791, 40249, 18635, 29770, 43582, 12099, 28931, 15268, 1295, 47789, 15933, 6871, 40025, 30359, 9428, 43359, 39703, 46425, 12702, 35619, 6453, 49340, 48582, 21925, 10794, 9065, 17507, 12624, 42698, 5636, 42641, 48134, 36902, 12134, 8171, 31115, 21035, 14029, 15769, 5514, 43657, 46094, 29373, 32095, 30744, 14210, 41013, 2284, 36190, 7145, 20091, 20300, 13822, 19911, 28961, 45040, 47346, 32467, 5190, 18402, 3501, 38695, 32476, 4177, 20974, 36050, 3258, 37183, 5020, 2119, 46009, 4045, 10651, 17887, 5895, 25, 2111, 32344, 5684, 27591, 19718, 7554, 49671, 37954, 37764, 40495, 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+inceptionv3_batch0_2 = [34830, 40381, 48426, 12743, 49074, 25551, 19612, 4290, 5502, 7320, 23192, 48063, 14235, 22349, 18326, 11450, 40242, 16969, 37324, 12593, 8797, 48976, 49266, 25746, 24682, 24821, 47402, 19815, 35214, 41572, 9005, 47901, 38308, 16344, 4053, 15162, 3620, 3973, 39834, 4928, 38902, 41418, 34280, 37673, 33740, 5139, 29612, 35895, 43423, 42106, 38560, 16535, 15973, 30159, 23717, 34921, 6555, 42452, 36689, 37954, 3854, 5160, 6581, 13232, 7133, 22830, 44045, 46546, 13245, 48669, 42687, 40835, 28161, 41328, 11656, 22899, 779, 31454, 1546, 39541, 11184, 28548, 45729, 38403, 6424, 27397, 38034, 5252, 39066, 45512, 35398, 29883, 24983, 7731, 47159, 19357, 7554, 45127, 47160, 49748, 19035, 33270, 10968, 932, 25002, 41619, 27047, 28175, 34623, 19074, 4920, 40109, 33068, 12954, 27685, 12658, 35782, 1013, 20369, 8349, 40746, 40779, 13054, 39212, 1721, 26190, 44625, 3217, 29686, 27567, 9143, 11057, 14003, 8984, 24627, 28755, 660, 18781, 8872, 21171, 34936, 37624, 8196, 29053, 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diff --git a/metrics/2019-11-10 15:57:14 model=pt_inception dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy b/metrics/2019-11-10 15-57-14 model=pt_inception dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
similarity index 100%
rename from metrics/2019-11-10 15:57:14 model=pt_inception dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
rename to metrics/2019-11-10 15-57-14 model=pt_inception dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
diff --git a/metrics/2019-11-10 15:57:14 model=pt_resnet dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy b/metrics/2019-11-10 15-57-14 model=pt_resnet dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
similarity index 100%
rename from metrics/2019-11-10 15:57:14 model=pt_resnet dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
rename to metrics/2019-11-10 15-57-14 model=pt_resnet dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
diff --git a/metrics/2019-11-10 15:57:14 model=pt_vgg dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy b/metrics/2019-11-10 15-57-14 model=pt_vgg dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
similarity index 100%
rename from metrics/2019-11-10 15:57:14 model=pt_vgg dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
rename to metrics/2019-11-10 15-57-14 model=pt_vgg dataset=imagenet n_ex=1000 eps=12.75 p=0.05 n_iter=10000.metrics.npy
diff --git a/requirements_py36.txt b/requirements_py36.txt
new file mode 100644
index 0000000..db9c4cd
--- /dev/null
+++ b/requirements_py36.txt
@@ -0,0 +1,9 @@
+# Note that this was created with Python 3.6, and not tested otherwise.
+# Beware issues with not having CUDA and CuDNN installed when installing through pip. In cases where it has resolved to
+#   a wheel which includes the distributions, everything has appeared to work fine. It has also been observed not to do
+#   this in some circumstances.
+tensorflow-gpu < 2
+torch < 2
+torchvision
+foolbox
+robustml