(current, total, msg=None)

(num_classes=10)

(opt, train=True, pretensor_transform=False)

()

(self, in_channels, out_channels)

(self, block, in_planes, nblock)

(self, block, planes, num_blocks, stride)

(self, in_planes, out_planes, num_blocks, dense_depth, stride)

(self, block, planes, num_blocks, stride)

(self, block, planes, num_blocks, stride)

(self)

(self)

(x)

(self, in_c, out_c, ker_size=(3, 3), stride=1, padding=1, batch_norm=True, relu=True)

(self, in_planes, out_planes, stride=1)

(self, num_blocks, stride)

(self, planes, num_cells)

(self, out_channels, num_blocks)

(self, out_planes, num_blocks, groups)

()

(self, opt, train, transforms)

(self, opt, expected_values, variance)

(self, block, num_blocks, num_classes=10)

(self, block, nblocks, growth_rate=12, reduction=0.5, num_classes=10)

(self, in_planes, out_planes, stride, groups)

(self, in_planes, planes, stride=1)

(self, block, num_blocks, num_classes=8)

(self, planes)

(self, opt)

()

()

()

()

()

(self, opt)

(self, in_planes, cardinality=32, bottleneck_width=4, stride=1)

(self, cfg)

(self, in_planes, out_planes, stride=1)

(self, in_planes, out_planes, kernel_size, stride, expand_ratio=1, se_ratio=0.0, drop_rate=0.0)

(self, in_planes, out_planes, expansion, stride)

(self, in_planes, n1x1, n3x3red, n3x3, n5x5red, n5x5, pool_planes)

(self, bool_attributes)

(self, opt)

(self)

(self)

(self, opt)

(self, opt)

(self, opt)

(self, background, dataset, classifier)

(self, opt)

(self, opt)

(self, opt)

(self, in_planes)

(self, cfg)

(self, in_planes)

(self, in_planes)

(self, background, overlay)

(mask)

(inputs, identity_grid, noise_grid, opt)

(path_dir)

(targets, opt)

(targets, opt)

()

( netC, optimizerC, schedulerC, test_dl, noise_grid, identity_grid, opt, )

( netC, optimizerC, schedulerC, test_dl, noise_grid, identity_grid, best_clean_acc

(netC, identity_grid, noise_grid, test_dl, opt)

(netC, identity_grid, noise_grid, test_dl, opt)

(netC, identity_grid, noise_grid, test_dl, opt)

()

(opt, train=True)

(opt)

(opt)

(opt, train=True, pretensor_transform=False)

()

()

()

()

()

()

()

()

(self, x)

(l1_norm_list, idx_mapping, opt)

(self, opt)

(opt, mode="clean")

(netC, optimizerC, schedulerC, train_dl, noise_grid, identity_grid, tf_writer, epoch, opt)

(opt, init_mask, init_pattern)

(regression_model, optimizerR, dataloader, recorder, epoch, opt)

()

()

()

()

()

()

()

()

()

()

()

()