Vishaal Udandarao
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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"AFC_VAE_project.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"V3iaAc32ygZZ","colab_type":"code","outputId":"d875df74-80cc-48c1-c64a-45c8cad7fc46","executionInfo":{"status":"ok","timestamp":1589653176149,"user_tz":-240,"elapsed":77549,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":122}},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ZplUVqf1wuOd","colab_type":"code","colab":{}},"source":["import os\n","os.chdir('/content/drive/My Drive/AFC_Project_data/')"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ub2SLcoy-MQk","colab_type":"code","outputId":"759b0158-1d4e-411b-939e-9199a8455d94","executionInfo":{"status":"ok","timestamp":1589653193434,"user_tz":-240,"elapsed":4872,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["!pwd"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/AFC_Project_data\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"k40hkdt_uuBM","colab_type":"code","colab":{}},"source":["# hack to get more RAM from colab\n","a = []\n","while(1):\n"," a.append(1)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"MyFE383gUWAi","colab_type":"text"},"source":["# **Imports and Models**"]},{"cell_type":"code","metadata":{"id":"OuC7WeD5UCwG","colab_type":"code","colab":{}},"source":["import os\n","import argparse\n","import numpy as np\n","from itertools import cycle\n","\n","import torch\n","import torch.nn as nn\n","import torch.optim as optim\n","from torchvision import datasets\n","from torchvision import transforms\n","from torch.autograd import Variable\n","import torch.nn.functional as F\n","\n","import matplotlib\n","matplotlib.use('Agg')\n","import matplotlib.pyplot as plt\n","plt.switch_backend('agg')\n","from mpl_toolkits.mplot3d import Axes3D\n","from torch.utils.data import DataLoader\n","from sklearn import manifold\n","\n","import random\n","from torchvision.utils import save_image\n","\n","import torch\n","import torch.nn as nn\n","import torch.nn.functional as F\n","from collections import OrderedDict\n","\n","import numpy as np\n","from itertools import cycle\n","from torchvision import datasets\n","from torchvision import transforms\n","from torch.autograd import Variable\n","from torch.utils.data import DataLoader\n","\n","from torch.distributions.normal import Normal"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"BlcrlxOKUObl","colab_type":"code","outputId":"67ee9252-3130-4798-9bd2-fe4a41e91f11","executionInfo":{"status":"ok","timestamp":1589653237337,"user_tz":-240,"elapsed":5574,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["is_training = True\n","print(torch.cuda.is_available())"],"execution_count":0,"outputs":[{"output_type":"stream","text":["True\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"vcesKTBFUJaZ","colab_type":"code","outputId":"cf9ea03d-e7b5-44f4-d124-a9a9f477fdba","executionInfo":{"status":"ok","timestamp":1589653251094,"user_tz":-240,"elapsed":11395,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["class Encoder(nn.Module):\n","\t\tdef __init__(self):\n","\t\t\t\tsuper(Encoder, self).__init__()\n","\t\t\t\tself.conv1 = nn.Conv2d(in_channels=3, out_channels=64, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.conv2 = nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.conv3 = nn.Conv2d(in_channels=128, out_channels=256, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.conv4 = nn.Conv2d(in_channels=256, out_channels=512, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.linear_mean_v = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_std_v = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_mean_a = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_std_a = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_mean_z = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_std_z = nn.Linear(in_features=128, out_features=32, bias=True)\t\t\t\t\n","\t\t\t\tself.features = nn.Linear(in_features=4608, out_features=512, bias=True)\n","\t\t\t\tself.fc = nn.Linear(in_features=512, out_features=128)\n","\t\t\t\tself.bn_1 = nn.BatchNorm2d(64)\n","\t\t\t\tself.bn_2 = nn.BatchNorm2d(128)\n","\t\t\t\tself.bn_3 = nn.BatchNorm2d(256)\n","\t\t\t\tself.bn_4 = nn.BatchNorm2d(512)\n","\t\t\t\tself.bn_5 = nn.BatchNorm1d(512)\n","\t\t\t\tself.bn_6 = nn.BatchNorm1d(128)\n","\t\t\t\tself.relu = nn.ReLU()\n","\t\t\t\tself.elu = nn.ELU(0.1)\n","\t\t\n","\t\tdef reparameterize(self, mu, logvar):\n","\t\t\t\tif is_training:\n","\t\t\t\t\tstd = logvar.mul(0.5).exp_()\n","\t\t\t\t\teps = torch.randn_like(std)\n","\t\t\t\t\tif(torch.cuda.is_available()):\n","\t\t\t\t\t\teps = eps.cuda()\n","\t\t\t\t\treturn eps.mul(std).add_(mu)\n","\t\t\t\telse:\n","\t\t\t\t\treturn mu\n","\n","\t\tdef forward(self, x):\n","\t\t\tx = self.relu(self.bn_1(self.conv1(x)))\n","\t\t\tx = self.relu(self.bn_2(self.conv2(x)))\n","\t\t\tx = self.relu(self.bn_3(self.conv3(x)))\n","\t\t\tx = self.relu(self.bn_4(self.conv4(x)))\n","\t\t\tx = x.view(x.size(0), x.size(1)*x.size(2)*(x.size(3)))\n","\t\t\t\n","\t\t\tlatent_feats = self.relu(self.bn_6(self.fc(self.relu(self.bn_5(self.features(x))))))\n","\t\t\tmu_v = self.linear_mean_v(latent_feats)\n","\t\t\tlogvar_v = self.linear_std_v(latent_feats)\n","\t\t\tmu_a = self.linear_mean_a(latent_feats)\n","\t\t\tlogvar_a = self.linear_std_a(latent_feats)\n","\t\t\tmu_z = self.linear_mean_z(latent_feats)\n","\t\t\tlogvar_z = self.linear_std_z(latent_feats)\t \t \n","\t\t\tz_v = self.reparameterize(mu_v, logvar_v)\n","\t\t\tz_a = self.reparameterize(mu_a, logvar_a)\n","\t\t\tz_z = self.reparameterize(mu_z, logvar_z)\t \t \n","\t\t\treturn z_v, mu_v, logvar_v, z_a, mu_a, logvar_a, z_z, mu_z, logvar_z\n","\n","class Decoder(nn.Module):\n","\t\tdef __init__(self):\n","\t\t\t\tsuper(Decoder, self).__init__()\n","\t\t\t\tself.inv_fc = nn.Linear(in_features=128, out_features=512, bias=True)\n","\t\t\t\tself.features = nn.Linear(in_features=512, out_features=4608, bias=True)\n","\t\t\t\tself.reconstruct = nn.Linear(in_features=96, out_features=128, bias=True)\n","\t\t\t\tself.deconv_1 = nn.ConvTranspose2d(in_channels=512, out_channels=256, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.deconv_2 = nn.ConvTranspose2d(in_channels=256, out_channels=128, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.deconv_3 = nn.ConvTranspose2d(in_channels=128, out_channels=64, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.deconv_4 = nn.ConvTranspose2d(in_channels=64, out_channels=3, kernel_size=4, stride=2, bias=True)\n","\t\t\t\tself.leaky_relu = nn.LeakyReLU(0.2)\n","\n","\t\t\t\tself.bn_1 = nn.BatchNorm1d(num_features=512)\n","\t\t\t\tself.bn_2 = nn.BatchNorm1d(num_features=4608)\n","\t\t\t\tself.bn_3 = nn.BatchNorm2d(num_features=256)\n","\t\t\t\tself.bn_4 = nn.BatchNorm2d(num_features=128)\n","\t\t\t\tself.bn_5 = nn.BatchNorm2d(num_features=64)\n","\t\t\t\tself.bn_6 = nn.BatchNorm2d(num_features=3)\n","\n","\t\t\t\tself.tanh = nn.Tanh()\n","\t\t\t\tself.relu =nn.ReLU()\n","\n","\t\tdef forward(self, z_v, z_a, z_z):\n","\t\t\tconcat = torch.cat([z_v, z_a], dim=1)\n","\t\t\tconcat = torch.cat([concat, z_z], dim=1)\n","\t\t\tlatent = self.relu(self.bn_1(self.inv_fc(self.relu(self.reconstruct(concat)))))\n","\t\t\tlatent = self.relu(self.bn_2(self.features(latent)))\n","\t\t\tx = latent.view(latent.size(0), 512, 3, 3)\n","\t\t\tx = self.relu(self.bn_3(self.deconv_1(x)))\n","\t\t\tx = self.relu(self.bn_4(self.deconv_2(x)))\n","\t\t\tx = self.relu(self.bn_5(self.deconv_3(x)))\n","\t\t\tx = self.relu(self.bn_6(self.deconv_4(x)))\n","\t\t\treturn x\n","\n","enc = Encoder()\n","enc.cuda()\n","z_v,_,_, z_a, _, _, z_z, _, _ = enc.forward(torch.randn(10, 3, 64, 64).cuda())\n","print('Latents:', z_v.shape, z_a.shape, z_z.shape)\n","\n","dec = Decoder()\n","dec.cuda()\n","i = dec.forward(z_v, z_a, z_z)\n","print('Recons:', i.shape)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Latents: torch.Size([10, 32]) torch.Size([10, 32]) torch.Size([10, 32])\n","Recons: torch.Size([10, 3, 64, 64])\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"NNg4KZ-le6oq","colab_type":"code","outputId":"b182cd6a-fa5b-493f-d904-79bfda393e31","executionInfo":{"status":"ok","timestamp":1589653258695,"user_tz":-240,"elapsed":3792,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["class AFEW_Reg_Encoder(nn.Module):\n","\t\tdef __init__(self):\n","\t\t\t\tsuper(AFEW_Reg_Encoder, self).__init__()\n","\t\t\t\tself.conv1 = nn.Conv2d(in_channels=3, out_channels=64, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.conv2 = nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.conv3 = nn.Conv2d(in_channels=128, out_channels=256, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.conv4 = nn.Conv2d(in_channels=256, out_channels=512, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.linear_mean_v = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_std_v = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_mean_a = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_std_a = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_mean_z = nn.Linear(in_features=128, out_features=32, bias=True)\n","\t\t\t\tself.linear_std_z = nn.Linear(in_features=128, out_features=32, bias=True)\t\n","\n","\t\t\t\tself.labels_v = nn.Linear(in_features=32, out_features=21, bias=True)\n","\t\t\t\tself.labels_a = nn.Linear(in_features=32, out_features=21, bias=True)\n","\n","\t\t\t\tself.features = nn.Linear(in_features=4608, out_features=512, bias=True)\n","\t\t\t\tself.fc = nn.Linear(in_features=512, out_features=128)\n","\t\t\t\tself.bn_1 = nn.BatchNorm2d(64)\n","\t\t\t\tself.bn_2 = nn.BatchNorm2d(128)\n","\t\t\t\tself.bn_3 = nn.BatchNorm2d(256)\n","\t\t\t\tself.bn_4 = nn.BatchNorm2d(512)\n","\t\t\t\tself.bn_5 = nn.BatchNorm1d(512)\n","\t\t\t\tself.bn_6 = nn.BatchNorm1d(128)\n","\t\t\t\tself.relu = nn.ReLU()\n","\t\t\t\tself.elu = nn.ELU(0.1)\n","\t\t\n","\t\tdef reparameterize(self, mu, logvar):\n","\t\t\t\tif is_training:\n","\t\t\t\t\tstd = logvar.mul(0.5).exp_()\n","\t\t\t\t\teps = torch.randn_like(std)\n","\t\t\t\t\tif(torch.cuda.is_available()):\n","\t\t\t\t\t\teps = eps.cuda()\n","\t\t\t\t\treturn eps.mul(std).add_(mu)\n","\t\t\t\telse:\n","\t\t\t\t\treturn mu\n","\n","\t\tdef forward(self, x):\n","\t\t\tx = self.relu(self.bn_1(self.conv1(x)))\n","\t\t\tx = self.relu(self.bn_2(self.conv2(x)))\n","\t\t\tx = self.relu(self.bn_3(self.conv3(x)))\n","\t\t\tx = self.relu(self.bn_4(self.conv4(x)))\n","\t\t\tx = x.view(x.size(0), x.size(1)*x.size(2)*(x.size(3)))\n","\t\t\t\n","\t\t\tlatent_feats = self.relu(self.bn_6(self.fc(self.relu(self.bn_5(self.features(x))))))\n","\t\t\tmu_v = self.linear_mean_v(latent_feats)\n","\t\t\tlogvar_v = self.linear_std_v(latent_feats)\n","\t\t\tmu_a = self.linear_mean_a(latent_feats)\n","\t\t\tlogvar_a = self.linear_std_a(latent_feats)\n","\t\t\tmu_z = self.linear_mean_z(latent_feats)\n","\t\t\tlogvar_z = self.linear_std_z(latent_feats)\t \t \n","\t\t\tz_v = self.reparameterize(mu_v, logvar_v)\n","\t\t\tz_a = self.reparameterize(mu_a, logvar_a)\n","\t\t\tz_z = self.reparameterize(mu_z, logvar_z)\t \n","\t\t\t\n","\t\t\tlabel_v = self.labels_v(z_v)\n","\t\t\tlabel_a = self.labels_a(z_a)\n","\n","\t\t\treturn z_v, mu_v, logvar_v, z_a, mu_a, logvar_a, z_z, mu_z, logvar_z, label_v, label_a\n","\n","class AFEW_Reg_Decoder(nn.Module):\n","\t\tdef __init__(self):\n","\t\t\t\tsuper(AFEW_Reg_Decoder, self).__init__()\n","\t\t\t\tself.inv_fc = nn.Linear(in_features=128, out_features=512, bias=True)\n","\t\t\t\tself.features = nn.Linear(in_features=512, out_features=4608, bias=True)\n","\t\t\t\tself.reconstruct = nn.Linear(in_features=96, out_features=128, bias=True)\n","\t\t\t\tself.deconv_1 = nn.ConvTranspose2d(in_channels=512, out_channels=256, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.deconv_2 = nn.ConvTranspose2d(in_channels=256, out_channels=128, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.deconv_3 = nn.ConvTranspose2d(in_channels=128, out_channels=64, kernel_size=3, stride=2, bias=True)\n","\t\t\t\tself.deconv_4 = nn.ConvTranspose2d(in_channels=64, out_channels=3, kernel_size=4, stride=2, bias=True)\n","\t\t\t\tself.leaky_relu = nn.LeakyReLU(0.2)\n","\n","\t\t\t\tself.bn_1 = nn.BatchNorm1d(num_features=512)\n","\t\t\t\tself.bn_2 = nn.BatchNorm1d(num_features=4608)\n","\t\t\t\tself.bn_3 = nn.BatchNorm2d(num_features=256)\n","\t\t\t\tself.bn_4 = nn.BatchNorm2d(num_features=128)\n","\t\t\t\tself.bn_5 = nn.BatchNorm2d(num_features=64)\n","\t\t\t\tself.bn_6 = nn.BatchNorm2d(num_features=3)\n","\n","\t\t\t\tself.tanh = nn.Tanh()\n","\t\t\t\tself.relu =nn.ReLU()\n","\n","\t\tdef forward(self, z_v, z_a, z_z):\n","\t\t\tconcat = torch.cat([z_v, z_a], dim=1)\n","\t\t\tconcat = torch.cat([concat, z_z], dim=1)\n","\t\t\tlatent = self.relu(self.bn_1(self.inv_fc(self.relu(self.reconstruct(concat)))))\n","\t\t\tlatent = self.relu(self.bn_2(self.features(latent)))\n","\t\t\tx = latent.view(latent.size(0), 512, 3, 3)\n","\t\t\tx = self.relu(self.bn_3(self.deconv_1(x)))\n","\t\t\tx = self.relu(self.bn_4(self.deconv_2(x)))\n","\t\t\tx = self.relu(self.bn_5(self.deconv_3(x)))\n","\t\t\tx = self.relu(self.bn_6(self.deconv_4(x)))\n","\t\t\treturn x\n","\n","enc = AFEW_Reg_Encoder()\n","enc.cuda()\n","z_v,_,_, z_a, _, _, z_z, _, _, l_v, l_a = enc.forward(torch.randn(10, 3, 64, 64).cuda())\n","print('Latents:', z_v.shape, z_a.shape, z_z.shape, l_v.shape, l_a.shape)\n","\n","dec = AFEW_Reg_Decoder()\n","dec.cuda()\n","i = dec.forward(z_v, z_a, z_z)\n","print('Recons:', i.shape)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Latents: torch.Size([10, 32]) torch.Size([10, 32]) torch.Size([10, 32]) torch.Size([10, 21]) torch.Size([10, 21])\n","Recons: torch.Size([10, 3, 64, 64])\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"rodT33nPUTLF","colab_type":"code","colab":{}},"source":["def mse_loss(input1, target):\n","\treturn torch.sum((input1 - target).pow(2)) / input1.data.nelement()\n","\n","def weights_init(layer):\n","\tif isinstance(layer, nn.Conv2d):\n","\t\tlayer.weight.data.normal_(0.0, 0.05)\n","\t\tlayer.bias.data.zero_()\n","\telif isinstance(layer, nn.BatchNorm2d):\n","\t\tlayer.weight.data.normal_(1.0, 0.02)\n","\t\tlayer.bias.data.zero_()\n","\telif isinstance(layer, nn.Linear):\n","\t\tlayer.weight.data.normal_(0.0, 0.05)\n","\t\tlayer.bias.data.zero_()\n","\n","\n","def imshow_grid(images, shape=[2, 8], name='default', save=False):\n","\t\"\"\"Plot images in a grid of a given shape.\"\"\"\n","\tfig = plt.figure(1)\n","\tgrid = ImageGrid(fig, 111, nrows_ncols=shape, axes_pad=0.05)\n","\n","\tsize = shape[0] * shape[1]\n","\tfor i in range(size):\n","\t\tgrid[i].axis('off')\n","\t\tgrid[i].imshow(images[i]) # The AxesGrid object work as a list of axes.\n","\n","\tif save:\n","\t\tplt.savefig('reconstructed_images/' + str(name) + '.png')\n","\t\tplt.clf()\n","\telse:\n","\t\tplt.show()"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"mr954o6yUcSS","colab_type":"text"},"source":["# **IMFDB without regularization**"]},{"cell_type":"code","metadata":{"id":"qXKCluL6X4XH","colab_type":"code","outputId":"fe47cf13-d380-466e-80ab-ace96e847653","executionInfo":{"status":"ok","timestamp":1589191141926,"user_tz":-330,"elapsed":9842,"user":{"displayName":"Vishaal Udandarao","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgIFHGBFYjFHBZU9oyCFk6W8hclaFEK-kXblc7e=s64","userId":"05823797369697394728"}},"colab":{"base_uri":"https://localhost:8080/","height":467}},"source":["os.chdir('./IMFDB_data/processed_images')\n","!ls"],"execution_count":0,"outputs":[{"output_type":"stream","text":["AamairKhan\t Innocent\t Mammukoya\t SalmanKhan\n","Aarthi\t\t Jagadeesh\t Mamootty\t Savithri\n","AkshayKumar\t JagapathiBabu\t Mohanlal\t SharmilaTagore\n","Ali\t\t Jagathi\t M.S.Narayana SharukhKhan\n","Ambresh\t\t Jamuna\t\t Mukesh\t Shashikumar\n","AmitabhBachchan JayaBhaduri\t Nagarjuna\t ShilpaShetty\n","AmrishPuri\t Jayaprakash\t NedumudiVenu Shivaram\n","AnilKapoor\t Jayram\t\t NTR\t\t Shobana\n","Annapoorna\t JosePrakash\t PareshRaval\t Siddique\n","ANR\t\t KajalAgarwal\t Pavithralokesh Simran\n","AnupamKher\t Kajol\t\t PrakashRaj\t SoumithraChatterjee\n","Ashwath\t\t KareenaKapoor\t Prema\t Soundarya\n","Avinash\t\t KarunaBenerjee PremaNazir\t Srihari\n","BabuMohan\t KatrinaKaif\t RajeshKhanna SureshGopi\n","Balakrishna\t KavyaMadhavan\t RakheeGulzar Suryakantham\n","Bhanupriya\t KotaSrinivasarao RamanaReddy\t SVR\n","Bharathi\t K.Viswanath\t Ramaprabha\t TanikellaBharani\n","BomanIrani\t Lakshmidevi\t RameshArvind Tenniskrishna\n","Brahmanandam\t Leelavathi\t Rameshbhatt\t Thilakan\n","Cochinhaneefa\t Loknath\t RamyaKrishna Trisha\n","Dileep\t\t MadhabiMukherjee Ranimukherji Umashri\n","Dr.Rajkumar\t Madhavan\t Relangi\t Vajramuni\n","Dwarkish\t Madhu\t\t Rimisen\t Venkatesh\n","FaridaJalal\t MadhuriDixit\t RishiKapoor\t VinodKhanna\n","HrithikRoshan\t Mallikarjunrao SailendraMukherjee Vishnuvardhan\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"PjkzmJXlYRhP","colab_type":"code","colab":{}},"source":["import shutil\n","\n","for actor in list(os.listdir('.')):\n"," print('Actor: '+actor)\n"," if not os.path.exists('/content/drive/My Drive/AFC_Project_data/IMFDB_data/processed_images/'+actor):\n"," os.makedirs('/content/drive/My Drive/AFC_Project_data/IMFDB_data/processed_images/'+actor)\n","\n"," if(actor[0]!='.'):\n"," movies = os.listdir('./'+actor)\n"," for movie in movies:\n"," if(movie[0]!='.'):\n"," files_list = os.listdir('./'+actor+'/'+movie)\n"," if('images' in files_list):\n"," all_images = os.listdir('./'+actor+'/'+movie+'/images/')\n"," for img in all_images:\n"," shutil.copy('./'+actor+'/'+movie+'/images/'+img, '/content/drive/My Drive/AFC_Project_data/IMFDB_data/processed_images/'+actor+'/'+movie+'_'+img)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"GJxD2De5uMNz","colab_type":"code","colab":{}},"source":["import os\n","import shutil\n","os.chdir('/content/drive/My Drive/AFC_Project_data/IMFDB_data/IMFDB_final/')\n","\n","for actor in list(os.listdir('.')):\n"," print('Actor: '+actor)\n","\n"," if(actor[0]!='.'):\n"," movies = os.listdir('./'+actor)\n"," for movie in movies:\n"," if(movie[0]!='.'):\n"," files_list = os.listdir('./'+actor+'/'+movie)\n"," if('.txt' in files_list[i] for i in range(len(files_list))):\n"," text_ = None\n"," for fil in files_list:\n"," if('.txt' in fil):\n"," text_ = fil\n"," if(text_ is None):\n"," continue\n"," annotations = open('./'+actor+'/'+movie+'/'+text_, 'r', encoding=\"ISO-8859-1\").read()\n"," print(annotations)\n"," break\n"," # all_images = os.listdir('./'+actor+'/'+movie+'/images/')\n"," # for img in all_images:\n"," # shutil.copy('./'+actor+'/'+movie+'/images/'+img, '/content/drive/My Drive/AFC_Project_data/IMFDB_data/processed_images/'+actor+'/'+movie+'_'+img)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"HIyrp_MvFBu8","colab_type":"code","outputId":"7910934e-8237-45a0-925c-941712030191","executionInfo":{"status":"ok","timestamp":1589217545364,"user_tz":-330,"elapsed":9165807,"user":{"displayName":"Vishaal Udandarao","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgIFHGBFYjFHBZU9oyCFk6W8hclaFEK-kXblc7e=s64","userId":"05823797369697394728"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["encoder = Encoder()\n","encoder.apply(weights_init)\n","encoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/IMFDB_data/encoder'))\n","\n","decoder = Decoder()\n","decoder.apply(weights_init)\n","decoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/IMFDB_data/decoder'))\n","\n","batch_size = 128\n","\n","print('Loading Dataset...')\n","data_dir = '/content/drive/My Drive/AFC_Project_data/IMFDB_data/processed_images/'\n","transform = transforms.Compose([transforms.Resize((64, 64)), transforms.ToTensor()])\n","dset = datasets.ImageFolder(data_dir, transform = transform)\n","data_object = torch.utils.data.DataLoader(dset, batch_size=batch_size, shuffle=True, drop_last=True)\n","\n","optimizer = optim.Adam(list(encoder.parameters()) + list(decoder.parameters()), lr=0.0001)\n","\n","X1 = torch.zeros(batch_size, 3, 64, 64)\n","\n","if torch.cuda.is_available():\n"," encoder.cuda()\n"," decoder.cuda()\n"," X1 = X1.cuda()\n","\n","for epoch in range(91, 100):\n","\tfor iteration, (data_, _) in enumerate(data_object):\n","\t\tprint(data_.shape)\n","\t\timage_batch_1 = data_\n","\t\tX1.copy_(image_batch_1)\n","\t \n","\t\tz_v, mu_v, logvar_v, z_a, mu_a, logvar_a, z_z, mu_z, logvar_z = encoder(X1)\n","\t\tkl_loss = -0.5 * (torch.sum(1 + logvar_v - mu_v.pow(2) - logvar_v.exp())) + -0.5 * (torch.sum(1 + logvar_a - mu_a.pow(2) - logvar_a.exp())) + -0.5 * (torch.sum(1 + logvar_z - mu_z.pow(2) - logvar_z.exp()))\n","\t\tkl_loss /= batch_size*3*64*64 \n","\n","\t\ti_dash = decoder(z_v, z_a, z_z)\n","\t\trecon_loss = mse_loss(i_dash, X1)\n","\n","\t\tloss = recon_loss\n","\n","\t\toptimizer.zero_grad()\n","\t\tloss.backward()\n","\t\toptimizer.step()\n","\n","\t\tif(iteration%1==0):\n","\t\t\tprint('Epoch: '+str(epoch))\n","\t\t\tprint('Iteration: '+str(iteration))\n","\t\t\tprint('Loss: '+str(loss.item()))\n","\t\t\tprint('KL Loss: '+str(kl_loss.item()))\n","\t\t\tprint('Recon Loss: '+str(recon_loss.item()))\n","\t\tif(iteration%20==0):\n","\t\t\timage_batch_1 = data_\n","\t\t\tX1.copy_(image_batch_1)\n","\t\t\tz_v, _, _, z_a, _, _, z_z, _, _ = encoder(X1)\n","\t\t\tdec = decoder(z_v, z_a, z_z)\n","\n","\t\t\t# print(dec.cpu().detach().numpy()[:1, :, :, :], 'dec')\n","\t\t\t# print(X1.cpu().detach().numpy()[:1, :, :, :], 'X1')\n","\n","\t\t\tsave_image(torch.cat([X1[:8, :, :, :], dec[:8, :, :, :]]), '/content/drive/My Drive/AFC_Project_data/IMFDB_data/reconstructed_images/'+str(epoch)+'_'+str(iteration)+'.png', nrow=4, normalize=True)\n","\t\t\ttorch.save(encoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/IMFDB_data/encoder')\n","\t\t\ttorch.save(decoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/IMFDB_data/decoder')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","Recon Loss: 0.02420683763921261\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 247\n","Loss: 0.024326389655470848\n","KL Loss: 0.07365600019693375\n","Recon Loss: 0.024326389655470848\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 248\n","Loss: 0.021404951810836792\n","KL Loss: 0.07348611950874329\n","Recon Loss: 0.021404951810836792\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 249\n","Loss: 0.0240655317902565\n","KL Loss: 0.0736193060874939\n","Recon Loss: 0.0240655317902565\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 250\n","Loss: 0.024831127375364304\n","KL Loss: 0.07368560135364532\n","Recon Loss: 0.024831127375364304\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 251\n","Loss: 0.02222607657313347\n","KL Loss: 0.0736243724822998\n","Recon Loss: 0.02222607657313347\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 252\n","Loss: 0.023700561374425888\n","KL Loss: 0.07365652918815613\n","Recon Loss: 0.023700561374425888\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 253\n","Loss: 0.02559082768857479\n","KL Loss: 0.0734519213438034\n","Recon Loss: 0.02559082768857479\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 254\n","Loss: 0.023147491738200188\n","KL Loss: 0.07361738383769989\n","Recon Loss: 0.023147491738200188\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 255\n","Loss: 0.02388620935380459\n","KL Loss: 0.07365448772907257\n","Recon Loss: 0.02388620935380459\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 256\n","Loss: 0.025901829823851585\n","KL Loss: 0.07344122231006622\n","Recon Loss: 0.025901829823851585\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 257\n","Loss: 0.024845417588949203\n","KL Loss: 0.07357574254274368\n","Recon Loss: 0.024845417588949203\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 258\n","Loss: 0.024647576734423637\n","KL Loss: 0.07351672649383545\n","Recon Loss: 0.024647576734423637\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 259\n","Loss: 0.023093994706869125\n","KL Loss: 0.07337291538715363\n","Recon Loss: 0.023093994706869125\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 260\n","Loss: 0.022844722494482994\n","KL Loss: 0.0736282616853714\n","Recon Loss: 0.022844722494482994\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 261\n","Loss: 0.022933771833777428\n","KL Loss: 0.07361339032649994\n","Recon Loss: 0.022933771833777428\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 262\n","Loss: 0.026046132668852806\n","KL Loss: 0.07345347106456757\n","Recon Loss: 0.026046132668852806\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 263\n","Loss: 0.026056885719299316\n","KL Loss: 0.07351023703813553\n","Recon Loss: 0.026056885719299316\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 264\n","Loss: 0.02420128509402275\n","KL Loss: 0.07359349727630615\n","Recon Loss: 0.02420128509402275\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 265\n","Loss: 0.022936061024665833\n","KL Loss: 0.073483407497406\n","Recon Loss: 0.022936061024665833\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 266\n","Loss: 0.024238530546426773\n","KL Loss: 0.07362568378448486\n","Recon Loss: 0.024238530546426773\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 267\n","Loss: 0.023302480578422546\n","KL Loss: 0.07385760545730591\n","Recon Loss: 0.023302480578422546\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 268\n","Loss: 0.023727308958768845\n","KL Loss: 0.07367008924484253\n","Recon Loss: 0.023727308958768845\n","torch.Size([128, 3, 64, 64])\n","Epoch: 96\n","Iteration: 269\n","Loss: 0.023525234311819077\n","KL Loss: 0.07345911115407944\n","Recon Loss: 0.023525234311819077\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 0\n","Loss: 0.02323298528790474\n","KL Loss: 0.07356200367212296\n","Recon Loss: 0.02323298528790474\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 1\n","Loss: 0.023740729317069054\n","KL Loss: 0.0736364871263504\n","Recon Loss: 0.023740729317069054\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 2\n","Loss: 0.021788299083709717\n","KL Loss: 0.07361429929733276\n","Recon Loss: 0.021788299083709717\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 3\n","Loss: 0.02242457866668701\n","KL Loss: 0.07360907644033432\n","Recon Loss: 0.02242457866668701\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 4\n","Loss: 0.02311219833791256\n","KL Loss: 0.07353018969297409\n","Recon Loss: 0.02311219833791256\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 5\n","Loss: 0.02417849749326706\n","KL Loss: 0.07356920093297958\n","Recon Loss: 0.02417849749326706\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 6\n","Loss: 0.022259879857301712\n","KL Loss: 0.07353026419878006\n","Recon Loss: 0.022259879857301712\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 7\n","Loss: 0.023904159665107727\n","KL Loss: 0.07330082356929779\n","Recon Loss: 0.023904159665107727\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 8\n","Loss: 0.02446073293685913\n","KL Loss: 0.0737968310713768\n","Recon Loss: 0.02446073293685913\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 9\n","Loss: 0.025684695690870285\n","KL Loss: 0.07361205667257309\n","Recon Loss: 0.025684695690870285\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 10\n","Loss: 0.023585733026266098\n","KL Loss: 0.07373689860105515\n","Recon Loss: 0.023585733026266098\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 11\n","Loss: 0.02297653816640377\n","KL Loss: 0.07350243628025055\n","Recon Loss: 0.02297653816640377\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 12\n","Loss: 0.026381876319646835\n","KL Loss: 0.07339838892221451\n","Recon Loss: 0.026381876319646835\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 13\n","Loss: 0.024108152836561203\n","KL Loss: 0.07365317642688751\n","Recon Loss: 0.024108152836561203\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 14\n","Loss: 0.02293657325208187\n","KL Loss: 0.07377668470144272\n","Recon Loss: 0.02293657325208187\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 15\n","Loss: 0.023427611216902733\n","KL Loss: 0.07383570075035095\n","Recon Loss: 0.023427611216902733\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 16\n","Loss: 0.02630089782178402\n","KL Loss: 0.0736086368560791\n","Recon Loss: 0.02630089782178402\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 17\n","Loss: 0.02370663359761238\n","KL Loss: 0.07356932759284973\n","Recon Loss: 0.02370663359761238\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 18\n","Loss: 0.02172154188156128\n","KL Loss: 0.07357850670814514\n","Recon Loss: 0.02172154188156128\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 19\n","Loss: 0.024157529696822166\n","KL Loss: 0.07353317737579346\n","Recon Loss: 0.024157529696822166\n","torch.Size([128, 3, 64, 64])\n","Epoch: 97\n","Iteration: 20\n","Loss: 0.02317236177623272\n","KL Loss: 0.07358625531196594\n","Recon Loss: 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0.024293065071105957\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 213\n","Loss: 0.025642957538366318\n","KL Loss: 0.07411868870258331\n","Recon Loss: 0.025642957538366318\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 214\n","Loss: 0.02262476645410061\n","KL Loss: 0.07401388883590698\n","Recon Loss: 0.02262476645410061\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 215\n","Loss: 0.02596898004412651\n","KL Loss: 0.07417787611484528\n","Recon Loss: 0.02596898004412651\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 216\n","Loss: 0.02341751754283905\n","KL Loss: 0.07419949769973755\n","Recon Loss: 0.02341751754283905\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 217\n","Loss: 0.025670712813735008\n","KL Loss: 0.07407330721616745\n","Recon Loss: 0.025670712813735008\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 218\n","Loss: 0.023816769942641258\n","KL Loss: 0.07395602762699127\n","Recon Loss: 0.023816769942641258\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 219\n","Loss: 0.025993041694164276\n","KL Loss: 0.07394557446241379\n","Recon Loss: 0.025993041694164276\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 220\n","Loss: 0.024975553154945374\n","KL Loss: 0.07384036481380463\n","Recon Loss: 0.024975553154945374\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 221\n","Loss: 0.02414359711110592\n","KL Loss: 0.07414126396179199\n","Recon Loss: 0.02414359711110592\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 222\n","Loss: 0.0234206672757864\n","KL Loss: 0.07394830882549286\n","Recon Loss: 0.0234206672757864\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 223\n","Loss: 0.025201832875609398\n","KL Loss: 0.07380875945091248\n","Recon Loss: 0.025201832875609398\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 224\n","Loss: 0.023504074662923813\n","KL Loss: 0.0739404559135437\n","Recon Loss: 0.023504074662923813\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 225\n","Loss: 0.023099806159734726\n","KL Loss: 0.07411789894104004\n","Recon Loss: 0.023099806159734726\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 226\n","Loss: 0.02387239597737789\n","KL Loss: 0.07418154180049896\n","Recon Loss: 0.02387239597737789\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 227\n","Loss: 0.023976538330316544\n","KL Loss: 0.07395392656326294\n","Recon Loss: 0.023976538330316544\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 228\n","Loss: 0.02421989105641842\n","KL Loss: 0.07395754754543304\n","Recon Loss: 0.02421989105641842\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 229\n","Loss: 0.02358376607298851\n","KL Loss: 0.07391583919525146\n","Recon Loss: 0.02358376607298851\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 230\n","Loss: 0.02405225858092308\n","KL Loss: 0.07411286234855652\n","Recon Loss: 0.02405225858092308\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 231\n","Loss: 0.02303718589246273\n","KL Loss: 0.07406413555145264\n","Recon Loss: 0.02303718589246273\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 232\n","Loss: 0.02470555156469345\n","KL Loss: 0.07415559142827988\n","Recon Loss: 0.02470555156469345\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 233\n","Loss: 0.02479029819369316\n","KL Loss: 0.0740458071231842\n","Recon Loss: 0.02479029819369316\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 234\n","Loss: 0.02255113050341606\n","KL Loss: 0.07392390072345734\n","Recon Loss: 0.02255113050341606\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 235\n","Loss: 0.024438677355647087\n","KL Loss: 0.07405949383974075\n","Recon Loss: 0.024438677355647087\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 236\n","Loss: 0.023307431489229202\n","KL Loss: 0.07418593764305115\n","Recon Loss: 0.023307431489229202\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 237\n","Loss: 0.023131299763917923\n","KL Loss: 0.07410889118909836\n","Recon Loss: 0.023131299763917923\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 238\n","Loss: 0.024221736937761307\n","KL Loss: 0.07401664555072784\n","Recon Loss: 0.024221736937761307\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 239\n","Loss: 0.024591829627752304\n","KL Loss: 0.0740247592329979\n","Recon Loss: 0.024591829627752304\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 240\n","Loss: 0.024623572826385498\n","KL Loss: 0.07421168684959412\n","Recon Loss: 0.024623572826385498\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 241\n","Loss: 0.02196827530860901\n","KL Loss: 0.07401011884212494\n","Recon Loss: 0.02196827530860901\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 242\n","Loss: 0.02472963184118271\n","KL Loss: 0.07406371831893921\n","Recon Loss: 0.02472963184118271\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 243\n","Loss: 0.024088799953460693\n","KL Loss: 0.07407994568347931\n","Recon Loss: 0.024088799953460693\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 244\n","Loss: 0.02288876101374626\n","KL Loss: 0.07424356788396835\n","Recon Loss: 0.02288876101374626\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 245\n","Loss: 0.023283984512090683\n","KL Loss: 0.0739184021949768\n","Recon Loss: 0.023283984512090683\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 246\n","Loss: 0.022631969302892685\n","KL Loss: 0.07436850666999817\n","Recon Loss: 0.022631969302892685\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 247\n","Loss: 0.0233268104493618\n","KL Loss: 0.07406862825155258\n","Recon Loss: 0.0233268104493618\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 248\n","Loss: 0.024854635819792747\n","KL Loss: 0.07413402199745178\n","Recon Loss: 0.024854635819792747\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 249\n","Loss: 0.02426244132220745\n","KL Loss: 0.07402099668979645\n","Recon Loss: 0.02426244132220745\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 250\n","Loss: 0.024306198582053185\n","KL Loss: 0.07399191707372665\n","Recon Loss: 0.024306198582053185\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 251\n","Loss: 0.022007498890161514\n","KL Loss: 0.07422266900539398\n","Recon Loss: 0.022007498890161514\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 252\n","Loss: 0.02353554591536522\n","KL Loss: 0.07431551814079285\n","Recon Loss: 0.02353554591536522\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 253\n","Loss: 0.023054083809256554\n","KL Loss: 0.07406023144721985\n","Recon Loss: 0.023054083809256554\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 254\n","Loss: 0.023843443021178246\n","KL Loss: 0.0741712749004364\n","Recon Loss: 0.023843443021178246\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 255\n","Loss: 0.023985140025615692\n","KL Loss: 0.07420286536216736\n","Recon Loss: 0.023985140025615692\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 256\n","Loss: 0.024753648787736893\n","KL Loss: 0.07425309717655182\n","Recon Loss: 0.024753648787736893\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 257\n","Loss: 0.025423996150493622\n","KL Loss: 0.07420437037944794\n","Recon Loss: 0.025423996150493622\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 258\n","Loss: 0.024807285517454147\n","KL Loss: 0.07425612211227417\n","Recon Loss: 0.024807285517454147\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 259\n","Loss: 0.024983122944831848\n","KL Loss: 0.07416217774152756\n","Recon Loss: 0.024983122944831848\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 260\n","Loss: 0.022365495562553406\n","KL Loss: 0.07397487759590149\n","Recon Loss: 0.022365495562553406\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 261\n","Loss: 0.023051932454109192\n","KL Loss: 0.07407523691654205\n","Recon Loss: 0.023051932454109192\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 262\n","Loss: 0.024340402334928513\n","KL Loss: 0.07406444847583771\n","Recon Loss: 0.024340402334928513\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 263\n","Loss: 0.024173911660909653\n","KL Loss: 0.07403220981359482\n","Recon Loss: 0.024173911660909653\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 264\n","Loss: 0.02334817871451378\n","KL Loss: 0.07413382828235626\n","Recon Loss: 0.02334817871451378\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 265\n","Loss: 0.024488147348165512\n","KL Loss: 0.07412989437580109\n","Recon Loss: 0.024488147348165512\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 266\n","Loss: 0.022680556401610374\n","KL Loss: 0.0740501880645752\n","Recon Loss: 0.022680556401610374\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 267\n","Loss: 0.023578163236379623\n","KL Loss: 0.07394208759069443\n","Recon Loss: 0.023578163236379623\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 268\n","Loss: 0.02352442964911461\n","KL Loss: 0.07408730685710907\n","Recon Loss: 0.02352442964911461\n","torch.Size([128, 3, 64, 64])\n","Epoch: 99\n","Iteration: 269\n","Loss: 0.02569715678691864\n","KL Loss: 0.07407669723033905\n","Recon Loss: 0.02569715678691864\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"kIHH7mObCUte","colab_type":"code","outputId":"26e668e5-ede9-47f2-ed54-10bd3af55236","executionInfo":{"status":"ok","timestamp":1588336531747,"user_tz":-330,"elapsed":136014,"user":{"displayName":"Vishaal Udandarao","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgIFHGBFYjFHBZU9oyCFk6W8hclaFEK-kXblc7e=s64","userId":"05823797369697394728"}},"colab":{"base_uri":"https://localhost:8080/","height":703}},"source":["is_training = False\n","encoder = Encoder()\n","encoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/IMFDB_data/encoder'))\n","\n","decoder = Decoder()\n","decoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/IMFDB_data/decoder'))\n","\n","batch_size = 128\n","\n","print('Loading Dataset...')\n","data_dir = '/content/drive/My Drive/AFC_Project_data/IMFDB_data/processed_images/'\n","transform = transforms.Compose([transforms.Resize((64, 64)), transforms.ToTensor()])\n","dset = datasets.ImageFolder(data_dir, transform = transform)\n","data_object = torch.utils.data.DataLoader(dset, batch_size=batch_size, shuffle=True, drop_last=True)\n","\n","X1 = torch.zeros(batch_size, 3, 64, 64)\n","\n","if torch.cuda.is_available():\n"," encoder.cuda()\n"," decoder.cuda()\n"," X1 = X1.cuda()\n","\n","encoder.eval()\n","decoder.eval()\n","\n","for iteration, (data_, labs) in enumerate(data_object):\n","\t\t\n","\tif(iteration==2):\n","\t\tbreak\n","\n","\tprint(data_.shape, labs)\n","\timage_batch_1 = data_\n","\tX1.copy_(image_batch_1)\n","\t \n","\tz, mu, logvar = encoder(X1)\n","\tprint(z)\n","\ti_dash = decoder(z)\n","\tsave_image(torch.cat([X1[:8, :, :, :], i_dash[:8, :, :, :]]), '/content/drive/My Drive/AFC_Project_data/IMFDB_data/test_'+str(iteration)+'.png', nrow=4, normalize=True)\n","\t\t# if(iteration%20==0):\n","\t\t# \timage_batch_1 = data_\n","\t\t# \tX1.copy_(image_batch_1)\n","\t\t# \tz, _, _ = encoder(X1)\n","\t\t# \tdec = decoder(z)\n","\n","\t\t# \t# print(dec.cpu().detach().numpy()[:1, :, :, :], 'dec')\n","\t\t# \t# print(X1.cpu().detach().numpy()[:1, :, :, :], 'X1')\n","\n","\t\t# \tsave_image(torch.cat([X1[:8, :, :, :], dec[:8, :, :, :]]), '/content/drive/My Drive/AFC_Project_data/IMFDB_data/reconstructed_images/'+str(epoch)+'_'+str(iteration)+'.png', nrow=4, normalize=True)\n","\t\t# \ttorch.save(encoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/IMFDB_data/encoder')\n","\t\t# \ttorch.save(decoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/IMFDB_data/decoder')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Loading Dataset...\n","torch.Size([128, 3, 64, 64]) tensor([ 63, 22, 77, 95, 63, 64, 1, 10, 64, 71, 40, 19, 52, 32,\n"," 65, 71, 61, 36, 98, 94, 26, 79, 90, 92, 7, 57, 78, 62,\n"," 80, 32, 42, 71, 66, 53, 75, 24, 55, 9, 55, 24, 51, 57,\n"," 1, 34, 14, 75, 86, 83, 57, 96, 69, 15, 40, 74, 94, 34,\n"," 54, 19, 1, 64, 5, 73, 88, 98, 89, 6, 32, 16, 17, 66,\n"," 88, 74, 2, 8, 76, 24, 6, 41, 86, 92, 18, 100, 34, 37,\n"," 10, 5, 62, 24, 64, 54, 79, 36, 40, 45, 48, 28, 81, 64,\n"," 38, 63, 44, 84, 10, 7, 85, 39, 49, 96, 69, 10, 81, 25,\n"," 97, 67, 76, 42, 28, 17, 15, 60, 81, 11, 76, 2, 67, 56,\n"," 12, 68])\n","tensor([[ 0.0962, -2.2280, 1.5517, ..., -0.7991, 0.4534, -1.1958],\n"," [-1.3657, -2.5222, 1.3239, ..., -0.6617, -2.4502, 1.5982],\n"," [-0.9945, -0.5817, -0.0835, ..., -0.4366, -0.6136, 0.3412],\n"," ...,\n"," [ 0.0501, -3.0989, 0.4693, ..., -1.8468, -1.5020, 1.4444],\n"," [ 0.3085, -3.4104, -1.0729, ..., -0.8269, -1.2764, 0.3224],\n"," [-0.6809, -0.0602, 0.3548, ..., 0.2380, -1.3729, 0.3068]],\n"," device='cuda:0', grad_fn=<AddmmBackward>)\n","torch.Size([128, 3, 64, 64]) tensor([ 24, 82, 79, 1, 75, 64, 84, 29, 80, 86, 11, 13, 32, 88,\n"," 26, 6, 81, 22, 31, 45, 30, 46, 74, 70, 49, 74, 25, 31,\n"," 96, 99, 40, 48, 77, 94, 25, 64, 97, 40, 88, 24, 45, 22,\n"," 86, 6, 89, 61, 28, 54, 31, 2, 22, 76, 78, 29, 37, 71,\n"," 50, 94, 32, 2, 66, 74, 99, 28, 74, 20, 38, 26, 47, 86,\n"," 84, 86, 26, 19, 69, 76, 65, 9, 61, 53, 79, 72, 23, 89,\n"," 100, 57, 40, 59, 98, 84, 29, 86, 28, 46, 55, 16, 100, 1,\n"," 30, 85, 51, 85, 44, 68, 73, 64, 26, 56, 25, 4, 63, 9,\n"," 4, 33, 51, 6, 33, 36, 55, 65, 72, 66, 26, 42, 31, 14,\n"," 57, 28])\n","tensor([[-1.4661, -2.1215, 0.5389, ..., -0.4494, -1.4979, 0.3533],\n"," [-1.7262, -2.7226, -0.3821, ..., 0.7137, -2.1659, 0.4930],\n"," [ 1.4604, -2.5024, 1.0820, ..., -0.0559, -0.9249, -0.5935],\n"," ...,\n"," [-1.1801, -2.1192, 2.4501, ..., 1.1429, -2.8663, 1.3130],\n"," [-0.6943, -3.7793, 2.0593, ..., -0.8328, -2.9610, 1.4971],\n"," [-1.4576, 0.3186, 1.5278, ..., -1.7727, -1.0987, 0.8737]],\n"," device='cuda:0', grad_fn=<AddmmBackward>)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"PLaSIeH3xmlo","colab_type":"text"},"source":["# **AFEW without regularization**"]},{"cell_type":"code","metadata":{"id":"dI8LubMoxqEh","colab_type":"code","outputId":"33823d84-7c84-441e-9a0f-2a3463b4ebcd","executionInfo":{"status":"ok","timestamp":1589478320415,"user_tz":-240,"elapsed":10912,"user":{"displayName":"Vishaal Udandarao","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiMNDjahS3aEB5Tv8iFjRLVMzjVp2NmT4pNR9Or=s64","userId":"16279892517561055039"}},"colab":{"base_uri":"https://localhost:8080/","height":68}},"source":["os.chdir('/content/drive/My Drive/AFC_Project_data/AFEW_data/')\n","!ls"],"execution_count":0,"outputs":[{"output_type":"stream","text":["01.zip\t04.zip\t07.zip\t10.zip\tAFEW_va.json processed_images\n","02.zip\t05.zip\t08.zip\t11.zip\tdecoder README.md\n","03.zip\t06.zip\t09.zip\t12.zip\tencoder reconstructed_images\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"8Sy5oMYNx_uM","colab_type":"code","outputId":"c22e20d7-ebb1-409c-a99f-2b07515ddcdf","executionInfo":{"status":"ok","timestamp":1589478322811,"user_tz":-240,"elapsed":2363,"user":{"displayName":"Vishaal Udandarao","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiMNDjahS3aEB5Tv8iFjRLVMzjVp2NmT4pNR9Or=s64","userId":"16279892517561055039"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["x = os.listdir('./processed_images')\n","print(len(x))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["601\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"VJda80XjxOlx","colab_type":"code","outputId":"7e391605-518c-4116-b1bd-97af51e8b0d1","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["encoder = Encoder()\n","encoder.apply(weights_init)\n","encoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/AFEW_data/encoder'))\n","\n","decoder = Decoder()\n","decoder.apply(weights_init)\n","decoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/AFEW_data/decoder'))\n","\n","batch_size = 128\n","\n","print('Loading Dataset...')\n","data_dir = '/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/'\n","transform = transforms.Compose([transforms.Resize((64, 64)), transforms.ToTensor()])\n","dset = datasets.ImageFolder(data_dir, transform = transform)\n","data_object = torch.utils.data.DataLoader(dset, batch_size=batch_size, shuffle=True, drop_last=True)\n","\n","optimizer = optim.Adam(list(encoder.parameters()) + list(decoder.parameters()), lr=0.0001)\n","\n","X1 = torch.zeros(batch_size, 3, 64, 64)\n","\n","if torch.cuda.is_available():\n"," encoder.cuda()\n"," decoder.cuda()\n"," X1 = X1.cuda()\n","\n","for epoch in range(31, 100):\n","\tfor iteration, (data_, _) in enumerate(data_object):\n","\t\tprint(data_.shape)\n","\t\timage_batch_1 = data_\n","\t\tX1.copy_(image_batch_1)\n","\t \n","\t\tz_v, mu_v, logvar_v, z_a, mu_a, logvar_a, z_z, mu_z, logvar_z = encoder(X1)\n","\t\tkl_loss = -0.5 * (torch.sum(1 + logvar_v - mu_v.pow(2) - logvar_v.exp())) + -0.5 * (torch.sum(1 + logvar_a - mu_a.pow(2) - logvar_a.exp())) + -0.5 * (torch.sum(1 + logvar_z - mu_z.pow(2) - logvar_z.exp()))\n","\t\tkl_loss /= batch_size*3*64*64 \n","\n","\t\ti_dash = decoder(z_v, z_a, z_z)\n","\t\trecon_loss = mse_loss(i_dash, X1)\n","\n","\t\tloss = recon_loss\n","\n","\t\toptimizer.zero_grad()\n","\t\tloss.backward()\n","\t\toptimizer.step()\n","\n","\t\tif(iteration%1==0):\n","\t\t\tprint('Epoch: '+str(epoch))\n","\t\t\tprint('Iteration: '+str(iteration))\n","\t\t\tprint('Loss: '+str(loss.item()))\n","\t\t\tprint('KL Loss: '+str(kl_loss.item()))\n","\t\t\tprint('Recon Loss: '+str(recon_loss.item()))\n","\t\tif(iteration%20==0):\n","\t\t\timage_batch_1 = data_\n","\t\t\tX1.copy_(image_batch_1)\n","\t\t\tz_v, _, _, z_a, _, _, z_z, _, _ = encoder(X1)\n","\t\t\tdec = decoder(z_v, z_a, z_z)\n","\n","\t\t\t# print(dec.cpu().detach().numpy()[:1, :, :, :], 'dec')\n","\t\t\t# print(X1.cpu().detach().numpy()[:1, :, :, :], 'X1')\n","\n","\t\t\tsave_image(torch.cat([X1[:8, :, :, :], dec[:8, :, :, :]]), '/content/drive/My Drive/AFC_Project_data/AFEW_data/reconstructed_images/'+str(epoch)+'_'+str(iteration)+'.png', nrow=4, normalize=True)\n","\t\t\ttorch.save(encoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/AFEW_data/encoder')\n","\t\t\ttorch.save(decoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/AFEW_data/decoder')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Loading Dataset...\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 0\n","Loss: 0.002155099529772997\n","KL Loss: 0.04091475531458855\n","Recon Loss: 0.002155099529772997\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 1\n","Loss: 0.002904663560912013\n","KL Loss: 0.04100295528769493\n","Recon Loss: 0.002904663560912013\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 2\n","Loss: 0.00229315971955657\n","KL Loss: 0.04086342453956604\n","Recon Loss: 0.00229315971955657\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 3\n","Loss: 0.0027526128105819225\n","KL Loss: 0.041132308542728424\n","Recon Loss: 0.0027526128105819225\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 4\n","Loss: 0.002546947915107012\n","KL Loss: 0.04088534414768219\n","Recon Loss: 0.002546947915107012\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 5\n","Loss: 0.0024294923059642315\n","KL Loss: 0.04075112193822861\n","Recon Loss: 0.0024294923059642315\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 6\n","Loss: 0.002504254225641489\n","KL Loss: 0.04093452915549278\n","Recon Loss: 0.002504254225641489\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 7\n","Loss: 0.002416376955807209\n","KL Loss: 0.040978122502565384\n","Recon Loss: 0.002416376955807209\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 8\n","Loss: 0.0022855475544929504\n","KL Loss: 0.040955305099487305\n","Recon Loss: 0.0022855475544929504\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 9\n","Loss: 0.002463296288624406\n","KL Loss: 0.04093220829963684\n","Recon Loss: 0.002463296288624406\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 10\n","Loss: 0.0024374492932111025\n","KL Loss: 0.041001979261636734\n","Recon Loss: 0.0024374492932111025\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 11\n","Loss: 0.0022552646696567535\n","KL Loss: 0.04107803478837013\n","Recon Loss: 0.0022552646696567535\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 12\n","Loss: 0.0024546594358980656\n","KL Loss: 0.040997669100761414\n","Recon Loss: 0.0024546594358980656\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 13\n","Loss: 0.0024117620196193457\n","KL Loss: 0.04116367921233177\n","Recon Loss: 0.0024117620196193457\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 14\n","Loss: 0.0021582813933491707\n","KL Loss: 0.04111357033252716\n","Recon Loss: 0.0021582813933491707\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 15\n","Loss: 0.001990674762055278\n","KL Loss: 0.04079918935894966\n","Recon Loss: 0.001990674762055278\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 16\n","Loss: 0.0022371504455804825\n","KL Loss: 0.04080324247479439\n","Recon Loss: 0.0022371504455804825\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 17\n","Loss: 0.0021517209243029356\n","KL Loss: 0.040989190340042114\n","Recon Loss: 0.0021517209243029356\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 18\n","Loss: 0.002254510298371315\n","KL Loss: 0.041072823107242584\n","Recon Loss: 0.002254510298371315\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 19\n","Loss: 0.0021801297552883625\n","KL Loss: 0.04084885120391846\n","Recon Loss: 0.0021801297552883625\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 20\n","Loss: 0.002128598280251026\n","KL Loss: 0.041186004877090454\n","Recon Loss: 0.002128598280251026\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 21\n","Loss: 0.0021548946388065815\n","KL Loss: 0.04076483100652695\n","Recon Loss: 0.0021548946388065815\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 22\n","Loss: 0.002232771832495928\n","KL Loss: 0.04083922132849693\n","Recon Loss: 0.002232771832495928\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 23\n","Loss: 0.00222079548984766\n","KL Loss: 0.040879301726818085\n","Recon Loss: 0.00222079548984766\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 24\n","Loss: 0.0019226189469918609\n","KL Loss: 0.040863990783691406\n","Recon Loss: 0.0019226189469918609\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 25\n","Loss: 0.001953849336132407\n","KL Loss: 0.04098408296704292\n","Recon Loss: 0.001953849336132407\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 26\n","Loss: 0.002603390719741583\n","KL Loss: 0.04113460332155228\n","Recon Loss: 0.002603390719741583\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 27\n","Loss: 0.0022477097809314728\n","KL Loss: 0.04101163521409035\n","Recon Loss: 0.0022477097809314728\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 28\n","Loss: 0.002565567847341299\n","KL Loss: 0.040924087166786194\n","Recon Loss: 0.002565567847341299\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 29\n","Loss: 0.0021818361710757017\n","KL Loss: 0.04126749187707901\n","Recon Loss: 0.0021818361710757017\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 30\n","Loss: 0.0021803518757224083\n","KL Loss: 0.04107494279742241\n","Recon Loss: 0.0021803518757224083\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 31\n","Loss: 0.0023556514643132687\n","KL Loss: 0.040874965488910675\n","Recon Loss: 0.0023556514643132687\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 32\n","Loss: 0.002100948244333267\n","KL Loss: 0.040984515100717545\n","Recon Loss: 0.002100948244333267\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 33\n","Loss: 0.0020481059327721596\n","KL Loss: 0.04104950651526451\n","Recon Loss: 0.0020481059327721596\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 34\n","Loss: 0.0019449087558314204\n","KL Loss: 0.040931690484285355\n","Recon Loss: 0.0019449087558314204\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 35\n","Loss: 0.0021178382448852062\n","KL Loss: 0.04105053097009659\n","Recon Loss: 0.0021178382448852062\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 36\n","Loss: 0.002468156162649393\n","KL Loss: 0.041225455701351166\n","Recon Loss: 0.002468156162649393\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 37\n","Loss: 0.0020307169761508703\n","KL Loss: 0.04108055680990219\n","Recon Loss: 0.0020307169761508703\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 38\n","Loss: 0.0023109193425625563\n","KL Loss: 0.041030507534742355\n","Recon Loss: 0.0023109193425625563\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 39\n","Loss: 0.0021814079955220222\n","KL Loss: 0.0409577339887619\n","Recon Loss: 0.0021814079955220222\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 40\n","Loss: 0.0023594254162162542\n","KL Loss: 0.04081311821937561\n","Recon Loss: 0.0023594254162162542\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 41\n","Loss: 0.0021041673608124256\n","KL Loss: 0.0411553829908371\n","Recon Loss: 0.0021041673608124256\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 42\n","Loss: 0.002205199794843793\n","KL Loss: 0.04113180190324783\n","Recon Loss: 0.002205199794843793\n","torch.Size([128, 3, 64, 64])\n","Epoch: 31\n","Iteration: 43\n","Loss: 0.0020363819785416126\n","KL Loss: 0.04105423018336296\n","Recon Loss: 0.0020363819785416126\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"5SkwbudweGsB","colab_type":"text"},"source":["# **AFEW with regularization (BCE)**"]},{"cell_type":"code","metadata":{"id":"4sSO5nVsg3Yu","colab_type":"code","outputId":"607db8df-42b0-4e3f-de00-f7018d067743","executionInfo":{"status":"ok","timestamp":1589653339292,"user_tz":-240,"elapsed":9482,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":102}},"source":["os.chdir('/content/drive/My Drive/AFC_Project_data/AFEW_data/')\n","!ls"],"execution_count":0,"outputs":[{"output_type":"stream","text":["01.zip\t06.zip\t11.zip\t processed_images\t reg_reconstructed_images\n","02.zip\t07.zip\t12.zip\t README.md\n","03.zip\t08.zip\tAFEW_va.json reconstructed_images\n","04.zip\t09.zip\tdecoder reg_decoder\n","05.zip\t10.zip\tencoder reg_encoder\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"xnqIP3PCgyup","colab_type":"code","outputId":"06e18c98-77cd-4447-b4da-e4efc1fa403c","executionInfo":{"status":"ok","timestamp":1589653352417,"user_tz":-240,"elapsed":4307,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":54}},"source":["import json\n","\n","json_file = '/content/drive/My Drive/AFC_Project_data/AFEW_data/AFEW_va.json'\n","\n","with open(json_file) as f:\n"," va_dictionary = json.load(f)\n","print(va_dictionary) "],"execution_count":0,"outputs":[{"output_type":"stream","text":["{'001_00000': [0.0, 5.0], '001_00001': [0.0, 5.0], '001_00002': [0.0, 5.0], '001_00003': [0.0, 5.0], '001_00004': [0.0, 5.0], '001_00005': [0.0, 5.0], '001_00006': [0.0, 5.0], '001_00007': [0.0, 5.0], '001_00008': [0.0, 5.0], '001_00009': [0.0, 5.0], '001_00010': [0.0, 5.0], '001_00011': [0.0, 5.0], '001_00012': [0.0, 5.0], '001_00013': [0.0, 5.0], '001_00014': [0.0, 5.0], '001_00015': [0.0, 5.0], '001_00016': [0.0, 5.0], '001_00017': [0.0, 5.0], '001_00018': [0.0, 5.0], '001_00019': [0.0, 5.0], '001_00020': [0.0, 5.0], '001_00021': [0.0, 5.0], '001_00022': [0.0, 5.0], '001_00023': [0.0, 5.0], '001_00024': [0.0, 5.0], '001_00025': [0.0, 5.0], '001_00026': [0.0, 5.0], '001_00027': [0.0, 5.0], '001_00028': [0.0, 5.0], '001_00029': [0.0, 5.0], '001_00030': [0.0, 5.0], '001_00031': [0.0, 5.0], '001_00032': [0.0, 5.0], '001_00033': [0.0, 5.0], '001_00034': [0.0, 5.0], '001_00035': [0.0, 5.0], '001_00036': [0.0, 5.0], '001_00037': [0.0, 5.0], '001_00038': [0.0, 5.0], '001_00039': [0.0, 5.0], '001_00040': [0.0, 5.0], '001_00041': [0.0, 5.0], '002_00000': [2.0, 3.0], '002_00001': [2.0, 3.0], '002_00002': [2.0, 3.0], '002_00003': [2.0, 3.0], '002_00004': [2.0, 3.0], '002_00005': [2.0, 4.0], '002_00006': [2.0, 4.0], '002_00007': [2.0, 4.0], '002_00008': [2.0, 4.0], '002_00009': [2.0, 4.0], '002_00010': [2.0, 4.0], 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[-1.0, 3.0], '599_00021': [-1.0, 3.0], '599_00022': [-1.0, 3.0], '599_00023': [-1.0, 3.0], '599_00024': [-1.0, 3.0], '599_00025': [-1.0, 3.0], '599_00026': [-1.0, 3.0], '599_00027': [-1.0, 3.0], '599_00028': [-1.0, 3.0], '599_00029': [-2.0, 3.0], '599_00030': [-2.0, 3.0], '600_00000': [0, 2], '600_00001': [0, 2], '600_00002': [0, 2], '600_00003': [0, 2], '600_00004': [0, 2], '600_00005': [0, 2], '600_00006': [0, 2], '600_00007': [0, 2], '600_00008': [0, 2], '600_00009': [0, 2], '600_00010': [0, 2], '600_00011': [0, 2], '600_00012': [0, 2], '600_00013': [0, 2], '600_00014': [0, 2], '600_00015': [0, 2], '600_00016': [0, 2], '600_00017': [-1, 2], '600_00018': [-1, 2], '600_00019': [-1, 2], '600_00020': [-1, 3], '600_00021': [-1, 3], '600_00022': [-1, 3], '600_00023': [-1, 4], '600_00024': [-1, 5], '600_00025': [-1, 6], '600_00026': [-1, 6], '600_00027': [-1, 5], '600_00028': [-1, 5], '600_00029': [-1, 5], '600_00030': [-1, 5], '600_00031': [-1, 5], '600_00032': [-1, 5], '600_00033': [-1, 5], '600_00034': [-1, 5], '600_00035': [-1, 5], '600_00036': [-1, 5], '600_00037': [-1, 5], '600_00038': [-1, 5], '600_00039': [-1, 5], '600_00040': [-1, 5], '600_00041': [-1, 5], '600_00042': [-1, 5], '600_00043': [-1, 5], '600_00044': [-1, 5], '600_00045': [-1, 5], '600_00046': [-1, 5]}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ZUgQucvEguzx","colab_type":"code","colab":{}},"source":["class ImageFolderWithPathsAFEW(datasets.ImageFolder):\n"," \"\"\"Custom dataset that includes image file paths. Extends\n"," torchvision.datasets.ImageFolder\n"," \"\"\"\n","\n"," # override the __getitem__ method. this is the method that dataloader calls\n"," def __getitem__(self, index):\n"," # this is what ImageFolder normally returns \n"," original_tuple = super(ImageFolderWithPathsAFEW, self).__getitem__(index)\n"," # the image file path\n"," path = self.imgs[index][0]\n"," # make a new tuple that includes original and the path\n"," folder = path[-13:-10]\n"," fil = path[-9:-4]\n"," tuple_with_path = (original_tuple+(va_dictionary[folder+'_'+fil],))\n"," return tuple_with_path"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"z2W-I10jgqAO","colab_type":"code","outputId":"d3a61872-a9ea-4ceb-bfd4-0a5e1672a28b","executionInfo":{"status":"ok","timestamp":1589484157452,"user_tz":-240,"elapsed":72378,"user":{"displayName":"Vishaal Udandarao","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiMNDjahS3aEB5Tv8iFjRLVMzjVp2NmT4pNR9Or=s64","userId":"16279892517561055039"}},"colab":{"base_uri":"https://localhost:8080/","height":190}},"source":["print('Loading Dataset...')\n","data_dir = '/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/'\n","transform = transforms.Compose([transforms.Resize((64, 64)), transforms.ToTensor()])\n","dset = ImageFolderWithPathsAFEW(data_dir, transform=transform)\n","print(dset.imgs[:10])\n","data_object = torch.utils.data.DataLoader(dset, batch_size=64, shuffle=True, drop_last=True)\n","for inputs, _, labels in data_object:\n"," # use the above variables freely\n"," v = labels[0]\n"," a = labels[1]\n"," print(len(inputs), v.long(), a.long())\n"," break"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Loading Dataset...\n","[('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00000.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00001.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00002.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00003.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00004.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00005.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00006.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00007.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00008.png', 0), ('/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/001/00009.png', 0)]\n","64 tensor([-2, 3, 5, 0, 0, 0, 0, -5, -4, -1, -2, -3, -7, -5, 0, -4, 2, -1,\n"," -1, -4, 2, -5, -3, -2, -3, -1, -1, 0, -3, -2, -1, 4, -1, 3, 5, 2,\n"," 2, 0, -5, 0, -2, 0, 2, -4, -1, -2, -7, 0, 0, -1, -1, 0, 0, -4,\n"," -1, 0, -1, 4, 0, -1, 0, 6, -4, -3]) tensor([ 4, 4, 4, 1, 1, 1, 2, 3, 8, 5, 2, 2, 7, 6, 0, -6, 3, 2,\n"," 1, 4, 2, 4, 3, 2, -2, 0, 2, 5, 3, -2, 2, 3, 1, 3, 5, 2,\n"," 2, 4, 7, 0, 2, 2, 4, 4, 2, -1, 7, 1, 1, 2, -1, 1, 0, 5,\n"," 1, 3, 3, 4, 2, 1, 3, 4, 3, 3])\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ejA4NimBeFlU","colab_type":"code","outputId":"baa9fae4-1944-4e5f-d0ea-6706c327a916","executionInfo":{"status":"error","timestamp":1589665744075,"user_tz":-240,"elapsed":8042308,"user":{"displayName":"Sreenivas Udandarao","photoUrl":"","userId":"04983227461558144796"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["encoder = AFEW_Reg_Encoder()\n","encoder.apply(weights_init)\n","encoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/AFEW_data/reg_encoder'))\n","\n","decoder = AFEW_Reg_Decoder()\n","decoder.apply(weights_init)\n","decoder.load_state_dict(torch.load('/content/drive/My Drive/AFC_Project_data/AFEW_data/reg_decoder'))\n","\n","batch_size = 128\n","\n","# print('Loading Dataset...')\n","# data_dir = '/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/'\n","# transform = transforms.Compose([transforms.Resize((64, 64)), transforms.ToTensor()])\n","# dset = datasets.ImageFolder(data_dir, transform = transform)\n","# data_object = torch.utils.data.DataLoader(dset, batch_size=batch_size, shuffle=True, drop_last=True)\n","\n","print('Loading Dataset...')\n","data_dir = '/content/drive/My Drive/AFC_Project_data/AFEW_data/processed_images/'\n","transform = transforms.Compose([transforms.Resize((64, 64)), transforms.ToTensor()])\n","dset = ImageFolderWithPathsAFEW(data_dir, transform=transform)\n","data_object = torch.utils.data.DataLoader(dset, batch_size=batch_size, shuffle=True, drop_last=True)\n","\n","ce_loss = nn.CrossEntropyLoss()\n","\n","# for inputs, _, labels in data_object:\n","# # use the above variables freely\n","# v = labels[0]\n","# a = labels[1]\n","# print(len(inputs), v.long(), a.long())\n","# break\n","\n","optimizer = optim.Adam(list(encoder.parameters()) + list(decoder.parameters()), lr=0.0001)\n","\n","X1 = torch.zeros(batch_size, 3, 64, 64)\n","\n","if torch.cuda.is_available():\n"," encoder.cuda()\n"," decoder.cuda()\n"," X1 = X1.cuda()\n"," ce_loss.cuda()\n","\n","\n","for epoch in range(29, 30):\n","\tfor iteration, (data_, _, labels) in enumerate(data_object):\n","\t\tprint(data_.shape)\n","\t\timage_batch_1 = data_\n","\t\tX1.copy_(image_batch_1)\n","\t\tv_lab, a_lab = labels[0].cuda(), labels[1].cuda()\n","\t \n","\t\tz_v, mu_v, logvar_v, z_a, mu_a, logvar_a, z_z, mu_z, logvar_z, l_v, l_a = encoder(X1)\n","\t\tkl_loss = -0.5 * (torch.sum(1 + logvar_v - mu_v.pow(2) - logvar_v.exp())) + -0.5 * (torch.sum(1 + logvar_a - mu_a.pow(2) - logvar_a.exp())) + -0.5 * (torch.sum(1 + logvar_z - mu_z.pow(2) - logvar_z.exp()))\n","\t\tkl_loss /= batch_size*3*64*64 \n","\n","\t\ti_dash = decoder(z_v, z_a, z_z)\n","\t\trecon_loss = mse_loss(i_dash, X1)\n","\n","\t\tprint(torch.isnan(i_dash), torch.isnan(X1), 'targets')\n","\t\tprint(torch.isnan(l_v), torch.isnan(l_a), 'labels')\n","\n","\t\tsup_loss = ce_loss(l_v, v_lab.long()) + ce_loss(l_a, a_lab.long())\n","\n","\t\tprint(torch.isnan(sup_loss), 'sup_loss')\n","\n","\t\tloss = recon_loss + 0.3*sup_loss\n","\n","\t\toptimizer.zero_grad()\n","\t\tloss.backward()\n","\t\toptimizer.step()\n","\n","\t\tif(iteration%1==0):\n","\t\t\tprint('Epoch: '+str(epoch))\n","\t\t\tprint('Iteration: '+str(iteration))\n","\t\t\tprint('Loss: '+str(loss.item()))\n","\t\t\tprint('KL Loss: '+str(kl_loss.item()))\n","\t\t\tprint('Recon Loss: '+str(recon_loss.item()))\n","\t\t\tprint('VA loss: '+str(sup_loss.item()))\n","\t\tif(iteration%20==0):\n","\t\t\timage_batch_1 = data_\n","\t\t\tX1.copy_(image_batch_1)\n","\t\t\tz_v, _, _, z_a, _, _, z_z, _, _, _, _ = encoder(X1)\n","\t\t\tdec = decoder(z_v, z_a, z_z)\n","\n","\t\t\t# print(dec.cpu().detach().numpy()[:1, :, :, :], 'dec')\n","\t\t\t# print(X1.cpu().detach().numpy()[:1, :, :, :], 'X1')\n","\n","\t\t\tsave_image(torch.cat([X1[:8, :, :, :], dec[:8, :, :, :]]), '/content/drive/My Drive/AFC_Project_data/AFEW_data/reg_reconstructed_images/'+str(epoch)+'_'+str(iteration)+'.png', nrow=4, normalize=True)\n","\t\t\t# torch.save(encoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/AFEW_data/reg_encoder')\n","\t\t\t# torch.save(decoder.state_dict(), '/content/drive/My Drive/AFC_Project_data/AFEW_data/reg_decoder')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 80\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 81\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 82\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 83\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 84\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 85\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 86\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 87\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 88\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 89\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 90\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 91\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 92\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 93\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 94\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n","torch.Size([128, 3, 64, 64])\n","tensor([[[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," ...,\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]],\n","\n","\n"," [[[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]],\n","\n"," [[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]]]], device='cuda:0') tensor([[[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," ...,\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]],\n","\n","\n"," [[[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]],\n","\n"," [[False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," ...,\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False],\n"," [False, False, False, ..., False, False, False]]]], device='cuda:0') targets\n","tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]], device='cuda:0') labels\n","tensor(True, device='cuda:0') sup_loss\n","Epoch: 29\n","Iteration: 95\n","Loss: nan\n","KL Loss: nan\n","Recon Loss: nan\n","VA loss: nan\n"],"name":"stdout"},{"output_type":"error","ename":"KeyboardInterrupt","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)","\u001b[0;32m<ipython-input-14-078879ebe498>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m29\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m30\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0miteration\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdata_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_object\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mimage_batch_1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 343\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 344\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__next__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 345\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 346\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 347\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 385\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 386\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 387\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m<ipython-input-12-5fe5a3a4d2e2>\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;31m# this is what ImageFolder normally returns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0moriginal_tuple\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mImageFolderWithPathsAFEW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 10\u001b[0m \u001b[0;31m# the image file path\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mpath\u001b[0m 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