train_SRGAN_FaceIDLoss_model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import log10\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "import os \n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torchvision.utils as utils\n",
    "from torch.autograd import Variable\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "from dataset.data_loader_RGB import *\n",
    "from utils.pytorch_ssim import *\n",
    "\n",
    "from facenet_pytorch import InceptionResnetV1\n",
    "from GAN_model import Generator, Discriminator\n",
    "from utils.loss import*\n",
    "\n",
    "torch.manual_seed(1)\n",
    "device = torch.device(\"cuda\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# SRGAN parameters\n",
    "\n",
    "batch_size = 32\n",
    "num_epochs = 18\n",
    "lr = 1e-4\n",
    "threads = 4\n",
    "upscale_factor = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#img_path_low = '/media/angelo/DATEN/Datasets/Experiment_Masters/300W-3D-low-res-56/train'\n",
    "#img_path_ref = '/media/angelo/DATEN/Datasets/Experiment_Masters/300W-3D-low-res-224/train'\n",
    "\n",
    "img_path_low = '/home/jupyter/dataset/LR_56/train/'\n",
    "img_path_ref = '/home/jupyter/dataset/HR/train/'\n",
    "\n",
    "#img_path_low = '/media/angelo/DATEN/Datasets/CelebA/LR_56/train/'\n",
    "#img_path_ref = '/media/angelo/DATEN/Datasets/CelebA/HR/train/'\n",
    "\n",
    "train_set = DatasetSuperRes(img_path_low, img_path_ref)\n",
    "training_data_loader = DataLoader(dataset=train_set, num_workers=threads, batch_size=batch_size, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#netG = Generator(upscale_factor).to(device)\n",
    "#netD = Discriminator().to(device)\n",
    "\n",
    "netG = torch.load('models/SRGAN_FaceLoss_x4_epoch_12.pth', map_location=lambda storage, loc: storage).to(device)\n",
    "netD = torch.load('models/netD_FaceLoss_x4_epoch_12.pth', map_location=lambda storage, loc: storage).to(device)\n",
    "\n",
    "#netG.weight_init(mean=0.0, std=0.2)\n",
    "#netD.weight_init(mean=0.0, std=0.2)\n",
    "\n",
    "feature_extraction_model = InceptionResnetV1(pretrained='vggface2').eval()\n",
    "\n",
    "generator_criterion = GeneratorLoss().to(device)\n",
    "face_loss = FaceIdentityLoss(feature_extraction_model).to(device)\n",
    "MSE_criterion = nn.MSELoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizerG = optim.Adam(netG.parameters(), lr=lr, betas=(0.5, 0.999))\n",
    "optimizerD = optim.Adam(netD.parameters(), lr=lr, betas=(0.5, 0.999))\n",
    "    \n",
    "results = {'d_loss': [], 'g_loss': [], 'd_score': [],\n",
    "           'g_score': [], 'psnr': [], 'ssim': []}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last loss: 0.0022416841238737106\n",
      "Finished pre-training 1/5\n",
      "Last loss: 0.0019902896601706743\n",
      "Finished pre-training 2/5\n",
      "Last loss: 0.0017285746289417148\n",
      "Finished pre-training 3/5\n",
      "Last loss: 0.00196244684047997\n",
      "Finished pre-training 4/5\n",
      "Last loss: 0.0018473186064511538\n",
      "Finished pre-training 5/5\n"
     ]
    }
   ],
   "source": [
    "# Let's pretrain the Generator\n",
    "pre_train_epochs = 5\n",
    "for epoch in range(1, pre_train_epochs+1):\n",
    "    \n",
    "    netG.train()\n",
    "    \n",
    "    for data, target in training_data_loader:\n",
    "        data, target = data.to(device), target.to(device)\n",
    "        \n",
    "        netG.zero_grad()\n",
    "        loss = MSE_criterion(netG(data), target)\n",
    "        loss.backward()\n",
    "        optimizerG.step()\n",
    "    \n",
    "    print('Last loss: {}'.format(loss.item()))\n",
    "    print('Finished pre-training {}/{}'.format(epoch,pre_train_epochs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "out_path = 'results/'\n",
    "out_model_path = 'models/'\n",
    "\n",
    "if not os.path.exists(out_path):\n",
    "    os.makedirs(out_path)    \n",
    "\n",
    "if not os.path.exists(out_model_path):\n",
    "    os.makedirs(out_model_path)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(epoch):\n",
    "    \n",
    "    running_results = {'batch_sizes': 0, 'd_loss': 0, 'g_loss': 0, \n",
    "                       'd_score': 0, 'g_score': 0}\n",
    "    \n",
    "    netG.train()\n",
    "    netD.train()\n",
    "    iteration = 0\n",
    "    for data, target in training_data_loader:\n",
    "        iteration+=1\n",
    "        g_update_first = True\n",
    "        batch_size = data.size(0)\n",
    "        running_results['batch_sizes'] += batch_size\n",
    "\n",
    "        ############################\n",
    "        # (1) Update D network: maximize D(x)-1-D(G(z))\n",
    "        ###########################\n",
    "        real_img = Variable(target).to(device)\n",
    "        z = Variable(data).to(device)\n",
    "        \n",
    "        fake_img = netG(z)\n",
    "\n",
    "        netD.zero_grad()\n",
    "        \n",
    "        real_out = netD(real_img).mean()\n",
    "        fake_out = netD(fake_img).mean()\n",
    "        \n",
    "        d_loss = 1 - real_out + fake_out\n",
    "        \n",
    "        if d_loss.item() > 0.5:\n",
    "            d_loss.backward(retain_graph=True)\n",
    "            optimizerD.step()\n",
    "\n",
    "        ############################\n",
    "        # (2) Update G network: minimize 1-D(G(z)) + Perception Loss + Image Loss + TV Loss + FaceID Loss\n",
    "        ###########################\n",
    "        netG.zero_grad()\n",
    "        \n",
    "        #mse_adversarial_content_loss = generator_criterion(fake_out, fake_img, real_img)\n",
    "        #face_perceptual_loss = face_loss(fake_img, real_img)\n",
    "        \n",
    "        g_loss = generator_criterion(fake_out, fake_img, real_img) + face_loss(fake_img, real_img)\n",
    "        \n",
    "        g_loss.backward()\n",
    "\n",
    "        fake_img = netG(z)\n",
    "        fake_out = netD(fake_img).mean()\n",
    "\n",
    "        optimizerG.step()\n",
    "\n",
    "        # Loss for current batch before optimization \n",
    "\n",
    "        running_results['g_loss'] += g_loss.item() * batch_size\n",
    "        running_results['d_loss'] += d_loss.item() * batch_size\n",
    "        running_results['d_score'] += real_out.item() * batch_size\n",
    "        running_results['g_score'] += fake_out.item() * batch_size\n",
    "\n",
    "        print(\"===> Epoch[{}]({}/{}): D(x) {:.4f} Loss_D: {:.4f}\".format(epoch, iteration, \n",
    "                                                                         len(training_data_loader), \n",
    "                                                                         real_out.item(),\n",
    "                                                                         d_loss.item()))\n",
    "\n",
    "    batch_mse = ((fake_img - real_img) ** 2).data.mean()\n",
    "    batch_ssim = ssim(fake_img, real_img).item()\n",
    "    batch_psnr = 10 * log10(1 /batch_mse)  \n",
    "    \n",
    "    print('[{}/{}] Loss_D: {:.4f} Loss_G: {:.4f} D(x): {:.4f} D(G(z)): {:.4f} PSNR {:.4f}'.format(\n",
    "        epoch, num_epochs, \n",
    "        running_results['d_loss'] / running_results['batch_sizes'],\n",
    "        running_results['g_loss'] / running_results['batch_sizes'],\n",
    "        running_results['d_score'] / running_results['batch_sizes'],\n",
    "        running_results['g_score'] / running_results['batch_sizes'], batch_psnr))\n",
    "          \n",
    "    # Save loss\\scores\\psnr\\ssim\n",
    "    results['d_loss'].append(running_results['d_loss'] / running_results['batch_sizes'])\n",
    "    results['g_loss'].append(running_results['g_loss'] / running_results['batch_sizes'])\n",
    "    results['d_score'].append(running_results['d_score'] / running_results['batch_sizes'])\n",
    "    results['g_score'].append(running_results['g_score'] / running_results['batch_sizes'])\n",
    "    results['psnr'].append(batch_psnr)\n",
    "    results['ssim'].append(batch_ssim)\n",
    "\n",
    "    if epoch % 2 == 0:\n",
    "\n",
    "        # Save model parameters\n",
    "        torch.save(netG, out_model_path + 'SRGAN_FaceLoss_x%d_epoch_%d.pth' % (upscale_factor, epoch+12))\n",
    "        torch.save(netD, out_model_path + 'netD_FaceLoss_x%d_epoch_%d.pth' % (upscale_factor, epoch+12))\n",
    "\n",
    "        data_frame = pd.DataFrame(\n",
    "            data={'Loss_D': results['d_loss'], 'Loss_G': results['g_loss'], 'Score_D': results['d_score'],\n",
    "                  'Score_G': results['g_score'], 'PSNR': results['psnr'], 'SSIM': results['ssim']},\n",
    "            index=range(1, epoch + 1))\n",
    "        data_frame.to_csv(out_path + 'SRGAN_FaceLoss_x' + str(upscale_factor) + '_train_results.csv', index_label='Epoch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[1](1/562): D(x) 0.9495 Loss_D: 0.0552\n",
      "===> Epoch[1](2/562): D(x) 0.9768 Loss_D: 0.0301\n",
      "===> Epoch[1](3/562): D(x) 0.9147 Loss_D: 0.0915\n",
      "===> Epoch[1](4/562): D(x) 0.9836 Loss_D: 0.0207\n",
      "===> Epoch[1](5/562): D(x) 0.9791 Loss_D: 0.0255\n",
      "===> Epoch[1](6/562): D(x) 0.9811 Loss_D: 0.0225\n",
      "===> Epoch[1](7/562): D(x) 0.9845 Loss_D: 0.0197\n",
      "===> Epoch[1](8/562): D(x) 0.9819 Loss_D: 0.0260\n",
      "===> Epoch[1](9/562): D(x) 0.9584 Loss_D: 0.0490\n",
      "===> Epoch[1](10/562): D(x) 0.9835 Loss_D: 0.0222\n",
      "===> Epoch[1](11/562): D(x) 0.9820 Loss_D: 0.0228\n",
      "===> Epoch[1](12/562): D(x) 0.9804 Loss_D: 0.0246\n",
      "===> Epoch[1](13/562): D(x) 0.9769 Loss_D: 0.0265\n",
      "===> Epoch[1](14/562): D(x) 0.9839 Loss_D: 0.0212\n",
      "===> Epoch[1](15/562): D(x) 0.9734 Loss_D: 0.0333\n",
      "===> Epoch[1](16/562): D(x) 0.9724 Loss_D: 0.0302\n",
      "===> Epoch[1](17/562): D(x) 0.9624 Loss_D: 0.0418\n",
      "===> Epoch[1](18/562): D(x) 0.9402 Loss_D: 0.0627\n",
      "===> Epoch[1](19/562): D(x) 0.9729 Loss_D: 0.0322\n",
      "===> Epoch[1](20/562): D(x) 0.9706 Loss_D: 0.0381\n",
      "===> Epoch[1](21/562): D(x) 0.9814 Loss_D: 0.0235\n",
      "===> Epoch[1](22/562): D(x) 0.9666 Loss_D: 0.0382\n",
      "===> Epoch[1](23/562): D(x) 0.9802 Loss_D: 0.0240\n",
      "===> Epoch[1](24/562): D(x) 0.9414 Loss_D: 0.0634\n",
      "===> Epoch[1](25/562): D(x) 0.9828 Loss_D: 0.0207\n",
      "===> Epoch[1](26/562): D(x) 0.9262 Loss_D: 0.0785\n",
      "===> Epoch[1](27/562): D(x) 0.9502 Loss_D: 0.0529\n",
      "===> Epoch[1](28/562): D(x) 0.9720 Loss_D: 0.0321\n",
      "===> Epoch[1](29/562): D(x) 0.9372 Loss_D: 0.0669\n",
      "===> Epoch[1](30/562): D(x) 0.9867 Loss_D: 0.0180\n",
      "===> Epoch[1](31/562): D(x) 0.9577 Loss_D: 0.0472\n",
      "===> Epoch[1](32/562): D(x) 0.9818 Loss_D: 0.0222\n",
      "===> Epoch[1](33/562): D(x) 0.9845 Loss_D: 0.0203\n",
      "===> Epoch[1](34/562): D(x) 0.9694 Loss_D: 0.0337\n",
      "===> Epoch[1](35/562): D(x) 0.9851 Loss_D: 0.0193\n",
      "===> Epoch[1](36/562): D(x) 0.9824 Loss_D: 0.0212\n",
      "===> Epoch[1](37/562): D(x) 0.9789 Loss_D: 0.0250\n",
      "===> Epoch[1](38/562): D(x) 0.9818 Loss_D: 0.0209\n",
      "===> Epoch[1](39/562): D(x) 0.9564 Loss_D: 0.0486\n",
      "===> Epoch[1](40/562): D(x) 0.9647 Loss_D: 0.0386\n",
      "===> Epoch[1](41/562): D(x) 0.9661 Loss_D: 0.0373\n",
      "===> Epoch[1](42/562): D(x) 0.9799 Loss_D: 0.0241\n",
      "===> Epoch[1](43/562): D(x) 0.9816 Loss_D: 0.0222\n",
      "===> Epoch[1](44/562): D(x) 0.9680 Loss_D: 0.0359\n",
      "===> Epoch[1](45/562): D(x) 0.9785 Loss_D: 0.0250\n",
      "===> Epoch[1](46/562): D(x) 0.9536 Loss_D: 0.0512\n",
      "===> Epoch[1](47/562): D(x) 0.9643 Loss_D: 0.0419\n",
      "===> Epoch[1](48/562): D(x) 0.9670 Loss_D: 0.0380\n",
      "===> Epoch[1](49/562): D(x) 0.9763 Loss_D: 0.0302\n",
      "===> Epoch[1](50/562): D(x) 0.9841 Loss_D: 0.0205\n",
      "===> Epoch[1](51/562): D(x) 0.9609 Loss_D: 0.0436\n",
      "===> Epoch[1](52/562): D(x) 0.9750 Loss_D: 0.0306\n",
      "===> Epoch[1](53/562): D(x) 0.9688 Loss_D: 0.0385\n",
      "===> Epoch[1](54/562): D(x) 0.9808 Loss_D: 0.0234\n",
      "===> Epoch[1](55/562): D(x) 0.9678 Loss_D: 0.0375\n",
      "===> Epoch[1](56/562): D(x) 0.9368 Loss_D: 0.0683\n",
      "===> Epoch[1](57/562): D(x) 0.9732 Loss_D: 0.0326\n",
      "===> Epoch[1](58/562): D(x) 0.9618 Loss_D: 0.0433\n",
      "===> Epoch[1](59/562): D(x) 0.9715 Loss_D: 0.0325\n",
      "===> Epoch[1](60/562): D(x) 0.9726 Loss_D: 0.0310\n",
      "===> Epoch[1](61/562): D(x) 0.9667 Loss_D: 0.0363\n",
      "===> Epoch[1](62/562): D(x) 0.9538 Loss_D: 0.0505\n",
      "===> Epoch[1](63/562): D(x) 0.9746 Loss_D: 0.0311\n",
      "===> Epoch[1](64/562): D(x) 0.9704 Loss_D: 0.0328\n",
      "===> Epoch[1](65/562): D(x) 0.9750 Loss_D: 0.0363\n",
      "===> Epoch[1](66/562): D(x) 0.9593 Loss_D: 0.0447\n",
      "===> Epoch[1](67/562): D(x) 0.9914 Loss_D: 0.0121\n",
      "===> Epoch[1](68/562): D(x) 0.9597 Loss_D: 0.0458\n",
      "===> Epoch[1](69/562): D(x) 0.9791 Loss_D: 0.0244\n",
      "===> Epoch[1](70/562): D(x) 0.9837 Loss_D: 0.0204\n",
      "===> Epoch[1](71/562): D(x) 0.9635 Loss_D: 0.0395\n",
      "===> Epoch[1](72/562): D(x) 0.9275 Loss_D: 0.0764\n",
      "===> Epoch[1](73/562): D(x) 0.9643 Loss_D: 0.0406\n",
      "===> Epoch[1](74/562): D(x) 0.9664 Loss_D: 0.0423\n",
      "===> Epoch[1](75/562): D(x) 0.9467 Loss_D: 0.0567\n",
      "===> Epoch[1](76/562): D(x) 0.9912 Loss_D: 0.0127\n",
      "===> Epoch[1](77/562): D(x) 0.9733 Loss_D: 0.0394\n",
      "===> Epoch[1](78/562): D(x) 0.9693 Loss_D: 0.0339\n",
      "===> Epoch[1](79/562): D(x) 0.9747 Loss_D: 0.0300\n",
      "===> Epoch[1](80/562): D(x) 0.9797 Loss_D: 0.0235\n",
      "===> Epoch[1](81/562): D(x) 0.9730 Loss_D: 0.0312\n",
      "===> Epoch[1](82/562): D(x) 0.9732 Loss_D: 0.0302\n",
      "===> Epoch[1](83/562): D(x) 0.9606 Loss_D: 0.0421\n",
      "===> Epoch[1](84/562): D(x) 0.9602 Loss_D: 0.0443\n",
      "===> Epoch[1](85/562): D(x) 0.9816 Loss_D: 0.0232\n",
      "===> Epoch[1](86/562): D(x) 0.9760 Loss_D: 0.0271\n",
      "===> Epoch[1](87/562): D(x) 0.9686 Loss_D: 0.0372\n",
      "===> Epoch[1](88/562): D(x) 0.9881 Loss_D: 0.0166\n",
      "===> Epoch[1](89/562): D(x) 0.9755 Loss_D: 0.0293\n",
      "===> Epoch[1](90/562): D(x) 0.9726 Loss_D: 0.0342\n",
      "===> Epoch[1](91/562): D(x) 0.9590 Loss_D: 0.0451\n",
      "===> Epoch[1](92/562): D(x) 0.9467 Loss_D: 0.0564\n",
      "===> Epoch[1](93/562): D(x) 0.9747 Loss_D: 0.0304\n",
      "===> Epoch[1](94/562): D(x) 0.9881 Loss_D: 0.0163\n",
      "===> Epoch[1](95/562): D(x) 0.9165 Loss_D: 0.0885\n",
      "===> Epoch[1](96/562): D(x) 0.9856 Loss_D: 0.0192\n",
      "===> Epoch[1](97/562): D(x) 0.9785 Loss_D: 0.0264\n",
      "===> Epoch[1](98/562): D(x) 0.9318 Loss_D: 0.0730\n",
      "===> Epoch[1](99/562): D(x) 0.9600 Loss_D: 0.0462\n",
      "===> Epoch[1](100/562): D(x) 0.9932 Loss_D: 0.0115\n",
      "===> Epoch[1](101/562): D(x) 0.9855 Loss_D: 0.0189\n",
      "===> Epoch[1](102/562): D(x) 0.9667 Loss_D: 0.0394\n",
      "===> Epoch[1](103/562): D(x) 0.9609 Loss_D: 0.0436\n",
      "===> Epoch[1](104/562): D(x) 0.9641 Loss_D: 0.0400\n",
      "===> Epoch[1](105/562): D(x) 0.9707 Loss_D: 0.0324\n",
      "===> Epoch[1](106/562): D(x) 0.9624 Loss_D: 0.0413\n",
      "===> Epoch[1](107/562): D(x) 0.9801 Loss_D: 0.0243\n",
      "===> Epoch[1](108/562): D(x) 0.9844 Loss_D: 0.0193\n",
      "===> Epoch[1](109/562): D(x) 0.9460 Loss_D: 0.0577\n",
      "===> Epoch[1](110/562): D(x) 0.9762 Loss_D: 0.0271\n",
      "===> Epoch[1](111/562): D(x) 0.9828 Loss_D: 0.0263\n",
      "===> Epoch[1](112/562): D(x) 0.9769 Loss_D: 0.0347\n",
      "===> Epoch[1](113/562): D(x) 0.9864 Loss_D: 0.0201\n",
      "===> Epoch[1](114/562): D(x) 0.9778 Loss_D: 0.0331\n",
      "===> Epoch[1](115/562): D(x) 0.9740 Loss_D: 0.0301\n",
      "===> Epoch[1](116/562): D(x) 0.9677 Loss_D: 0.0361\n",
      "===> Epoch[1](117/562): D(x) 0.9874 Loss_D: 0.0164\n",
      "===> Epoch[1](118/562): D(x) 0.9497 Loss_D: 0.0546\n",
      "===> Epoch[1](119/562): D(x) 0.9798 Loss_D: 0.0281\n",
      "===> Epoch[1](120/562): D(x) 0.9754 Loss_D: 0.0288\n",
      "===> Epoch[1](121/562): D(x) 0.9662 Loss_D: 0.0382\n",
      "===> Epoch[1](122/562): D(x) 0.9717 Loss_D: 0.0319\n",
      "===> Epoch[1](123/562): D(x) 0.9811 Loss_D: 0.0259\n",
      "===> Epoch[1](124/562): D(x) 0.9797 Loss_D: 0.0280\n",
      "===> Epoch[1](125/562): D(x) 0.9942 Loss_D: 0.0102\n",
      "===> Epoch[1](126/562): D(x) 0.9506 Loss_D: 0.0548\n",
      "===> Epoch[1](127/562): D(x) 0.9705 Loss_D: 0.0401\n",
      "===> Epoch[1](128/562): D(x) 0.9838 Loss_D: 0.0214\n",
      "===> Epoch[1](129/562): D(x) 0.9729 Loss_D: 0.0313\n",
      "===> Epoch[1](130/562): D(x) 0.9630 Loss_D: 0.0403\n",
      "===> Epoch[1](131/562): D(x) 0.9641 Loss_D: 0.0432\n",
      "===> Epoch[1](132/562): D(x) 0.9285 Loss_D: 0.0754\n",
      "===> Epoch[1](133/562): D(x) 0.9229 Loss_D: 0.0803\n",
      "===> Epoch[1](134/562): D(x) 0.9764 Loss_D: 0.0287\n",
      "===> Epoch[1](135/562): D(x) 0.9851 Loss_D: 0.0187\n",
      "===> Epoch[1](136/562): D(x) 0.9620 Loss_D: 0.0417\n",
      "===> Epoch[1](137/562): D(x) 0.9717 Loss_D: 0.0316\n",
      "===> Epoch[1](138/562): D(x) 0.9629 Loss_D: 0.0423\n",
      "===> Epoch[1](139/562): D(x) 0.9587 Loss_D: 0.0446\n",
      "===> Epoch[1](140/562): D(x) 0.9674 Loss_D: 0.0386\n",
      "===> Epoch[1](141/562): D(x) 0.9537 Loss_D: 0.0501\n",
      "===> Epoch[1](142/562): D(x) 0.9865 Loss_D: 0.0298\n",
      "===> Epoch[1](143/562): D(x) 0.9757 Loss_D: 0.0294\n",
      "===> Epoch[1](144/562): D(x) 0.9782 Loss_D: 0.0319\n",
      "===> Epoch[1](145/562): D(x) 0.9814 Loss_D: 0.0237\n",
      "===> Epoch[1](146/562): D(x) 0.9502 Loss_D: 0.0532\n",
      "===> Epoch[1](147/562): D(x) 0.9787 Loss_D: 0.0250\n",
      "===> Epoch[1](148/562): D(x) 0.9806 Loss_D: 0.0242\n",
      "===> Epoch[1](149/562): D(x) 0.9825 Loss_D: 0.0247\n",
      "===> Epoch[1](150/562): D(x) 0.9746 Loss_D: 0.0285\n",
      "===> Epoch[1](151/562): D(x) 0.9635 Loss_D: 0.0410\n",
      "===> Epoch[1](152/562): D(x) 0.9850 Loss_D: 0.0182\n",
      "===> Epoch[1](153/562): D(x) 0.9779 Loss_D: 0.0263\n",
      "===> Epoch[1](154/562): D(x) 0.9626 Loss_D: 0.0413\n",
      "===> Epoch[1](155/562): D(x) 0.9782 Loss_D: 0.0266\n",
      "===> Epoch[1](156/562): D(x) 0.9315 Loss_D: 0.0733\n",
      "===> Epoch[1](157/562): D(x) 0.9571 Loss_D: 0.0491\n",
      "===> Epoch[1](158/562): D(x) 0.9860 Loss_D: 0.0182\n",
      "===> Epoch[1](159/562): D(x) 0.9798 Loss_D: 0.0252\n",
      "===> Epoch[1](160/562): D(x) 0.9740 Loss_D: 0.0303\n",
      "===> Epoch[1](161/562): D(x) 0.9847 Loss_D: 0.0207\n",
      "===> Epoch[1](162/562): D(x) 0.9676 Loss_D: 0.0357\n",
      "===> Epoch[1](163/562): D(x) 0.9790 Loss_D: 0.0251\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[1](164/562): D(x) 0.9660 Loss_D: 0.0389\n",
      "===> Epoch[1](165/562): D(x) 0.9902 Loss_D: 0.0159\n",
      "===> Epoch[1](166/562): D(x) 0.9705 Loss_D: 0.0330\n",
      "===> Epoch[1](167/562): D(x) 0.9756 Loss_D: 0.0322\n",
      "===> Epoch[1](168/562): D(x) 0.9611 Loss_D: 0.0579\n",
      "===> Epoch[1](169/562): D(x) 0.9503 Loss_D: 0.0525\n",
      "===> Epoch[1](170/562): D(x) 0.9733 Loss_D: 0.0316\n",
      "===> Epoch[1](171/562): D(x) 0.9845 Loss_D: 0.0229\n",
      "===> Epoch[1](172/562): D(x) 0.9743 Loss_D: 0.0305\n",
      "===> Epoch[1](173/562): D(x) 0.9723 Loss_D: 0.0320\n",
      "===> Epoch[1](174/562): D(x) 0.9411 Loss_D: 0.0639\n",
      "===> Epoch[1](175/562): D(x) 0.9766 Loss_D: 0.0265\n",
      "===> Epoch[1](176/562): D(x) 0.9848 Loss_D: 0.0319\n",
      "===> Epoch[1](177/562): D(x) 0.9706 Loss_D: 0.0329\n",
      "===> Epoch[1](178/562): D(x) 0.9666 Loss_D: 0.0378\n",
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      "===> Epoch[1](180/562): D(x) 0.9697 Loss_D: 0.0386\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[1](325/562): D(x) 0.9585 Loss_D: 0.0464\n",
      "===> Epoch[1](326/562): D(x) 0.9352 Loss_D: 0.0715\n",
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      "===> Epoch[1](356/562): D(x) 0.9532 Loss_D: 0.0513\n",
      "===> Epoch[1](357/562): D(x) 0.9694 Loss_D: 0.0352\n",
      "===> Epoch[1](358/562): D(x) 0.9788 Loss_D: 0.0375\n",
      "===> Epoch[1](359/562): D(x) 0.9825 Loss_D: 0.0230\n",
      "===> Epoch[1](360/562): D(x) 0.9704 Loss_D: 0.0338\n",
      "===> Epoch[1](361/562): D(x) 0.9871 Loss_D: 0.0187\n",
      "===> Epoch[1](362/562): D(x) 0.9561 Loss_D: 0.0496\n",
      "===> Epoch[1](363/562): D(x) 0.9702 Loss_D: 0.0354\n",
      "===> Epoch[1](364/562): D(x) 0.9672 Loss_D: 0.0373\n",
      "===> Epoch[1](365/562): D(x) 0.9585 Loss_D: 0.0463\n",
      "===> Epoch[1](366/562): D(x) 0.9679 Loss_D: 0.0360\n",
      "===> Epoch[1](367/562): D(x) 0.9562 Loss_D: 0.0486\n",
      "===> Epoch[1](368/562): D(x) 0.9745 Loss_D: 0.0300\n",
      "===> Epoch[1](369/562): D(x) 0.9851 Loss_D: 0.0193\n",
      "===> Epoch[1](370/562): D(x) 0.9893 Loss_D: 0.0153\n",
      "===> Epoch[1](371/562): D(x) 0.9667 Loss_D: 0.0402\n",
      "===> Epoch[1](372/562): D(x) 0.9762 Loss_D: 0.0284\n",
      "===> Epoch[1](373/562): D(x) 0.9906 Loss_D: 0.0153\n",
      "===> Epoch[1](374/562): D(x) 0.9766 Loss_D: 0.0340\n",
      "===> Epoch[1](375/562): D(x) 0.9787 Loss_D: 0.0308\n",
      "===> Epoch[1](376/562): D(x) 0.9683 Loss_D: 0.0352\n",
      "===> Epoch[1](377/562): D(x) 0.9743 Loss_D: 0.0295\n",
      "===> Epoch[1](378/562): D(x) 0.9639 Loss_D: 0.0419\n",
      "===> Epoch[1](379/562): D(x) 0.9622 Loss_D: 0.0436\n",
      "===> Epoch[1](380/562): D(x) 0.9809 Loss_D: 0.0261\n",
      "===> Epoch[1](381/562): D(x) 0.9781 Loss_D: 0.0307\n",
      "===> Epoch[1](382/562): D(x) 0.9733 Loss_D: 0.0326\n",
      "===> Epoch[1](383/562): D(x) 0.9875 Loss_D: 0.0192\n",
      "===> Epoch[1](384/562): D(x) 0.9720 Loss_D: 0.0331\n",
      "===> Epoch[1](385/562): D(x) 0.9728 Loss_D: 0.0308\n",
      "===> Epoch[1](386/562): D(x) 0.9692 Loss_D: 0.0351\n",
      "===> Epoch[1](387/562): D(x) 0.9758 Loss_D: 0.0280\n",
      "===> Epoch[1](388/562): D(x) 0.9688 Loss_D: 0.0383\n",
      "===> Epoch[1](389/562): D(x) 0.9784 Loss_D: 0.0308\n",
      "===> Epoch[1](390/562): D(x) 0.9740 Loss_D: 0.0342\n",
      "===> Epoch[1](391/562): D(x) 0.9646 Loss_D: 0.0392\n",
      "===> Epoch[1](392/562): D(x) 0.9767 Loss_D: 0.0299\n",
      "===> Epoch[1](393/562): D(x) 0.9665 Loss_D: 0.0413\n",
      "===> Epoch[1](394/562): D(x) 0.9538 Loss_D: 0.0514\n",
      "===> Epoch[1](395/562): D(x) 0.9510 Loss_D: 0.0584\n",
      "===> Epoch[1](396/562): D(x) 0.9588 Loss_D: 0.0577\n",
      "===> Epoch[1](397/562): D(x) 0.9722 Loss_D: 0.0334\n",
      "===> Epoch[1](398/562): D(x) 0.9575 Loss_D: 0.0517\n",
      "===> Epoch[1](399/562): D(x) 0.9887 Loss_D: 0.0258\n",
      "===> Epoch[1](400/562): D(x) 0.9429 Loss_D: 0.0625\n",
      "===> Epoch[1](401/562): D(x) 0.9839 Loss_D: 0.0199\n",
      "===> Epoch[1](402/562): D(x) 0.9715 Loss_D: 0.0332\n",
      "===> Epoch[1](403/562): D(x) 0.9632 Loss_D: 0.0437\n",
      "===> Epoch[1](404/562): D(x) 0.9718 Loss_D: 0.0322\n",
      "===> Epoch[1](405/562): D(x) 0.9865 Loss_D: 0.0233\n",
      "===> Epoch[1](406/562): D(x) 0.9658 Loss_D: 0.0394\n",
      "===> Epoch[1](407/562): D(x) 0.9444 Loss_D: 0.0600\n",
      "===> Epoch[1](408/562): D(x) 0.9698 Loss_D: 0.0356\n",
      "===> Epoch[1](409/562): D(x) 0.9708 Loss_D: 0.0332\n",
      "===> Epoch[1](410/562): D(x) 0.9630 Loss_D: 0.0444\n",
      "===> Epoch[1](411/562): D(x) 0.9823 Loss_D: 0.0255\n",
      "===> Epoch[1](412/562): D(x) 0.9798 Loss_D: 0.0238\n",
      "===> Epoch[1](413/562): D(x) 0.9826 Loss_D: 0.0215\n",
      "===> Epoch[1](414/562): D(x) 0.9828 Loss_D: 0.0217\n",
      "===> Epoch[1](415/562): D(x) 0.9835 Loss_D: 0.0232\n",
      "===> Epoch[1](416/562): D(x) 0.9357 Loss_D: 0.0689\n",
      "===> Epoch[1](417/562): D(x) 0.9651 Loss_D: 0.0401\n",
      "===> Epoch[1](418/562): D(x) 0.9638 Loss_D: 0.0397\n",
      "===> Epoch[1](419/562): D(x) 0.9651 Loss_D: 0.0386\n",
      "===> Epoch[1](420/562): D(x) 0.9801 Loss_D: 0.0256\n",
      "===> Epoch[1](421/562): D(x) 0.9612 Loss_D: 0.0442\n",
      "===> Epoch[1](422/562): D(x) 0.9873 Loss_D: 0.0161\n",
      "===> Epoch[1](423/562): D(x) 0.9834 Loss_D: 0.0208\n",
      "===> Epoch[1](424/562): D(x) 0.9523 Loss_D: 0.0526\n",
      "===> Epoch[1](425/562): D(x) 0.9806 Loss_D: 0.0243\n",
      "===> Epoch[1](426/562): D(x) 0.9529 Loss_D: 0.0528\n",
      "===> Epoch[1](427/562): D(x) 0.9758 Loss_D: 0.0280\n",
      "===> Epoch[1](428/562): D(x) 0.9692 Loss_D: 0.0347\n",
      "===> Epoch[1](429/562): D(x) 0.9834 Loss_D: 0.0214\n",
      "===> Epoch[1](430/562): D(x) 0.9633 Loss_D: 0.0410\n",
      "===> Epoch[1](431/562): D(x) 0.9838 Loss_D: 0.0259\n",
      "===> Epoch[1](432/562): D(x) 0.9600 Loss_D: 0.0445\n",
      "===> Epoch[1](433/562): D(x) 0.9612 Loss_D: 0.0434\n",
      "===> Epoch[1](434/562): D(x) 0.9731 Loss_D: 0.0326\n",
      "===> Epoch[1](435/562): D(x) 0.9557 Loss_D: 0.0537\n",
      "===> Epoch[1](436/562): D(x) 0.9867 Loss_D: 0.0191\n",
      "===> Epoch[1](437/562): D(x) 0.9649 Loss_D: 0.0391\n",
      "===> Epoch[1](438/562): D(x) 0.9732 Loss_D: 0.0323\n",
      "===> Epoch[1](439/562): D(x) 0.9521 Loss_D: 0.0538\n",
      "===> Epoch[1](440/562): D(x) 0.9402 Loss_D: 0.0648\n",
      "===> Epoch[1](441/562): D(x) 0.9715 Loss_D: 0.0345\n",
      "===> Epoch[1](442/562): D(x) 0.9700 Loss_D: 0.0346\n",
      "===> Epoch[1](443/562): D(x) 0.9550 Loss_D: 0.0515\n",
      "===> Epoch[1](444/562): D(x) 0.9729 Loss_D: 0.0320\n",
      "===> Epoch[1](445/562): D(x) 0.9622 Loss_D: 0.0433\n",
      "===> Epoch[1](446/562): D(x) 0.9683 Loss_D: 0.0371\n",
      "===> Epoch[1](447/562): D(x) 0.9844 Loss_D: 0.0211\n",
      "===> Epoch[1](448/562): D(x) 0.9755 Loss_D: 0.0307\n",
      "===> Epoch[1](449/562): D(x) 0.9926 Loss_D: 0.0151\n",
      "===> Epoch[1](450/562): D(x) 0.9430 Loss_D: 0.0613\n",
      "===> Epoch[1](451/562): D(x) 0.9593 Loss_D: 0.0473\n",
      "===> Epoch[1](452/562): D(x) 0.9786 Loss_D: 0.0273\n",
      "===> Epoch[1](453/562): D(x) 0.9688 Loss_D: 0.0359\n",
      "===> Epoch[1](454/562): D(x) 0.9477 Loss_D: 0.0576\n",
      "===> Epoch[1](455/562): D(x) 0.9821 Loss_D: 0.0248\n",
      "===> Epoch[1](456/562): D(x) 0.9420 Loss_D: 0.0638\n",
      "===> Epoch[1](457/562): D(x) 0.9711 Loss_D: 0.0329\n",
      "===> Epoch[1](458/562): D(x) 0.9796 Loss_D: 0.0267\n",
      "===> Epoch[1](459/562): D(x) 0.9824 Loss_D: 0.0207\n",
      "===> Epoch[1](460/562): D(x) 0.9839 Loss_D: 0.0216\n",
      "===> Epoch[1](461/562): D(x) 0.9578 Loss_D: 0.0455\n",
      "===> Epoch[1](462/562): D(x) 0.9655 Loss_D: 0.0425\n",
      "===> Epoch[1](463/562): D(x) 0.9478 Loss_D: 0.0562\n",
      "===> Epoch[1](464/562): D(x) 0.9765 Loss_D: 0.0291\n",
      "===> Epoch[1](465/562): D(x) 0.9810 Loss_D: 0.0247\n",
      "===> Epoch[1](466/562): D(x) 0.9788 Loss_D: 0.0267\n",
      "===> Epoch[1](467/562): D(x) 0.9495 Loss_D: 0.0688\n",
      "===> Epoch[1](468/562): D(x) 0.9894 Loss_D: 0.0152\n",
      "===> Epoch[1](469/562): D(x) 0.9872 Loss_D: 0.0176\n",
      "===> Epoch[1](470/562): D(x) 0.9330 Loss_D: 0.0741\n",
      "===> Epoch[1](471/562): D(x) 0.9745 Loss_D: 0.0318\n",
      "===> Epoch[1](472/562): D(x) 0.9751 Loss_D: 0.0303\n",
      "===> Epoch[1](473/562): D(x) 0.9458 Loss_D: 0.0634\n",
      "===> Epoch[1](474/562): D(x) 0.9863 Loss_D: 0.0230\n",
      "===> Epoch[1](475/562): D(x) 0.9426 Loss_D: 0.0666\n",
      "===> Epoch[1](476/562): D(x) 0.9720 Loss_D: 0.0322\n",
      "===> Epoch[1](477/562): D(x) 0.9834 Loss_D: 0.0261\n",
      "===> Epoch[1](478/562): D(x) 0.9251 Loss_D: 0.0792\n",
      "===> Epoch[1](479/562): D(x) 0.9768 Loss_D: 0.0270\n",
      "===> Epoch[1](480/562): D(x) 0.9816 Loss_D: 0.0228\n",
      "===> Epoch[1](481/562): D(x) 0.9710 Loss_D: 0.0346\n",
      "===> Epoch[1](482/562): D(x) 0.9559 Loss_D: 0.0478\n",
      "===> Epoch[1](483/562): D(x) 0.9763 Loss_D: 0.0333\n",
      "===> Epoch[1](484/562): D(x) 0.9811 Loss_D: 0.0218\n",
      "===> Epoch[1](485/562): D(x) 0.9728 Loss_D: 0.0448\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[1](486/562): D(x) 0.9596 Loss_D: 0.0491\n",
      "===> Epoch[1](487/562): D(x) 0.9798 Loss_D: 0.0270\n",
      "===> Epoch[1](488/562): D(x) 0.9891 Loss_D: 0.0156\n",
      "===> Epoch[1](489/562): D(x) 0.9825 Loss_D: 0.0223\n",
      "===> Epoch[1](490/562): D(x) 0.9765 Loss_D: 0.0280\n",
      "===> Epoch[1](491/562): D(x) 0.9583 Loss_D: 0.0478\n",
      "===> Epoch[1](492/562): D(x) 0.9466 Loss_D: 0.0596\n",
      "===> Epoch[1](493/562): D(x) 0.9044 Loss_D: 0.1043\n",
      "===> Epoch[1](494/562): D(x) 0.9280 Loss_D: 0.0771\n",
      "===> Epoch[1](495/562): D(x) 0.9875 Loss_D: 0.0164\n",
      "===> Epoch[1](496/562): D(x) 0.9674 Loss_D: 0.0396\n",
      "===> Epoch[1](497/562): D(x) 0.9663 Loss_D: 0.0381\n",
      "===> Epoch[1](498/562): D(x) 0.9785 Loss_D: 0.0280\n",
      "===> Epoch[1](499/562): D(x) 0.9680 Loss_D: 0.0380\n",
      "===> Epoch[1](500/562): D(x) 0.9755 Loss_D: 0.0275\n",
      "===> Epoch[1](501/562): D(x) 0.9811 Loss_D: 0.0228\n",
      "===> Epoch[1](502/562): D(x) 0.9833 Loss_D: 0.0241\n",
      "===> Epoch[1](503/562): D(x) 0.9798 Loss_D: 0.0309\n",
      "===> Epoch[1](504/562): D(x) 0.9829 Loss_D: 0.0246\n",
      "===> Epoch[1](505/562): D(x) 0.9889 Loss_D: 0.0177\n",
      "===> Epoch[1](506/562): D(x) 0.9770 Loss_D: 0.0277\n",
      "===> Epoch[1](507/562): D(x) 0.9819 Loss_D: 0.0235\n",
      "===> Epoch[1](508/562): D(x) 0.9678 Loss_D: 0.0379\n",
      "===> Epoch[1](509/562): D(x) 0.9785 Loss_D: 0.0287\n",
      "===> Epoch[1](510/562): D(x) 0.9812 Loss_D: 0.0254\n",
      "===> Epoch[1](511/562): D(x) 0.9717 Loss_D: 0.0361\n",
      "===> Epoch[1](512/562): D(x) 0.9801 Loss_D: 0.0270\n",
      "===> Epoch[1](513/562): D(x) 0.9621 Loss_D: 0.0426\n",
      "===> Epoch[1](514/562): D(x) 0.9854 Loss_D: 0.0190\n",
      "===> Epoch[1](515/562): D(x) 0.9572 Loss_D: 0.0485\n",
      "===> Epoch[1](516/562): D(x) 0.9859 Loss_D: 0.0198\n",
      "===> Epoch[1](517/562): D(x) 0.9643 Loss_D: 0.0390\n",
      "===> Epoch[1](518/562): D(x) 0.9635 Loss_D: 0.0424\n",
      "===> Epoch[1](519/562): D(x) 0.9778 Loss_D: 0.0262\n",
      "===> Epoch[1](520/562): D(x) 0.9516 Loss_D: 0.0592\n",
      "===> Epoch[1](521/562): D(x) 0.9829 Loss_D: 0.0237\n",
      "===> Epoch[1](522/562): D(x) 0.9582 Loss_D: 0.0471\n",
      "===> Epoch[1](523/562): D(x) 0.9514 Loss_D: 0.0555\n",
      "===> Epoch[1](524/562): D(x) 0.9642 Loss_D: 0.0417\n",
      "===> Epoch[1](525/562): D(x) 0.9864 Loss_D: 0.0241\n",
      "===> Epoch[1](526/562): D(x) 0.9847 Loss_D: 0.0213\n",
      "===> Epoch[1](527/562): D(x) 0.9568 Loss_D: 0.0504\n",
      "===> Epoch[1](528/562): D(x) 0.9532 Loss_D: 0.0551\n",
      "===> Epoch[1](529/562): D(x) 0.9860 Loss_D: 0.0194\n",
      "===> Epoch[1](530/562): D(x) 0.9860 Loss_D: 0.0231\n",
      "===> Epoch[1](531/562): D(x) 0.9682 Loss_D: 0.0393\n",
      "===> Epoch[1](532/562): D(x) 0.9839 Loss_D: 0.0237\n",
      "===> Epoch[1](533/562): D(x) 0.9670 Loss_D: 0.0373\n",
      "===> Epoch[1](534/562): D(x) 0.9811 Loss_D: 0.0265\n",
      "===> Epoch[1](535/562): D(x) 0.9805 Loss_D: 0.0321\n",
      "===> Epoch[1](536/562): D(x) 0.9835 Loss_D: 0.0206\n",
      "===> Epoch[1](537/562): D(x) 0.9654 Loss_D: 0.0390\n",
      "===> Epoch[1](538/562): D(x) 0.9450 Loss_D: 0.0603\n",
      "===> Epoch[1](539/562): D(x) 0.9735 Loss_D: 0.0319\n",
      "===> Epoch[1](540/562): D(x) 0.9760 Loss_D: 0.0274\n",
      "===> Epoch[1](541/562): D(x) 0.9793 Loss_D: 0.0260\n",
      "===> Epoch[1](542/562): D(x) 0.9584 Loss_D: 0.0462\n",
      "===> Epoch[1](543/562): D(x) 0.9793 Loss_D: 0.0248\n",
      "===> Epoch[1](544/562): D(x) 0.9613 Loss_D: 0.0431\n",
      "===> Epoch[1](545/562): D(x) 0.9528 Loss_D: 0.0525\n",
      "===> Epoch[1](546/562): D(x) 0.9641 Loss_D: 0.0413\n",
      "===> Epoch[1](547/562): D(x) 0.9834 Loss_D: 0.0214\n",
      "===> Epoch[1](548/562): D(x) 0.9572 Loss_D: 0.0493\n",
      "===> Epoch[1](549/562): D(x) 0.9840 Loss_D: 0.0208\n",
      "===> Epoch[1](550/562): D(x) 0.9837 Loss_D: 0.0211\n",
      "===> Epoch[1](551/562): D(x) 0.9828 Loss_D: 0.0222\n",
      "===> Epoch[1](552/562): D(x) 0.9704 Loss_D: 0.0356\n",
      "===> Epoch[1](553/562): D(x) 0.9921 Loss_D: 0.0141\n",
      "===> Epoch[1](554/562): D(x) 0.9564 Loss_D: 0.0485\n",
      "===> Epoch[1](555/562): D(x) 0.9701 Loss_D: 0.0352\n",
      "===> Epoch[1](556/562): D(x) 0.9801 Loss_D: 0.0241\n",
      "===> Epoch[1](557/562): D(x) 0.9759 Loss_D: 0.0277\n",
      "===> Epoch[1](558/562): D(x) 0.9826 Loss_D: 0.0235\n",
      "===> Epoch[1](559/562): D(x) 0.9400 Loss_D: 0.0654\n",
      "===> Epoch[1](560/562): D(x) 0.9845 Loss_D: 0.0199\n",
      "===> Epoch[1](561/562): D(x) 0.9807 Loss_D: 0.0245\n",
      "===> Epoch[1](562/562): D(x) 0.9662 Loss_D: 0.0393\n",
      "[1/18] Loss_D: 0.0366 Loss_G: 0.2925 D(x): 0.9689 D(G(z)): 0.0056 PSNR 26.8846\n",
      "===> Epoch[2](1/562): D(x) 0.9474 Loss_D: 0.0572\n",
      "===> Epoch[2](2/562): D(x) 0.9786 Loss_D: 0.0292\n",
      "===> Epoch[2](3/562): D(x) 0.9702 Loss_D: 0.0360\n",
      "===> Epoch[2](4/562): D(x) 0.9717 Loss_D: 0.0413\n",
      "===> Epoch[2](5/562): D(x) 0.9687 Loss_D: 0.0369\n",
      "===> Epoch[2](6/562): D(x) 0.9632 Loss_D: 0.0433\n",
      "===> Epoch[2](7/562): D(x) 0.9879 Loss_D: 0.0178\n",
      "===> Epoch[2](8/562): D(x) 0.9719 Loss_D: 0.0355\n",
      "===> Epoch[2](9/562): D(x) 0.9687 Loss_D: 0.0397\n",
      "===> Epoch[2](10/562): D(x) 0.9696 Loss_D: 0.0364\n",
      "===> Epoch[2](11/562): D(x) 0.9526 Loss_D: 0.0510\n",
      "===> Epoch[2](12/562): D(x) 0.9742 Loss_D: 0.0322\n",
      "===> Epoch[2](13/562): D(x) 0.9497 Loss_D: 0.0554\n",
      "===> Epoch[2](14/562): D(x) 0.9812 Loss_D: 0.0241\n",
      "===> Epoch[2](15/562): D(x) 0.9905 Loss_D: 0.0169\n",
      "===> Epoch[2](16/562): D(x) 0.9534 Loss_D: 0.0526\n",
      "===> Epoch[2](17/562): D(x) 0.9545 Loss_D: 0.0492\n",
      "===> Epoch[2](18/562): D(x) 0.9298 Loss_D: 0.0743\n",
      "===> Epoch[2](19/562): D(x) 0.9791 Loss_D: 0.0289\n",
      "===> Epoch[2](20/562): D(x) 0.9449 Loss_D: 0.0604\n",
      "===> Epoch[2](21/562): D(x) 0.9782 Loss_D: 0.0287\n",
      "===> Epoch[2](22/562): D(x) 0.9774 Loss_D: 0.0439\n",
      "===> Epoch[2](23/562): D(x) 0.9699 Loss_D: 0.0368\n",
      "===> Epoch[2](24/562): D(x) 0.9708 Loss_D: 0.0353\n",
      "===> Epoch[2](25/562): D(x) 0.9553 Loss_D: 0.0493\n",
      "===> Epoch[2](26/562): D(x) 0.9760 Loss_D: 0.0291\n",
      "===> Epoch[2](27/562): D(x) 0.9834 Loss_D: 0.0219\n",
      "===> Epoch[2](28/562): D(x) 0.9828 Loss_D: 0.0241\n",
      "===> Epoch[2](29/562): D(x) 0.9553 Loss_D: 0.0495\n",
      "===> Epoch[2](30/562): D(x) 0.9864 Loss_D: 0.0184\n",
      "===> Epoch[2](31/562): D(x) 0.9778 Loss_D: 0.0319\n",
      "===> Epoch[2](32/562): D(x) 0.9523 Loss_D: 0.0535\n",
      "===> Epoch[2](33/562): D(x) 0.9615 Loss_D: 0.0445\n",
      "===> Epoch[2](34/562): D(x) 0.9728 Loss_D: 0.0325\n",
      "===> Epoch[2](35/562): D(x) 0.9728 Loss_D: 0.0355\n",
      "===> Epoch[2](36/562): D(x) 0.9538 Loss_D: 0.0518\n",
      "===> Epoch[2](37/562): D(x) 0.9586 Loss_D: 0.0471\n",
      "===> Epoch[2](38/562): D(x) 0.9813 Loss_D: 0.0317\n",
      "===> Epoch[2](39/562): D(x) 0.9766 Loss_D: 0.0306\n",
      "===> Epoch[2](40/562): D(x) 0.9742 Loss_D: 0.0335\n",
      "===> Epoch[2](41/562): D(x) 0.9689 Loss_D: 0.0366\n",
      "===> Epoch[2](42/562): D(x) 0.9845 Loss_D: 0.0249\n",
      "===> Epoch[2](43/562): D(x) 0.9744 Loss_D: 0.0308\n",
      "===> Epoch[2](44/562): D(x) 0.9672 Loss_D: 0.0398\n",
      "===> Epoch[2](45/562): D(x) 0.9741 Loss_D: 0.0326\n",
      "===> Epoch[2](46/562): D(x) 0.9682 Loss_D: 0.0360\n",
      "===> Epoch[2](47/562): D(x) 0.9652 Loss_D: 0.0460\n",
      "===> Epoch[2](48/562): D(x) 0.9610 Loss_D: 0.0439\n",
      "===> Epoch[2](49/562): D(x) 0.9509 Loss_D: 0.0535\n",
      "===> Epoch[2](50/562): D(x) 0.9729 Loss_D: 0.0381\n",
      "===> Epoch[2](51/562): D(x) 0.9737 Loss_D: 0.0305\n",
      "===> Epoch[2](52/562): D(x) 0.9741 Loss_D: 0.0317\n",
      "===> Epoch[2](53/562): D(x) 0.9826 Loss_D: 0.0234\n",
      "===> Epoch[2](54/562): D(x) 0.9662 Loss_D: 0.0378\n",
      "===> Epoch[2](55/562): D(x) 0.9797 Loss_D: 0.0265\n",
      "===> Epoch[2](56/562): D(x) 0.9709 Loss_D: 0.0326\n",
      "===> Epoch[2](57/562): D(x) 0.9753 Loss_D: 0.0310\n",
      "===> Epoch[2](58/562): D(x) 0.9517 Loss_D: 0.0555\n",
      "===> Epoch[2](59/562): D(x) 0.9718 Loss_D: 0.0334\n",
      "===> Epoch[2](60/562): D(x) 0.9526 Loss_D: 0.0522\n",
      "===> Epoch[2](61/562): D(x) 0.9739 Loss_D: 0.0325\n",
      "===> Epoch[2](62/562): D(x) 0.9749 Loss_D: 0.0319\n",
      "===> Epoch[2](63/562): D(x) 0.9485 Loss_D: 0.0563\n",
      "===> Epoch[2](64/562): D(x) 0.9327 Loss_D: 0.0728\n",
      "===> Epoch[2](65/562): D(x) 0.9273 Loss_D: 0.0776\n",
      "===> Epoch[2](66/562): D(x) 0.9769 Loss_D: 0.0299\n",
      "===> Epoch[2](67/562): D(x) 0.9733 Loss_D: 0.0338\n",
      "===> Epoch[2](68/562): D(x) 0.9859 Loss_D: 0.0205\n",
      "===> Epoch[2](69/562): D(x) 0.9558 Loss_D: 0.0486\n",
      "===> Epoch[2](70/562): D(x) 0.9715 Loss_D: 0.0349\n",
      "===> Epoch[2](71/562): D(x) 0.9743 Loss_D: 0.0307\n",
      "===> Epoch[2](72/562): D(x) 0.9732 Loss_D: 0.0334\n",
      "===> Epoch[2](73/562): D(x) 0.9806 Loss_D: 0.0273\n",
      "===> Epoch[2](74/562): D(x) 0.9813 Loss_D: 0.0233\n",
      "===> Epoch[2](75/562): D(x) 0.9751 Loss_D: 0.0303\n",
      "===> Epoch[2](76/562): D(x) 0.9340 Loss_D: 0.0722\n",
      "===> Epoch[2](77/562): D(x) 0.9683 Loss_D: 0.0376\n",
      "===> Epoch[2](78/562): D(x) 0.9612 Loss_D: 0.0446\n",
      "===> Epoch[2](79/562): D(x) 0.9780 Loss_D: 0.0294\n",
      "===> Epoch[2](80/562): D(x) 0.9581 Loss_D: 0.0465\n",
      "===> Epoch[2](81/562): D(x) 0.9787 Loss_D: 0.0257\n",
      "===> Epoch[2](82/562): D(x) 0.9602 Loss_D: 0.0493\n",
      "===> Epoch[2](83/562): D(x) 0.9724 Loss_D: 0.0312\n",
      "===> Epoch[2](84/562): D(x) 0.9793 Loss_D: 0.0263\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[2](85/562): D(x) 0.9437 Loss_D: 0.0626\n",
      "===> Epoch[2](86/562): D(x) 0.9262 Loss_D: 0.0800\n",
      "===> Epoch[2](87/562): D(x) 0.9554 Loss_D: 0.0505\n",
      "===> Epoch[2](88/562): D(x) 0.9452 Loss_D: 0.0606\n",
      "===> Epoch[2](89/562): D(x) 0.9709 Loss_D: 0.0348\n",
      "===> Epoch[2](90/562): D(x) 0.9789 Loss_D: 0.0258\n",
      "===> Epoch[2](91/562): D(x) 0.9789 Loss_D: 0.0352\n",
      "===> Epoch[2](92/562): D(x) 0.9686 Loss_D: 0.0395\n",
      "===> Epoch[2](93/562): D(x) 0.9469 Loss_D: 0.0631\n",
      "===> Epoch[2](94/562): D(x) 0.9653 Loss_D: 0.0391\n",
      "===> Epoch[2](95/562): D(x) 0.9760 Loss_D: 0.0290\n",
      "===> Epoch[2](96/562): D(x) 0.9852 Loss_D: 0.0199\n",
      "===> Epoch[2](97/562): D(x) 0.9773 Loss_D: 0.0285\n",
      "===> Epoch[2](98/562): D(x) 0.9784 Loss_D: 0.0270\n",
      "===> Epoch[2](99/562): D(x) 0.9877 Loss_D: 0.0214\n",
      "===> Epoch[2](100/562): D(x) 0.9802 Loss_D: 0.0248\n",
      "===> Epoch[2](101/562): D(x) 0.9685 Loss_D: 0.0380\n",
      "===> Epoch[2](102/562): D(x) 0.9757 Loss_D: 0.0304\n",
      "===> Epoch[2](103/562): D(x) 0.9388 Loss_D: 0.0654\n",
      "===> Epoch[2](104/562): D(x) 0.9605 Loss_D: 0.0446\n",
      "===> Epoch[2](105/562): D(x) 0.9832 Loss_D: 0.0296\n",
      "===> Epoch[2](106/562): D(x) 0.9502 Loss_D: 0.0601\n",
      "===> Epoch[2](107/562): D(x) 0.9745 Loss_D: 0.0302\n",
      "===> Epoch[2](108/562): D(x) 0.9775 Loss_D: 0.0272\n",
      "===> Epoch[2](109/562): D(x) 0.9843 Loss_D: 0.0201\n",
      "===> Epoch[2](110/562): D(x) 0.9655 Loss_D: 0.0382\n",
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      "===> Epoch[2](112/562): D(x) 0.9742 Loss_D: 0.0377\n",
      "===> Epoch[2](113/562): D(x) 0.9821 Loss_D: 0.0245\n",
      "===> Epoch[2](114/562): D(x) 0.9565 Loss_D: 0.0487\n",
      "===> Epoch[2](115/562): D(x) 0.9813 Loss_D: 0.0322\n",
      "===> Epoch[2](116/562): D(x) 0.9495 Loss_D: 0.0559\n",
      "===> Epoch[2](117/562): D(x) 0.9780 Loss_D: 0.0276\n",
      "===> Epoch[2](118/562): D(x) 0.9539 Loss_D: 0.0555\n",
      "===> Epoch[2](119/562): D(x) 0.9801 Loss_D: 0.0245\n",
      "===> Epoch[2](120/562): D(x) 0.9707 Loss_D: 0.0432\n",
      "===> Epoch[2](121/562): D(x) 0.9610 Loss_D: 0.0437\n",
      "===> Epoch[2](122/562): D(x) 0.9816 Loss_D: 0.0275\n",
      "===> Epoch[2](123/562): D(x) 0.9539 Loss_D: 0.0498\n",
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      "===> Epoch[2](125/562): D(x) 0.9796 Loss_D: 0.0250\n",
      "===> Epoch[2](126/562): D(x) 0.9692 Loss_D: 0.0371\n",
      "===> Epoch[2](127/562): D(x) 0.9509 Loss_D: 0.0548\n",
      "===> Epoch[2](128/562): D(x) 0.9441 Loss_D: 0.0631\n",
      "===> Epoch[2](129/562): D(x) 0.9581 Loss_D: 0.0465\n",
      "===> Epoch[2](130/562): D(x) 0.9697 Loss_D: 0.0355\n",
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      "===> Epoch[2](132/562): D(x) 0.9803 Loss_D: 0.0248\n",
      "===> Epoch[2](133/562): D(x) 0.9872 Loss_D: 0.0388\n",
      "===> Epoch[2](134/562): D(x) 0.9801 Loss_D: 0.0279\n",
      "===> Epoch[2](135/562): D(x) 0.9649 Loss_D: 0.0412\n",
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      "===> Epoch[2](137/562): D(x) 0.9576 Loss_D: 0.0482\n",
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      "===> Epoch[2](139/562): D(x) 0.9894 Loss_D: 0.0174\n",
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      "===> Epoch[2](142/562): D(x) 0.9619 Loss_D: 0.0429\n",
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      "===> Epoch[2](153/562): D(x) 0.9645 Loss_D: 0.0436\n",
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      "===> Epoch[2](225/562): D(x) 0.9837 Loss_D: 0.0250\n",
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      "===> Epoch[2](245/562): D(x) 0.9803 Loss_D: 0.0232\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[2](246/562): D(x) 0.9816 Loss_D: 0.0232\n",
      "===> Epoch[2](247/562): D(x) 0.9663 Loss_D: 0.0387\n",
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      "===> Epoch[2](254/562): D(x) 0.9666 Loss_D: 0.0386\n",
      "===> Epoch[2](255/562): D(x) 0.9814 Loss_D: 0.0252\n",
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      "===> Epoch[2](266/562): D(x) 0.9766 Loss_D: 0.0331\n",
      "===> Epoch[2](267/562): D(x) 0.9609 Loss_D: 0.0437\n",
      "===> Epoch[2](268/562): D(x) 0.9823 Loss_D: 0.0226\n",
      "===> Epoch[2](269/562): D(x) 0.9600 Loss_D: 0.0463\n",
      "===> Epoch[2](270/562): D(x) 0.9804 Loss_D: 0.0240\n",
      "===> Epoch[2](271/562): D(x) 0.9782 Loss_D: 0.0321\n",
      "===> Epoch[2](272/562): D(x) 0.9608 Loss_D: 0.0470\n",
      "===> Epoch[2](273/562): D(x) 0.9875 Loss_D: 0.0205\n",
      "===> Epoch[2](274/562): D(x) 0.9245 Loss_D: 0.0801\n",
      "===> Epoch[2](275/562): D(x) 0.9489 Loss_D: 0.0661\n",
      "===> Epoch[2](276/562): D(x) 0.9515 Loss_D: 0.0553\n",
      "===> Epoch[2](277/562): D(x) 0.9828 Loss_D: 0.0230\n",
      "===> Epoch[2](278/562): D(x) 0.9752 Loss_D: 0.0318\n",
      "===> Epoch[2](279/562): D(x) 0.9783 Loss_D: 0.0291\n",
      "===> Epoch[2](280/562): D(x) 0.9724 Loss_D: 0.0336\n",
      "===> Epoch[2](281/562): D(x) 0.9884 Loss_D: 0.0172\n",
      "===> Epoch[2](282/562): D(x) 0.9756 Loss_D: 0.0297\n",
      "===> Epoch[2](283/562): D(x) 0.9732 Loss_D: 0.0357\n",
      "===> Epoch[2](284/562): D(x) 0.9527 Loss_D: 0.0532\n",
      "===> Epoch[2](285/562): D(x) 0.9640 Loss_D: 0.0498\n",
      "===> Epoch[2](286/562): D(x) 0.9831 Loss_D: 0.0226\n",
      "===> Epoch[2](287/562): D(x) 0.9783 Loss_D: 0.0309\n",
      "===> Epoch[2](288/562): D(x) 0.9716 Loss_D: 0.0336\n",
      "===> Epoch[2](289/562): D(x) 0.9700 Loss_D: 0.0371\n",
      "===> Epoch[2](290/562): D(x) 0.9837 Loss_D: 0.0285\n",
      "===> Epoch[2](291/562): D(x) 0.9719 Loss_D: 0.0369\n",
      "===> Epoch[2](292/562): D(x) 0.9692 Loss_D: 0.0398\n",
      "===> Epoch[2](293/562): D(x) 0.9821 Loss_D: 0.0234\n",
      "===> Epoch[2](294/562): D(x) 0.9636 Loss_D: 0.0454\n",
      "===> Epoch[2](295/562): D(x) 0.9679 Loss_D: 0.0406\n",
      "===> Epoch[2](296/562): D(x) 0.9843 Loss_D: 0.0237\n",
      "===> Epoch[2](297/562): D(x) 0.9230 Loss_D: 0.0835\n",
      "===> Epoch[2](298/562): D(x) 0.9765 Loss_D: 0.0311\n",
      "===> Epoch[2](299/562): D(x) 0.9806 Loss_D: 0.0296\n",
      "===> Epoch[2](300/562): D(x) 0.9681 Loss_D: 0.0394\n",
      "===> Epoch[2](301/562): D(x) 0.9754 Loss_D: 0.0338\n",
      "===> Epoch[2](302/562): D(x) 0.9632 Loss_D: 0.0433\n",
      "===> Epoch[2](303/562): D(x) 0.9541 Loss_D: 0.0501\n",
      "===> Epoch[2](304/562): D(x) 0.9755 Loss_D: 0.0298\n",
      "===> Epoch[2](305/562): D(x) 0.9834 Loss_D: 0.0238\n",
      "===> Epoch[2](306/562): D(x) 0.9852 Loss_D: 0.0233\n",
      "===> Epoch[2](307/562): D(x) 0.9807 Loss_D: 0.0252\n",
      "===> Epoch[2](308/562): D(x) 0.9327 Loss_D: 0.0716\n",
      "===> Epoch[2](309/562): D(x) 0.9831 Loss_D: 0.0224\n",
      "===> Epoch[2](310/562): D(x) 0.9640 Loss_D: 0.0416\n",
      "===> Epoch[2](311/562): D(x) 0.9842 Loss_D: 0.0327\n",
      "===> Epoch[2](312/562): D(x) 0.9691 Loss_D: 0.0378\n",
      "===> Epoch[2](313/562): D(x) 0.9720 Loss_D: 0.0351\n",
      "===> Epoch[2](314/562): D(x) 0.9874 Loss_D: 0.0204\n",
      "===> Epoch[2](315/562): D(x) 0.9658 Loss_D: 0.0404\n",
      "===> Epoch[2](316/562): D(x) 0.9468 Loss_D: 0.0606\n",
      "===> Epoch[2](317/562): D(x) 0.9343 Loss_D: 0.0698\n",
      "===> Epoch[2](318/562): D(x) 0.9453 Loss_D: 0.0606\n",
      "===> Epoch[2](319/562): D(x) 0.9788 Loss_D: 0.0283\n",
      "===> Epoch[2](320/562): D(x) 0.9794 Loss_D: 0.0428\n",
      "===> Epoch[2](321/562): D(x) 0.9736 Loss_D: 0.0325\n",
      "===> Epoch[2](322/562): D(x) 0.9912 Loss_D: 0.0141\n",
      "===> Epoch[2](323/562): D(x) 0.9876 Loss_D: 0.0177\n",
      "===> Epoch[2](324/562): D(x) 0.9517 Loss_D: 0.0718\n",
      "===> Epoch[2](325/562): D(x) 0.9724 Loss_D: 0.0318\n",
      "===> Epoch[2](326/562): D(x) 0.9817 Loss_D: 0.0257\n",
      "===> Epoch[2](327/562): D(x) 0.9654 Loss_D: 0.0457\n",
      "===> Epoch[2](328/562): D(x) 0.9750 Loss_D: 0.0310\n",
      "===> Epoch[2](329/562): D(x) 0.9678 Loss_D: 0.0440\n",
      "===> Epoch[2](330/562): D(x) 0.9654 Loss_D: 0.0428\n",
      "===> Epoch[2](331/562): D(x) 0.9737 Loss_D: 0.0326\n",
      "===> Epoch[2](332/562): D(x) 0.9778 Loss_D: 0.0297\n",
      "===> Epoch[2](333/562): D(x) 0.9840 Loss_D: 0.0217\n",
      "===> Epoch[2](334/562): D(x) 0.9589 Loss_D: 0.0491\n",
      "===> Epoch[2](335/562): D(x) 0.9619 Loss_D: 0.0453\n",
      "===> Epoch[2](336/562): D(x) 0.9712 Loss_D: 0.0340\n",
      "===> Epoch[2](337/562): D(x) 0.9458 Loss_D: 0.0611\n",
      "===> Epoch[2](338/562): D(x) 0.9636 Loss_D: 0.0442\n",
      "===> Epoch[2](339/562): D(x) 0.9809 Loss_D: 0.0258\n",
      "===> Epoch[2](340/562): D(x) 0.9802 Loss_D: 0.0262\n",
      "===> Epoch[2](341/562): D(x) 0.9712 Loss_D: 0.0368\n",
      "===> Epoch[2](342/562): D(x) 0.9633 Loss_D: 0.0456\n",
      "===> Epoch[2](343/562): D(x) 0.9862 Loss_D: 0.0201\n",
      "===> Epoch[2](344/562): D(x) 0.9784 Loss_D: 0.0266\n",
      "===> Epoch[2](345/562): D(x) 0.9767 Loss_D: 0.0319\n",
      "===> Epoch[2](346/562): D(x) 0.9448 Loss_D: 0.0626\n",
      "===> Epoch[2](347/562): D(x) 0.9873 Loss_D: 0.0349\n",
      "===> Epoch[2](348/562): D(x) 0.9493 Loss_D: 0.0578\n",
      "===> Epoch[2](349/562): D(x) 0.9793 Loss_D: 0.0255\n",
      "===> Epoch[2](350/562): D(x) 0.9453 Loss_D: 0.0604\n",
      "===> Epoch[2](351/562): D(x) 0.9367 Loss_D: 0.0738\n",
      "===> Epoch[2](352/562): D(x) 0.9740 Loss_D: 0.0309\n",
      "===> Epoch[2](353/562): D(x) 0.9730 Loss_D: 0.0322\n",
      "===> Epoch[2](354/562): D(x) 0.9704 Loss_D: 0.0338\n",
      "===> Epoch[2](355/562): D(x) 0.9545 Loss_D: 0.0553\n",
      "===> Epoch[2](356/562): D(x) 0.9544 Loss_D: 0.0519\n",
      "===> Epoch[2](357/562): D(x) 0.9873 Loss_D: 0.0197\n",
      "===> Epoch[2](358/562): D(x) 0.9819 Loss_D: 0.0262\n",
      "===> Epoch[2](359/562): D(x) 0.9780 Loss_D: 0.0279\n",
      "===> Epoch[2](360/562): D(x) 0.9708 Loss_D: 0.0373\n",
      "===> Epoch[2](361/562): D(x) 0.9692 Loss_D: 0.0357\n",
      "===> Epoch[2](362/562): D(x) 0.9748 Loss_D: 0.0299\n",
      "===> Epoch[2](363/562): D(x) 0.9812 Loss_D: 0.0258\n",
      "===> Epoch[2](364/562): D(x) 0.9734 Loss_D: 0.0327\n",
      "===> Epoch[2](365/562): D(x) 0.9905 Loss_D: 0.0162\n",
      "===> Epoch[2](366/562): D(x) 0.9777 Loss_D: 0.0273\n",
      "===> Epoch[2](367/562): D(x) 0.9720 Loss_D: 0.0343\n",
      "===> Epoch[2](368/562): D(x) 0.9844 Loss_D: 0.0222\n",
      "===> Epoch[2](369/562): D(x) 0.9783 Loss_D: 0.0311\n",
      "===> Epoch[2](370/562): D(x) 0.9521 Loss_D: 0.0540\n",
      "===> Epoch[2](371/562): D(x) 0.9794 Loss_D: 0.0268\n",
      "===> Epoch[2](372/562): D(x) 0.9808 Loss_D: 0.0260\n",
      "===> Epoch[2](373/562): D(x) 0.9532 Loss_D: 0.0604\n",
      "===> Epoch[2](374/562): D(x) 0.9827 Loss_D: 0.0240\n",
      "===> Epoch[2](375/562): D(x) 0.9780 Loss_D: 0.0302\n",
      "===> Epoch[2](376/562): D(x) 0.9639 Loss_D: 0.0424\n",
      "===> Epoch[2](377/562): D(x) 0.9826 Loss_D: 0.0283\n",
      "===> Epoch[2](378/562): D(x) 0.9752 Loss_D: 0.0294\n",
      "===> Epoch[2](379/562): D(x) 0.9097 Loss_D: 0.0950\n",
      "===> Epoch[2](380/562): D(x) 0.9842 Loss_D: 0.0227\n",
      "===> Epoch[2](381/562): D(x) 0.9715 Loss_D: 0.0388\n",
      "===> Epoch[2](382/562): D(x) 0.9440 Loss_D: 0.0656\n",
      "===> Epoch[2](383/562): D(x) 0.9866 Loss_D: 0.0222\n",
      "===> Epoch[2](384/562): D(x) 0.9805 Loss_D: 0.0246\n",
      "===> Epoch[2](385/562): D(x) 0.9856 Loss_D: 0.0211\n",
      "===> Epoch[2](386/562): D(x) 0.9680 Loss_D: 0.0370\n",
      "===> Epoch[2](387/562): D(x) 0.9707 Loss_D: 0.0368\n",
      "===> Epoch[2](388/562): D(x) 0.9360 Loss_D: 0.0713\n",
      "===> Epoch[2](389/562): D(x) 0.9716 Loss_D: 0.0341\n",
      "===> Epoch[2](390/562): D(x) 0.9666 Loss_D: 0.0389\n",
      "===> Epoch[2](391/562): D(x) 0.8945 Loss_D: 0.1117\n",
      "===> Epoch[2](392/562): D(x) 0.9797 Loss_D: 0.0313\n",
      "===> Epoch[2](393/562): D(x) 0.9466 Loss_D: 0.0591\n",
      "===> Epoch[2](394/562): D(x) 0.9460 Loss_D: 0.0591\n",
      "===> Epoch[2](395/562): D(x) 0.9733 Loss_D: 0.0363\n",
      "===> Epoch[2](396/562): D(x) 0.9611 Loss_D: 0.0440\n",
      "===> Epoch[2](397/562): D(x) 0.9767 Loss_D: 0.0287\n",
      "===> Epoch[2](398/562): D(x) 0.9571 Loss_D: 0.0476\n",
      "===> Epoch[2](399/562): D(x) 0.9539 Loss_D: 0.0512\n",
      "===> Epoch[2](400/562): D(x) 0.9531 Loss_D: 0.0548\n",
      "===> Epoch[2](401/562): D(x) 0.9493 Loss_D: 0.0587\n",
      "===> Epoch[2](402/562): D(x) 0.9593 Loss_D: 0.0525\n",
      "===> Epoch[2](403/562): D(x) 0.9687 Loss_D: 0.0375\n",
      "===> Epoch[2](404/562): D(x) 0.9830 Loss_D: 0.0248\n",
      "===> Epoch[2](405/562): D(x) 0.9855 Loss_D: 0.0201\n",
      "===> Epoch[2](406/562): D(x) 0.9675 Loss_D: 0.0375\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[2](407/562): D(x) 0.9757 Loss_D: 0.0371\n",
      "===> Epoch[2](408/562): D(x) 0.9774 Loss_D: 0.0322\n",
      "===> Epoch[2](409/562): D(x) 0.9674 Loss_D: 0.0399\n",
      "===> Epoch[2](410/562): D(x) 0.9856 Loss_D: 0.0214\n",
      "===> Epoch[2](411/562): D(x) 0.9662 Loss_D: 0.0418\n",
      "===> Epoch[2](412/562): D(x) 0.9362 Loss_D: 0.0682\n",
      "===> Epoch[2](413/562): D(x) 0.9594 Loss_D: 0.0489\n",
      "===> Epoch[2](414/562): D(x) 0.9800 Loss_D: 0.0293\n",
      "===> Epoch[2](415/562): D(x) 0.9669 Loss_D: 0.0386\n",
      "===> Epoch[2](416/562): D(x) 0.9483 Loss_D: 0.0598\n",
      "===> Epoch[2](417/562): D(x) 0.9646 Loss_D: 0.0452\n",
      "===> Epoch[2](418/562): D(x) 0.9882 Loss_D: 0.0196\n",
      "===> Epoch[2](419/562): D(x) 0.9863 Loss_D: 0.0214\n",
      "===> Epoch[2](420/562): D(x) 0.9218 Loss_D: 0.0841\n",
      "===> Epoch[2](421/562): D(x) 0.9798 Loss_D: 0.0250\n",
      "===> Epoch[2](422/562): D(x) 0.9635 Loss_D: 0.0420\n",
      "===> Epoch[2](423/562): D(x) 0.9647 Loss_D: 0.0456\n",
      "===> Epoch[2](424/562): D(x) 0.9602 Loss_D: 0.0470\n",
      "===> Epoch[2](425/562): D(x) 0.9768 Loss_D: 0.0280\n",
      "===> Epoch[2](426/562): D(x) 0.9782 Loss_D: 0.0286\n",
      "===> Epoch[2](427/562): D(x) 0.9836 Loss_D: 0.0237\n",
      "===> Epoch[2](428/562): D(x) 0.9731 Loss_D: 0.0330\n",
      "===> Epoch[2](429/562): D(x) 0.9844 Loss_D: 0.0213\n",
      "===> Epoch[2](430/562): D(x) 0.9535 Loss_D: 0.0564\n",
      "===> Epoch[2](431/562): D(x) 0.9713 Loss_D: 0.0382\n",
      "===> Epoch[2](432/562): D(x) 0.9523 Loss_D: 0.0524\n",
      "===> Epoch[2](433/562): D(x) 0.9615 Loss_D: 0.0454\n",
      "===> Epoch[2](434/562): D(x) 0.9827 Loss_D: 0.0219\n",
      "===> Epoch[2](435/562): D(x) 0.9721 Loss_D: 0.0336\n",
      "===> Epoch[2](436/562): D(x) 0.9838 Loss_D: 0.0209\n",
      "===> Epoch[2](437/562): D(x) 0.9742 Loss_D: 0.0329\n",
      "===> Epoch[2](438/562): D(x) 0.9818 Loss_D: 0.0277\n",
      "===> Epoch[2](439/562): D(x) 0.9734 Loss_D: 0.0362\n",
      "===> Epoch[2](440/562): D(x) 0.9689 Loss_D: 0.0394\n",
      "===> Epoch[2](441/562): D(x) 0.9757 Loss_D: 0.0310\n",
      "===> Epoch[2](442/562): D(x) 0.9849 Loss_D: 0.0355\n",
      "===> Epoch[2](443/562): D(x) 0.9821 Loss_D: 0.0335\n",
      "===> Epoch[2](444/562): D(x) 0.9837 Loss_D: 0.0246\n",
      "===> Epoch[2](445/562): D(x) 0.9533 Loss_D: 0.0610\n",
      "===> Epoch[2](446/562): D(x) 0.9694 Loss_D: 0.0353\n",
      "===> Epoch[2](447/562): D(x) 0.9879 Loss_D: 0.0208\n",
      "===> Epoch[2](448/562): D(x) 0.9608 Loss_D: 0.0464\n",
      "===> Epoch[2](449/562): D(x) 0.9717 Loss_D: 0.0342\n",
      "===> Epoch[2](450/562): D(x) 0.9754 Loss_D: 0.0293\n",
      "===> Epoch[2](451/562): D(x) 0.9745 Loss_D: 0.0312\n",
      "===> Epoch[2](452/562): D(x) 0.9699 Loss_D: 0.0376\n",
      "===> Epoch[2](453/562): D(x) 0.9791 Loss_D: 0.0277\n",
      "===> Epoch[2](454/562): D(x) 0.9769 Loss_D: 0.0294\n",
      "===> Epoch[2](455/562): D(x) 0.9843 Loss_D: 0.0253\n",
      "===> Epoch[2](456/562): D(x) 0.9920 Loss_D: 0.0160\n",
      "===> Epoch[2](457/562): D(x) 0.9736 Loss_D: 0.0336\n",
      "===> Epoch[2](458/562): D(x) 0.9456 Loss_D: 0.0620\n",
      "===> Epoch[2](459/562): D(x) 0.9792 Loss_D: 0.0273\n",
      "===> Epoch[2](460/562): D(x) 0.9851 Loss_D: 0.0193\n",
      "===> Epoch[2](461/562): D(x) 0.9824 Loss_D: 0.0230\n",
      "===> Epoch[2](462/562): D(x) 0.9835 Loss_D: 0.0215\n",
      "===> Epoch[2](463/562): D(x) 0.9557 Loss_D: 0.0493\n",
      "===> Epoch[2](464/562): D(x) 0.9723 Loss_D: 0.0350\n",
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      "===> Epoch[2](468/562): D(x) 0.9624 Loss_D: 0.0459\n",
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      "===> Epoch[2](471/562): D(x) 0.9805 Loss_D: 0.0267\n",
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      "===> Epoch[2](474/562): D(x) 0.9741 Loss_D: 0.0312\n",
      "===> Epoch[2](475/562): D(x) 0.9480 Loss_D: 0.0601\n",
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      "===> Epoch[2](499/562): D(x) 0.9601 Loss_D: 0.0446\n",
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      "===> Epoch[2](503/562): D(x) 0.9637 Loss_D: 0.0407\n",
      "===> Epoch[2](504/562): D(x) 0.9430 Loss_D: 0.0612\n",
      "===> Epoch[2](505/562): D(x) 0.9907 Loss_D: 0.0151\n",
      "===> Epoch[2](506/562): D(x) 0.9764 Loss_D: 0.0332\n",
      "===> Epoch[2](507/562): D(x) 0.9683 Loss_D: 0.0402\n",
      "===> Epoch[2](508/562): D(x) 0.9832 Loss_D: 0.0237\n",
      "===> Epoch[2](509/562): D(x) 0.9524 Loss_D: 0.0552\n",
      "===> Epoch[2](510/562): D(x) 0.9761 Loss_D: 0.0336\n",
      "===> Epoch[2](511/562): D(x) 0.9599 Loss_D: 0.0460\n",
      "===> Epoch[2](512/562): D(x) 0.9861 Loss_D: 0.0223\n",
      "===> Epoch[2](513/562): D(x) 0.9779 Loss_D: 0.0281\n",
      "===> Epoch[2](514/562): D(x) 0.9906 Loss_D: 0.0168\n",
      "===> Epoch[2](515/562): D(x) 0.9521 Loss_D: 0.0556\n",
      "===> Epoch[2](516/562): D(x) 0.9759 Loss_D: 0.0331\n",
      "===> Epoch[2](517/562): D(x) 0.9874 Loss_D: 0.0193\n",
      "===> Epoch[2](518/562): D(x) 0.9555 Loss_D: 0.0540\n",
      "===> Epoch[2](519/562): D(x) 0.9770 Loss_D: 0.0316\n",
      "===> Epoch[2](520/562): D(x) 0.9832 Loss_D: 0.0228\n",
      "===> Epoch[2](521/562): D(x) 0.9729 Loss_D: 0.0325\n",
      "===> Epoch[2](522/562): D(x) 0.9639 Loss_D: 0.0451\n",
      "===> Epoch[2](523/562): D(x) 0.9558 Loss_D: 0.0504\n",
      "===> Epoch[2](524/562): D(x) 0.9728 Loss_D: 0.0335\n",
      "===> Epoch[2](525/562): D(x) 0.9792 Loss_D: 0.0276\n",
      "===> Epoch[2](526/562): D(x) 0.9582 Loss_D: 0.0494\n",
      "===> Epoch[2](527/562): D(x) 0.9726 Loss_D: 0.0356\n",
      "===> Epoch[2](528/562): D(x) 0.9809 Loss_D: 0.0337\n",
      "===> Epoch[2](529/562): D(x) 0.9463 Loss_D: 0.0653\n",
      "===> Epoch[2](530/562): D(x) 0.9804 Loss_D: 0.0264\n",
      "===> Epoch[2](531/562): D(x) 0.9484 Loss_D: 0.0570\n",
      "===> Epoch[2](532/562): D(x) 0.9878 Loss_D: 0.0191\n",
      "===> Epoch[2](533/562): D(x) 0.9641 Loss_D: 0.0426\n",
      "===> Epoch[2](534/562): D(x) 0.9688 Loss_D: 0.0399\n",
      "===> Epoch[2](535/562): D(x) 0.9715 Loss_D: 0.0349\n",
      "===> Epoch[2](536/562): D(x) 0.9880 Loss_D: 0.0239\n",
      "===> Epoch[2](537/562): D(x) 0.9736 Loss_D: 0.0333\n",
      "===> Epoch[2](538/562): D(x) 0.9594 Loss_D: 0.0537\n",
      "===> Epoch[2](539/562): D(x) 0.9750 Loss_D: 0.0338\n",
      "===> Epoch[2](540/562): D(x) 0.9828 Loss_D: 0.0235\n",
      "===> Epoch[2](541/562): D(x) 0.9600 Loss_D: 0.0483\n",
      "===> Epoch[2](542/562): D(x) 0.9813 Loss_D: 0.0264\n",
      "===> Epoch[2](543/562): D(x) 0.9879 Loss_D: 0.0195\n",
      "===> Epoch[2](544/562): D(x) 0.9894 Loss_D: 0.0175\n",
      "===> Epoch[2](545/562): D(x) 0.9869 Loss_D: 0.0181\n",
      "===> Epoch[2](546/562): D(x) 0.9675 Loss_D: 0.0394\n",
      "===> Epoch[2](547/562): D(x) 0.9760 Loss_D: 0.0337\n",
      "===> Epoch[2](548/562): D(x) 0.9883 Loss_D: 0.0221\n",
      "===> Epoch[2](549/562): D(x) 0.9504 Loss_D: 0.0593\n",
      "===> Epoch[2](550/562): D(x) 0.9746 Loss_D: 0.0348\n",
      "===> Epoch[2](551/562): D(x) 0.9698 Loss_D: 0.0514\n",
      "===> Epoch[2](552/562): D(x) 0.9579 Loss_D: 0.0500\n",
      "===> Epoch[2](553/562): D(x) 0.9810 Loss_D: 0.0311\n",
      "===> Epoch[2](554/562): D(x) 0.9709 Loss_D: 0.0367\n",
      "===> Epoch[2](555/562): D(x) 0.9671 Loss_D: 0.0405\n",
      "===> Epoch[2](556/562): D(x) 0.9769 Loss_D: 0.0310\n",
      "===> Epoch[2](557/562): D(x) 0.9560 Loss_D: 0.0537\n",
      "===> Epoch[2](558/562): D(x) 0.9784 Loss_D: 0.0285\n",
      "===> Epoch[2](559/562): D(x) 0.9755 Loss_D: 0.0369\n",
      "===> Epoch[2](560/562): D(x) 0.9598 Loss_D: 0.0515\n",
      "===> Epoch[2](561/562): D(x) 0.9604 Loss_D: 0.0468\n",
      "===> Epoch[2](562/562): D(x) 0.9746 Loss_D: 0.0310\n",
      "[2/18] Loss_D: 0.0380 Loss_G: 0.2889 D(x): 0.9692 D(G(z)): 0.0072 PSNR 26.2046\n",
      "===> Epoch[3](1/562): D(x) 0.9782 Loss_D: 0.0312\n",
      "===> Epoch[3](2/562): D(x) 0.9923 Loss_D: 0.0155\n",
      "===> Epoch[3](3/562): D(x) 0.9819 Loss_D: 0.0279\n",
      "===> Epoch[3](4/562): D(x) 0.9780 Loss_D: 0.0320\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[3](5/562): D(x) 0.9821 Loss_D: 0.0274\n",
      "===> Epoch[3](6/562): D(x) 0.9883 Loss_D: 0.0181\n",
      "===> Epoch[3](7/562): D(x) 0.9887 Loss_D: 0.0220\n",
      "===> Epoch[3](8/562): D(x) 0.9524 Loss_D: 0.0528\n",
      "===> Epoch[3](9/562): D(x) 0.9598 Loss_D: 0.0555\n",
      "===> Epoch[3](10/562): D(x) 0.9814 Loss_D: 0.0292\n",
      "===> Epoch[3](11/562): D(x) 0.9709 Loss_D: 0.0362\n",
      "===> Epoch[3](12/562): D(x) 0.9586 Loss_D: 0.0515\n",
      "===> Epoch[3](13/562): D(x) 0.9744 Loss_D: 0.0334\n",
      "===> Epoch[3](14/562): D(x) 0.9919 Loss_D: 0.0166\n",
      "===> Epoch[3](15/562): D(x) 0.9742 Loss_D: 0.0333\n",
      "===> Epoch[3](16/562): D(x) 0.9791 Loss_D: 0.0304\n",
      "===> Epoch[3](17/562): D(x) 0.9814 Loss_D: 0.0317\n",
      "===> Epoch[3](18/562): D(x) 0.9836 Loss_D: 0.0412\n",
      "===> Epoch[3](19/562): D(x) 0.9719 Loss_D: 0.0479\n",
      "===> Epoch[3](20/562): D(x) 0.9424 Loss_D: 0.0754\n",
      "===> Epoch[3](21/562): D(x) 0.9767 Loss_D: 0.0427\n",
      "===> Epoch[3](22/562): D(x) 0.9752 Loss_D: 0.0672\n",
      "===> Epoch[3](23/562): D(x) 0.9307 Loss_D: 0.0958\n",
      "===> Epoch[3](24/562): D(x) 0.9876 Loss_D: 0.0577\n",
      "===> Epoch[3](25/562): D(x) 0.9688 Loss_D: 0.0735\n",
      "===> Epoch[3](26/562): D(x) 0.9844 Loss_D: 0.1183\n",
      "===> Epoch[3](27/562): D(x) 0.9515 Loss_D: 0.5766\n",
      "===> Epoch[3](28/562): D(x) 0.9330 Loss_D: 0.0833\n",
      "===> Epoch[3](29/562): D(x) 0.8346 Loss_D: 0.1704\n",
      "===> Epoch[3](30/562): D(x) 0.9266 Loss_D: 0.0768\n",
      "===> Epoch[3](31/562): D(x) 0.8646 Loss_D: 0.1431\n",
      "===> Epoch[3](32/562): D(x) 0.6913 Loss_D: 0.3115\n",
      "===> Epoch[3](33/562): D(x) 0.8417 Loss_D: 0.1606\n",
      "===> Epoch[3](34/562): D(x) 0.8144 Loss_D: 0.1884\n",
      "===> Epoch[3](35/562): D(x) 0.9565 Loss_D: 0.0472\n",
      "===> Epoch[3](36/562): D(x) 0.9380 Loss_D: 0.0644\n",
      "===> Epoch[3](37/562): D(x) 0.9322 Loss_D: 0.0708\n",
      "===> Epoch[3](38/562): D(x) 0.5812 Loss_D: 0.4225\n",
      "===> Epoch[3](39/562): D(x) 0.7887 Loss_D: 0.2140\n",
      "===> Epoch[3](40/562): D(x) 0.9098 Loss_D: 0.0932\n",
      "===> Epoch[3](41/562): D(x) 0.8138 Loss_D: 0.1889\n",
      "===> Epoch[3](42/562): D(x) 0.8084 Loss_D: 0.1953\n",
      "===> Epoch[3](43/562): D(x) 0.9101 Loss_D: 0.0936\n",
      "===> Epoch[3](44/562): D(x) 0.9194 Loss_D: 0.0846\n",
      "===> Epoch[3](45/562): D(x) 0.5801 Loss_D: 0.4224\n",
      "===> Epoch[3](46/562): D(x) 0.9506 Loss_D: 0.0549\n",
      "===> Epoch[3](47/562): D(x) 0.3637 Loss_D: 0.6387\n",
      "===> Epoch[3](48/562): D(x) 0.9711 Loss_D: 0.0330\n",
      "===> Epoch[3](49/562): D(x) 0.9665 Loss_D: 0.0393\n",
      "===> Epoch[3](50/562): D(x) 0.9665 Loss_D: 0.0367\n",
      "===> Epoch[3](51/562): D(x) 0.9600 Loss_D: 0.0451\n",
      "===> Epoch[3](52/562): D(x) 0.9714 Loss_D: 0.0356\n",
      "===> Epoch[3](53/562): D(x) 0.9761 Loss_D: 0.0274\n",
      "===> Epoch[3](54/562): D(x) 0.9631 Loss_D: 0.0409\n",
      "===> Epoch[3](55/562): D(x) 0.9689 Loss_D: 0.0339\n",
      "===> Epoch[3](56/562): D(x) 0.9331 Loss_D: 0.0716\n",
      "===> Epoch[3](57/562): D(x) 0.9681 Loss_D: 0.0375\n",
      "===> Epoch[3](58/562): D(x) 0.9829 Loss_D: 0.0206\n",
      "===> Epoch[3](59/562): D(x) 0.9247 Loss_D: 0.0789\n",
      "===> Epoch[3](60/562): D(x) 0.9858 Loss_D: 0.0215\n",
      "===> Epoch[3](61/562): D(x) 0.9719 Loss_D: 0.0323\n",
      "===> Epoch[3](62/562): D(x) 0.9674 Loss_D: 0.0378\n",
      "===> Epoch[3](63/562): D(x) 0.9813 Loss_D: 0.0252\n",
      "===> Epoch[3](64/562): D(x) 0.9239 Loss_D: 0.0812\n",
      "===> Epoch[3](65/562): D(x) 0.9545 Loss_D: 0.0490\n",
      "===> Epoch[3](66/562): D(x) 0.9878 Loss_D: 0.0204\n",
      "===> Epoch[3](67/562): D(x) 0.9703 Loss_D: 0.0343\n",
      "===> Epoch[3](68/562): D(x) 0.9773 Loss_D: 0.0276\n",
      "===> Epoch[3](69/562): D(x) 0.9593 Loss_D: 0.0459\n",
      "===> Epoch[3](70/562): D(x) 0.9801 Loss_D: 0.0263\n",
      "===> Epoch[3](71/562): D(x) 0.9058 Loss_D: 0.0978\n",
      "===> Epoch[3](72/562): D(x) 0.9765 Loss_D: 0.0284\n",
      "===> Epoch[3](73/562): D(x) 0.9753 Loss_D: 0.0299\n",
      "===> Epoch[3](74/562): D(x) 0.9569 Loss_D: 0.0462\n",
      "===> Epoch[3](75/562): D(x) 0.9753 Loss_D: 0.0297\n",
      "===> Epoch[3](76/562): D(x) 0.9627 Loss_D: 0.0417\n",
      "===> Epoch[3](77/562): D(x) 0.9384 Loss_D: 0.0657\n",
      "===> Epoch[3](78/562): D(x) 0.9386 Loss_D: 0.0658\n",
      "===> Epoch[3](79/562): D(x) 0.9672 Loss_D: 0.0378\n",
      "===> Epoch[3](80/562): D(x) 0.9823 Loss_D: 0.0220\n",
      "===> Epoch[3](81/562): D(x) 0.9711 Loss_D: 0.0328\n",
      "===> Epoch[3](82/562): D(x) 0.9029 Loss_D: 0.1015\n",
      "===> Epoch[3](83/562): D(x) 0.9307 Loss_D: 0.0747\n",
      "===> Epoch[3](84/562): D(x) 0.9835 Loss_D: 0.0216\n",
      "===> Epoch[3](85/562): D(x) 0.9847 Loss_D: 0.0199\n",
      "===> Epoch[3](86/562): D(x) 0.9530 Loss_D: 0.0510\n",
      "===> Epoch[3](87/562): D(x) 0.9708 Loss_D: 0.0339\n",
      "===> Epoch[3](88/562): D(x) 0.9833 Loss_D: 0.0209\n",
      "===> Epoch[3](89/562): D(x) 0.9791 Loss_D: 0.0281\n",
      "===> Epoch[3](90/562): D(x) 0.9455 Loss_D: 0.0591\n",
      "===> Epoch[3](91/562): D(x) 0.9510 Loss_D: 0.0530\n",
      "===> Epoch[3](92/562): D(x) 0.9660 Loss_D: 0.0383\n",
      "===> Epoch[3](93/562): D(x) 0.9253 Loss_D: 0.0788\n",
      "===> Epoch[3](94/562): D(x) 0.9439 Loss_D: 0.0607\n",
      "===> Epoch[3](95/562): D(x) 0.9384 Loss_D: 0.0655\n",
      "===> Epoch[3](96/562): D(x) 0.9574 Loss_D: 0.0461\n",
      "===> Epoch[3](97/562): D(x) 0.9753 Loss_D: 0.0288\n",
      "===> Epoch[3](98/562): D(x) 0.9167 Loss_D: 0.0875\n",
      "===> Epoch[3](99/562): D(x) 0.9657 Loss_D: 0.0417\n",
      "===> Epoch[3](100/562): D(x) 0.9274 Loss_D: 0.0767\n",
      "===> Epoch[3](101/562): D(x) 0.9903 Loss_D: 0.0132\n",
      "===> Epoch[3](102/562): D(x) 0.9553 Loss_D: 0.0500\n",
      "===> Epoch[3](103/562): D(x) 0.8613 Loss_D: 0.1421\n",
      "===> Epoch[3](104/562): D(x) 0.9832 Loss_D: 0.0209\n",
      "===> Epoch[3](105/562): D(x) 0.9007 Loss_D: 0.1039\n",
      "===> Epoch[3](106/562): D(x) 0.9436 Loss_D: 0.0601\n",
      "===> Epoch[3](107/562): D(x) 0.9355 Loss_D: 0.0693\n",
      "===> Epoch[3](108/562): D(x) 0.9792 Loss_D: 0.0243\n",
      "===> Epoch[3](109/562): D(x) 0.9506 Loss_D: 0.0547\n",
      "===> Epoch[3](110/562): D(x) 0.9760 Loss_D: 0.0297\n",
      "===> Epoch[3](111/562): D(x) 0.9421 Loss_D: 0.0622\n",
      "===> Epoch[3](112/562): D(x) 0.9816 Loss_D: 0.0222\n",
      "===> Epoch[3](113/562): D(x) 0.9702 Loss_D: 0.0381\n",
      "===> Epoch[3](114/562): D(x) 0.9656 Loss_D: 0.0379\n",
      "===> Epoch[3](115/562): D(x) 0.9878 Loss_D: 0.0162\n",
      "===> Epoch[3](116/562): D(x) 0.9251 Loss_D: 0.0790\n",
      "===> Epoch[3](117/562): D(x) 0.9628 Loss_D: 0.0413\n",
      "===> Epoch[3](118/562): D(x) 0.9851 Loss_D: 0.0180\n",
      "===> Epoch[3](119/562): D(x) 0.9793 Loss_D: 0.0246\n",
      "===> Epoch[3](120/562): D(x) 0.9401 Loss_D: 0.0647\n",
      "===> Epoch[3](121/562): D(x) 0.9748 Loss_D: 0.0302\n",
      "===> Epoch[3](122/562): D(x) 0.9408 Loss_D: 0.0645\n",
      "===> Epoch[3](123/562): D(x) 0.9671 Loss_D: 0.0395\n",
      "===> Epoch[3](124/562): D(x) 0.9657 Loss_D: 0.0385\n",
      "===> Epoch[3](125/562): D(x) 0.9766 Loss_D: 0.0288\n",
      "===> Epoch[3](126/562): D(x) 0.9750 Loss_D: 0.0319\n",
      "===> Epoch[3](127/562): D(x) 0.9585 Loss_D: 0.0454\n",
      "===> Epoch[3](128/562): D(x) 0.9668 Loss_D: 0.0382\n",
      "===> Epoch[3](129/562): D(x) 0.9873 Loss_D: 0.0187\n",
      "===> Epoch[3](130/562): D(x) 0.9791 Loss_D: 0.0261\n",
      "===> Epoch[3](131/562): D(x) 0.9469 Loss_D: 0.0572\n",
      "===> Epoch[3](132/562): D(x) 0.9231 Loss_D: 0.0815\n",
      "===> Epoch[3](133/562): D(x) 0.9702 Loss_D: 0.0367\n",
      "===> Epoch[3](134/562): D(x) 0.9550 Loss_D: 0.0499\n",
      "===> Epoch[3](135/562): D(x) 0.9475 Loss_D: 0.0566\n",
      "===> Epoch[3](136/562): D(x) 0.9166 Loss_D: 0.0870\n",
      "===> Epoch[3](137/562): D(x) 0.9752 Loss_D: 0.0291\n",
      "===> Epoch[3](138/562): D(x) 0.9713 Loss_D: 0.0327\n",
      "===> Epoch[3](139/562): D(x) 0.9842 Loss_D: 0.0216\n",
      "===> Epoch[3](140/562): D(x) 0.9436 Loss_D: 0.0619\n",
      "===> Epoch[3](141/562): D(x) 0.9208 Loss_D: 0.0845\n",
      "===> Epoch[3](142/562): D(x) 0.9823 Loss_D: 0.0220\n",
      "===> Epoch[3](143/562): D(x) 0.9796 Loss_D: 0.0254\n",
      "===> Epoch[3](144/562): D(x) 0.9305 Loss_D: 0.0742\n",
      "===> Epoch[3](145/562): D(x) 0.9709 Loss_D: 0.0338\n",
      "===> Epoch[3](146/562): D(x) 0.9622 Loss_D: 0.0416\n",
      "===> Epoch[3](147/562): D(x) 0.9751 Loss_D: 0.0289\n",
      "===> Epoch[3](148/562): D(x) 0.9669 Loss_D: 0.0374\n",
      "===> Epoch[3](149/562): D(x) 0.9051 Loss_D: 0.0985\n",
      "===> Epoch[3](150/562): D(x) 0.9823 Loss_D: 0.0225\n",
      "===> Epoch[3](151/562): D(x) 0.9655 Loss_D: 0.0394\n",
      "===> Epoch[3](152/562): D(x) 0.9831 Loss_D: 0.0207\n",
      "===> Epoch[3](153/562): D(x) 0.9498 Loss_D: 0.0568\n",
      "===> Epoch[3](154/562): D(x) 0.9764 Loss_D: 0.0288\n",
      "===> Epoch[3](155/562): D(x) 0.9760 Loss_D: 0.0281\n",
      "===> Epoch[3](156/562): D(x) 0.9810 Loss_D: 0.0252\n",
      "===> Epoch[3](157/562): D(x) 0.9879 Loss_D: 0.0174\n",
      "===> Epoch[3](158/562): D(x) 0.9149 Loss_D: 0.0893\n",
      "===> Epoch[3](159/562): D(x) 0.9438 Loss_D: 0.0591\n",
      "===> Epoch[3](160/562): D(x) 0.9780 Loss_D: 0.0269\n",
      "===> Epoch[3](161/562): D(x) 0.9739 Loss_D: 0.0312\n",
      "===> Epoch[3](162/562): D(x) 0.9919 Loss_D: 0.0127\n",
      "===> Epoch[3](163/562): D(x) 0.9790 Loss_D: 0.0253\n",
      "===> Epoch[3](164/562): D(x) 0.9769 Loss_D: 0.0288\n",
      "===> Epoch[3](165/562): D(x) 0.9517 Loss_D: 0.0520\n",
      "===> Epoch[3](166/562): D(x) 0.9386 Loss_D: 0.0647\n",
      "===> Epoch[3](167/562): D(x) 0.9514 Loss_D: 0.0537\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[3](168/562): D(x) 0.9724 Loss_D: 0.0329\n",
      "===> Epoch[3](169/562): D(x) 0.9658 Loss_D: 0.0382\n",
      "===> Epoch[3](170/562): D(x) 0.9864 Loss_D: 0.0186\n",
      "===> Epoch[3](171/562): D(x) 0.9632 Loss_D: 0.0419\n",
      "===> Epoch[3](172/562): D(x) 0.9782 Loss_D: 0.0256\n",
      "===> Epoch[3](173/562): D(x) 0.9798 Loss_D: 0.0287\n",
      "===> Epoch[3](174/562): D(x) 0.9570 Loss_D: 0.0491\n",
      "===> Epoch[3](175/562): D(x) 0.9853 Loss_D: 0.0187\n",
      "===> Epoch[3](176/562): D(x) 0.9535 Loss_D: 0.0501\n",
      "===> Epoch[3](177/562): D(x) 0.9359 Loss_D: 0.0676\n",
      "===> Epoch[3](178/562): D(x) 0.9380 Loss_D: 0.0663\n",
      "===> Epoch[3](179/562): D(x) 0.9849 Loss_D: 0.0193\n",
      "===> Epoch[3](180/562): D(x) 0.9803 Loss_D: 0.0255\n",
      "===> Epoch[3](181/562): D(x) 0.9662 Loss_D: 0.0391\n",
      "===> Epoch[3](182/562): D(x) 0.9837 Loss_D: 0.0225\n",
      "===> Epoch[3](183/562): D(x) 0.9610 Loss_D: 0.0434\n",
      "===> Epoch[3](184/562): D(x) 0.9739 Loss_D: 0.0328\n",
      "===> Epoch[3](185/562): D(x) 0.8765 Loss_D: 0.1265\n",
      "===> Epoch[3](186/562): D(x) 0.9860 Loss_D: 0.0177\n",
      "===> Epoch[3](187/562): D(x) 0.9529 Loss_D: 0.0550\n",
      "===> Epoch[3](188/562): D(x) 0.9693 Loss_D: 0.0349\n",
      "===> Epoch[3](189/562): D(x) 0.9893 Loss_D: 0.0149\n",
      "===> Epoch[3](190/562): D(x) 0.9508 Loss_D: 0.0541\n",
      "===> Epoch[3](191/562): D(x) 0.9786 Loss_D: 0.0264\n",
      "===> Epoch[3](192/562): D(x) 0.9624 Loss_D: 0.0414\n",
      "===> Epoch[3](193/562): D(x) 0.9712 Loss_D: 0.0351\n",
      "===> Epoch[3](194/562): D(x) 0.9807 Loss_D: 0.0234\n",
      "===> Epoch[3](195/562): D(x) 0.9394 Loss_D: 0.0655\n",
      "===> Epoch[3](196/562): D(x) 0.9800 Loss_D: 0.0240\n",
      "===> Epoch[3](197/562): D(x) 0.9427 Loss_D: 0.0606\n",
      "===> Epoch[3](198/562): D(x) 0.9823 Loss_D: 0.0229\n",
      "===> Epoch[3](199/562): D(x) 0.8808 Loss_D: 0.1229\n",
      "===> Epoch[3](200/562): D(x) 0.9642 Loss_D: 0.0399\n",
      "===> Epoch[3](201/562): D(x) 0.9756 Loss_D: 0.0285\n",
      "===> Epoch[3](202/562): D(x) 0.9641 Loss_D: 0.0395\n",
      "===> Epoch[3](203/562): D(x) 0.9458 Loss_D: 0.0595\n",
      "===> Epoch[3](204/562): D(x) 0.9506 Loss_D: 0.0530\n",
      "===> Epoch[3](205/562): D(x) 0.9211 Loss_D: 0.0822\n",
      "===> Epoch[3](206/562): D(x) 0.9701 Loss_D: 0.0335\n",
      "===> Epoch[3](207/562): D(x) 0.9754 Loss_D: 0.0275\n",
      "===> Epoch[3](208/562): D(x) 0.9438 Loss_D: 0.0606\n",
      "===> Epoch[3](209/562): D(x) 0.9818 Loss_D: 0.0224\n",
      "===> Epoch[3](210/562): D(x) 0.9276 Loss_D: 0.0762\n",
      "===> Epoch[3](211/562): D(x) 0.9720 Loss_D: 0.0323\n",
      "===> Epoch[3](212/562): D(x) 0.9777 Loss_D: 0.0267\n",
      "===> Epoch[3](213/562): D(x) 0.9712 Loss_D: 0.0336\n",
      "===> Epoch[3](214/562): D(x) 0.9834 Loss_D: 0.0201\n",
      "===> Epoch[3](215/562): D(x) 0.9707 Loss_D: 0.0338\n",
      "===> Epoch[3](216/562): D(x) 0.9694 Loss_D: 0.0365\n",
      "===> Epoch[3](217/562): D(x) 0.9431 Loss_D: 0.0634\n",
      "===> Epoch[3](218/562): D(x) 0.9651 Loss_D: 0.0387\n",
      "===> Epoch[3](219/562): D(x) 0.9442 Loss_D: 0.0599\n",
      "===> Epoch[3](220/562): D(x) 0.9665 Loss_D: 0.0374\n",
      "===> Epoch[3](221/562): D(x) 0.9891 Loss_D: 0.0189\n",
      "===> Epoch[3](222/562): D(x) 0.9584 Loss_D: 0.0463\n",
      "===> Epoch[3](223/562): D(x) 0.9192 Loss_D: 0.0844\n",
      "===> Epoch[3](224/562): D(x) 0.9532 Loss_D: 0.0517\n",
      "===> Epoch[3](225/562): D(x) 0.9442 Loss_D: 0.0606\n",
      "===> Epoch[3](226/562): D(x) 0.9534 Loss_D: 0.0509\n",
      "===> Epoch[3](227/562): D(x) 0.9822 Loss_D: 0.0220\n",
      "===> Epoch[3](228/562): D(x) 0.9567 Loss_D: 0.0480\n",
      "===> Epoch[3](229/562): D(x) 0.9543 Loss_D: 0.0508\n",
      "===> Epoch[3](230/562): D(x) 0.9613 Loss_D: 0.0414\n",
      "===> Epoch[3](231/562): D(x) 0.9242 Loss_D: 0.0799\n",
      "===> Epoch[3](232/562): D(x) 0.9673 Loss_D: 0.0372\n",
      "===> Epoch[3](233/562): D(x) 0.9819 Loss_D: 0.0219\n",
      "===> Epoch[3](234/562): D(x) 0.8893 Loss_D: 0.1138\n",
      "===> Epoch[3](235/562): D(x) 0.9801 Loss_D: 0.0241\n",
      "===> Epoch[3](236/562): D(x) 0.9603 Loss_D: 0.0438\n",
      "===> Epoch[3](237/562): D(x) 0.9418 Loss_D: 0.0629\n",
      "===> Epoch[3](238/562): D(x) 0.9712 Loss_D: 0.0343\n",
      "===> Epoch[3](239/562): D(x) 0.9629 Loss_D: 0.0417\n",
      "===> Epoch[3](240/562): D(x) 0.9922 Loss_D: 0.0117\n",
      "===> Epoch[3](241/562): D(x) 0.9628 Loss_D: 0.0421\n",
      "===> Epoch[3](242/562): D(x) 0.9153 Loss_D: 0.0893\n",
      "===> Epoch[3](243/562): D(x) 0.9431 Loss_D: 0.0604\n",
      "===> Epoch[3](244/562): D(x) 0.9881 Loss_D: 0.0164\n",
      "===> Epoch[3](245/562): D(x) 0.9426 Loss_D: 0.0618\n",
      "===> Epoch[3](246/562): D(x) 0.9795 Loss_D: 0.0251\n",
      "===> Epoch[3](247/562): D(x) 0.9640 Loss_D: 0.0419\n",
      "===> Epoch[3](248/562): D(x) 0.9612 Loss_D: 0.0421\n",
      "===> Epoch[3](249/562): D(x) 0.9733 Loss_D: 0.0318\n",
      "===> Epoch[3](250/562): D(x) 0.9623 Loss_D: 0.0422\n",
      "===> Epoch[3](251/562): D(x) 0.9723 Loss_D: 0.0307\n",
      "===> Epoch[3](252/562): D(x) 0.9487 Loss_D: 0.0565\n",
      "===> Epoch[3](253/562): D(x) 0.9617 Loss_D: 0.0431\n",
      "===> Epoch[3](254/562): D(x) 0.9817 Loss_D: 0.0254\n",
      "===> Epoch[3](255/562): D(x) 0.9533 Loss_D: 0.0553\n",
      "===> Epoch[3](256/562): D(x) 0.9458 Loss_D: 0.0573\n",
      "===> Epoch[3](257/562): D(x) 0.9840 Loss_D: 0.0216\n",
      "===> Epoch[3](258/562): D(x) 0.9780 Loss_D: 0.0319\n",
      "===> Epoch[3](259/562): D(x) 0.9604 Loss_D: 0.0443\n",
      "===> Epoch[3](260/562): D(x) 0.9211 Loss_D: 0.0833\n",
      "===> Epoch[3](261/562): D(x) 0.9793 Loss_D: 0.0249\n",
      "===> Epoch[3](262/562): D(x) 0.9805 Loss_D: 0.0238\n",
      "===> Epoch[3](263/562): D(x) 0.9639 Loss_D: 0.0393\n",
      "===> Epoch[3](264/562): D(x) 0.9522 Loss_D: 0.0512\n",
      "===> Epoch[3](265/562): D(x) 0.9806 Loss_D: 0.0234\n",
      "===> Epoch[3](266/562): D(x) 0.9602 Loss_D: 0.0429\n",
      "===> Epoch[3](267/562): D(x) 0.9419 Loss_D: 0.0618\n",
      "===> Epoch[3](268/562): D(x) 0.9297 Loss_D: 0.0739\n",
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      "===> Epoch[3](271/562): D(x) 0.9817 Loss_D: 0.0225\n",
      "===> Epoch[3](272/562): D(x) 0.9669 Loss_D: 0.0366\n",
      "===> Epoch[3](273/562): D(x) 0.9765 Loss_D: 0.0286\n",
      "===> Epoch[3](274/562): D(x) 0.9422 Loss_D: 0.0661\n",
      "===> Epoch[3](275/562): D(x) 0.9853 Loss_D: 0.0191\n",
      "===> Epoch[3](276/562): D(x) 0.9517 Loss_D: 0.0526\n",
      "===> Epoch[3](277/562): D(x) 0.9611 Loss_D: 0.0438\n",
      "===> Epoch[3](278/562): D(x) 0.9765 Loss_D: 0.0289\n",
      "===> Epoch[3](279/562): D(x) 0.9832 Loss_D: 0.0211\n",
      "===> Epoch[3](280/562): D(x) 0.9695 Loss_D: 0.0345\n",
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      "===> Epoch[3](284/562): D(x) 0.9762 Loss_D: 0.0285\n",
      "===> Epoch[3](285/562): D(x) 0.9704 Loss_D: 0.0346\n",
      "===> Epoch[3](286/562): D(x) 0.9662 Loss_D: 0.0375\n",
      "===> Epoch[3](287/562): D(x) 0.9862 Loss_D: 0.0189\n",
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      "===> Epoch[3](289/562): D(x) 0.9899 Loss_D: 0.0166\n",
      "===> Epoch[3](290/562): D(x) 0.9272 Loss_D: 0.0769\n",
      "===> Epoch[3](291/562): D(x) 0.9569 Loss_D: 0.0487\n",
      "===> Epoch[3](292/562): D(x) 0.9807 Loss_D: 0.0236\n",
      "===> Epoch[3](293/562): D(x) 0.9836 Loss_D: 0.0196\n",
      "===> Epoch[3](294/562): D(x) 0.9825 Loss_D: 0.0225\n",
      "===> Epoch[3](295/562): D(x) 0.9862 Loss_D: 0.0179\n",
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      "===> Epoch[3](297/562): D(x) 0.9816 Loss_D: 0.0251\n",
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      "===> Epoch[3](299/562): D(x) 0.9782 Loss_D: 0.0252\n",
      "===> Epoch[3](300/562): D(x) 0.9554 Loss_D: 0.0485\n",
      "===> Epoch[3](301/562): D(x) 0.9776 Loss_D: 0.0265\n",
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      "===> Epoch[3](303/562): D(x) 0.9854 Loss_D: 0.0186\n",
      "===> Epoch[3](304/562): D(x) 0.9331 Loss_D: 0.0714\n",
      "===> Epoch[3](305/562): D(x) 0.9636 Loss_D: 0.0403\n",
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      "===> Epoch[3](309/562): D(x) 0.9736 Loss_D: 0.0314\n",
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      "===> Epoch[3](311/562): D(x) 0.9122 Loss_D: 0.0915\n",
      "===> Epoch[3](312/562): D(x) 0.9448 Loss_D: 0.0603\n",
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      "===> Epoch[3](321/562): D(x) 0.9762 Loss_D: 0.0319\n",
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      "===> Epoch[3](328/562): D(x) 0.9720 Loss_D: 0.0318\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[3](329/562): D(x) 0.9357 Loss_D: 0.0695\n",
      "===> Epoch[3](330/562): D(x) 0.9901 Loss_D: 0.0152\n",
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      "===> Epoch[3](413/562): D(x) 0.8728 Loss_D: 0.1319\n",
      "===> Epoch[3](414/562): D(x) 0.9910 Loss_D: 0.0143\n",
      "===> Epoch[3](415/562): D(x) 0.9131 Loss_D: 0.0915\n",
      "===> Epoch[3](416/562): D(x) 0.9811 Loss_D: 0.0238\n",
      "===> Epoch[3](417/562): D(x) 0.9838 Loss_D: 0.0207\n",
      "===> Epoch[3](418/562): D(x) 0.9254 Loss_D: 0.0787\n",
      "===> Epoch[3](419/562): D(x) 0.9646 Loss_D: 0.0392\n",
      "===> Epoch[3](420/562): D(x) 0.9218 Loss_D: 0.0824\n",
      "===> Epoch[3](421/562): D(x) 0.9573 Loss_D: 0.0516\n",
      "===> Epoch[3](422/562): D(x) 0.9739 Loss_D: 0.0300\n",
      "===> Epoch[3](423/562): D(x) 0.9787 Loss_D: 0.0271\n",
      "===> Epoch[3](424/562): D(x) 0.9466 Loss_D: 0.0595\n",
      "===> Epoch[3](425/562): D(x) 0.9718 Loss_D: 0.0333\n",
      "===> Epoch[3](426/562): D(x) 0.9259 Loss_D: 0.0783\n",
      "===> Epoch[3](427/562): D(x) 0.9659 Loss_D: 0.0377\n",
      "===> Epoch[3](428/562): D(x) 0.9848 Loss_D: 0.0200\n",
      "===> Epoch[3](429/562): D(x) 0.9678 Loss_D: 0.0357\n",
      "===> Epoch[3](430/562): D(x) 0.9059 Loss_D: 0.0978\n",
      "===> Epoch[3](431/562): D(x) 0.9729 Loss_D: 0.0322\n",
      "===> Epoch[3](432/562): D(x) 0.9605 Loss_D: 0.0450\n",
      "===> Epoch[3](433/562): D(x) 0.9662 Loss_D: 0.0375\n",
      "===> Epoch[3](434/562): D(x) 0.9841 Loss_D: 0.0224\n",
      "===> Epoch[3](435/562): D(x) 0.9785 Loss_D: 0.0262\n",
      "===> Epoch[3](436/562): D(x) 0.9884 Loss_D: 0.0166\n",
      "===> Epoch[3](437/562): D(x) 0.9755 Loss_D: 0.0325\n",
      "===> Epoch[3](438/562): D(x) 0.9650 Loss_D: 0.0387\n",
      "===> Epoch[3](439/562): D(x) 0.9580 Loss_D: 0.0463\n",
      "===> Epoch[3](440/562): D(x) 0.9838 Loss_D: 0.0191\n",
      "===> Epoch[3](441/562): D(x) 0.9615 Loss_D: 0.0445\n",
      "===> Epoch[3](442/562): D(x) 0.9557 Loss_D: 0.0484\n",
      "===> Epoch[3](443/562): D(x) 0.9573 Loss_D: 0.0474\n",
      "===> Epoch[3](444/562): D(x) 0.9566 Loss_D: 0.0480\n",
      "===> Epoch[3](445/562): D(x) 0.9704 Loss_D: 0.0354\n",
      "===> Epoch[3](446/562): D(x) 0.9839 Loss_D: 0.0212\n",
      "===> Epoch[3](447/562): D(x) 0.9846 Loss_D: 0.0195\n",
      "===> Epoch[3](448/562): D(x) 0.9070 Loss_D: 0.1009\n",
      "===> Epoch[3](449/562): D(x) 0.9196 Loss_D: 0.0840\n",
      "===> Epoch[3](450/562): D(x) 0.9676 Loss_D: 0.0365\n",
      "===> Epoch[3](451/562): D(x) 0.9576 Loss_D: 0.0473\n",
      "===> Epoch[3](452/562): D(x) 0.9869 Loss_D: 0.0202\n",
      "===> Epoch[3](453/562): D(x) 0.9797 Loss_D: 0.0259\n",
      "===> Epoch[3](454/562): D(x) 0.9716 Loss_D: 0.0324\n",
      "===> Epoch[3](455/562): D(x) 0.9676 Loss_D: 0.0377\n",
      "===> Epoch[3](456/562): D(x) 0.9768 Loss_D: 0.0313\n",
      "===> Epoch[3](457/562): D(x) 0.9536 Loss_D: 0.0500\n",
      "===> Epoch[3](458/562): D(x) 0.9748 Loss_D: 0.0294\n",
      "===> Epoch[3](459/562): D(x) 0.9717 Loss_D: 0.0323\n",
      "===> Epoch[3](460/562): D(x) 0.9628 Loss_D: 0.0424\n",
      "===> Epoch[3](461/562): D(x) 0.8537 Loss_D: 0.1501\n",
      "===> Epoch[3](462/562): D(x) 0.9551 Loss_D: 0.0493\n",
      "===> Epoch[3](463/562): D(x) 0.9370 Loss_D: 0.0677\n",
      "===> Epoch[3](464/562): D(x) 0.9829 Loss_D: 0.0215\n",
      "===> Epoch[3](465/562): D(x) 0.9805 Loss_D: 0.0228\n",
      "===> Epoch[3](466/562): D(x) 0.9871 Loss_D: 0.0175\n",
      "===> Epoch[3](467/562): D(x) 0.9214 Loss_D: 0.0830\n",
      "===> Epoch[3](468/562): D(x) 0.9700 Loss_D: 0.0347\n",
      "===> Epoch[3](469/562): D(x) 0.9777 Loss_D: 0.0273\n",
      "===> Epoch[3](470/562): D(x) 0.9835 Loss_D: 0.0202\n",
      "===> Epoch[3](471/562): D(x) 0.9692 Loss_D: 0.0365\n",
      "===> Epoch[3](472/562): D(x) 0.9643 Loss_D: 0.0394\n",
      "===> Epoch[3](473/562): D(x) 0.9788 Loss_D: 0.0251\n",
      "===> Epoch[3](474/562): D(x) 0.9733 Loss_D: 0.0335\n",
      "===> Epoch[3](475/562): D(x) 0.9782 Loss_D: 0.0284\n",
      "===> Epoch[3](476/562): D(x) 0.9871 Loss_D: 0.0184\n",
      "===> Epoch[3](477/562): D(x) 0.9836 Loss_D: 0.0215\n",
      "===> Epoch[3](478/562): D(x) 0.9821 Loss_D: 0.0215\n",
      "===> Epoch[3](479/562): D(x) 0.9836 Loss_D: 0.0226\n",
      "===> Epoch[3](480/562): D(x) 0.9574 Loss_D: 0.0467\n",
      "===> Epoch[3](481/562): D(x) 0.9637 Loss_D: 0.0404\n",
      "===> Epoch[3](482/562): D(x) 0.9712 Loss_D: 0.0321\n",
      "===> Epoch[3](483/562): D(x) 0.9123 Loss_D: 0.0921\n",
      "===> Epoch[3](484/562): D(x) 0.9383 Loss_D: 0.0664\n",
      "===> Epoch[3](485/562): D(x) 0.9399 Loss_D: 0.0642\n",
      "===> Epoch[3](486/562): D(x) 0.9774 Loss_D: 0.0265\n",
      "===> Epoch[3](487/562): D(x) 0.9407 Loss_D: 0.0642\n",
      "===> Epoch[3](488/562): D(x) 0.9681 Loss_D: 0.0383\n",
      "===> Epoch[3](489/562): D(x) 0.9378 Loss_D: 0.0662\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[3](490/562): D(x) 0.9467 Loss_D: 0.0566\n",
      "===> Epoch[3](491/562): D(x) 0.9610 Loss_D: 0.0457\n",
      "===> Epoch[3](492/562): D(x) 0.9825 Loss_D: 0.0220\n",
      "===> Epoch[3](493/562): D(x) 0.9598 Loss_D: 0.0441\n",
      "===> Epoch[3](494/562): D(x) 0.9570 Loss_D: 0.0504\n",
      "===> Epoch[3](495/562): D(x) 0.9662 Loss_D: 0.0387\n",
      "===> Epoch[3](496/562): D(x) 0.9458 Loss_D: 0.0588\n",
      "===> Epoch[3](497/562): D(x) 0.9696 Loss_D: 0.0354\n",
      "===> Epoch[3](498/562): D(x) 0.9566 Loss_D: 0.0483\n",
      "===> Epoch[3](499/562): D(x) 0.9805 Loss_D: 0.0233\n",
      "===> Epoch[3](500/562): D(x) 0.9819 Loss_D: 0.0246\n",
      "===> Epoch[3](501/562): D(x) 0.9506 Loss_D: 0.0537\n",
      "===> Epoch[3](502/562): D(x) 0.9703 Loss_D: 0.0335\n",
      "===> Epoch[3](503/562): D(x) 0.9792 Loss_D: 0.0250\n",
      "===> Epoch[3](504/562): D(x) 0.9701 Loss_D: 0.0342\n",
      "===> Epoch[3](505/562): D(x) 0.9075 Loss_D: 0.0964\n",
      "===> Epoch[3](506/562): D(x) 0.9625 Loss_D: 0.0439\n",
      "===> Epoch[3](507/562): D(x) 0.9791 Loss_D: 0.0257\n",
      "===> Epoch[3](508/562): D(x) 0.9573 Loss_D: 0.0463\n",
      "===> Epoch[3](509/562): D(x) 0.9835 Loss_D: 0.0243\n",
      "===> Epoch[3](510/562): D(x) 0.9635 Loss_D: 0.0409\n",
      "===> Epoch[3](511/562): D(x) 0.9463 Loss_D: 0.0577\n",
      "===> Epoch[3](512/562): D(x) 0.9800 Loss_D: 0.0236\n",
      "===> Epoch[3](513/562): D(x) 0.9858 Loss_D: 0.0182\n",
      "===> Epoch[3](514/562): D(x) 0.9848 Loss_D: 0.0203\n",
      "===> Epoch[3](515/562): D(x) 0.9810 Loss_D: 0.0228\n",
      "===> Epoch[3](516/562): D(x) 0.9691 Loss_D: 0.0347\n",
      "===> Epoch[3](517/562): D(x) 0.9470 Loss_D: 0.0572\n",
      "===> Epoch[3](518/562): D(x) 0.9806 Loss_D: 0.0233\n",
      "===> Epoch[3](519/562): D(x) 0.9624 Loss_D: 0.0448\n",
      "===> Epoch[3](520/562): D(x) 0.9906 Loss_D: 0.0142\n",
      "===> Epoch[3](521/562): D(x) 0.9706 Loss_D: 0.0341\n",
      "===> Epoch[3](522/562): D(x) 0.9783 Loss_D: 0.0276\n",
      "===> Epoch[3](523/562): D(x) 0.9249 Loss_D: 0.0795\n",
      "===> Epoch[3](524/562): D(x) 0.9746 Loss_D: 0.0295\n",
      "===> Epoch[3](525/562): D(x) 0.9624 Loss_D: 0.0406\n",
      "===> Epoch[3](526/562): D(x) 0.9698 Loss_D: 0.0339\n",
      "===> Epoch[3](527/562): D(x) 0.9802 Loss_D: 0.0245\n",
      "===> Epoch[3](528/562): D(x) 0.9571 Loss_D: 0.0465\n",
      "===> Epoch[3](529/562): D(x) 0.9596 Loss_D: 0.0441\n",
      "===> Epoch[3](530/562): D(x) 0.9624 Loss_D: 0.0409\n",
      "===> Epoch[3](531/562): D(x) 0.9651 Loss_D: 0.0408\n",
      "===> Epoch[3](532/562): D(x) 0.9607 Loss_D: 0.0430\n",
      "===> Epoch[3](533/562): D(x) 0.9867 Loss_D: 0.0165\n",
      "===> Epoch[3](534/562): D(x) 0.9310 Loss_D: 0.0726\n",
      "===> Epoch[3](535/562): D(x) 0.9832 Loss_D: 0.0215\n",
      "===> Epoch[3](536/562): D(x) 0.9730 Loss_D: 0.0323\n",
      "===> Epoch[3](537/562): D(x) 0.9638 Loss_D: 0.0419\n",
      "===> Epoch[3](538/562): D(x) 0.9656 Loss_D: 0.0388\n",
      "===> Epoch[3](539/562): D(x) 0.9390 Loss_D: 0.0648\n",
      "===> Epoch[3](540/562): D(x) 0.9546 Loss_D: 0.0506\n",
      "===> Epoch[3](541/562): D(x) 0.9639 Loss_D: 0.0404\n",
      "===> Epoch[3](542/562): D(x) 0.9715 Loss_D: 0.0334\n",
      "===> Epoch[3](543/562): D(x) 0.9773 Loss_D: 0.0273\n",
      "===> Epoch[3](544/562): D(x) 0.9679 Loss_D: 0.0385\n",
      "===> Epoch[3](545/562): D(x) 0.9676 Loss_D: 0.0362\n",
      "===> Epoch[3](546/562): D(x) 0.9881 Loss_D: 0.0150\n",
      "===> Epoch[3](547/562): D(x) 0.9499 Loss_D: 0.0541\n",
      "===> Epoch[3](548/562): D(x) 0.9297 Loss_D: 0.0740\n",
      "===> Epoch[3](549/562): D(x) 0.9720 Loss_D: 0.0326\n",
      "===> Epoch[3](550/562): D(x) 0.9564 Loss_D: 0.0476\n",
      "===> Epoch[3](551/562): D(x) 0.9721 Loss_D: 0.0321\n",
      "===> Epoch[3](552/562): D(x) 0.9574 Loss_D: 0.0470\n",
      "===> Epoch[3](553/562): D(x) 0.9802 Loss_D: 0.0375\n",
      "===> Epoch[3](554/562): D(x) 0.9803 Loss_D: 0.0270\n",
      "===> Epoch[3](555/562): D(x) 0.9500 Loss_D: 0.0546\n",
      "===> Epoch[3](556/562): D(x) 0.9327 Loss_D: 0.0710\n",
      "===> Epoch[3](557/562): D(x) 0.9217 Loss_D: 0.0824\n",
      "===> Epoch[3](558/562): D(x) 0.8969 Loss_D: 0.1073\n",
      "===> Epoch[3](559/562): D(x) 0.9839 Loss_D: 0.0200\n",
      "===> Epoch[3](560/562): D(x) 0.9691 Loss_D: 0.0339\n",
      "===> Epoch[3](561/562): D(x) 0.9841 Loss_D: 0.0207\n",
      "===> Epoch[3](562/562): D(x) 0.9699 Loss_D: 0.0358\n",
      "[3/18] Loss_D: 0.0494 Loss_G: 0.2864 D(x): 0.9569 D(G(z)): 0.0054 PSNR 26.6865\n",
      "===> Epoch[4](1/562): D(x) 0.9763 Loss_D: 0.0271\n",
      "===> Epoch[4](2/562): D(x) 0.9827 Loss_D: 0.0257\n",
      "===> Epoch[4](3/562): D(x) 0.9559 Loss_D: 0.0493\n",
      "===> Epoch[4](4/562): D(x) 0.9737 Loss_D: 0.0322\n",
      "===> Epoch[4](5/562): D(x) 0.9776 Loss_D: 0.0265\n",
      "===> Epoch[4](6/562): D(x) 0.9875 Loss_D: 0.0172\n",
      "===> Epoch[4](7/562): D(x) 0.9835 Loss_D: 0.0207\n",
      "===> Epoch[4](8/562): D(x) 0.9607 Loss_D: 0.0448\n",
      "===> Epoch[4](9/562): D(x) 0.9743 Loss_D: 0.0309\n",
      "===> Epoch[4](10/562): D(x) 0.9495 Loss_D: 0.0548\n",
      "===> Epoch[4](11/562): D(x) 0.9827 Loss_D: 0.0231\n",
      "===> Epoch[4](12/562): D(x) 0.9360 Loss_D: 0.0691\n",
      "===> Epoch[4](13/562): D(x) 0.9394 Loss_D: 0.0635\n",
      "===> Epoch[4](14/562): D(x) 0.9874 Loss_D: 0.0186\n",
      "===> Epoch[4](15/562): D(x) 0.9453 Loss_D: 0.0603\n",
      "===> Epoch[4](16/562): D(x) 0.9736 Loss_D: 0.0298\n",
      "===> Epoch[4](17/562): D(x) 0.9617 Loss_D: 0.0423\n",
      "===> Epoch[4](18/562): D(x) 0.9656 Loss_D: 0.0373\n",
      "===> Epoch[4](19/562): D(x) 0.9632 Loss_D: 0.0416\n",
      "===> Epoch[4](20/562): D(x) 0.9903 Loss_D: 0.0131\n",
      "===> Epoch[4](21/562): D(x) 0.9754 Loss_D: 0.0288\n",
      "===> Epoch[4](22/562): D(x) 0.9722 Loss_D: 0.0326\n",
      "===> Epoch[4](23/562): D(x) 0.9639 Loss_D: 0.0388\n",
      "===> Epoch[4](24/562): D(x) 0.9872 Loss_D: 0.0175\n",
      "===> Epoch[4](25/562): D(x) 0.9866 Loss_D: 0.0178\n",
      "===> Epoch[4](26/562): D(x) 0.9560 Loss_D: 0.0489\n",
      "===> Epoch[4](27/562): D(x) 0.9765 Loss_D: 0.0276\n",
      "===> Epoch[4](28/562): D(x) 0.9682 Loss_D: 0.0369\n",
      "===> Epoch[4](29/562): D(x) 0.9890 Loss_D: 0.0161\n",
      "===> Epoch[4](30/562): D(x) 0.9870 Loss_D: 0.0213\n",
      "===> Epoch[4](31/562): D(x) 0.9526 Loss_D: 0.0507\n",
      "===> Epoch[4](32/562): D(x) 0.9677 Loss_D: 0.0359\n",
      "===> Epoch[4](33/562): D(x) 0.9850 Loss_D: 0.0198\n",
      "===> Epoch[4](34/562): D(x) 0.9722 Loss_D: 0.0335\n",
      "===> Epoch[4](35/562): D(x) 0.9882 Loss_D: 0.0198\n",
      "===> Epoch[4](36/562): D(x) 0.9495 Loss_D: 0.0536\n",
      "===> Epoch[4](37/562): D(x) 0.9462 Loss_D: 0.0580\n",
      "===> Epoch[4](38/562): D(x) 0.9266 Loss_D: 0.0772\n",
      "===> Epoch[4](39/562): D(x) 0.9755 Loss_D: 0.0290\n",
      "===> Epoch[4](40/562): D(x) 0.9300 Loss_D: 0.0764\n",
      "===> Epoch[4](41/562): D(x) 0.9705 Loss_D: 0.0332\n",
      "===> Epoch[4](42/562): D(x) 0.9793 Loss_D: 0.0253\n",
      "===> Epoch[4](43/562): D(x) 0.9581 Loss_D: 0.0455\n",
      "===> Epoch[4](44/562): D(x) 0.9820 Loss_D: 0.0221\n",
      "===> Epoch[4](45/562): D(x) 0.9466 Loss_D: 0.0576\n",
      "===> Epoch[4](46/562): D(x) 0.9805 Loss_D: 0.0233\n",
      "===> Epoch[4](47/562): D(x) 0.9584 Loss_D: 0.0451\n",
      "===> Epoch[4](48/562): D(x) 0.9601 Loss_D: 0.0443\n",
      "===> Epoch[4](49/562): D(x) 0.9677 Loss_D: 0.0363\n",
      "===> Epoch[4](50/562): D(x) 0.9691 Loss_D: 0.0350\n",
      "===> Epoch[4](51/562): D(x) 0.9328 Loss_D: 0.0722\n",
      "===> Epoch[4](52/562): D(x) 0.9742 Loss_D: 0.0303\n",
      "===> Epoch[4](53/562): D(x) 0.9798 Loss_D: 0.0270\n",
      "===> Epoch[4](54/562): D(x) 0.9629 Loss_D: 0.0417\n",
      "===> Epoch[4](55/562): D(x) 0.9695 Loss_D: 0.0370\n",
      "===> Epoch[4](56/562): D(x) 0.9845 Loss_D: 0.0190\n",
      "===> Epoch[4](57/562): D(x) 0.9606 Loss_D: 0.0442\n",
      "===> Epoch[4](58/562): D(x) 0.9696 Loss_D: 0.0343\n",
      "===> Epoch[4](59/562): D(x) 0.9670 Loss_D: 0.0376\n",
      "===> Epoch[4](60/562): D(x) 0.9817 Loss_D: 0.0226\n",
      "===> Epoch[4](61/562): D(x) 0.9525 Loss_D: 0.0509\n",
      "===> Epoch[4](62/562): D(x) 0.9846 Loss_D: 0.0195\n",
      "===> Epoch[4](63/562): D(x) 0.9552 Loss_D: 0.0496\n",
      "===> Epoch[4](64/562): D(x) 0.9587 Loss_D: 0.0455\n",
      "===> Epoch[4](65/562): D(x) 0.9760 Loss_D: 0.0282\n",
      "===> Epoch[4](66/562): D(x) 0.9602 Loss_D: 0.0438\n",
      "===> Epoch[4](67/562): D(x) 0.9793 Loss_D: 0.0252\n",
      "===> Epoch[4](68/562): D(x) 0.9589 Loss_D: 0.0460\n",
      "===> Epoch[4](69/562): D(x) 0.9513 Loss_D: 0.0540\n",
      "===> Epoch[4](70/562): D(x) 0.9030 Loss_D: 0.1012\n",
      "===> Epoch[4](71/562): D(x) 0.9207 Loss_D: 0.0822\n",
      "===> Epoch[4](72/562): D(x) 0.9651 Loss_D: 0.0416\n",
      "===> Epoch[4](73/562): D(x) 0.9862 Loss_D: 0.0180\n",
      "===> Epoch[4](74/562): D(x) 0.9869 Loss_D: 0.0167\n",
      "===> Epoch[4](75/562): D(x) 0.9488 Loss_D: 0.0545\n",
      "===> Epoch[4](76/562): D(x) 0.9686 Loss_D: 0.0365\n",
      "===> Epoch[4](77/562): D(x) 0.9738 Loss_D: 0.0301\n",
      "===> Epoch[4](78/562): D(x) 0.9704 Loss_D: 0.0361\n",
      "===> Epoch[4](79/562): D(x) 0.9593 Loss_D: 0.0476\n",
      "===> Epoch[4](80/562): D(x) 0.9656 Loss_D: 0.0383\n",
      "===> Epoch[4](81/562): D(x) 0.9496 Loss_D: 0.0533\n",
      "===> Epoch[4](82/562): D(x) 0.9569 Loss_D: 0.0484\n",
      "===> Epoch[4](83/562): D(x) 0.9795 Loss_D: 0.0247\n",
      "===> Epoch[4](84/562): D(x) 0.9791 Loss_D: 0.0250\n",
      "===> Epoch[4](85/562): D(x) 0.9820 Loss_D: 0.0249\n",
      "===> Epoch[4](86/562): D(x) 0.9765 Loss_D: 0.0272\n",
      "===> Epoch[4](87/562): D(x) 0.9642 Loss_D: 0.0401\n",
      "===> Epoch[4](88/562): D(x) 0.9478 Loss_D: 0.0550\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[4](89/562): D(x) 0.9693 Loss_D: 0.0358\n",
      "===> Epoch[4](90/562): D(x) 0.9851 Loss_D: 0.0201\n",
      "===> Epoch[4](91/562): D(x) 0.9893 Loss_D: 0.0145\n",
      "===> Epoch[4](92/562): D(x) 0.9816 Loss_D: 0.0223\n",
      "===> Epoch[4](93/562): D(x) 0.9750 Loss_D: 0.0297\n",
      "===> Epoch[4](94/562): D(x) 0.9528 Loss_D: 0.0521\n",
      "===> Epoch[4](95/562): D(x) 0.9630 Loss_D: 0.0447\n",
      "===> Epoch[4](96/562): D(x) 0.9433 Loss_D: 0.0621\n",
      "===> Epoch[4](97/562): D(x) 0.9780 Loss_D: 0.0270\n",
      "===> Epoch[4](98/562): D(x) 0.9779 Loss_D: 0.0259\n",
      "===> Epoch[4](99/562): D(x) 0.9356 Loss_D: 0.0693\n",
      "===> Epoch[4](100/562): D(x) 0.9064 Loss_D: 0.0987\n",
      "===> Epoch[4](101/562): D(x) 0.9132 Loss_D: 0.0917\n",
      "===> Epoch[4](102/562): D(x) 0.9629 Loss_D: 0.0420\n",
      "===> Epoch[4](103/562): D(x) 0.9821 Loss_D: 0.0232\n",
      "===> Epoch[4](104/562): D(x) 0.9081 Loss_D: 0.0955\n",
      "===> Epoch[4](105/562): D(x) 0.9735 Loss_D: 0.0334\n",
      "===> Epoch[4](106/562): D(x) 0.9682 Loss_D: 0.0352\n",
      "===> Epoch[4](107/562): D(x) 0.9542 Loss_D: 0.0488\n",
      "===> Epoch[4](108/562): D(x) 0.9893 Loss_D: 0.0145\n",
      "===> Epoch[4](109/562): D(x) 0.9807 Loss_D: 0.0248\n",
      "===> Epoch[4](110/562): D(x) 0.9925 Loss_D: 0.0115\n",
      "===> Epoch[4](111/562): D(x) 0.9588 Loss_D: 0.0450\n",
      "===> Epoch[4](112/562): D(x) 0.9760 Loss_D: 0.0295\n",
      "===> Epoch[4](113/562): D(x) 0.9765 Loss_D: 0.0279\n",
      "===> Epoch[4](114/562): D(x) 0.9597 Loss_D: 0.0447\n",
      "===> Epoch[4](115/562): D(x) 0.9772 Loss_D: 0.0265\n",
      "===> Epoch[4](116/562): D(x) 0.9693 Loss_D: 0.0352\n",
      "===> Epoch[4](117/562): D(x) 0.9743 Loss_D: 0.0364\n",
      "===> Epoch[4](118/562): D(x) 0.9702 Loss_D: 0.0338\n",
      "===> Epoch[4](119/562): D(x) 0.9734 Loss_D: 0.0307\n",
      "===> Epoch[4](120/562): D(x) 0.9323 Loss_D: 0.0715\n",
      "===> Epoch[4](121/562): D(x) 0.9592 Loss_D: 0.0452\n",
      "===> Epoch[4](122/562): D(x) 0.9523 Loss_D: 0.0524\n",
      "===> Epoch[4](123/562): D(x) 0.9780 Loss_D: 0.0285\n",
      "===> Epoch[4](124/562): D(x) 0.9359 Loss_D: 0.0685\n",
      "===> Epoch[4](125/562): D(x) 0.9046 Loss_D: 0.0995\n",
      "===> Epoch[4](126/562): D(x) 0.9446 Loss_D: 0.0594\n",
      "===> Epoch[4](127/562): D(x) 0.9709 Loss_D: 0.0335\n",
      "===> Epoch[4](128/562): D(x) 0.9776 Loss_D: 0.0288\n",
      "===> Epoch[4](129/562): D(x) 0.9732 Loss_D: 0.0299\n",
      "===> Epoch[4](130/562): D(x) 0.9369 Loss_D: 0.0680\n",
      "===> Epoch[4](131/562): D(x) 0.9799 Loss_D: 0.0243\n",
      "===> Epoch[4](132/562): D(x) 0.9840 Loss_D: 0.0213\n",
      "===> Epoch[4](133/562): D(x) 0.9917 Loss_D: 0.0137\n",
      "===> Epoch[4](134/562): D(x) 0.9871 Loss_D: 0.0157\n",
      "===> Epoch[4](135/562): D(x) 0.9776 Loss_D: 0.0275\n",
      "===> Epoch[4](136/562): D(x) 0.9443 Loss_D: 0.0595\n",
      "===> Epoch[4](137/562): D(x) 0.9681 Loss_D: 0.0392\n",
      "===> Epoch[4](138/562): D(x) 0.9573 Loss_D: 0.0467\n",
      "===> Epoch[4](139/562): D(x) 0.9667 Loss_D: 0.0379\n",
      "===> Epoch[4](140/562): D(x) 0.9764 Loss_D: 0.0282\n",
      "===> Epoch[4](141/562): D(x) 0.9623 Loss_D: 0.0435\n",
      "===> Epoch[4](142/562): D(x) 0.9188 Loss_D: 0.0857\n",
      "===> Epoch[4](143/562): D(x) 0.9767 Loss_D: 0.0267\n",
      "===> Epoch[4](144/562): D(x) 0.9546 Loss_D: 0.0494\n",
      "===> Epoch[4](145/562): D(x) 0.9191 Loss_D: 0.0851\n",
      "===> Epoch[4](146/562): D(x) 0.9641 Loss_D: 0.0397\n",
      "===> Epoch[4](147/562): D(x) 0.9762 Loss_D: 0.0282\n",
      "===> Epoch[4](148/562): D(x) 0.9775 Loss_D: 0.0266\n",
      "===> Epoch[4](149/562): D(x) 0.9530 Loss_D: 0.0525\n",
      "===> Epoch[4](150/562): D(x) 0.9260 Loss_D: 0.0789\n",
      "===> Epoch[4](151/562): D(x) 0.9734 Loss_D: 0.0330\n",
      "===> Epoch[4](152/562): D(x) 0.9481 Loss_D: 0.0554\n",
      "===> Epoch[4](153/562): D(x) 0.9599 Loss_D: 0.0442\n",
      "===> Epoch[4](154/562): D(x) 0.9541 Loss_D: 0.0509\n",
      "===> Epoch[4](155/562): D(x) 0.9739 Loss_D: 0.0305\n",
      "===> Epoch[4](156/562): D(x) 0.9898 Loss_D: 0.0141\n",
      "===> Epoch[4](157/562): D(x) 0.9636 Loss_D: 0.0400\n",
      "===> Epoch[4](158/562): D(x) 0.9823 Loss_D: 0.0244\n",
      "===> Epoch[4](159/562): D(x) 0.9452 Loss_D: 0.0590\n",
      "===> Epoch[4](160/562): D(x) 0.9313 Loss_D: 0.0750\n",
      "===> Epoch[4](161/562): D(x) 0.9319 Loss_D: 0.0718\n",
      "===> Epoch[4](162/562): D(x) 0.9896 Loss_D: 0.0159\n",
      "===> Epoch[4](163/562): D(x) 0.9322 Loss_D: 0.0739\n",
      "===> Epoch[4](164/562): D(x) 0.9743 Loss_D: 0.0296\n",
      "===> Epoch[4](165/562): D(x) 0.9792 Loss_D: 0.0265\n",
      "===> Epoch[4](166/562): D(x) 0.9774 Loss_D: 0.0267\n",
      "===> Epoch[4](167/562): D(x) 0.9790 Loss_D: 0.0253\n",
      "===> Epoch[4](168/562): D(x) 0.9724 Loss_D: 0.0324\n",
      "===> Epoch[4](169/562): D(x) 0.9908 Loss_D: 0.0155\n",
      "===> Epoch[4](170/562): D(x) 0.9543 Loss_D: 0.0499\n",
      "===> Epoch[4](171/562): D(x) 0.9538 Loss_D: 0.0504\n",
      "===> Epoch[4](172/562): D(x) 0.9838 Loss_D: 0.0215\n",
      "===> Epoch[4](173/562): D(x) 0.9752 Loss_D: 0.0286\n",
      "===> Epoch[4](174/562): D(x) 0.9521 Loss_D: 0.0614\n",
      "===> Epoch[4](175/562): D(x) 0.9618 Loss_D: 0.0416\n",
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      "===> Epoch[4](177/562): D(x) 0.9833 Loss_D: 0.0211\n",
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      "===> Epoch[4](179/562): D(x) 0.9648 Loss_D: 0.0391\n",
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      "===> Epoch[4](249/562): D(x) 0.9676 Loss_D: 0.0380\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[4](250/562): D(x) 0.9547 Loss_D: 0.0505\n",
      "===> Epoch[4](251/562): D(x) 0.9786 Loss_D: 0.0254\n",
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      "===> Epoch[4](325/562): D(x) 0.9662 Loss_D: 0.0399\n",
      "===> Epoch[4](326/562): D(x) 0.9749 Loss_D: 0.0295\n",
      "===> Epoch[4](327/562): D(x) 0.9583 Loss_D: 0.0468\n",
      "===> Epoch[4](328/562): D(x) 0.8965 Loss_D: 0.1073\n",
      "===> Epoch[4](329/562): D(x) 0.9889 Loss_D: 0.0150\n",
      "===> Epoch[4](330/562): D(x) 0.9768 Loss_D: 0.0272\n",
      "===> Epoch[4](331/562): D(x) 0.9823 Loss_D: 0.0230\n",
      "===> Epoch[4](332/562): D(x) 0.9727 Loss_D: 0.0334\n",
      "===> Epoch[4](333/562): D(x) 0.9671 Loss_D: 0.0368\n",
      "===> Epoch[4](334/562): D(x) 0.9525 Loss_D: 0.0530\n",
      "===> Epoch[4](335/562): D(x) 0.9549 Loss_D: 0.0494\n",
      "===> Epoch[4](336/562): D(x) 0.9599 Loss_D: 0.0443\n",
      "===> Epoch[4](337/562): D(x) 0.9639 Loss_D: 0.0404\n",
      "===> Epoch[4](338/562): D(x) 0.9807 Loss_D: 0.0241\n",
      "===> Epoch[4](339/562): D(x) 0.9581 Loss_D: 0.0462\n",
      "===> Epoch[4](340/562): D(x) 0.9770 Loss_D: 0.0298\n",
      "===> Epoch[4](341/562): D(x) 0.9233 Loss_D: 0.0815\n",
      "===> Epoch[4](342/562): D(x) 0.9605 Loss_D: 0.0447\n",
      "===> Epoch[4](343/562): D(x) 0.9920 Loss_D: 0.0125\n",
      "===> Epoch[4](344/562): D(x) 0.9725 Loss_D: 0.0321\n",
      "===> Epoch[4](345/562): D(x) 0.9537 Loss_D: 0.0495\n",
      "===> Epoch[4](346/562): D(x) 0.9571 Loss_D: 0.0473\n",
      "===> Epoch[4](347/562): D(x) 0.9645 Loss_D: 0.0412\n",
      "===> Epoch[4](348/562): D(x) 0.9237 Loss_D: 0.0822\n",
      "===> Epoch[4](349/562): D(x) 0.9780 Loss_D: 0.0281\n",
      "===> Epoch[4](350/562): D(x) 0.9595 Loss_D: 0.0444\n",
      "===> Epoch[4](351/562): D(x) 0.9789 Loss_D: 0.0249\n",
      "===> Epoch[4](352/562): D(x) 0.9536 Loss_D: 0.0527\n",
      "===> Epoch[4](353/562): D(x) 0.9593 Loss_D: 0.0472\n",
      "===> Epoch[4](354/562): D(x) 0.9886 Loss_D: 0.0169\n",
      "===> Epoch[4](355/562): D(x) 0.9067 Loss_D: 0.0988\n",
      "===> Epoch[4](356/562): D(x) 0.9609 Loss_D: 0.0431\n",
      "===> Epoch[4](357/562): D(x) 0.9425 Loss_D: 0.0628\n",
      "===> Epoch[4](358/562): D(x) 0.9709 Loss_D: 0.0350\n",
      "===> Epoch[4](359/562): D(x) 0.9806 Loss_D: 0.0243\n",
      "===> Epoch[4](360/562): D(x) 0.9919 Loss_D: 0.0146\n",
      "===> Epoch[4](361/562): D(x) 0.9380 Loss_D: 0.0652\n",
      "===> Epoch[4](362/562): D(x) 0.9863 Loss_D: 0.0176\n",
      "===> Epoch[4](363/562): D(x) 0.9747 Loss_D: 0.0306\n",
      "===> Epoch[4](364/562): D(x) 0.9277 Loss_D: 0.0770\n",
      "===> Epoch[4](365/562): D(x) 0.9413 Loss_D: 0.0618\n",
      "===> Epoch[4](366/562): D(x) 0.9103 Loss_D: 0.0948\n",
      "===> Epoch[4](367/562): D(x) 0.9827 Loss_D: 0.0219\n",
      "===> Epoch[4](368/562): D(x) 0.9712 Loss_D: 0.0343\n",
      "===> Epoch[4](369/562): D(x) 0.9476 Loss_D: 0.0556\n",
      "===> Epoch[4](370/562): D(x) 0.9789 Loss_D: 0.0252\n",
      "===> Epoch[4](371/562): D(x) 0.9835 Loss_D: 0.0211\n",
      "===> Epoch[4](372/562): D(x) 0.9624 Loss_D: 0.0429\n",
      "===> Epoch[4](373/562): D(x) 0.9719 Loss_D: 0.0336\n",
      "===> Epoch[4](374/562): D(x) 0.9441 Loss_D: 0.0613\n",
      "===> Epoch[4](375/562): D(x) 0.9647 Loss_D: 0.0436\n",
      "===> Epoch[4](376/562): D(x) 0.9560 Loss_D: 0.0503\n",
      "===> Epoch[4](377/562): D(x) 0.9713 Loss_D: 0.0324\n",
      "===> Epoch[4](378/562): D(x) 0.9207 Loss_D: 0.0839\n",
      "===> Epoch[4](379/562): D(x) 0.9381 Loss_D: 0.0676\n",
      "===> Epoch[4](380/562): D(x) 0.9369 Loss_D: 0.0669\n",
      "===> Epoch[4](381/562): D(x) 0.9385 Loss_D: 0.0663\n",
      "===> Epoch[4](382/562): D(x) 0.9549 Loss_D: 0.0502\n",
      "===> Epoch[4](383/562): D(x) 0.9843 Loss_D: 0.0202\n",
      "===> Epoch[4](384/562): D(x) 0.9814 Loss_D: 0.0221\n",
      "===> Epoch[4](385/562): D(x) 0.9786 Loss_D: 0.0247\n",
      "===> Epoch[4](386/562): D(x) 0.9427 Loss_D: 0.0611\n",
      "===> Epoch[4](387/562): D(x) 0.9730 Loss_D: 0.0322\n",
      "===> Epoch[4](388/562): D(x) 0.9026 Loss_D: 0.1025\n",
      "===> Epoch[4](389/562): D(x) 0.9855 Loss_D: 0.0184\n",
      "===> Epoch[4](390/562): D(x) 0.9772 Loss_D: 0.0285\n",
      "===> Epoch[4](391/562): D(x) 0.9564 Loss_D: 0.0516\n",
      "===> Epoch[4](392/562): D(x) 0.9702 Loss_D: 0.0333\n",
      "===> Epoch[4](393/562): D(x) 0.9771 Loss_D: 0.0272\n",
      "===> Epoch[4](394/562): D(x) 0.9779 Loss_D: 0.0263\n",
      "===> Epoch[4](395/562): D(x) 0.9369 Loss_D: 0.0667\n",
      "===> Epoch[4](396/562): D(x) 0.9764 Loss_D: 0.0276\n",
      "===> Epoch[4](397/562): D(x) 0.9781 Loss_D: 0.0255\n",
      "===> Epoch[4](398/562): D(x) 0.9889 Loss_D: 0.0160\n",
      "===> Epoch[4](399/562): D(x) 0.9267 Loss_D: 0.0774\n",
      "===> Epoch[4](400/562): D(x) 0.9666 Loss_D: 0.0374\n",
      "===> Epoch[4](401/562): D(x) 0.9503 Loss_D: 0.0545\n",
      "===> Epoch[4](402/562): D(x) 0.9440 Loss_D: 0.0601\n",
      "===> Epoch[4](403/562): D(x) 0.9701 Loss_D: 0.0332\n",
      "===> Epoch[4](404/562): D(x) 0.9342 Loss_D: 0.0704\n",
      "===> Epoch[4](405/562): D(x) 0.9440 Loss_D: 0.0617\n",
      "===> Epoch[4](406/562): D(x) 0.9333 Loss_D: 0.0712\n",
      "===> Epoch[4](407/562): D(x) 0.9688 Loss_D: 0.0355\n",
      "===> Epoch[4](408/562): D(x) 0.9785 Loss_D: 0.0258\n",
      "===> Epoch[4](409/562): D(x) 0.9358 Loss_D: 0.0706\n",
      "===> Epoch[4](410/562): D(x) 0.9719 Loss_D: 0.0351\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[4](411/562): D(x) 0.9388 Loss_D: 0.0652\n",
      "===> Epoch[4](412/562): D(x) 0.9803 Loss_D: 0.0232\n",
      "===> Epoch[4](413/562): D(x) 0.9364 Loss_D: 0.0685\n",
      "===> Epoch[4](414/562): D(x) 0.9590 Loss_D: 0.0450\n",
      "===> Epoch[4](415/562): D(x) 0.9589 Loss_D: 0.0443\n",
      "===> Epoch[4](416/562): D(x) 0.9478 Loss_D: 0.0555\n",
      "===> Epoch[4](417/562): D(x) 0.9820 Loss_D: 0.0223\n",
      "===> Epoch[4](418/562): D(x) 0.9581 Loss_D: 0.0466\n",
      "===> Epoch[4](419/562): D(x) 0.9726 Loss_D: 0.0358\n",
      "===> Epoch[4](420/562): D(x) 0.9629 Loss_D: 0.0418\n",
      "===> Epoch[4](421/562): D(x) 0.9809 Loss_D: 0.0239\n",
      "===> Epoch[4](422/562): D(x) 0.9758 Loss_D: 0.0287\n",
      "===> Epoch[4](423/562): D(x) 0.9421 Loss_D: 0.0628\n",
      "===> Epoch[4](424/562): D(x) 0.9846 Loss_D: 0.0201\n",
      "===> Epoch[4](425/562): D(x) 0.9883 Loss_D: 0.0161\n",
      "===> Epoch[4](426/562): D(x) 0.9440 Loss_D: 0.0610\n",
      "===> Epoch[4](427/562): D(x) 0.9706 Loss_D: 0.0327\n",
      "===> Epoch[4](428/562): D(x) 0.9389 Loss_D: 0.0647\n",
      "===> Epoch[4](429/562): D(x) 0.9879 Loss_D: 0.0161\n",
      "===> Epoch[4](430/562): D(x) 0.9817 Loss_D: 0.0219\n",
      "===> Epoch[4](431/562): D(x) 0.9488 Loss_D: 0.0613\n",
      "===> Epoch[4](432/562): D(x) 0.9653 Loss_D: 0.0383\n",
      "===> Epoch[4](433/562): D(x) 0.9598 Loss_D: 0.0444\n",
      "===> Epoch[4](434/562): D(x) 0.9842 Loss_D: 0.0203\n",
      "===> Epoch[4](435/562): D(x) 0.9732 Loss_D: 0.0330\n",
      "===> Epoch[4](436/562): D(x) 0.9794 Loss_D: 0.0257\n",
      "===> Epoch[4](437/562): D(x) 0.9566 Loss_D: 0.0474\n",
      "===> Epoch[4](438/562): D(x) 0.9863 Loss_D: 0.0183\n",
      "===> Epoch[4](439/562): D(x) 0.9667 Loss_D: 0.0367\n",
      "===> Epoch[4](440/562): D(x) 0.9631 Loss_D: 0.0428\n",
      "===> Epoch[4](441/562): D(x) 0.9709 Loss_D: 0.0342\n",
      "===> Epoch[4](442/562): D(x) 0.9852 Loss_D: 0.0194\n",
      "===> Epoch[4](443/562): D(x) 0.9363 Loss_D: 0.0688\n",
      "===> Epoch[4](444/562): D(x) 0.9863 Loss_D: 0.0179\n",
      "===> Epoch[4](445/562): D(x) 0.9643 Loss_D: 0.0410\n",
      "===> Epoch[4](446/562): D(x) 0.9588 Loss_D: 0.0474\n",
      "===> Epoch[4](447/562): D(x) 0.9678 Loss_D: 0.0357\n",
      "===> Epoch[4](448/562): D(x) 0.9652 Loss_D: 0.0396\n",
      "===> Epoch[4](449/562): D(x) 0.9656 Loss_D: 0.0387\n",
      "===> Epoch[4](450/562): D(x) 0.9919 Loss_D: 0.0122\n",
      "===> Epoch[4](451/562): D(x) 0.9819 Loss_D: 0.0235\n",
      "===> Epoch[4](452/562): D(x) 0.9542 Loss_D: 0.0523\n",
      "===> Epoch[4](453/562): D(x) 0.9745 Loss_D: 0.0315\n",
      "===> Epoch[4](454/562): D(x) 0.9397 Loss_D: 0.0638\n",
      "===> Epoch[4](455/562): D(x) 0.9755 Loss_D: 0.0318\n",
      "===> Epoch[4](456/562): D(x) 0.9125 Loss_D: 0.0935\n",
      "===> Epoch[4](457/562): D(x) 0.9669 Loss_D: 0.0389\n",
      "===> Epoch[4](458/562): D(x) 0.9606 Loss_D: 0.0433\n",
      "===> Epoch[4](459/562): D(x) 0.9540 Loss_D: 0.0507\n",
      "===> Epoch[4](460/562): D(x) 0.9544 Loss_D: 0.0499\n",
      "===> Epoch[4](461/562): D(x) 0.9866 Loss_D: 0.0183\n",
      "===> Epoch[4](462/562): D(x) 0.9341 Loss_D: 0.0721\n",
      "===> Epoch[4](463/562): D(x) 0.9813 Loss_D: 0.0280\n",
      "===> Epoch[4](464/562): D(x) 0.9601 Loss_D: 0.0442\n",
      "===> Epoch[4](465/562): D(x) 0.9507 Loss_D: 0.0561\n",
      "===> Epoch[4](466/562): D(x) 0.9719 Loss_D: 0.0331\n",
      "===> Epoch[4](467/562): D(x) 0.9688 Loss_D: 0.0371\n",
      "===> Epoch[4](468/562): D(x) 0.9788 Loss_D: 0.0262\n",
      "===> Epoch[4](469/562): D(x) 0.9612 Loss_D: 0.0424\n",
      "===> Epoch[4](470/562): D(x) 0.9458 Loss_D: 0.0580\n",
      "===> Epoch[4](471/562): D(x) 0.9903 Loss_D: 0.0137\n",
      "===> Epoch[4](472/562): D(x) 0.9700 Loss_D: 0.0337\n",
      "===> Epoch[4](473/562): D(x) 0.9816 Loss_D: 0.0229\n",
      "===> Epoch[4](474/562): D(x) 0.9671 Loss_D: 0.0376\n",
      "===> Epoch[4](475/562): D(x) 0.9855 Loss_D: 0.0194\n",
      "===> Epoch[4](476/562): D(x) 0.9354 Loss_D: 0.0703\n",
      "===> Epoch[4](477/562): D(x) 0.9404 Loss_D: 0.0634\n",
      "===> Epoch[4](478/562): D(x) 0.9600 Loss_D: 0.0448\n",
      "===> Epoch[4](479/562): D(x) 0.9174 Loss_D: 0.0863\n",
      "===> Epoch[4](480/562): D(x) 0.9648 Loss_D: 0.0388\n",
      "===> Epoch[4](481/562): D(x) 0.9581 Loss_D: 0.0476\n",
      "===> Epoch[4](482/562): D(x) 0.9801 Loss_D: 0.0232\n",
      "===> Epoch[4](483/562): D(x) 0.9510 Loss_D: 0.0537\n",
      "===> Epoch[4](484/562): D(x) 0.9694 Loss_D: 0.0363\n",
      "===> Epoch[4](485/562): D(x) 0.9880 Loss_D: 0.0163\n",
      "===> Epoch[4](486/562): D(x) 0.9797 Loss_D: 0.0244\n",
      "===> Epoch[4](487/562): D(x) 0.9557 Loss_D: 0.0488\n",
      "===> Epoch[4](488/562): D(x) 0.9763 Loss_D: 0.0292\n",
      "===> Epoch[4](489/562): D(x) 0.9317 Loss_D: 0.0727\n",
      "===> Epoch[4](490/562): D(x) 0.9480 Loss_D: 0.0588\n",
      "===> Epoch[4](491/562): D(x) 0.9752 Loss_D: 0.0325\n",
      "===> Epoch[4](492/562): D(x) 0.9698 Loss_D: 0.0379\n",
      "===> Epoch[4](493/562): D(x) 0.9646 Loss_D: 0.0409\n",
      "===> Epoch[4](494/562): D(x) 0.9148 Loss_D: 0.0899\n",
      "===> Epoch[4](495/562): D(x) 0.9367 Loss_D: 0.0668\n",
      "===> Epoch[4](496/562): D(x) 0.9254 Loss_D: 0.0777\n",
      "===> Epoch[4](497/562): D(x) 0.9747 Loss_D: 0.0297\n",
      "===> Epoch[4](498/562): D(x) 0.9317 Loss_D: 0.0737\n",
      "===> Epoch[4](499/562): D(x) 0.9692 Loss_D: 0.0368\n",
      "===> Epoch[4](500/562): D(x) 0.9797 Loss_D: 0.0259\n",
      "===> Epoch[4](501/562): D(x) 0.9836 Loss_D: 0.0206\n",
      "===> Epoch[4](502/562): D(x) 0.9769 Loss_D: 0.0296\n",
      "===> Epoch[4](503/562): D(x) 0.9682 Loss_D: 0.0361\n",
      "===> Epoch[4](504/562): D(x) 0.9730 Loss_D: 0.0321\n",
      "===> Epoch[4](505/562): D(x) 0.9740 Loss_D: 0.0294\n",
      "===> Epoch[4](506/562): D(x) 0.9701 Loss_D: 0.0342\n",
      "===> Epoch[4](507/562): D(x) 0.9847 Loss_D: 0.0206\n",
      "===> Epoch[4](508/562): D(x) 0.9540 Loss_D: 0.0500\n",
      "===> Epoch[4](509/562): D(x) 0.9150 Loss_D: 0.0942\n",
      "===> Epoch[4](510/562): D(x) 0.9641 Loss_D: 0.0412\n",
      "===> Epoch[4](511/562): D(x) 0.9658 Loss_D: 0.0417\n",
      "===> Epoch[4](512/562): D(x) 0.9107 Loss_D: 0.0934\n",
      "===> Epoch[4](513/562): D(x) 0.9285 Loss_D: 0.0765\n",
      "===> Epoch[4](514/562): D(x) 0.9777 Loss_D: 0.0273\n",
      "===> Epoch[4](515/562): D(x) 0.9765 Loss_D: 0.0269\n",
      "===> Epoch[4](516/562): D(x) 0.9717 Loss_D: 0.0325\n",
      "===> Epoch[4](517/562): D(x) 0.9786 Loss_D: 0.0270\n",
      "===> Epoch[4](518/562): D(x) 0.9522 Loss_D: 0.0532\n",
      "===> Epoch[4](519/562): D(x) 0.9676 Loss_D: 0.0360\n",
      "===> Epoch[4](520/562): D(x) 0.9548 Loss_D: 0.0503\n",
      "===> Epoch[4](521/562): D(x) 0.9876 Loss_D: 0.0173\n",
      "===> Epoch[4](522/562): D(x) 0.9648 Loss_D: 0.0381\n",
      "===> Epoch[4](523/562): D(x) 0.9916 Loss_D: 0.0138\n",
      "===> Epoch[4](524/562): D(x) 0.9796 Loss_D: 0.0246\n",
      "===> Epoch[4](525/562): D(x) 0.9733 Loss_D: 0.0316\n",
      "===> Epoch[4](526/562): D(x) 0.9507 Loss_D: 0.0533\n",
      "===> Epoch[4](527/562): D(x) 0.9008 Loss_D: 0.1028\n",
      "===> Epoch[4](528/562): D(x) 0.9813 Loss_D: 0.0231\n",
      "===> Epoch[4](529/562): D(x) 0.9688 Loss_D: 0.0366\n",
      "===> Epoch[4](530/562): D(x) 0.9835 Loss_D: 0.0204\n",
      "===> Epoch[4](531/562): D(x) 0.8862 Loss_D: 0.1179\n",
      "===> Epoch[4](532/562): D(x) 0.9820 Loss_D: 0.0229\n",
      "===> Epoch[4](533/562): D(x) 0.9118 Loss_D: 0.0919\n",
      "===> Epoch[4](534/562): D(x) 0.9849 Loss_D: 0.0189\n",
      "===> Epoch[4](535/562): D(x) 0.9789 Loss_D: 0.0251\n",
      "===> Epoch[4](536/562): D(x) 0.9910 Loss_D: 0.0146\n",
      "===> Epoch[4](537/562): D(x) 0.9372 Loss_D: 0.0664\n",
      "===> Epoch[4](538/562): D(x) 0.9706 Loss_D: 0.0356\n",
      "===> Epoch[4](539/562): D(x) 0.9940 Loss_D: 0.0165\n",
      "===> Epoch[4](540/562): D(x) 0.9340 Loss_D: 0.0691\n",
      "===> Epoch[4](541/562): D(x) 0.9857 Loss_D: 0.0176\n",
      "===> Epoch[4](542/562): D(x) 0.9600 Loss_D: 0.0448\n",
      "===> Epoch[4](543/562): D(x) 0.9664 Loss_D: 0.0402\n",
      "===> Epoch[4](544/562): D(x) 0.9290 Loss_D: 0.0758\n",
      "===> Epoch[4](545/562): D(x) 0.9537 Loss_D: 0.0514\n",
      "===> Epoch[4](546/562): D(x) 0.9492 Loss_D: 0.0567\n",
      "===> Epoch[4](547/562): D(x) 0.9536 Loss_D: 0.0510\n",
      "===> Epoch[4](548/562): D(x) 0.9505 Loss_D: 0.0537\n",
      "===> Epoch[4](549/562): D(x) 0.9634 Loss_D: 0.0412\n",
      "===> Epoch[4](550/562): D(x) 0.9659 Loss_D: 0.0379\n",
      "===> Epoch[4](551/562): D(x) 0.9716 Loss_D: 0.0327\n",
      "===> Epoch[4](552/562): D(x) 0.9595 Loss_D: 0.0453\n",
      "===> Epoch[4](553/562): D(x) 0.9723 Loss_D: 0.0324\n",
      "===> Epoch[4](554/562): D(x) 0.9914 Loss_D: 0.0125\n",
      "===> Epoch[4](555/562): D(x) 0.9357 Loss_D: 0.0682\n",
      "===> Epoch[4](556/562): D(x) 0.9703 Loss_D: 0.0342\n",
      "===> Epoch[4](557/562): D(x) 0.9613 Loss_D: 0.0435\n",
      "===> Epoch[4](558/562): D(x) 0.9852 Loss_D: 0.0189\n",
      "===> Epoch[4](559/562): D(x) 0.9315 Loss_D: 0.0729\n",
      "===> Epoch[4](560/562): D(x) 0.9504 Loss_D: 0.0604\n",
      "===> Epoch[4](561/562): D(x) 0.9736 Loss_D: 0.0297\n",
      "===> Epoch[4](562/562): D(x) 0.9227 Loss_D: 0.0812\n",
      "[4/18] Loss_D: 0.0418 Loss_G: 0.2845 D(x): 0.9630 D(G(z)): 0.0048 PSNR 27.4373\n",
      "===> Epoch[5](1/562): D(x) 0.9786 Loss_D: 0.0258\n",
      "===> Epoch[5](2/562): D(x) 0.9712 Loss_D: 0.0349\n",
      "===> Epoch[5](3/562): D(x) 0.9758 Loss_D: 0.0288\n",
      "===> Epoch[5](4/562): D(x) 0.9728 Loss_D: 0.0329\n",
      "===> Epoch[5](5/562): D(x) 0.9728 Loss_D: 0.0305\n",
      "===> Epoch[5](6/562): D(x) 0.9783 Loss_D: 0.0264\n",
      "===> Epoch[5](7/562): D(x) 0.9758 Loss_D: 0.0292\n",
      "===> Epoch[5](8/562): D(x) 0.9629 Loss_D: 0.0434\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[5](9/562): D(x) 0.9628 Loss_D: 0.0406\n",
      "===> Epoch[5](10/562): D(x) 0.9608 Loss_D: 0.0430\n",
      "===> Epoch[5](11/562): D(x) 0.9850 Loss_D: 0.0218\n",
      "===> Epoch[5](12/562): D(x) 0.8675 Loss_D: 0.1379\n",
      "===> Epoch[5](13/562): D(x) 0.9832 Loss_D: 0.0234\n",
      "===> Epoch[5](14/562): D(x) 0.9478 Loss_D: 0.0564\n",
      "===> Epoch[5](15/562): D(x) 0.9781 Loss_D: 0.0267\n",
      "===> Epoch[5](16/562): D(x) 0.9172 Loss_D: 0.0859\n",
      "===> Epoch[5](17/562): D(x) 0.9834 Loss_D: 0.0215\n",
      "===> Epoch[5](18/562): D(x) 0.9567 Loss_D: 0.0491\n",
      "===> Epoch[5](19/562): D(x) 0.9669 Loss_D: 0.0371\n",
      "===> Epoch[5](20/562): D(x) 0.9690 Loss_D: 0.0360\n",
      "===> Epoch[5](21/562): D(x) 0.9113 Loss_D: 0.0926\n",
      "===> Epoch[5](22/562): D(x) 0.9471 Loss_D: 0.0565\n",
      "===> Epoch[5](23/562): D(x) 0.9707 Loss_D: 0.0336\n",
      "===> Epoch[5](24/562): D(x) 0.9672 Loss_D: 0.0385\n",
      "===> Epoch[5](25/562): D(x) 0.9737 Loss_D: 0.0305\n",
      "===> Epoch[5](26/562): D(x) 0.9589 Loss_D: 0.0447\n",
      "===> Epoch[5](27/562): D(x) 0.9782 Loss_D: 0.0263\n",
      "===> Epoch[5](28/562): D(x) 0.9688 Loss_D: 0.0355\n",
      "===> Epoch[5](29/562): D(x) 0.9207 Loss_D: 0.0833\n",
      "===> Epoch[5](30/562): D(x) 0.9110 Loss_D: 0.0942\n",
      "===> Epoch[5](31/562): D(x) 0.9555 Loss_D: 0.0507\n",
      "===> Epoch[5](32/562): D(x) 0.9625 Loss_D: 0.0423\n",
      "===> Epoch[5](33/562): D(x) 0.9477 Loss_D: 0.0576\n",
      "===> Epoch[5](34/562): D(x) 0.9804 Loss_D: 0.0256\n",
      "===> Epoch[5](35/562): D(x) 0.9712 Loss_D: 0.0331\n",
      "===> Epoch[5](36/562): D(x) 0.9517 Loss_D: 0.0540\n",
      "===> Epoch[5](37/562): D(x) 0.9644 Loss_D: 0.0419\n",
      "===> Epoch[5](38/562): D(x) 0.9614 Loss_D: 0.0420\n",
      "===> Epoch[5](39/562): D(x) 0.9591 Loss_D: 0.0452\n",
      "===> Epoch[5](40/562): D(x) 0.9607 Loss_D: 0.0442\n",
      "===> Epoch[5](41/562): D(x) 0.9450 Loss_D: 0.0590\n",
      "===> Epoch[5](42/562): D(x) 0.9866 Loss_D: 0.0171\n",
      "===> Epoch[5](43/562): D(x) 0.9705 Loss_D: 0.0337\n",
      "===> Epoch[5](44/562): D(x) 0.9686 Loss_D: 0.0363\n",
      "===> Epoch[5](45/562): D(x) 0.9623 Loss_D: 0.0421\n",
      "===> Epoch[5](46/562): D(x) 0.9815 Loss_D: 0.0241\n",
      "===> Epoch[5](47/562): D(x) 0.9145 Loss_D: 0.0900\n",
      "===> Epoch[5](48/562): D(x) 0.9686 Loss_D: 0.0357\n",
      "===> Epoch[5](49/562): D(x) 0.9766 Loss_D: 0.0280\n",
      "===> Epoch[5](50/562): D(x) 0.9510 Loss_D: 0.0542\n",
      "===> Epoch[5](51/562): D(x) 0.9685 Loss_D: 0.0353\n",
      "===> Epoch[5](52/562): D(x) 0.9603 Loss_D: 0.0441\n",
      "===> Epoch[5](53/562): D(x) 0.9782 Loss_D: 0.0286\n",
      "===> Epoch[5](54/562): D(x) 0.9643 Loss_D: 0.0396\n",
      "===> Epoch[5](55/562): D(x) 0.9646 Loss_D: 0.0392\n",
      "===> Epoch[5](56/562): D(x) 0.9871 Loss_D: 0.0229\n",
      "===> Epoch[5](57/562): D(x) 0.9799 Loss_D: 0.0245\n",
      "===> Epoch[5](58/562): D(x) 0.9574 Loss_D: 0.0458\n",
      "===> Epoch[5](59/562): D(x) 0.9924 Loss_D: 0.0111\n",
      "===> Epoch[5](60/562): D(x) 0.9482 Loss_D: 0.0579\n",
      "===> Epoch[5](61/562): D(x) 0.9299 Loss_D: 0.0733\n",
      "===> Epoch[5](62/562): D(x) 0.9503 Loss_D: 0.0544\n",
      "===> Epoch[5](63/562): D(x) 0.9341 Loss_D: 0.0702\n",
      "===> Epoch[5](64/562): D(x) 0.9883 Loss_D: 0.0160\n",
      "===> Epoch[5](65/562): D(x) 0.9396 Loss_D: 0.0657\n",
      "===> Epoch[5](66/562): D(x) 0.9699 Loss_D: 0.0346\n",
      "===> Epoch[5](67/562): D(x) 0.9673 Loss_D: 0.0368\n",
      "===> Epoch[5](68/562): D(x) 0.9630 Loss_D: 0.0415\n",
      "===> Epoch[5](69/562): D(x) 0.9621 Loss_D: 0.0433\n",
      "===> Epoch[5](70/562): D(x) 0.9679 Loss_D: 0.0360\n",
      "===> Epoch[5](71/562): D(x) 0.9614 Loss_D: 0.0457\n",
      "===> Epoch[5](72/562): D(x) 0.9580 Loss_D: 0.0492\n",
      "===> Epoch[5](73/562): D(x) 0.9681 Loss_D: 0.0364\n",
      "===> Epoch[5](74/562): D(x) 0.9806 Loss_D: 0.0241\n",
      "===> Epoch[5](75/562): D(x) 0.9552 Loss_D: 0.0483\n",
      "===> Epoch[5](76/562): D(x) 0.9599 Loss_D: 0.0449\n",
      "===> Epoch[5](77/562): D(x) 0.9376 Loss_D: 0.0705\n",
      "===> Epoch[5](78/562): D(x) 0.9473 Loss_D: 0.0582\n",
      "===> Epoch[5](79/562): D(x) 0.9773 Loss_D: 0.0264\n",
      "===> Epoch[5](80/562): D(x) 0.9939 Loss_D: 0.0111\n",
      "===> Epoch[5](81/562): D(x) 0.9740 Loss_D: 0.0314\n",
      "===> Epoch[5](82/562): D(x) 0.9724 Loss_D: 0.0321\n",
      "===> Epoch[5](83/562): D(x) 0.9613 Loss_D: 0.0420\n",
      "===> Epoch[5](84/562): D(x) 0.9640 Loss_D: 0.0400\n",
      "===> Epoch[5](85/562): D(x) 0.9829 Loss_D: 0.0206\n",
      "===> Epoch[5](86/562): D(x) 0.9645 Loss_D: 0.0400\n",
      "===> Epoch[5](87/562): D(x) 0.9623 Loss_D: 0.0408\n",
      "===> Epoch[5](88/562): D(x) 0.9697 Loss_D: 0.0360\n",
      "===> Epoch[5](89/562): D(x) 0.9490 Loss_D: 0.0560\n",
      "===> Epoch[5](90/562): D(x) 0.9378 Loss_D: 0.0667\n",
      "===> Epoch[5](91/562): D(x) 0.9633 Loss_D: 0.0403\n",
      "===> Epoch[5](92/562): D(x) 0.9782 Loss_D: 0.0259\n",
      "===> Epoch[5](93/562): D(x) 0.9543 Loss_D: 0.0507\n",
      "===> Epoch[5](94/562): D(x) 0.9882 Loss_D: 0.0155\n",
      "===> Epoch[5](95/562): D(x) 0.9738 Loss_D: 0.0319\n",
      "===> Epoch[5](96/562): D(x) 0.9823 Loss_D: 0.0220\n",
      "===> Epoch[5](97/562): D(x) 0.9183 Loss_D: 0.0862\n",
      "===> Epoch[5](98/562): D(x) 0.9663 Loss_D: 0.0376\n",
      "===> Epoch[5](99/562): D(x) 0.9772 Loss_D: 0.0276\n",
      "===> Epoch[5](100/562): D(x) 0.9697 Loss_D: 0.0348\n",
      "===> Epoch[5](101/562): D(x) 0.9668 Loss_D: 0.0371\n",
      "===> Epoch[5](102/562): D(x) 0.9813 Loss_D: 0.0234\n",
      "===> Epoch[5](103/562): D(x) 0.9613 Loss_D: 0.0425\n",
      "===> Epoch[5](104/562): D(x) 0.9712 Loss_D: 0.0328\n",
      "===> Epoch[5](105/562): D(x) 0.9736 Loss_D: 0.0297\n",
      "===> Epoch[5](106/562): D(x) 0.9091 Loss_D: 0.0941\n",
      "===> Epoch[5](107/562): D(x) 0.9779 Loss_D: 0.0272\n",
      "===> Epoch[5](108/562): D(x) 0.9035 Loss_D: 0.0996\n",
      "===> Epoch[5](109/562): D(x) 0.9469 Loss_D: 0.0575\n",
      "===> Epoch[5](110/562): D(x) 0.9537 Loss_D: 0.0504\n",
      "===> Epoch[5](111/562): D(x) 0.9597 Loss_D: 0.0462\n",
      "===> Epoch[5](112/562): D(x) 0.9518 Loss_D: 0.0530\n",
      "===> Epoch[5](113/562): D(x) 0.9855 Loss_D: 0.0230\n",
      "===> Epoch[5](114/562): D(x) 0.9851 Loss_D: 0.0193\n",
      "===> Epoch[5](115/562): D(x) 0.9575 Loss_D: 0.0490\n",
      "===> Epoch[5](116/562): D(x) 0.9680 Loss_D: 0.0367\n",
      "===> Epoch[5](117/562): D(x) 0.9602 Loss_D: 0.0447\n",
      "===> Epoch[5](118/562): D(x) 0.9481 Loss_D: 0.0561\n",
      "===> Epoch[5](119/562): D(x) 0.9548 Loss_D: 0.0495\n",
      "===> Epoch[5](120/562): D(x) 0.9797 Loss_D: 0.0239\n",
      "===> Epoch[5](121/562): D(x) 0.9824 Loss_D: 0.0215\n",
      "===> Epoch[5](122/562): D(x) 0.9830 Loss_D: 0.0225\n",
      "===> Epoch[5](123/562): D(x) 0.9582 Loss_D: 0.0469\n",
      "===> Epoch[5](124/562): D(x) 0.9385 Loss_D: 0.0654\n",
      "===> Epoch[5](125/562): D(x) 0.9798 Loss_D: 0.0238\n",
      "===> Epoch[5](126/562): D(x) 0.9532 Loss_D: 0.0504\n",
      "===> Epoch[5](127/562): D(x) 0.9228 Loss_D: 0.0829\n",
      "===> Epoch[5](128/562): D(x) 0.9709 Loss_D: 0.0335\n",
      "===> Epoch[5](129/562): D(x) 0.9893 Loss_D: 0.0145\n",
      "===> Epoch[5](130/562): D(x) 0.9824 Loss_D: 0.0224\n",
      "===> Epoch[5](131/562): D(x) 0.9579 Loss_D: 0.0535\n",
      "===> Epoch[5](132/562): D(x) 0.9687 Loss_D: 0.0349\n",
      "===> Epoch[5](133/562): D(x) 0.9896 Loss_D: 0.0152\n",
      "===> Epoch[5](134/562): D(x) 0.9908 Loss_D: 0.0142\n",
      "===> Epoch[5](135/562): D(x) 0.9765 Loss_D: 0.0275\n",
      "===> Epoch[5](136/562): D(x) 0.9739 Loss_D: 0.0308\n",
      "===> Epoch[5](137/562): D(x) 0.9739 Loss_D: 0.0307\n",
      "===> Epoch[5](138/562): D(x) 0.8845 Loss_D: 0.1194\n",
      "===> Epoch[5](139/562): D(x) 0.9591 Loss_D: 0.0458\n",
      "===> Epoch[5](140/562): D(x) 0.9661 Loss_D: 0.0368\n",
      "===> Epoch[5](141/562): D(x) 0.9489 Loss_D: 0.0550\n",
      "===> Epoch[5](142/562): D(x) 0.9093 Loss_D: 0.0957\n",
      "===> Epoch[5](143/562): D(x) 0.9445 Loss_D: 0.0592\n",
      "===> Epoch[5](144/562): D(x) 0.9792 Loss_D: 0.0271\n",
      "===> Epoch[5](145/562): D(x) 0.9725 Loss_D: 0.0316\n",
      "===> Epoch[5](146/562): D(x) 0.9870 Loss_D: 0.0179\n",
      "===> Epoch[5](147/562): D(x) 0.9649 Loss_D: 0.0418\n",
      "===> Epoch[5](148/562): D(x) 0.9753 Loss_D: 0.0302\n",
      "===> Epoch[5](149/562): D(x) 0.9727 Loss_D: 0.0334\n",
      "===> Epoch[5](150/562): D(x) 0.9522 Loss_D: 0.0539\n",
      "===> Epoch[5](151/562): D(x) 0.9588 Loss_D: 0.0459\n",
      "===> Epoch[5](152/562): D(x) 0.9789 Loss_D: 0.0260\n",
      "===> Epoch[5](153/562): D(x) 0.9612 Loss_D: 0.0434\n",
      "===> Epoch[5](154/562): D(x) 0.9660 Loss_D: 0.0387\n",
      "===> Epoch[5](155/562): D(x) 0.9781 Loss_D: 0.0263\n",
      "===> Epoch[5](156/562): D(x) 0.9436 Loss_D: 0.0611\n",
      "===> Epoch[5](157/562): D(x) 0.9490 Loss_D: 0.0559\n",
      "===> Epoch[5](158/562): D(x) 0.9703 Loss_D: 0.0337\n",
      "===> Epoch[5](159/562): D(x) 0.9667 Loss_D: 0.0371\n",
      "===> Epoch[5](160/562): D(x) 0.9583 Loss_D: 0.0453\n",
      "===> Epoch[5](161/562): D(x) 0.9894 Loss_D: 0.0163\n",
      "===> Epoch[5](162/562): D(x) 0.9534 Loss_D: 0.0525\n",
      "===> Epoch[5](163/562): D(x) 0.9652 Loss_D: 0.0386\n",
      "===> Epoch[5](164/562): D(x) 0.9475 Loss_D: 0.0589\n",
      "===> Epoch[5](165/562): D(x) 0.9842 Loss_D: 0.0348\n",
      "===> Epoch[5](166/562): D(x) 0.9881 Loss_D: 0.0165\n",
      "===> Epoch[5](167/562): D(x) 0.9565 Loss_D: 0.0478\n",
      "===> Epoch[5](168/562): D(x) 0.9790 Loss_D: 0.0252\n",
      "===> Epoch[5](169/562): D(x) 0.9489 Loss_D: 0.0585\n",
      "===> Epoch[5](170/562): D(x) 0.9772 Loss_D: 0.0261\n",
      "===> Epoch[5](171/562): D(x) 0.9639 Loss_D: 0.0394\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[5](172/562): D(x) 0.9601 Loss_D: 0.0455\n",
      "===> Epoch[5](173/562): D(x) 0.9651 Loss_D: 0.0443\n",
      "===> Epoch[5](174/562): D(x) 0.9422 Loss_D: 0.0628\n",
      "===> Epoch[5](175/562): D(x) 0.9711 Loss_D: 0.0322\n",
      "===> Epoch[5](176/562): D(x) 0.9776 Loss_D: 0.0256\n",
      "===> Epoch[5](177/562): D(x) 0.9726 Loss_D: 0.0323\n",
      "===> Epoch[5](178/562): D(x) 0.9704 Loss_D: 0.0339\n",
      "===> Epoch[5](179/562): D(x) 0.9619 Loss_D: 0.0413\n",
      "===> Epoch[5](180/562): D(x) 0.9513 Loss_D: 0.0540\n",
      "===> Epoch[5](181/562): D(x) 0.9369 Loss_D: 0.0670\n",
      "===> Epoch[5](182/562): D(x) 0.9503 Loss_D: 0.0549\n",
      "===> Epoch[5](183/562): D(x) 0.9706 Loss_D: 0.0334\n",
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      "===> Epoch[5](185/562): D(x) 0.9295 Loss_D: 0.0740\n",
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      "===> Epoch[5](188/562): D(x) 0.9798 Loss_D: 0.0248\n",
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      "===> Epoch[5](191/562): D(x) 0.9725 Loss_D: 0.0344\n",
      "===> Epoch[5](192/562): D(x) 0.9859 Loss_D: 0.0191\n",
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      "===> Epoch[5](195/562): D(x) 0.9502 Loss_D: 0.0551\n",
      "===> Epoch[5](196/562): D(x) 0.9693 Loss_D: 0.0389\n",
      "===> Epoch[5](197/562): D(x) 0.9707 Loss_D: 0.0348\n",
      "===> Epoch[5](198/562): D(x) 0.9029 Loss_D: 0.1014\n",
      "===> Epoch[5](199/562): D(x) 0.9763 Loss_D: 0.0278\n",
      "===> Epoch[5](200/562): D(x) 0.9677 Loss_D: 0.0362\n",
      "===> Epoch[5](201/562): D(x) 0.9508 Loss_D: 0.0542\n",
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      "===> Epoch[5](203/562): D(x) 0.9801 Loss_D: 0.0251\n",
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      "===> Epoch[5](205/562): D(x) 0.9701 Loss_D: 0.0363\n",
      "===> Epoch[5](206/562): D(x) 0.9722 Loss_D: 0.0364\n",
      "===> Epoch[5](207/562): D(x) 0.9712 Loss_D: 0.0339\n",
      "===> Epoch[5](208/562): D(x) 0.9422 Loss_D: 0.0625\n",
      "===> Epoch[5](209/562): D(x) 0.9393 Loss_D: 0.0668\n",
      "===> Epoch[5](210/562): D(x) 0.9654 Loss_D: 0.0377\n",
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      "===> Epoch[5](215/562): D(x) 0.9646 Loss_D: 0.0414\n",
      "===> Epoch[5](216/562): D(x) 0.9574 Loss_D: 0.0474\n",
      "===> Epoch[5](217/562): D(x) 0.9893 Loss_D: 0.0183\n",
      "===> Epoch[5](218/562): D(x) 0.9547 Loss_D: 0.0500\n",
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      "===> Epoch[5](222/562): D(x) 0.9911 Loss_D: 0.0135\n",
      "===> Epoch[5](223/562): D(x) 0.9401 Loss_D: 0.0666\n",
      "===> Epoch[5](224/562): D(x) 0.9752 Loss_D: 0.0291\n",
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      "===> Epoch[5](230/562): D(x) 0.9463 Loss_D: 0.0639\n",
      "===> Epoch[5](231/562): D(x) 0.9556 Loss_D: 0.0504\n",
      "===> Epoch[5](232/562): D(x) 0.9881 Loss_D: 0.0194\n",
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      "===> Epoch[5](235/562): D(x) 0.9358 Loss_D: 0.0673\n",
      "===> Epoch[5](236/562): D(x) 0.9910 Loss_D: 0.0128\n",
      "===> Epoch[5](237/562): D(x) 0.9742 Loss_D: 0.0300\n",
      "===> Epoch[5](238/562): D(x) 0.9657 Loss_D: 0.0376\n",
      "===> Epoch[5](239/562): D(x) 0.9637 Loss_D: 0.0400\n",
      "===> Epoch[5](240/562): D(x) 0.9672 Loss_D: 0.0382\n",
      "===> Epoch[5](241/562): D(x) 0.9437 Loss_D: 0.0614\n",
      "===> Epoch[5](242/562): D(x) 0.9811 Loss_D: 0.0236\n",
      "===> Epoch[5](243/562): D(x) 0.9376 Loss_D: 0.0697\n",
      "===> Epoch[5](244/562): D(x) 0.9511 Loss_D: 0.0539\n",
      "===> Epoch[5](245/562): D(x) 0.9716 Loss_D: 0.0339\n",
      "===> Epoch[5](246/562): D(x) 0.9629 Loss_D: 0.0418\n",
      "===> Epoch[5](247/562): D(x) 0.9829 Loss_D: 0.0214\n",
      "===> Epoch[5](248/562): D(x) 0.9259 Loss_D: 0.0766\n",
      "===> Epoch[5](249/562): D(x) 0.9829 Loss_D: 0.0229\n",
      "===> Epoch[5](250/562): D(x) 0.9467 Loss_D: 0.0578\n",
      "===> Epoch[5](251/562): D(x) 0.9872 Loss_D: 0.0187\n",
      "===> Epoch[5](252/562): D(x) 0.9773 Loss_D: 0.0278\n",
      "===> Epoch[5](253/562): D(x) 0.9767 Loss_D: 0.0266\n",
      "===> Epoch[5](254/562): D(x) 0.9464 Loss_D: 0.0580\n",
      "===> Epoch[5](255/562): D(x) 0.9616 Loss_D: 0.0425\n",
      "===> Epoch[5](256/562): D(x) 0.9604 Loss_D: 0.0445\n",
      "===> Epoch[5](257/562): D(x) 0.9754 Loss_D: 0.0299\n",
      "===> Epoch[5](258/562): D(x) 0.9700 Loss_D: 0.0347\n",
      "===> Epoch[5](259/562): D(x) 0.9825 Loss_D: 0.0220\n",
      "===> Epoch[5](260/562): D(x) 0.9011 Loss_D: 0.1032\n",
      "===> Epoch[5](261/562): D(x) 0.9407 Loss_D: 0.0631\n",
      "===> Epoch[5](262/562): D(x) 0.9819 Loss_D: 0.0231\n",
      "===> Epoch[5](263/562): D(x) 0.9805 Loss_D: 0.0236\n",
      "===> Epoch[5](264/562): D(x) 0.9911 Loss_D: 0.0142\n",
      "===> Epoch[5](265/562): D(x) 0.9674 Loss_D: 0.0358\n",
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      "===> Epoch[5](267/562): D(x) 0.9887 Loss_D: 0.0151\n",
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      "===> Epoch[5](269/562): D(x) 0.9596 Loss_D: 0.0447\n",
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      "===> Epoch[5](272/562): D(x) 0.9737 Loss_D: 0.0302\n",
      "===> Epoch[5](273/562): D(x) 0.9655 Loss_D: 0.0401\n",
      "===> Epoch[5](274/562): D(x) 0.9880 Loss_D: 0.0195\n",
      "===> Epoch[5](275/562): D(x) 0.9530 Loss_D: 0.0516\n",
      "===> Epoch[5](276/562): D(x) 0.9332 Loss_D: 0.0699\n",
      "===> Epoch[5](277/562): D(x) 0.9611 Loss_D: 0.0418\n",
      "===> Epoch[5](278/562): D(x) 0.9647 Loss_D: 0.0397\n",
      "===> Epoch[5](279/562): D(x) 0.9684 Loss_D: 0.0361\n",
      "===> Epoch[5](280/562): D(x) 0.9842 Loss_D: 0.0198\n",
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      "===> Epoch[5](282/562): D(x) 0.9202 Loss_D: 0.0834\n",
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      "===> Epoch[5](284/562): D(x) 0.9610 Loss_D: 0.0446\n",
      "===> Epoch[5](285/562): D(x) 0.9524 Loss_D: 0.0521\n",
      "===> Epoch[5](286/562): D(x) 0.9182 Loss_D: 0.0852\n",
      "===> Epoch[5](287/562): D(x) 0.9725 Loss_D: 0.0327\n",
      "===> Epoch[5](288/562): D(x) 0.8793 Loss_D: 0.1247\n",
      "===> Epoch[5](289/562): D(x) 0.9443 Loss_D: 0.0598\n",
      "===> Epoch[5](290/562): D(x) 0.9679 Loss_D: 0.0364\n",
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      "===> Epoch[5](292/562): D(x) 0.9762 Loss_D: 0.0293\n",
      "===> Epoch[5](293/562): D(x) 0.9817 Loss_D: 0.0220\n",
      "===> Epoch[5](294/562): D(x) 0.9528 Loss_D: 0.0513\n",
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      "===> Epoch[5](296/562): D(x) 0.9743 Loss_D: 0.0300\n",
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      "===> Epoch[5](301/562): D(x) 0.9584 Loss_D: 0.0465\n",
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      "===> Epoch[5](308/562): D(x) 0.9406 Loss_D: 0.0635\n",
      "===> Epoch[5](309/562): D(x) 0.9651 Loss_D: 0.0395\n",
      "===> Epoch[5](310/562): D(x) 0.9782 Loss_D: 0.0286\n",
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      "===> Epoch[5](312/562): D(x) 0.9765 Loss_D: 0.0308\n",
      "===> Epoch[5](313/562): D(x) 0.9907 Loss_D: 0.0142\n",
      "===> Epoch[5](314/562): D(x) 0.9510 Loss_D: 0.0535\n",
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      "===> Epoch[5](316/562): D(x) 0.9763 Loss_D: 0.0302\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[5](333/562): D(x) 0.9326 Loss_D: 0.0716\n",
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      "===> Epoch[5](472/562): D(x) 0.9797 Loss_D: 0.0241\n",
      "===> Epoch[5](473/562): D(x) 0.9703 Loss_D: 0.0355\n",
      "===> Epoch[5](474/562): D(x) 0.9738 Loss_D: 0.0329\n",
      "===> Epoch[5](475/562): D(x) 0.9573 Loss_D: 0.0481\n",
      "===> Epoch[5](476/562): D(x) 0.9760 Loss_D: 0.0267\n",
      "===> Epoch[5](477/562): D(x) 0.9593 Loss_D: 0.0444\n",
      "===> Epoch[5](478/562): D(x) 0.9613 Loss_D: 0.0438\n",
      "===> Epoch[5](479/562): D(x) 0.9081 Loss_D: 0.0997\n",
      "===> Epoch[5](480/562): D(x) 0.9867 Loss_D: 0.0267\n",
      "===> Epoch[5](481/562): D(x) 0.9335 Loss_D: 0.0735\n",
      "===> Epoch[5](482/562): D(x) 0.9553 Loss_D: 0.0487\n",
      "===> Epoch[5](483/562): D(x) 0.9738 Loss_D: 0.0307\n",
      "===> Epoch[5](484/562): D(x) 0.9641 Loss_D: 0.0407\n",
      "===> Epoch[5](485/562): D(x) 0.9681 Loss_D: 0.0385\n",
      "===> Epoch[5](486/562): D(x) 0.9524 Loss_D: 0.0518\n",
      "===> Epoch[5](487/562): D(x) 0.9647 Loss_D: 0.0415\n",
      "===> Epoch[5](488/562): D(x) 0.9890 Loss_D: 0.0163\n",
      "===> Epoch[5](489/562): D(x) 0.9424 Loss_D: 0.0644\n",
      "===> Epoch[5](490/562): D(x) 0.9640 Loss_D: 0.0401\n",
      "===> Epoch[5](491/562): D(x) 0.9565 Loss_D: 0.0497\n",
      "===> Epoch[5](492/562): D(x) 0.9551 Loss_D: 0.0496\n",
      "===> Epoch[5](493/562): D(x) 0.9688 Loss_D: 0.0353\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[5](494/562): D(x) 0.9748 Loss_D: 0.0306\n",
      "===> Epoch[5](495/562): D(x) 0.9516 Loss_D: 0.0532\n",
      "===> Epoch[5](496/562): D(x) 0.9681 Loss_D: 0.0367\n",
      "===> Epoch[5](497/562): D(x) 0.9472 Loss_D: 0.0589\n",
      "===> Epoch[5](498/562): D(x) 0.9658 Loss_D: 0.0382\n",
      "===> Epoch[5](499/562): D(x) 0.9427 Loss_D: 0.0609\n",
      "===> Epoch[5](500/562): D(x) 0.9831 Loss_D: 0.0212\n",
      "===> Epoch[5](501/562): D(x) 0.9797 Loss_D: 0.0244\n",
      "===> Epoch[5](502/562): D(x) 0.9114 Loss_D: 0.0928\n",
      "===> Epoch[5](503/562): D(x) 0.9681 Loss_D: 0.0395\n",
      "===> Epoch[5](504/562): D(x) 0.9669 Loss_D: 0.0371\n",
      "===> Epoch[5](505/562): D(x) 0.9648 Loss_D: 0.0390\n",
      "===> Epoch[5](506/562): D(x) 0.9771 Loss_D: 0.0278\n",
      "===> Epoch[5](507/562): D(x) 0.9426 Loss_D: 0.0612\n",
      "===> Epoch[5](508/562): D(x) 0.9805 Loss_D: 0.0228\n",
      "===> Epoch[5](509/562): D(x) 0.9340 Loss_D: 0.0732\n",
      "===> Epoch[5](510/562): D(x) 0.9837 Loss_D: 0.0250\n",
      "===> Epoch[5](511/562): D(x) 0.9556 Loss_D: 0.0484\n",
      "===> Epoch[5](512/562): D(x) 0.9646 Loss_D: 0.0415\n",
      "===> Epoch[5](513/562): D(x) 0.9805 Loss_D: 0.0283\n",
      "===> Epoch[5](514/562): D(x) 0.9741 Loss_D: 0.0324\n",
      "===> Epoch[5](515/562): D(x) 0.9809 Loss_D: 0.0259\n",
      "===> Epoch[5](516/562): D(x) 0.9777 Loss_D: 0.0286\n",
      "===> Epoch[5](517/562): D(x) 0.9826 Loss_D: 0.0219\n",
      "===> Epoch[5](518/562): D(x) 0.9712 Loss_D: 0.0325\n",
      "===> Epoch[5](519/562): D(x) 0.9898 Loss_D: 0.0151\n",
      "===> Epoch[5](520/562): D(x) 0.9826 Loss_D: 0.0231\n",
      "===> Epoch[5](521/562): D(x) 0.9658 Loss_D: 0.0388\n",
      "===> Epoch[5](522/562): D(x) 0.9834 Loss_D: 0.0204\n",
      "===> Epoch[5](523/562): D(x) 0.9534 Loss_D: 0.0518\n",
      "===> Epoch[5](524/562): D(x) 0.9320 Loss_D: 0.0720\n",
      "===> Epoch[5](525/562): D(x) 0.9835 Loss_D: 0.0205\n",
      "===> Epoch[5](526/562): D(x) 0.9663 Loss_D: 0.0367\n",
      "===> Epoch[5](527/562): D(x) 0.9568 Loss_D: 0.0476\n",
      "===> Epoch[5](528/562): D(x) 0.9455 Loss_D: 0.0589\n",
      "===> Epoch[5](529/562): D(x) 0.9760 Loss_D: 0.0287\n",
      "===> Epoch[5](530/562): D(x) 0.9637 Loss_D: 0.0410\n",
      "===> Epoch[5](531/562): D(x) 0.9564 Loss_D: 0.0488\n",
      "===> Epoch[5](532/562): D(x) 0.9288 Loss_D: 0.0759\n",
      "===> Epoch[5](533/562): D(x) 0.9153 Loss_D: 0.0881\n",
      "===> Epoch[5](534/562): D(x) 0.9316 Loss_D: 0.0731\n",
      "===> Epoch[5](535/562): D(x) 0.9531 Loss_D: 0.0516\n",
      "===> Epoch[5](536/562): D(x) 0.9836 Loss_D: 0.0205\n",
      "===> Epoch[5](537/562): D(x) 0.9859 Loss_D: 0.0193\n",
      "===> Epoch[5](538/562): D(x) 0.9592 Loss_D: 0.0453\n",
      "===> Epoch[5](539/562): D(x) 0.9640 Loss_D: 0.0397\n",
      "===> Epoch[5](540/562): D(x) 0.9841 Loss_D: 0.0217\n",
      "===> Epoch[5](541/562): D(x) 0.9208 Loss_D: 0.0847\n",
      "===> Epoch[5](542/562): D(x) 0.9482 Loss_D: 0.0564\n",
      "===> Epoch[5](543/562): D(x) 0.9614 Loss_D: 0.0440\n",
      "===> Epoch[5](544/562): D(x) 0.9556 Loss_D: 0.0488\n",
      "===> Epoch[5](545/562): D(x) 0.9836 Loss_D: 0.0217\n",
      "===> Epoch[5](546/562): D(x) 0.9437 Loss_D: 0.0600\n",
      "===> Epoch[5](547/562): D(x) 0.9419 Loss_D: 0.0614\n",
      "===> Epoch[5](548/562): D(x) 0.9609 Loss_D: 0.0444\n",
      "===> Epoch[5](549/562): D(x) 0.9876 Loss_D: 0.0175\n",
      "===> Epoch[5](550/562): D(x) 0.9796 Loss_D: 0.0254\n",
      "===> Epoch[5](551/562): D(x) 0.9701 Loss_D: 0.0348\n",
      "===> Epoch[5](552/562): D(x) 0.9617 Loss_D: 0.0426\n",
      "===> Epoch[5](553/562): D(x) 0.9732 Loss_D: 0.0335\n",
      "===> Epoch[5](554/562): D(x) 0.9614 Loss_D: 0.0438\n",
      "===> Epoch[5](555/562): D(x) 0.9431 Loss_D: 0.0603\n",
      "===> Epoch[5](556/562): D(x) 0.9795 Loss_D: 0.0240\n",
      "===> Epoch[5](557/562): D(x) 0.9879 Loss_D: 0.0188\n",
      "===> Epoch[5](558/562): D(x) 0.9683 Loss_D: 0.0358\n",
      "===> Epoch[5](559/562): D(x) 0.9469 Loss_D: 0.0568\n",
      "===> Epoch[5](560/562): D(x) 0.9734 Loss_D: 0.0304\n",
      "===> Epoch[5](561/562): D(x) 0.9784 Loss_D: 0.0270\n",
      "===> Epoch[5](562/562): D(x) 0.9325 Loss_D: 0.0752\n",
      "[5/18] Loss_D: 0.0424 Loss_G: 0.2828 D(x): 0.9626 D(G(z)): 0.0049 PSNR 26.7970\n",
      "===> Epoch[6](1/562): D(x) 0.9370 Loss_D: 0.0678\n",
      "===> Epoch[6](2/562): D(x) 0.9825 Loss_D: 0.0218\n",
      "===> Epoch[6](3/562): D(x) 0.9729 Loss_D: 0.0311\n",
      "===> Epoch[6](4/562): D(x) 0.9720 Loss_D: 0.0316\n",
      "===> Epoch[6](5/562): D(x) 0.9639 Loss_D: 0.0397\n",
      "===> Epoch[6](6/562): D(x) 0.9655 Loss_D: 0.0382\n",
      "===> Epoch[6](7/562): D(x) 0.9755 Loss_D: 0.0334\n",
      "===> Epoch[6](8/562): D(x) 0.9698 Loss_D: 0.0356\n",
      "===> Epoch[6](9/562): D(x) 0.9543 Loss_D: 0.0505\n",
      "===> Epoch[6](10/562): D(x) 0.9780 Loss_D: 0.0272\n",
      "===> Epoch[6](11/562): D(x) 0.9836 Loss_D: 0.0265\n",
      "===> Epoch[6](12/562): D(x) 0.9538 Loss_D: 0.0500\n",
      "===> Epoch[6](13/562): D(x) 0.9662 Loss_D: 0.0371\n",
      "===> Epoch[6](14/562): D(x) 0.9690 Loss_D: 0.0360\n",
      "===> Epoch[6](15/562): D(x) 0.9690 Loss_D: 0.0351\n",
      "===> Epoch[6](16/562): D(x) 0.9609 Loss_D: 0.0440\n",
      "===> Epoch[6](17/562): D(x) 0.9746 Loss_D: 0.0302\n",
      "===> Epoch[6](18/562): D(x) 0.9774 Loss_D: 0.0263\n",
      "===> Epoch[6](19/562): D(x) 0.9652 Loss_D: 0.0424\n",
      "===> Epoch[6](20/562): D(x) 0.9601 Loss_D: 0.0440\n",
      "===> Epoch[6](21/562): D(x) 0.9522 Loss_D: 0.0542\n",
      "===> Epoch[6](22/562): D(x) 0.9614 Loss_D: 0.0447\n",
      "===> Epoch[6](23/562): D(x) 0.9726 Loss_D: 0.0314\n",
      "===> Epoch[6](24/562): D(x) 0.9682 Loss_D: 0.0359\n",
      "===> Epoch[6](25/562): D(x) 0.9278 Loss_D: 0.0769\n",
      "===> Epoch[6](26/562): D(x) 0.9648 Loss_D: 0.0396\n",
      "===> Epoch[6](27/562): D(x) 0.9736 Loss_D: 0.0310\n",
      "===> Epoch[6](28/562): D(x) 0.9835 Loss_D: 0.0209\n",
      "===> Epoch[6](29/562): D(x) 0.8981 Loss_D: 0.1072\n",
      "===> Epoch[6](30/562): D(x) 0.9290 Loss_D: 0.0757\n",
      "===> Epoch[6](31/562): D(x) 0.9758 Loss_D: 0.0309\n",
      "===> Epoch[6](32/562): D(x) 0.9763 Loss_D: 0.0291\n",
      "===> Epoch[6](33/562): D(x) 0.9733 Loss_D: 0.0306\n",
      "===> Epoch[6](34/562): D(x) 0.9792 Loss_D: 0.0251\n",
      "===> Epoch[6](35/562): D(x) 0.9498 Loss_D: 0.0544\n",
      "===> Epoch[6](36/562): D(x) 0.9706 Loss_D: 0.0341\n",
      "===> Epoch[6](37/562): D(x) 0.9361 Loss_D: 0.0673\n",
      "===> Epoch[6](38/562): D(x) 0.9785 Loss_D: 0.0257\n",
      "===> Epoch[6](39/562): D(x) 0.9764 Loss_D: 0.0291\n",
      "===> Epoch[6](40/562): D(x) 0.9632 Loss_D: 0.0410\n",
      "===> Epoch[6](41/562): D(x) 0.9654 Loss_D: 0.0393\n",
      "===> Epoch[6](42/562): D(x) 0.9295 Loss_D: 0.0748\n",
      "===> Epoch[6](43/562): D(x) 0.9634 Loss_D: 0.0503\n",
      "===> Epoch[6](44/562): D(x) 0.9735 Loss_D: 0.0313\n",
      "===> Epoch[6](45/562): D(x) 0.9488 Loss_D: 0.0581\n",
      "===> Epoch[6](46/562): D(x) 0.9918 Loss_D: 0.0213\n",
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      "===> Epoch[6](53/562): D(x) 0.9542 Loss_D: 0.0504\n",
      "===> Epoch[6](54/562): D(x) 0.9645 Loss_D: 0.0426\n",
      "===> Epoch[6](55/562): D(x) 0.9707 Loss_D: 0.0332\n",
      "===> Epoch[6](56/562): D(x) 0.9792 Loss_D: 0.0260\n",
      "===> Epoch[6](57/562): D(x) 0.9383 Loss_D: 0.0674\n",
      "===> Epoch[6](58/562): D(x) 0.9696 Loss_D: 0.0347\n",
      "===> Epoch[6](59/562): D(x) 0.9561 Loss_D: 0.0488\n",
      "===> Epoch[6](60/562): D(x) 0.9815 Loss_D: 0.0227\n",
      "===> Epoch[6](61/562): D(x) 0.9629 Loss_D: 0.0424\n",
      "===> Epoch[6](62/562): D(x) 0.9639 Loss_D: 0.0424\n",
      "===> Epoch[6](63/562): D(x) 0.9628 Loss_D: 0.0435\n",
      "===> Epoch[6](64/562): D(x) 0.9455 Loss_D: 0.0589\n",
      "===> Epoch[6](65/562): D(x) 0.9356 Loss_D: 0.0687\n",
      "===> Epoch[6](66/562): D(x) 0.9913 Loss_D: 0.0146\n",
      "===> Epoch[6](67/562): D(x) 0.9643 Loss_D: 0.0390\n",
      "===> Epoch[6](68/562): D(x) 0.9758 Loss_D: 0.0297\n",
      "===> Epoch[6](69/562): D(x) 0.9918 Loss_D: 0.0135\n",
      "===> Epoch[6](70/562): D(x) 0.9868 Loss_D: 0.0166\n",
      "===> Epoch[6](71/562): D(x) 0.9122 Loss_D: 0.0907\n",
      "===> Epoch[6](72/562): D(x) 0.9746 Loss_D: 0.0295\n",
      "===> Epoch[6](73/562): D(x) 0.9809 Loss_D: 0.0231\n",
      "===> Epoch[6](74/562): D(x) 0.9780 Loss_D: 0.0268\n",
      "===> Epoch[6](75/562): D(x) 0.9835 Loss_D: 0.0219\n",
      "===> Epoch[6](76/562): D(x) 0.9703 Loss_D: 0.0344\n",
      "===> Epoch[6](77/562): D(x) 0.9675 Loss_D: 0.0365\n",
      "===> Epoch[6](78/562): D(x) 0.9456 Loss_D: 0.0611\n",
      "===> Epoch[6](79/562): D(x) 0.9766 Loss_D: 0.0296\n",
      "===> Epoch[6](80/562): D(x) 0.9802 Loss_D: 0.0248\n",
      "===> Epoch[6](81/562): D(x) 0.9782 Loss_D: 0.0268\n",
      "===> Epoch[6](82/562): D(x) 0.9767 Loss_D: 0.0277\n",
      "===> Epoch[6](83/562): D(x) 0.9445 Loss_D: 0.0603\n",
      "===> Epoch[6](84/562): D(x) 0.9850 Loss_D: 0.0215\n",
      "===> Epoch[6](85/562): D(x) 0.9705 Loss_D: 0.0343\n",
      "===> Epoch[6](86/562): D(x) 0.9692 Loss_D: 0.0386\n",
      "===> Epoch[6](87/562): D(x) 0.9759 Loss_D: 0.0286\n",
      "===> Epoch[6](88/562): D(x) 0.9841 Loss_D: 0.0222\n",
      "===> Epoch[6](89/562): D(x) 0.9793 Loss_D: 0.0257\n",
      "===> Epoch[6](90/562): D(x) 0.9606 Loss_D: 0.0438\n",
      "===> Epoch[6](91/562): D(x) 0.9465 Loss_D: 0.0572\n",
      "===> Epoch[6](92/562): D(x) 0.9103 Loss_D: 0.0965\n",
      "===> Epoch[6](93/562): D(x) 0.9785 Loss_D: 0.0266\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[6](94/562): D(x) 0.9701 Loss_D: 0.0343\n",
      "===> Epoch[6](95/562): D(x) 0.8906 Loss_D: 0.1144\n",
      "===> Epoch[6](96/562): D(x) 0.9436 Loss_D: 0.0615\n",
      "===> Epoch[6](97/562): D(x) 0.9617 Loss_D: 0.0437\n",
      "===> Epoch[6](98/562): D(x) 0.9666 Loss_D: 0.0368\n",
      "===> Epoch[6](99/562): D(x) 0.9193 Loss_D: 0.0858\n",
      "===> Epoch[6](100/562): D(x) 0.9894 Loss_D: 0.0141\n",
      "===> Epoch[6](101/562): D(x) 0.9816 Loss_D: 0.0244\n",
      "===> Epoch[6](102/562): D(x) 0.9597 Loss_D: 0.0445\n",
      "===> Epoch[6](103/562): D(x) 0.9832 Loss_D: 0.0205\n",
      "===> Epoch[6](104/562): D(x) 0.9762 Loss_D: 0.0270\n",
      "===> Epoch[6](105/562): D(x) 0.9641 Loss_D: 0.0409\n",
      "===> Epoch[6](106/562): D(x) 0.9309 Loss_D: 0.0733\n",
      "===> Epoch[6](107/562): D(x) 0.9121 Loss_D: 0.0914\n",
      "===> Epoch[6](108/562): D(x) 0.9440 Loss_D: 0.0607\n",
      "===> Epoch[6](109/562): D(x) 0.9654 Loss_D: 0.0382\n",
      "===> Epoch[6](110/562): D(x) 0.9304 Loss_D: 0.0736\n",
      "===> Epoch[6](111/562): D(x) 0.9679 Loss_D: 0.0354\n",
      "===> Epoch[6](112/562): D(x) 0.8988 Loss_D: 0.1066\n",
      "===> Epoch[6](113/562): D(x) 0.9585 Loss_D: 0.0461\n",
      "===> Epoch[6](114/562): D(x) 0.9705 Loss_D: 0.0345\n",
      "===> Epoch[6](115/562): D(x) 0.9619 Loss_D: 0.0422\n",
      "===> Epoch[6](116/562): D(x) 0.9673 Loss_D: 0.0363\n",
      "===> Epoch[6](117/562): D(x) 0.9643 Loss_D: 0.0396\n",
      "===> Epoch[6](118/562): D(x) 0.9882 Loss_D: 0.0161\n",
      "===> Epoch[6](119/562): D(x) 0.9854 Loss_D: 0.0215\n",
      "===> Epoch[6](120/562): D(x) 0.9472 Loss_D: 0.0572\n",
      "===> Epoch[6](121/562): D(x) 0.9839 Loss_D: 0.0197\n",
      "===> Epoch[6](122/562): D(x) 0.9660 Loss_D: 0.0399\n",
      "===> Epoch[6](123/562): D(x) 0.9602 Loss_D: 0.0453\n",
      "===> Epoch[6](124/562): D(x) 0.9620 Loss_D: 0.0428\n",
      "===> Epoch[6](125/562): D(x) 0.9483 Loss_D: 0.0565\n",
      "===> Epoch[6](126/562): D(x) 0.9807 Loss_D: 0.0270\n",
      "===> Epoch[6](127/562): D(x) 0.9698 Loss_D: 0.0358\n",
      "===> Epoch[6](128/562): D(x) 0.9715 Loss_D: 0.0331\n",
      "===> Epoch[6](129/562): D(x) 0.9470 Loss_D: 0.0584\n",
      "===> Epoch[6](130/562): D(x) 0.9401 Loss_D: 0.0637\n",
      "===> Epoch[6](131/562): D(x) 0.9549 Loss_D: 0.0504\n",
      "===> Epoch[6](132/562): D(x) 0.9857 Loss_D: 0.0183\n",
      "===> Epoch[6](133/562): D(x) 0.9725 Loss_D: 0.0329\n",
      "===> Epoch[6](134/562): D(x) 0.9485 Loss_D: 0.0561\n",
      "===> Epoch[6](135/562): D(x) 0.9875 Loss_D: 0.0171\n",
      "===> Epoch[6](136/562): D(x) 0.9617 Loss_D: 0.0417\n",
      "===> Epoch[6](137/562): D(x) 0.9281 Loss_D: 0.0761\n",
      "===> Epoch[6](138/562): D(x) 0.9737 Loss_D: 0.0307\n",
      "===> Epoch[6](139/562): D(x) 0.9839 Loss_D: 0.0214\n",
      "===> Epoch[6](140/562): D(x) 0.9703 Loss_D: 0.0351\n",
      "===> Epoch[6](141/562): D(x) 0.9837 Loss_D: 0.0221\n",
      "===> Epoch[6](142/562): D(x) 0.9826 Loss_D: 0.0220\n",
      "===> Epoch[6](143/562): D(x) 0.9516 Loss_D: 0.0543\n",
      "===> Epoch[6](144/562): D(x) 0.9545 Loss_D: 0.0501\n",
      "===> Epoch[6](145/562): D(x) 0.9703 Loss_D: 0.0338\n",
      "===> Epoch[6](146/562): D(x) 0.9769 Loss_D: 0.0289\n",
      "===> Epoch[6](147/562): D(x) 0.9460 Loss_D: 0.0587\n",
      "===> Epoch[6](148/562): D(x) 0.9722 Loss_D: 0.0306\n",
      "===> Epoch[6](149/562): D(x) 0.9702 Loss_D: 0.0350\n",
      "===> Epoch[6](150/562): D(x) 0.9605 Loss_D: 0.0468\n",
      "===> Epoch[6](151/562): D(x) 0.9834 Loss_D: 0.0226\n",
      "===> Epoch[6](152/562): D(x) 0.9574 Loss_D: 0.0477\n",
      "===> Epoch[6](153/562): D(x) 0.9535 Loss_D: 0.0506\n",
      "===> Epoch[6](154/562): D(x) 0.9350 Loss_D: 0.0677\n",
      "===> Epoch[6](155/562): D(x) 0.9739 Loss_D: 0.0303\n",
      "===> Epoch[6](156/562): D(x) 0.9585 Loss_D: 0.0465\n",
      "===> Epoch[6](157/562): D(x) 0.9928 Loss_D: 0.0126\n",
      "===> Epoch[6](158/562): D(x) 0.9771 Loss_D: 0.0291\n",
      "===> Epoch[6](159/562): D(x) 0.9647 Loss_D: 0.0395\n",
      "===> Epoch[6](160/562): D(x) 0.9870 Loss_D: 0.0174\n",
      "===> Epoch[6](161/562): D(x) 0.9760 Loss_D: 0.0298\n",
      "===> Epoch[6](162/562): D(x) 0.9580 Loss_D: 0.0462\n",
      "===> Epoch[6](163/562): D(x) 0.9477 Loss_D: 0.0563\n",
      "===> Epoch[6](164/562): D(x) 0.9599 Loss_D: 0.0485\n",
      "===> Epoch[6](165/562): D(x) 0.9676 Loss_D: 0.0372\n",
      "===> Epoch[6](166/562): D(x) 0.9517 Loss_D: 0.0528\n",
      "===> Epoch[6](167/562): D(x) 0.9643 Loss_D: 0.0406\n",
      "===> Epoch[6](168/562): D(x) 0.9621 Loss_D: 0.0443\n",
      "===> Epoch[6](169/562): D(x) 0.9671 Loss_D: 0.0371\n",
      "===> Epoch[6](170/562): D(x) 0.9488 Loss_D: 0.0560\n",
      "===> Epoch[6](171/562): D(x) 0.9847 Loss_D: 0.0198\n",
      "===> Epoch[6](172/562): D(x) 0.9769 Loss_D: 0.0279\n",
      "===> Epoch[6](173/562): D(x) 0.9789 Loss_D: 0.0249\n",
      "===> Epoch[6](174/562): D(x) 0.9389 Loss_D: 0.0681\n",
      "===> Epoch[6](175/562): D(x) 0.9620 Loss_D: 0.0426\n",
      "===> Epoch[6](176/562): D(x) 0.9738 Loss_D: 0.0315\n",
      "===> Epoch[6](177/562): D(x) 0.9512 Loss_D: 0.0536\n",
      "===> Epoch[6](178/562): D(x) 0.9406 Loss_D: 0.0633\n",
      "===> Epoch[6](179/562): D(x) 0.9308 Loss_D: 0.0743\n",
      "===> Epoch[6](180/562): D(x) 0.9604 Loss_D: 0.0463\n",
      "===> Epoch[6](181/562): D(x) 0.9353 Loss_D: 0.0697\n",
      "===> Epoch[6](182/562): D(x) 0.9751 Loss_D: 0.0298\n",
      "===> Epoch[6](183/562): D(x) 0.9892 Loss_D: 0.0147\n",
      "===> Epoch[6](184/562): D(x) 0.9610 Loss_D: 0.0431\n",
      "===> Epoch[6](185/562): D(x) 0.9635 Loss_D: 0.0430\n",
      "===> Epoch[6](186/562): D(x) 0.9832 Loss_D: 0.0206\n",
      "===> Epoch[6](187/562): D(x) 0.9883 Loss_D: 0.0145\n",
      "===> Epoch[6](188/562): D(x) 0.9223 Loss_D: 0.0819\n",
      "===> Epoch[6](189/562): D(x) 0.9807 Loss_D: 0.0236\n",
      "===> Epoch[6](190/562): D(x) 0.9547 Loss_D: 0.0492\n",
      "===> Epoch[6](191/562): D(x) 0.9807 Loss_D: 0.0253\n",
      "===> Epoch[6](192/562): D(x) 0.9833 Loss_D: 0.0210\n",
      "===> Epoch[6](193/562): D(x) 0.9509 Loss_D: 0.0533\n",
      "===> Epoch[6](194/562): D(x) 0.9677 Loss_D: 0.0399\n",
      "===> Epoch[6](195/562): D(x) 0.9577 Loss_D: 0.0460\n",
      "===> Epoch[6](196/562): D(x) 0.9673 Loss_D: 0.0366\n",
      "===> Epoch[6](197/562): D(x) 0.9708 Loss_D: 0.0347\n",
      "===> Epoch[6](198/562): D(x) 0.9553 Loss_D: 0.0494\n",
      "===> Epoch[6](199/562): D(x) 0.9620 Loss_D: 0.0418\n",
      "===> Epoch[6](200/562): D(x) 0.9762 Loss_D: 0.0309\n",
      "===> Epoch[6](201/562): D(x) 0.9313 Loss_D: 0.0734\n",
      "===> Epoch[6](202/562): D(x) 0.9636 Loss_D: 0.0409\n",
      "===> Epoch[6](203/562): D(x) 0.9774 Loss_D: 0.0281\n",
      "===> Epoch[6](204/562): D(x) 0.9487 Loss_D: 0.0546\n",
      "===> Epoch[6](205/562): D(x) 0.9476 Loss_D: 0.0568\n",
      "===> Epoch[6](206/562): D(x) 0.9435 Loss_D: 0.0622\n",
      "===> Epoch[6](207/562): D(x) 0.9725 Loss_D: 0.0332\n",
      "===> Epoch[6](208/562): D(x) 0.9730 Loss_D: 0.0320\n",
      "===> Epoch[6](209/562): D(x) 0.9625 Loss_D: 0.0421\n",
      "===> Epoch[6](210/562): D(x) 0.9679 Loss_D: 0.0385\n",
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      "===> Epoch[6](212/562): D(x) 0.9619 Loss_D: 0.0429\n",
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      "===> Epoch[6](214/562): D(x) 0.9838 Loss_D: 0.0203\n",
      "===> Epoch[6](215/562): D(x) 0.9743 Loss_D: 0.0312\n",
      "===> Epoch[6](216/562): D(x) 0.9743 Loss_D: 0.0308\n",
      "===> Epoch[6](217/562): D(x) 0.9498 Loss_D: 0.0562\n",
      "===> Epoch[6](218/562): D(x) 0.9721 Loss_D: 0.0350\n",
      "===> Epoch[6](219/562): D(x) 0.9623 Loss_D: 0.0434\n",
      "===> Epoch[6](220/562): D(x) 0.9876 Loss_D: 0.0179\n",
      "===> Epoch[6](221/562): D(x) 0.9378 Loss_D: 0.0674\n",
      "===> Epoch[6](222/562): D(x) 0.9755 Loss_D: 0.0385\n",
      "===> Epoch[6](223/562): D(x) 0.9850 Loss_D: 0.0200\n",
      "===> Epoch[6](224/562): D(x) 0.9619 Loss_D: 0.0428\n",
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      "===> Epoch[6](227/562): D(x) 0.9385 Loss_D: 0.0649\n",
      "===> Epoch[6](228/562): D(x) 0.9866 Loss_D: 0.0182\n",
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      "===> Epoch[6](230/562): D(x) 0.9570 Loss_D: 0.0468\n",
      "===> Epoch[6](231/562): D(x) 0.9752 Loss_D: 0.0307\n",
      "===> Epoch[6](232/562): D(x) 0.9825 Loss_D: 0.0252\n",
      "===> Epoch[6](233/562): D(x) 0.9705 Loss_D: 0.0330\n",
      "===> Epoch[6](234/562): D(x) 0.9698 Loss_D: 0.0412\n",
      "===> Epoch[6](235/562): D(x) 0.9597 Loss_D: 0.0438\n",
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      "===> Epoch[6](237/562): D(x) 0.9463 Loss_D: 0.0584\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[6](255/562): D(x) 0.9004 Loss_D: 0.1041\n",
      "===> Epoch[6](256/562): D(x) 0.9452 Loss_D: 0.0619\n",
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      "===> Epoch[6](382/562): D(x) 0.9792 Loss_D: 0.0261\n",
      "===> Epoch[6](383/562): D(x) 0.9232 Loss_D: 0.0822\n",
      "===> Epoch[6](384/562): D(x) 0.9703 Loss_D: 0.0344\n",
      "===> Epoch[6](385/562): D(x) 0.9782 Loss_D: 0.0267\n",
      "===> Epoch[6](386/562): D(x) 0.9851 Loss_D: 0.0185\n",
      "===> Epoch[6](387/562): D(x) 0.9595 Loss_D: 0.0437\n",
      "===> Epoch[6](388/562): D(x) 0.9719 Loss_D: 0.0336\n",
      "===> Epoch[6](389/562): D(x) 0.9204 Loss_D: 0.0834\n",
      "===> Epoch[6](390/562): D(x) 0.9640 Loss_D: 0.0407\n",
      "===> Epoch[6](391/562): D(x) 0.9568 Loss_D: 0.0501\n",
      "===> Epoch[6](392/562): D(x) 0.9777 Loss_D: 0.0262\n",
      "===> Epoch[6](393/562): D(x) 0.9051 Loss_D: 0.0987\n",
      "===> Epoch[6](394/562): D(x) 0.8878 Loss_D: 0.1181\n",
      "===> Epoch[6](395/562): D(x) 0.9559 Loss_D: 0.0487\n",
      "===> Epoch[6](396/562): D(x) 0.9590 Loss_D: 0.0444\n",
      "===> Epoch[6](397/562): D(x) 0.9378 Loss_D: 0.0657\n",
      "===> Epoch[6](398/562): D(x) 0.9728 Loss_D: 0.0319\n",
      "===> Epoch[6](399/562): D(x) 0.8984 Loss_D: 0.1075\n",
      "===> Epoch[6](400/562): D(x) 0.9825 Loss_D: 0.0209\n",
      "===> Epoch[6](401/562): D(x) 0.9771 Loss_D: 0.0297\n",
      "===> Epoch[6](402/562): D(x) 0.9712 Loss_D: 0.0343\n",
      "===> Epoch[6](403/562): D(x) 0.9718 Loss_D: 0.0316\n",
      "===> Epoch[6](404/562): D(x) 0.9731 Loss_D: 0.0312\n",
      "===> Epoch[6](405/562): D(x) 0.9432 Loss_D: 0.0623\n",
      "===> Epoch[6](406/562): D(x) 0.9742 Loss_D: 0.0310\n",
      "===> Epoch[6](407/562): D(x) 0.9680 Loss_D: 0.0356\n",
      "===> Epoch[6](408/562): D(x) 0.9752 Loss_D: 0.0311\n",
      "===> Epoch[6](409/562): D(x) 0.9232 Loss_D: 0.0809\n",
      "===> Epoch[6](410/562): D(x) 0.9375 Loss_D: 0.0658\n",
      "===> Epoch[6](411/562): D(x) 0.9775 Loss_D: 0.0275\n",
      "===> Epoch[6](412/562): D(x) 0.9695 Loss_D: 0.0394\n",
      "===> Epoch[6](413/562): D(x) 0.9719 Loss_D: 0.0329\n",
      "===> Epoch[6](414/562): D(x) 0.9764 Loss_D: 0.0282\n",
      "===> Epoch[6](415/562): D(x) 0.9575 Loss_D: 0.0468\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[6](416/562): D(x) 0.9871 Loss_D: 0.0182\n",
      "===> Epoch[6](417/562): D(x) 0.9919 Loss_D: 0.0115\n",
      "===> Epoch[6](418/562): D(x) 0.9700 Loss_D: 0.0344\n",
      "===> Epoch[6](419/562): D(x) 0.9506 Loss_D: 0.0526\n",
      "===> Epoch[6](420/562): D(x) 0.9487 Loss_D: 0.0554\n",
      "===> Epoch[6](421/562): D(x) 0.9569 Loss_D: 0.0481\n",
      "===> Epoch[6](422/562): D(x) 0.9597 Loss_D: 0.0455\n",
      "===> Epoch[6](423/562): D(x) 0.9694 Loss_D: 0.0348\n",
      "===> Epoch[6](424/562): D(x) 0.9734 Loss_D: 0.0316\n",
      "===> Epoch[6](425/562): D(x) 0.9699 Loss_D: 0.0340\n",
      "===> Epoch[6](426/562): D(x) 0.9714 Loss_D: 0.0326\n",
      "===> Epoch[6](427/562): D(x) 0.9704 Loss_D: 0.0354\n",
      "===> Epoch[6](428/562): D(x) 0.9706 Loss_D: 0.0339\n",
      "===> Epoch[6](429/562): D(x) 0.9487 Loss_D: 0.0555\n",
      "===> Epoch[6](430/562): D(x) 0.9349 Loss_D: 0.0691\n",
      "===> Epoch[6](431/562): D(x) 0.9377 Loss_D: 0.0676\n",
      "===> Epoch[6](432/562): D(x) 0.9315 Loss_D: 0.0742\n",
      "===> Epoch[6](433/562): D(x) 0.9504 Loss_D: 0.0543\n",
      "===> Epoch[6](434/562): D(x) 0.9694 Loss_D: 0.0334\n",
      "===> Epoch[6](435/562): D(x) 0.9496 Loss_D: 0.0557\n",
      "===> Epoch[6](436/562): D(x) 0.9638 Loss_D: 0.0418\n",
      "===> Epoch[6](437/562): D(x) 0.9647 Loss_D: 0.0394\n",
      "===> Epoch[6](438/562): D(x) 0.9651 Loss_D: 0.0387\n",
      "===> Epoch[6](439/562): D(x) 0.9591 Loss_D: 0.0448\n",
      "===> Epoch[6](440/562): D(x) 0.9843 Loss_D: 0.0209\n",
      "===> Epoch[6](441/562): D(x) 0.9391 Loss_D: 0.0659\n",
      "===> Epoch[6](442/562): D(x) 0.9835 Loss_D: 0.0209\n",
      "===> Epoch[6](443/562): D(x) 0.9677 Loss_D: 0.0366\n",
      "===> Epoch[6](444/562): D(x) 0.9606 Loss_D: 0.0448\n",
      "===> Epoch[6](445/562): D(x) 0.9869 Loss_D: 0.0164\n",
      "===> Epoch[6](446/562): D(x) 0.9756 Loss_D: 0.0298\n",
      "===> Epoch[6](447/562): D(x) 0.9669 Loss_D: 0.0374\n",
      "===> Epoch[6](448/562): D(x) 0.9874 Loss_D: 0.0219\n",
      "===> Epoch[6](449/562): D(x) 0.9646 Loss_D: 0.0431\n",
      "===> Epoch[6](450/562): D(x) 0.9738 Loss_D: 0.0299\n",
      "===> Epoch[6](451/562): D(x) 0.9581 Loss_D: 0.0487\n",
      "===> Epoch[6](452/562): D(x) 0.9770 Loss_D: 0.0284\n",
      "===> Epoch[6](453/562): D(x) 0.9594 Loss_D: 0.0455\n",
      "===> Epoch[6](454/562): D(x) 0.9604 Loss_D: 0.0460\n",
      "===> Epoch[6](455/562): D(x) 0.9882 Loss_D: 0.0166\n",
      "===> Epoch[6](456/562): D(x) 0.9501 Loss_D: 0.0548\n",
      "===> Epoch[6](457/562): D(x) 0.9468 Loss_D: 0.0580\n",
      "===> Epoch[6](458/562): D(x) 0.9698 Loss_D: 0.0355\n",
      "===> Epoch[6](459/562): D(x) 0.9508 Loss_D: 0.0544\n",
      "===> Epoch[6](460/562): D(x) 0.9793 Loss_D: 0.0267\n",
      "===> Epoch[6](461/562): D(x) 0.9477 Loss_D: 0.0568\n",
      "===> Epoch[6](462/562): D(x) 0.9748 Loss_D: 0.0301\n",
      "===> Epoch[6](463/562): D(x) 0.9689 Loss_D: 0.0348\n",
      "===> Epoch[6](464/562): D(x) 0.9868 Loss_D: 0.0186\n",
      "===> Epoch[6](465/562): D(x) 0.9569 Loss_D: 0.0499\n",
      "===> Epoch[6](466/562): D(x) 0.9690 Loss_D: 0.0365\n",
      "===> Epoch[6](467/562): D(x) 0.9772 Loss_D: 0.0259\n",
      "===> Epoch[6](468/562): D(x) 0.9843 Loss_D: 0.0200\n",
      "===> Epoch[6](469/562): D(x) 0.9684 Loss_D: 0.0365\n",
      "===> Epoch[6](470/562): D(x) 0.9851 Loss_D: 0.0201\n",
      "===> Epoch[6](471/562): D(x) 0.9430 Loss_D: 0.0605\n",
      "===> Epoch[6](472/562): D(x) 0.9536 Loss_D: 0.0517\n",
      "===> Epoch[6](473/562): D(x) 0.9609 Loss_D: 0.0437\n",
      "===> Epoch[6](474/562): D(x) 0.9876 Loss_D: 0.0199\n",
      "===> Epoch[6](475/562): D(x) 0.9817 Loss_D: 0.0238\n",
      "===> Epoch[6](476/562): D(x) 0.9164 Loss_D: 0.0881\n",
      "===> Epoch[6](477/562): D(x) 0.9858 Loss_D: 0.0180\n",
      "===> Epoch[6](478/562): D(x) 0.9329 Loss_D: 0.0707\n",
      "===> Epoch[6](479/562): D(x) 0.9849 Loss_D: 0.0187\n",
      "===> Epoch[6](480/562): D(x) 0.9304 Loss_D: 0.0747\n",
      "===> Epoch[6](481/562): D(x) 0.9440 Loss_D: 0.0599\n",
      "===> Epoch[6](482/562): D(x) 0.9865 Loss_D: 0.0174\n",
      "===> Epoch[6](483/562): D(x) 0.9796 Loss_D: 0.0251\n",
      "===> Epoch[6](484/562): D(x) 0.9389 Loss_D: 0.0652\n",
      "===> Epoch[6](485/562): D(x) 0.9759 Loss_D: 0.0294\n",
      "===> Epoch[6](486/562): D(x) 0.9544 Loss_D: 0.0503\n",
      "===> Epoch[6](487/562): D(x) 0.9641 Loss_D: 0.0394\n",
      "===> Epoch[6](488/562): D(x) 0.9864 Loss_D: 0.0187\n",
      "===> Epoch[6](489/562): D(x) 0.9813 Loss_D: 0.0248\n",
      "===> Epoch[6](490/562): D(x) 0.9604 Loss_D: 0.0449\n",
      "===> Epoch[6](491/562): D(x) 0.9788 Loss_D: 0.0273\n",
      "===> Epoch[6](492/562): D(x) 0.9772 Loss_D: 0.0296\n",
      "===> Epoch[6](493/562): D(x) 0.9837 Loss_D: 0.0206\n",
      "===> Epoch[6](494/562): D(x) 0.9839 Loss_D: 0.0205\n",
      "===> Epoch[6](495/562): D(x) 0.9317 Loss_D: 0.0722\n",
      "===> Epoch[6](496/562): D(x) 0.9815 Loss_D: 0.0285\n",
      "===> Epoch[6](497/562): D(x) 0.9746 Loss_D: 0.0314\n",
      "===> Epoch[6](498/562): D(x) 0.9785 Loss_D: 0.0255\n",
      "===> Epoch[6](499/562): D(x) 0.9784 Loss_D: 0.0248\n",
      "===> Epoch[6](500/562): D(x) 0.9691 Loss_D: 0.0353\n",
      "===> Epoch[6](501/562): D(x) 0.9852 Loss_D: 0.0209\n",
      "===> Epoch[6](502/562): D(x) 0.9567 Loss_D: 0.0477\n",
      "===> Epoch[6](503/562): D(x) 0.9743 Loss_D: 0.0307\n",
      "===> Epoch[6](504/562): D(x) 0.9799 Loss_D: 0.0251\n",
      "===> Epoch[6](505/562): D(x) 0.9152 Loss_D: 0.0888\n",
      "===> Epoch[6](506/562): D(x) 0.9717 Loss_D: 0.0330\n",
      "===> Epoch[6](507/562): D(x) 0.9808 Loss_D: 0.0232\n",
      "===> Epoch[6](508/562): D(x) 0.9483 Loss_D: 0.0560\n",
      "===> Epoch[6](509/562): D(x) 0.9592 Loss_D: 0.0468\n",
      "===> Epoch[6](510/562): D(x) 0.9065 Loss_D: 0.0969\n",
      "===> Epoch[6](511/562): D(x) 0.9453 Loss_D: 0.0602\n",
      "===> Epoch[6](512/562): D(x) 0.9634 Loss_D: 0.0410\n",
      "===> Epoch[6](513/562): D(x) 0.9497 Loss_D: 0.0540\n",
      "===> Epoch[6](514/562): D(x) 0.9415 Loss_D: 0.0680\n",
      "===> Epoch[6](515/562): D(x) 0.9775 Loss_D: 0.0278\n",
      "===> Epoch[6](516/562): D(x) 0.9449 Loss_D: 0.0579\n",
      "===> Epoch[6](517/562): D(x) 0.9051 Loss_D: 0.0987\n",
      "===> Epoch[6](518/562): D(x) 0.9788 Loss_D: 0.0252\n",
      "===> Epoch[6](519/562): D(x) 0.9431 Loss_D: 0.0601\n",
      "===> Epoch[6](520/562): D(x) 0.9736 Loss_D: 0.0305\n",
      "===> Epoch[6](521/562): D(x) 0.9781 Loss_D: 0.0258\n",
      "===> Epoch[6](522/562): D(x) 0.9757 Loss_D: 0.0281\n",
      "===> Epoch[6](523/562): D(x) 0.9817 Loss_D: 0.0224\n",
      "===> Epoch[6](524/562): D(x) 0.9578 Loss_D: 0.0468\n",
      "===> Epoch[6](525/562): D(x) 0.9486 Loss_D: 0.0563\n",
      "===> Epoch[6](526/562): D(x) 0.9851 Loss_D: 0.0192\n",
      "===> Epoch[6](527/562): D(x) 0.9861 Loss_D: 0.0236\n",
      "===> Epoch[6](528/562): D(x) 0.9812 Loss_D: 0.0265\n",
      "===> Epoch[6](529/562): D(x) 0.9587 Loss_D: 0.0456\n",
      "===> Epoch[6](530/562): D(x) 0.9805 Loss_D: 0.0249\n",
      "===> Epoch[6](531/562): D(x) 0.9833 Loss_D: 0.0218\n",
      "===> Epoch[6](532/562): D(x) 0.9313 Loss_D: 0.0734\n",
      "===> Epoch[6](533/562): D(x) 0.9742 Loss_D: 0.0301\n",
      "===> Epoch[6](534/562): D(x) 0.9120 Loss_D: 0.0927\n",
      "===> Epoch[6](535/562): D(x) 0.9613 Loss_D: 0.0436\n",
      "===> Epoch[6](536/562): D(x) 0.9532 Loss_D: 0.0526\n",
      "===> Epoch[6](537/562): D(x) 0.9595 Loss_D: 0.0464\n",
      "===> Epoch[6](538/562): D(x) 0.9788 Loss_D: 0.0252\n",
      "===> Epoch[6](539/562): D(x) 0.9571 Loss_D: 0.0471\n",
      "===> Epoch[6](540/562): D(x) 0.9653 Loss_D: 0.0406\n",
      "===> Epoch[6](541/562): D(x) 0.9742 Loss_D: 0.0301\n",
      "===> Epoch[6](542/562): D(x) 0.9811 Loss_D: 0.0238\n",
      "===> Epoch[6](543/562): D(x) 0.9704 Loss_D: 0.0335\n",
      "===> Epoch[6](544/562): D(x) 0.9651 Loss_D: 0.0384\n",
      "===> Epoch[6](545/562): D(x) 0.9543 Loss_D: 0.0506\n",
      "===> Epoch[6](546/562): D(x) 0.9859 Loss_D: 0.0225\n",
      "===> Epoch[6](547/562): D(x) 0.9477 Loss_D: 0.0575\n",
      "===> Epoch[6](548/562): D(x) 0.9887 Loss_D: 0.0154\n",
      "===> Epoch[6](549/562): D(x) 0.9878 Loss_D: 0.0179\n",
      "===> Epoch[6](550/562): D(x) 0.9158 Loss_D: 0.0893\n",
      "===> Epoch[6](551/562): D(x) 0.9770 Loss_D: 0.0317\n",
      "===> Epoch[6](552/562): D(x) 0.9641 Loss_D: 0.0408\n",
      "===> Epoch[6](553/562): D(x) 0.9839 Loss_D: 0.0225\n",
      "===> Epoch[6](554/562): D(x) 0.9824 Loss_D: 0.0223\n",
      "===> Epoch[6](555/562): D(x) 0.9594 Loss_D: 0.0475\n",
      "===> Epoch[6](556/562): D(x) 0.9372 Loss_D: 0.0671\n",
      "===> Epoch[6](557/562): D(x) 0.9819 Loss_D: 0.0218\n",
      "===> Epoch[6](558/562): D(x) 0.9356 Loss_D: 0.0694\n",
      "===> Epoch[6](559/562): D(x) 0.9701 Loss_D: 0.0351\n",
      "===> Epoch[6](560/562): D(x) 0.9733 Loss_D: 0.0302\n",
      "===> Epoch[6](561/562): D(x) 0.9806 Loss_D: 0.0238\n",
      "===> Epoch[6](562/562): D(x) 0.9909 Loss_D: 0.0133\n",
      "[6/18] Loss_D: 0.0413 Loss_G: 0.2809 D(x): 0.9636 D(G(z)): 0.0050 PSNR 26.3875\n",
      "===> Epoch[7](1/562): D(x) 0.9634 Loss_D: 0.0405\n",
      "===> Epoch[7](2/562): D(x) 0.9737 Loss_D: 0.0338\n",
      "===> Epoch[7](3/562): D(x) 0.9477 Loss_D: 0.0562\n",
      "===> Epoch[7](4/562): D(x) 0.9712 Loss_D: 0.0327\n",
      "===> Epoch[7](5/562): D(x) 0.9779 Loss_D: 0.0290\n",
      "===> Epoch[7](6/562): D(x) 0.9501 Loss_D: 0.0549\n",
      "===> Epoch[7](7/562): D(x) 0.9759 Loss_D: 0.0291\n",
      "===> Epoch[7](8/562): D(x) 0.9234 Loss_D: 0.0814\n",
      "===> Epoch[7](9/562): D(x) 0.9637 Loss_D: 0.0412\n",
      "===> Epoch[7](10/562): D(x) 0.9675 Loss_D: 0.0383\n",
      "===> Epoch[7](11/562): D(x) 0.9551 Loss_D: 0.0483\n",
      "===> Epoch[7](12/562): D(x) 0.9671 Loss_D: 0.0377\n",
      "===> Epoch[7](13/562): D(x) 0.9727 Loss_D: 0.0309\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[7](14/562): D(x) 0.9676 Loss_D: 0.0367\n",
      "===> Epoch[7](15/562): D(x) 0.9890 Loss_D: 0.0160\n",
      "===> Epoch[7](16/562): D(x) 0.9884 Loss_D: 0.0148\n",
      "===> Epoch[7](17/562): D(x) 0.9793 Loss_D: 0.0263\n",
      "===> Epoch[7](18/562): D(x) 0.9652 Loss_D: 0.0402\n",
      "===> Epoch[7](19/562): D(x) 0.9678 Loss_D: 0.0381\n",
      "===> Epoch[7](20/562): D(x) 0.9725 Loss_D: 0.0320\n",
      "===> Epoch[7](21/562): D(x) 0.9627 Loss_D: 0.0443\n",
      "===> Epoch[7](22/562): D(x) 0.9849 Loss_D: 0.0186\n",
      "===> Epoch[7](23/562): D(x) 0.9631 Loss_D: 0.0409\n",
      "===> Epoch[7](24/562): D(x) 0.9714 Loss_D: 0.0333\n",
      "===> Epoch[7](25/562): D(x) 0.9320 Loss_D: 0.0729\n",
      "===> Epoch[7](26/562): D(x) 0.9679 Loss_D: 0.0369\n",
      "===> Epoch[7](27/562): D(x) 0.9600 Loss_D: 0.0440\n",
      "===> Epoch[7](28/562): D(x) 0.9788 Loss_D: 0.0266\n",
      "===> Epoch[7](29/562): D(x) 0.9275 Loss_D: 0.0778\n",
      "===> Epoch[7](30/562): D(x) 0.9294 Loss_D: 0.0756\n",
      "===> Epoch[7](31/562): D(x) 0.9554 Loss_D: 0.0481\n",
      "===> Epoch[7](32/562): D(x) 0.9752 Loss_D: 0.0288\n",
      "===> Epoch[7](33/562): D(x) 0.9611 Loss_D: 0.0430\n",
      "===> Epoch[7](34/562): D(x) 0.9791 Loss_D: 0.0295\n",
      "===> Epoch[7](35/562): D(x) 0.9780 Loss_D: 0.0260\n",
      "===> Epoch[7](36/562): D(x) 0.9886 Loss_D: 0.0176\n",
      "===> Epoch[7](37/562): D(x) 0.9407 Loss_D: 0.0643\n",
      "===> Epoch[7](38/562): D(x) 0.9593 Loss_D: 0.0486\n",
      "===> Epoch[7](39/562): D(x) 0.9719 Loss_D: 0.0322\n",
      "===> Epoch[7](40/562): D(x) 0.9565 Loss_D: 0.0494\n",
      "===> Epoch[7](41/562): D(x) 0.9440 Loss_D: 0.0612\n",
      "===> Epoch[7](42/562): D(x) 0.9467 Loss_D: 0.0583\n",
      "===> Epoch[7](43/562): D(x) 0.9592 Loss_D: 0.0458\n",
      "===> Epoch[7](44/562): D(x) 0.9519 Loss_D: 0.0527\n",
      "===> Epoch[7](45/562): D(x) 0.9860 Loss_D: 0.0198\n",
      "===> Epoch[7](46/562): D(x) 0.9778 Loss_D: 0.0259\n",
      "===> Epoch[7](47/562): D(x) 0.9729 Loss_D: 0.0323\n",
      "===> Epoch[7](48/562): D(x) 0.9420 Loss_D: 0.0641\n",
      "===> Epoch[7](49/562): D(x) 0.9618 Loss_D: 0.0452\n",
      "===> Epoch[7](50/562): D(x) 0.9860 Loss_D: 0.0181\n",
      "===> Epoch[7](51/562): D(x) 0.9481 Loss_D: 0.0556\n",
      "===> Epoch[7](52/562): D(x) 0.9594 Loss_D: 0.0451\n",
      "===> Epoch[7](53/562): D(x) 0.9765 Loss_D: 0.0305\n",
      "===> Epoch[7](54/562): D(x) 0.9452 Loss_D: 0.0616\n",
      "===> Epoch[7](55/562): D(x) 0.9718 Loss_D: 0.0342\n",
      "===> Epoch[7](56/562): D(x) 0.9692 Loss_D: 0.0368\n",
      "===> Epoch[7](57/562): D(x) 0.9075 Loss_D: 0.0976\n",
      "===> Epoch[7](58/562): D(x) 0.9566 Loss_D: 0.0486\n",
      "===> Epoch[7](59/562): D(x) 0.9298 Loss_D: 0.0742\n",
      "===> Epoch[7](60/562): D(x) 0.9553 Loss_D: 0.0493\n",
      "===> Epoch[7](61/562): D(x) 0.9273 Loss_D: 0.0766\n",
      "===> Epoch[7](62/562): D(x) 0.9815 Loss_D: 0.0225\n",
      "===> Epoch[7](63/562): D(x) 0.9902 Loss_D: 0.0161\n",
      "===> Epoch[7](64/562): D(x) 0.9128 Loss_D: 0.0918\n",
      "===> Epoch[7](65/562): D(x) 0.9640 Loss_D: 0.0399\n",
      "===> Epoch[7](66/562): D(x) 0.9699 Loss_D: 0.0362\n",
      "===> Epoch[7](67/562): D(x) 0.9601 Loss_D: 0.0443\n",
      "===> Epoch[7](68/562): D(x) 0.9412 Loss_D: 0.0634\n",
      "===> Epoch[7](69/562): D(x) 0.9572 Loss_D: 0.0466\n",
      "===> Epoch[7](70/562): D(x) 0.9745 Loss_D: 0.0315\n",
      "===> Epoch[7](71/562): D(x) 0.9540 Loss_D: 0.0504\n",
      "===> Epoch[7](72/562): D(x) 0.9838 Loss_D: 0.0217\n",
      "===> Epoch[7](73/562): D(x) 0.9882 Loss_D: 0.0168\n",
      "===> Epoch[7](74/562): D(x) 0.9809 Loss_D: 0.0246\n",
      "===> Epoch[7](75/562): D(x) 0.9176 Loss_D: 0.0865\n",
      "===> Epoch[7](76/562): D(x) 0.9509 Loss_D: 0.0531\n",
      "===> Epoch[7](77/562): D(x) 0.9527 Loss_D: 0.0517\n",
      "===> Epoch[7](78/562): D(x) 0.9271 Loss_D: 0.0770\n",
      "===> Epoch[7](79/562): D(x) 0.9762 Loss_D: 0.0283\n",
      "===> Epoch[7](80/562): D(x) 0.9700 Loss_D: 0.0343\n",
      "===> Epoch[7](81/562): D(x) 0.9712 Loss_D: 0.0330\n",
      "===> Epoch[7](82/562): D(x) 0.9833 Loss_D: 0.0211\n",
      "===> Epoch[7](83/562): D(x) 0.9781 Loss_D: 0.0274\n",
      "===> Epoch[7](84/562): D(x) 0.9875 Loss_D: 0.0165\n",
      "===> Epoch[7](85/562): D(x) 0.9860 Loss_D: 0.0187\n",
      "===> Epoch[7](86/562): D(x) 0.9828 Loss_D: 0.0239\n",
      "===> Epoch[7](87/562): D(x) 0.9561 Loss_D: 0.0479\n",
      "===> Epoch[7](88/562): D(x) 0.9724 Loss_D: 0.0322\n",
      "===> Epoch[7](89/562): D(x) 0.9430 Loss_D: 0.0615\n",
      "===> Epoch[7](90/562): D(x) 0.9741 Loss_D: 0.0302\n",
      "===> Epoch[7](91/562): D(x) 0.9722 Loss_D: 0.0319\n",
      "===> Epoch[7](92/562): D(x) 0.9478 Loss_D: 0.0566\n",
      "===> Epoch[7](93/562): D(x) 0.9352 Loss_D: 0.0683\n",
      "===> Epoch[7](94/562): D(x) 0.9768 Loss_D: 0.0300\n",
      "===> Epoch[7](95/562): D(x) 0.9876 Loss_D: 0.0175\n",
      "===> Epoch[7](96/562): D(x) 0.9207 Loss_D: 0.0844\n",
      "===> Epoch[7](97/562): D(x) 0.9784 Loss_D: 0.0262\n",
      "===> Epoch[7](98/562): D(x) 0.9842 Loss_D: 0.0304\n",
      "===> Epoch[7](99/562): D(x) 0.9749 Loss_D: 0.0289\n",
      "===> Epoch[7](100/562): D(x) 0.9855 Loss_D: 0.0198\n",
      "===> Epoch[7](101/562): D(x) 0.9800 Loss_D: 0.0262\n",
      "===> Epoch[7](102/562): D(x) 0.9768 Loss_D: 0.0295\n",
      "===> Epoch[7](103/562): D(x) 0.9708 Loss_D: 0.0336\n",
      "===> Epoch[7](104/562): D(x) 0.9484 Loss_D: 0.0569\n",
      "===> Epoch[7](105/562): D(x) 0.9589 Loss_D: 0.0460\n",
      "===> Epoch[7](106/562): D(x) 0.9771 Loss_D: 0.0268\n",
      "===> Epoch[7](107/562): D(x) 0.9600 Loss_D: 0.0438\n",
      "===> Epoch[7](108/562): D(x) 0.9755 Loss_D: 0.0307\n",
      "===> Epoch[7](109/562): D(x) 0.9719 Loss_D: 0.0327\n",
      "===> Epoch[7](110/562): D(x) 0.9901 Loss_D: 0.0143\n",
      "===> Epoch[7](111/562): D(x) 0.9811 Loss_D: 0.0240\n",
      "===> Epoch[7](112/562): D(x) 0.9413 Loss_D: 0.0687\n",
      "===> Epoch[7](113/562): D(x) 0.9829 Loss_D: 0.0242\n",
      "===> Epoch[7](114/562): D(x) 0.9743 Loss_D: 0.0309\n",
      "===> Epoch[7](115/562): D(x) 0.9843 Loss_D: 0.0213\n",
      "===> Epoch[7](116/562): D(x) 0.9505 Loss_D: 0.0560\n",
      "===> Epoch[7](117/562): D(x) 0.9805 Loss_D: 0.0252\n",
      "===> Epoch[7](118/562): D(x) 0.9602 Loss_D: 0.0457\n",
      "===> Epoch[7](119/562): D(x) 0.9728 Loss_D: 0.0355\n",
      "===> Epoch[7](120/562): D(x) 0.9879 Loss_D: 0.0156\n",
      "===> Epoch[7](121/562): D(x) 0.9867 Loss_D: 0.0209\n",
      "===> Epoch[7](122/562): D(x) 0.9476 Loss_D: 0.0564\n",
      "===> Epoch[7](123/562): D(x) 0.9435 Loss_D: 0.0605\n",
      "===> Epoch[7](124/562): D(x) 0.9698 Loss_D: 0.0340\n",
      "===> Epoch[7](125/562): D(x) 0.9812 Loss_D: 0.0225\n",
      "===> Epoch[7](126/562): D(x) 0.9902 Loss_D: 0.0219\n",
      "===> Epoch[7](127/562): D(x) 0.9726 Loss_D: 0.0320\n",
      "===> Epoch[7](128/562): D(x) 0.9597 Loss_D: 0.0434\n",
      "===> Epoch[7](129/562): D(x) 0.8919 Loss_D: 0.1120\n",
      "===> Epoch[7](130/562): D(x) 0.9402 Loss_D: 0.0645\n",
      "===> Epoch[7](131/562): D(x) 0.9718 Loss_D: 0.0353\n",
      "===> Epoch[7](132/562): D(x) 0.8834 Loss_D: 0.1238\n",
      "===> Epoch[7](133/562): D(x) 0.9717 Loss_D: 0.0310\n",
      "===> Epoch[7](134/562): D(x) 0.9742 Loss_D: 0.0297\n",
      "===> Epoch[7](135/562): D(x) 0.9775 Loss_D: 0.0259\n",
      "===> Epoch[7](136/562): D(x) 0.9310 Loss_D: 0.0773\n",
      "===> Epoch[7](137/562): D(x) 0.9766 Loss_D: 0.0278\n",
      "===> Epoch[7](138/562): D(x) 0.9045 Loss_D: 0.1001\n",
      "===> Epoch[7](139/562): D(x) 0.9804 Loss_D: 0.0256\n",
      "===> Epoch[7](140/562): D(x) 0.9470 Loss_D: 0.0577\n",
      "===> Epoch[7](141/562): D(x) 0.9315 Loss_D: 0.0741\n",
      "===> Epoch[7](142/562): D(x) 0.9573 Loss_D: 0.0459\n",
      "===> Epoch[7](143/562): D(x) 0.9769 Loss_D: 0.0272\n",
      "===> Epoch[7](144/562): D(x) 0.9398 Loss_D: 0.0670\n",
      "===> Epoch[7](145/562): D(x) 0.9659 Loss_D: 0.0385\n",
      "===> Epoch[7](146/562): D(x) 0.9540 Loss_D: 0.0491\n",
      "===> Epoch[7](147/562): D(x) 0.9778 Loss_D: 0.0272\n",
      "===> Epoch[7](148/562): D(x) 0.9170 Loss_D: 0.0875\n",
      "===> Epoch[7](149/562): D(x) 0.9724 Loss_D: 0.0322\n",
      "===> Epoch[7](150/562): D(x) 0.9671 Loss_D: 0.0391\n",
      "===> Epoch[7](151/562): D(x) 0.9818 Loss_D: 0.0230\n",
      "===> Epoch[7](152/562): D(x) 0.9537 Loss_D: 0.0508\n",
      "===> Epoch[7](153/562): D(x) 0.9891 Loss_D: 0.0156\n",
      "===> Epoch[7](154/562): D(x) 0.9828 Loss_D: 0.0221\n",
      "===> Epoch[7](155/562): D(x) 0.9800 Loss_D: 0.0229\n",
      "===> Epoch[7](156/562): D(x) 0.9617 Loss_D: 0.0444\n",
      "===> Epoch[7](157/562): D(x) 0.9641 Loss_D: 0.0427\n",
      "===> Epoch[7](158/562): D(x) 0.9835 Loss_D: 0.0215\n",
      "===> Epoch[7](159/562): D(x) 0.9671 Loss_D: 0.0391\n",
      "===> Epoch[7](160/562): D(x) 0.9657 Loss_D: 0.0400\n",
      "===> Epoch[7](161/562): D(x) 0.9318 Loss_D: 0.0728\n",
      "===> Epoch[7](162/562): D(x) 0.9661 Loss_D: 0.0381\n",
      "===> Epoch[7](163/562): D(x) 0.9732 Loss_D: 0.0314\n",
      "===> Epoch[7](164/562): D(x) 0.9445 Loss_D: 0.0607\n",
      "===> Epoch[7](165/562): D(x) 0.9709 Loss_D: 0.0340\n",
      "===> Epoch[7](166/562): D(x) 0.9724 Loss_D: 0.0325\n",
      "===> Epoch[7](167/562): D(x) 0.9636 Loss_D: 0.0408\n",
      "===> Epoch[7](168/562): D(x) 0.9902 Loss_D: 0.0139\n",
      "===> Epoch[7](169/562): D(x) 0.9467 Loss_D: 0.0585\n",
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      "===> Epoch[7](176/562): D(x) 0.9815 Loss_D: 0.0240\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[7](177/562): D(x) 0.9033 Loss_D: 0.1006\n",
      "===> Epoch[7](178/562): D(x) 0.9265 Loss_D: 0.0838\n",
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      "===> Epoch[7](292/562): D(x) 0.9528 Loss_D: 0.0510\n",
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      "===> Epoch[7](294/562): D(x) 0.9345 Loss_D: 0.0699\n",
      "===> Epoch[7](295/562): D(x) 0.9435 Loss_D: 0.0620\n",
      "===> Epoch[7](296/562): D(x) 0.9736 Loss_D: 0.0309\n",
      "===> Epoch[7](297/562): D(x) 0.9599 Loss_D: 0.0439\n",
      "===> Epoch[7](298/562): D(x) 0.9891 Loss_D: 0.0152\n",
      "===> Epoch[7](299/562): D(x) 0.9321 Loss_D: 0.0718\n",
      "===> Epoch[7](300/562): D(x) 0.9770 Loss_D: 0.0272\n",
      "===> Epoch[7](301/562): D(x) 0.9824 Loss_D: 0.0237\n",
      "===> Epoch[7](302/562): D(x) 0.9761 Loss_D: 0.0357\n",
      "===> Epoch[7](303/562): D(x) 0.9760 Loss_D: 0.0310\n",
      "===> Epoch[7](304/562): D(x) 0.9278 Loss_D: 0.0774\n",
      "===> Epoch[7](305/562): D(x) 0.9658 Loss_D: 0.0382\n",
      "===> Epoch[7](306/562): D(x) 0.9737 Loss_D: 0.0322\n",
      "===> Epoch[7](307/562): D(x) 0.9749 Loss_D: 0.0365\n",
      "===> Epoch[7](308/562): D(x) 0.9814 Loss_D: 0.0253\n",
      "===> Epoch[7](309/562): D(x) 0.9490 Loss_D: 0.0568\n",
      "===> Epoch[7](310/562): D(x) 0.9234 Loss_D: 0.0796\n",
      "===> Epoch[7](311/562): D(x) 0.9912 Loss_D: 0.0159\n",
      "===> Epoch[7](312/562): D(x) 0.9590 Loss_D: 0.0449\n",
      "===> Epoch[7](313/562): D(x) 0.9644 Loss_D: 0.0402\n",
      "===> Epoch[7](314/562): D(x) 0.9092 Loss_D: 0.0955\n",
      "===> Epoch[7](315/562): D(x) 0.9786 Loss_D: 0.0281\n",
      "===> Epoch[7](316/562): D(x) 0.9794 Loss_D: 0.0255\n",
      "===> Epoch[7](317/562): D(x) 0.9386 Loss_D: 0.0661\n",
      "===> Epoch[7](318/562): D(x) 0.9493 Loss_D: 0.0546\n",
      "===> Epoch[7](319/562): D(x) 0.9901 Loss_D: 0.0150\n",
      "===> Epoch[7](320/562): D(x) 0.9668 Loss_D: 0.0372\n",
      "===> Epoch[7](321/562): D(x) 0.9838 Loss_D: 0.0215\n",
      "===> Epoch[7](322/562): D(x) 0.9889 Loss_D: 0.0161\n",
      "===> Epoch[7](323/562): D(x) 0.9793 Loss_D: 0.0247\n",
      "===> Epoch[7](324/562): D(x) 0.9812 Loss_D: 0.0234\n",
      "===> Epoch[7](325/562): D(x) 0.9730 Loss_D: 0.0314\n",
      "===> Epoch[7](326/562): D(x) 0.9081 Loss_D: 0.0966\n",
      "===> Epoch[7](327/562): D(x) 0.9780 Loss_D: 0.0249\n",
      "===> Epoch[7](328/562): D(x) 0.9479 Loss_D: 0.0564\n",
      "===> Epoch[7](329/562): D(x) 0.9475 Loss_D: 0.0564\n",
      "===> Epoch[7](330/562): D(x) 0.9844 Loss_D: 0.0205\n",
      "===> Epoch[7](331/562): D(x) 0.9704 Loss_D: 0.0354\n",
      "===> Epoch[7](332/562): D(x) 0.9684 Loss_D: 0.0375\n",
      "===> Epoch[7](333/562): D(x) 0.9383 Loss_D: 0.0666\n",
      "===> Epoch[7](334/562): D(x) 0.9551 Loss_D: 0.0485\n",
      "===> Epoch[7](335/562): D(x) 0.9761 Loss_D: 0.0313\n",
      "===> Epoch[7](336/562): D(x) 0.9711 Loss_D: 0.0338\n",
      "===> Epoch[7](337/562): D(x) 0.9555 Loss_D: 0.0485\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[7](338/562): D(x) 0.9884 Loss_D: 0.0170\n",
      "===> Epoch[7](339/562): D(x) 0.9718 Loss_D: 0.0322\n",
      "===> Epoch[7](340/562): D(x) 0.9518 Loss_D: 0.0590\n",
      "===> Epoch[7](341/562): D(x) 0.9538 Loss_D: 0.0505\n",
      "===> Epoch[7](342/562): D(x) 0.9595 Loss_D: 0.0548\n",
      "===> Epoch[7](343/562): D(x) 0.9885 Loss_D: 0.0164\n",
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      "===> Epoch[7](345/562): D(x) 0.9350 Loss_D: 0.0702\n",
      "===> Epoch[7](346/562): D(x) 0.9498 Loss_D: 0.0555\n",
      "===> Epoch[7](347/562): D(x) 0.9852 Loss_D: 0.0197\n",
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      "===> Epoch[7](349/562): D(x) 0.9164 Loss_D: 0.0887\n",
      "===> Epoch[7](350/562): D(x) 0.9761 Loss_D: 0.0314\n",
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      "===> Epoch[7](352/562): D(x) 0.9713 Loss_D: 0.0343\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[7](499/562): D(x) 0.9865 Loss_D: 0.0192\n",
      "===> Epoch[7](500/562): D(x) 0.9698 Loss_D: 0.0355\n",
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      "===> Epoch[7](528/562): D(x) 0.9115 Loss_D: 0.0916\n",
      "===> Epoch[7](529/562): D(x) 0.9763 Loss_D: 0.0294\n",
      "===> Epoch[7](530/562): D(x) 0.9938 Loss_D: 0.0111\n",
      "===> Epoch[7](531/562): D(x) 0.9527 Loss_D: 0.0517\n",
      "===> Epoch[7](532/562): D(x) 0.9601 Loss_D: 0.0451\n",
      "===> Epoch[7](533/562): D(x) 0.9759 Loss_D: 0.0301\n",
      "===> Epoch[7](534/562): D(x) 0.9674 Loss_D: 0.0362\n",
      "===> Epoch[7](535/562): D(x) 0.9587 Loss_D: 0.0460\n",
      "===> Epoch[7](536/562): D(x) 0.9863 Loss_D: 0.0195\n",
      "===> Epoch[7](537/562): D(x) 0.9688 Loss_D: 0.0368\n",
      "===> Epoch[7](538/562): D(x) 0.9639 Loss_D: 0.0451\n",
      "===> Epoch[7](539/562): D(x) 0.9580 Loss_D: 0.0460\n",
      "===> Epoch[7](540/562): D(x) 0.9630 Loss_D: 0.0411\n",
      "===> Epoch[7](541/562): D(x) 0.9844 Loss_D: 0.0199\n",
      "===> Epoch[7](542/562): D(x) 0.9580 Loss_D: 0.0465\n",
      "===> Epoch[7](543/562): D(x) 0.9190 Loss_D: 0.0857\n",
      "===> Epoch[7](544/562): D(x) 0.9440 Loss_D: 0.0614\n",
      "===> Epoch[7](545/562): D(x) 0.9800 Loss_D: 0.0237\n",
      "===> Epoch[7](546/562): D(x) 0.9618 Loss_D: 0.0423\n",
      "===> Epoch[7](547/562): D(x) 0.9566 Loss_D: 0.0485\n",
      "===> Epoch[7](548/562): D(x) 0.9831 Loss_D: 0.0232\n",
      "===> Epoch[7](549/562): D(x) 0.9744 Loss_D: 0.0290\n",
      "===> Epoch[7](550/562): D(x) 0.9770 Loss_D: 0.0291\n",
      "===> Epoch[7](551/562): D(x) 0.9696 Loss_D: 0.0354\n",
      "===> Epoch[7](552/562): D(x) 0.9729 Loss_D: 0.0316\n",
      "===> Epoch[7](553/562): D(x) 0.9758 Loss_D: 0.0314\n",
      "===> Epoch[7](554/562): D(x) 0.9567 Loss_D: 0.0462\n",
      "===> Epoch[7](555/562): D(x) 0.9820 Loss_D: 0.0240\n",
      "===> Epoch[7](556/562): D(x) 0.9798 Loss_D: 0.0253\n",
      "===> Epoch[7](557/562): D(x) 0.9331 Loss_D: 0.0716\n",
      "===> Epoch[7](558/562): D(x) 0.8918 Loss_D: 0.1118\n",
      "===> Epoch[7](559/562): D(x) 0.9735 Loss_D: 0.0306\n",
      "===> Epoch[7](560/562): D(x) 0.9832 Loss_D: 0.0213\n",
      "===> Epoch[7](561/562): D(x) 0.9778 Loss_D: 0.0277\n",
      "===> Epoch[7](562/562): D(x) 0.9809 Loss_D: 0.0248\n",
      "[7/18] Loss_D: 0.0425 Loss_G: 0.2794 D(x): 0.9625 D(G(z)): 0.0050 PSNR 26.8297\n",
      "===> Epoch[8](1/562): D(x) 0.9874 Loss_D: 0.0192\n",
      "===> Epoch[8](2/562): D(x) 0.9910 Loss_D: 0.0160\n",
      "===> Epoch[8](3/562): D(x) 0.9702 Loss_D: 0.0386\n",
      "===> Epoch[8](4/562): D(x) 0.9816 Loss_D: 0.0238\n",
      "===> Epoch[8](5/562): D(x) 0.9665 Loss_D: 0.0372\n",
      "===> Epoch[8](6/562): D(x) 0.9736 Loss_D: 0.0340\n",
      "===> Epoch[8](7/562): D(x) 0.9489 Loss_D: 0.0558\n",
      "===> Epoch[8](8/562): D(x) 0.9902 Loss_D: 0.0171\n",
      "===> Epoch[8](9/562): D(x) 0.9767 Loss_D: 0.0280\n",
      "===> Epoch[8](10/562): D(x) 0.9521 Loss_D: 0.0520\n",
      "===> Epoch[8](11/562): D(x) 0.9479 Loss_D: 0.0561\n",
      "===> Epoch[8](12/562): D(x) 0.9852 Loss_D: 0.0202\n",
      "===> Epoch[8](13/562): D(x) 0.9468 Loss_D: 0.0565\n",
      "===> Epoch[8](14/562): D(x) 0.9472 Loss_D: 0.0566\n",
      "===> Epoch[8](15/562): D(x) 0.9764 Loss_D: 0.0281\n",
      "===> Epoch[8](16/562): D(x) 0.9762 Loss_D: 0.0300\n",
      "===> Epoch[8](17/562): D(x) 0.9496 Loss_D: 0.0557\n",
      "===> Epoch[8](18/562): D(x) 0.9585 Loss_D: 0.0452\n",
      "===> Epoch[8](19/562): D(x) 0.9895 Loss_D: 0.0155\n",
      "===> Epoch[8](20/562): D(x) 0.9663 Loss_D: 0.0385\n",
      "===> Epoch[8](21/562): D(x) 0.9296 Loss_D: 0.0750\n",
      "===> Epoch[8](22/562): D(x) 0.9837 Loss_D: 0.0206\n",
      "===> Epoch[8](23/562): D(x) 0.9414 Loss_D: 0.0642\n",
      "===> Epoch[8](24/562): D(x) 0.9462 Loss_D: 0.0577\n",
      "===> Epoch[8](25/562): D(x) 0.9644 Loss_D: 0.0399\n",
      "===> Epoch[8](26/562): D(x) 0.9861 Loss_D: 0.0202\n",
      "===> Epoch[8](27/562): D(x) 0.9808 Loss_D: 0.0234\n",
      "===> Epoch[8](28/562): D(x) 0.9813 Loss_D: 0.0231\n",
      "===> Epoch[8](29/562): D(x) 0.9805 Loss_D: 0.0233\n",
      "===> Epoch[8](30/562): D(x) 0.9819 Loss_D: 0.0220\n",
      "===> Epoch[8](31/562): D(x) 0.9126 Loss_D: 0.0909\n",
      "===> Epoch[8](32/562): D(x) 0.9591 Loss_D: 0.0443\n",
      "===> Epoch[8](33/562): D(x) 0.9520 Loss_D: 0.0532\n",
      "===> Epoch[8](34/562): D(x) 0.9364 Loss_D: 0.0680\n",
      "===> Epoch[8](35/562): D(x) 0.9727 Loss_D: 0.0323\n",
      "===> Epoch[8](36/562): D(x) 0.8923 Loss_D: 0.1118\n",
      "===> Epoch[8](37/562): D(x) 0.9597 Loss_D: 0.0456\n",
      "===> Epoch[8](38/562): D(x) 0.9773 Loss_D: 0.0268\n",
      "===> Epoch[8](39/562): D(x) 0.9198 Loss_D: 0.0845\n",
      "===> Epoch[8](40/562): D(x) 0.9812 Loss_D: 0.0235\n",
      "===> Epoch[8](41/562): D(x) 0.9731 Loss_D: 0.0339\n",
      "===> Epoch[8](42/562): D(x) 0.9749 Loss_D: 0.0303\n",
      "===> Epoch[8](43/562): D(x) 0.9877 Loss_D: 0.0169\n",
      "===> Epoch[8](44/562): D(x) 0.9859 Loss_D: 0.0196\n",
      "===> Epoch[8](45/562): D(x) 0.8748 Loss_D: 0.1338\n",
      "===> Epoch[8](46/562): D(x) 0.9816 Loss_D: 0.0222\n",
      "===> Epoch[8](47/562): D(x) 0.9774 Loss_D: 0.0260\n",
      "===> Epoch[8](48/562): D(x) 0.9846 Loss_D: 0.0200\n",
      "===> Epoch[8](49/562): D(x) 0.9605 Loss_D: 0.0441\n",
      "===> Epoch[8](50/562): D(x) 0.9750 Loss_D: 0.0293\n",
      "===> Epoch[8](51/562): D(x) 0.9678 Loss_D: 0.0365\n",
      "===> Epoch[8](52/562): D(x) 0.9895 Loss_D: 0.0162\n",
      "===> Epoch[8](53/562): D(x) 0.9506 Loss_D: 0.0538\n",
      "===> Epoch[8](54/562): D(x) 0.9838 Loss_D: 0.0216\n",
      "===> Epoch[8](55/562): D(x) 0.9393 Loss_D: 0.0659\n",
      "===> Epoch[8](56/562): D(x) 0.9666 Loss_D: 0.0390\n",
      "===> Epoch[8](57/562): D(x) 0.9596 Loss_D: 0.0457\n",
      "===> Epoch[8](58/562): D(x) 0.9630 Loss_D: 0.0411\n",
      "===> Epoch[8](59/562): D(x) 0.9780 Loss_D: 0.0275\n",
      "===> Epoch[8](60/562): D(x) 0.9651 Loss_D: 0.0392\n",
      "===> Epoch[8](61/562): D(x) 0.9095 Loss_D: 0.0945\n",
      "===> Epoch[8](62/562): D(x) 0.9614 Loss_D: 0.0434\n",
      "===> Epoch[8](63/562): D(x) 0.9714 Loss_D: 0.0337\n",
      "===> Epoch[8](64/562): D(x) 0.9393 Loss_D: 0.0646\n",
      "===> Epoch[8](65/562): D(x) 0.9854 Loss_D: 0.0186\n",
      "===> Epoch[8](66/562): D(x) 0.9638 Loss_D: 0.0414\n",
      "===> Epoch[8](67/562): D(x) 0.9651 Loss_D: 0.0392\n",
      "===> Epoch[8](68/562): D(x) 0.9704 Loss_D: 0.0343\n",
      "===> Epoch[8](69/562): D(x) 0.9865 Loss_D: 0.0243\n",
      "===> Epoch[8](70/562): D(x) 0.9894 Loss_D: 0.0177\n",
      "===> Epoch[8](71/562): D(x) 0.9659 Loss_D: 0.0385\n",
      "===> Epoch[8](72/562): D(x) 0.9426 Loss_D: 0.0614\n",
      "===> Epoch[8](73/562): D(x) 0.9788 Loss_D: 0.0271\n",
      "===> Epoch[8](74/562): D(x) 0.8836 Loss_D: 0.1210\n",
      "===> Epoch[8](75/562): D(x) 0.9659 Loss_D: 0.0377\n",
      "===> Epoch[8](76/562): D(x) 0.9469 Loss_D: 0.0570\n",
      "===> Epoch[8](77/562): D(x) 0.9755 Loss_D: 0.0305\n",
      "===> Epoch[8](78/562): D(x) 0.9560 Loss_D: 0.0489\n",
      "===> Epoch[8](79/562): D(x) 0.9657 Loss_D: 0.0379\n",
      "===> Epoch[8](80/562): D(x) 0.9675 Loss_D: 0.0358\n",
      "===> Epoch[8](81/562): D(x) 0.9459 Loss_D: 0.0583\n",
      "===> Epoch[8](82/562): D(x) 0.9885 Loss_D: 0.0167\n",
      "===> Epoch[8](83/562): D(x) 0.9671 Loss_D: 0.0409\n",
      "===> Epoch[8](84/562): D(x) 0.9382 Loss_D: 0.0650\n",
      "===> Epoch[8](85/562): D(x) 0.9755 Loss_D: 0.0292\n",
      "===> Epoch[8](86/562): D(x) 0.9410 Loss_D: 0.0631\n",
      "===> Epoch[8](87/562): D(x) 0.9837 Loss_D: 0.0206\n",
      "===> Epoch[8](88/562): D(x) 0.9746 Loss_D: 0.0313\n",
      "===> Epoch[8](89/562): D(x) 0.9474 Loss_D: 0.0581\n",
      "===> Epoch[8](90/562): D(x) 0.9668 Loss_D: 0.0396\n",
      "===> Epoch[8](91/562): D(x) 0.9934 Loss_D: 0.0122\n",
      "===> Epoch[8](92/562): D(x) 0.9094 Loss_D: 0.0968\n",
      "===> Epoch[8](93/562): D(x) 0.9275 Loss_D: 0.0776\n",
      "===> Epoch[8](94/562): D(x) 0.9897 Loss_D: 0.0172\n",
      "===> Epoch[8](95/562): D(x) 0.9778 Loss_D: 0.0271\n",
      "===> Epoch[8](96/562): D(x) 0.9833 Loss_D: 0.0223\n",
      "===> Epoch[8](97/562): D(x) 0.9452 Loss_D: 0.0589\n",
      "===> Epoch[8](98/562): D(x) 0.9902 Loss_D: 0.0147\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[8](99/562): D(x) 0.9807 Loss_D: 0.0238\n",
      "===> Epoch[8](100/562): D(x) 0.9375 Loss_D: 0.0681\n",
      "===> Epoch[8](101/562): D(x) 0.9708 Loss_D: 0.0386\n",
      "===> Epoch[8](102/562): D(x) 0.9448 Loss_D: 0.0625\n",
      "===> Epoch[8](103/562): D(x) 0.9760 Loss_D: 0.0288\n",
      "===> Epoch[8](104/562): D(x) 0.9812 Loss_D: 0.0230\n",
      "===> Epoch[8](105/562): D(x) 0.9778 Loss_D: 0.0295\n",
      "===> Epoch[8](106/562): D(x) 0.9606 Loss_D: 0.0457\n",
      "===> Epoch[8](107/562): D(x) 0.9611 Loss_D: 0.0465\n",
      "===> Epoch[8](108/562): D(x) 0.9744 Loss_D: 0.0291\n",
      "===> Epoch[8](109/562): D(x) 0.9657 Loss_D: 0.0376\n",
      "===> Epoch[8](110/562): D(x) 0.9820 Loss_D: 0.0227\n",
      "===> Epoch[8](111/562): D(x) 0.9676 Loss_D: 0.0377\n",
      "===> Epoch[8](112/562): D(x) 0.9518 Loss_D: 0.0553\n",
      "===> Epoch[8](113/562): D(x) 0.9649 Loss_D: 0.0394\n",
      "===> Epoch[8](114/562): D(x) 0.9184 Loss_D: 0.0886\n",
      "===> Epoch[8](115/562): D(x) 0.9435 Loss_D: 0.0632\n",
      "===> Epoch[8](116/562): D(x) 0.9140 Loss_D: 0.0912\n",
      "===> Epoch[8](117/562): D(x) 0.9699 Loss_D: 0.0340\n",
      "===> Epoch[8](118/562): D(x) 0.9793 Loss_D: 0.0262\n",
      "===> Epoch[8](119/562): D(x) 0.9394 Loss_D: 0.0678\n",
      "===> Epoch[8](120/562): D(x) 0.9763 Loss_D: 0.0277\n",
      "===> Epoch[8](121/562): D(x) 0.9774 Loss_D: 0.0271\n",
      "===> Epoch[8](122/562): D(x) 0.9537 Loss_D: 0.0509\n",
      "===> Epoch[8](123/562): D(x) 0.9635 Loss_D: 0.0415\n",
      "===> Epoch[8](124/562): D(x) 0.9800 Loss_D: 0.0239\n",
      "===> Epoch[8](125/562): D(x) 0.9569 Loss_D: 0.0502\n",
      "===> Epoch[8](126/562): D(x) 0.9598 Loss_D: 0.0446\n",
      "===> Epoch[8](127/562): D(x) 0.9308 Loss_D: 0.0768\n",
      "===> Epoch[8](128/562): D(x) 0.9794 Loss_D: 0.0241\n",
      "===> Epoch[8](129/562): D(x) 0.9847 Loss_D: 0.0219\n",
      "===> Epoch[8](130/562): D(x) 0.9561 Loss_D: 0.0498\n",
      "===> Epoch[8](131/562): D(x) 0.9575 Loss_D: 0.0479\n",
      "===> Epoch[8](132/562): D(x) 0.9837 Loss_D: 0.0240\n",
      "===> Epoch[8](133/562): D(x) 0.9523 Loss_D: 0.0537\n",
      "===> Epoch[8](134/562): D(x) 0.9780 Loss_D: 0.0271\n",
      "===> Epoch[8](135/562): D(x) 0.9610 Loss_D: 0.0430\n",
      "===> Epoch[8](136/562): D(x) 0.9603 Loss_D: 0.0448\n",
      "===> Epoch[8](137/562): D(x) 0.9604 Loss_D: 0.0435\n",
      "===> Epoch[8](138/562): D(x) 0.9804 Loss_D: 0.0256\n",
      "===> Epoch[8](139/562): D(x) 0.9548 Loss_D: 0.0500\n",
      "===> Epoch[8](140/562): D(x) 0.9722 Loss_D: 0.0331\n",
      "===> Epoch[8](141/562): D(x) 0.9633 Loss_D: 0.0440\n",
      "===> Epoch[8](142/562): D(x) 0.9664 Loss_D: 0.0372\n",
      "===> Epoch[8](143/562): D(x) 0.9765 Loss_D: 0.0287\n",
      "===> Epoch[8](144/562): D(x) 0.9323 Loss_D: 0.0718\n",
      "===> Epoch[8](145/562): D(x) 0.9845 Loss_D: 0.0200\n",
      "===> Epoch[8](146/562): D(x) 0.9369 Loss_D: 0.0668\n",
      "===> Epoch[8](147/562): D(x) 0.9712 Loss_D: 0.0364\n",
      "===> Epoch[8](148/562): D(x) 0.9432 Loss_D: 0.0603\n",
      "===> Epoch[8](149/562): D(x) 0.9023 Loss_D: 0.1026\n",
      "===> Epoch[8](150/562): D(x) 0.9784 Loss_D: 0.0264\n",
      "===> Epoch[8](151/562): D(x) 0.9723 Loss_D: 0.0317\n",
      "===> Epoch[8](152/562): D(x) 0.9789 Loss_D: 0.0276\n",
      "===> Epoch[8](153/562): D(x) 0.9378 Loss_D: 0.0661\n",
      "===> Epoch[8](154/562): D(x) 0.8963 Loss_D: 0.1116\n",
      "===> Epoch[8](155/562): D(x) 0.9037 Loss_D: 0.1006\n",
      "===> Epoch[8](156/562): D(x) 0.9468 Loss_D: 0.0588\n",
      "===> Epoch[8](157/562): D(x) 0.9684 Loss_D: 0.0354\n",
      "===> Epoch[8](158/562): D(x) 0.9579 Loss_D: 0.0476\n",
      "===> Epoch[8](159/562): D(x) 0.9262 Loss_D: 0.0775\n",
      "===> Epoch[8](160/562): D(x) 0.9491 Loss_D: 0.0547\n",
      "===> Epoch[8](161/562): D(x) 0.9445 Loss_D: 0.0594\n",
      "===> Epoch[8](162/562): D(x) 0.9615 Loss_D: 0.0430\n",
      "===> Epoch[8](163/562): D(x) 0.9712 Loss_D: 0.0383\n",
      "===> Epoch[8](164/562): D(x) 0.9582 Loss_D: 0.0452\n",
      "===> Epoch[8](165/562): D(x) 0.9763 Loss_D: 0.0272\n",
      "===> Epoch[8](166/562): D(x) 0.9748 Loss_D: 0.0315\n",
      "===> Epoch[8](167/562): D(x) 0.9577 Loss_D: 0.0471\n",
      "===> Epoch[8](168/562): D(x) 0.9589 Loss_D: 0.0446\n",
      "===> Epoch[8](169/562): D(x) 0.9775 Loss_D: 0.0278\n",
      "===> Epoch[8](170/562): D(x) 0.9709 Loss_D: 0.0334\n",
      "===> Epoch[8](171/562): D(x) 0.9844 Loss_D: 0.0207\n",
      "===> Epoch[8](172/562): D(x) 0.9309 Loss_D: 0.0725\n",
      "===> Epoch[8](173/562): D(x) 0.9609 Loss_D: 0.0424\n",
      "===> Epoch[8](174/562): D(x) 0.9869 Loss_D: 0.0181\n",
      "===> Epoch[8](175/562): D(x) 0.9531 Loss_D: 0.0514\n",
      "===> Epoch[8](176/562): D(x) 0.9836 Loss_D: 0.0211\n",
      "===> Epoch[8](177/562): D(x) 0.9647 Loss_D: 0.0417\n",
      "===> Epoch[8](178/562): D(x) 0.9409 Loss_D: 0.0627\n",
      "===> Epoch[8](179/562): D(x) 0.9732 Loss_D: 0.0306\n",
      "===> Epoch[8](180/562): D(x) 0.9852 Loss_D: 0.0217\n",
      "===> Epoch[8](181/562): D(x) 0.9691 Loss_D: 0.0354\n",
      "===> Epoch[8](182/562): D(x) 0.9298 Loss_D: 0.0749\n",
      "===> Epoch[8](183/562): D(x) 0.9389 Loss_D: 0.0677\n",
      "===> Epoch[8](184/562): D(x) 0.9618 Loss_D: 0.0442\n",
      "===> Epoch[8](185/562): D(x) 0.9737 Loss_D: 0.0295\n",
      "===> Epoch[8](186/562): D(x) 0.9443 Loss_D: 0.0605\n",
      "===> Epoch[8](187/562): D(x) 0.9472 Loss_D: 0.0586\n",
      "===> Epoch[8](188/562): D(x) 0.9790 Loss_D: 0.0259\n",
      "===> Epoch[8](189/562): D(x) 0.9369 Loss_D: 0.0696\n",
      "===> Epoch[8](190/562): D(x) 0.9240 Loss_D: 0.0804\n",
      "===> Epoch[8](191/562): D(x) 0.9684 Loss_D: 0.0363\n",
      "===> Epoch[8](192/562): D(x) 0.9676 Loss_D: 0.0378\n",
      "===> Epoch[8](193/562): D(x) 0.9375 Loss_D: 0.0670\n",
      "===> Epoch[8](194/562): D(x) 0.9762 Loss_D: 0.0300\n",
      "===> Epoch[8](195/562): D(x) 0.9727 Loss_D: 0.0331\n",
      "===> Epoch[8](196/562): D(x) 0.9810 Loss_D: 0.0245\n",
      "===> Epoch[8](197/562): D(x) 0.9785 Loss_D: 0.0276\n",
      "===> Epoch[8](198/562): D(x) 0.9419 Loss_D: 0.0612\n",
      "===> Epoch[8](199/562): D(x) 0.9790 Loss_D: 0.0252\n",
      "===> Epoch[8](200/562): D(x) 0.9536 Loss_D: 0.0513\n",
      "===> Epoch[8](201/562): D(x) 0.9689 Loss_D: 0.0391\n",
      "===> Epoch[8](202/562): D(x) 0.9761 Loss_D: 0.0302\n",
      "===> Epoch[8](203/562): D(x) 0.9651 Loss_D: 0.0391\n",
      "===> Epoch[8](204/562): D(x) 0.9715 Loss_D: 0.0328\n",
      "===> Epoch[8](205/562): D(x) 0.9773 Loss_D: 0.0285\n",
      "===> Epoch[8](206/562): D(x) 0.9775 Loss_D: 0.0274\n",
      "===> Epoch[8](207/562): D(x) 0.9653 Loss_D: 0.0395\n",
      "===> Epoch[8](208/562): D(x) 0.9759 Loss_D: 0.0306\n",
      "===> Epoch[8](209/562): D(x) 0.9141 Loss_D: 0.0897\n",
      "===> Epoch[8](210/562): D(x) 0.9872 Loss_D: 0.0171\n",
      "===> Epoch[8](211/562): D(x) 0.9809 Loss_D: 0.0238\n",
      "===> Epoch[8](212/562): D(x) 0.9730 Loss_D: 0.0307\n",
      "===> Epoch[8](213/562): D(x) 0.9385 Loss_D: 0.0667\n",
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      "===> Epoch[8](215/562): D(x) 0.9795 Loss_D: 0.0243\n",
      "===> Epoch[8](216/562): D(x) 0.9796 Loss_D: 0.0259\n",
      "===> Epoch[8](217/562): D(x) 0.9347 Loss_D: 0.0686\n",
      "===> Epoch[8](218/562): D(x) 0.9747 Loss_D: 0.0297\n",
      "===> Epoch[8](219/562): D(x) 0.9367 Loss_D: 0.0687\n",
      "===> Epoch[8](220/562): D(x) 0.9440 Loss_D: 0.0604\n",
      "===> Epoch[8](221/562): D(x) 0.9581 Loss_D: 0.0466\n",
      "===> Epoch[8](222/562): D(x) 0.9253 Loss_D: 0.0793\n",
      "===> Epoch[8](223/562): D(x) 0.9884 Loss_D: 0.0166\n",
      "===> Epoch[8](224/562): D(x) 0.9816 Loss_D: 0.0234\n",
      "===> Epoch[8](225/562): D(x) 0.9771 Loss_D: 0.0267\n",
      "===> Epoch[8](226/562): D(x) 0.9172 Loss_D: 0.0911\n",
      "===> Epoch[8](227/562): D(x) 0.9741 Loss_D: 0.0293\n",
      "===> Epoch[8](228/562): D(x) 0.9721 Loss_D: 0.0336\n",
      "===> Epoch[8](229/562): D(x) 0.9389 Loss_D: 0.0660\n",
      "===> Epoch[8](230/562): D(x) 0.9735 Loss_D: 0.0307\n",
      "===> Epoch[8](231/562): D(x) 0.9933 Loss_D: 0.0117\n",
      "===> Epoch[8](232/562): D(x) 0.9875 Loss_D: 0.0176\n",
      "===> Epoch[8](233/562): D(x) 0.9752 Loss_D: 0.0288\n",
      "===> Epoch[8](234/562): D(x) 0.9710 Loss_D: 0.0339\n",
      "===> Epoch[8](235/562): D(x) 0.9788 Loss_D: 0.0260\n",
      "===> Epoch[8](236/562): D(x) 0.9674 Loss_D: 0.0373\n",
      "===> Epoch[8](237/562): D(x) 0.9755 Loss_D: 0.0288\n",
      "===> Epoch[8](238/562): D(x) 0.9586 Loss_D: 0.0442\n",
      "===> Epoch[8](239/562): D(x) 0.9439 Loss_D: 0.0606\n",
      "===> Epoch[8](240/562): D(x) 0.9815 Loss_D: 0.0256\n",
      "===> Epoch[8](241/562): D(x) 0.9293 Loss_D: 0.0755\n",
      "===> Epoch[8](242/562): D(x) 0.9669 Loss_D: 0.0368\n",
      "===> Epoch[8](243/562): D(x) 0.9720 Loss_D: 0.0318\n",
      "===> Epoch[8](244/562): D(x) 0.9342 Loss_D: 0.0707\n",
      "===> Epoch[8](245/562): D(x) 0.9885 Loss_D: 0.0160\n",
      "===> Epoch[8](246/562): D(x) 0.9798 Loss_D: 0.0242\n",
      "===> Epoch[8](247/562): D(x) 0.9663 Loss_D: 0.0377\n",
      "===> Epoch[8](248/562): D(x) 0.9805 Loss_D: 0.0250\n",
      "===> Epoch[8](249/562): D(x) 0.9533 Loss_D: 0.0519\n",
      "===> Epoch[8](250/562): D(x) 0.9605 Loss_D: 0.0435\n",
      "===> Epoch[8](251/562): D(x) 0.9851 Loss_D: 0.0196\n",
      "===> Epoch[8](252/562): D(x) 0.9091 Loss_D: 0.0949\n",
      "===> Epoch[8](253/562): D(x) 0.9569 Loss_D: 0.0479\n",
      "===> Epoch[8](254/562): D(x) 0.9618 Loss_D: 0.0435\n",
      "===> Epoch[8](255/562): D(x) 0.9218 Loss_D: 0.0833\n",
      "===> Epoch[8](256/562): D(x) 0.9860 Loss_D: 0.0232\n",
      "===> Epoch[8](257/562): D(x) 0.9585 Loss_D: 0.0473\n",
      "===> Epoch[8](258/562): D(x) 0.9484 Loss_D: 0.0553\n",
      "===> Epoch[8](259/562): D(x) 0.9537 Loss_D: 0.0517\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[8](260/562): D(x) 0.9717 Loss_D: 0.0352\n",
      "===> Epoch[8](261/562): D(x) 0.9825 Loss_D: 0.0237\n",
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      "===> Epoch[8](267/562): D(x) 0.9781 Loss_D: 0.0281\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[8](421/562): D(x) 0.9817 Loss_D: 0.0226\n",
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      "===> Epoch[8](438/562): D(x) 0.9648 Loss_D: 0.0464\n",
      "===> Epoch[8](439/562): D(x) 0.9712 Loss_D: 0.0328\n",
      "===> Epoch[8](440/562): D(x) 0.9470 Loss_D: 0.0577\n",
      "===> Epoch[8](441/562): D(x) 0.9284 Loss_D: 0.0756\n",
      "===> Epoch[8](442/562): D(x) 0.9785 Loss_D: 0.0256\n",
      "===> Epoch[8](443/562): D(x) 0.9882 Loss_D: 0.0185\n",
      "===> Epoch[8](444/562): D(x) 0.9600 Loss_D: 0.0449\n",
      "===> Epoch[8](445/562): D(x) 0.9405 Loss_D: 0.0653\n",
      "===> Epoch[8](446/562): D(x) 0.9385 Loss_D: 0.0664\n",
      "===> Epoch[8](447/562): D(x) 0.9890 Loss_D: 0.0148\n",
      "===> Epoch[8](448/562): D(x) 0.9664 Loss_D: 0.0387\n",
      "===> Epoch[8](449/562): D(x) 0.9270 Loss_D: 0.0783\n",
      "===> Epoch[8](450/562): D(x) 0.9793 Loss_D: 0.0258\n",
      "===> Epoch[8](451/562): D(x) 0.9323 Loss_D: 0.0756\n",
      "===> Epoch[8](452/562): D(x) 0.9668 Loss_D: 0.0378\n",
      "===> Epoch[8](453/562): D(x) 0.9841 Loss_D: 0.0213\n",
      "===> Epoch[8](454/562): D(x) 0.9422 Loss_D: 0.0654\n",
      "===> Epoch[8](455/562): D(x) 0.9799 Loss_D: 0.0262\n",
      "===> Epoch[8](456/562): D(x) 0.9207 Loss_D: 0.0831\n",
      "===> Epoch[8](457/562): D(x) 0.9733 Loss_D: 0.0323\n",
      "===> Epoch[8](458/562): D(x) 0.9306 Loss_D: 0.0744\n",
      "===> Epoch[8](459/562): D(x) 0.9765 Loss_D: 0.0269\n",
      "===> Epoch[8](460/562): D(x) 0.9750 Loss_D: 0.0298\n",
      "===> Epoch[8](461/562): D(x) 0.9747 Loss_D: 0.0306\n",
      "===> Epoch[8](462/562): D(x) 0.9559 Loss_D: 0.0494\n",
      "===> Epoch[8](463/562): D(x) 0.9787 Loss_D: 0.0272\n",
      "===> Epoch[8](464/562): D(x) 0.9489 Loss_D: 0.0555\n",
      "===> Epoch[8](465/562): D(x) 0.9347 Loss_D: 0.0699\n",
      "===> Epoch[8](466/562): D(x) 0.9459 Loss_D: 0.0580\n",
      "===> Epoch[8](467/562): D(x) 0.9568 Loss_D: 0.0482\n",
      "===> Epoch[8](468/562): D(x) 0.9758 Loss_D: 0.0306\n",
      "===> Epoch[8](469/562): D(x) 0.9845 Loss_D: 0.0196\n",
      "===> Epoch[8](470/562): D(x) 0.9699 Loss_D: 0.0366\n",
      "===> Epoch[8](471/562): D(x) 0.9754 Loss_D: 0.0288\n",
      "===> Epoch[8](472/562): D(x) 0.9767 Loss_D: 0.0314\n",
      "===> Epoch[8](473/562): D(x) 0.9854 Loss_D: 0.0189\n",
      "===> Epoch[8](474/562): D(x) 0.9780 Loss_D: 0.0255\n",
      "===> Epoch[8](475/562): D(x) 0.9693 Loss_D: 0.0364\n",
      "===> Epoch[8](476/562): D(x) 0.9737 Loss_D: 0.0316\n",
      "===> Epoch[8](477/562): D(x) 0.9785 Loss_D: 0.0270\n",
      "===> Epoch[8](478/562): D(x) 0.9836 Loss_D: 0.0230\n",
      "===> Epoch[8](479/562): D(x) 0.9269 Loss_D: 0.0764\n",
      "===> Epoch[8](480/562): D(x) 0.9276 Loss_D: 0.0813\n",
      "===> Epoch[8](481/562): D(x) 0.9488 Loss_D: 0.0560\n",
      "===> Epoch[8](482/562): D(x) 0.9369 Loss_D: 0.0675\n",
      "===> Epoch[8](483/562): D(x) 0.9744 Loss_D: 0.0302\n",
      "===> Epoch[8](484/562): D(x) 0.9605 Loss_D: 0.0442\n",
      "===> Epoch[8](485/562): D(x) 0.9822 Loss_D: 0.0222\n",
      "===> Epoch[8](486/562): D(x) 0.9644 Loss_D: 0.0402\n",
      "===> Epoch[8](487/562): D(x) 0.9823 Loss_D: 0.0213\n",
      "===> Epoch[8](488/562): D(x) 0.9595 Loss_D: 0.0459\n",
      "===> Epoch[8](489/562): D(x) 0.9596 Loss_D: 0.0453\n",
      "===> Epoch[8](490/562): D(x) 0.9570 Loss_D: 0.0489\n",
      "===> Epoch[8](491/562): D(x) 0.9430 Loss_D: 0.0609\n",
      "===> Epoch[8](492/562): D(x) 0.9175 Loss_D: 0.0856\n",
      "===> Epoch[8](493/562): D(x) 0.9678 Loss_D: 0.0364\n",
      "===> Epoch[8](494/562): D(x) 0.9850 Loss_D: 0.0192\n",
      "===> Epoch[8](495/562): D(x) 0.9876 Loss_D: 0.0164\n",
      "===> Epoch[8](496/562): D(x) 0.9748 Loss_D: 0.0295\n",
      "===> Epoch[8](497/562): D(x) 0.9365 Loss_D: 0.0675\n",
      "===> Epoch[8](498/562): D(x) 0.9543 Loss_D: 0.0509\n",
      "===> Epoch[8](499/562): D(x) 0.9535 Loss_D: 0.0511\n",
      "===> Epoch[8](500/562): D(x) 0.9700 Loss_D: 0.0349\n",
      "===> Epoch[8](501/562): D(x) 0.9456 Loss_D: 0.0577\n",
      "===> Epoch[8](502/562): D(x) 0.9685 Loss_D: 0.0354\n",
      "===> Epoch[8](503/562): D(x) 0.9810 Loss_D: 0.0250\n",
      "===> Epoch[8](504/562): D(x) 0.9764 Loss_D: 0.0317\n",
      "===> Epoch[8](505/562): D(x) 0.9620 Loss_D: 0.0424\n",
      "===> Epoch[8](506/562): D(x) 0.9824 Loss_D: 0.0212\n",
      "===> Epoch[8](507/562): D(x) 0.9470 Loss_D: 0.0574\n",
      "===> Epoch[8](508/562): D(x) 0.8844 Loss_D: 0.1198\n",
      "===> Epoch[8](509/562): D(x) 0.9270 Loss_D: 0.0779\n",
      "===> Epoch[8](510/562): D(x) 0.9882 Loss_D: 0.0170\n",
      "===> Epoch[8](511/562): D(x) 0.9597 Loss_D: 0.0440\n",
      "===> Epoch[8](512/562): D(x) 0.9537 Loss_D: 0.0512\n",
      "===> Epoch[8](513/562): D(x) 0.9589 Loss_D: 0.0451\n",
      "===> Epoch[8](514/562): D(x) 0.9903 Loss_D: 0.0131\n",
      "===> Epoch[8](515/562): D(x) 0.9782 Loss_D: 0.0247\n",
      "===> Epoch[8](516/562): D(x) 0.9432 Loss_D: 0.0619\n",
      "===> Epoch[8](517/562): D(x) 0.9576 Loss_D: 0.0464\n",
      "===> Epoch[8](518/562): D(x) 0.9794 Loss_D: 0.0244\n",
      "===> Epoch[8](519/562): D(x) 0.9829 Loss_D: 0.0221\n",
      "===> Epoch[8](520/562): D(x) 0.9594 Loss_D: 0.0463\n",
      "===> Epoch[8](521/562): D(x) 0.9735 Loss_D: 0.0313\n",
      "===> Epoch[8](522/562): D(x) 0.9664 Loss_D: 0.0383\n",
      "===> Epoch[8](523/562): D(x) 0.9709 Loss_D: 0.0328\n",
      "===> Epoch[8](524/562): D(x) 0.9696 Loss_D: 0.0357\n",
      "===> Epoch[8](525/562): D(x) 0.9694 Loss_D: 0.0355\n",
      "===> Epoch[8](526/562): D(x) 0.9027 Loss_D: 0.0999\n",
      "===> Epoch[8](527/562): D(x) 0.9065 Loss_D: 0.0974\n",
      "===> Epoch[8](528/562): D(x) 0.9755 Loss_D: 0.0292\n",
      "===> Epoch[8](529/562): D(x) 0.9717 Loss_D: 0.0333\n",
      "===> Epoch[8](530/562): D(x) 0.9605 Loss_D: 0.0437\n",
      "===> Epoch[8](531/562): D(x) 0.9810 Loss_D: 0.0236\n",
      "===> Epoch[8](532/562): D(x) 0.9412 Loss_D: 0.0637\n",
      "===> Epoch[8](533/562): D(x) 0.9657 Loss_D: 0.0389\n",
      "===> Epoch[8](534/562): D(x) 0.8929 Loss_D: 0.1108\n",
      "===> Epoch[8](535/562): D(x) 0.9247 Loss_D: 0.0791\n",
      "===> Epoch[8](536/562): D(x) 0.9758 Loss_D: 0.0309\n",
      "===> Epoch[8](537/562): D(x) 0.9513 Loss_D: 0.0536\n",
      "===> Epoch[8](538/562): D(x) 0.9699 Loss_D: 0.0356\n",
      "===> Epoch[8](539/562): D(x) 0.9721 Loss_D: 0.0338\n",
      "===> Epoch[8](540/562): D(x) 0.9804 Loss_D: 0.0266\n",
      "===> Epoch[8](541/562): D(x) 0.9725 Loss_D: 0.0312\n",
      "===> Epoch[8](542/562): D(x) 0.9780 Loss_D: 0.0270\n",
      "===> Epoch[8](543/562): D(x) 0.9556 Loss_D: 0.0502\n",
      "===> Epoch[8](544/562): D(x) 0.9111 Loss_D: 0.0935\n",
      "===> Epoch[8](545/562): D(x) 0.9776 Loss_D: 0.0265\n",
      "===> Epoch[8](546/562): D(x) 0.9519 Loss_D: 0.0564\n",
      "===> Epoch[8](547/562): D(x) 0.9731 Loss_D: 0.0336\n",
      "===> Epoch[8](548/562): D(x) 0.9407 Loss_D: 0.0630\n",
      "===> Epoch[8](549/562): D(x) 0.9767 Loss_D: 0.0289\n",
      "===> Epoch[8](550/562): D(x) 0.9589 Loss_D: 0.0476\n",
      "===> Epoch[8](551/562): D(x) 0.9479 Loss_D: 0.0588\n",
      "===> Epoch[8](552/562): D(x) 0.9427 Loss_D: 0.0612\n",
      "===> Epoch[8](553/562): D(x) 0.9606 Loss_D: 0.0436\n",
      "===> Epoch[8](554/562): D(x) 0.9516 Loss_D: 0.0538\n",
      "===> Epoch[8](555/562): D(x) 0.9819 Loss_D: 0.0262\n",
      "===> Epoch[8](556/562): D(x) 0.9782 Loss_D: 0.0257\n",
      "===> Epoch[8](557/562): D(x) 0.9464 Loss_D: 0.0579\n",
      "===> Epoch[8](558/562): D(x) 0.9758 Loss_D: 0.0276\n",
      "===> Epoch[8](559/562): D(x) 0.9801 Loss_D: 0.0242\n",
      "===> Epoch[8](560/562): D(x) 0.9372 Loss_D: 0.0677\n",
      "===> Epoch[8](561/562): D(x) 0.9795 Loss_D: 0.0295\n",
      "===> Epoch[8](562/562): D(x) 0.9741 Loss_D: 0.0311\n",
      "[8/18] Loss_D: 0.0424 Loss_G: 0.2782 D(x): 0.9627 D(G(z)): 0.0051 PSNR 27.2979\n",
      "===> Epoch[9](1/562): D(x) 0.9512 Loss_D: 0.0549\n",
      "===> Epoch[9](2/562): D(x) 0.9777 Loss_D: 0.0280\n",
      "===> Epoch[9](3/562): D(x) 0.9530 Loss_D: 0.0515\n",
      "===> Epoch[9](4/562): D(x) 0.9144 Loss_D: 0.0902\n",
      "===> Epoch[9](5/562): D(x) 0.9834 Loss_D: 0.0210\n",
      "===> Epoch[9](6/562): D(x) 0.9703 Loss_D: 0.0345\n",
      "===> Epoch[9](7/562): D(x) 0.9818 Loss_D: 0.0240\n",
      "===> Epoch[9](8/562): D(x) 0.9627 Loss_D: 0.0447\n",
      "===> Epoch[9](9/562): D(x) 0.9820 Loss_D: 0.0230\n",
      "===> Epoch[9](10/562): D(x) 0.9160 Loss_D: 0.0894\n",
      "===> Epoch[9](11/562): D(x) 0.9820 Loss_D: 0.0221\n",
      "===> Epoch[9](12/562): D(x) 0.9731 Loss_D: 0.0375\n",
      "===> Epoch[9](13/562): D(x) 0.9639 Loss_D: 0.0406\n",
      "===> Epoch[9](14/562): D(x) 0.9753 Loss_D: 0.0287\n",
      "===> Epoch[9](15/562): D(x) 0.9650 Loss_D: 0.0389\n",
      "===> Epoch[9](16/562): D(x) 0.9741 Loss_D: 0.0310\n",
      "===> Epoch[9](17/562): D(x) 0.9367 Loss_D: 0.0674\n",
      "===> Epoch[9](18/562): D(x) 0.9742 Loss_D: 0.0326\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[9](19/562): D(x) 0.9329 Loss_D: 0.0718\n",
      "===> Epoch[9](20/562): D(x) 0.9723 Loss_D: 0.0317\n",
      "===> Epoch[9](21/562): D(x) 0.9702 Loss_D: 0.0336\n",
      "===> Epoch[9](22/562): D(x) 0.9794 Loss_D: 0.0256\n",
      "===> Epoch[9](23/562): D(x) 0.9780 Loss_D: 0.0270\n",
      "===> Epoch[9](24/562): D(x) 0.9320 Loss_D: 0.0740\n",
      "===> Epoch[9](25/562): D(x) 0.9753 Loss_D: 0.0294\n",
      "===> Epoch[9](26/562): D(x) 0.9649 Loss_D: 0.0400\n",
      "===> Epoch[9](27/562): D(x) 0.9653 Loss_D: 0.0392\n",
      "===> Epoch[9](28/562): D(x) 0.9731 Loss_D: 0.0308\n",
      "===> Epoch[9](29/562): D(x) 0.9452 Loss_D: 0.0591\n",
      "===> Epoch[9](30/562): D(x) 0.9710 Loss_D: 0.0346\n",
      "===> Epoch[9](31/562): D(x) 0.9812 Loss_D: 0.0223\n",
      "===> Epoch[9](32/562): D(x) 0.9849 Loss_D: 0.0214\n",
      "===> Epoch[9](33/562): D(x) 0.9670 Loss_D: 0.0376\n",
      "===> Epoch[9](34/562): D(x) 0.9600 Loss_D: 0.0442\n",
      "===> Epoch[9](35/562): D(x) 0.9222 Loss_D: 0.0821\n",
      "===> Epoch[9](36/562): D(x) 0.9823 Loss_D: 0.0219\n",
      "===> Epoch[9](37/562): D(x) 0.9688 Loss_D: 0.0360\n",
      "===> Epoch[9](38/562): D(x) 0.9297 Loss_D: 0.0746\n",
      "===> Epoch[9](39/562): D(x) 0.9392 Loss_D: 0.0649\n",
      "===> Epoch[9](40/562): D(x) 0.9793 Loss_D: 0.0255\n",
      "===> Epoch[9](41/562): D(x) 0.9815 Loss_D: 0.0230\n",
      "===> Epoch[9](42/562): D(x) 0.9557 Loss_D: 0.0497\n",
      "===> Epoch[9](43/562): D(x) 0.9682 Loss_D: 0.0377\n",
      "===> Epoch[9](44/562): D(x) 0.9519 Loss_D: 0.0521\n",
      "===> Epoch[9](45/562): D(x) 0.9609 Loss_D: 0.0447\n",
      "===> Epoch[9](46/562): D(x) 0.9678 Loss_D: 0.0358\n",
      "===> Epoch[9](47/562): D(x) 0.9637 Loss_D: 0.0402\n",
      "===> Epoch[9](48/562): D(x) 0.9524 Loss_D: 0.0521\n",
      "===> Epoch[9](49/562): D(x) 0.9657 Loss_D: 0.0383\n",
      "===> Epoch[9](50/562): D(x) 0.9690 Loss_D: 0.0359\n",
      "===> Epoch[9](51/562): D(x) 0.9672 Loss_D: 0.0428\n",
      "===> Epoch[9](52/562): D(x) 0.9495 Loss_D: 0.0551\n",
      "===> Epoch[9](53/562): D(x) 0.9782 Loss_D: 0.0262\n",
      "===> Epoch[9](54/562): D(x) 0.9836 Loss_D: 0.0215\n",
      "===> Epoch[9](55/562): D(x) 0.9528 Loss_D: 0.0565\n",
      "===> Epoch[9](56/562): D(x) 0.9688 Loss_D: 0.0352\n",
      "===> Epoch[9](57/562): D(x) 0.9514 Loss_D: 0.0545\n",
      "===> Epoch[9](58/562): D(x) 0.9780 Loss_D: 0.0327\n",
      "===> Epoch[9](59/562): D(x) 0.9812 Loss_D: 0.0233\n",
      "===> Epoch[9](60/562): D(x) 0.9290 Loss_D: 0.0742\n",
      "===> Epoch[9](61/562): D(x) 0.9772 Loss_D: 0.0278\n",
      "===> Epoch[9](62/562): D(x) 0.9876 Loss_D: 0.0245\n",
      "===> Epoch[9](63/562): D(x) 0.9008 Loss_D: 0.1044\n",
      "===> Epoch[9](64/562): D(x) 0.9489 Loss_D: 0.0554\n",
      "===> Epoch[9](65/562): D(x) 0.9512 Loss_D: 0.0528\n",
      "===> Epoch[9](66/562): D(x) 0.9605 Loss_D: 0.0437\n",
      "===> Epoch[9](67/562): D(x) 0.9769 Loss_D: 0.0282\n",
      "===> Epoch[9](68/562): D(x) 0.9588 Loss_D: 0.0458\n",
      "===> Epoch[9](69/562): D(x) 0.9465 Loss_D: 0.0609\n",
      "===> Epoch[9](70/562): D(x) 0.9595 Loss_D: 0.0450\n",
      "===> Epoch[9](71/562): D(x) 0.9423 Loss_D: 0.0622\n",
      "===> Epoch[9](72/562): D(x) 0.9700 Loss_D: 0.0343\n",
      "===> Epoch[9](73/562): D(x) 0.9804 Loss_D: 0.0247\n",
      "===> Epoch[9](74/562): D(x) 0.9189 Loss_D: 0.0881\n",
      "===> Epoch[9](75/562): D(x) 0.9719 Loss_D: 0.0326\n",
      "===> Epoch[9](76/562): D(x) 0.9830 Loss_D: 0.0226\n",
      "===> Epoch[9](77/562): D(x) 0.9710 Loss_D: 0.0329\n",
      "===> Epoch[9](78/562): D(x) 0.9800 Loss_D: 0.0257\n",
      "===> Epoch[9](79/562): D(x) 0.9770 Loss_D: 0.0285\n",
      "===> Epoch[9](80/562): D(x) 0.9858 Loss_D: 0.0191\n",
      "===> Epoch[9](81/562): D(x) 0.9631 Loss_D: 0.0433\n",
      "===> Epoch[9](82/562): D(x) 0.9506 Loss_D: 0.0539\n",
      "===> Epoch[9](83/562): D(x) 0.9847 Loss_D: 0.0200\n",
      "===> Epoch[9](84/562): D(x) 0.9843 Loss_D: 0.0210\n",
      "===> Epoch[9](85/562): D(x) 0.9738 Loss_D: 0.0333\n",
      "===> Epoch[9](86/562): D(x) 0.9602 Loss_D: 0.0467\n",
      "===> Epoch[9](87/562): D(x) 0.9370 Loss_D: 0.0676\n",
      "===> Epoch[9](88/562): D(x) 0.9487 Loss_D: 0.0565\n",
      "===> Epoch[9](89/562): D(x) 0.9222 Loss_D: 0.0812\n",
      "===> Epoch[9](90/562): D(x) 0.9881 Loss_D: 0.0167\n",
      "===> Epoch[9](91/562): D(x) 0.9283 Loss_D: 0.0789\n",
      "===> Epoch[9](92/562): D(x) 0.9180 Loss_D: 0.0856\n",
      "===> Epoch[9](93/562): D(x) 0.9797 Loss_D: 0.0236\n",
      "===> Epoch[9](94/562): D(x) 0.9692 Loss_D: 0.0344\n",
      "===> Epoch[9](95/562): D(x) 0.9165 Loss_D: 0.0881\n",
      "===> Epoch[9](96/562): D(x) 0.9323 Loss_D: 0.0719\n",
      "===> Epoch[9](97/562): D(x) 0.9706 Loss_D: 0.0340\n",
      "===> Epoch[9](98/562): D(x) 0.9735 Loss_D: 0.0314\n",
      "===> Epoch[9](99/562): D(x) 0.9452 Loss_D: 0.0617\n",
      "===> Epoch[9](100/562): D(x) 0.9606 Loss_D: 0.0445\n",
      "===> Epoch[9](101/562): D(x) 0.9874 Loss_D: 0.0240\n",
      "===> Epoch[9](102/562): D(x) 0.9687 Loss_D: 0.0375\n",
      "===> Epoch[9](103/562): D(x) 0.9730 Loss_D: 0.0340\n",
      "===> Epoch[9](104/562): D(x) 0.9720 Loss_D: 0.0354\n",
      "===> Epoch[9](105/562): D(x) 0.9352 Loss_D: 0.0699\n",
      "===> Epoch[9](106/562): D(x) 0.9834 Loss_D: 0.0207\n",
      "===> Epoch[9](107/562): D(x) 0.9440 Loss_D: 0.0601\n",
      "===> Epoch[9](108/562): D(x) 0.9732 Loss_D: 0.0327\n",
      "===> Epoch[9](109/562): D(x) 0.9825 Loss_D: 0.0218\n",
      "===> Epoch[9](110/562): D(x) 0.9586 Loss_D: 0.0463\n",
      "===> Epoch[9](111/562): D(x) 0.9543 Loss_D: 0.0492\n",
      "===> Epoch[9](112/562): D(x) 0.9710 Loss_D: 0.0335\n",
      "===> Epoch[9](113/562): D(x) 0.9678 Loss_D: 0.0375\n",
      "===> Epoch[9](114/562): D(x) 0.9671 Loss_D: 0.0368\n",
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      "===> Epoch[9](117/562): D(x) 0.8996 Loss_D: 0.1052\n",
      "===> Epoch[9](118/562): D(x) 0.9676 Loss_D: 0.0378\n",
      "===> Epoch[9](119/562): D(x) 0.9530 Loss_D: 0.0515\n",
      "===> Epoch[9](120/562): D(x) 0.9799 Loss_D: 0.0242\n",
      "===> Epoch[9](121/562): D(x) 0.9794 Loss_D: 0.0258\n",
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      "===> Epoch[9](123/562): D(x) 0.9660 Loss_D: 0.0384\n",
      "===> Epoch[9](124/562): D(x) 0.9752 Loss_D: 0.0299\n",
      "===> Epoch[9](125/562): D(x) 0.9759 Loss_D: 0.0314\n",
      "===> Epoch[9](126/562): D(x) 0.9190 Loss_D: 0.0843\n",
      "===> Epoch[9](127/562): D(x) 0.9703 Loss_D: 0.0356\n",
      "===> Epoch[9](128/562): D(x) 0.9783 Loss_D: 0.0267\n",
      "===> Epoch[9](129/562): D(x) 0.9619 Loss_D: 0.0438\n",
      "===> Epoch[9](130/562): D(x) 0.9653 Loss_D: 0.0413\n",
      "===> Epoch[9](131/562): D(x) 0.9794 Loss_D: 0.0263\n",
      "===> Epoch[9](132/562): D(x) 0.9392 Loss_D: 0.0666\n",
      "===> Epoch[9](133/562): D(x) 0.9691 Loss_D: 0.0363\n",
      "===> Epoch[9](134/562): D(x) 0.9859 Loss_D: 0.0189\n",
      "===> Epoch[9](135/562): D(x) 0.9622 Loss_D: 0.0435\n",
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      "===> Epoch[9](137/562): D(x) 0.9513 Loss_D: 0.0522\n",
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      "===> Epoch[9](139/562): D(x) 0.9417 Loss_D: 0.0679\n",
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      "===> Epoch[9](142/562): D(x) 0.9412 Loss_D: 0.0632\n",
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      "===> Epoch[9](146/562): D(x) 0.9451 Loss_D: 0.0596\n",
      "===> Epoch[9](147/562): D(x) 0.9807 Loss_D: 0.0237\n",
      "===> Epoch[9](148/562): D(x) 0.9171 Loss_D: 0.0872\n",
      "===> Epoch[9](149/562): D(x) 0.9744 Loss_D: 0.0287\n",
      "===> Epoch[9](150/562): D(x) 0.9561 Loss_D: 0.0480\n",
      "===> Epoch[9](151/562): D(x) 0.9538 Loss_D: 0.0497\n",
      "===> Epoch[9](152/562): D(x) 0.9574 Loss_D: 0.0479\n",
      "===> Epoch[9](153/562): D(x) 0.9892 Loss_D: 0.0170\n",
      "===> Epoch[9](154/562): D(x) 0.9637 Loss_D: 0.0434\n",
      "===> Epoch[9](155/562): D(x) 0.9739 Loss_D: 0.0302\n",
      "===> Epoch[9](156/562): D(x) 0.9720 Loss_D: 0.0337\n",
      "===> Epoch[9](157/562): D(x) 0.9781 Loss_D: 0.0261\n",
      "===> Epoch[9](158/562): D(x) 0.9162 Loss_D: 0.0887\n",
      "===> Epoch[9](159/562): D(x) 0.9687 Loss_D: 0.0348\n",
      "===> Epoch[9](160/562): D(x) 0.9875 Loss_D: 0.0173\n",
      "===> Epoch[9](161/562): D(x) 0.9639 Loss_D: 0.0393\n",
      "===> Epoch[9](162/562): D(x) 0.9738 Loss_D: 0.0317\n",
      "===> Epoch[9](163/562): D(x) 0.9316 Loss_D: 0.0737\n",
      "===> Epoch[9](164/562): D(x) 0.9827 Loss_D: 0.0253\n",
      "===> Epoch[9](165/562): D(x) 0.9898 Loss_D: 0.0162\n",
      "===> Epoch[9](166/562): D(x) 0.9710 Loss_D: 0.0343\n",
      "===> Epoch[9](167/562): D(x) 0.9419 Loss_D: 0.0639\n",
      "===> Epoch[9](168/562): D(x) 0.9690 Loss_D: 0.0364\n",
      "===> Epoch[9](169/562): D(x) 0.9800 Loss_D: 0.0248\n",
      "===> Epoch[9](170/562): D(x) 0.9747 Loss_D: 0.0297\n",
      "===> Epoch[9](171/562): D(x) 0.9788 Loss_D: 0.0316\n",
      "===> Epoch[9](172/562): D(x) 0.9702 Loss_D: 0.0338\n",
      "===> Epoch[9](173/562): D(x) 0.9345 Loss_D: 0.0694\n",
      "===> Epoch[9](174/562): D(x) 0.9792 Loss_D: 0.0272\n",
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      "===> Epoch[9](181/562): D(x) 0.9825 Loss_D: 0.0218\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[9](182/562): D(x) 0.9657 Loss_D: 0.0401\n",
      "===> Epoch[9](183/562): D(x) 0.8710 Loss_D: 0.1326\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[9](343/562): D(x) 0.9631 Loss_D: 0.0430\n",
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      "===> Epoch[9](348/562): D(x) 0.9864 Loss_D: 0.0185\n",
      "===> Epoch[9](349/562): D(x) 0.9359 Loss_D: 0.0696\n",
      "===> Epoch[9](350/562): D(x) 0.9252 Loss_D: 0.0797\n",
      "===> Epoch[9](351/562): D(x) 0.9200 Loss_D: 0.0844\n",
      "===> Epoch[9](352/562): D(x) 0.9424 Loss_D: 0.0633\n",
      "===> Epoch[9](353/562): D(x) 0.9131 Loss_D: 0.0912\n",
      "===> Epoch[9](354/562): D(x) 0.8965 Loss_D: 0.1084\n",
      "===> Epoch[9](355/562): D(x) 0.9792 Loss_D: 0.0248\n",
      "===> Epoch[9](356/562): D(x) 0.9715 Loss_D: 0.0417\n",
      "===> Epoch[9](357/562): D(x) 0.9836 Loss_D: 0.0204\n",
      "===> Epoch[9](358/562): D(x) 0.9342 Loss_D: 0.0697\n",
      "===> Epoch[9](359/562): D(x) 0.9526 Loss_D: 0.0524\n",
      "===> Epoch[9](360/562): D(x) 0.9577 Loss_D: 0.0465\n",
      "===> Epoch[9](361/562): D(x) 0.9650 Loss_D: 0.0400\n",
      "===> Epoch[9](362/562): D(x) 0.9586 Loss_D: 0.0459\n",
      "===> Epoch[9](363/562): D(x) 0.9714 Loss_D: 0.0357\n",
      "===> Epoch[9](364/562): D(x) 0.9036 Loss_D: 0.1004\n",
      "===> Epoch[9](365/562): D(x) 0.9658 Loss_D: 0.0378\n",
      "===> Epoch[9](366/562): D(x) 0.9599 Loss_D: 0.0447\n",
      "===> Epoch[9](367/562): D(x) 0.9497 Loss_D: 0.0534\n",
      "===> Epoch[9](368/562): D(x) 0.9832 Loss_D: 0.0215\n",
      "===> Epoch[9](369/562): D(x) 0.9570 Loss_D: 0.0473\n",
      "===> Epoch[9](370/562): D(x) 0.9786 Loss_D: 0.0260\n",
      "===> Epoch[9](371/562): D(x) 0.9467 Loss_D: 0.0571\n",
      "===> Epoch[9](372/562): D(x) 0.9658 Loss_D: 0.0406\n",
      "===> Epoch[9](373/562): D(x) 0.9590 Loss_D: 0.0459\n",
      "===> Epoch[9](374/562): D(x) 0.9709 Loss_D: 0.0355\n",
      "===> Epoch[9](375/562): D(x) 0.9562 Loss_D: 0.0489\n",
      "===> Epoch[9](376/562): D(x) 0.9078 Loss_D: 0.0966\n",
      "===> Epoch[9](377/562): D(x) 0.9750 Loss_D: 0.0297\n",
      "===> Epoch[9](378/562): D(x) 0.9729 Loss_D: 0.0320\n",
      "===> Epoch[9](379/562): D(x) 0.9565 Loss_D: 0.0480\n",
      "===> Epoch[9](380/562): D(x) 0.9485 Loss_D: 0.0565\n",
      "===> Epoch[9](381/562): D(x) 0.9561 Loss_D: 0.0500\n",
      "===> Epoch[9](382/562): D(x) 0.9840 Loss_D: 0.0200\n",
      "===> Epoch[9](383/562): D(x) 0.9509 Loss_D: 0.0532\n",
      "===> Epoch[9](384/562): D(x) 0.9296 Loss_D: 0.0772\n",
      "===> Epoch[9](385/562): D(x) 0.9493 Loss_D: 0.0572\n",
      "===> Epoch[9](386/562): D(x) 0.9703 Loss_D: 0.0344\n",
      "===> Epoch[9](387/562): D(x) 0.9703 Loss_D: 0.0339\n",
      "===> Epoch[9](388/562): D(x) 0.9361 Loss_D: 0.0690\n",
      "===> Epoch[9](389/562): D(x) 0.9750 Loss_D: 0.0326\n",
      "===> Epoch[9](390/562): D(x) 0.9365 Loss_D: 0.0666\n",
      "===> Epoch[9](391/562): D(x) 0.9687 Loss_D: 0.0357\n",
      "===> Epoch[9](392/562): D(x) 0.9749 Loss_D: 0.0313\n",
      "===> Epoch[9](393/562): D(x) 0.9895 Loss_D: 0.0147\n",
      "===> Epoch[9](394/562): D(x) 0.9470 Loss_D: 0.0578\n",
      "===> Epoch[9](395/562): D(x) 0.9872 Loss_D: 0.0168\n",
      "===> Epoch[9](396/562): D(x) 0.9049 Loss_D: 0.0988\n",
      "===> Epoch[9](397/562): D(x) 0.9759 Loss_D: 0.0286\n",
      "===> Epoch[9](398/562): D(x) 0.9673 Loss_D: 0.0358\n",
      "===> Epoch[9](399/562): D(x) 0.9165 Loss_D: 0.0873\n",
      "===> Epoch[9](400/562): D(x) 0.9667 Loss_D: 0.0362\n",
      "===> Epoch[9](401/562): D(x) 0.9695 Loss_D: 0.0360\n",
      "===> Epoch[9](402/562): D(x) 0.9440 Loss_D: 0.0617\n",
      "===> Epoch[9](403/562): D(x) 0.9691 Loss_D: 0.0341\n",
      "===> Epoch[9](404/562): D(x) 0.9541 Loss_D: 0.0497\n",
      "===> Epoch[9](405/562): D(x) 0.9674 Loss_D: 0.0382\n",
      "===> Epoch[9](406/562): D(x) 0.9746 Loss_D: 0.0309\n",
      "===> Epoch[9](407/562): D(x) 0.9794 Loss_D: 0.0272\n",
      "===> Epoch[9](408/562): D(x) 0.9890 Loss_D: 0.0179\n",
      "===> Epoch[9](409/562): D(x) 0.9344 Loss_D: 0.0701\n",
      "===> Epoch[9](410/562): D(x) 0.9799 Loss_D: 0.0255\n",
      "===> Epoch[9](411/562): D(x) 0.9273 Loss_D: 0.0777\n",
      "===> Epoch[9](412/562): D(x) 0.9434 Loss_D: 0.0614\n",
      "===> Epoch[9](413/562): D(x) 0.9746 Loss_D: 0.0316\n",
      "===> Epoch[9](414/562): D(x) 0.9818 Loss_D: 0.0246\n",
      "===> Epoch[9](415/562): D(x) 0.9759 Loss_D: 0.0278\n",
      "===> Epoch[9](416/562): D(x) 0.9580 Loss_D: 0.0471\n",
      "===> Epoch[9](417/562): D(x) 0.9680 Loss_D: 0.0358\n",
      "===> Epoch[9](418/562): D(x) 0.9699 Loss_D: 0.0359\n",
      "===> Epoch[9](419/562): D(x) 0.9767 Loss_D: 0.0285\n",
      "===> Epoch[9](420/562): D(x) 0.9396 Loss_D: 0.0645\n",
      "===> Epoch[9](421/562): D(x) 0.9754 Loss_D: 0.0302\n",
      "===> Epoch[9](422/562): D(x) 0.9911 Loss_D: 0.0143\n",
      "===> Epoch[9](423/562): D(x) 0.8843 Loss_D: 0.1202\n",
      "===> Epoch[9](424/562): D(x) 0.9823 Loss_D: 0.0216\n",
      "===> Epoch[9](425/562): D(x) 0.9604 Loss_D: 0.0433\n",
      "===> Epoch[9](426/562): D(x) 0.9788 Loss_D: 0.0254\n",
      "===> Epoch[9](427/562): D(x) 0.9127 Loss_D: 0.0927\n",
      "===> Epoch[9](428/562): D(x) 0.9634 Loss_D: 0.0434\n",
      "===> Epoch[9](429/562): D(x) 0.9487 Loss_D: 0.0561\n",
      "===> Epoch[9](430/562): D(x) 0.9883 Loss_D: 0.0169\n",
      "===> Epoch[9](431/562): D(x) 0.9493 Loss_D: 0.0552\n",
      "===> Epoch[9](432/562): D(x) 0.9217 Loss_D: 0.0834\n",
      "===> Epoch[9](433/562): D(x) 0.9665 Loss_D: 0.0376\n",
      "===> Epoch[9](434/562): D(x) 0.9740 Loss_D: 0.0333\n",
      "===> Epoch[9](435/562): D(x) 0.9541 Loss_D: 0.0491\n",
      "===> Epoch[9](436/562): D(x) 0.9492 Loss_D: 0.0539\n",
      "===> Epoch[9](437/562): D(x) 0.9592 Loss_D: 0.0479\n",
      "===> Epoch[9](438/562): D(x) 0.9888 Loss_D: 0.0166\n",
      "===> Epoch[9](439/562): D(x) 0.9654 Loss_D: 0.0407\n",
      "===> Epoch[9](440/562): D(x) 0.9312 Loss_D: 0.0735\n",
      "===> Epoch[9](441/562): D(x) 0.9293 Loss_D: 0.0773\n",
      "===> Epoch[9](442/562): D(x) 0.9365 Loss_D: 0.0697\n",
      "===> Epoch[9](443/562): D(x) 0.9890 Loss_D: 0.0166\n",
      "===> Epoch[9](444/562): D(x) 0.9493 Loss_D: 0.0554\n",
      "===> Epoch[9](445/562): D(x) 0.9757 Loss_D: 0.0340\n",
      "===> Epoch[9](446/562): D(x) 0.9675 Loss_D: 0.0384\n",
      "===> Epoch[9](447/562): D(x) 0.9733 Loss_D: 0.0313\n",
      "===> Epoch[9](448/562): D(x) 0.9755 Loss_D: 0.0313\n",
      "===> Epoch[9](449/562): D(x) 0.9721 Loss_D: 0.0343\n",
      "===> Epoch[9](450/562): D(x) 0.9836 Loss_D: 0.0217\n",
      "===> Epoch[9](451/562): D(x) 0.9784 Loss_D: 0.0273\n",
      "===> Epoch[9](452/562): D(x) 0.8646 Loss_D: 0.1395\n",
      "===> Epoch[9](453/562): D(x) 0.9754 Loss_D: 0.0292\n",
      "===> Epoch[9](454/562): D(x) 0.9042 Loss_D: 0.1015\n",
      "===> Epoch[9](455/562): D(x) 0.9648 Loss_D: 0.0395\n",
      "===> Epoch[9](456/562): D(x) 0.9861 Loss_D: 0.0188\n",
      "===> Epoch[9](457/562): D(x) 0.9815 Loss_D: 0.0220\n",
      "===> Epoch[9](458/562): D(x) 0.9729 Loss_D: 0.0325\n",
      "===> Epoch[9](459/562): D(x) 0.9717 Loss_D: 0.0331\n",
      "===> Epoch[9](460/562): D(x) 0.9783 Loss_D: 0.0253\n",
      "===> Epoch[9](461/562): D(x) 0.9890 Loss_D: 0.0158\n",
      "===> Epoch[9](462/562): D(x) 0.9672 Loss_D: 0.0379\n",
      "===> Epoch[9](463/562): D(x) 0.9698 Loss_D: 0.0350\n",
      "===> Epoch[9](464/562): D(x) 0.9408 Loss_D: 0.0654\n",
      "===> Epoch[9](465/562): D(x) 0.9702 Loss_D: 0.0342\n",
      "===> Epoch[9](466/562): D(x) 0.9552 Loss_D: 0.0489\n",
      "===> Epoch[9](467/562): D(x) 0.9746 Loss_D: 0.0304\n",
      "===> Epoch[9](468/562): D(x) 0.9628 Loss_D: 0.0428\n",
      "===> Epoch[9](469/562): D(x) 0.9729 Loss_D: 0.0312\n",
      "===> Epoch[9](470/562): D(x) 0.9495 Loss_D: 0.0545\n",
      "===> Epoch[9](471/562): D(x) 0.9898 Loss_D: 0.0180\n",
      "===> Epoch[9](472/562): D(x) 0.9451 Loss_D: 0.0586\n",
      "===> Epoch[9](473/562): D(x) 0.9736 Loss_D: 0.0298\n",
      "===> Epoch[9](474/562): D(x) 0.9838 Loss_D: 0.0214\n",
      "===> Epoch[9](475/562): D(x) 0.9536 Loss_D: 0.0508\n",
      "===> Epoch[9](476/562): D(x) 0.9268 Loss_D: 0.0781\n",
      "===> Epoch[9](477/562): D(x) 0.9877 Loss_D: 0.0179\n",
      "===> Epoch[9](478/562): D(x) 0.9801 Loss_D: 0.0241\n",
      "===> Epoch[9](479/562): D(x) 0.9343 Loss_D: 0.0716\n",
      "===> Epoch[9](480/562): D(x) 0.9769 Loss_D: 0.0282\n",
      "===> Epoch[9](481/562): D(x) 0.9806 Loss_D: 0.0281\n",
      "===> Epoch[9](482/562): D(x) 0.9776 Loss_D: 0.0280\n",
      "===> Epoch[9](483/562): D(x) 0.9472 Loss_D: 0.0584\n",
      "===> Epoch[9](484/562): D(x) 0.9795 Loss_D: 0.0266\n",
      "===> Epoch[9](485/562): D(x) 0.9374 Loss_D: 0.0664\n",
      "===> Epoch[9](486/562): D(x) 0.9901 Loss_D: 0.0158\n",
      "===> Epoch[9](487/562): D(x) 0.9711 Loss_D: 0.0324\n",
      "===> Epoch[9](488/562): D(x) 0.9810 Loss_D: 0.0240\n",
      "===> Epoch[9](489/562): D(x) 0.9720 Loss_D: 0.0336\n",
      "===> Epoch[9](490/562): D(x) 0.9888 Loss_D: 0.0171\n",
      "===> Epoch[9](491/562): D(x) 0.9270 Loss_D: 0.0787\n",
      "===> Epoch[9](492/562): D(x) 0.9711 Loss_D: 0.0500\n",
      "===> Epoch[9](493/562): D(x) 0.9582 Loss_D: 0.0469\n",
      "===> Epoch[9](494/562): D(x) 0.9724 Loss_D: 0.0332\n",
      "===> Epoch[9](495/562): D(x) 0.9118 Loss_D: 0.0914\n",
      "===> Epoch[9](496/562): D(x) 0.9598 Loss_D: 0.0446\n",
      "===> Epoch[9](497/562): D(x) 0.9774 Loss_D: 0.0283\n",
      "===> Epoch[9](498/562): D(x) 0.9561 Loss_D: 0.0492\n",
      "===> Epoch[9](499/562): D(x) 0.9476 Loss_D: 0.0568\n",
      "===> Epoch[9](500/562): D(x) 0.9426 Loss_D: 0.0620\n",
      "===> Epoch[9](501/562): D(x) 0.9811 Loss_D: 0.0243\n",
      "===> Epoch[9](502/562): D(x) 0.9742 Loss_D: 0.0312\n",
      "===> Epoch[9](503/562): D(x) 0.9542 Loss_D: 0.0506\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[9](504/562): D(x) 0.9853 Loss_D: 0.0201\n",
      "===> Epoch[9](505/562): D(x) 0.9611 Loss_D: 0.0446\n",
      "===> Epoch[9](506/562): D(x) 0.9598 Loss_D: 0.0448\n",
      "===> Epoch[9](507/562): D(x) 0.9725 Loss_D: 0.0355\n",
      "===> Epoch[9](508/562): D(x) 0.9743 Loss_D: 0.0316\n",
      "===> Epoch[9](509/562): D(x) 0.9251 Loss_D: 0.0790\n",
      "===> Epoch[9](510/562): D(x) 0.9836 Loss_D: 0.0201\n",
      "===> Epoch[9](511/562): D(x) 0.9829 Loss_D: 0.0217\n",
      "===> Epoch[9](512/562): D(x) 0.9819 Loss_D: 0.0215\n",
      "===> Epoch[9](513/562): D(x) 0.9701 Loss_D: 0.0363\n",
      "===> Epoch[9](514/562): D(x) 0.9385 Loss_D: 0.0659\n",
      "===> Epoch[9](515/562): D(x) 0.9838 Loss_D: 0.0229\n",
      "===> Epoch[9](516/562): D(x) 0.9382 Loss_D: 0.0668\n",
      "===> Epoch[9](517/562): D(x) 0.9793 Loss_D: 0.0245\n",
      "===> Epoch[9](518/562): D(x) 0.9648 Loss_D: 0.0406\n",
      "===> Epoch[9](519/562): D(x) 0.9638 Loss_D: 0.0407\n",
      "===> Epoch[9](520/562): D(x) 0.9758 Loss_D: 0.0286\n",
      "===> Epoch[9](521/562): D(x) 0.9819 Loss_D: 0.0216\n",
      "===> Epoch[9](522/562): D(x) 0.9574 Loss_D: 0.0469\n",
      "===> Epoch[9](523/562): D(x) 0.9906 Loss_D: 0.0130\n",
      "===> Epoch[9](524/562): D(x) 0.9435 Loss_D: 0.0608\n",
      "===> Epoch[9](525/562): D(x) 0.9903 Loss_D: 0.0153\n",
      "===> Epoch[9](526/562): D(x) 0.9823 Loss_D: 0.0219\n",
      "===> Epoch[9](527/562): D(x) 0.9784 Loss_D: 0.0269\n",
      "===> Epoch[9](528/562): D(x) 0.9881 Loss_D: 0.0203\n",
      "===> Epoch[9](529/562): D(x) 0.9881 Loss_D: 0.0170\n",
      "===> Epoch[9](530/562): D(x) 0.9776 Loss_D: 0.0272\n",
      "===> Epoch[9](531/562): D(x) 0.9596 Loss_D: 0.0531\n",
      "===> Epoch[9](532/562): D(x) 0.9744 Loss_D: 0.0303\n",
      "===> Epoch[9](533/562): D(x) 0.9809 Loss_D: 0.0245\n",
      "===> Epoch[9](534/562): D(x) 0.9738 Loss_D: 0.0299\n",
      "===> Epoch[9](535/562): D(x) 0.9416 Loss_D: 0.0628\n",
      "===> Epoch[9](536/562): D(x) 0.9810 Loss_D: 0.0229\n",
      "===> Epoch[9](537/562): D(x) 0.9878 Loss_D: 0.0167\n",
      "===> Epoch[9](538/562): D(x) 0.8973 Loss_D: 0.1074\n",
      "===> Epoch[9](539/562): D(x) 0.9288 Loss_D: 0.0779\n",
      "===> Epoch[9](540/562): D(x) 0.9818 Loss_D: 0.0240\n",
      "===> Epoch[9](541/562): D(x) 0.9735 Loss_D: 0.0319\n",
      "===> Epoch[9](542/562): D(x) 0.9604 Loss_D: 0.0460\n",
      "===> Epoch[9](543/562): D(x) 0.9083 Loss_D: 0.0953\n",
      "===> Epoch[9](544/562): D(x) 0.9868 Loss_D: 0.0176\n",
      "===> Epoch[9](545/562): D(x) 0.9653 Loss_D: 0.0384\n",
      "===> Epoch[9](546/562): D(x) 0.9649 Loss_D: 0.0393\n",
      "===> Epoch[9](547/562): D(x) 0.9670 Loss_D: 0.0403\n",
      "===> Epoch[9](548/562): D(x) 0.9345 Loss_D: 0.0721\n",
      "===> Epoch[9](549/562): D(x) 0.9403 Loss_D: 0.0632\n",
      "===> Epoch[9](550/562): D(x) 0.9800 Loss_D: 0.0250\n",
      "===> Epoch[9](551/562): D(x) 0.9655 Loss_D: 0.0387\n",
      "===> Epoch[9](552/562): D(x) 0.9485 Loss_D: 0.0553\n",
      "===> Epoch[9](553/562): D(x) 0.9758 Loss_D: 0.0291\n",
      "===> Epoch[9](554/562): D(x) 0.9568 Loss_D: 0.0493\n",
      "===> Epoch[9](555/562): D(x) 0.9712 Loss_D: 0.0329\n",
      "===> Epoch[9](556/562): D(x) 0.9774 Loss_D: 0.0301\n",
      "===> Epoch[9](557/562): D(x) 0.9574 Loss_D: 0.0485\n",
      "===> Epoch[9](558/562): D(x) 0.9754 Loss_D: 0.0289\n",
      "===> Epoch[9](559/562): D(x) 0.9596 Loss_D: 0.0444\n",
      "===> Epoch[9](560/562): D(x) 0.9558 Loss_D: 0.0516\n",
      "===> Epoch[9](561/562): D(x) 0.9572 Loss_D: 0.0466\n",
      "===> Epoch[9](562/562): D(x) 0.9886 Loss_D: 0.0168\n",
      "[9/18] Loss_D: 0.0430 Loss_G: 0.2768 D(x): 0.9621 D(G(z)): 0.0051 PSNR 26.0702\n",
      "===> Epoch[10](1/562): D(x) 0.9472 Loss_D: 0.0566\n",
      "===> Epoch[10](2/562): D(x) 0.9659 Loss_D: 0.0386\n",
      "===> Epoch[10](3/562): D(x) 0.9618 Loss_D: 0.0418\n",
      "===> Epoch[10](4/562): D(x) 0.9415 Loss_D: 0.0652\n",
      "===> Epoch[10](5/562): D(x) 0.9506 Loss_D: 0.0546\n",
      "===> Epoch[10](6/562): D(x) 0.9511 Loss_D: 0.0535\n",
      "===> Epoch[10](7/562): D(x) 0.9614 Loss_D: 0.0421\n",
      "===> Epoch[10](8/562): D(x) 0.9320 Loss_D: 0.0714\n",
      "===> Epoch[10](9/562): D(x) 0.9898 Loss_D: 0.0151\n",
      "===> Epoch[10](10/562): D(x) 0.9592 Loss_D: 0.0451\n",
      "===> Epoch[10](11/562): D(x) 0.9792 Loss_D: 0.0243\n",
      "===> Epoch[10](12/562): D(x) 0.9665 Loss_D: 0.0394\n",
      "===> Epoch[10](13/562): D(x) 0.9611 Loss_D: 0.0436\n",
      "===> Epoch[10](14/562): D(x) 0.9713 Loss_D: 0.0338\n",
      "===> Epoch[10](15/562): D(x) 0.9775 Loss_D: 0.0259\n",
      "===> Epoch[10](16/562): D(x) 0.9785 Loss_D: 0.0266\n",
      "===> Epoch[10](17/562): D(x) 0.9313 Loss_D: 0.0762\n",
      "===> Epoch[10](18/562): D(x) 0.9361 Loss_D: 0.0700\n",
      "===> Epoch[10](19/562): D(x) 0.9323 Loss_D: 0.0731\n",
      "===> Epoch[10](20/562): D(x) 0.9422 Loss_D: 0.0618\n",
      "===> Epoch[10](21/562): D(x) 0.9890 Loss_D: 0.0158\n",
      "===> Epoch[10](22/562): D(x) 0.9801 Loss_D: 0.0251\n",
      "===> Epoch[10](23/562): D(x) 0.9482 Loss_D: 0.0557\n",
      "===> Epoch[10](24/562): D(x) 0.9791 Loss_D: 0.0248\n",
      "===> Epoch[10](25/562): D(x) 0.9709 Loss_D: 0.0339\n",
      "===> Epoch[10](26/562): D(x) 0.9794 Loss_D: 0.0250\n",
      "===> Epoch[10](27/562): D(x) 0.9686 Loss_D: 0.0372\n",
      "===> Epoch[10](28/562): D(x) 0.9505 Loss_D: 0.0553\n",
      "===> Epoch[10](29/562): D(x) 0.9648 Loss_D: 0.0396\n",
      "===> Epoch[10](30/562): D(x) 0.9542 Loss_D: 0.0485\n",
      "===> Epoch[10](31/562): D(x) 0.9068 Loss_D: 0.0976\n",
      "===> Epoch[10](32/562): D(x) 0.9126 Loss_D: 0.0936\n",
      "===> Epoch[10](33/562): D(x) 0.9718 Loss_D: 0.0337\n",
      "===> Epoch[10](34/562): D(x) 0.9624 Loss_D: 0.0421\n",
      "===> Epoch[10](35/562): D(x) 0.9784 Loss_D: 0.0274\n",
      "===> Epoch[10](36/562): D(x) 0.9689 Loss_D: 0.0370\n",
      "===> Epoch[10](37/562): D(x) 0.9738 Loss_D: 0.0323\n",
      "===> Epoch[10](38/562): D(x) 0.9466 Loss_D: 0.0600\n",
      "===> Epoch[10](39/562): D(x) 0.9669 Loss_D: 0.0403\n",
      "===> Epoch[10](40/562): D(x) 0.9621 Loss_D: 0.0413\n",
      "===> Epoch[10](41/562): D(x) 0.9731 Loss_D: 0.0308\n",
      "===> Epoch[10](42/562): D(x) 0.9723 Loss_D: 0.0331\n",
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      "===> Epoch[10](44/562): D(x) 0.9687 Loss_D: 0.0353\n",
      "===> Epoch[10](45/562): D(x) 0.9892 Loss_D: 0.0162\n",
      "===> Epoch[10](46/562): D(x) 0.9790 Loss_D: 0.0297\n",
      "===> Epoch[10](47/562): D(x) 0.9496 Loss_D: 0.0540\n",
      "===> Epoch[10](48/562): D(x) 0.9572 Loss_D: 0.0480\n",
      "===> Epoch[10](49/562): D(x) 0.9684 Loss_D: 0.0377\n",
      "===> Epoch[10](50/562): D(x) 0.9414 Loss_D: 0.0632\n",
      "===> Epoch[10](51/562): D(x) 0.9781 Loss_D: 0.0267\n",
      "===> Epoch[10](52/562): D(x) 0.9597 Loss_D: 0.0441\n",
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      "===> Epoch[10](54/562): D(x) 0.9466 Loss_D: 0.0575\n",
      "===> Epoch[10](55/562): D(x) 0.9783 Loss_D: 0.0262\n",
      "===> Epoch[10](56/562): D(x) 0.9812 Loss_D: 0.0243\n",
      "===> Epoch[10](57/562): D(x) 0.9649 Loss_D: 0.0441\n",
      "===> Epoch[10](58/562): D(x) 0.9633 Loss_D: 0.0413\n",
      "===> Epoch[10](59/562): D(x) 0.9299 Loss_D: 0.0764\n",
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      "===> Epoch[10](61/562): D(x) 0.9478 Loss_D: 0.0567\n",
      "===> Epoch[10](62/562): D(x) 0.9759 Loss_D: 0.0283\n",
      "===> Epoch[10](63/562): D(x) 0.9713 Loss_D: 0.0325\n",
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      "===> Epoch[10](65/562): D(x) 0.9706 Loss_D: 0.0349\n",
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      "===> Epoch[10](68/562): D(x) 0.9756 Loss_D: 0.0281\n",
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      "===> Epoch[10](70/562): D(x) 0.9816 Loss_D: 0.0266\n",
      "===> Epoch[10](71/562): D(x) 0.9824 Loss_D: 0.0301\n",
      "===> Epoch[10](72/562): D(x) 0.9610 Loss_D: 0.0447\n",
      "===> Epoch[10](73/562): D(x) 0.9793 Loss_D: 0.0246\n",
      "===> Epoch[10](74/562): D(x) 0.9746 Loss_D: 0.0290\n",
      "===> Epoch[10](75/562): D(x) 0.9573 Loss_D: 0.0490\n",
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      "===> Epoch[10](77/562): D(x) 0.9854 Loss_D: 0.0206\n",
      "===> Epoch[10](78/562): D(x) 0.9557 Loss_D: 0.0518\n",
      "===> Epoch[10](79/562): D(x) 0.9801 Loss_D: 0.0252\n",
      "===> Epoch[10](80/562): D(x) 0.9251 Loss_D: 0.0792\n",
      "===> Epoch[10](81/562): D(x) 0.9804 Loss_D: 0.0237\n",
      "===> Epoch[10](82/562): D(x) 0.9602 Loss_D: 0.0443\n",
      "===> Epoch[10](83/562): D(x) 0.9370 Loss_D: 0.0676\n",
      "===> Epoch[10](84/562): D(x) 0.9688 Loss_D: 0.0363\n",
      "===> Epoch[10](85/562): D(x) 0.9644 Loss_D: 0.0400\n",
      "===> Epoch[10](86/562): D(x) 0.9908 Loss_D: 0.0151\n",
      "===> Epoch[10](87/562): D(x) 0.9829 Loss_D: 0.0230\n",
      "===> Epoch[10](88/562): D(x) 0.9540 Loss_D: 0.0514\n",
      "===> Epoch[10](89/562): D(x) 0.9754 Loss_D: 0.0293\n",
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      "===> Epoch[10](101/562): D(x) 0.9552 Loss_D: 0.0505\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[10](102/562): D(x) 0.9288 Loss_D: 0.0759\n",
      "===> Epoch[10](103/562): D(x) 0.9889 Loss_D: 0.0140\n",
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      "===> Epoch[10](107/562): D(x) 0.9339 Loss_D: 0.0718\n",
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      "===> Epoch[10](109/562): D(x) 0.9259 Loss_D: 0.0791\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[10](260/562): D(x) 0.9500 Loss_D: 0.0553\n",
      "===> Epoch[10](261/562): D(x) 0.9680 Loss_D: 0.0369\n",
      "===> Epoch[10](262/562): D(x) 0.9737 Loss_D: 0.0311\n",
      "===> Epoch[10](263/562): D(x) 0.9849 Loss_D: 0.0206\n",
      "===> Epoch[10](264/562): D(x) 0.9532 Loss_D: 0.0514\n",
      "===> Epoch[10](265/562): D(x) 0.9498 Loss_D: 0.0547\n",
      "===> Epoch[10](266/562): D(x) 0.9755 Loss_D: 0.0316\n",
      "===> Epoch[10](267/562): D(x) 0.9847 Loss_D: 0.0190\n",
      "===> Epoch[10](268/562): D(x) 0.9404 Loss_D: 0.0650\n",
      "===> Epoch[10](269/562): D(x) 0.9494 Loss_D: 0.0545\n",
      "===> Epoch[10](270/562): D(x) 0.9797 Loss_D: 0.0249\n",
      "===> Epoch[10](271/562): D(x) 0.9726 Loss_D: 0.0319\n",
      "===> Epoch[10](272/562): D(x) 0.9333 Loss_D: 0.0716\n",
      "===> Epoch[10](273/562): D(x) 0.9689 Loss_D: 0.0361\n",
      "===> Epoch[10](274/562): D(x) 0.9702 Loss_D: 0.0349\n",
      "===> Epoch[10](275/562): D(x) 0.9810 Loss_D: 0.0249\n",
      "===> Epoch[10](276/562): D(x) 0.9748 Loss_D: 0.0315\n",
      "===> Epoch[10](277/562): D(x) 0.9541 Loss_D: 0.0554\n",
      "===> Epoch[10](278/562): D(x) 0.9824 Loss_D: 0.0227\n",
      "===> Epoch[10](279/562): D(x) 0.9654 Loss_D: 0.0389\n",
      "===> Epoch[10](280/562): D(x) 0.9056 Loss_D: 0.0998\n",
      "===> Epoch[10](281/562): D(x) 0.9416 Loss_D: 0.0623\n",
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      "===> Epoch[10](284/562): D(x) 0.9776 Loss_D: 0.0284\n",
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      "===> Epoch[10](293/562): D(x) 0.9673 Loss_D: 0.0376\n",
      "===> Epoch[10](294/562): D(x) 0.9779 Loss_D: 0.0268\n",
      "===> Epoch[10](295/562): D(x) 0.9688 Loss_D: 0.0360\n",
      "===> Epoch[10](296/562): D(x) 0.9795 Loss_D: 0.0250\n",
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      "===> Epoch[10](298/562): D(x) 0.9776 Loss_D: 0.0267\n",
      "===> Epoch[10](299/562): D(x) 0.9768 Loss_D: 0.0299\n",
      "===> Epoch[10](300/562): D(x) 0.8970 Loss_D: 0.1078\n",
      "===> Epoch[10](301/562): D(x) 0.9810 Loss_D: 0.0237\n",
      "===> Epoch[10](302/562): D(x) 0.9040 Loss_D: 0.0996\n",
      "===> Epoch[10](303/562): D(x) 0.9779 Loss_D: 0.0262\n",
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      "===> Epoch[10](305/562): D(x) 0.9622 Loss_D: 0.0439\n",
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      "===> Epoch[10](307/562): D(x) 0.9651 Loss_D: 0.0410\n",
      "===> Epoch[10](308/562): D(x) 0.9709 Loss_D: 0.0350\n",
      "===> Epoch[10](309/562): D(x) 0.9832 Loss_D: 0.0230\n",
      "===> Epoch[10](310/562): D(x) 0.9745 Loss_D: 0.0309\n",
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      "===> Epoch[10](312/562): D(x) 0.9661 Loss_D: 0.0384\n",
      "===> Epoch[10](313/562): D(x) 0.9316 Loss_D: 0.0730\n",
      "===> Epoch[10](314/562): D(x) 0.9756 Loss_D: 0.0286\n",
      "===> Epoch[10](315/562): D(x) 0.9623 Loss_D: 0.0457\n",
      "===> Epoch[10](316/562): D(x) 0.9413 Loss_D: 0.0630\n",
      "===> Epoch[10](317/562): D(x) 0.9688 Loss_D: 0.0351\n",
      "===> Epoch[10](318/562): D(x) 0.9664 Loss_D: 0.0392\n",
      "===> Epoch[10](319/562): D(x) 0.8743 Loss_D: 0.1303\n",
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      "===> Epoch[10](328/562): D(x) 0.9463 Loss_D: 0.0587\n",
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      "===> Epoch[10](350/562): D(x) 0.9739 Loss_D: 0.0308\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[10](418/562): D(x) 0.9826 Loss_D: 0.0218\n",
      "===> Epoch[10](419/562): D(x) 0.9708 Loss_D: 0.0324\n",
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      "===> Epoch[10](497/562): D(x) 0.9420 Loss_D: 0.0633\n",
      "===> Epoch[10](498/562): D(x) 0.9451 Loss_D: 0.0600\n",
      "===> Epoch[10](499/562): D(x) 0.9828 Loss_D: 0.0209\n",
      "===> Epoch[10](500/562): D(x) 0.9814 Loss_D: 0.0236\n",
      "===> Epoch[10](501/562): D(x) 0.8828 Loss_D: 0.1212\n",
      "===> Epoch[10](502/562): D(x) 0.9554 Loss_D: 0.0486\n",
      "===> Epoch[10](503/562): D(x) 0.9552 Loss_D: 0.0493\n",
      "===> Epoch[10](504/562): D(x) 0.9691 Loss_D: 0.0377\n",
      "===> Epoch[10](505/562): D(x) 0.9836 Loss_D: 0.0204\n",
      "===> Epoch[10](506/562): D(x) 0.9351 Loss_D: 0.0686\n",
      "===> Epoch[10](507/562): D(x) 0.9656 Loss_D: 0.0404\n",
      "===> Epoch[10](508/562): D(x) 0.9617 Loss_D: 0.0428\n",
      "===> Epoch[10](509/562): D(x) 0.9883 Loss_D: 0.0173\n",
      "===> Epoch[10](510/562): D(x) 0.9517 Loss_D: 0.0546\n",
      "===> Epoch[10](511/562): D(x) 0.9636 Loss_D: 0.0429\n",
      "===> Epoch[10](512/562): D(x) 0.9351 Loss_D: 0.0686\n",
      "===> Epoch[10](513/562): D(x) 0.9829 Loss_D: 0.0211\n",
      "===> Epoch[10](514/562): D(x) 0.9692 Loss_D: 0.0361\n",
      "===> Epoch[10](515/562): D(x) 0.9683 Loss_D: 0.0362\n",
      "===> Epoch[10](516/562): D(x) 0.9369 Loss_D: 0.0679\n",
      "===> Epoch[10](517/562): D(x) 0.9590 Loss_D: 0.0461\n",
      "===> Epoch[10](518/562): D(x) 0.9709 Loss_D: 0.0375\n",
      "===> Epoch[10](519/562): D(x) 0.9456 Loss_D: 0.0598\n",
      "===> Epoch[10](520/562): D(x) 0.9748 Loss_D: 0.0301\n",
      "===> Epoch[10](521/562): D(x) 0.9827 Loss_D: 0.0243\n",
      "===> Epoch[10](522/562): D(x) 0.9414 Loss_D: 0.0640\n",
      "===> Epoch[10](523/562): D(x) 0.9558 Loss_D: 0.0485\n",
      "===> Epoch[10](524/562): D(x) 0.9850 Loss_D: 0.0232\n",
      "===> Epoch[10](525/562): D(x) 0.9702 Loss_D: 0.0355\n",
      "===> Epoch[10](526/562): D(x) 0.9423 Loss_D: 0.0628\n",
      "===> Epoch[10](527/562): D(x) 0.9476 Loss_D: 0.0582\n",
      "===> Epoch[10](528/562): D(x) 0.9772 Loss_D: 0.0286\n",
      "===> Epoch[10](529/562): D(x) 0.9719 Loss_D: 0.0322\n",
      "===> Epoch[10](530/562): D(x) 0.9743 Loss_D: 0.0288\n",
      "===> Epoch[10](531/562): D(x) 0.9776 Loss_D: 0.0274\n",
      "===> Epoch[10](532/562): D(x) 0.9428 Loss_D: 0.0614\n",
      "===> Epoch[10](533/562): D(x) 0.9560 Loss_D: 0.0488\n",
      "===> Epoch[10](534/562): D(x) 0.9849 Loss_D: 0.0208\n",
      "===> Epoch[10](535/562): D(x) 0.9726 Loss_D: 0.0326\n",
      "===> Epoch[10](536/562): D(x) 0.9047 Loss_D: 0.1001\n",
      "===> Epoch[10](537/562): D(x) 0.9780 Loss_D: 0.0297\n",
      "===> Epoch[10](538/562): D(x) 0.9842 Loss_D: 0.0205\n",
      "===> Epoch[10](539/562): D(x) 0.9911 Loss_D: 0.0137\n",
      "===> Epoch[10](540/562): D(x) 0.9486 Loss_D: 0.0557\n",
      "===> Epoch[10](541/562): D(x) 0.9645 Loss_D: 0.0393\n",
      "===> Epoch[10](542/562): D(x) 0.9695 Loss_D: 0.0356\n",
      "===> Epoch[10](543/562): D(x) 0.9823 Loss_D: 0.0218\n",
      "===> Epoch[10](544/562): D(x) 0.9626 Loss_D: 0.0412\n",
      "===> Epoch[10](545/562): D(x) 0.9651 Loss_D: 0.0397\n",
      "===> Epoch[10](546/562): D(x) 0.9693 Loss_D: 0.0351\n",
      "===> Epoch[10](547/562): D(x) 0.9665 Loss_D: 0.0389\n",
      "===> Epoch[10](548/562): D(x) 0.9845 Loss_D: 0.0200\n",
      "===> Epoch[10](549/562): D(x) 0.9712 Loss_D: 0.0340\n",
      "===> Epoch[10](550/562): D(x) 0.9852 Loss_D: 0.0208\n",
      "===> Epoch[10](551/562): D(x) 0.9479 Loss_D: 0.0565\n",
      "===> Epoch[10](552/562): D(x) 0.9249 Loss_D: 0.0802\n",
      "===> Epoch[10](553/562): D(x) 0.9743 Loss_D: 0.0390\n",
      "===> Epoch[10](554/562): D(x) 0.9036 Loss_D: 0.1032\n",
      "===> Epoch[10](555/562): D(x) 0.9921 Loss_D: 0.0124\n",
      "===> Epoch[10](556/562): D(x) 0.9830 Loss_D: 0.0218\n",
      "===> Epoch[10](557/562): D(x) 0.9847 Loss_D: 0.0207\n",
      "===> Epoch[10](558/562): D(x) 0.9811 Loss_D: 0.0236\n",
      "===> Epoch[10](559/562): D(x) 0.9628 Loss_D: 0.0422\n",
      "===> Epoch[10](560/562): D(x) 0.9602 Loss_D: 0.0439\n",
      "===> Epoch[10](561/562): D(x) 0.9686 Loss_D: 0.0358\n",
      "===> Epoch[10](562/562): D(x) 0.9481 Loss_D: 0.0574\n",
      "[10/18] Loss_D: 0.0417 Loss_G: 0.2754 D(x): 0.9634 D(G(z)): 0.0051 PSNR 27.3226\n",
      "===> Epoch[11](1/562): D(x) 0.9418 Loss_D: 0.0674\n",
      "===> Epoch[11](2/562): D(x) 0.9791 Loss_D: 0.0253\n",
      "===> Epoch[11](3/562): D(x) 0.9606 Loss_D: 0.0441\n",
      "===> Epoch[11](4/562): D(x) 0.9702 Loss_D: 0.0364\n",
      "===> Epoch[11](5/562): D(x) 0.9463 Loss_D: 0.0600\n",
      "===> Epoch[11](6/562): D(x) 0.9845 Loss_D: 0.0213\n",
      "===> Epoch[11](7/562): D(x) 0.9448 Loss_D: 0.0594\n",
      "===> Epoch[11](8/562): D(x) 0.9836 Loss_D: 0.0225\n",
      "===> Epoch[11](9/562): D(x) 0.9717 Loss_D: 0.0341\n",
      "===> Epoch[11](10/562): D(x) 0.9608 Loss_D: 0.0426\n",
      "===> Epoch[11](11/562): D(x) 0.9231 Loss_D: 0.0810\n",
      "===> Epoch[11](12/562): D(x) 0.9068 Loss_D: 0.0979\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[11](13/562): D(x) 0.9730 Loss_D: 0.0332\n",
      "===> Epoch[11](14/562): D(x) 0.9668 Loss_D: 0.0405\n",
      "===> Epoch[11](15/562): D(x) 0.9611 Loss_D: 0.0458\n",
      "===> Epoch[11](16/562): D(x) 0.8976 Loss_D: 0.1059\n",
      "===> Epoch[11](17/562): D(x) 0.9628 Loss_D: 0.0435\n",
      "===> Epoch[11](18/562): D(x) 0.9791 Loss_D: 0.0266\n",
      "===> Epoch[11](19/562): D(x) 0.9904 Loss_D: 0.0139\n",
      "===> Epoch[11](20/562): D(x) 0.9904 Loss_D: 0.0145\n",
      "===> Epoch[11](21/562): D(x) 0.9675 Loss_D: 0.0366\n",
      "===> Epoch[11](22/562): D(x) 0.9474 Loss_D: 0.0566\n",
      "===> Epoch[11](23/562): D(x) 0.9425 Loss_D: 0.0628\n",
      "===> Epoch[11](24/562): D(x) 0.9729 Loss_D: 0.0327\n",
      "===> Epoch[11](25/562): D(x) 0.9741 Loss_D: 0.0307\n",
      "===> Epoch[11](26/562): D(x) 0.9612 Loss_D: 0.0436\n",
      "===> Epoch[11](27/562): D(x) 0.9751 Loss_D: 0.0295\n",
      "===> Epoch[11](28/562): D(x) 0.9745 Loss_D: 0.0309\n",
      "===> Epoch[11](29/562): D(x) 0.9739 Loss_D: 0.0299\n",
      "===> Epoch[11](30/562): D(x) 0.9501 Loss_D: 0.0547\n",
      "===> Epoch[11](31/562): D(x) 0.9596 Loss_D: 0.0453\n",
      "===> Epoch[11](32/562): D(x) 0.9783 Loss_D: 0.0266\n",
      "===> Epoch[11](33/562): D(x) 0.9829 Loss_D: 0.0221\n",
      "===> Epoch[11](34/562): D(x) 0.9143 Loss_D: 0.0894\n",
      "===> Epoch[11](35/562): D(x) 0.9840 Loss_D: 0.0198\n",
      "===> Epoch[11](36/562): D(x) 0.9717 Loss_D: 0.0371\n",
      "===> Epoch[11](37/562): D(x) 0.9774 Loss_D: 0.0282\n",
      "===> Epoch[11](38/562): D(x) 0.9821 Loss_D: 0.0239\n",
      "===> Epoch[11](39/562): D(x) 0.9874 Loss_D: 0.0167\n",
      "===> Epoch[11](40/562): D(x) 0.9665 Loss_D: 0.0385\n",
      "===> Epoch[11](41/562): D(x) 0.9602 Loss_D: 0.0482\n",
      "===> Epoch[11](42/562): D(x) 0.9697 Loss_D: 0.0351\n",
      "===> Epoch[11](43/562): D(x) 0.9859 Loss_D: 0.0190\n",
      "===> Epoch[11](44/562): D(x) 0.9717 Loss_D: 0.0337\n",
      "===> Epoch[11](45/562): D(x) 0.9590 Loss_D: 0.0454\n",
      "===> Epoch[11](46/562): D(x) 0.9596 Loss_D: 0.0449\n",
      "===> Epoch[11](47/562): D(x) 0.9781 Loss_D: 0.0276\n",
      "===> Epoch[11](48/562): D(x) 0.9774 Loss_D: 0.0279\n",
      "===> Epoch[11](49/562): D(x) 0.8902 Loss_D: 0.1135\n",
      "===> Epoch[11](50/562): D(x) 0.9826 Loss_D: 0.0233\n",
      "===> Epoch[11](51/562): D(x) 0.9749 Loss_D: 0.0309\n",
      "===> Epoch[11](52/562): D(x) 0.9637 Loss_D: 0.0422\n",
      "===> Epoch[11](53/562): D(x) 0.9789 Loss_D: 0.0251\n",
      "===> Epoch[11](54/562): D(x) 0.9633 Loss_D: 0.0411\n",
      "===> Epoch[11](55/562): D(x) 0.9566 Loss_D: 0.0478\n",
      "===> Epoch[11](56/562): D(x) 0.9410 Loss_D: 0.0623\n",
      "===> Epoch[11](57/562): D(x) 0.9761 Loss_D: 0.0282\n",
      "===> Epoch[11](58/562): D(x) 0.9192 Loss_D: 0.0846\n",
      "===> Epoch[11](59/562): D(x) 0.9789 Loss_D: 0.0261\n",
      "===> Epoch[11](60/562): D(x) 0.9870 Loss_D: 0.0183\n",
      "===> Epoch[11](61/562): D(x) 0.9815 Loss_D: 0.0243\n",
      "===> Epoch[11](62/562): D(x) 0.9451 Loss_D: 0.0594\n",
      "===> Epoch[11](63/562): D(x) 0.9648 Loss_D: 0.0398\n",
      "===> Epoch[11](64/562): D(x) 0.9404 Loss_D: 0.0632\n",
      "===> Epoch[11](65/562): D(x) 0.9369 Loss_D: 0.0664\n",
      "===> Epoch[11](66/562): D(x) 0.9777 Loss_D: 0.0278\n",
      "===> Epoch[11](67/562): D(x) 0.9596 Loss_D: 0.0438\n",
      "===> Epoch[11](68/562): D(x) 0.9706 Loss_D: 0.0334\n",
      "===> Epoch[11](69/562): D(x) 0.9616 Loss_D: 0.0433\n",
      "===> Epoch[11](70/562): D(x) 0.9297 Loss_D: 0.0759\n",
      "===> Epoch[11](71/562): D(x) 0.9794 Loss_D: 0.0264\n",
      "===> Epoch[11](72/562): D(x) 0.9242 Loss_D: 0.0803\n",
      "===> Epoch[11](73/562): D(x) 0.9614 Loss_D: 0.0450\n",
      "===> Epoch[11](74/562): D(x) 0.9604 Loss_D: 0.0455\n",
      "===> Epoch[11](75/562): D(x) 0.9802 Loss_D: 0.0238\n",
      "===> Epoch[11](76/562): D(x) 0.9426 Loss_D: 0.0633\n",
      "===> Epoch[11](77/562): D(x) 0.9551 Loss_D: 0.0506\n",
      "===> Epoch[11](78/562): D(x) 0.9901 Loss_D: 0.0132\n",
      "===> Epoch[11](79/562): D(x) 0.9866 Loss_D: 0.0167\n",
      "===> Epoch[11](80/562): D(x) 0.9796 Loss_D: 0.0259\n",
      "===> Epoch[11](81/562): D(x) 0.9375 Loss_D: 0.0669\n",
      "===> Epoch[11](82/562): D(x) 0.9567 Loss_D: 0.0502\n",
      "===> Epoch[11](83/562): D(x) 0.9444 Loss_D: 0.0650\n",
      "===> Epoch[11](84/562): D(x) 0.9765 Loss_D: 0.0313\n",
      "===> Epoch[11](85/562): D(x) 0.9249 Loss_D: 0.0788\n",
      "===> Epoch[11](86/562): D(x) 0.9866 Loss_D: 0.0189\n",
      "===> Epoch[11](87/562): D(x) 0.9767 Loss_D: 0.0314\n",
      "===> Epoch[11](88/562): D(x) 0.9713 Loss_D: 0.0331\n",
      "===> Epoch[11](89/562): D(x) 0.9840 Loss_D: 0.0219\n",
      "===> Epoch[11](90/562): D(x) 0.9575 Loss_D: 0.0476\n",
      "===> Epoch[11](91/562): D(x) 0.9422 Loss_D: 0.0617\n",
      "===> Epoch[11](92/562): D(x) 0.9609 Loss_D: 0.0445\n",
      "===> Epoch[11](93/562): D(x) 0.9632 Loss_D: 0.0419\n",
      "===> Epoch[11](94/562): D(x) 0.9713 Loss_D: 0.0339\n",
      "===> Epoch[11](95/562): D(x) 0.9361 Loss_D: 0.0687\n",
      "===> Epoch[11](96/562): D(x) 0.9541 Loss_D: 0.0507\n",
      "===> Epoch[11](97/562): D(x) 0.9749 Loss_D: 0.0302\n",
      "===> Epoch[11](98/562): D(x) 0.9885 Loss_D: 0.0161\n",
      "===> Epoch[11](99/562): D(x) 0.9906 Loss_D: 0.0172\n",
      "===> Epoch[11](100/562): D(x) 0.9474 Loss_D: 0.0581\n",
      "===> Epoch[11](101/562): D(x) 0.9841 Loss_D: 0.0204\n",
      "===> Epoch[11](102/562): D(x) 0.9821 Loss_D: 0.0221\n",
      "===> Epoch[11](103/562): D(x) 0.9789 Loss_D: 0.0253\n",
      "===> Epoch[11](104/562): D(x) 0.9780 Loss_D: 0.0267\n",
      "===> Epoch[11](105/562): D(x) 0.9323 Loss_D: 0.0720\n",
      "===> Epoch[11](106/562): D(x) 0.9545 Loss_D: 0.0527\n",
      "===> Epoch[11](107/562): D(x) 0.9643 Loss_D: 0.0413\n",
      "===> Epoch[11](108/562): D(x) 0.9468 Loss_D: 0.0580\n",
      "===> Epoch[11](109/562): D(x) 0.9670 Loss_D: 0.0373\n",
      "===> Epoch[11](110/562): D(x) 0.9359 Loss_D: 0.0685\n",
      "===> Epoch[11](111/562): D(x) 0.9731 Loss_D: 0.0306\n",
      "===> Epoch[11](112/562): D(x) 0.9858 Loss_D: 0.0214\n",
      "===> Epoch[11](113/562): D(x) 0.9628 Loss_D: 0.0418\n",
      "===> Epoch[11](114/562): D(x) 0.9737 Loss_D: 0.0326\n",
      "===> Epoch[11](115/562): D(x) 0.9831 Loss_D: 0.0219\n",
      "===> Epoch[11](116/562): D(x) 0.9831 Loss_D: 0.0229\n",
      "===> Epoch[11](117/562): D(x) 0.9601 Loss_D: 0.0461\n",
      "===> Epoch[11](118/562): D(x) 0.9784 Loss_D: 0.0273\n",
      "===> Epoch[11](119/562): D(x) 0.9793 Loss_D: 0.0252\n",
      "===> Epoch[11](120/562): D(x) 0.9567 Loss_D: 0.0474\n",
      "===> Epoch[11](121/562): D(x) 0.9490 Loss_D: 0.0556\n",
      "===> Epoch[11](122/562): D(x) 0.9276 Loss_D: 0.0767\n",
      "===> Epoch[11](123/562): D(x) 0.9831 Loss_D: 0.0223\n",
      "===> Epoch[11](124/562): D(x) 0.9336 Loss_D: 0.0707\n",
      "===> Epoch[11](125/562): D(x) 0.9757 Loss_D: 0.0279\n",
      "===> Epoch[11](126/562): D(x) 0.9442 Loss_D: 0.0593\n",
      "===> Epoch[11](127/562): D(x) 0.9695 Loss_D: 0.0357\n",
      "===> Epoch[11](128/562): D(x) 0.9735 Loss_D: 0.0309\n",
      "===> Epoch[11](129/562): D(x) 0.9673 Loss_D: 0.0387\n",
      "===> Epoch[11](130/562): D(x) 0.9630 Loss_D: 0.0404\n",
      "===> Epoch[11](131/562): D(x) 0.9764 Loss_D: 0.0283\n",
      "===> Epoch[11](132/562): D(x) 0.9612 Loss_D: 0.0455\n",
      "===> Epoch[11](133/562): D(x) 0.9632 Loss_D: 0.0425\n",
      "===> Epoch[11](134/562): D(x) 0.9345 Loss_D: 0.0695\n",
      "===> Epoch[11](135/562): D(x) 0.9745 Loss_D: 0.0311\n",
      "===> Epoch[11](136/562): D(x) 0.9813 Loss_D: 0.0232\n",
      "===> Epoch[11](137/562): D(x) 0.9734 Loss_D: 0.0312\n",
      "===> Epoch[11](138/562): D(x) 0.9826 Loss_D: 0.0209\n",
      "===> Epoch[11](139/562): D(x) 0.9717 Loss_D: 0.0336\n",
      "===> Epoch[11](140/562): D(x) 0.9724 Loss_D: 0.0323\n",
      "===> Epoch[11](141/562): D(x) 0.9745 Loss_D: 0.0290\n",
      "===> Epoch[11](142/562): D(x) 0.9834 Loss_D: 0.0222\n",
      "===> Epoch[11](143/562): D(x) 0.9528 Loss_D: 0.0537\n",
      "===> Epoch[11](144/562): D(x) 0.9431 Loss_D: 0.0610\n",
      "===> Epoch[11](145/562): D(x) 0.9616 Loss_D: 0.0423\n",
      "===> Epoch[11](146/562): D(x) 0.9285 Loss_D: 0.0754\n",
      "===> Epoch[11](147/562): D(x) 0.9641 Loss_D: 0.0398\n",
      "===> Epoch[11](148/562): D(x) 0.9877 Loss_D: 0.0164\n",
      "===> Epoch[11](149/562): D(x) 0.9846 Loss_D: 0.0204\n",
      "===> Epoch[11](150/562): D(x) 0.9420 Loss_D: 0.0626\n",
      "===> Epoch[11](151/562): D(x) 0.9766 Loss_D: 0.0280\n",
      "===> Epoch[11](152/562): D(x) 0.9778 Loss_D: 0.0262\n",
      "===> Epoch[11](153/562): D(x) 0.9585 Loss_D: 0.0450\n",
      "===> Epoch[11](154/562): D(x) 0.9680 Loss_D: 0.0372\n",
      "===> Epoch[11](155/562): D(x) 0.9877 Loss_D: 0.0175\n",
      "===> Epoch[11](156/562): D(x) 0.9464 Loss_D: 0.0584\n",
      "===> Epoch[11](157/562): D(x) 0.9541 Loss_D: 0.0523\n",
      "===> Epoch[11](158/562): D(x) 0.9579 Loss_D: 0.0457\n",
      "===> Epoch[11](159/562): D(x) 0.9723 Loss_D: 0.0335\n",
      "===> Epoch[11](160/562): D(x) 0.9612 Loss_D: 0.0434\n",
      "===> Epoch[11](161/562): D(x) 0.9738 Loss_D: 0.0310\n",
      "===> Epoch[11](162/562): D(x) 0.9857 Loss_D: 0.0194\n",
      "===> Epoch[11](163/562): D(x) 0.9489 Loss_D: 0.0560\n",
      "===> Epoch[11](164/562): D(x) 0.9522 Loss_D: 0.0518\n",
      "===> Epoch[11](165/562): D(x) 0.9825 Loss_D: 0.0209\n",
      "===> Epoch[11](166/562): D(x) 0.9313 Loss_D: 0.0736\n",
      "===> Epoch[11](167/562): D(x) 0.9651 Loss_D: 0.0384\n",
      "===> Epoch[11](168/562): D(x) 0.9670 Loss_D: 0.0367\n",
      "===> Epoch[11](169/562): D(x) 0.9855 Loss_D: 0.0203\n",
      "===> Epoch[11](170/562): D(x) 0.9807 Loss_D: 0.0254\n",
      "===> Epoch[11](171/562): D(x) 0.9544 Loss_D: 0.0508\n",
      "===> Epoch[11](172/562): D(x) 0.9656 Loss_D: 0.0389\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[11](173/562): D(x) 0.9433 Loss_D: 0.0622\n",
      "===> Epoch[11](174/562): D(x) 0.9916 Loss_D: 0.0134\n",
      "===> Epoch[11](175/562): D(x) 0.9118 Loss_D: 0.0926\n",
      "===> Epoch[11](176/562): D(x) 0.9897 Loss_D: 0.0149\n",
      "===> Epoch[11](177/562): D(x) 0.9780 Loss_D: 0.0274\n",
      "===> Epoch[11](178/562): D(x) 0.9723 Loss_D: 0.0322\n",
      "===> Epoch[11](179/562): D(x) 0.9757 Loss_D: 0.0291\n",
      "===> Epoch[11](180/562): D(x) 0.9791 Loss_D: 0.0275\n",
      "===> Epoch[11](181/562): D(x) 0.9761 Loss_D: 0.0290\n",
      "===> Epoch[11](182/562): D(x) 0.9811 Loss_D: 0.0229\n",
      "===> Epoch[11](183/562): D(x) 0.9629 Loss_D: 0.0444\n",
      "===> Epoch[11](184/562): D(x) 0.9430 Loss_D: 0.0618\n",
      "===> Epoch[11](185/562): D(x) 0.9342 Loss_D: 0.0706\n",
      "===> Epoch[11](186/562): D(x) 0.9350 Loss_D: 0.0698\n",
      "===> Epoch[11](187/562): D(x) 0.9891 Loss_D: 0.0168\n",
      "===> Epoch[11](188/562): D(x) 0.9599 Loss_D: 0.0476\n",
      "===> Epoch[11](189/562): D(x) 0.9866 Loss_D: 0.0299\n",
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      "===> Epoch[11](191/562): D(x) 0.9837 Loss_D: 0.0208\n",
      "===> Epoch[11](192/562): D(x) 0.9868 Loss_D: 0.0212\n",
      "===> Epoch[11](193/562): D(x) 0.9663 Loss_D: 0.0381\n",
      "===> Epoch[11](194/562): D(x) 0.9064 Loss_D: 0.0996\n",
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      "===> Epoch[11](203/562): D(x) 0.9747 Loss_D: 0.0293\n",
      "===> Epoch[11](204/562): D(x) 0.9839 Loss_D: 0.0247\n",
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      "===> Epoch[11](206/562): D(x) 0.9587 Loss_D: 0.0443\n",
      "===> Epoch[11](207/562): D(x) 0.9741 Loss_D: 0.0329\n",
      "===> Epoch[11](208/562): D(x) 0.9652 Loss_D: 0.0390\n",
      "===> Epoch[11](209/562): D(x) 0.9743 Loss_D: 0.0311\n",
      "===> Epoch[11](210/562): D(x) 0.9689 Loss_D: 0.0349\n",
      "===> Epoch[11](211/562): D(x) 0.9571 Loss_D: 0.0476\n",
      "===> Epoch[11](212/562): D(x) 0.9782 Loss_D: 0.0255\n",
      "===> Epoch[11](213/562): D(x) 0.9136 Loss_D: 0.0905\n",
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      "===> Epoch[11](215/562): D(x) 0.9797 Loss_D: 0.0254\n",
      "===> Epoch[11](216/562): D(x) 0.9878 Loss_D: 0.0175\n",
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      "===> Epoch[11](218/562): D(x) 0.9643 Loss_D: 0.0409\n",
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      "===> Epoch[11](220/562): D(x) 0.9581 Loss_D: 0.0470\n",
      "===> Epoch[11](221/562): D(x) 0.9626 Loss_D: 0.0432\n",
      "===> Epoch[11](222/562): D(x) 0.9760 Loss_D: 0.0287\n",
      "===> Epoch[11](223/562): D(x) 0.9617 Loss_D: 0.0425\n",
      "===> Epoch[11](224/562): D(x) 0.9531 Loss_D: 0.0527\n",
      "===> Epoch[11](225/562): D(x) 0.9743 Loss_D: 0.0312\n",
      "===> Epoch[11](226/562): D(x) 0.9746 Loss_D: 0.0317\n",
      "===> Epoch[11](227/562): D(x) 0.9845 Loss_D: 0.0212\n",
      "===> Epoch[11](228/562): D(x) 0.9819 Loss_D: 0.0258\n",
      "===> Epoch[11](229/562): D(x) 0.9763 Loss_D: 0.0299\n",
      "===> Epoch[11](230/562): D(x) 0.9866 Loss_D: 0.0176\n",
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      "===> Epoch[11](236/562): D(x) 0.9613 Loss_D: 0.0435\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[11](331/562): D(x) 0.9793 Loss_D: 0.0263\n",
      "===> Epoch[11](332/562): D(x) 0.9390 Loss_D: 0.0675\n",
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      "===> Epoch[11](409/562): D(x) 0.9411 Loss_D: 0.0628\n",
      "===> Epoch[11](410/562): D(x) 0.9575 Loss_D: 0.0501\n",
      "===> Epoch[11](411/562): D(x) 0.9510 Loss_D: 0.0562\n",
      "===> Epoch[11](412/562): D(x) 0.9758 Loss_D: 0.0288\n",
      "===> Epoch[11](413/562): D(x) 0.9818 Loss_D: 0.0238\n",
      "===> Epoch[11](414/562): D(x) 0.9717 Loss_D: 0.0327\n",
      "===> Epoch[11](415/562): D(x) 0.9701 Loss_D: 0.0332\n",
      "===> Epoch[11](416/562): D(x) 0.9558 Loss_D: 0.0518\n",
      "===> Epoch[11](417/562): D(x) 0.9697 Loss_D: 0.0354\n",
      "===> Epoch[11](418/562): D(x) 0.9667 Loss_D: 0.0386\n",
      "===> Epoch[11](419/562): D(x) 0.9749 Loss_D: 0.0302\n",
      "===> Epoch[11](420/562): D(x) 0.9862 Loss_D: 0.0186\n",
      "===> Epoch[11](421/562): D(x) 0.9844 Loss_D: 0.0214\n",
      "===> Epoch[11](422/562): D(x) 0.9768 Loss_D: 0.0332\n",
      "===> Epoch[11](423/562): D(x) 0.9672 Loss_D: 0.0382\n",
      "===> Epoch[11](424/562): D(x) 0.9621 Loss_D: 0.0425\n",
      "===> Epoch[11](425/562): D(x) 0.9542 Loss_D: 0.0492\n",
      "===> Epoch[11](426/562): D(x) 0.9651 Loss_D: 0.0388\n",
      "===> Epoch[11](427/562): D(x) 0.9458 Loss_D: 0.0577\n",
      "===> Epoch[11](428/562): D(x) 0.9546 Loss_D: 0.0492\n",
      "===> Epoch[11](429/562): D(x) 0.9314 Loss_D: 0.0741\n",
      "===> Epoch[11](430/562): D(x) 0.9568 Loss_D: 0.0482\n",
      "===> Epoch[11](431/562): D(x) 0.9495 Loss_D: 0.0559\n",
      "===> Epoch[11](432/562): D(x) 0.9847 Loss_D: 0.0200\n",
      "===> Epoch[11](433/562): D(x) 0.9740 Loss_D: 0.0311\n",
      "===> Epoch[11](434/562): D(x) 0.9209 Loss_D: 0.0836\n",
      "===> Epoch[11](435/562): D(x) 0.9635 Loss_D: 0.0430\n",
      "===> Epoch[11](436/562): D(x) 0.9364 Loss_D: 0.0673\n",
      "===> Epoch[11](437/562): D(x) 0.9478 Loss_D: 0.0575\n",
      "===> Epoch[11](438/562): D(x) 0.9706 Loss_D: 0.0329\n",
      "===> Epoch[11](439/562): D(x) 0.9517 Loss_D: 0.0532\n",
      "===> Epoch[11](440/562): D(x) 0.9195 Loss_D: 0.0849\n",
      "===> Epoch[11](441/562): D(x) 0.9778 Loss_D: 0.0266\n",
      "===> Epoch[11](442/562): D(x) 0.9741 Loss_D: 0.0334\n",
      "===> Epoch[11](443/562): D(x) 0.9780 Loss_D: 0.0296\n",
      "===> Epoch[11](444/562): D(x) 0.9577 Loss_D: 0.0465\n",
      "===> Epoch[11](445/562): D(x) 0.9526 Loss_D: 0.0550\n",
      "===> Epoch[11](446/562): D(x) 0.9398 Loss_D: 0.0647\n",
      "===> Epoch[11](447/562): D(x) 0.9410 Loss_D: 0.0632\n",
      "===> Epoch[11](448/562): D(x) 0.9645 Loss_D: 0.0403\n",
      "===> Epoch[11](449/562): D(x) 0.9361 Loss_D: 0.0684\n",
      "===> Epoch[11](450/562): D(x) 0.9585 Loss_D: 0.0463\n",
      "===> Epoch[11](451/562): D(x) 0.9629 Loss_D: 0.0428\n",
      "===> Epoch[11](452/562): D(x) 0.9499 Loss_D: 0.0551\n",
      "===> Epoch[11](453/562): D(x) 0.9347 Loss_D: 0.0714\n",
      "===> Epoch[11](454/562): D(x) 0.9513 Loss_D: 0.0566\n",
      "===> Epoch[11](455/562): D(x) 0.9852 Loss_D: 0.0204\n",
      "===> Epoch[11](456/562): D(x) 0.9874 Loss_D: 0.0171\n",
      "===> Epoch[11](457/562): D(x) 0.9690 Loss_D: 0.0360\n",
      "===> Epoch[11](458/562): D(x) 0.9502 Loss_D: 0.0544\n",
      "===> Epoch[11](459/562): D(x) 0.9114 Loss_D: 0.0935\n",
      "===> Epoch[11](460/562): D(x) 0.9704 Loss_D: 0.0347\n",
      "===> Epoch[11](461/562): D(x) 0.9840 Loss_D: 0.0206\n",
      "===> Epoch[11](462/562): D(x) 0.9784 Loss_D: 0.0276\n",
      "===> Epoch[11](463/562): D(x) 0.9648 Loss_D: 0.0407\n",
      "===> Epoch[11](464/562): D(x) 0.9546 Loss_D: 0.0489\n",
      "===> Epoch[11](465/562): D(x) 0.9827 Loss_D: 0.0225\n",
      "===> Epoch[11](466/562): D(x) 0.9792 Loss_D: 0.0252\n",
      "===> Epoch[11](467/562): D(x) 0.9403 Loss_D: 0.0651\n",
      "===> Epoch[11](468/562): D(x) 0.9818 Loss_D: 0.0231\n",
      "===> Epoch[11](469/562): D(x) 0.9831 Loss_D: 0.0218\n",
      "===> Epoch[11](470/562): D(x) 0.9713 Loss_D: 0.0336\n",
      "===> Epoch[11](471/562): D(x) 0.9726 Loss_D: 0.0323\n",
      "===> Epoch[11](472/562): D(x) 0.9851 Loss_D: 0.0190\n",
      "===> Epoch[11](473/562): D(x) 0.9851 Loss_D: 0.0196\n",
      "===> Epoch[11](474/562): D(x) 0.9817 Loss_D: 0.0236\n",
      "===> Epoch[11](475/562): D(x) 0.9728 Loss_D: 0.0338\n",
      "===> Epoch[11](476/562): D(x) 0.9754 Loss_D: 0.0301\n",
      "===> Epoch[11](477/562): D(x) 0.9834 Loss_D: 0.0214\n",
      "===> Epoch[11](478/562): D(x) 0.9833 Loss_D: 0.0235\n",
      "===> Epoch[11](479/562): D(x) 0.9868 Loss_D: 0.0179\n",
      "===> Epoch[11](480/562): D(x) 0.9694 Loss_D: 0.0365\n",
      "===> Epoch[11](481/562): D(x) 0.9672 Loss_D: 0.0369\n",
      "===> Epoch[11](482/562): D(x) 0.9693 Loss_D: 0.0341\n",
      "===> Epoch[11](483/562): D(x) 0.9616 Loss_D: 0.0428\n",
      "===> Epoch[11](484/562): D(x) 0.9770 Loss_D: 0.0288\n",
      "===> Epoch[11](485/562): D(x) 0.9784 Loss_D: 0.0258\n",
      "===> Epoch[11](486/562): D(x) 0.9715 Loss_D: 0.0326\n",
      "===> Epoch[11](487/562): D(x) 0.9624 Loss_D: 0.0414\n",
      "===> Epoch[11](488/562): D(x) 0.9812 Loss_D: 0.0238\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[11](489/562): D(x) 0.9631 Loss_D: 0.0412\n",
      "===> Epoch[11](490/562): D(x) 0.9578 Loss_D: 0.0471\n",
      "===> Epoch[11](491/562): D(x) 0.9871 Loss_D: 0.0190\n",
      "===> Epoch[11](492/562): D(x) 0.9476 Loss_D: 0.0603\n",
      "===> Epoch[11](493/562): D(x) 0.9391 Loss_D: 0.0656\n",
      "===> Epoch[11](494/562): D(x) 0.9656 Loss_D: 0.0376\n",
      "===> Epoch[11](495/562): D(x) 0.9438 Loss_D: 0.0599\n",
      "===> Epoch[11](496/562): D(x) 0.9543 Loss_D: 0.0489\n",
      "===> Epoch[11](497/562): D(x) 0.8981 Loss_D: 0.1071\n",
      "===> Epoch[11](498/562): D(x) 0.9709 Loss_D: 0.0341\n",
      "===> Epoch[11](499/562): D(x) 0.9550 Loss_D: 0.0509\n",
      "===> Epoch[11](500/562): D(x) 0.9186 Loss_D: 0.0846\n",
      "===> Epoch[11](501/562): D(x) 0.9315 Loss_D: 0.0722\n",
      "===> Epoch[11](502/562): D(x) 0.9703 Loss_D: 0.0354\n",
      "===> Epoch[11](503/562): D(x) 0.9491 Loss_D: 0.0557\n",
      "===> Epoch[11](504/562): D(x) 0.8859 Loss_D: 0.1176\n",
      "===> Epoch[11](505/562): D(x) 0.9768 Loss_D: 0.0282\n",
      "===> Epoch[11](506/562): D(x) 0.9742 Loss_D: 0.0319\n",
      "===> Epoch[11](507/562): D(x) 0.9623 Loss_D: 0.0434\n",
      "===> Epoch[11](508/562): D(x) 0.9089 Loss_D: 0.0959\n",
      "===> Epoch[11](509/562): D(x) 0.9876 Loss_D: 0.0193\n",
      "===> Epoch[11](510/562): D(x) 0.9823 Loss_D: 0.0209\n",
      "===> Epoch[11](511/562): D(x) 0.9631 Loss_D: 0.0428\n",
      "===> Epoch[11](512/562): D(x) 0.9762 Loss_D: 0.0301\n",
      "===> Epoch[11](513/562): D(x) 0.9524 Loss_D: 0.0530\n",
      "===> Epoch[11](514/562): D(x) 0.9526 Loss_D: 0.0529\n",
      "===> Epoch[11](515/562): D(x) 0.9364 Loss_D: 0.0682\n",
      "===> Epoch[11](516/562): D(x) 0.9834 Loss_D: 0.0208\n",
      "===> Epoch[11](517/562): D(x) 0.9516 Loss_D: 0.0534\n",
      "===> Epoch[11](518/562): D(x) 0.9811 Loss_D: 0.0241\n",
      "===> Epoch[11](519/562): D(x) 0.9534 Loss_D: 0.0506\n",
      "===> Epoch[11](520/562): D(x) 0.9778 Loss_D: 0.0263\n",
      "===> Epoch[11](521/562): D(x) 0.9716 Loss_D: 0.0325\n",
      "===> Epoch[11](522/562): D(x) 0.9379 Loss_D: 0.0660\n",
      "===> Epoch[11](523/562): D(x) 0.9729 Loss_D: 0.0338\n",
      "===> Epoch[11](524/562): D(x) 0.9449 Loss_D: 0.0640\n",
      "===> Epoch[11](525/562): D(x) 0.9573 Loss_D: 0.0477\n",
      "===> Epoch[11](526/562): D(x) 0.9886 Loss_D: 0.0167\n",
      "===> Epoch[11](527/562): D(x) 0.9791 Loss_D: 0.0314\n",
      "===> Epoch[11](528/562): D(x) 0.9769 Loss_D: 0.0275\n",
      "===> Epoch[11](529/562): D(x) 0.9348 Loss_D: 0.0700\n",
      "===> Epoch[11](530/562): D(x) 0.9511 Loss_D: 0.0532\n",
      "===> Epoch[11](531/562): D(x) 0.9527 Loss_D: 0.0533\n",
      "===> Epoch[11](532/562): D(x) 0.9635 Loss_D: 0.0407\n",
      "===> Epoch[11](533/562): D(x) 0.9656 Loss_D: 0.0388\n",
      "===> Epoch[11](534/562): D(x) 0.9513 Loss_D: 0.0525\n",
      "===> Epoch[11](535/562): D(x) 0.9423 Loss_D: 0.0613\n",
      "===> Epoch[11](536/562): D(x) 0.9772 Loss_D: 0.0269\n",
      "===> Epoch[11](537/562): D(x) 0.9211 Loss_D: 0.0836\n",
      "===> Epoch[11](538/562): D(x) 0.9837 Loss_D: 0.0224\n",
      "===> Epoch[11](539/562): D(x) 0.9620 Loss_D: 0.0434\n",
      "===> Epoch[11](540/562): D(x) 0.9585 Loss_D: 0.0471\n",
      "===> Epoch[11](541/562): D(x) 0.9828 Loss_D: 0.0233\n",
      "===> Epoch[11](542/562): D(x) 0.9456 Loss_D: 0.0593\n",
      "===> Epoch[11](543/562): D(x) 0.9829 Loss_D: 0.0245\n",
      "===> Epoch[11](544/562): D(x) 0.9201 Loss_D: 0.0850\n",
      "===> Epoch[11](545/562): D(x) 0.9548 Loss_D: 0.0551\n",
      "===> Epoch[11](546/562): D(x) 0.9836 Loss_D: 0.0241\n",
      "===> Epoch[11](547/562): D(x) 0.9256 Loss_D: 0.0794\n",
      "===> Epoch[11](548/562): D(x) 0.9731 Loss_D: 0.0323\n",
      "===> Epoch[11](549/562): D(x) 0.9798 Loss_D: 0.0246\n",
      "===> Epoch[11](550/562): D(x) 0.9700 Loss_D: 0.0367\n",
      "===> Epoch[11](551/562): D(x) 0.9782 Loss_D: 0.0286\n",
      "===> Epoch[11](552/562): D(x) 0.9664 Loss_D: 0.0442\n",
      "===> Epoch[11](553/562): D(x) 0.9425 Loss_D: 0.0653\n",
      "===> Epoch[11](554/562): D(x) 0.9602 Loss_D: 0.0447\n",
      "===> Epoch[11](555/562): D(x) 0.9852 Loss_D: 0.0305\n",
      "===> Epoch[11](556/562): D(x) 0.9462 Loss_D: 0.0654\n",
      "===> Epoch[11](557/562): D(x) 0.9783 Loss_D: 0.0250\n",
      "===> Epoch[11](558/562): D(x) 0.9839 Loss_D: 0.0199\n",
      "===> Epoch[11](559/562): D(x) 0.9842 Loss_D: 0.0230\n",
      "===> Epoch[11](560/562): D(x) 0.9243 Loss_D: 0.0797\n",
      "===> Epoch[11](561/562): D(x) 0.9771 Loss_D: 0.0274\n",
      "===> Epoch[11](562/562): D(x) 0.9387 Loss_D: 0.0647\n",
      "[11/18] Loss_D: 0.0416 Loss_G: 0.2741 D(x): 0.9637 D(G(z)): 0.0053 PSNR 26.8487\n",
      "===> Epoch[12](1/562): D(x) 0.9913 Loss_D: 0.0144\n",
      "===> Epoch[12](2/562): D(x) 0.9276 Loss_D: 0.0792\n",
      "===> Epoch[12](3/562): D(x) 0.9526 Loss_D: 0.0548\n",
      "===> Epoch[12](4/562): D(x) 0.9233 Loss_D: 0.0807\n",
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      "===> Epoch[12](6/562): D(x) 0.9703 Loss_D: 0.0345\n",
      "===> Epoch[12](7/562): D(x) 0.9774 Loss_D: 0.0283\n",
      "===> Epoch[12](8/562): D(x) 0.9286 Loss_D: 0.0752\n",
      "===> Epoch[12](9/562): D(x) 0.9548 Loss_D: 0.0496\n",
      "===> Epoch[12](10/562): D(x) 0.9567 Loss_D: 0.0483\n",
      "===> Epoch[12](11/562): D(x) 0.9770 Loss_D: 0.0286\n",
      "===> Epoch[12](12/562): D(x) 0.9606 Loss_D: 0.0438\n",
      "===> Epoch[12](13/562): D(x) 0.9692 Loss_D: 0.0361\n",
      "===> Epoch[12](14/562): D(x) 0.9580 Loss_D: 0.0467\n",
      "===> Epoch[12](15/562): D(x) 0.9825 Loss_D: 0.0216\n",
      "===> Epoch[12](16/562): D(x) 0.9604 Loss_D: 0.0466\n",
      "===> Epoch[12](17/562): D(x) 0.9403 Loss_D: 0.0657\n",
      "===> Epoch[12](18/562): D(x) 0.9446 Loss_D: 0.0594\n",
      "===> Epoch[12](19/562): D(x) 0.9821 Loss_D: 0.0260\n",
      "===> Epoch[12](20/562): D(x) 0.9739 Loss_D: 0.0363\n",
      "===> Epoch[12](21/562): D(x) 0.9748 Loss_D: 0.0302\n",
      "===> Epoch[12](22/562): D(x) 0.9764 Loss_D: 0.0284\n",
      "===> Epoch[12](23/562): D(x) 0.9582 Loss_D: 0.0473\n",
      "===> Epoch[12](24/562): D(x) 0.9753 Loss_D: 0.0282\n",
      "===> Epoch[12](25/562): D(x) 0.9736 Loss_D: 0.0342\n",
      "===> Epoch[12](26/562): D(x) 0.9262 Loss_D: 0.0772\n",
      "===> Epoch[12](27/562): D(x) 0.9170 Loss_D: 0.0873\n",
      "===> Epoch[12](28/562): D(x) 0.9852 Loss_D: 0.0203\n",
      "===> Epoch[12](29/562): D(x) 0.9812 Loss_D: 0.0231\n",
      "===> Epoch[12](30/562): D(x) 0.9466 Loss_D: 0.0579\n",
      "===> Epoch[12](31/562): D(x) 0.9812 Loss_D: 0.0267\n",
      "===> Epoch[12](32/562): D(x) 0.9507 Loss_D: 0.0532\n",
      "===> Epoch[12](33/562): D(x) 0.9737 Loss_D: 0.0303\n",
      "===> Epoch[12](34/562): D(x) 0.9421 Loss_D: 0.0631\n",
      "===> Epoch[12](35/562): D(x) 0.9684 Loss_D: 0.0358\n",
      "===> Epoch[12](36/562): D(x) 0.9576 Loss_D: 0.0470\n",
      "===> Epoch[12](37/562): D(x) 0.9618 Loss_D: 0.0438\n",
      "===> Epoch[12](38/562): D(x) 0.9774 Loss_D: 0.0278\n",
      "===> Epoch[12](39/562): D(x) 0.9721 Loss_D: 0.0333\n",
      "===> Epoch[12](40/562): D(x) 0.9588 Loss_D: 0.0445\n",
      "===> Epoch[12](41/562): D(x) 0.9857 Loss_D: 0.0208\n",
      "===> Epoch[12](42/562): D(x) 0.9872 Loss_D: 0.0183\n",
      "===> Epoch[12](43/562): D(x) 0.9597 Loss_D: 0.0449\n",
      "===> Epoch[12](44/562): D(x) 0.9861 Loss_D: 0.0183\n",
      "===> Epoch[12](45/562): D(x) 0.9541 Loss_D: 0.0504\n",
      "===> Epoch[12](46/562): D(x) 0.9491 Loss_D: 0.0557\n",
      "===> Epoch[12](47/562): D(x) 0.9584 Loss_D: 0.0468\n",
      "===> Epoch[12](48/562): D(x) 0.9792 Loss_D: 0.0247\n",
      "===> Epoch[12](49/562): D(x) 0.9498 Loss_D: 0.0550\n",
      "===> Epoch[12](50/562): D(x) 0.9635 Loss_D: 0.0409\n",
      "===> Epoch[12](51/562): D(x) 0.9639 Loss_D: 0.0430\n",
      "===> Epoch[12](52/562): D(x) 0.9714 Loss_D: 0.0328\n",
      "===> Epoch[12](53/562): D(x) 0.9699 Loss_D: 0.0414\n",
      "===> Epoch[12](54/562): D(x) 0.9709 Loss_D: 0.0350\n",
      "===> Epoch[12](55/562): D(x) 0.9810 Loss_D: 0.0245\n",
      "===> Epoch[12](56/562): D(x) 0.9695 Loss_D: 0.0352\n",
      "===> Epoch[12](57/562): D(x) 0.9592 Loss_D: 0.0468\n",
      "===> Epoch[12](58/562): D(x) 0.8899 Loss_D: 0.1139\n",
      "===> Epoch[12](59/562): D(x) 0.9822 Loss_D: 0.0223\n",
      "===> Epoch[12](60/562): D(x) 0.9871 Loss_D: 0.0163\n",
      "===> Epoch[12](61/562): D(x) 0.9681 Loss_D: 0.0372\n",
      "===> Epoch[12](62/562): D(x) 0.9448 Loss_D: 0.0598\n",
      "===> Epoch[12](63/562): D(x) 0.9747 Loss_D: 0.0288\n",
      "===> Epoch[12](64/562): D(x) 0.9629 Loss_D: 0.0460\n",
      "===> Epoch[12](65/562): D(x) 0.9722 Loss_D: 0.0319\n",
      "===> Epoch[12](66/562): D(x) 0.9344 Loss_D: 0.0701\n",
      "===> Epoch[12](67/562): D(x) 0.9786 Loss_D: 0.0256\n",
      "===> Epoch[12](68/562): D(x) 0.9441 Loss_D: 0.0598\n",
      "===> Epoch[12](69/562): D(x) 0.9638 Loss_D: 0.0428\n",
      "===> Epoch[12](70/562): D(x) 0.9709 Loss_D: 0.0333\n",
      "===> Epoch[12](71/562): D(x) 0.9718 Loss_D: 0.0348\n",
      "===> Epoch[12](72/562): D(x) 0.9774 Loss_D: 0.0297\n",
      "===> Epoch[12](73/562): D(x) 0.9854 Loss_D: 0.0180\n",
      "===> Epoch[12](74/562): D(x) 0.9813 Loss_D: 0.0230\n",
      "===> Epoch[12](75/562): D(x) 0.9554 Loss_D: 0.0504\n",
      "===> Epoch[12](76/562): D(x) 0.9804 Loss_D: 0.0243\n",
      "===> Epoch[12](77/562): D(x) 0.9327 Loss_D: 0.0733\n",
      "===> Epoch[12](78/562): D(x) 0.9606 Loss_D: 0.0451\n",
      "===> Epoch[12](79/562): D(x) 0.9742 Loss_D: 0.0335\n",
      "===> Epoch[12](80/562): D(x) 0.9600 Loss_D: 0.0462\n",
      "===> Epoch[12](81/562): D(x) 0.9505 Loss_D: 0.0549\n",
      "===> Epoch[12](82/562): D(x) 0.9789 Loss_D: 0.0260\n",
      "===> Epoch[12](83/562): D(x) 0.9749 Loss_D: 0.0294\n",
      "===> Epoch[12](84/562): D(x) 0.9450 Loss_D: 0.0609\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[12](85/562): D(x) 0.9829 Loss_D: 0.0231\n",
      "===> Epoch[12](86/562): D(x) 0.9592 Loss_D: 0.0466\n",
      "===> Epoch[12](87/562): D(x) 0.9279 Loss_D: 0.0762\n",
      "===> Epoch[12](88/562): D(x) 0.9709 Loss_D: 0.0332\n",
      "===> Epoch[12](89/562): D(x) 0.9743 Loss_D: 0.0299\n",
      "===> Epoch[12](90/562): D(x) 0.9671 Loss_D: 0.0371\n",
      "===> Epoch[12](91/562): D(x) 0.9794 Loss_D: 0.0281\n",
      "===> Epoch[12](92/562): D(x) 0.9607 Loss_D: 0.0436\n",
      "===> Epoch[12](93/562): D(x) 0.9712 Loss_D: 0.0341\n",
      "===> Epoch[12](94/562): D(x) 0.9445 Loss_D: 0.0597\n",
      "===> Epoch[12](95/562): D(x) 0.9676 Loss_D: 0.0367\n",
      "===> Epoch[12](96/562): D(x) 0.9831 Loss_D: 0.0228\n",
      "===> Epoch[12](97/562): D(x) 0.9889 Loss_D: 0.0159\n",
      "===> Epoch[12](98/562): D(x) 0.9736 Loss_D: 0.0312\n",
      "===> Epoch[12](99/562): D(x) 0.9667 Loss_D: 0.0368\n",
      "===> Epoch[12](100/562): D(x) 0.9672 Loss_D: 0.0381\n",
      "===> Epoch[12](101/562): D(x) 0.9369 Loss_D: 0.0698\n",
      "===> Epoch[12](102/562): D(x) 0.9366 Loss_D: 0.0692\n",
      "===> Epoch[12](103/562): D(x) 0.9056 Loss_D: 0.0986\n",
      "===> Epoch[12](104/562): D(x) 0.9888 Loss_D: 0.0153\n",
      "===> Epoch[12](105/562): D(x) 0.9816 Loss_D: 0.0280\n",
      "===> Epoch[12](106/562): D(x) 0.9781 Loss_D: 0.0264\n",
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      "===> Epoch[12](109/562): D(x) 0.9816 Loss_D: 0.0261\n",
      "===> Epoch[12](110/562): D(x) 0.9675 Loss_D: 0.0370\n",
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      "===> Epoch[12](112/562): D(x) 0.9753 Loss_D: 0.0303\n",
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      "===> Epoch[12](116/562): D(x) 0.9737 Loss_D: 0.0315\n",
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      "===> Epoch[12](118/562): D(x) 0.9686 Loss_D: 0.0348\n",
      "===> Epoch[12](119/562): D(x) 0.9324 Loss_D: 0.0722\n",
      "===> Epoch[12](120/562): D(x) 0.9631 Loss_D: 0.0415\n",
      "===> Epoch[12](121/562): D(x) 0.9638 Loss_D: 0.0409\n",
      "===> Epoch[12](122/562): D(x) 0.9429 Loss_D: 0.0619\n",
      "===> Epoch[12](123/562): D(x) 0.9751 Loss_D: 0.0304\n",
      "===> Epoch[12](124/562): D(x) 0.9872 Loss_D: 0.0178\n",
      "===> Epoch[12](125/562): D(x) 0.9871 Loss_D: 0.0180\n",
      "===> Epoch[12](126/562): D(x) 0.9806 Loss_D: 0.0236\n",
      "===> Epoch[12](127/562): D(x) 0.9786 Loss_D: 0.0276\n",
      "===> Epoch[12](128/562): D(x) 0.9813 Loss_D: 0.0261\n",
      "===> Epoch[12](129/562): D(x) 0.9709 Loss_D: 0.0330\n",
      "===> Epoch[12](130/562): D(x) 0.9663 Loss_D: 0.0386\n",
      "===> Epoch[12](131/562): D(x) 0.9727 Loss_D: 0.0340\n",
      "===> Epoch[12](132/562): D(x) 0.9746 Loss_D: 0.0319\n",
      "===> Epoch[12](133/562): D(x) 0.9691 Loss_D: 0.0351\n",
      "===> Epoch[12](134/562): D(x) 0.9591 Loss_D: 0.0491\n",
      "===> Epoch[12](135/562): D(x) 0.9641 Loss_D: 0.0443\n",
      "===> Epoch[12](136/562): D(x) 0.9608 Loss_D: 0.0462\n",
      "===> Epoch[12](137/562): D(x) 0.9812 Loss_D: 0.0231\n",
      "===> Epoch[12](138/562): D(x) 0.9756 Loss_D: 0.0286\n",
      "===> Epoch[12](139/562): D(x) 0.9775 Loss_D: 0.0273\n",
      "===> Epoch[12](140/562): D(x) 0.9802 Loss_D: 0.0241\n",
      "===> Epoch[12](141/562): D(x) 0.9340 Loss_D: 0.0695\n",
      "===> Epoch[12](142/562): D(x) 0.9805 Loss_D: 0.0282\n",
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      "===> Epoch[12](145/562): D(x) 0.9439 Loss_D: 0.0604\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[12](243/562): D(x) 0.9658 Loss_D: 0.0414\n",
      "===> Epoch[12](244/562): D(x) 0.9536 Loss_D: 0.0520\n",
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      "===> Epoch[12](321/562): D(x) 0.9826 Loss_D: 0.0209\n",
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      "===> Epoch[12](323/562): D(x) 0.9750 Loss_D: 0.0293\n",
      "===> Epoch[12](324/562): D(x) 0.9505 Loss_D: 0.0537\n",
      "===> Epoch[12](325/562): D(x) 0.9716 Loss_D: 0.0331\n",
      "===> Epoch[12](326/562): D(x) 0.9537 Loss_D: 0.0507\n",
      "===> Epoch[12](327/562): D(x) 0.9735 Loss_D: 0.0311\n",
      "===> Epoch[12](328/562): D(x) 0.9776 Loss_D: 0.0267\n",
      "===> Epoch[12](329/562): D(x) 0.9236 Loss_D: 0.0810\n",
      "===> Epoch[12](330/562): D(x) 0.9751 Loss_D: 0.0296\n",
      "===> Epoch[12](331/562): D(x) 0.9113 Loss_D: 0.0931\n",
      "===> Epoch[12](332/562): D(x) 0.9730 Loss_D: 0.0300\n",
      "===> Epoch[12](333/562): D(x) 0.9715 Loss_D: 0.0356\n",
      "===> Epoch[12](334/562): D(x) 0.9652 Loss_D: 0.0403\n",
      "===> Epoch[12](335/562): D(x) 0.9887 Loss_D: 0.0243\n",
      "===> Epoch[12](336/562): D(x) 0.9844 Loss_D: 0.0203\n",
      "===> Epoch[12](337/562): D(x) 0.9121 Loss_D: 0.0924\n",
      "===> Epoch[12](338/562): D(x) 0.9557 Loss_D: 0.0521\n",
      "===> Epoch[12](339/562): D(x) 0.9483 Loss_D: 0.0566\n",
      "===> Epoch[12](340/562): D(x) 0.9778 Loss_D: 0.0279\n",
      "===> Epoch[12](341/562): D(x) 0.9654 Loss_D: 0.0395\n",
      "===> Epoch[12](342/562): D(x) 0.9837 Loss_D: 0.0231\n",
      "===> Epoch[12](343/562): D(x) 0.9812 Loss_D: 0.0256\n",
      "===> Epoch[12](344/562): D(x) 0.9662 Loss_D: 0.0394\n",
      "===> Epoch[12](345/562): D(x) 0.9764 Loss_D: 0.0327\n",
      "===> Epoch[12](346/562): D(x) 0.9837 Loss_D: 0.0218\n",
      "===> Epoch[12](347/562): D(x) 0.9789 Loss_D: 0.0260\n",
      "===> Epoch[12](348/562): D(x) 0.9747 Loss_D: 0.0309\n",
      "===> Epoch[12](349/562): D(x) 0.9841 Loss_D: 0.0218\n",
      "===> Epoch[12](350/562): D(x) 0.9605 Loss_D: 0.0449\n",
      "===> Epoch[12](351/562): D(x) 0.9626 Loss_D: 0.0416\n",
      "===> Epoch[12](352/562): D(x) 0.9787 Loss_D: 0.0268\n",
      "===> Epoch[12](353/562): D(x) 0.9764 Loss_D: 0.0277\n",
      "===> Epoch[12](354/562): D(x) 0.9819 Loss_D: 0.0227\n",
      "===> Epoch[12](355/562): D(x) 0.9772 Loss_D: 0.0274\n",
      "===> Epoch[12](356/562): D(x) 0.9545 Loss_D: 0.0507\n",
      "===> Epoch[12](357/562): D(x) 0.9713 Loss_D: 0.0334\n",
      "===> Epoch[12](358/562): D(x) 0.9525 Loss_D: 0.0523\n",
      "===> Epoch[12](359/562): D(x) 0.9258 Loss_D: 0.0793\n",
      "===> Epoch[12](360/562): D(x) 0.9516 Loss_D: 0.0519\n",
      "===> Epoch[12](361/562): D(x) 0.9489 Loss_D: 0.0558\n",
      "===> Epoch[12](362/562): D(x) 0.9664 Loss_D: 0.0378\n",
      "===> Epoch[12](363/562): D(x) 0.8976 Loss_D: 0.1066\n",
      "===> Epoch[12](364/562): D(x) 0.9839 Loss_D: 0.0214\n",
      "===> Epoch[12](365/562): D(x) 0.9827 Loss_D: 0.0227\n",
      "===> Epoch[12](366/562): D(x) 0.9564 Loss_D: 0.0480\n",
      "===> Epoch[12](367/562): D(x) 0.9821 Loss_D: 0.0225\n",
      "===> Epoch[12](368/562): D(x) 0.9609 Loss_D: 0.0430\n",
      "===> Epoch[12](369/562): D(x) 0.9803 Loss_D: 0.0243\n",
      "===> Epoch[12](370/562): D(x) 0.9186 Loss_D: 0.0855\n",
      "===> Epoch[12](371/562): D(x) 0.9743 Loss_D: 0.0304\n",
      "===> Epoch[12](372/562): D(x) 0.9545 Loss_D: 0.0511\n",
      "===> Epoch[12](373/562): D(x) 0.9533 Loss_D: 0.0512\n",
      "===> Epoch[12](374/562): D(x) 0.9816 Loss_D: 0.0232\n",
      "===> Epoch[12](375/562): D(x) 0.9653 Loss_D: 0.0423\n",
      "===> Epoch[12](376/562): D(x) 0.9923 Loss_D: 0.0134\n",
      "===> Epoch[12](377/562): D(x) 0.9516 Loss_D: 0.0583\n",
      "===> Epoch[12](378/562): D(x) 0.9753 Loss_D: 0.0294\n",
      "===> Epoch[12](379/562): D(x) 0.9484 Loss_D: 0.0569\n",
      "===> Epoch[12](380/562): D(x) 0.9510 Loss_D: 0.0525\n",
      "===> Epoch[12](381/562): D(x) 0.9313 Loss_D: 0.0725\n",
      "===> Epoch[12](382/562): D(x) 0.9841 Loss_D: 0.0203\n",
      "===> Epoch[12](383/562): D(x) 0.8919 Loss_D: 0.1120\n",
      "===> Epoch[12](384/562): D(x) 0.9416 Loss_D: 0.0632\n",
      "===> Epoch[12](385/562): D(x) 0.9521 Loss_D: 0.0532\n",
      "===> Epoch[12](386/562): D(x) 0.9632 Loss_D: 0.0406\n",
      "===> Epoch[12](387/562): D(x) 0.9553 Loss_D: 0.0484\n",
      "===> Epoch[12](388/562): D(x) 0.9302 Loss_D: 0.0739\n",
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      "===> Epoch[12](390/562): D(x) 0.9570 Loss_D: 0.0473\n",
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      "===> Epoch[12](392/562): D(x) 0.9397 Loss_D: 0.0637\n",
      "===> Epoch[12](393/562): D(x) 0.9834 Loss_D: 0.0209\n",
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      "===> Epoch[12](397/562): D(x) 0.9536 Loss_D: 0.0544\n",
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      "===> Epoch[12](400/562): D(x) 0.9561 Loss_D: 0.0489\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[12](401/562): D(x) 0.9747 Loss_D: 0.0292\n",
      "===> Epoch[12](402/562): D(x) 0.9568 Loss_D: 0.0492\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[12](559/562): D(x) 0.9711 Loss_D: 0.0337\n",
      "===> Epoch[12](560/562): D(x) 0.9854 Loss_D: 0.0197\n",
      "===> Epoch[12](561/562): D(x) 0.9803 Loss_D: 0.0252\n",
      "===> Epoch[12](562/562): D(x) 0.9671 Loss_D: 0.0360\n",
      "[12/18] Loss_D: 0.0424 Loss_G: 0.2732 D(x): 0.9629 D(G(z)): 0.0053 PSNR 27.3670\n",
      "===> Epoch[13](1/562): D(x) 0.9503 Loss_D: 0.0546\n",
      "===> Epoch[13](2/562): D(x) 0.9838 Loss_D: 0.0218\n",
      "===> Epoch[13](3/562): D(x) 0.9794 Loss_D: 0.0275\n",
      "===> Epoch[13](4/562): D(x) 0.9863 Loss_D: 0.0202\n",
      "===> Epoch[13](5/562): D(x) 0.9725 Loss_D: 0.0316\n",
      "===> Epoch[13](6/562): D(x) 0.9893 Loss_D: 0.0152\n",
      "===> Epoch[13](7/562): D(x) 0.9633 Loss_D: 0.0422\n",
      "===> Epoch[13](8/562): D(x) 0.9349 Loss_D: 0.0685\n",
      "===> Epoch[13](9/562): D(x) 0.9082 Loss_D: 0.0967\n",
      "===> Epoch[13](10/562): D(x) 0.9496 Loss_D: 0.0611\n",
      "===> Epoch[13](11/562): D(x) 0.9610 Loss_D: 0.0449\n",
      "===> Epoch[13](12/562): D(x) 0.9903 Loss_D: 0.0149\n",
      "===> Epoch[13](13/562): D(x) 0.9817 Loss_D: 0.0226\n",
      "===> Epoch[13](14/562): D(x) 0.9651 Loss_D: 0.0395\n",
      "===> Epoch[13](15/562): D(x) 0.8838 Loss_D: 0.1219\n",
      "===> Epoch[13](16/562): D(x) 0.9512 Loss_D: 0.0548\n",
      "===> Epoch[13](17/562): D(x) 0.9541 Loss_D: 0.0510\n",
      "===> Epoch[13](18/562): D(x) 0.9835 Loss_D: 0.0203\n",
      "===> Epoch[13](19/562): D(x) 0.9697 Loss_D: 0.0347\n",
      "===> Epoch[13](20/562): D(x) 0.9727 Loss_D: 0.0322\n",
      "===> Epoch[13](21/562): D(x) 0.9645 Loss_D: 0.0400\n",
      "===> Epoch[13](22/562): D(x) 0.9483 Loss_D: 0.0588\n",
      "===> Epoch[13](23/562): D(x) 0.9653 Loss_D: 0.0390\n",
      "===> Epoch[13](24/562): D(x) 0.9806 Loss_D: 0.0235\n",
      "===> Epoch[13](25/562): D(x) 0.9839 Loss_D: 0.0225\n",
      "===> Epoch[13](26/562): D(x) 0.9821 Loss_D: 0.0231\n",
      "===> Epoch[13](27/562): D(x) 0.9755 Loss_D: 0.0300\n",
      "===> Epoch[13](28/562): D(x) 0.9397 Loss_D: 0.0664\n",
      "===> Epoch[13](29/562): D(x) 0.9716 Loss_D: 0.0342\n",
      "===> Epoch[13](30/562): D(x) 0.9761 Loss_D: 0.0287\n",
      "===> Epoch[13](31/562): D(x) 0.9648 Loss_D: 0.0397\n",
      "===> Epoch[13](32/562): D(x) 0.9387 Loss_D: 0.0654\n",
      "===> Epoch[13](33/562): D(x) 0.9497 Loss_D: 0.0558\n",
      "===> Epoch[13](34/562): D(x) 0.9846 Loss_D: 0.0261\n",
      "===> Epoch[13](35/562): D(x) 0.9808 Loss_D: 0.0244\n",
      "===> Epoch[13](36/562): D(x) 0.9581 Loss_D: 0.0468\n",
      "===> Epoch[13](37/562): D(x) 0.9803 Loss_D: 0.0237\n",
      "===> Epoch[13](38/562): D(x) 0.9576 Loss_D: 0.0509\n",
      "===> Epoch[13](39/562): D(x) 0.9462 Loss_D: 0.0621\n",
      "===> Epoch[13](40/562): D(x) 0.9884 Loss_D: 0.0165\n",
      "===> Epoch[13](41/562): D(x) 0.9813 Loss_D: 0.0248\n",
      "===> Epoch[13](42/562): D(x) 0.9818 Loss_D: 0.0229\n",
      "===> Epoch[13](43/562): D(x) 0.9094 Loss_D: 0.0946\n",
      "===> Epoch[13](44/562): D(x) 0.9845 Loss_D: 0.0193\n",
      "===> Epoch[13](45/562): D(x) 0.9290 Loss_D: 0.0763\n",
      "===> Epoch[13](46/562): D(x) 0.9880 Loss_D: 0.0171\n",
      "===> Epoch[13](47/562): D(x) 0.9771 Loss_D: 0.0281\n",
      "===> Epoch[13](48/562): D(x) 0.9118 Loss_D: 0.0920\n",
      "===> Epoch[13](49/562): D(x) 0.9669 Loss_D: 0.0395\n",
      "===> Epoch[13](50/562): D(x) 0.9771 Loss_D: 0.0282\n",
      "===> Epoch[13](51/562): D(x) 0.9750 Loss_D: 0.0288\n",
      "===> Epoch[13](52/562): D(x) 0.9767 Loss_D: 0.0325\n",
      "===> Epoch[13](53/562): D(x) 0.9397 Loss_D: 0.0632\n",
      "===> Epoch[13](54/562): D(x) 0.9550 Loss_D: 0.0512\n",
      "===> Epoch[13](55/562): D(x) 0.9494 Loss_D: 0.0554\n",
      "===> Epoch[13](56/562): D(x) 0.9775 Loss_D: 0.0258\n",
      "===> Epoch[13](57/562): D(x) 0.9523 Loss_D: 0.0516\n",
      "===> Epoch[13](58/562): D(x) 0.9779 Loss_D: 0.0268\n",
      "===> Epoch[13](59/562): D(x) 0.9274 Loss_D: 0.0789\n",
      "===> Epoch[13](60/562): D(x) 0.9627 Loss_D: 0.0406\n",
      "===> Epoch[13](61/562): D(x) 0.9571 Loss_D: 0.0474\n",
      "===> Epoch[13](62/562): D(x) 0.9848 Loss_D: 0.0204\n",
      "===> Epoch[13](63/562): D(x) 0.9642 Loss_D: 0.0416\n",
      "===> Epoch[13](64/562): D(x) 0.9785 Loss_D: 0.0272\n",
      "===> Epoch[13](65/562): D(x) 0.9565 Loss_D: 0.0472\n",
      "===> Epoch[13](66/562): D(x) 0.9486 Loss_D: 0.0570\n",
      "===> Epoch[13](67/562): D(x) 0.9726 Loss_D: 0.0323\n",
      "===> Epoch[13](68/562): D(x) 0.9601 Loss_D: 0.0460\n",
      "===> Epoch[13](69/562): D(x) 0.9863 Loss_D: 0.0187\n",
      "===> Epoch[13](70/562): D(x) 0.9658 Loss_D: 0.0380\n",
      "===> Epoch[13](71/562): D(x) 0.9768 Loss_D: 0.0300\n",
      "===> Epoch[13](72/562): D(x) 0.9422 Loss_D: 0.0630\n",
      "===> Epoch[13](73/562): D(x) 0.9734 Loss_D: 0.0311\n",
      "===> Epoch[13](74/562): D(x) 0.9876 Loss_D: 0.0178\n",
      "===> Epoch[13](75/562): D(x) 0.9684 Loss_D: 0.0368\n",
      "===> Epoch[13](76/562): D(x) 0.9668 Loss_D: 0.0377\n",
      "===> Epoch[13](77/562): D(x) 0.9621 Loss_D: 0.0427\n",
      "===> Epoch[13](78/562): D(x) 0.9887 Loss_D: 0.0182\n",
      "===> Epoch[13](79/562): D(x) 0.9900 Loss_D: 0.0157\n",
      "===> Epoch[13](80/562): D(x) 0.9783 Loss_D: 0.0258\n",
      "===> Epoch[13](81/562): D(x) 0.9617 Loss_D: 0.0430\n",
      "===> Epoch[13](82/562): D(x) 0.9448 Loss_D: 0.0609\n",
      "===> Epoch[13](83/562): D(x) 0.9245 Loss_D: 0.0798\n",
      "===> Epoch[13](84/562): D(x) 0.9860 Loss_D: 0.0195\n",
      "===> Epoch[13](85/562): D(x) 0.9772 Loss_D: 0.0278\n",
      "===> Epoch[13](86/562): D(x) 0.9615 Loss_D: 0.0431\n",
      "===> Epoch[13](87/562): D(x) 0.9787 Loss_D: 0.0250\n",
      "===> Epoch[13](88/562): D(x) 0.9705 Loss_D: 0.0355\n",
      "===> Epoch[13](89/562): D(x) 0.9686 Loss_D: 0.0363\n",
      "===> Epoch[13](90/562): D(x) 0.9788 Loss_D: 0.0269\n",
      "===> Epoch[13](91/562): D(x) 0.9617 Loss_D: 0.0428\n",
      "===> Epoch[13](92/562): D(x) 0.9541 Loss_D: 0.0505\n",
      "===> Epoch[13](93/562): D(x) 0.9777 Loss_D: 0.0276\n",
      "===> Epoch[13](94/562): D(x) 0.9739 Loss_D: 0.0290\n",
      "===> Epoch[13](95/562): D(x) 0.9496 Loss_D: 0.0560\n",
      "===> Epoch[13](96/562): D(x) 0.9089 Loss_D: 0.0945\n",
      "===> Epoch[13](97/562): D(x) 0.9697 Loss_D: 0.0364\n",
      "===> Epoch[13](98/562): D(x) 0.9586 Loss_D: 0.0463\n",
      "===> Epoch[13](99/562): D(x) 0.9664 Loss_D: 0.0383\n",
      "===> Epoch[13](100/562): D(x) 0.9472 Loss_D: 0.0571\n",
      "===> Epoch[13](101/562): D(x) 0.9611 Loss_D: 0.0427\n",
      "===> Epoch[13](102/562): D(x) 0.9404 Loss_D: 0.0654\n",
      "===> Epoch[13](103/562): D(x) 0.9204 Loss_D: 0.0838\n",
      "===> Epoch[13](104/562): D(x) 0.9764 Loss_D: 0.0281\n",
      "===> Epoch[13](105/562): D(x) 0.9545 Loss_D: 0.0508\n",
      "===> Epoch[13](106/562): D(x) 0.9387 Loss_D: 0.0661\n",
      "===> Epoch[13](107/562): D(x) 0.9905 Loss_D: 0.0178\n",
      "===> Epoch[13](108/562): D(x) 0.8555 Loss_D: 0.1498\n",
      "===> Epoch[13](109/562): D(x) 0.9732 Loss_D: 0.0321\n",
      "===> Epoch[13](110/562): D(x) 0.9444 Loss_D: 0.0604\n",
      "===> Epoch[13](111/562): D(x) 0.9694 Loss_D: 0.0349\n",
      "===> Epoch[13](112/562): D(x) 0.9842 Loss_D: 0.0227\n",
      "===> Epoch[13](113/562): D(x) 0.9567 Loss_D: 0.0522\n",
      "===> Epoch[13](114/562): D(x) 0.9618 Loss_D: 0.0443\n",
      "===> Epoch[13](115/562): D(x) 0.9390 Loss_D: 0.0657\n",
      "===> Epoch[13](116/562): D(x) 0.9830 Loss_D: 0.0223\n",
      "===> Epoch[13](117/562): D(x) 0.9736 Loss_D: 0.0331\n",
      "===> Epoch[13](118/562): D(x) 0.9870 Loss_D: 0.0178\n",
      "===> Epoch[13](119/562): D(x) 0.9815 Loss_D: 0.0270\n",
      "===> Epoch[13](120/562): D(x) 0.9716 Loss_D: 0.0364\n",
      "===> Epoch[13](121/562): D(x) 0.9715 Loss_D: 0.0339\n",
      "===> Epoch[13](122/562): D(x) 0.9461 Loss_D: 0.0582\n",
      "===> Epoch[13](123/562): D(x) 0.9254 Loss_D: 0.0787\n",
      "===> Epoch[13](124/562): D(x) 0.9866 Loss_D: 0.0190\n",
      "===> Epoch[13](125/562): D(x) 0.9612 Loss_D: 0.0428\n",
      "===> Epoch[13](126/562): D(x) 0.9789 Loss_D: 0.0289\n",
      "===> Epoch[13](127/562): D(x) 0.9413 Loss_D: 0.0656\n",
      "===> Epoch[13](128/562): D(x) 0.9769 Loss_D: 0.0298\n",
      "===> Epoch[13](129/562): D(x) 0.9286 Loss_D: 0.0755\n",
      "===> Epoch[13](130/562): D(x) 0.9849 Loss_D: 0.0206\n",
      "===> Epoch[13](131/562): D(x) 0.9483 Loss_D: 0.0587\n",
      "===> Epoch[13](132/562): D(x) 0.9666 Loss_D: 0.0410\n",
      "===> Epoch[13](133/562): D(x) 0.9831 Loss_D: 0.0220\n",
      "===> Epoch[13](134/562): D(x) 0.9763 Loss_D: 0.0270\n",
      "===> Epoch[13](135/562): D(x) 0.9536 Loss_D: 0.0495\n",
      "===> Epoch[13](136/562): D(x) 0.9223 Loss_D: 0.0819\n",
      "===> Epoch[13](137/562): D(x) 0.9856 Loss_D: 0.0200\n",
      "===> Epoch[13](138/562): D(x) 0.9575 Loss_D: 0.0464\n",
      "===> Epoch[13](139/562): D(x) 0.9792 Loss_D: 0.0245\n",
      "===> Epoch[13](140/562): D(x) 0.9718 Loss_D: 0.0326\n",
      "===> Epoch[13](141/562): D(x) 0.9524 Loss_D: 0.0524\n",
      "===> Epoch[13](142/562): D(x) 0.9846 Loss_D: 0.0254\n",
      "===> Epoch[13](143/562): D(x) 0.9867 Loss_D: 0.0184\n",
      "===> Epoch[13](144/562): D(x) 0.9753 Loss_D: 0.0307\n",
      "===> Epoch[13](145/562): D(x) 0.9661 Loss_D: 0.0395\n",
      "===> Epoch[13](146/562): D(x) 0.9485 Loss_D: 0.0565\n",
      "===> Epoch[13](147/562): D(x) 0.9511 Loss_D: 0.0550\n",
      "===> Epoch[13](148/562): D(x) 0.9653 Loss_D: 0.0408\n",
      "===> Epoch[13](149/562): D(x) 0.8930 Loss_D: 0.1105\n",
      "===> Epoch[13](150/562): D(x) 0.9328 Loss_D: 0.0720\n",
      "===> Epoch[13](151/562): D(x) 0.9646 Loss_D: 0.0413\n",
      "===> Epoch[13](152/562): D(x) 0.9594 Loss_D: 0.0448\n",
      "===> Epoch[13](153/562): D(x) 0.9306 Loss_D: 0.0737\n",
      "===> Epoch[13](154/562): D(x) 0.9314 Loss_D: 0.0760\n",
      "===> Epoch[13](155/562): D(x) 0.9713 Loss_D: 0.0341\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[13](156/562): D(x) 0.9311 Loss_D: 0.0740\n",
      "===> Epoch[13](157/562): D(x) 0.9559 Loss_D: 0.0503\n",
      "===> Epoch[13](158/562): D(x) 0.9604 Loss_D: 0.0445\n",
      "===> Epoch[13](159/562): D(x) 0.9536 Loss_D: 0.0518\n",
      "===> Epoch[13](160/562): D(x) 0.9432 Loss_D: 0.0602\n",
      "===> Epoch[13](161/562): D(x) 0.9368 Loss_D: 0.0685\n",
      "===> Epoch[13](162/562): D(x) 0.9816 Loss_D: 0.0233\n",
      "===> Epoch[13](163/562): D(x) 0.9851 Loss_D: 0.0188\n",
      "===> Epoch[13](164/562): D(x) 0.9747 Loss_D: 0.0290\n",
      "===> Epoch[13](165/562): D(x) 0.9590 Loss_D: 0.0457\n",
      "===> Epoch[13](166/562): D(x) 0.9851 Loss_D: 0.0224\n",
      "===> Epoch[13](167/562): D(x) 0.9787 Loss_D: 0.0269\n",
      "===> Epoch[13](168/562): D(x) 0.9727 Loss_D: 0.0317\n",
      "===> Epoch[13](169/562): D(x) 0.9772 Loss_D: 0.0293\n",
      "===> Epoch[13](170/562): D(x) 0.9668 Loss_D: 0.0367\n",
      "===> Epoch[13](171/562): D(x) 0.9636 Loss_D: 0.0517\n",
      "===> Epoch[13](172/562): D(x) 0.9545 Loss_D: 0.0496\n",
      "===> Epoch[13](173/562): D(x) 0.9591 Loss_D: 0.0439\n",
      "===> Epoch[13](174/562): D(x) 0.9801 Loss_D: 0.0243\n",
      "===> Epoch[13](175/562): D(x) 0.9523 Loss_D: 0.0526\n",
      "===> Epoch[13](176/562): D(x) 0.9726 Loss_D: 0.0319\n",
      "===> Epoch[13](177/562): D(x) 0.9584 Loss_D: 0.0456\n",
      "===> Epoch[13](178/562): D(x) 0.9678 Loss_D: 0.0372\n",
      "===> Epoch[13](179/562): D(x) 0.9497 Loss_D: 0.0549\n",
      "===> Epoch[13](180/562): D(x) 0.9748 Loss_D: 0.0311\n",
      "===> Epoch[13](181/562): D(x) 0.9502 Loss_D: 0.0546\n",
      "===> Epoch[13](182/562): D(x) 0.9305 Loss_D: 0.0741\n",
      "===> Epoch[13](183/562): D(x) 0.9612 Loss_D: 0.0434\n",
      "===> Epoch[13](184/562): D(x) 0.9845 Loss_D: 0.0195\n",
      "===> Epoch[13](185/562): D(x) 0.9746 Loss_D: 0.0297\n",
      "===> Epoch[13](186/562): D(x) 0.9375 Loss_D: 0.0668\n",
      "===> Epoch[13](187/562): D(x) 0.9766 Loss_D: 0.0302\n",
      "===> Epoch[13](188/562): D(x) 0.9785 Loss_D: 0.0326\n",
      "===> Epoch[13](189/562): D(x) 0.9278 Loss_D: 0.0776\n",
      "===> Epoch[13](190/562): D(x) 0.9710 Loss_D: 0.0336\n",
      "===> Epoch[13](191/562): D(x) 0.9681 Loss_D: 0.0366\n",
      "===> Epoch[13](192/562): D(x) 0.9557 Loss_D: 0.0509\n",
      "===> Epoch[13](193/562): D(x) 0.9583 Loss_D: 0.0490\n",
      "===> Epoch[13](194/562): D(x) 0.9719 Loss_D: 0.0349\n",
      "===> Epoch[13](195/562): D(x) 0.9296 Loss_D: 0.0764\n",
      "===> Epoch[13](196/562): D(x) 0.9692 Loss_D: 0.0367\n",
      "===> Epoch[13](197/562): D(x) 0.9817 Loss_D: 0.0224\n",
      "===> Epoch[13](198/562): D(x) 0.9663 Loss_D: 0.0385\n",
      "===> Epoch[13](199/562): D(x) 0.9708 Loss_D: 0.0362\n",
      "===> Epoch[13](200/562): D(x) 0.9657 Loss_D: 0.0412\n",
      "===> Epoch[13](201/562): D(x) 0.9245 Loss_D: 0.0797\n",
      "===> Epoch[13](202/562): D(x) 0.9727 Loss_D: 0.0308\n",
      "===> Epoch[13](203/562): D(x) 0.8789 Loss_D: 0.1255\n",
      "===> Epoch[13](204/562): D(x) 0.9846 Loss_D: 0.0200\n",
      "===> Epoch[13](205/562): D(x) 0.9664 Loss_D: 0.0365\n",
      "===> Epoch[13](206/562): D(x) 0.9652 Loss_D: 0.0410\n",
      "===> Epoch[13](207/562): D(x) 0.9571 Loss_D: 0.0462\n",
      "===> Epoch[13](208/562): D(x) 0.9365 Loss_D: 0.0684\n",
      "===> Epoch[13](209/562): D(x) 0.9353 Loss_D: 0.0694\n",
      "===> Epoch[13](210/562): D(x) 0.9369 Loss_D: 0.0668\n",
      "===> Epoch[13](211/562): D(x) 0.9391 Loss_D: 0.0661\n",
      "===> Epoch[13](212/562): D(x) 0.9454 Loss_D: 0.0595\n",
      "===> Epoch[13](213/562): D(x) 0.9151 Loss_D: 0.0907\n",
      "===> Epoch[13](214/562): D(x) 0.9575 Loss_D: 0.0469\n",
      "===> Epoch[13](215/562): D(x) 0.9813 Loss_D: 0.0235\n",
      "===> Epoch[13](216/562): D(x) 0.9847 Loss_D: 0.0203\n",
      "===> Epoch[13](217/562): D(x) 0.9771 Loss_D: 0.0329\n",
      "===> Epoch[13](218/562): D(x) 0.9384 Loss_D: 0.0672\n",
      "===> Epoch[13](219/562): D(x) 0.9661 Loss_D: 0.0376\n",
      "===> Epoch[13](220/562): D(x) 0.9537 Loss_D: 0.0520\n",
      "===> Epoch[13](221/562): D(x) 0.9492 Loss_D: 0.0563\n",
      "===> Epoch[13](222/562): D(x) 0.9614 Loss_D: 0.0425\n",
      "===> Epoch[13](223/562): D(x) 0.9695 Loss_D: 0.0362\n",
      "===> Epoch[13](224/562): D(x) 0.9687 Loss_D: 0.0390\n",
      "===> Epoch[13](225/562): D(x) 0.9795 Loss_D: 0.0241\n",
      "===> Epoch[13](226/562): D(x) 0.9355 Loss_D: 0.0698\n",
      "===> Epoch[13](227/562): D(x) 0.9712 Loss_D: 0.0345\n",
      "===> Epoch[13](228/562): D(x) 0.9380 Loss_D: 0.0663\n",
      "===> Epoch[13](229/562): D(x) 0.9701 Loss_D: 0.0346\n",
      "===> Epoch[13](230/562): D(x) 0.9694 Loss_D: 0.0378\n",
      "===> Epoch[13](231/562): D(x) 0.9661 Loss_D: 0.0400\n",
      "===> Epoch[13](232/562): D(x) 0.9728 Loss_D: 0.0348\n",
      "===> Epoch[13](233/562): D(x) 0.9550 Loss_D: 0.0514\n",
      "===> Epoch[13](234/562): D(x) 0.9884 Loss_D: 0.0197\n",
      "===> Epoch[13](235/562): D(x) 0.9009 Loss_D: 0.1034\n",
      "===> Epoch[13](236/562): D(x) 0.9658 Loss_D: 0.0409\n",
      "===> Epoch[13](237/562): D(x) 0.9156 Loss_D: 0.0887\n",
      "===> Epoch[13](238/562): D(x) 0.9712 Loss_D: 0.0358\n",
      "===> Epoch[13](239/562): D(x) 0.9676 Loss_D: 0.0385\n",
      "===> Epoch[13](240/562): D(x) 0.9124 Loss_D: 0.0929\n",
      "===> Epoch[13](241/562): D(x) 0.9202 Loss_D: 0.0868\n",
      "===> Epoch[13](242/562): D(x) 0.9700 Loss_D: 0.0360\n",
      "===> Epoch[13](243/562): D(x) 0.9596 Loss_D: 0.0448\n",
      "===> Epoch[13](244/562): D(x) 0.9661 Loss_D: 0.0392\n",
      "===> Epoch[13](245/562): D(x) 0.9642 Loss_D: 0.0408\n",
      "===> Epoch[13](246/562): D(x) 0.9791 Loss_D: 0.0247\n",
      "===> Epoch[13](247/562): D(x) 0.9623 Loss_D: 0.0417\n",
      "===> Epoch[13](248/562): D(x) 0.9833 Loss_D: 0.0212\n",
      "===> Epoch[13](249/562): D(x) 0.9776 Loss_D: 0.0267\n",
      "===> Epoch[13](250/562): D(x) 0.9294 Loss_D: 0.0747\n",
      "===> Epoch[13](251/562): D(x) 0.9715 Loss_D: 0.0340\n",
      "===> Epoch[13](252/562): D(x) 0.9650 Loss_D: 0.0397\n",
      "===> Epoch[13](253/562): D(x) 0.9600 Loss_D: 0.0442\n",
      "===> Epoch[13](254/562): D(x) 0.9761 Loss_D: 0.0295\n",
      "===> Epoch[13](255/562): D(x) 0.9695 Loss_D: 0.0364\n",
      "===> Epoch[13](256/562): D(x) 0.9729 Loss_D: 0.0311\n",
      "===> Epoch[13](257/562): D(x) 0.9592 Loss_D: 0.0454\n",
      "===> Epoch[13](258/562): D(x) 0.9526 Loss_D: 0.0521\n",
      "===> Epoch[13](259/562): D(x) 0.9770 Loss_D: 0.0287\n",
      "===> Epoch[13](260/562): D(x) 0.9585 Loss_D: 0.0458\n",
      "===> Epoch[13](261/562): D(x) 0.9710 Loss_D: 0.0363\n",
      "===> Epoch[13](262/562): D(x) 0.9482 Loss_D: 0.0578\n",
      "===> Epoch[13](263/562): D(x) 0.9817 Loss_D: 0.0243\n",
      "===> Epoch[13](264/562): D(x) 0.9321 Loss_D: 0.0729\n",
      "===> Epoch[13](265/562): D(x) 0.9733 Loss_D: 0.0326\n",
      "===> Epoch[13](266/562): D(x) 0.9362 Loss_D: 0.0683\n",
      "===> Epoch[13](267/562): D(x) 0.9837 Loss_D: 0.0209\n",
      "===> Epoch[13](268/562): D(x) 0.9506 Loss_D: 0.0549\n",
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      "===> Epoch[13](270/562): D(x) 0.9345 Loss_D: 0.0696\n",
      "===> Epoch[13](271/562): D(x) 0.9031 Loss_D: 0.1011\n",
      "===> Epoch[13](272/562): D(x) 0.9417 Loss_D: 0.0639\n",
      "===> Epoch[13](273/562): D(x) 0.9600 Loss_D: 0.0453\n",
      "===> Epoch[13](274/562): D(x) 0.9638 Loss_D: 0.0412\n",
      "===> Epoch[13](275/562): D(x) 0.9746 Loss_D: 0.0296\n",
      "===> Epoch[13](276/562): D(x) 0.9337 Loss_D: 0.0714\n",
      "===> Epoch[13](277/562): D(x) 0.9590 Loss_D: 0.0498\n",
      "===> Epoch[13](278/562): D(x) 0.9894 Loss_D: 0.0184\n",
      "===> Epoch[13](279/562): D(x) 0.9905 Loss_D: 0.0174\n",
      "===> Epoch[13](280/562): D(x) 0.9690 Loss_D: 0.0368\n",
      "===> Epoch[13](281/562): D(x) 0.9510 Loss_D: 0.0536\n",
      "===> Epoch[13](282/562): D(x) 0.9859 Loss_D: 0.0189\n",
      "===> Epoch[13](283/562): D(x) 0.9889 Loss_D: 0.0181\n",
      "===> Epoch[13](284/562): D(x) 0.9180 Loss_D: 0.0859\n",
      "===> Epoch[13](285/562): D(x) 0.9784 Loss_D: 0.0278\n",
      "===> Epoch[13](286/562): D(x) 0.9555 Loss_D: 0.0506\n",
      "===> Epoch[13](287/562): D(x) 0.9768 Loss_D: 0.0303\n",
      "===> Epoch[13](288/562): D(x) 0.9737 Loss_D: 0.0335\n",
      "===> Epoch[13](289/562): D(x) 0.9890 Loss_D: 0.0185\n",
      "===> Epoch[13](290/562): D(x) 0.9628 Loss_D: 0.0408\n",
      "===> Epoch[13](291/562): D(x) 0.9458 Loss_D: 0.0596\n",
      "===> Epoch[13](292/562): D(x) 0.9769 Loss_D: 0.0268\n",
      "===> Epoch[13](293/562): D(x) 0.8971 Loss_D: 0.1080\n",
      "===> Epoch[13](294/562): D(x) 0.9421 Loss_D: 0.0624\n",
      "===> Epoch[13](295/562): D(x) 0.9351 Loss_D: 0.0732\n",
      "===> Epoch[13](296/562): D(x) 0.9683 Loss_D: 0.0348\n",
      "===> Epoch[13](297/562): D(x) 0.9764 Loss_D: 0.0305\n",
      "===> Epoch[13](298/562): D(x) 0.9731 Loss_D: 0.0347\n",
      "===> Epoch[13](299/562): D(x) 0.9779 Loss_D: 0.0264\n",
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      "===> Epoch[13](301/562): D(x) 0.9700 Loss_D: 0.0348\n",
      "===> Epoch[13](302/562): D(x) 0.9433 Loss_D: 0.0662\n",
      "===> Epoch[13](303/562): D(x) 0.9652 Loss_D: 0.0386\n",
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      "===> Epoch[13](305/562): D(x) 0.9570 Loss_D: 0.0480\n",
      "===> Epoch[13](306/562): D(x) 0.9356 Loss_D: 0.0690\n",
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      "===> Epoch[13](313/562): D(x) 0.9163 Loss_D: 0.0870\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[13](314/562): D(x) 0.9871 Loss_D: 0.0181\n",
      "===> Epoch[13](315/562): D(x) 0.9754 Loss_D: 0.0286\n",
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      "===> Epoch[13](469/562): D(x) 0.9739 Loss_D: 0.0315\n",
      "===> Epoch[13](470/562): D(x) 0.9907 Loss_D: 0.0156\n",
      "===> Epoch[13](471/562): D(x) 0.9524 Loss_D: 0.0547\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[13](472/562): D(x) 0.9753 Loss_D: 0.0295\n",
      "===> Epoch[13](473/562): D(x) 0.9750 Loss_D: 0.0298\n",
      "===> Epoch[13](474/562): D(x) 0.9519 Loss_D: 0.0529\n",
      "===> Epoch[13](475/562): D(x) 0.9779 Loss_D: 0.0291\n",
      "===> Epoch[13](476/562): D(x) 0.9588 Loss_D: 0.0467\n",
      "===> Epoch[13](477/562): D(x) 0.9732 Loss_D: 0.0321\n",
      "===> Epoch[13](478/562): D(x) 0.9581 Loss_D: 0.0484\n",
      "===> Epoch[13](479/562): D(x) 0.9606 Loss_D: 0.0447\n",
      "===> Epoch[13](480/562): D(x) 0.9850 Loss_D: 0.0194\n",
      "===> Epoch[13](481/562): D(x) 0.9819 Loss_D: 0.0261\n",
      "===> Epoch[13](482/562): D(x) 0.9394 Loss_D: 0.0642\n",
      "===> Epoch[13](483/562): D(x) 0.9676 Loss_D: 0.0392\n",
      "===> Epoch[13](484/562): D(x) 0.9749 Loss_D: 0.0301\n",
      "===> Epoch[13](485/562): D(x) 0.9469 Loss_D: 0.0580\n",
      "===> Epoch[13](486/562): D(x) 0.9416 Loss_D: 0.0631\n",
      "===> Epoch[13](487/562): D(x) 0.9684 Loss_D: 0.0453\n",
      "===> Epoch[13](488/562): D(x) 0.9742 Loss_D: 0.0322\n",
      "===> Epoch[13](489/562): D(x) 0.9665 Loss_D: 0.0435\n",
      "===> Epoch[13](490/562): D(x) 0.9501 Loss_D: 0.0537\n",
      "===> Epoch[13](491/562): D(x) 0.9744 Loss_D: 0.0333\n",
      "===> Epoch[13](492/562): D(x) 0.9770 Loss_D: 0.0280\n",
      "===> Epoch[13](493/562): D(x) 0.9552 Loss_D: 0.0528\n",
      "===> Epoch[13](494/562): D(x) 0.9598 Loss_D: 0.0443\n",
      "===> Epoch[13](495/562): D(x) 0.9704 Loss_D: 0.0333\n",
      "===> Epoch[13](496/562): D(x) 0.9870 Loss_D: 0.0198\n",
      "===> Epoch[13](497/562): D(x) 0.9580 Loss_D: 0.0492\n",
      "===> Epoch[13](498/562): D(x) 0.9840 Loss_D: 0.0228\n",
      "===> Epoch[13](499/562): D(x) 0.9731 Loss_D: 0.0319\n",
      "===> Epoch[13](500/562): D(x) 0.9527 Loss_D: 0.0516\n",
      "===> Epoch[13](501/562): D(x) 0.9903 Loss_D: 0.0151\n",
      "===> Epoch[13](502/562): D(x) 0.9589 Loss_D: 0.0450\n",
      "===> Epoch[13](503/562): D(x) 0.9292 Loss_D: 0.0764\n",
      "===> Epoch[13](504/562): D(x) 0.9342 Loss_D: 0.0699\n",
      "===> Epoch[13](505/562): D(x) 0.9673 Loss_D: 0.0373\n",
      "===> Epoch[13](506/562): D(x) 0.9914 Loss_D: 0.0152\n",
      "===> Epoch[13](507/562): D(x) 0.9542 Loss_D: 0.0511\n",
      "===> Epoch[13](508/562): D(x) 0.9904 Loss_D: 0.0148\n",
      "===> Epoch[13](509/562): D(x) 0.9930 Loss_D: 0.0113\n",
      "===> Epoch[13](510/562): D(x) 0.9793 Loss_D: 0.0245\n",
      "===> Epoch[13](511/562): D(x) 0.9492 Loss_D: 0.0560\n",
      "===> Epoch[13](512/562): D(x) 0.9827 Loss_D: 0.0219\n",
      "===> Epoch[13](513/562): D(x) 0.9878 Loss_D: 0.0202\n",
      "===> Epoch[13](514/562): D(x) 0.9834 Loss_D: 0.0216\n",
      "===> Epoch[13](515/562): D(x) 0.9246 Loss_D: 0.0811\n",
      "===> Epoch[13](516/562): D(x) 0.9045 Loss_D: 0.0994\n",
      "===> Epoch[13](517/562): D(x) 0.9625 Loss_D: 0.0425\n",
      "===> Epoch[13](518/562): D(x) 0.9812 Loss_D: 0.0255\n",
      "===> Epoch[13](519/562): D(x) 0.9473 Loss_D: 0.0588\n",
      "===> Epoch[13](520/562): D(x) 0.9677 Loss_D: 0.0368\n",
      "===> Epoch[13](521/562): D(x) 0.9911 Loss_D: 0.0168\n",
      "===> Epoch[13](522/562): D(x) 0.9817 Loss_D: 0.0237\n",
      "===> Epoch[13](523/562): D(x) 0.9726 Loss_D: 0.0319\n",
      "===> Epoch[13](524/562): D(x) 0.9746 Loss_D: 0.0307\n",
      "===> Epoch[13](525/562): D(x) 0.9661 Loss_D: 0.0381\n",
      "===> Epoch[13](526/562): D(x) 0.9693 Loss_D: 0.0357\n",
      "===> Epoch[13](527/562): D(x) 0.9883 Loss_D: 0.0246\n",
      "===> Epoch[13](528/562): D(x) 0.9751 Loss_D: 0.0308\n",
      "===> Epoch[13](529/562): D(x) 0.9150 Loss_D: 0.0901\n",
      "===> Epoch[13](530/562): D(x) 0.9633 Loss_D: 0.0429\n",
      "===> Epoch[13](531/562): D(x) 0.9717 Loss_D: 0.0343\n",
      "===> Epoch[13](532/562): D(x) 0.9771 Loss_D: 0.0275\n",
      "===> Epoch[13](533/562): D(x) 0.9772 Loss_D: 0.0284\n",
      "===> Epoch[13](534/562): D(x) 0.9783 Loss_D: 0.0264\n",
      "===> Epoch[13](535/562): D(x) 0.9696 Loss_D: 0.0346\n",
      "===> Epoch[13](536/562): D(x) 0.9734 Loss_D: 0.0301\n",
      "===> Epoch[13](537/562): D(x) 0.9571 Loss_D: 0.0474\n",
      "===> Epoch[13](538/562): D(x) 0.9783 Loss_D: 0.0278\n",
      "===> Epoch[13](539/562): D(x) 0.9455 Loss_D: 0.0607\n",
      "===> Epoch[13](540/562): D(x) 0.9705 Loss_D: 0.0390\n",
      "===> Epoch[13](541/562): D(x) 0.9897 Loss_D: 0.0144\n",
      "===> Epoch[13](542/562): D(x) 0.9794 Loss_D: 0.0267\n",
      "===> Epoch[13](543/562): D(x) 0.9549 Loss_D: 0.0499\n",
      "===> Epoch[13](544/562): D(x) 0.9463 Loss_D: 0.0575\n",
      "===> Epoch[13](545/562): D(x) 0.9795 Loss_D: 0.0248\n",
      "===> Epoch[13](546/562): D(x) 0.9852 Loss_D: 0.0197\n",
      "===> Epoch[13](547/562): D(x) 0.9582 Loss_D: 0.0469\n",
      "===> Epoch[13](548/562): D(x) 0.9485 Loss_D: 0.0570\n",
      "===> Epoch[13](549/562): D(x) 0.9852 Loss_D: 0.0187\n",
      "===> Epoch[13](550/562): D(x) 0.9499 Loss_D: 0.0545\n",
      "===> Epoch[13](551/562): D(x) 0.9880 Loss_D: 0.0172\n",
      "===> Epoch[13](552/562): D(x) 0.9646 Loss_D: 0.0400\n",
      "===> Epoch[13](553/562): D(x) 0.9673 Loss_D: 0.0378\n",
      "===> Epoch[13](554/562): D(x) 0.9543 Loss_D: 0.0553\n",
      "===> Epoch[13](555/562): D(x) 0.9771 Loss_D: 0.0288\n",
      "===> Epoch[13](556/562): D(x) 0.9451 Loss_D: 0.0587\n",
      "===> Epoch[13](557/562): D(x) 0.9827 Loss_D: 0.0219\n",
      "===> Epoch[13](558/562): D(x) 0.9521 Loss_D: 0.0518\n",
      "===> Epoch[13](559/562): D(x) 0.9664 Loss_D: 0.0400\n",
      "===> Epoch[13](560/562): D(x) 0.9799 Loss_D: 0.0262\n",
      "===> Epoch[13](561/562): D(x) 0.9688 Loss_D: 0.0367\n",
      "===> Epoch[13](562/562): D(x) 0.9716 Loss_D: 0.0325\n",
      "[13/18] Loss_D: 0.0433 Loss_G: 0.2717 D(x): 0.9620 D(G(z)): 0.0054 PSNR 27.1199\n",
      "===> Epoch[14](1/562): D(x) 0.9655 Loss_D: 0.0403\n",
      "===> Epoch[14](2/562): D(x) 0.9878 Loss_D: 0.0172\n",
      "===> Epoch[14](3/562): D(x) 0.9398 Loss_D: 0.0651\n",
      "===> Epoch[14](4/562): D(x) 0.9735 Loss_D: 0.0318\n",
      "===> Epoch[14](5/562): D(x) 0.9226 Loss_D: 0.0861\n",
      "===> Epoch[14](6/562): D(x) 0.9449 Loss_D: 0.0606\n",
      "===> Epoch[14](7/562): D(x) 0.9794 Loss_D: 0.0261\n",
      "===> Epoch[14](8/562): D(x) 0.9893 Loss_D: 0.0158\n",
      "===> Epoch[14](9/562): D(x) 0.9678 Loss_D: 0.0374\n",
      "===> Epoch[14](10/562): D(x) 0.9788 Loss_D: 0.0261\n",
      "===> Epoch[14](11/562): D(x) 0.9366 Loss_D: 0.0683\n",
      "===> Epoch[14](12/562): D(x) 0.9853 Loss_D: 0.0196\n",
      "===> Epoch[14](13/562): D(x) 0.9363 Loss_D: 0.0683\n",
      "===> Epoch[14](14/562): D(x) 0.9835 Loss_D: 0.0209\n",
      "===> Epoch[14](15/562): D(x) 0.9788 Loss_D: 0.0277\n",
      "===> Epoch[14](16/562): D(x) 0.9375 Loss_D: 0.0686\n",
      "===> Epoch[14](17/562): D(x) 0.9408 Loss_D: 0.0659\n",
      "===> Epoch[14](18/562): D(x) 0.9436 Loss_D: 0.0614\n",
      "===> Epoch[14](19/562): D(x) 0.9442 Loss_D: 0.0606\n",
      "===> Epoch[14](20/562): D(x) 0.9177 Loss_D: 0.0863\n",
      "===> Epoch[14](21/562): D(x) 0.9495 Loss_D: 0.0560\n",
      "===> Epoch[14](22/562): D(x) 0.9692 Loss_D: 0.0367\n",
      "===> Epoch[14](23/562): D(x) 0.9418 Loss_D: 0.0626\n",
      "===> Epoch[14](24/562): D(x) 0.9570 Loss_D: 0.0475\n",
      "===> Epoch[14](25/562): D(x) 0.9314 Loss_D: 0.0723\n",
      "===> Epoch[14](26/562): D(x) 0.9417 Loss_D: 0.0624\n",
      "===> Epoch[14](27/562): D(x) 0.9726 Loss_D: 0.0325\n",
      "===> Epoch[14](28/562): D(x) 0.9596 Loss_D: 0.0463\n",
      "===> Epoch[14](29/562): D(x) 0.9902 Loss_D: 0.0141\n",
      "===> Epoch[14](30/562): D(x) 0.9056 Loss_D: 0.0998\n",
      "===> Epoch[14](31/562): D(x) 0.9492 Loss_D: 0.0564\n",
      "===> Epoch[14](32/562): D(x) 0.9600 Loss_D: 0.0454\n",
      "===> Epoch[14](33/562): D(x) 0.9657 Loss_D: 0.0405\n",
      "===> Epoch[14](34/562): D(x) 0.9738 Loss_D: 0.0304\n",
      "===> Epoch[14](35/562): D(x) 0.9847 Loss_D: 0.0199\n",
      "===> Epoch[14](36/562): D(x) 0.9848 Loss_D: 0.0222\n",
      "===> Epoch[14](37/562): D(x) 0.9638 Loss_D: 0.0405\n",
      "===> Epoch[14](38/562): D(x) 0.9572 Loss_D: 0.0477\n",
      "===> Epoch[14](39/562): D(x) 0.9648 Loss_D: 0.0403\n",
      "===> Epoch[14](40/562): D(x) 0.9710 Loss_D: 0.0371\n",
      "===> Epoch[14](41/562): D(x) 0.9447 Loss_D: 0.0591\n",
      "===> Epoch[14](42/562): D(x) 0.9386 Loss_D: 0.0658\n",
      "===> Epoch[14](43/562): D(x) 0.9575 Loss_D: 0.0472\n",
      "===> Epoch[14](44/562): D(x) 0.9716 Loss_D: 0.0353\n",
      "===> Epoch[14](45/562): D(x) 0.9635 Loss_D: 0.0414\n",
      "===> Epoch[14](46/562): D(x) 0.9853 Loss_D: 0.0192\n",
      "===> Epoch[14](47/562): D(x) 0.9546 Loss_D: 0.0517\n",
      "===> Epoch[14](48/562): D(x) 0.8948 Loss_D: 0.1095\n",
      "===> Epoch[14](49/562): D(x) 0.9508 Loss_D: 0.0545\n",
      "===> Epoch[14](50/562): D(x) 0.9816 Loss_D: 0.0236\n",
      "===> Epoch[14](51/562): D(x) 0.9597 Loss_D: 0.0439\n",
      "===> Epoch[14](52/562): D(x) 0.9828 Loss_D: 0.0211\n",
      "===> Epoch[14](53/562): D(x) 0.9767 Loss_D: 0.0277\n",
      "===> Epoch[14](54/562): D(x) 0.9648 Loss_D: 0.0410\n",
      "===> Epoch[14](55/562): D(x) 0.9754 Loss_D: 0.0360\n",
      "===> Epoch[14](56/562): D(x) 0.9678 Loss_D: 0.0372\n",
      "===> Epoch[14](57/562): D(x) 0.9631 Loss_D: 0.0413\n",
      "===> Epoch[14](58/562): D(x) 0.9115 Loss_D: 0.0929\n",
      "===> Epoch[14](59/562): D(x) 0.9709 Loss_D: 0.0340\n",
      "===> Epoch[14](60/562): D(x) 0.9753 Loss_D: 0.0308\n",
      "===> Epoch[14](61/562): D(x) 0.9763 Loss_D: 0.0290\n",
      "===> Epoch[14](62/562): D(x) 0.9638 Loss_D: 0.0414\n",
      "===> Epoch[14](63/562): D(x) 0.9605 Loss_D: 0.0440\n",
      "===> Epoch[14](64/562): D(x) 0.9766 Loss_D: 0.0280\n",
      "===> Epoch[14](65/562): D(x) 0.9558 Loss_D: 0.0485\n",
      "===> Epoch[14](66/562): D(x) 0.9445 Loss_D: 0.0595\n",
      "===> Epoch[14](67/562): D(x) 0.9586 Loss_D: 0.0469\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[14](68/562): D(x) 0.9485 Loss_D: 0.0566\n",
      "===> Epoch[14](69/562): D(x) 0.9531 Loss_D: 0.0520\n",
      "===> Epoch[14](70/562): D(x) 0.9600 Loss_D: 0.0456\n",
      "===> Epoch[14](71/562): D(x) 0.9457 Loss_D: 0.0609\n",
      "===> Epoch[14](72/562): D(x) 0.9904 Loss_D: 0.0150\n",
      "===> Epoch[14](73/562): D(x) 0.9606 Loss_D: 0.0452\n",
      "===> Epoch[14](74/562): D(x) 0.9082 Loss_D: 0.0966\n",
      "===> Epoch[14](75/562): D(x) 0.9784 Loss_D: 0.0261\n",
      "===> Epoch[14](76/562): D(x) 0.9815 Loss_D: 0.0234\n",
      "===> Epoch[14](77/562): D(x) 0.9842 Loss_D: 0.0219\n",
      "===> Epoch[14](78/562): D(x) 0.9795 Loss_D: 0.0248\n",
      "===> Epoch[14](79/562): D(x) 0.9890 Loss_D: 0.0164\n",
      "===> Epoch[14](80/562): D(x) 0.9455 Loss_D: 0.0584\n",
      "===> Epoch[14](81/562): D(x) 0.9559 Loss_D: 0.0512\n",
      "===> Epoch[14](82/562): D(x) 0.9567 Loss_D: 0.0480\n",
      "===> Epoch[14](83/562): D(x) 0.9424 Loss_D: 0.0623\n",
      "===> Epoch[14](84/562): D(x) 0.9832 Loss_D: 0.0224\n",
      "===> Epoch[14](85/562): D(x) 0.9233 Loss_D: 0.0903\n",
      "===> Epoch[14](86/562): D(x) 0.9881 Loss_D: 0.0217\n",
      "===> Epoch[14](87/562): D(x) 0.9560 Loss_D: 0.0578\n",
      "===> Epoch[14](88/562): D(x) 0.9326 Loss_D: 0.0714\n",
      "===> Epoch[14](89/562): D(x) 0.9476 Loss_D: 0.0576\n",
      "===> Epoch[14](90/562): D(x) 0.9768 Loss_D: 0.0270\n",
      "===> Epoch[14](91/562): D(x) 0.9601 Loss_D: 0.0471\n",
      "===> Epoch[14](92/562): D(x) 0.9784 Loss_D: 0.0267\n",
      "===> Epoch[14](93/562): D(x) 0.9092 Loss_D: 0.0939\n",
      "===> Epoch[14](94/562): D(x) 0.9678 Loss_D: 0.0384\n",
      "===> Epoch[14](95/562): D(x) 0.9726 Loss_D: 0.0326\n",
      "===> Epoch[14](96/562): D(x) 0.9883 Loss_D: 0.0192\n",
      "===> Epoch[14](97/562): D(x) 0.9603 Loss_D: 0.0435\n",
      "===> Epoch[14](98/562): D(x) 0.9792 Loss_D: 0.0249\n",
      "===> Epoch[14](99/562): D(x) 0.9796 Loss_D: 0.0281\n",
      "===> Epoch[14](100/562): D(x) 0.9806 Loss_D: 0.0233\n",
      "===> Epoch[14](101/562): D(x) 0.9676 Loss_D: 0.0378\n",
      "===> Epoch[14](102/562): D(x) 0.9673 Loss_D: 0.0391\n",
      "===> Epoch[14](103/562): D(x) 0.9737 Loss_D: 0.0306\n",
      "===> Epoch[14](104/562): D(x) 0.9471 Loss_D: 0.0570\n",
      "===> Epoch[14](105/562): D(x) 0.9282 Loss_D: 0.0767\n",
      "===> Epoch[14](106/562): D(x) 0.9589 Loss_D: 0.0452\n",
      "===> Epoch[14](107/562): D(x) 0.9717 Loss_D: 0.0353\n",
      "===> Epoch[14](108/562): D(x) 0.8973 Loss_D: 0.1069\n",
      "===> Epoch[14](109/562): D(x) 0.9490 Loss_D: 0.0540\n",
      "===> Epoch[14](110/562): D(x) 0.9882 Loss_D: 0.0184\n",
      "===> Epoch[14](111/562): D(x) 0.9692 Loss_D: 0.0349\n",
      "===> Epoch[14](112/562): D(x) 0.9646 Loss_D: 0.0398\n",
      "===> Epoch[14](113/562): D(x) 0.9895 Loss_D: 0.0197\n",
      "===> Epoch[14](114/562): D(x) 0.9660 Loss_D: 0.0399\n",
      "===> Epoch[14](115/562): D(x) 0.9715 Loss_D: 0.0327\n",
      "===> Epoch[14](116/562): D(x) 0.9771 Loss_D: 0.0265\n",
      "===> Epoch[14](117/562): D(x) 0.9707 Loss_D: 0.0335\n",
      "===> Epoch[14](118/562): D(x) 0.9688 Loss_D: 0.0354\n",
      "===> Epoch[14](119/562): D(x) 0.9716 Loss_D: 0.0323\n",
      "===> Epoch[14](120/562): D(x) 0.9548 Loss_D: 0.0512\n",
      "===> Epoch[14](121/562): D(x) 0.9578 Loss_D: 0.0492\n",
      "===> Epoch[14](122/562): D(x) 0.9760 Loss_D: 0.0287\n",
      "===> Epoch[14](123/562): D(x) 0.9733 Loss_D: 0.0317\n",
      "===> Epoch[14](124/562): D(x) 0.9730 Loss_D: 0.0358\n",
      "===> Epoch[14](125/562): D(x) 0.9174 Loss_D: 0.0868\n",
      "===> Epoch[14](126/562): D(x) 0.9471 Loss_D: 0.0641\n",
      "===> Epoch[14](127/562): D(x) 0.9253 Loss_D: 0.0810\n",
      "===> Epoch[14](128/562): D(x) 0.9661 Loss_D: 0.0417\n",
      "===> Epoch[14](129/562): D(x) 0.9656 Loss_D: 0.0393\n",
      "===> Epoch[14](130/562): D(x) 0.9696 Loss_D: 0.0373\n",
      "===> Epoch[14](131/562): D(x) 0.9538 Loss_D: 0.0587\n",
      "===> Epoch[14](132/562): D(x) 0.9730 Loss_D: 0.0301\n",
      "===> Epoch[14](133/562): D(x) 0.9460 Loss_D: 0.0574\n",
      "===> Epoch[14](134/562): D(x) 0.9569 Loss_D: 0.0478\n",
      "===> Epoch[14](135/562): D(x) 0.9678 Loss_D: 0.0370\n",
      "===> Epoch[14](136/562): D(x) 0.9913 Loss_D: 0.0179\n",
      "===> Epoch[14](137/562): D(x) 0.9663 Loss_D: 0.0391\n",
      "===> Epoch[14](138/562): D(x) 0.9741 Loss_D: 0.0299\n",
      "===> Epoch[14](139/562): D(x) 0.9894 Loss_D: 0.0172\n",
      "===> Epoch[14](140/562): D(x) 0.9383 Loss_D: 0.0666\n",
      "===> Epoch[14](141/562): D(x) 0.9550 Loss_D: 0.0513\n",
      "===> Epoch[14](142/562): D(x) 0.9631 Loss_D: 0.0413\n",
      "===> Epoch[14](143/562): D(x) 0.9690 Loss_D: 0.0358\n",
      "===> Epoch[14](144/562): D(x) 0.9518 Loss_D: 0.0612\n",
      "===> Epoch[14](145/562): D(x) 0.9837 Loss_D: 0.0218\n",
      "===> Epoch[14](146/562): D(x) 0.9588 Loss_D: 0.0458\n",
      "===> Epoch[14](147/562): D(x) 0.9587 Loss_D: 0.0472\n",
      "===> Epoch[14](148/562): D(x) 0.9722 Loss_D: 0.0333\n",
      "===> Epoch[14](149/562): D(x) 0.9548 Loss_D: 0.0509\n",
      "===> Epoch[14](150/562): D(x) 0.9677 Loss_D: 0.0388\n",
      "===> Epoch[14](151/562): D(x) 0.9786 Loss_D: 0.0276\n",
      "===> Epoch[14](152/562): D(x) 0.9796 Loss_D: 0.0249\n",
      "===> Epoch[14](153/562): D(x) 0.9695 Loss_D: 0.0350\n",
      "===> Epoch[14](154/562): D(x) 0.9851 Loss_D: 0.0198\n",
      "===> Epoch[14](155/562): D(x) 0.9407 Loss_D: 0.0636\n",
      "===> Epoch[14](156/562): D(x) 0.8615 Loss_D: 0.1437\n",
      "===> Epoch[14](157/562): D(x) 0.9843 Loss_D: 0.0222\n",
      "===> Epoch[14](158/562): D(x) 0.9784 Loss_D: 0.0263\n",
      "===> Epoch[14](159/562): D(x) 0.9879 Loss_D: 0.0158\n",
      "===> Epoch[14](160/562): D(x) 0.9719 Loss_D: 0.0331\n",
      "===> Epoch[14](161/562): D(x) 0.9800 Loss_D: 0.0264\n",
      "===> Epoch[14](162/562): D(x) 0.9618 Loss_D: 0.0438\n",
      "===> Epoch[14](163/562): D(x) 0.9785 Loss_D: 0.0262\n",
      "===> Epoch[14](164/562): D(x) 0.9728 Loss_D: 0.0319\n",
      "===> Epoch[14](165/562): D(x) 0.9705 Loss_D: 0.0341\n",
      "===> Epoch[14](166/562): D(x) 0.9154 Loss_D: 0.0883\n",
      "===> Epoch[14](167/562): D(x) 0.9746 Loss_D: 0.0312\n",
      "===> Epoch[14](168/562): D(x) 0.9243 Loss_D: 0.0840\n",
      "===> Epoch[14](169/562): D(x) 0.9769 Loss_D: 0.0277\n",
      "===> Epoch[14](170/562): D(x) 0.9750 Loss_D: 0.0309\n",
      "===> Epoch[14](171/562): D(x) 0.9349 Loss_D: 0.0757\n",
      "===> Epoch[14](172/562): D(x) 0.9862 Loss_D: 0.0179\n",
      "===> Epoch[14](173/562): D(x) 0.9292 Loss_D: 0.0746\n",
      "===> Epoch[14](174/562): D(x) 0.9575 Loss_D: 0.0468\n",
      "===> Epoch[14](175/562): D(x) 0.9692 Loss_D: 0.0347\n",
      "===> Epoch[14](176/562): D(x) 0.9481 Loss_D: 0.0559\n",
      "===> Epoch[14](177/562): D(x) 0.9784 Loss_D: 0.0264\n",
      "===> Epoch[14](178/562): D(x) 0.9771 Loss_D: 0.0278\n",
      "===> Epoch[14](179/562): D(x) 0.9628 Loss_D: 0.0411\n",
      "===> Epoch[14](180/562): D(x) 0.9709 Loss_D: 0.0378\n",
      "===> Epoch[14](181/562): D(x) 0.9621 Loss_D: 0.0420\n",
      "===> Epoch[14](182/562): D(x) 0.9916 Loss_D: 0.0180\n",
      "===> Epoch[14](183/562): D(x) 0.9657 Loss_D: 0.0401\n",
      "===> Epoch[14](184/562): D(x) 0.9790 Loss_D: 0.0253\n",
      "===> Epoch[14](185/562): D(x) 0.9896 Loss_D: 0.0176\n",
      "===> Epoch[14](186/562): D(x) 0.9542 Loss_D: 0.0499\n",
      "===> Epoch[14](187/562): D(x) 0.9720 Loss_D: 0.0338\n",
      "===> Epoch[14](188/562): D(x) 0.9617 Loss_D: 0.0441\n",
      "===> Epoch[14](189/562): D(x) 0.8814 Loss_D: 0.1231\n",
      "===> Epoch[14](190/562): D(x) 0.9648 Loss_D: 0.0409\n",
      "===> Epoch[14](191/562): D(x) 0.9673 Loss_D: 0.0368\n",
      "===> Epoch[14](192/562): D(x) 0.9607 Loss_D: 0.0442\n",
      "===> Epoch[14](193/562): D(x) 0.9669 Loss_D: 0.0375\n",
      "===> Epoch[14](194/562): D(x) 0.9454 Loss_D: 0.0590\n",
      "===> Epoch[14](195/562): D(x) 0.9601 Loss_D: 0.0458\n",
      "===> Epoch[14](196/562): D(x) 0.9598 Loss_D: 0.0436\n",
      "===> Epoch[14](197/562): D(x) 0.9891 Loss_D: 0.0166\n",
      "===> Epoch[14](198/562): D(x) 0.9354 Loss_D: 0.0690\n",
      "===> Epoch[14](199/562): D(x) 0.9902 Loss_D: 0.0200\n",
      "===> Epoch[14](200/562): D(x) 0.9220 Loss_D: 0.0824\n",
      "===> Epoch[14](201/562): D(x) 0.9730 Loss_D: 0.0331\n",
      "===> Epoch[14](202/562): D(x) 0.9305 Loss_D: 0.0738\n",
      "===> Epoch[14](203/562): D(x) 0.9889 Loss_D: 0.0216\n",
      "===> Epoch[14](204/562): D(x) 0.9353 Loss_D: 0.0714\n",
      "===> Epoch[14](205/562): D(x) 0.9581 Loss_D: 0.0471\n",
      "===> Epoch[14](206/562): D(x) 0.9713 Loss_D: 0.0339\n",
      "===> Epoch[14](207/562): D(x) 0.9773 Loss_D: 0.0275\n",
      "===> Epoch[14](208/562): D(x) 0.9403 Loss_D: 0.0647\n",
      "===> Epoch[14](209/562): D(x) 0.9706 Loss_D: 0.0341\n",
      "===> Epoch[14](210/562): D(x) 0.9434 Loss_D: 0.0616\n",
      "===> Epoch[14](211/562): D(x) 0.9500 Loss_D: 0.0548\n",
      "===> Epoch[14](212/562): D(x) 0.9726 Loss_D: 0.0326\n",
      "===> Epoch[14](213/562): D(x) 0.9607 Loss_D: 0.0443\n",
      "===> Epoch[14](214/562): D(x) 0.9641 Loss_D: 0.0413\n",
      "===> Epoch[14](215/562): D(x) 0.9731 Loss_D: 0.0311\n",
      "===> Epoch[14](216/562): D(x) 0.9435 Loss_D: 0.0618\n",
      "===> Epoch[14](217/562): D(x) 0.9808 Loss_D: 0.0264\n",
      "===> Epoch[14](218/562): D(x) 0.9605 Loss_D: 0.0438\n",
      "===> Epoch[14](219/562): D(x) 0.9786 Loss_D: 0.0257\n",
      "===> Epoch[14](220/562): D(x) 0.9710 Loss_D: 0.0338\n",
      "===> Epoch[14](221/562): D(x) 0.9316 Loss_D: 0.0724\n",
      "===> Epoch[14](222/562): D(x) 0.9668 Loss_D: 0.0378\n",
      "===> Epoch[14](223/562): D(x) 0.9507 Loss_D: 0.0549\n",
      "===> Epoch[14](224/562): D(x) 0.9364 Loss_D: 0.0694\n",
      "===> Epoch[14](225/562): D(x) 0.9460 Loss_D: 0.0578\n",
      "===> Epoch[14](226/562): D(x) 0.9758 Loss_D: 0.0294\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[14](227/562): D(x) 0.9423 Loss_D: 0.0625\n",
      "===> Epoch[14](228/562): D(x) 0.9845 Loss_D: 0.0236\n",
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      "===> Epoch[14](379/562): D(x) 0.9753 Loss_D: 0.0291\n",
      "===> Epoch[14](380/562): D(x) 0.9816 Loss_D: 0.0256\n",
      "===> Epoch[14](381/562): D(x) 0.9773 Loss_D: 0.0274\n",
      "===> Epoch[14](382/562): D(x) 0.9675 Loss_D: 0.0386\n",
      "===> Epoch[14](383/562): D(x) 0.9814 Loss_D: 0.0249\n",
      "===> Epoch[14](384/562): D(x) 0.9733 Loss_D: 0.0311\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[14](385/562): D(x) 0.9641 Loss_D: 0.0409\n",
      "===> Epoch[14](386/562): D(x) 0.9850 Loss_D: 0.0221\n",
      "===> Epoch[14](387/562): D(x) 0.9855 Loss_D: 0.0219\n",
      "===> Epoch[14](388/562): D(x) 0.9384 Loss_D: 0.0654\n",
      "===> Epoch[14](389/562): D(x) 0.9846 Loss_D: 0.0232\n",
      "===> Epoch[14](390/562): D(x) 0.9775 Loss_D: 0.0286\n",
      "===> Epoch[14](391/562): D(x) 0.9941 Loss_D: 0.0133\n",
      "===> Epoch[14](392/562): D(x) 0.9435 Loss_D: 0.0614\n",
      "===> Epoch[14](393/562): D(x) 0.9597 Loss_D: 0.0470\n",
      "===> Epoch[14](394/562): D(x) 0.9648 Loss_D: 0.0417\n",
      "===> Epoch[14](395/562): D(x) 0.9259 Loss_D: 0.0793\n",
      "===> Epoch[14](396/562): D(x) 0.9429 Loss_D: 0.0658\n",
      "===> Epoch[14](397/562): D(x) 0.9879 Loss_D: 0.0166\n",
      "===> Epoch[14](398/562): D(x) 0.8819 Loss_D: 0.1241\n",
      "===> Epoch[14](399/562): D(x) 0.9516 Loss_D: 0.0522\n",
      "===> Epoch[14](400/562): D(x) 0.9570 Loss_D: 0.0495\n",
      "===> Epoch[14](401/562): D(x) 0.9731 Loss_D: 0.0317\n",
      "===> Epoch[14](402/562): D(x) 0.9648 Loss_D: 0.0404\n",
      "===> Epoch[14](403/562): D(x) 0.9207 Loss_D: 0.0846\n",
      "===> Epoch[14](404/562): D(x) 0.9476 Loss_D: 0.0566\n",
      "===> Epoch[14](405/562): D(x) 0.9485 Loss_D: 0.0550\n",
      "===> Epoch[14](406/562): D(x) 0.9603 Loss_D: 0.0444\n",
      "===> Epoch[14](407/562): D(x) 0.9830 Loss_D: 0.0219\n",
      "===> Epoch[14](408/562): D(x) 0.9661 Loss_D: 0.0375\n",
      "===> Epoch[14](409/562): D(x) 0.9164 Loss_D: 0.0875\n",
      "===> Epoch[14](410/562): D(x) 0.9731 Loss_D: 0.0376\n",
      "===> Epoch[14](411/562): D(x) 0.9562 Loss_D: 0.0481\n",
      "===> Epoch[14](412/562): D(x) 0.9596 Loss_D: 0.0444\n",
      "===> Epoch[14](413/562): D(x) 0.9731 Loss_D: 0.0361\n",
      "===> Epoch[14](414/562): D(x) 0.9812 Loss_D: 0.0226\n",
      "===> Epoch[14](415/562): D(x) 0.9469 Loss_D: 0.0582\n",
      "===> Epoch[14](416/562): D(x) 0.9731 Loss_D: 0.0319\n",
      "===> Epoch[14](417/562): D(x) 0.9470 Loss_D: 0.0591\n",
      "===> Epoch[14](418/562): D(x) 0.9467 Loss_D: 0.0586\n",
      "===> Epoch[14](419/562): D(x) 0.9895 Loss_D: 0.0155\n",
      "===> Epoch[14](420/562): D(x) 0.9887 Loss_D: 0.0228\n",
      "===> Epoch[14](421/562): D(x) 0.9612 Loss_D: 0.0457\n",
      "===> Epoch[14](422/562): D(x) 0.9575 Loss_D: 0.0481\n",
      "===> Epoch[14](423/562): D(x) 0.9762 Loss_D: 0.0285\n",
      "===> Epoch[14](424/562): D(x) 0.9669 Loss_D: 0.0374\n",
      "===> Epoch[14](425/562): D(x) 0.9673 Loss_D: 0.0376\n",
      "===> Epoch[14](426/562): D(x) 0.9685 Loss_D: 0.0379\n",
      "===> Epoch[14](427/562): D(x) 0.9772 Loss_D: 0.0298\n",
      "===> Epoch[14](428/562): D(x) 0.9771 Loss_D: 0.0300\n",
      "===> Epoch[14](429/562): D(x) 0.9500 Loss_D: 0.0545\n",
      "===> Epoch[14](430/562): D(x) 0.9854 Loss_D: 0.0208\n",
      "===> Epoch[14](431/562): D(x) 0.9694 Loss_D: 0.0368\n",
      "===> Epoch[14](432/562): D(x) 0.9609 Loss_D: 0.0465\n",
      "===> Epoch[14](433/562): D(x) 0.9672 Loss_D: 0.0386\n",
      "===> Epoch[14](434/562): D(x) 0.9869 Loss_D: 0.0200\n",
      "===> Epoch[14](435/562): D(x) 0.9802 Loss_D: 0.0275\n",
      "===> Epoch[14](436/562): D(x) 0.9681 Loss_D: 0.0375\n",
      "===> Epoch[14](437/562): D(x) 0.9678 Loss_D: 0.0374\n",
      "===> Epoch[14](438/562): D(x) 0.9571 Loss_D: 0.0484\n",
      "===> Epoch[14](439/562): D(x) 0.9571 Loss_D: 0.0492\n",
      "===> Epoch[14](440/562): D(x) 0.9541 Loss_D: 0.0513\n",
      "===> Epoch[14](441/562): D(x) 0.9677 Loss_D: 0.0375\n",
      "===> Epoch[14](442/562): D(x) 0.9699 Loss_D: 0.0360\n",
      "===> Epoch[14](443/562): D(x) 0.8927 Loss_D: 0.1114\n",
      "===> Epoch[14](444/562): D(x) 0.9827 Loss_D: 0.0255\n",
      "===> Epoch[14](445/562): D(x) 0.9636 Loss_D: 0.0406\n",
      "===> Epoch[14](446/562): D(x) 0.9625 Loss_D: 0.0418\n",
      "===> Epoch[14](447/562): D(x) 0.9629 Loss_D: 0.0416\n",
      "===> Epoch[14](448/562): D(x) 0.9679 Loss_D: 0.0385\n",
      "===> Epoch[14](449/562): D(x) 0.9546 Loss_D: 0.0506\n",
      "===> Epoch[14](450/562): D(x) 0.9764 Loss_D: 0.0284\n",
      "===> Epoch[14](451/562): D(x) 0.9395 Loss_D: 0.0649\n",
      "===> Epoch[14](452/562): D(x) 0.9573 Loss_D: 0.0462\n",
      "===> Epoch[14](453/562): D(x) 0.9757 Loss_D: 0.0284\n",
      "===> Epoch[14](454/562): D(x) 0.9767 Loss_D: 0.0298\n",
      "===> Epoch[14](455/562): D(x) 0.9655 Loss_D: 0.0386\n",
      "===> Epoch[14](456/562): D(x) 0.9836 Loss_D: 0.0223\n",
      "===> Epoch[14](457/562): D(x) 0.9338 Loss_D: 0.0707\n",
      "===> Epoch[14](458/562): D(x) 0.9804 Loss_D: 0.0240\n",
      "===> Epoch[14](459/562): D(x) 0.9627 Loss_D: 0.0412\n",
      "===> Epoch[14](460/562): D(x) 0.9710 Loss_D: 0.0321\n",
      "===> Epoch[14](461/562): D(x) 0.9503 Loss_D: 0.0564\n",
      "===> Epoch[14](462/562): D(x) 0.9819 Loss_D: 0.0220\n",
      "===> Epoch[14](463/562): D(x) 0.9351 Loss_D: 0.0705\n",
      "===> Epoch[14](464/562): D(x) 0.9576 Loss_D: 0.0486\n",
      "===> Epoch[14](465/562): D(x) 0.9868 Loss_D: 0.0207\n",
      "===> Epoch[14](466/562): D(x) 0.9610 Loss_D: 0.0421\n",
      "===> Epoch[14](467/562): D(x) 0.9400 Loss_D: 0.0645\n",
      "===> Epoch[14](468/562): D(x) 0.9526 Loss_D: 0.0515\n",
      "===> Epoch[14](469/562): D(x) 0.9248 Loss_D: 0.0793\n",
      "===> Epoch[14](470/562): D(x) 0.9754 Loss_D: 0.0306\n",
      "===> Epoch[14](471/562): D(x) 0.9606 Loss_D: 0.0466\n",
      "===> Epoch[14](472/562): D(x) 0.9587 Loss_D: 0.0463\n",
      "===> Epoch[14](473/562): D(x) 0.9677 Loss_D: 0.0383\n",
      "===> Epoch[14](474/562): D(x) 0.8959 Loss_D: 0.1084\n",
      "===> Epoch[14](475/562): D(x) 0.9666 Loss_D: 0.0389\n",
      "===> Epoch[14](476/562): D(x) 0.9452 Loss_D: 0.0635\n",
      "===> Epoch[14](477/562): D(x) 0.9909 Loss_D: 0.0136\n",
      "===> Epoch[14](478/562): D(x) 0.9869 Loss_D: 0.0201\n",
      "===> Epoch[14](479/562): D(x) 0.9739 Loss_D: 0.0297\n",
      "===> Epoch[14](480/562): D(x) 0.9852 Loss_D: 0.0189\n",
      "===> Epoch[14](481/562): D(x) 0.9330 Loss_D: 0.0720\n",
      "===> Epoch[14](482/562): D(x) 0.9456 Loss_D: 0.0589\n",
      "===> Epoch[14](483/562): D(x) 0.9731 Loss_D: 0.0322\n",
      "===> Epoch[14](484/562): D(x) 0.9632 Loss_D: 0.0453\n",
      "===> Epoch[14](485/562): D(x) 0.9586 Loss_D: 0.0470\n",
      "===> Epoch[14](486/562): D(x) 0.9714 Loss_D: 0.0338\n",
      "===> Epoch[14](487/562): D(x) 0.9356 Loss_D: 0.0683\n",
      "===> Epoch[14](488/562): D(x) 0.9713 Loss_D: 0.0325\n",
      "===> Epoch[14](489/562): D(x) 0.9788 Loss_D: 0.0266\n",
      "===> Epoch[14](490/562): D(x) 0.9527 Loss_D: 0.0545\n",
      "===> Epoch[14](491/562): D(x) 0.9874 Loss_D: 0.0162\n",
      "===> Epoch[14](492/562): D(x) 0.9862 Loss_D: 0.0182\n",
      "===> Epoch[14](493/562): D(x) 0.9673 Loss_D: 0.0373\n",
      "===> Epoch[14](494/562): D(x) 0.9734 Loss_D: 0.0307\n",
      "===> Epoch[14](495/562): D(x) 0.9903 Loss_D: 0.0180\n",
      "===> Epoch[14](496/562): D(x) 0.9550 Loss_D: 0.0509\n",
      "===> Epoch[14](497/562): D(x) 0.9669 Loss_D: 0.0383\n",
      "===> Epoch[14](498/562): D(x) 0.9671 Loss_D: 0.0379\n",
      "===> Epoch[14](499/562): D(x) 0.9622 Loss_D: 0.0440\n",
      "===> Epoch[14](500/562): D(x) 0.9634 Loss_D: 0.0414\n",
      "===> Epoch[14](501/562): D(x) 0.9551 Loss_D: 0.0494\n",
      "===> Epoch[14](502/562): D(x) 0.9806 Loss_D: 0.0276\n",
      "===> Epoch[14](503/562): D(x) 0.9709 Loss_D: 0.0335\n",
      "===> Epoch[14](504/562): D(x) 0.9667 Loss_D: 0.0397\n",
      "===> Epoch[14](505/562): D(x) 0.9761 Loss_D: 0.0286\n",
      "===> Epoch[14](506/562): D(x) 0.9444 Loss_D: 0.0595\n",
      "===> Epoch[14](507/562): D(x) 0.9805 Loss_D: 0.0243\n",
      "===> Epoch[14](508/562): D(x) 0.9830 Loss_D: 0.0214\n",
      "===> Epoch[14](509/562): D(x) 0.9927 Loss_D: 0.0113\n",
      "===> Epoch[14](510/562): D(x) 0.9161 Loss_D: 0.0875\n",
      "===> Epoch[14](511/562): D(x) 0.9605 Loss_D: 0.0449\n",
      "===> Epoch[14](512/562): D(x) 0.9678 Loss_D: 0.0379\n",
      "===> Epoch[14](513/562): D(x) 0.9756 Loss_D: 0.0286\n",
      "===> Epoch[14](514/562): D(x) 0.9727 Loss_D: 0.0322\n",
      "===> Epoch[14](515/562): D(x) 0.9731 Loss_D: 0.0311\n",
      "===> Epoch[14](516/562): D(x) 0.9759 Loss_D: 0.0301\n",
      "===> Epoch[14](517/562): D(x) 0.9768 Loss_D: 0.0303\n",
      "===> Epoch[14](518/562): D(x) 0.9796 Loss_D: 0.0301\n",
      "===> Epoch[14](519/562): D(x) 0.9730 Loss_D: 0.0317\n",
      "===> Epoch[14](520/562): D(x) 0.9586 Loss_D: 0.0458\n",
      "===> Epoch[14](521/562): D(x) 0.9698 Loss_D: 0.0348\n",
      "===> Epoch[14](522/562): D(x) 0.9729 Loss_D: 0.0318\n",
      "===> Epoch[14](523/562): D(x) 0.9737 Loss_D: 0.0309\n",
      "===> Epoch[14](524/562): D(x) 0.9438 Loss_D: 0.0641\n",
      "===> Epoch[14](525/562): D(x) 0.9434 Loss_D: 0.0632\n",
      "===> Epoch[14](526/562): D(x) 0.9422 Loss_D: 0.0627\n",
      "===> Epoch[14](527/562): D(x) 0.9398 Loss_D: 0.0649\n",
      "===> Epoch[14](528/562): D(x) 0.9311 Loss_D: 0.0725\n",
      "===> Epoch[14](529/562): D(x) 0.9549 Loss_D: 0.0489\n",
      "===> Epoch[14](530/562): D(x) 0.9731 Loss_D: 0.0365\n",
      "===> Epoch[14](531/562): D(x) 0.9884 Loss_D: 0.0164\n",
      "===> Epoch[14](532/562): D(x) 0.9062 Loss_D: 0.0996\n",
      "===> Epoch[14](533/562): D(x) 0.9867 Loss_D: 0.0184\n",
      "===> Epoch[14](534/562): D(x) 0.9791 Loss_D: 0.0252\n",
      "===> Epoch[14](535/562): D(x) 0.9755 Loss_D: 0.0304\n",
      "===> Epoch[14](536/562): D(x) 0.9744 Loss_D: 0.0301\n",
      "===> Epoch[14](537/562): D(x) 0.9632 Loss_D: 0.0423\n",
      "===> Epoch[14](538/562): D(x) 0.9727 Loss_D: 0.0318\n",
      "===> Epoch[14](539/562): D(x) 0.9379 Loss_D: 0.0656\n",
      "===> Epoch[14](540/562): D(x) 0.9421 Loss_D: 0.0614\n",
      "===> Epoch[14](541/562): D(x) 0.9734 Loss_D: 0.0305\n",
      "===> Epoch[14](542/562): D(x) 0.9641 Loss_D: 0.0439\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[14](543/562): D(x) 0.9823 Loss_D: 0.0251\n",
      "===> Epoch[14](544/562): D(x) 0.9708 Loss_D: 0.0359\n",
      "===> Epoch[14](545/562): D(x) 0.9474 Loss_D: 0.0566\n",
      "===> Epoch[14](546/562): D(x) 0.9254 Loss_D: 0.0791\n",
      "===> Epoch[14](547/562): D(x) 0.9926 Loss_D: 0.0155\n",
      "===> Epoch[14](548/562): D(x) 0.9592 Loss_D: 0.0445\n",
      "===> Epoch[14](549/562): D(x) 0.9753 Loss_D: 0.0290\n",
      "===> Epoch[14](550/562): D(x) 0.9794 Loss_D: 0.0247\n",
      "===> Epoch[14](551/562): D(x) 0.9707 Loss_D: 0.0354\n",
      "===> Epoch[14](552/562): D(x) 0.9597 Loss_D: 0.0442\n",
      "===> Epoch[14](553/562): D(x) 0.9716 Loss_D: 0.0327\n",
      "===> Epoch[14](554/562): D(x) 0.9804 Loss_D: 0.0263\n",
      "===> Epoch[14](555/562): D(x) 0.9585 Loss_D: 0.0469\n",
      "===> Epoch[14](556/562): D(x) 0.9636 Loss_D: 0.0455\n",
      "===> Epoch[14](557/562): D(x) 0.9624 Loss_D: 0.0412\n",
      "===> Epoch[14](558/562): D(x) 0.9634 Loss_D: 0.0421\n",
      "===> Epoch[14](559/562): D(x) 0.9647 Loss_D: 0.0458\n",
      "===> Epoch[14](560/562): D(x) 0.9396 Loss_D: 0.0649\n",
      "===> Epoch[14](561/562): D(x) 0.9220 Loss_D: 0.0849\n",
      "===> Epoch[14](562/562): D(x) 0.9817 Loss_D: 0.0221\n",
      "[14/18] Loss_D: 0.0429 Loss_G: 0.2706 D(x): 0.9625 D(G(z)): 0.0054 PSNR 27.2397\n",
      "===> Epoch[15](1/562): D(x) 0.9538 Loss_D: 0.0504\n",
      "===> Epoch[15](2/562): D(x) 0.9362 Loss_D: 0.0689\n",
      "===> Epoch[15](3/562): D(x) 0.9715 Loss_D: 0.0340\n",
      "===> Epoch[15](4/562): D(x) 0.9634 Loss_D: 0.0411\n",
      "===> Epoch[15](5/562): D(x) 0.9671 Loss_D: 0.0369\n",
      "===> Epoch[15](6/562): D(x) 0.9424 Loss_D: 0.0626\n",
      "===> Epoch[15](7/562): D(x) 0.9623 Loss_D: 0.0420\n",
      "===> Epoch[15](8/562): D(x) 0.9805 Loss_D: 0.0235\n",
      "===> Epoch[15](9/562): D(x) 0.9258 Loss_D: 0.0791\n",
      "===> Epoch[15](10/562): D(x) 0.9800 Loss_D: 0.0265\n",
      "===> Epoch[15](11/562): D(x) 0.9304 Loss_D: 0.0731\n",
      "===> Epoch[15](12/562): D(x) 0.9753 Loss_D: 0.0291\n",
      "===> Epoch[15](13/562): D(x) 0.9537 Loss_D: 0.0494\n",
      "===> Epoch[15](14/562): D(x) 0.9500 Loss_D: 0.0544\n",
      "===> Epoch[15](15/562): D(x) 0.9871 Loss_D: 0.0195\n",
      "===> Epoch[15](16/562): D(x) 0.9847 Loss_D: 0.0251\n",
      "===> Epoch[15](17/562): D(x) 0.9727 Loss_D: 0.0311\n",
      "===> Epoch[15](18/562): D(x) 0.9865 Loss_D: 0.0176\n",
      "===> Epoch[15](19/562): D(x) 0.9912 Loss_D: 0.0205\n",
      "===> Epoch[15](20/562): D(x) 0.9017 Loss_D: 0.1036\n",
      "===> Epoch[15](21/562): D(x) 0.9876 Loss_D: 0.0160\n",
      "===> Epoch[15](22/562): D(x) 0.9688 Loss_D: 0.0361\n",
      "===> Epoch[15](23/562): D(x) 0.9815 Loss_D: 0.0230\n",
      "===> Epoch[15](24/562): D(x) 0.9535 Loss_D: 0.0538\n",
      "===> Epoch[15](25/562): D(x) 0.9750 Loss_D: 0.0312\n",
      "===> Epoch[15](26/562): D(x) 0.9797 Loss_D: 0.0260\n",
      "===> Epoch[15](27/562): D(x) 0.9833 Loss_D: 0.0216\n",
      "===> Epoch[15](28/562): D(x) 0.9852 Loss_D: 0.0191\n",
      "===> Epoch[15](29/562): D(x) 0.9438 Loss_D: 0.0635\n",
      "===> Epoch[15](30/562): D(x) 0.9747 Loss_D: 0.0300\n",
      "===> Epoch[15](31/562): D(x) 0.9781 Loss_D: 0.0282\n",
      "===> Epoch[15](32/562): D(x) 0.9664 Loss_D: 0.0380\n",
      "===> Epoch[15](33/562): D(x) 0.9151 Loss_D: 0.0891\n",
      "===> Epoch[15](34/562): D(x) 0.9791 Loss_D: 0.0257\n",
      "===> Epoch[15](35/562): D(x) 0.9654 Loss_D: 0.0392\n",
      "===> Epoch[15](36/562): D(x) 0.9676 Loss_D: 0.0366\n",
      "===> Epoch[15](37/562): D(x) 0.9807 Loss_D: 0.0283\n",
      "===> Epoch[15](38/562): D(x) 0.9544 Loss_D: 0.0498\n",
      "===> Epoch[15](39/562): D(x) 0.9731 Loss_D: 0.0315\n",
      "===> Epoch[15](40/562): D(x) 0.9808 Loss_D: 0.0236\n",
      "===> Epoch[15](41/562): D(x) 0.9612 Loss_D: 0.0438\n",
      "===> Epoch[15](42/562): D(x) 0.9877 Loss_D: 0.0192\n",
      "===> Epoch[15](43/562): D(x) 0.9779 Loss_D: 0.0270\n",
      "===> Epoch[15](44/562): D(x) 0.9537 Loss_D: 0.0519\n",
      "===> Epoch[15](45/562): D(x) 0.9796 Loss_D: 0.0242\n",
      "===> Epoch[15](46/562): D(x) 0.9543 Loss_D: 0.0499\n",
      "===> Epoch[15](47/562): D(x) 0.9588 Loss_D: 0.0457\n",
      "===> Epoch[15](48/562): D(x) 0.9177 Loss_D: 0.0880\n",
      "===> Epoch[15](49/562): D(x) 0.9510 Loss_D: 0.0527\n",
      "===> Epoch[15](50/562): D(x) 0.9445 Loss_D: 0.0596\n",
      "===> Epoch[15](51/562): D(x) 0.9735 Loss_D: 0.0335\n",
      "===> Epoch[15](52/562): D(x) 0.9839 Loss_D: 0.0250\n",
      "===> Epoch[15](53/562): D(x) 0.9479 Loss_D: 0.0576\n",
      "===> Epoch[15](54/562): D(x) 0.9840 Loss_D: 0.0231\n",
      "===> Epoch[15](55/562): D(x) 0.9768 Loss_D: 0.0283\n",
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      "===> Epoch[15](58/562): D(x) 0.9414 Loss_D: 0.0679\n",
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      "===> Epoch[15](60/562): D(x) 0.9865 Loss_D: 0.0185\n",
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      "===> Epoch[15](63/562): D(x) 0.9706 Loss_D: 0.0339\n",
      "===> Epoch[15](64/562): D(x) 0.9716 Loss_D: 0.0337\n",
      "===> Epoch[15](65/562): D(x) 0.9569 Loss_D: 0.0482\n",
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      "===> Epoch[15](71/562): D(x) 0.9870 Loss_D: 0.0205\n",
      "===> Epoch[15](72/562): D(x) 0.9837 Loss_D: 0.0220\n",
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      "===> Epoch[15](101/562): D(x) 0.9786 Loss_D: 0.0262\n",
      "===> Epoch[15](102/562): D(x) 0.9371 Loss_D: 0.0662\n",
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      "===> Epoch[15](108/562): D(x) 0.9535 Loss_D: 0.0505\n",
      "===> Epoch[15](109/562): D(x) 0.9871 Loss_D: 0.0185\n",
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      "===> Epoch[15](139/562): D(x) 0.9606 Loss_D: 0.0464\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[15](140/562): D(x) 0.9863 Loss_D: 0.0175\n",
      "===> Epoch[15](141/562): D(x) 0.9798 Loss_D: 0.0251\n",
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      "===> Epoch[15](289/562): D(x) 0.9788 Loss_D: 0.0266\n",
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      "===> Epoch[15](291/562): D(x) 0.9748 Loss_D: 0.0312\n",
      "===> Epoch[15](292/562): D(x) 0.9268 Loss_D: 0.0791\n",
      "===> Epoch[15](293/562): D(x) 0.9430 Loss_D: 0.0621\n",
      "===> Epoch[15](294/562): D(x) 0.9380 Loss_D: 0.0681\n",
      "===> Epoch[15](295/562): D(x) 0.9450 Loss_D: 0.0605\n",
      "===> Epoch[15](296/562): D(x) 0.9635 Loss_D: 0.0414\n",
      "===> Epoch[15](297/562): D(x) 0.9716 Loss_D: 0.0326\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[15](298/562): D(x) 0.9695 Loss_D: 0.0349\n",
      "===> Epoch[15](299/562): D(x) 0.9871 Loss_D: 0.0178\n",
      "===> Epoch[15](300/562): D(x) 0.9245 Loss_D: 0.0813\n",
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      "===> Epoch[15](336/562): D(x) 0.9782 Loss_D: 0.0264\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[15](456/562): D(x) 0.9050 Loss_D: 0.1009\n",
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      "===> Epoch[15](525/562): D(x) 0.9798 Loss_D: 0.0249\n",
      "===> Epoch[15](526/562): D(x) 0.9449 Loss_D: 0.0604\n",
      "===> Epoch[15](527/562): D(x) 0.9755 Loss_D: 0.0295\n",
      "===> Epoch[15](528/562): D(x) 0.9720 Loss_D: 0.0326\n",
      "===> Epoch[15](529/562): D(x) 0.9003 Loss_D: 0.1041\n",
      "===> Epoch[15](530/562): D(x) 0.9169 Loss_D: 0.0870\n",
      "===> Epoch[15](531/562): D(x) 0.9582 Loss_D: 0.0475\n",
      "===> Epoch[15](532/562): D(x) 0.9518 Loss_D: 0.0520\n",
      "===> Epoch[15](533/562): D(x) 0.9308 Loss_D: 0.0729\n",
      "===> Epoch[15](534/562): D(x) 0.9758 Loss_D: 0.0313\n",
      "===> Epoch[15](535/562): D(x) 0.9871 Loss_D: 0.0174\n",
      "===> Epoch[15](536/562): D(x) 0.9827 Loss_D: 0.0257\n",
      "===> Epoch[15](537/562): D(x) 0.9838 Loss_D: 0.0226\n",
      "===> Epoch[15](538/562): D(x) 0.9529 Loss_D: 0.0549\n",
      "===> Epoch[15](539/562): D(x) 0.9651 Loss_D: 0.0401\n",
      "===> Epoch[15](540/562): D(x) 0.9623 Loss_D: 0.0417\n",
      "===> Epoch[15](541/562): D(x) 0.9677 Loss_D: 0.0371\n",
      "===> Epoch[15](542/562): D(x) 0.9744 Loss_D: 0.0297\n",
      "===> Epoch[15](543/562): D(x) 0.9726 Loss_D: 0.0351\n",
      "===> Epoch[15](544/562): D(x) 0.9882 Loss_D: 0.0229\n",
      "===> Epoch[15](545/562): D(x) 0.9807 Loss_D: 0.0264\n",
      "===> Epoch[15](546/562): D(x) 0.8758 Loss_D: 0.1321\n",
      "===> Epoch[15](547/562): D(x) 0.9610 Loss_D: 0.0421\n",
      "===> Epoch[15](548/562): D(x) 0.9284 Loss_D: 0.0769\n",
      "===> Epoch[15](549/562): D(x) 0.9428 Loss_D: 0.0627\n",
      "===> Epoch[15](550/562): D(x) 0.9416 Loss_D: 0.0639\n",
      "===> Epoch[15](551/562): D(x) 0.9334 Loss_D: 0.0711\n",
      "===> Epoch[15](552/562): D(x) 0.9797 Loss_D: 0.0251\n",
      "===> Epoch[15](553/562): D(x) 0.9614 Loss_D: 0.0435\n",
      "===> Epoch[15](554/562): D(x) 0.9558 Loss_D: 0.0519\n",
      "===> Epoch[15](555/562): D(x) 0.9884 Loss_D: 0.0170\n",
      "===> Epoch[15](556/562): D(x) 0.9481 Loss_D: 0.0570\n",
      "===> Epoch[15](557/562): D(x) 0.9885 Loss_D: 0.0206\n",
      "===> Epoch[15](558/562): D(x) 0.9850 Loss_D: 0.0206\n",
      "===> Epoch[15](559/562): D(x) 0.9485 Loss_D: 0.0561\n",
      "===> Epoch[15](560/562): D(x) 0.9465 Loss_D: 0.0574\n",
      "===> Epoch[15](561/562): D(x) 0.9249 Loss_D: 0.0793\n",
      "===> Epoch[15](562/562): D(x) 0.9825 Loss_D: 0.0302\n",
      "[15/18] Loss_D: 0.0430 Loss_G: 0.2696 D(x): 0.9626 D(G(z)): 0.0056 PSNR 27.2213\n",
      "===> Epoch[16](1/562): D(x) 0.9802 Loss_D: 0.0252\n",
      "===> Epoch[16](2/562): D(x) 0.9892 Loss_D: 0.0156\n",
      "===> Epoch[16](3/562): D(x) 0.9399 Loss_D: 0.0648\n",
      "===> Epoch[16](4/562): D(x) 0.9769 Loss_D: 0.0275\n",
      "===> Epoch[16](5/562): D(x) 0.8676 Loss_D: 0.1387\n",
      "===> Epoch[16](6/562): D(x) 0.9427 Loss_D: 0.0628\n",
      "===> Epoch[16](7/562): D(x) 0.9850 Loss_D: 0.0243\n",
      "===> Epoch[16](8/562): D(x) 0.9827 Loss_D: 0.0226\n",
      "===> Epoch[16](9/562): D(x) 0.9541 Loss_D: 0.0504\n",
      "===> Epoch[16](10/562): D(x) 0.9862 Loss_D: 0.0232\n",
      "===> Epoch[16](11/562): D(x) 0.9794 Loss_D: 0.0250\n",
      "===> Epoch[16](12/562): D(x) 0.9547 Loss_D: 0.0508\n",
      "===> Epoch[16](13/562): D(x) 0.9502 Loss_D: 0.0538\n",
      "===> Epoch[16](14/562): D(x) 0.9709 Loss_D: 0.0330\n",
      "===> Epoch[16](15/562): D(x) 0.9628 Loss_D: 0.0431\n",
      "===> Epoch[16](16/562): D(x) 0.9507 Loss_D: 0.0544\n",
      "===> Epoch[16](17/562): D(x) 0.9277 Loss_D: 0.0781\n",
      "===> Epoch[16](18/562): D(x) 0.9667 Loss_D: 0.0390\n",
      "===> Epoch[16](19/562): D(x) 0.9892 Loss_D: 0.0161\n",
      "===> Epoch[16](20/562): D(x) 0.9576 Loss_D: 0.0470\n",
      "===> Epoch[16](21/562): D(x) 0.9468 Loss_D: 0.0578\n",
      "===> Epoch[16](22/562): D(x) 0.9528 Loss_D: 0.0531\n",
      "===> Epoch[16](23/562): D(x) 0.8969 Loss_D: 0.1078\n",
      "===> Epoch[16](24/562): D(x) 0.9718 Loss_D: 0.0335\n",
      "===> Epoch[16](25/562): D(x) 0.9566 Loss_D: 0.0508\n",
      "===> Epoch[16](26/562): D(x) 0.9194 Loss_D: 0.0850\n",
      "===> Epoch[16](27/562): D(x) 0.9838 Loss_D: 0.0222\n",
      "===> Epoch[16](28/562): D(x) 0.9896 Loss_D: 0.0177\n",
      "===> Epoch[16](29/562): D(x) 0.9563 Loss_D: 0.0498\n",
      "===> Epoch[16](30/562): D(x) 0.9853 Loss_D: 0.0193\n",
      "===> Epoch[16](31/562): D(x) 0.9672 Loss_D: 0.0361\n",
      "===> Epoch[16](32/562): D(x) 0.9450 Loss_D: 0.0610\n",
      "===> Epoch[16](33/562): D(x) 0.9818 Loss_D: 0.0245\n",
      "===> Epoch[16](34/562): D(x) 0.9842 Loss_D: 0.0206\n",
      "===> Epoch[16](35/562): D(x) 0.9586 Loss_D: 0.0469\n",
      "===> Epoch[16](36/562): D(x) 0.9818 Loss_D: 0.0227\n",
      "===> Epoch[16](37/562): D(x) 0.9833 Loss_D: 0.0219\n",
      "===> Epoch[16](38/562): D(x) 0.9849 Loss_D: 0.0182\n",
      "===> Epoch[16](39/562): D(x) 0.9795 Loss_D: 0.0283\n",
      "===> Epoch[16](40/562): D(x) 0.9649 Loss_D: 0.0453\n",
      "===> Epoch[16](41/562): D(x) 0.9864 Loss_D: 0.0175\n",
      "===> Epoch[16](42/562): D(x) 0.9824 Loss_D: 0.0239\n",
      "===> Epoch[16](43/562): D(x) 0.9095 Loss_D: 0.0948\n",
      "===> Epoch[16](44/562): D(x) 0.9675 Loss_D: 0.0369\n",
      "===> Epoch[16](45/562): D(x) 0.9888 Loss_D: 0.0169\n",
      "===> Epoch[16](46/562): D(x) 0.9679 Loss_D: 0.0419\n",
      "===> Epoch[16](47/562): D(x) 0.9785 Loss_D: 0.0265\n",
      "===> Epoch[16](48/562): D(x) 0.9612 Loss_D: 0.0431\n",
      "===> Epoch[16](49/562): D(x) 0.9766 Loss_D: 0.0268\n",
      "===> Epoch[16](50/562): D(x) 0.9646 Loss_D: 0.0401\n",
      "===> Epoch[16](51/562): D(x) 0.9886 Loss_D: 0.0165\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[16](52/562): D(x) 0.9655 Loss_D: 0.0400\n",
      "===> Epoch[16](53/562): D(x) 0.9842 Loss_D: 0.0231\n",
      "===> Epoch[16](54/562): D(x) 0.9613 Loss_D: 0.0447\n",
      "===> Epoch[16](55/562): D(x) 0.9779 Loss_D: 0.0264\n",
      "===> Epoch[16](56/562): D(x) 0.9050 Loss_D: 0.1002\n",
      "===> Epoch[16](57/562): D(x) 0.9840 Loss_D: 0.0215\n",
      "===> Epoch[16](58/562): D(x) 0.9766 Loss_D: 0.0268\n",
      "===> Epoch[16](59/562): D(x) 0.9797 Loss_D: 0.0247\n",
      "===> Epoch[16](60/562): D(x) 0.9721 Loss_D: 0.0316\n",
      "===> Epoch[16](61/562): D(x) 0.9752 Loss_D: 0.0316\n",
      "===> Epoch[16](62/562): D(x) 0.9600 Loss_D: 0.0451\n",
      "===> Epoch[16](63/562): D(x) 0.9865 Loss_D: 0.0176\n",
      "===> Epoch[16](64/562): D(x) 0.9501 Loss_D: 0.0562\n",
      "===> Epoch[16](65/562): D(x) 0.9845 Loss_D: 0.0210\n",
      "===> Epoch[16](66/562): D(x) 0.9441 Loss_D: 0.0612\n",
      "===> Epoch[16](67/562): D(x) 0.9808 Loss_D: 0.0248\n",
      "===> Epoch[16](68/562): D(x) 0.9845 Loss_D: 0.0208\n",
      "===> Epoch[16](69/562): D(x) 0.9514 Loss_D: 0.0541\n",
      "===> Epoch[16](70/562): D(x) 0.9614 Loss_D: 0.0435\n",
      "===> Epoch[16](71/562): D(x) 0.9604 Loss_D: 0.0456\n",
      "===> Epoch[16](72/562): D(x) 0.9813 Loss_D: 0.0236\n",
      "===> Epoch[16](73/562): D(x) 0.9732 Loss_D: 0.0318\n",
      "===> Epoch[16](74/562): D(x) 0.9762 Loss_D: 0.0293\n",
      "===> Epoch[16](75/562): D(x) 0.9753 Loss_D: 0.0305\n",
      "===> Epoch[16](76/562): D(x) 0.9635 Loss_D: 0.0418\n",
      "===> Epoch[16](77/562): D(x) 0.9795 Loss_D: 0.0270\n",
      "===> Epoch[16](78/562): D(x) 0.9318 Loss_D: 0.0740\n",
      "===> Epoch[16](79/562): D(x) 0.9306 Loss_D: 0.0739\n",
      "===> Epoch[16](80/562): D(x) 0.9608 Loss_D: 0.0440\n",
      "===> Epoch[16](81/562): D(x) 0.9697 Loss_D: 0.0361\n",
      "===> Epoch[16](82/562): D(x) 0.9715 Loss_D: 0.0341\n",
      "===> Epoch[16](83/562): D(x) 0.9795 Loss_D: 0.0248\n",
      "===> Epoch[16](84/562): D(x) 0.9747 Loss_D: 0.0287\n",
      "===> Epoch[16](85/562): D(x) 0.9886 Loss_D: 0.0193\n",
      "===> Epoch[16](86/562): D(x) 0.9619 Loss_D: 0.0412\n",
      "===> Epoch[16](87/562): D(x) 0.9626 Loss_D: 0.0433\n",
      "===> Epoch[16](88/562): D(x) 0.9791 Loss_D: 0.0282\n",
      "===> Epoch[16](89/562): D(x) 0.9507 Loss_D: 0.0562\n",
      "===> Epoch[16](90/562): D(x) 0.9809 Loss_D: 0.0270\n",
      "===> Epoch[16](91/562): D(x) 0.9334 Loss_D: 0.0727\n",
      "===> Epoch[16](92/562): D(x) 0.9858 Loss_D: 0.0190\n",
      "===> Epoch[16](93/562): D(x) 0.9685 Loss_D: 0.0357\n",
      "===> Epoch[16](94/562): D(x) 0.9831 Loss_D: 0.0235\n",
      "===> Epoch[16](95/562): D(x) 0.9760 Loss_D: 0.0306\n",
      "===> Epoch[16](96/562): D(x) 0.9378 Loss_D: 0.0670\n",
      "===> Epoch[16](97/562): D(x) 0.9764 Loss_D: 0.0298\n",
      "===> Epoch[16](98/562): D(x) 0.9756 Loss_D: 0.0308\n",
      "===> Epoch[16](99/562): D(x) 0.9619 Loss_D: 0.0442\n",
      "===> Epoch[16](100/562): D(x) 0.9777 Loss_D: 0.0292\n",
      "===> Epoch[16](101/562): D(x) 0.9752 Loss_D: 0.0303\n",
      "===> Epoch[16](102/562): D(x) 0.9752 Loss_D: 0.0304\n",
      "===> Epoch[16](103/562): D(x) 0.9597 Loss_D: 0.0447\n",
      "===> Epoch[16](104/562): D(x) 0.9776 Loss_D: 0.0270\n",
      "===> Epoch[16](105/562): D(x) 0.9707 Loss_D: 0.0373\n",
      "===> Epoch[16](106/562): D(x) 0.9294 Loss_D: 0.0750\n",
      "===> Epoch[16](107/562): D(x) 0.9859 Loss_D: 0.0190\n",
      "===> Epoch[16](108/562): D(x) 0.9658 Loss_D: 0.0391\n",
      "===> Epoch[16](109/562): D(x) 0.9510 Loss_D: 0.0555\n",
      "===> Epoch[16](110/562): D(x) 0.9643 Loss_D: 0.0410\n",
      "===> Epoch[16](111/562): D(x) 0.9499 Loss_D: 0.0540\n",
      "===> Epoch[16](112/562): D(x) 0.9866 Loss_D: 0.0182\n",
      "===> Epoch[16](113/562): D(x) 0.9719 Loss_D: 0.0336\n",
      "===> Epoch[16](114/562): D(x) 0.9328 Loss_D: 0.0746\n",
      "===> Epoch[16](115/562): D(x) 0.9137 Loss_D: 0.0905\n",
      "===> Epoch[16](116/562): D(x) 0.9564 Loss_D: 0.0503\n",
      "===> Epoch[16](117/562): D(x) 0.9656 Loss_D: 0.0396\n",
      "===> Epoch[16](118/562): D(x) 0.9506 Loss_D: 0.0532\n",
      "===> Epoch[16](119/562): D(x) 0.9888 Loss_D: 0.0172\n",
      "===> Epoch[16](120/562): D(x) 0.9818 Loss_D: 0.0229\n",
      "===> Epoch[16](121/562): D(x) 0.9643 Loss_D: 0.0434\n",
      "===> Epoch[16](122/562): D(x) 0.9536 Loss_D: 0.0505\n",
      "===> Epoch[16](123/562): D(x) 0.9859 Loss_D: 0.0199\n",
      "===> Epoch[16](124/562): D(x) 0.9892 Loss_D: 0.0152\n",
      "===> Epoch[16](125/562): D(x) 0.9232 Loss_D: 0.0815\n",
      "===> Epoch[16](126/562): D(x) 0.9344 Loss_D: 0.0702\n",
      "===> Epoch[16](127/562): D(x) 0.9885 Loss_D: 0.0179\n",
      "===> Epoch[16](128/562): D(x) 0.9596 Loss_D: 0.0445\n",
      "===> Epoch[16](129/562): D(x) 0.9576 Loss_D: 0.0470\n",
      "===> Epoch[16](130/562): D(x) 0.9722 Loss_D: 0.0337\n",
      "===> Epoch[16](131/562): D(x) 0.9845 Loss_D: 0.0211\n",
      "===> Epoch[16](132/562): D(x) 0.9535 Loss_D: 0.0509\n",
      "===> Epoch[16](133/562): D(x) 0.9290 Loss_D: 0.0752\n",
      "===> Epoch[16](134/562): D(x) 0.9865 Loss_D: 0.0180\n",
      "===> Epoch[16](135/562): D(x) 0.9530 Loss_D: 0.0521\n",
      "===> Epoch[16](136/562): D(x) 0.9786 Loss_D: 0.0259\n",
      "===> Epoch[16](137/562): D(x) 0.9302 Loss_D: 0.0739\n",
      "===> Epoch[16](138/562): D(x) 0.9831 Loss_D: 0.0225\n",
      "===> Epoch[16](139/562): D(x) 0.9446 Loss_D: 0.0598\n",
      "===> Epoch[16](140/562): D(x) 0.9783 Loss_D: 0.0268\n",
      "===> Epoch[16](141/562): D(x) 0.9566 Loss_D: 0.0486\n",
      "===> Epoch[16](142/562): D(x) 0.9360 Loss_D: 0.0682\n",
      "===> Epoch[16](143/562): D(x) 0.9488 Loss_D: 0.0567\n",
      "===> Epoch[16](144/562): D(x) 0.9859 Loss_D: 0.0181\n",
      "===> Epoch[16](145/562): D(x) 0.9776 Loss_D: 0.0269\n",
      "===> Epoch[16](146/562): D(x) 0.9592 Loss_D: 0.0444\n",
      "===> Epoch[16](147/562): D(x) 0.9721 Loss_D: 0.0341\n",
      "===> Epoch[16](148/562): D(x) 0.9562 Loss_D: 0.0496\n",
      "===> Epoch[16](149/562): D(x) 0.9525 Loss_D: 0.0519\n",
      "===> Epoch[16](150/562): D(x) 0.9803 Loss_D: 0.0258\n",
      "===> Epoch[16](151/562): D(x) 0.9815 Loss_D: 0.0229\n",
      "===> Epoch[16](152/562): D(x) 0.9884 Loss_D: 0.0181\n",
      "===> Epoch[16](153/562): D(x) 0.9722 Loss_D: 0.0332\n",
      "===> Epoch[16](154/562): D(x) 0.9874 Loss_D: 0.0226\n",
      "===> Epoch[16](155/562): D(x) 0.9563 Loss_D: 0.0491\n",
      "===> Epoch[16](156/562): D(x) 0.9837 Loss_D: 0.0230\n",
      "===> Epoch[16](157/562): D(x) 0.9574 Loss_D: 0.0466\n",
      "===> Epoch[16](158/562): D(x) 0.9331 Loss_D: 0.0720\n",
      "===> Epoch[16](159/562): D(x) 0.9439 Loss_D: 0.0607\n",
      "===> Epoch[16](160/562): D(x) 0.9404 Loss_D: 0.0645\n",
      "===> Epoch[16](161/562): D(x) 0.9656 Loss_D: 0.0388\n",
      "===> Epoch[16](162/562): D(x) 0.9389 Loss_D: 0.0647\n",
      "===> Epoch[16](163/562): D(x) 0.9764 Loss_D: 0.0278\n",
      "===> Epoch[16](164/562): D(x) 0.9547 Loss_D: 0.0505\n",
      "===> Epoch[16](165/562): D(x) 0.9521 Loss_D: 0.0509\n",
      "===> Epoch[16](166/562): D(x) 0.9899 Loss_D: 0.0175\n",
      "===> Epoch[16](167/562): D(x) 0.9888 Loss_D: 0.0161\n",
      "===> Epoch[16](168/562): D(x) 0.9428 Loss_D: 0.0615\n",
      "===> Epoch[16](169/562): D(x) 0.9658 Loss_D: 0.0384\n",
      "===> Epoch[16](170/562): D(x) 0.9838 Loss_D: 0.0220\n",
      "===> Epoch[16](171/562): D(x) 0.9840 Loss_D: 0.0206\n",
      "===> Epoch[16](172/562): D(x) 0.9898 Loss_D: 0.0179\n",
      "===> Epoch[16](173/562): D(x) 0.9622 Loss_D: 0.0428\n",
      "===> Epoch[16](174/562): D(x) 0.9445 Loss_D: 0.0618\n",
      "===> Epoch[16](175/562): D(x) 0.9777 Loss_D: 0.0306\n",
      "===> Epoch[16](176/562): D(x) 0.9711 Loss_D: 0.0319\n",
      "===> Epoch[16](177/562): D(x) 0.9914 Loss_D: 0.0130\n",
      "===> Epoch[16](178/562): D(x) 0.9519 Loss_D: 0.0541\n",
      "===> Epoch[16](179/562): D(x) 0.9481 Loss_D: 0.0561\n",
      "===> Epoch[16](180/562): D(x) 0.9526 Loss_D: 0.0526\n",
      "===> Epoch[16](181/562): D(x) 0.9771 Loss_D: 0.0293\n",
      "===> Epoch[16](182/562): D(x) 0.9784 Loss_D: 0.0260\n",
      "===> Epoch[16](183/562): D(x) 0.9815 Loss_D: 0.0236\n",
      "===> Epoch[16](184/562): D(x) 0.9719 Loss_D: 0.0331\n",
      "===> Epoch[16](185/562): D(x) 0.9433 Loss_D: 0.0635\n",
      "===> Epoch[16](186/562): D(x) 0.9742 Loss_D: 0.0322\n",
      "===> Epoch[16](187/562): D(x) 0.9679 Loss_D: 0.0372\n",
      "===> Epoch[16](188/562): D(x) 0.9674 Loss_D: 0.0378\n",
      "===> Epoch[16](189/562): D(x) 0.9688 Loss_D: 0.0359\n",
      "===> Epoch[16](190/562): D(x) 0.9119 Loss_D: 0.0953\n",
      "===> Epoch[16](191/562): D(x) 0.9562 Loss_D: 0.0524\n",
      "===> Epoch[16](192/562): D(x) 0.9728 Loss_D: 0.0377\n",
      "===> Epoch[16](193/562): D(x) 0.9710 Loss_D: 0.0353\n",
      "===> Epoch[16](194/562): D(x) 0.9783 Loss_D: 0.0281\n",
      "===> Epoch[16](195/562): D(x) 0.9757 Loss_D: 0.0294\n",
      "===> Epoch[16](196/562): D(x) 0.9772 Loss_D: 0.0293\n",
      "===> Epoch[16](197/562): D(x) 0.9824 Loss_D: 0.0246\n",
      "===> Epoch[16](198/562): D(x) 0.8959 Loss_D: 0.1090\n",
      "===> Epoch[16](199/562): D(x) 0.9275 Loss_D: 0.0787\n",
      "===> Epoch[16](200/562): D(x) 0.9792 Loss_D: 0.0250\n",
      "===> Epoch[16](201/562): D(x) 0.9581 Loss_D: 0.0456\n",
      "===> Epoch[16](202/562): D(x) 0.9506 Loss_D: 0.0549\n",
      "===> Epoch[16](203/562): D(x) 0.9354 Loss_D: 0.0709\n",
      "===> Epoch[16](204/562): D(x) 0.9735 Loss_D: 0.0349\n",
      "===> Epoch[16](205/562): D(x) 0.9399 Loss_D: 0.0659\n",
      "===> Epoch[16](206/562): D(x) 0.9558 Loss_D: 0.0484\n",
      "===> Epoch[16](207/562): D(x) 0.9842 Loss_D: 0.0219\n",
      "===> Epoch[16](208/562): D(x) 0.9370 Loss_D: 0.0721\n",
      "===> Epoch[16](209/562): D(x) 0.9608 Loss_D: 0.0444\n",
      "===> Epoch[16](210/562): D(x) 0.9529 Loss_D: 0.0511\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[16](211/562): D(x) 0.9383 Loss_D: 0.0663\n",
      "===> Epoch[16](212/562): D(x) 0.8828 Loss_D: 0.1215\n",
      "===> Epoch[16](213/562): D(x) 0.9166 Loss_D: 0.0890\n",
      "===> Epoch[16](214/562): D(x) 0.9708 Loss_D: 0.0357\n",
      "===> Epoch[16](215/562): D(x) 0.9625 Loss_D: 0.0437\n",
      "===> Epoch[16](216/562): D(x) 0.9177 Loss_D: 0.0867\n",
      "===> Epoch[16](217/562): D(x) 0.9561 Loss_D: 0.0485\n",
      "===> Epoch[16](218/562): D(x) 0.9777 Loss_D: 0.0284\n",
      "===> Epoch[16](219/562): D(x) 0.9262 Loss_D: 0.0774\n",
      "===> Epoch[16](220/562): D(x) 0.9326 Loss_D: 0.0736\n",
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      "===> Epoch[16](222/562): D(x) 0.9048 Loss_D: 0.0986\n",
      "===> Epoch[16](223/562): D(x) 0.9890 Loss_D: 0.0152\n",
      "===> Epoch[16](224/562): D(x) 0.9760 Loss_D: 0.0289\n",
      "===> Epoch[16](225/562): D(x) 0.9650 Loss_D: 0.0386\n",
      "===> Epoch[16](226/562): D(x) 0.9801 Loss_D: 0.0262\n",
      "===> Epoch[16](227/562): D(x) 0.9748 Loss_D: 0.0304\n",
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      "===> Epoch[16](229/562): D(x) 0.9436 Loss_D: 0.0608\n",
      "===> Epoch[16](230/562): D(x) 0.9761 Loss_D: 0.0275\n",
      "===> Epoch[16](231/562): D(x) 0.9663 Loss_D: 0.0384\n",
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      "===> Epoch[16](245/562): D(x) 0.9705 Loss_D: 0.0338\n",
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      "===> Epoch[16](247/562): D(x) 0.9870 Loss_D: 0.0205\n",
      "===> Epoch[16](248/562): D(x) 0.9398 Loss_D: 0.0645\n",
      "===> Epoch[16](249/562): D(x) 0.9911 Loss_D: 0.0136\n",
      "===> Epoch[16](250/562): D(x) 0.9065 Loss_D: 0.0981\n",
      "===> Epoch[16](251/562): D(x) 0.9832 Loss_D: 0.0206\n",
      "===> Epoch[16](252/562): D(x) 0.9171 Loss_D: 0.0875\n",
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      "===> Epoch[16](254/562): D(x) 0.9918 Loss_D: 0.0137\n",
      "===> Epoch[16](255/562): D(x) 0.9737 Loss_D: 0.0339\n",
      "===> Epoch[16](256/562): D(x) 0.9903 Loss_D: 0.0190\n",
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      "===> Epoch[16](260/562): D(x) 0.9492 Loss_D: 0.0553\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[16](369/562): D(x) 0.9722 Loss_D: 0.0324\n",
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      "===> Epoch[16](435/562): D(x) 0.9736 Loss_D: 0.0318\n",
      "===> Epoch[16](436/562): D(x) 0.9815 Loss_D: 0.0224\n",
      "===> Epoch[16](437/562): D(x) 0.9579 Loss_D: 0.0458\n",
      "===> Epoch[16](438/562): D(x) 0.9743 Loss_D: 0.0325\n",
      "===> Epoch[16](439/562): D(x) 0.9296 Loss_D: 0.0744\n",
      "===> Epoch[16](440/562): D(x) 0.9844 Loss_D: 0.0217\n",
      "===> Epoch[16](441/562): D(x) 0.9836 Loss_D: 0.0246\n",
      "===> Epoch[16](442/562): D(x) 0.9391 Loss_D: 0.0657\n",
      "===> Epoch[16](443/562): D(x) 0.9731 Loss_D: 0.0323\n",
      "===> Epoch[16](444/562): D(x) 0.9765 Loss_D: 0.0290\n",
      "===> Epoch[16](445/562): D(x) 0.9896 Loss_D: 0.0161\n",
      "===> Epoch[16](446/562): D(x) 0.9622 Loss_D: 0.0435\n",
      "===> Epoch[16](447/562): D(x) 0.9612 Loss_D: 0.0437\n",
      "===> Epoch[16](448/562): D(x) 0.9757 Loss_D: 0.0280\n",
      "===> Epoch[16](449/562): D(x) 0.9553 Loss_D: 0.0494\n",
      "===> Epoch[16](450/562): D(x) 0.9438 Loss_D: 0.0603\n",
      "===> Epoch[16](451/562): D(x) 0.9629 Loss_D: 0.0436\n",
      "===> Epoch[16](452/562): D(x) 0.9724 Loss_D: 0.0320\n",
      "===> Epoch[16](453/562): D(x) 0.9886 Loss_D: 0.0159\n",
      "===> Epoch[16](454/562): D(x) 0.9419 Loss_D: 0.0631\n",
      "===> Epoch[16](455/562): D(x) 0.9543 Loss_D: 0.0498\n",
      "===> Epoch[16](456/562): D(x) 0.9300 Loss_D: 0.0739\n",
      "===> Epoch[16](457/562): D(x) 0.9625 Loss_D: 0.0430\n",
      "===> Epoch[16](458/562): D(x) 0.9577 Loss_D: 0.0474\n",
      "===> Epoch[16](459/562): D(x) 0.9563 Loss_D: 0.0486\n",
      "===> Epoch[16](460/562): D(x) 0.9437 Loss_D: 0.0605\n",
      "===> Epoch[16](461/562): D(x) 0.9450 Loss_D: 0.0600\n",
      "===> Epoch[16](462/562): D(x) 0.9550 Loss_D: 0.0510\n",
      "===> Epoch[16](463/562): D(x) 0.9412 Loss_D: 0.0621\n",
      "===> Epoch[16](464/562): D(x) 0.9670 Loss_D: 0.0391\n",
      "===> Epoch[16](465/562): D(x) 0.9794 Loss_D: 0.0269\n",
      "===> Epoch[16](466/562): D(x) 0.9529 Loss_D: 0.0535\n",
      "===> Epoch[16](467/562): D(x) 0.9739 Loss_D: 0.0314\n",
      "===> Epoch[16](468/562): D(x) 0.9789 Loss_D: 0.0276\n",
      "===> Epoch[16](469/562): D(x) 0.9679 Loss_D: 0.0396\n",
      "===> Epoch[16](470/562): D(x) 0.9734 Loss_D: 0.0342\n",
      "===> Epoch[16](471/562): D(x) 0.9562 Loss_D: 0.0481\n",
      "===> Epoch[16](472/562): D(x) 0.9649 Loss_D: 0.0397\n",
      "===> Epoch[16](473/562): D(x) 0.9618 Loss_D: 0.0446\n",
      "===> Epoch[16](474/562): D(x) 0.9739 Loss_D: 0.0391\n",
      "===> Epoch[16](475/562): D(x) 0.9639 Loss_D: 0.0409\n",
      "===> Epoch[16](476/562): D(x) 0.9402 Loss_D: 0.0670\n",
      "===> Epoch[16](477/562): D(x) 0.9894 Loss_D: 0.0158\n",
      "===> Epoch[16](478/562): D(x) 0.9315 Loss_D: 0.0739\n",
      "===> Epoch[16](479/562): D(x) 0.9595 Loss_D: 0.0459\n",
      "===> Epoch[16](480/562): D(x) 0.9784 Loss_D: 0.0263\n",
      "===> Epoch[16](481/562): D(x) 0.9681 Loss_D: 0.0374\n",
      "===> Epoch[16](482/562): D(x) 0.9772 Loss_D: 0.0282\n",
      "===> Epoch[16](483/562): D(x) 0.9858 Loss_D: 0.0216\n",
      "===> Epoch[16](484/562): D(x) 0.9546 Loss_D: 0.0513\n",
      "===> Epoch[16](485/562): D(x) 0.9650 Loss_D: 0.0418\n",
      "===> Epoch[16](486/562): D(x) 0.9144 Loss_D: 0.0919\n",
      "===> Epoch[16](487/562): D(x) 0.9879 Loss_D: 0.0157\n",
      "===> Epoch[16](488/562): D(x) 0.9738 Loss_D: 0.0302\n",
      "===> Epoch[16](489/562): D(x) 0.9546 Loss_D: 0.0514\n",
      "===> Epoch[16](490/562): D(x) 0.9336 Loss_D: 0.0707\n",
      "===> Epoch[16](491/562): D(x) 0.9769 Loss_D: 0.0323\n",
      "===> Epoch[16](492/562): D(x) 0.9807 Loss_D: 0.0245\n",
      "===> Epoch[16](493/562): D(x) 0.9334 Loss_D: 0.0707\n",
      "===> Epoch[16](494/562): D(x) 0.9748 Loss_D: 0.0316\n",
      "===> Epoch[16](495/562): D(x) 0.9259 Loss_D: 0.0802\n",
      "===> Epoch[16](496/562): D(x) 0.9435 Loss_D: 0.0613\n",
      "===> Epoch[16](497/562): D(x) 0.9651 Loss_D: 0.0395\n",
      "===> Epoch[16](498/562): D(x) 0.9628 Loss_D: 0.0416\n",
      "===> Epoch[16](499/562): D(x) 0.9774 Loss_D: 0.0281\n",
      "===> Epoch[16](500/562): D(x) 0.9557 Loss_D: 0.0506\n",
      "===> Epoch[16](501/562): D(x) 0.9840 Loss_D: 0.0206\n",
      "===> Epoch[16](502/562): D(x) 0.9542 Loss_D: 0.0532\n",
      "===> Epoch[16](503/562): D(x) 0.9619 Loss_D: 0.0451\n",
      "===> Epoch[16](504/562): D(x) 0.9648 Loss_D: 0.0425\n",
      "===> Epoch[16](505/562): D(x) 0.9574 Loss_D: 0.0501\n",
      "===> Epoch[16](506/562): D(x) 0.9323 Loss_D: 0.0726\n",
      "===> Epoch[16](507/562): D(x) 0.9715 Loss_D: 0.0336\n",
      "===> Epoch[16](508/562): D(x) 0.9734 Loss_D: 0.0305\n",
      "===> Epoch[16](509/562): D(x) 0.9450 Loss_D: 0.0588\n",
      "===> Epoch[16](510/562): D(x) 0.9876 Loss_D: 0.0170\n",
      "===> Epoch[16](511/562): D(x) 0.9841 Loss_D: 0.0222\n",
      "===> Epoch[16](512/562): D(x) 0.9536 Loss_D: 0.0537\n",
      "===> Epoch[16](513/562): D(x) 0.9854 Loss_D: 0.0199\n",
      "===> Epoch[16](514/562): D(x) 0.9807 Loss_D: 0.0320\n",
      "===> Epoch[16](515/562): D(x) 0.9527 Loss_D: 0.0518\n",
      "===> Epoch[16](516/562): D(x) 0.9647 Loss_D: 0.0404\n",
      "===> Epoch[16](517/562): D(x) 0.9889 Loss_D: 0.0175\n",
      "===> Epoch[16](518/562): D(x) 0.9635 Loss_D: 0.0419\n",
      "===> Epoch[16](519/562): D(x) 0.9761 Loss_D: 0.0328\n",
      "===> Epoch[16](520/562): D(x) 0.9090 Loss_D: 0.0952\n",
      "===> Epoch[16](521/562): D(x) 0.9773 Loss_D: 0.0271\n",
      "===> Epoch[16](522/562): D(x) 0.9348 Loss_D: 0.0719\n",
      "===> Epoch[16](523/562): D(x) 0.9695 Loss_D: 0.0358\n",
      "===> Epoch[16](524/562): D(x) 0.9639 Loss_D: 0.0462\n",
      "===> Epoch[16](525/562): D(x) 0.9646 Loss_D: 0.0409\n",
      "===> Epoch[16](526/562): D(x) 0.9452 Loss_D: 0.0598\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[16](527/562): D(x) 0.9699 Loss_D: 0.0344\n",
      "===> Epoch[16](528/562): D(x) 0.9697 Loss_D: 0.0400\n",
      "===> Epoch[16](529/562): D(x) 0.9768 Loss_D: 0.0289\n",
      "===> Epoch[16](530/562): D(x) 0.9715 Loss_D: 0.0329\n",
      "===> Epoch[16](531/562): D(x) 0.9735 Loss_D: 0.0318\n",
      "===> Epoch[16](532/562): D(x) 0.8809 Loss_D: 0.1238\n",
      "===> Epoch[16](533/562): D(x) 0.9801 Loss_D: 0.0250\n",
      "===> Epoch[16](534/562): D(x) 0.9704 Loss_D: 0.0355\n",
      "===> Epoch[16](535/562): D(x) 0.9490 Loss_D: 0.0546\n",
      "===> Epoch[16](536/562): D(x) 0.9658 Loss_D: 0.0400\n",
      "===> Epoch[16](537/562): D(x) 0.9841 Loss_D: 0.0234\n",
      "===> Epoch[16](538/562): D(x) 0.9672 Loss_D: 0.0383\n",
      "===> Epoch[16](539/562): D(x) 0.9864 Loss_D: 0.0225\n",
      "===> Epoch[16](540/562): D(x) 0.9219 Loss_D: 0.0830\n",
      "===> Epoch[16](541/562): D(x) 0.9614 Loss_D: 0.0440\n",
      "===> Epoch[16](542/562): D(x) 0.9905 Loss_D: 0.0155\n",
      "===> Epoch[16](543/562): D(x) 0.9613 Loss_D: 0.0435\n",
      "===> Epoch[16](544/562): D(x) 0.9596 Loss_D: 0.0474\n",
      "===> Epoch[16](545/562): D(x) 0.9643 Loss_D: 0.0389\n",
      "===> Epoch[16](546/562): D(x) 0.9865 Loss_D: 0.0175\n",
      "===> Epoch[16](547/562): D(x) 0.9390 Loss_D: 0.0660\n",
      "===> Epoch[16](548/562): D(x) 0.8955 Loss_D: 0.1088\n",
      "===> Epoch[16](549/562): D(x) 0.9524 Loss_D: 0.0525\n",
      "===> Epoch[16](550/562): D(x) 0.9533 Loss_D: 0.0543\n",
      "===> Epoch[16](551/562): D(x) 0.9728 Loss_D: 0.0320\n",
      "===> Epoch[16](552/562): D(x) 0.9864 Loss_D: 0.0220\n",
      "===> Epoch[16](553/562): D(x) 0.9606 Loss_D: 0.0446\n",
      "===> Epoch[16](554/562): D(x) 0.9706 Loss_D: 0.0383\n",
      "===> Epoch[16](555/562): D(x) 0.9699 Loss_D: 0.0390\n",
      "===> Epoch[16](556/562): D(x) 0.9493 Loss_D: 0.0554\n",
      "===> Epoch[16](557/562): D(x) 0.9809 Loss_D: 0.0269\n",
      "===> Epoch[16](558/562): D(x) 0.9917 Loss_D: 0.0131\n",
      "===> Epoch[16](559/562): D(x) 0.9171 Loss_D: 0.0871\n",
      "===> Epoch[16](560/562): D(x) 0.9771 Loss_D: 0.0283\n",
      "===> Epoch[16](561/562): D(x) 0.9768 Loss_D: 0.0307\n",
      "===> Epoch[16](562/562): D(x) 0.9909 Loss_D: 0.0154\n",
      "[16/18] Loss_D: 0.0431 Loss_G: 0.2690 D(x): 0.9624 D(G(z)): 0.0055 PSNR 26.6066\n",
      "===> Epoch[17](1/562): D(x) 0.9625 Loss_D: 0.0445\n",
      "===> Epoch[17](2/562): D(x) 0.9756 Loss_D: 0.0290\n",
      "===> Epoch[17](3/562): D(x) 0.9440 Loss_D: 0.0603\n",
      "===> Epoch[17](4/562): D(x) 0.9502 Loss_D: 0.0550\n",
      "===> Epoch[17](5/562): D(x) 0.9517 Loss_D: 0.0522\n",
      "===> Epoch[17](6/562): D(x) 0.9883 Loss_D: 0.0198\n",
      "===> Epoch[17](7/562): D(x) 0.9561 Loss_D: 0.0498\n",
      "===> Epoch[17](8/562): D(x) 0.9526 Loss_D: 0.0529\n",
      "===> Epoch[17](9/562): D(x) 0.9725 Loss_D: 0.0325\n",
      "===> Epoch[17](10/562): D(x) 0.9353 Loss_D: 0.0694\n",
      "===> Epoch[17](11/562): D(x) 0.9400 Loss_D: 0.0630\n",
      "===> Epoch[17](12/562): D(x) 0.9823 Loss_D: 0.0238\n",
      "===> Epoch[17](13/562): D(x) 0.9691 Loss_D: 0.0361\n",
      "===> Epoch[17](14/562): D(x) 0.9532 Loss_D: 0.0527\n",
      "===> Epoch[17](15/562): D(x) 0.9758 Loss_D: 0.0286\n",
      "===> Epoch[17](16/562): D(x) 0.9780 Loss_D: 0.0288\n",
      "===> Epoch[17](17/562): D(x) 0.9716 Loss_D: 0.0330\n",
      "===> Epoch[17](18/562): D(x) 0.9781 Loss_D: 0.0279\n",
      "===> Epoch[17](19/562): D(x) 0.9411 Loss_D: 0.0652\n",
      "===> Epoch[17](20/562): D(x) 0.9495 Loss_D: 0.0538\n",
      "===> Epoch[17](21/562): D(x) 0.9723 Loss_D: 0.0321\n",
      "===> Epoch[17](22/562): D(x) 0.9874 Loss_D: 0.0180\n",
      "===> Epoch[17](23/562): D(x) 0.9432 Loss_D: 0.0618\n",
      "===> Epoch[17](24/562): D(x) 0.9381 Loss_D: 0.0684\n",
      "===> Epoch[17](25/562): D(x) 0.9270 Loss_D: 0.0768\n",
      "===> Epoch[17](26/562): D(x) 0.9658 Loss_D: 0.0387\n",
      "===> Epoch[17](27/562): D(x) 0.9187 Loss_D: 0.0858\n",
      "===> Epoch[17](28/562): D(x) 0.9735 Loss_D: 0.0372\n",
      "===> Epoch[17](29/562): D(x) 0.9824 Loss_D: 0.0256\n",
      "===> Epoch[17](30/562): D(x) 0.9740 Loss_D: 0.0320\n",
      "===> Epoch[17](31/562): D(x) 0.9847 Loss_D: 0.0216\n",
      "===> Epoch[17](32/562): D(x) 0.9510 Loss_D: 0.0531\n",
      "===> Epoch[17](33/562): D(x) 0.9530 Loss_D: 0.0513\n",
      "===> Epoch[17](34/562): D(x) 0.9663 Loss_D: 0.0429\n",
      "===> Epoch[17](35/562): D(x) 0.9361 Loss_D: 0.0688\n",
      "===> Epoch[17](36/562): D(x) 0.9785 Loss_D: 0.0267\n",
      "===> Epoch[17](37/562): D(x) 0.9581 Loss_D: 0.0469\n",
      "===> Epoch[17](38/562): D(x) 0.9790 Loss_D: 0.0332\n",
      "===> Epoch[17](39/562): D(x) 0.9213 Loss_D: 0.0846\n",
      "===> Epoch[17](40/562): D(x) 0.9711 Loss_D: 0.0355\n",
      "===> Epoch[17](41/562): D(x) 0.9818 Loss_D: 0.0230\n",
      "===> Epoch[17](42/562): D(x) 0.9694 Loss_D: 0.0352\n",
      "===> Epoch[17](43/562): D(x) 0.9293 Loss_D: 0.0744\n",
      "===> Epoch[17](44/562): D(x) 0.9499 Loss_D: 0.0536\n",
      "===> Epoch[17](45/562): D(x) 0.9554 Loss_D: 0.0518\n",
      "===> Epoch[17](46/562): D(x) 0.9631 Loss_D: 0.0432\n",
      "===> Epoch[17](47/562): D(x) 0.8946 Loss_D: 0.1093\n",
      "===> Epoch[17](48/562): D(x) 0.9728 Loss_D: 0.0317\n",
      "===> Epoch[17](49/562): D(x) 0.9478 Loss_D: 0.0569\n",
      "===> Epoch[17](50/562): D(x) 0.9093 Loss_D: 0.0957\n",
      "===> Epoch[17](51/562): D(x) 0.9793 Loss_D: 0.0269\n",
      "===> Epoch[17](52/562): D(x) 0.9422 Loss_D: 0.0650\n",
      "===> Epoch[17](53/562): D(x) 0.9546 Loss_D: 0.0510\n",
      "===> Epoch[17](54/562): D(x) 0.9880 Loss_D: 0.0172\n",
      "===> Epoch[17](55/562): D(x) 0.9620 Loss_D: 0.0427\n",
      "===> Epoch[17](56/562): D(x) 0.9628 Loss_D: 0.0439\n",
      "===> Epoch[17](57/562): D(x) 0.9769 Loss_D: 0.0278\n",
      "===> Epoch[17](58/562): D(x) 0.9549 Loss_D: 0.0491\n",
      "===> Epoch[17](59/562): D(x) 0.9272 Loss_D: 0.0781\n",
      "===> Epoch[17](60/562): D(x) 0.9766 Loss_D: 0.0290\n",
      "===> Epoch[17](61/562): D(x) 0.9262 Loss_D: 0.0802\n",
      "===> Epoch[17](62/562): D(x) 0.9501 Loss_D: 0.0555\n",
      "===> Epoch[17](63/562): D(x) 0.9794 Loss_D: 0.0237\n",
      "===> Epoch[17](64/562): D(x) 0.9644 Loss_D: 0.0421\n",
      "===> Epoch[17](65/562): D(x) 0.9837 Loss_D: 0.0222\n",
      "===> Epoch[17](66/562): D(x) 0.9123 Loss_D: 0.0919\n",
      "===> Epoch[17](67/562): D(x) 0.9611 Loss_D: 0.0460\n",
      "===> Epoch[17](68/562): D(x) 0.9717 Loss_D: 0.0337\n",
      "===> Epoch[17](69/562): D(x) 0.9436 Loss_D: 0.0613\n",
      "===> Epoch[17](70/562): D(x) 0.9458 Loss_D: 0.0605\n",
      "===> Epoch[17](71/562): D(x) 0.9763 Loss_D: 0.0302\n",
      "===> Epoch[17](72/562): D(x) 0.9858 Loss_D: 0.0216\n",
      "===> Epoch[17](73/562): D(x) 0.9787 Loss_D: 0.0256\n",
      "===> Epoch[17](74/562): D(x) 0.9484 Loss_D: 0.0560\n",
      "===> Epoch[17](75/562): D(x) 0.9632 Loss_D: 0.0419\n",
      "===> Epoch[17](76/562): D(x) 0.9157 Loss_D: 0.0890\n",
      "===> Epoch[17](77/562): D(x) 0.9500 Loss_D: 0.0547\n",
      "===> Epoch[17](78/562): D(x) 0.9784 Loss_D: 0.0263\n",
      "===> Epoch[17](79/562): D(x) 0.9892 Loss_D: 0.0166\n",
      "===> Epoch[17](80/562): D(x) 0.9767 Loss_D: 0.0278\n",
      "===> Epoch[17](81/562): D(x) 0.9738 Loss_D: 0.0309\n",
      "===> Epoch[17](82/562): D(x) 0.9347 Loss_D: 0.0717\n",
      "===> Epoch[17](83/562): D(x) 0.9808 Loss_D: 0.0253\n",
      "===> Epoch[17](84/562): D(x) 0.9851 Loss_D: 0.0212\n",
      "===> Epoch[17](85/562): D(x) 0.9895 Loss_D: 0.0154\n",
      "===> Epoch[17](86/562): D(x) 0.9781 Loss_D: 0.0296\n",
      "===> Epoch[17](87/562): D(x) 0.9855 Loss_D: 0.0217\n",
      "===> Epoch[17](88/562): D(x) 0.9763 Loss_D: 0.0298\n",
      "===> Epoch[17](89/562): D(x) 0.9577 Loss_D: 0.0479\n",
      "===> Epoch[17](90/562): D(x) 0.9451 Loss_D: 0.0592\n",
      "===> Epoch[17](91/562): D(x) 0.9709 Loss_D: 0.0340\n",
      "===> Epoch[17](92/562): D(x) 0.9246 Loss_D: 0.0798\n",
      "===> Epoch[17](93/562): D(x) 0.9738 Loss_D: 0.0303\n",
      "===> Epoch[17](94/562): D(x) 0.9861 Loss_D: 0.0230\n",
      "===> Epoch[17](95/562): D(x) 0.9658 Loss_D: 0.0399\n",
      "===> Epoch[17](96/562): D(x) 0.9637 Loss_D: 0.0427\n",
      "===> Epoch[17](97/562): D(x) 0.9402 Loss_D: 0.0635\n",
      "===> Epoch[17](98/562): D(x) 0.9454 Loss_D: 0.0598\n",
      "===> Epoch[17](99/562): D(x) 0.9754 Loss_D: 0.0304\n",
      "===> Epoch[17](100/562): D(x) 0.9794 Loss_D: 0.0249\n",
      "===> Epoch[17](101/562): D(x) 0.9029 Loss_D: 0.1020\n",
      "===> Epoch[17](102/562): D(x) 0.8975 Loss_D: 0.1081\n",
      "===> Epoch[17](103/562): D(x) 0.9760 Loss_D: 0.0313\n",
      "===> Epoch[17](104/562): D(x) 0.9816 Loss_D: 0.0234\n",
      "===> Epoch[17](105/562): D(x) 0.9061 Loss_D: 0.0993\n",
      "===> Epoch[17](106/562): D(x) 0.9783 Loss_D: 0.0262\n",
      "===> Epoch[17](107/562): D(x) 0.9661 Loss_D: 0.0391\n",
      "===> Epoch[17](108/562): D(x) 0.9445 Loss_D: 0.0604\n",
      "===> Epoch[17](109/562): D(x) 0.9270 Loss_D: 0.0784\n",
      "===> Epoch[17](110/562): D(x) 0.9788 Loss_D: 0.0279\n",
      "===> Epoch[17](111/562): D(x) 0.9501 Loss_D: 0.0539\n",
      "===> Epoch[17](112/562): D(x) 0.9525 Loss_D: 0.0557\n",
      "===> Epoch[17](113/562): D(x) 0.9800 Loss_D: 0.0279\n",
      "===> Epoch[17](114/562): D(x) 0.9065 Loss_D: 0.0980\n",
      "===> Epoch[17](115/562): D(x) 0.9793 Loss_D: 0.0250\n",
      "===> Epoch[17](116/562): D(x) 0.9629 Loss_D: 0.0422\n",
      "===> Epoch[17](117/562): D(x) 0.9249 Loss_D: 0.0787\n",
      "===> Epoch[17](118/562): D(x) 0.9602 Loss_D: 0.0463\n",
      "===> Epoch[17](119/562): D(x) 0.9687 Loss_D: 0.0371\n",
      "===> Epoch[17](120/562): D(x) 0.9564 Loss_D: 0.0518\n",
      "===> Epoch[17](121/562): D(x) 0.8888 Loss_D: 0.1151\n",
      "===> Epoch[17](122/562): D(x) 0.9559 Loss_D: 0.0487\n",
      "===> Epoch[17](123/562): D(x) 0.9653 Loss_D: 0.0448\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[17](124/562): D(x) 0.9919 Loss_D: 0.0154\n",
      "===> Epoch[17](125/562): D(x) 0.9499 Loss_D: 0.0546\n",
      "===> Epoch[17](126/562): D(x) 0.9558 Loss_D: 0.0491\n",
      "===> Epoch[17](127/562): D(x) 0.9895 Loss_D: 0.0147\n",
      "===> Epoch[17](128/562): D(x) 0.9850 Loss_D: 0.0191\n",
      "===> Epoch[17](129/562): D(x) 0.9588 Loss_D: 0.0469\n",
      "===> Epoch[17](130/562): D(x) 0.9884 Loss_D: 0.0157\n",
      "===> Epoch[17](131/562): D(x) 0.9410 Loss_D: 0.0668\n",
      "===> Epoch[17](132/562): D(x) 0.9833 Loss_D: 0.0280\n",
      "===> Epoch[17](133/562): D(x) 0.9409 Loss_D: 0.0634\n",
      "===> Epoch[17](134/562): D(x) 0.9719 Loss_D: 0.0321\n",
      "===> Epoch[17](135/562): D(x) 0.9581 Loss_D: 0.0483\n",
      "===> Epoch[17](136/562): D(x) 0.9726 Loss_D: 0.0343\n",
      "===> Epoch[17](137/562): D(x) 0.9723 Loss_D: 0.0316\n",
      "===> Epoch[17](138/562): D(x) 0.9773 Loss_D: 0.0308\n",
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      "===> Epoch[17](140/562): D(x) 0.9691 Loss_D: 0.0356\n",
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      "===> Epoch[17](142/562): D(x) 0.9643 Loss_D: 0.0409\n",
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      "===> Epoch[17](144/562): D(x) 0.9464 Loss_D: 0.0601\n",
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      "===> Epoch[17](149/562): D(x) 0.9421 Loss_D: 0.0616\n",
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      "===> Epoch[17](157/562): D(x) 0.9695 Loss_D: 0.0362\n",
      "===> Epoch[17](158/562): D(x) 0.9861 Loss_D: 0.0204\n",
      "===> Epoch[17](159/562): D(x) 0.9871 Loss_D: 0.0213\n",
      "===> Epoch[17](160/562): D(x) 0.9766 Loss_D: 0.0282\n",
      "===> Epoch[17](161/562): D(x) 0.9722 Loss_D: 0.0319\n",
      "===> Epoch[17](162/562): D(x) 0.9662 Loss_D: 0.0388\n",
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      "===> Epoch[17](164/562): D(x) 0.9181 Loss_D: 0.0884\n",
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      "===> Epoch[17](167/562): D(x) 0.9454 Loss_D: 0.0601\n",
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      "===> Epoch[17](169/562): D(x) 0.9683 Loss_D: 0.0372\n",
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      "===> Epoch[17](171/562): D(x) 0.9532 Loss_D: 0.0527\n",
      "===> Epoch[17](172/562): D(x) 0.9829 Loss_D: 0.0217\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[17](282/562): D(x) 0.9453 Loss_D: 0.0604\n",
      "===> Epoch[17](283/562): D(x) 0.9833 Loss_D: 0.0219\n",
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      "===> Epoch[17](345/562): D(x) 0.9448 Loss_D: 0.0598\n",
      "===> Epoch[17](346/562): D(x) 0.9786 Loss_D: 0.0263\n",
      "===> Epoch[17](347/562): D(x) 0.9067 Loss_D: 0.0984\n",
      "===> Epoch[17](348/562): D(x) 0.9664 Loss_D: 0.0393\n",
      "===> Epoch[17](349/562): D(x) 0.9873 Loss_D: 0.0180\n",
      "===> Epoch[17](350/562): D(x) 0.9560 Loss_D: 0.0500\n",
      "===> Epoch[17](351/562): D(x) 0.9829 Loss_D: 0.0210\n",
      "===> Epoch[17](352/562): D(x) 0.9828 Loss_D: 0.0214\n",
      "===> Epoch[17](353/562): D(x) 0.9430 Loss_D: 0.0619\n",
      "===> Epoch[17](354/562): D(x) 0.9910 Loss_D: 0.0159\n",
      "===> Epoch[17](355/562): D(x) 0.9588 Loss_D: 0.0459\n",
      "===> Epoch[17](356/562): D(x) 0.9804 Loss_D: 0.0253\n",
      "===> Epoch[17](357/562): D(x) 0.9606 Loss_D: 0.0433\n",
      "===> Epoch[17](358/562): D(x) 0.9680 Loss_D: 0.0359\n",
      "===> Epoch[17](359/562): D(x) 0.9781 Loss_D: 0.0305\n",
      "===> Epoch[17](360/562): D(x) 0.9844 Loss_D: 0.0217\n",
      "===> Epoch[17](361/562): D(x) 0.9742 Loss_D: 0.0300\n",
      "===> Epoch[17](362/562): D(x) 0.9395 Loss_D: 0.0692\n",
      "===> Epoch[17](363/562): D(x) 0.9575 Loss_D: 0.0461\n",
      "===> Epoch[17](364/562): D(x) 0.9882 Loss_D: 0.0177\n",
      "===> Epoch[17](365/562): D(x) 0.9633 Loss_D: 0.0434\n",
      "===> Epoch[17](366/562): D(x) 0.9379 Loss_D: 0.0662\n",
      "===> Epoch[17](367/562): D(x) 0.9692 Loss_D: 0.0353\n",
      "===> Epoch[17](368/562): D(x) 0.9494 Loss_D: 0.0546\n",
      "===> Epoch[17](369/562): D(x) 0.9773 Loss_D: 0.0287\n",
      "===> Epoch[17](370/562): D(x) 0.9732 Loss_D: 0.0360\n",
      "===> Epoch[17](371/562): D(x) 0.9692 Loss_D: 0.0401\n",
      "===> Epoch[17](372/562): D(x) 0.9673 Loss_D: 0.0400\n",
      "===> Epoch[17](373/562): D(x) 0.9790 Loss_D: 0.0251\n",
      "===> Epoch[17](374/562): D(x) 0.9631 Loss_D: 0.0423\n",
      "===> Epoch[17](375/562): D(x) 0.9864 Loss_D: 0.0203\n",
      "===> Epoch[17](376/562): D(x) 0.9896 Loss_D: 0.0142\n",
      "===> Epoch[17](377/562): D(x) 0.9715 Loss_D: 0.0327\n",
      "===> Epoch[17](378/562): D(x) 0.9788 Loss_D: 0.0275\n",
      "===> Epoch[17](379/562): D(x) 0.9748 Loss_D: 0.0313\n",
      "===> Epoch[17](380/562): D(x) 0.9360 Loss_D: 0.0701\n",
      "===> Epoch[17](381/562): D(x) 0.9790 Loss_D: 0.0259\n",
      "===> Epoch[17](382/562): D(x) 0.9278 Loss_D: 0.0773\n",
      "===> Epoch[17](383/562): D(x) 0.9471 Loss_D: 0.0573\n",
      "===> Epoch[17](384/562): D(x) 0.9603 Loss_D: 0.0442\n",
      "===> Epoch[17](385/562): D(x) 0.9879 Loss_D: 0.0186\n",
      "===> Epoch[17](386/562): D(x) 0.9804 Loss_D: 0.0275\n",
      "===> Epoch[17](387/562): D(x) 0.9660 Loss_D: 0.0399\n",
      "===> Epoch[17](388/562): D(x) 0.9656 Loss_D: 0.0395\n",
      "===> Epoch[17](389/562): D(x) 0.9760 Loss_D: 0.0300\n",
      "===> Epoch[17](390/562): D(x) 0.9705 Loss_D: 0.0355\n",
      "===> Epoch[17](391/562): D(x) 0.9720 Loss_D: 0.0313\n",
      "===> Epoch[17](392/562): D(x) 0.9317 Loss_D: 0.0733\n",
      "===> Epoch[17](393/562): D(x) 0.9772 Loss_D: 0.0312\n",
      "===> Epoch[17](394/562): D(x) 0.9727 Loss_D: 0.0325\n",
      "===> Epoch[17](395/562): D(x) 0.9792 Loss_D: 0.0258\n",
      "===> Epoch[17](396/562): D(x) 0.9290 Loss_D: 0.0753\n",
      "===> Epoch[17](397/562): D(x) 0.9588 Loss_D: 0.0471\n",
      "===> Epoch[17](398/562): D(x) 0.9738 Loss_D: 0.0313\n",
      "===> Epoch[17](399/562): D(x) 0.9768 Loss_D: 0.0289\n",
      "===> Epoch[17](400/562): D(x) 0.9640 Loss_D: 0.0406\n",
      "===> Epoch[17](401/562): D(x) 0.9817 Loss_D: 0.0232\n",
      "===> Epoch[17](402/562): D(x) 0.9696 Loss_D: 0.0366\n",
      "===> Epoch[17](403/562): D(x) 0.9884 Loss_D: 0.0196\n",
      "===> Epoch[17](404/562): D(x) 0.9587 Loss_D: 0.0472\n",
      "===> Epoch[17](405/562): D(x) 0.9740 Loss_D: 0.0296\n",
      "===> Epoch[17](406/562): D(x) 0.9575 Loss_D: 0.0483\n",
      "===> Epoch[17](407/562): D(x) 0.9645 Loss_D: 0.0405\n",
      "===> Epoch[17](408/562): D(x) 0.9729 Loss_D: 0.0315\n",
      "===> Epoch[17](409/562): D(x) 0.9754 Loss_D: 0.0301\n",
      "===> Epoch[17](410/562): D(x) 0.9448 Loss_D: 0.0596\n",
      "===> Epoch[17](411/562): D(x) 0.9760 Loss_D: 0.0287\n",
      "===> Epoch[17](412/562): D(x) 0.9725 Loss_D: 0.0320\n",
      "===> Epoch[17](413/562): D(x) 0.9591 Loss_D: 0.0449\n",
      "===> Epoch[17](414/562): D(x) 0.9649 Loss_D: 0.0481\n",
      "===> Epoch[17](415/562): D(x) 0.9819 Loss_D: 0.0230\n",
      "===> Epoch[17](416/562): D(x) 0.9861 Loss_D: 0.0207\n",
      "===> Epoch[17](417/562): D(x) 0.9767 Loss_D: 0.0288\n",
      "===> Epoch[17](418/562): D(x) 0.9687 Loss_D: 0.0382\n",
      "===> Epoch[17](419/562): D(x) 0.9304 Loss_D: 0.0746\n",
      "===> Epoch[17](420/562): D(x) 0.8910 Loss_D: 0.1123\n",
      "===> Epoch[17](421/562): D(x) 0.9762 Loss_D: 0.0287\n",
      "===> Epoch[17](422/562): D(x) 0.9529 Loss_D: 0.0530\n",
      "===> Epoch[17](423/562): D(x) 0.9292 Loss_D: 0.0753\n",
      "===> Epoch[17](424/562): D(x) 0.9240 Loss_D: 0.0823\n",
      "===> Epoch[17](425/562): D(x) 0.9651 Loss_D: 0.0437\n",
      "===> Epoch[17](426/562): D(x) 0.9748 Loss_D: 0.0299\n",
      "===> Epoch[17](427/562): D(x) 0.9470 Loss_D: 0.0574\n",
      "===> Epoch[17](428/562): D(x) 0.9728 Loss_D: 0.0312\n",
      "===> Epoch[17](429/562): D(x) 0.9605 Loss_D: 0.0472\n",
      "===> Epoch[17](430/562): D(x) 0.9594 Loss_D: 0.0460\n",
      "===> Epoch[17](431/562): D(x) 0.9471 Loss_D: 0.0580\n",
      "===> Epoch[17](432/562): D(x) 0.9553 Loss_D: 0.0528\n",
      "===> Epoch[17](433/562): D(x) 0.9419 Loss_D: 0.0628\n",
      "===> Epoch[17](434/562): D(x) 0.9630 Loss_D: 0.0418\n",
      "===> Epoch[17](435/562): D(x) 0.9741 Loss_D: 0.0316\n",
      "===> Epoch[17](436/562): D(x) 0.9922 Loss_D: 0.0213\n",
      "===> Epoch[17](437/562): D(x) 0.9883 Loss_D: 0.0201\n",
      "===> Epoch[17](438/562): D(x) 0.9662 Loss_D: 0.0391\n",
      "===> Epoch[17](439/562): D(x) 0.9643 Loss_D: 0.0396\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[17](440/562): D(x) 0.9515 Loss_D: 0.0546\n",
      "===> Epoch[17](441/562): D(x) 0.9615 Loss_D: 0.0437\n",
      "===> Epoch[17](442/562): D(x) 0.9734 Loss_D: 0.0329\n",
      "===> Epoch[17](443/562): D(x) 0.9431 Loss_D: 0.0627\n",
      "===> Epoch[17](444/562): D(x) 0.9474 Loss_D: 0.0565\n",
      "===> Epoch[17](445/562): D(x) 0.9736 Loss_D: 0.0302\n",
      "===> Epoch[17](446/562): D(x) 0.9672 Loss_D: 0.0373\n",
      "===> Epoch[17](447/562): D(x) 0.9801 Loss_D: 0.0245\n",
      "===> Epoch[17](448/562): D(x) 0.9527 Loss_D: 0.0526\n",
      "===> Epoch[17](449/562): D(x) 0.9767 Loss_D: 0.0273\n",
      "===> Epoch[17](450/562): D(x) 0.9775 Loss_D: 0.0265\n",
      "===> Epoch[17](451/562): D(x) 0.9374 Loss_D: 0.0682\n",
      "===> Epoch[17](452/562): D(x) 0.9671 Loss_D: 0.0362\n",
      "===> Epoch[17](453/562): D(x) 0.9578 Loss_D: 0.0475\n",
      "===> Epoch[17](454/562): D(x) 0.9374 Loss_D: 0.0681\n",
      "===> Epoch[17](455/562): D(x) 0.9460 Loss_D: 0.0592\n",
      "===> Epoch[17](456/562): D(x) 0.9829 Loss_D: 0.0239\n",
      "===> Epoch[17](457/562): D(x) 0.9605 Loss_D: 0.0452\n",
      "===> Epoch[17](458/562): D(x) 0.9646 Loss_D: 0.0472\n",
      "===> Epoch[17](459/562): D(x) 0.9369 Loss_D: 0.0672\n",
      "===> Epoch[17](460/562): D(x) 0.9729 Loss_D: 0.0331\n",
      "===> Epoch[17](461/562): D(x) 0.9569 Loss_D: 0.0491\n",
      "===> Epoch[17](462/562): D(x) 0.9442 Loss_D: 0.0612\n",
      "===> Epoch[17](463/562): D(x) 0.9494 Loss_D: 0.0565\n",
      "===> Epoch[17](464/562): D(x) 0.9761 Loss_D: 0.0305\n",
      "===> Epoch[17](465/562): D(x) 0.9706 Loss_D: 0.0331\n",
      "===> Epoch[17](466/562): D(x) 0.9694 Loss_D: 0.0368\n",
      "===> Epoch[17](467/562): D(x) 0.9707 Loss_D: 0.0356\n",
      "===> Epoch[17](468/562): D(x) 0.9651 Loss_D: 0.0386\n",
      "===> Epoch[17](469/562): D(x) 0.9500 Loss_D: 0.0548\n",
      "===> Epoch[17](470/562): D(x) 0.9696 Loss_D: 0.0357\n",
      "===> Epoch[17](471/562): D(x) 0.9645 Loss_D: 0.0399\n",
      "===> Epoch[17](472/562): D(x) 0.9841 Loss_D: 0.0201\n",
      "===> Epoch[17](473/562): D(x) 0.9163 Loss_D: 0.0886\n",
      "===> Epoch[17](474/562): D(x) 0.9876 Loss_D: 0.0173\n",
      "===> Epoch[17](475/562): D(x) 0.9867 Loss_D: 0.0182\n",
      "===> Epoch[17](476/562): D(x) 0.9876 Loss_D: 0.0184\n",
      "===> Epoch[17](477/562): D(x) 0.9569 Loss_D: 0.0492\n",
      "===> Epoch[17](478/562): D(x) 0.9866 Loss_D: 0.0183\n",
      "===> Epoch[17](479/562): D(x) 0.9839 Loss_D: 0.0222\n",
      "===> Epoch[17](480/562): D(x) 0.9391 Loss_D: 0.0672\n",
      "===> Epoch[17](481/562): D(x) 0.9270 Loss_D: 0.0787\n",
      "===> Epoch[17](482/562): D(x) 0.9809 Loss_D: 0.0231\n",
      "===> Epoch[17](483/562): D(x) 0.8906 Loss_D: 0.1130\n",
      "===> Epoch[17](484/562): D(x) 0.9735 Loss_D: 0.0309\n",
      "===> Epoch[17](485/562): D(x) 0.9952 Loss_D: 0.0114\n",
      "===> Epoch[17](486/562): D(x) 0.9640 Loss_D: 0.0419\n",
      "===> Epoch[17](487/562): D(x) 0.9828 Loss_D: 0.0227\n",
      "===> Epoch[17](488/562): D(x) 0.9200 Loss_D: 0.0848\n",
      "===> Epoch[17](489/562): D(x) 0.9630 Loss_D: 0.0425\n",
      "===> Epoch[17](490/562): D(x) 0.9462 Loss_D: 0.0571\n",
      "===> Epoch[17](491/562): D(x) 0.9692 Loss_D: 0.0391\n",
      "===> Epoch[17](492/562): D(x) 0.9648 Loss_D: 0.0444\n",
      "===> Epoch[17](493/562): D(x) 0.9410 Loss_D: 0.0642\n",
      "===> Epoch[17](494/562): D(x) 0.9750 Loss_D: 0.0326\n",
      "===> Epoch[17](495/562): D(x) 0.9813 Loss_D: 0.0258\n",
      "===> Epoch[17](496/562): D(x) 0.9846 Loss_D: 0.0188\n",
      "===> Epoch[17](497/562): D(x) 0.9868 Loss_D: 0.0197\n",
      "===> Epoch[17](498/562): D(x) 0.9581 Loss_D: 0.0461\n",
      "===> Epoch[17](499/562): D(x) 0.9795 Loss_D: 0.0276\n",
      "===> Epoch[17](500/562): D(x) 0.9527 Loss_D: 0.0544\n",
      "===> Epoch[17](501/562): D(x) 0.9629 Loss_D: 0.0430\n",
      "===> Epoch[17](502/562): D(x) 0.9818 Loss_D: 0.0226\n",
      "===> Epoch[17](503/562): D(x) 0.9470 Loss_D: 0.0577\n",
      "===> Epoch[17](504/562): D(x) 0.9701 Loss_D: 0.0358\n",
      "===> Epoch[17](505/562): D(x) 0.9886 Loss_D: 0.0188\n",
      "===> Epoch[17](506/562): D(x) 0.9547 Loss_D: 0.0488\n",
      "===> Epoch[17](507/562): D(x) 0.9784 Loss_D: 0.0265\n",
      "===> Epoch[17](508/562): D(x) 0.9643 Loss_D: 0.0409\n",
      "===> Epoch[17](509/562): D(x) 0.9505 Loss_D: 0.0544\n",
      "===> Epoch[17](510/562): D(x) 0.9488 Loss_D: 0.0551\n",
      "===> Epoch[17](511/562): D(x) 0.9488 Loss_D: 0.0570\n",
      "===> Epoch[17](512/562): D(x) 0.9638 Loss_D: 0.0415\n",
      "===> Epoch[17](513/562): D(x) 0.9831 Loss_D: 0.0223\n",
      "===> Epoch[17](514/562): D(x) 0.9731 Loss_D: 0.0324\n",
      "===> Epoch[17](515/562): D(x) 0.9552 Loss_D: 0.0498\n",
      "===> Epoch[17](516/562): D(x) 0.9447 Loss_D: 0.0591\n",
      "===> Epoch[17](517/562): D(x) 0.9828 Loss_D: 0.0271\n",
      "===> Epoch[17](518/562): D(x) 0.9758 Loss_D: 0.0301\n",
      "===> Epoch[17](519/562): D(x) 0.9608 Loss_D: 0.0437\n",
      "===> Epoch[17](520/562): D(x) 0.9740 Loss_D: 0.0300\n",
      "===> Epoch[17](521/562): D(x) 0.9748 Loss_D: 0.0315\n",
      "===> Epoch[17](522/562): D(x) 0.9811 Loss_D: 0.0338\n",
      "===> Epoch[17](523/562): D(x) 0.9780 Loss_D: 0.0285\n",
      "===> Epoch[17](524/562): D(x) 0.9487 Loss_D: 0.0569\n",
      "===> Epoch[17](525/562): D(x) 0.9446 Loss_D: 0.0605\n",
      "===> Epoch[17](526/562): D(x) 0.9706 Loss_D: 0.0343\n",
      "===> Epoch[17](527/562): D(x) 0.9868 Loss_D: 0.0193\n",
      "===> Epoch[17](528/562): D(x) 0.9789 Loss_D: 0.0261\n",
      "===> Epoch[17](529/562): D(x) 0.9875 Loss_D: 0.0171\n",
      "===> Epoch[17](530/562): D(x) 0.9313 Loss_D: 0.0735\n",
      "===> Epoch[17](531/562): D(x) 0.9520 Loss_D: 0.0522\n",
      "===> Epoch[17](532/562): D(x) 0.9836 Loss_D: 0.0243\n",
      "===> Epoch[17](533/562): D(x) 0.9845 Loss_D: 0.0222\n",
      "===> Epoch[17](534/562): D(x) 0.9732 Loss_D: 0.0313\n",
      "===> Epoch[17](535/562): D(x) 0.9706 Loss_D: 0.0354\n",
      "===> Epoch[17](536/562): D(x) 0.9783 Loss_D: 0.0277\n",
      "===> Epoch[17](537/562): D(x) 0.9615 Loss_D: 0.0452\n",
      "===> Epoch[17](538/562): D(x) 0.9874 Loss_D: 0.0185\n",
      "===> Epoch[17](539/562): D(x) 0.9872 Loss_D: 0.0168\n",
      "===> Epoch[17](540/562): D(x) 0.9425 Loss_D: 0.0623\n",
      "===> Epoch[17](541/562): D(x) 0.9729 Loss_D: 0.0370\n",
      "===> Epoch[17](542/562): D(x) 0.9418 Loss_D: 0.0630\n",
      "===> Epoch[17](543/562): D(x) 0.9654 Loss_D: 0.0408\n",
      "===> Epoch[17](544/562): D(x) 0.9888 Loss_D: 0.0174\n",
      "===> Epoch[17](545/562): D(x) 0.9904 Loss_D: 0.0142\n",
      "===> Epoch[17](546/562): D(x) 0.9859 Loss_D: 0.0188\n",
      "===> Epoch[17](547/562): D(x) 0.9801 Loss_D: 0.0253\n",
      "===> Epoch[17](548/562): D(x) 0.9772 Loss_D: 0.0266\n",
      "===> Epoch[17](549/562): D(x) 0.9818 Loss_D: 0.0234\n",
      "===> Epoch[17](550/562): D(x) 0.9777 Loss_D: 0.0274\n",
      "===> Epoch[17](551/562): D(x) 0.9249 Loss_D: 0.0806\n",
      "===> Epoch[17](552/562): D(x) 0.9763 Loss_D: 0.0271\n",
      "===> Epoch[17](553/562): D(x) 0.9665 Loss_D: 0.0392\n",
      "===> Epoch[17](554/562): D(x) 0.9739 Loss_D: 0.0320\n",
      "===> Epoch[17](555/562): D(x) 0.9866 Loss_D: 0.0198\n",
      "===> Epoch[17](556/562): D(x) 0.9672 Loss_D: 0.0385\n",
      "===> Epoch[17](557/562): D(x) 0.9696 Loss_D: 0.0355\n",
      "===> Epoch[17](558/562): D(x) 0.9243 Loss_D: 0.0796\n",
      "===> Epoch[17](559/562): D(x) 0.9605 Loss_D: 0.0444\n",
      "===> Epoch[17](560/562): D(x) 0.9701 Loss_D: 0.0346\n",
      "===> Epoch[17](561/562): D(x) 0.9803 Loss_D: 0.0234\n",
      "===> Epoch[17](562/562): D(x) 0.9692 Loss_D: 0.0351\n",
      "[17/18] Loss_D: 0.0426 Loss_G: 0.2677 D(x): 0.9629 D(G(z)): 0.0055 PSNR 27.5166\n",
      "===> Epoch[18](1/562): D(x) 0.9701 Loss_D: 0.0386\n",
      "===> Epoch[18](2/562): D(x) 0.9397 Loss_D: 0.0661\n",
      "===> Epoch[18](3/562): D(x) 0.9795 Loss_D: 0.0244\n",
      "===> Epoch[18](4/562): D(x) 0.9800 Loss_D: 0.0259\n",
      "===> Epoch[18](5/562): D(x) 0.9793 Loss_D: 0.0253\n",
      "===> Epoch[18](6/562): D(x) 0.9677 Loss_D: 0.0367\n",
      "===> Epoch[18](7/562): D(x) 0.9620 Loss_D: 0.0412\n",
      "===> Epoch[18](8/562): D(x) 0.9332 Loss_D: 0.0717\n",
      "===> Epoch[18](9/562): D(x) 0.9770 Loss_D: 0.0274\n",
      "===> Epoch[18](10/562): D(x) 0.9854 Loss_D: 0.0203\n",
      "===> Epoch[18](11/562): D(x) 0.9725 Loss_D: 0.0333\n",
      "===> Epoch[18](12/562): D(x) 0.9780 Loss_D: 0.0287\n",
      "===> Epoch[18](13/562): D(x) 0.9667 Loss_D: 0.0381\n",
      "===> Epoch[18](14/562): D(x) 0.9545 Loss_D: 0.0510\n",
      "===> Epoch[18](15/562): D(x) 0.9692 Loss_D: 0.0351\n",
      "===> Epoch[18](16/562): D(x) 0.9850 Loss_D: 0.0198\n",
      "===> Epoch[18](17/562): D(x) 0.9756 Loss_D: 0.0299\n",
      "===> Epoch[18](18/562): D(x) 0.9765 Loss_D: 0.0273\n",
      "===> Epoch[18](19/562): D(x) 0.9759 Loss_D: 0.0308\n",
      "===> Epoch[18](20/562): D(x) 0.9620 Loss_D: 0.0430\n",
      "===> Epoch[18](21/562): D(x) 0.9551 Loss_D: 0.0507\n",
      "===> Epoch[18](22/562): D(x) 0.9523 Loss_D: 0.0528\n",
      "===> Epoch[18](23/562): D(x) 0.9143 Loss_D: 0.0905\n",
      "===> Epoch[18](24/562): D(x) 0.9514 Loss_D: 0.0526\n",
      "===> Epoch[18](25/562): D(x) 0.9272 Loss_D: 0.0782\n",
      "===> Epoch[18](26/562): D(x) 0.9816 Loss_D: 0.0232\n",
      "===> Epoch[18](27/562): D(x) 0.9788 Loss_D: 0.0281\n",
      "===> Epoch[18](28/562): D(x) 0.9571 Loss_D: 0.0508\n",
      "===> Epoch[18](29/562): D(x) 0.9819 Loss_D: 0.0228\n",
      "===> Epoch[18](30/562): D(x) 0.9771 Loss_D: 0.0288\n",
      "===> Epoch[18](31/562): D(x) 0.9743 Loss_D: 0.0347\n",
      "===> Epoch[18](32/562): D(x) 0.9751 Loss_D: 0.0283\n",
      "===> Epoch[18](33/562): D(x) 0.9486 Loss_D: 0.0591\n",
      "===> Epoch[18](34/562): D(x) 0.9874 Loss_D: 0.0159\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[18](35/562): D(x) 0.9825 Loss_D: 0.0216\n",
      "===> Epoch[18](36/562): D(x) 0.9659 Loss_D: 0.0391\n",
      "===> Epoch[18](37/562): D(x) 0.9762 Loss_D: 0.0270\n",
      "===> Epoch[18](38/562): D(x) 0.9304 Loss_D: 0.0758\n",
      "===> Epoch[18](39/562): D(x) 0.9650 Loss_D: 0.0383\n",
      "===> Epoch[18](40/562): D(x) 0.9851 Loss_D: 0.0225\n",
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      "===> Epoch[18](42/562): D(x) 0.9431 Loss_D: 0.0633\n",
      "===> Epoch[18](43/562): D(x) 0.9856 Loss_D: 0.0181\n",
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      "===> Epoch[18](49/562): D(x) 0.9697 Loss_D: 0.0335\n",
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      "===> Epoch[18](71/562): D(x) 0.9816 Loss_D: 0.0245\n",
      "===> Epoch[18](72/562): D(x) 0.9929 Loss_D: 0.0143\n",
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      "===> Epoch[18](75/562): D(x) 0.9598 Loss_D: 0.0490\n",
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      "===> Epoch[18](78/562): D(x) 0.9842 Loss_D: 0.0221\n",
      "===> Epoch[18](79/562): D(x) 0.9840 Loss_D: 0.0256\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[18](194/562): D(x) 0.9635 Loss_D: 0.0430\n",
      "===> Epoch[18](195/562): D(x) 0.9639 Loss_D: 0.0408\n",
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      "===> Epoch[18](255/562): D(x) 0.9727 Loss_D: 0.0322\n",
      "===> Epoch[18](256/562): D(x) 0.9744 Loss_D: 0.0321\n",
      "===> Epoch[18](257/562): D(x) 0.9695 Loss_D: 0.0339\n",
      "===> Epoch[18](258/562): D(x) 0.9718 Loss_D: 0.0330\n",
      "===> Epoch[18](259/562): D(x) 0.9749 Loss_D: 0.0316\n",
      "===> Epoch[18](260/562): D(x) 0.9531 Loss_D: 0.0503\n",
      "===> Epoch[18](261/562): D(x) 0.9899 Loss_D: 0.0162\n",
      "===> Epoch[18](262/562): D(x) 0.9672 Loss_D: 0.0372\n",
      "===> Epoch[18](263/562): D(x) 0.9806 Loss_D: 0.0239\n",
      "===> Epoch[18](264/562): D(x) 0.9614 Loss_D: 0.0481\n",
      "===> Epoch[18](265/562): D(x) 0.9812 Loss_D: 0.0251\n",
      "===> Epoch[18](266/562): D(x) 0.9754 Loss_D: 0.0309\n",
      "===> Epoch[18](267/562): D(x) 0.9867 Loss_D: 0.0187\n",
      "===> Epoch[18](268/562): D(x) 0.9643 Loss_D: 0.0409\n",
      "===> Epoch[18](269/562): D(x) 0.9671 Loss_D: 0.0409\n",
      "===> Epoch[18](270/562): D(x) 0.9841 Loss_D: 0.0211\n",
      "===> Epoch[18](271/562): D(x) 0.9714 Loss_D: 0.0333\n",
      "===> Epoch[18](272/562): D(x) 0.9542 Loss_D: 0.0500\n",
      "===> Epoch[18](273/562): D(x) 0.9316 Loss_D: 0.0740\n",
      "===> Epoch[18](274/562): D(x) 0.9531 Loss_D: 0.0519\n",
      "===> Epoch[18](275/562): D(x) 0.9439 Loss_D: 0.0615\n",
      "===> Epoch[18](276/562): D(x) 0.9544 Loss_D: 0.0519\n",
      "===> Epoch[18](277/562): D(x) 0.9785 Loss_D: 0.0282\n",
      "===> Epoch[18](278/562): D(x) 0.9637 Loss_D: 0.0419\n",
      "===> Epoch[18](279/562): D(x) 0.9609 Loss_D: 0.0450\n",
      "===> Epoch[18](280/562): D(x) 0.9424 Loss_D: 0.0611\n",
      "===> Epoch[18](281/562): D(x) 0.9515 Loss_D: 0.0529\n",
      "===> Epoch[18](282/562): D(x) 0.9226 Loss_D: 0.0832\n",
      "===> Epoch[18](283/562): D(x) 0.9797 Loss_D: 0.0290\n",
      "===> Epoch[18](284/562): D(x) 0.9471 Loss_D: 0.0572\n",
      "===> Epoch[18](285/562): D(x) 0.9822 Loss_D: 0.0233\n",
      "===> Epoch[18](286/562): D(x) 0.8867 Loss_D: 0.1212\n",
      "===> Epoch[18](287/562): D(x) 0.9374 Loss_D: 0.0682\n",
      "===> Epoch[18](288/562): D(x) 0.9680 Loss_D: 0.0381\n",
      "===> Epoch[18](289/562): D(x) 0.9520 Loss_D: 0.0523\n",
      "===> Epoch[18](290/562): D(x) 0.9751 Loss_D: 0.0337\n",
      "===> Epoch[18](291/562): D(x) 0.9520 Loss_D: 0.0530\n",
      "===> Epoch[18](292/562): D(x) 0.9654 Loss_D: 0.0400\n",
      "===> Epoch[18](293/562): D(x) 0.9836 Loss_D: 0.0196\n",
      "===> Epoch[18](294/562): D(x) 0.9596 Loss_D: 0.0473\n",
      "===> Epoch[18](295/562): D(x) 0.9694 Loss_D: 0.0355\n",
      "===> Epoch[18](296/562): D(x) 0.9495 Loss_D: 0.0554\n",
      "===> Epoch[18](297/562): D(x) 0.9680 Loss_D: 0.0384\n",
      "===> Epoch[18](298/562): D(x) 0.9582 Loss_D: 0.0485\n",
      "===> Epoch[18](299/562): D(x) 0.9342 Loss_D: 0.0698\n",
      "===> Epoch[18](300/562): D(x) 0.9800 Loss_D: 0.0235\n",
      "===> Epoch[18](301/562): D(x) 0.9766 Loss_D: 0.0286\n",
      "===> Epoch[18](302/562): D(x) 0.9688 Loss_D: 0.0366\n",
      "===> Epoch[18](303/562): D(x) 0.9815 Loss_D: 0.0288\n",
      "===> Epoch[18](304/562): D(x) 0.9542 Loss_D: 0.0500\n",
      "===> Epoch[18](305/562): D(x) 0.9723 Loss_D: 0.0398\n",
      "===> Epoch[18](306/562): D(x) 0.9634 Loss_D: 0.0420\n",
      "===> Epoch[18](307/562): D(x) 0.9643 Loss_D: 0.0523\n",
      "===> Epoch[18](308/562): D(x) 0.9825 Loss_D: 0.0267\n",
      "===> Epoch[18](309/562): D(x) 0.9258 Loss_D: 0.0788\n",
      "===> Epoch[18](310/562): D(x) 0.9257 Loss_D: 0.0805\n",
      "===> Epoch[18](311/562): D(x) 0.9810 Loss_D: 0.0237\n",
      "===> Epoch[18](312/562): D(x) 0.9164 Loss_D: 0.0879\n",
      "===> Epoch[18](313/562): D(x) 0.9872 Loss_D: 0.0252\n",
      "===> Epoch[18](314/562): D(x) 0.9673 Loss_D: 0.0379\n",
      "===> Epoch[18](315/562): D(x) 0.9218 Loss_D: 0.0831\n",
      "===> Epoch[18](316/562): D(x) 0.9543 Loss_D: 0.0498\n",
      "===> Epoch[18](317/562): D(x) 0.9914 Loss_D: 0.0142\n",
      "===> Epoch[18](318/562): D(x) 0.9648 Loss_D: 0.0413\n",
      "===> Epoch[18](319/562): D(x) 0.9551 Loss_D: 0.0521\n",
      "===> Epoch[18](320/562): D(x) 0.9716 Loss_D: 0.0338\n",
      "===> Epoch[18](321/562): D(x) 0.9721 Loss_D: 0.0345\n",
      "===> Epoch[18](322/562): D(x) 0.9511 Loss_D: 0.0526\n",
      "===> Epoch[18](323/562): D(x) 0.9603 Loss_D: 0.0442\n",
      "===> Epoch[18](324/562): D(x) 0.9821 Loss_D: 0.0254\n",
      "===> Epoch[18](325/562): D(x) 0.9335 Loss_D: 0.0710\n",
      "===> Epoch[18](326/562): D(x) 0.9545 Loss_D: 0.0515\n",
      "===> Epoch[18](327/562): D(x) 0.9865 Loss_D: 0.0175\n",
      "===> Epoch[18](328/562): D(x) 0.9844 Loss_D: 0.0207\n",
      "===> Epoch[18](329/562): D(x) 0.9550 Loss_D: 0.0490\n",
      "===> Epoch[18](330/562): D(x) 0.9782 Loss_D: 0.0280\n",
      "===> Epoch[18](331/562): D(x) 0.9729 Loss_D: 0.0320\n",
      "===> Epoch[18](332/562): D(x) 0.9168 Loss_D: 0.0881\n",
      "===> Epoch[18](333/562): D(x) 0.9718 Loss_D: 0.0319\n",
      "===> Epoch[18](334/562): D(x) 0.9387 Loss_D: 0.0660\n",
      "===> Epoch[18](335/562): D(x) 0.9681 Loss_D: 0.0373\n",
      "===> Epoch[18](336/562): D(x) 0.9767 Loss_D: 0.0300\n",
      "===> Epoch[18](337/562): D(x) 0.9725 Loss_D: 0.0324\n",
      "===> Epoch[18](338/562): D(x) 0.9701 Loss_D: 0.0340\n",
      "===> Epoch[18](339/562): D(x) 0.9837 Loss_D: 0.0221\n",
      "===> Epoch[18](340/562): D(x) 0.9613 Loss_D: 0.0434\n",
      "===> Epoch[18](341/562): D(x) 0.9241 Loss_D: 0.0814\n",
      "===> Epoch[18](342/562): D(x) 0.9475 Loss_D: 0.0590\n",
      "===> Epoch[18](343/562): D(x) 0.9851 Loss_D: 0.0198\n",
      "===> Epoch[18](344/562): D(x) 0.9815 Loss_D: 0.0285\n",
      "===> Epoch[18](345/562): D(x) 0.9089 Loss_D: 0.0949\n",
      "===> Epoch[18](346/562): D(x) 0.9486 Loss_D: 0.0554\n",
      "===> Epoch[18](347/562): D(x) 0.9865 Loss_D: 0.0185\n",
      "===> Epoch[18](348/562): D(x) 0.9793 Loss_D: 0.0305\n",
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      "===> Epoch[18](351/562): D(x) 0.9713 Loss_D: 0.0332\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[18](352/562): D(x) 0.9733 Loss_D: 0.0311\n",
      "===> Epoch[18](353/562): D(x) 0.8899 Loss_D: 0.1170\n",
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      "===> Epoch[18](355/562): D(x) 0.9804 Loss_D: 0.0239\n",
      "===> Epoch[18](356/562): D(x) 0.9410 Loss_D: 0.0649\n",
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      "===> Epoch[18](358/562): D(x) 0.9842 Loss_D: 0.0210\n",
      "===> Epoch[18](359/562): D(x) 0.9793 Loss_D: 0.0266\n",
      "===> Epoch[18](360/562): D(x) 0.9425 Loss_D: 0.0614\n",
      "===> Epoch[18](361/562): D(x) 0.9499 Loss_D: 0.0547\n",
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      "===> Epoch[18](363/562): D(x) 0.9401 Loss_D: 0.0663\n",
      "===> Epoch[18](364/562): D(x) 0.8998 Loss_D: 0.1044\n",
      "===> Epoch[18](365/562): D(x) 0.9689 Loss_D: 0.0358\n",
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      "===> Epoch[18](492/562): D(x) 0.9323 Loss_D: 0.0739\n",
      "===> Epoch[18](493/562): D(x) 0.9457 Loss_D: 0.0607\n",
      "===> Epoch[18](494/562): D(x) 0.9788 Loss_D: 0.0252\n",
      "===> Epoch[18](495/562): D(x) 0.9451 Loss_D: 0.0597\n",
      "===> Epoch[18](496/562): D(x) 0.9732 Loss_D: 0.0319\n",
      "===> Epoch[18](497/562): D(x) 0.9639 Loss_D: 0.0426\n",
      "===> Epoch[18](498/562): D(x) 0.9752 Loss_D: 0.0299\n",
      "===> Epoch[18](499/562): D(x) 0.9762 Loss_D: 0.0297\n",
      "===> Epoch[18](500/562): D(x) 0.9655 Loss_D: 0.0428\n",
      "===> Epoch[18](501/562): D(x) 0.9870 Loss_D: 0.0208\n",
      "===> Epoch[18](502/562): D(x) 0.9833 Loss_D: 0.0269\n",
      "===> Epoch[18](503/562): D(x) 0.9225 Loss_D: 0.0819\n",
      "===> Epoch[18](504/562): D(x) 0.9401 Loss_D: 0.0652\n",
      "===> Epoch[18](505/562): D(x) 0.9611 Loss_D: 0.0448\n",
      "===> Epoch[18](506/562): D(x) 0.9784 Loss_D: 0.0277\n",
      "===> Epoch[18](507/562): D(x) 0.9591 Loss_D: 0.0456\n",
      "===> Epoch[18](508/562): D(x) 0.9850 Loss_D: 0.0219\n",
      "===> Epoch[18](509/562): D(x) 0.9851 Loss_D: 0.0228\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Epoch[18](510/562): D(x) 0.9935 Loss_D: 0.0129\n",
      "===> Epoch[18](511/562): D(x) 0.9531 Loss_D: 0.0521\n",
      "===> Epoch[18](512/562): D(x) 0.9892 Loss_D: 0.0162\n",
      "===> Epoch[18](513/562): D(x) 0.9905 Loss_D: 0.0154\n",
      "===> Epoch[18](514/562): D(x) 0.9923 Loss_D: 0.0126\n",
      "===> Epoch[18](515/562): D(x) 0.9776 Loss_D: 0.0335\n",
      "===> Epoch[18](516/562): D(x) 0.9777 Loss_D: 0.0317\n",
      "===> Epoch[18](517/562): D(x) 0.9683 Loss_D: 0.0373\n",
      "===> Epoch[18](518/562): D(x) 0.9492 Loss_D: 0.0580\n",
      "===> Epoch[18](519/562): D(x) 0.9609 Loss_D: 0.0452\n",
      "===> Epoch[18](520/562): D(x) 0.8933 Loss_D: 0.1129\n",
      "===> Epoch[18](521/562): D(x) 0.9638 Loss_D: 0.0411\n",
      "===> Epoch[18](522/562): D(x) 0.9667 Loss_D: 0.0385\n",
      "===> Epoch[18](523/562): D(x) 0.9572 Loss_D: 0.0471\n",
      "===> Epoch[18](524/562): D(x) 0.9888 Loss_D: 0.0155\n",
      "===> Epoch[18](525/562): D(x) 0.9691 Loss_D: 0.0371\n",
      "===> Epoch[18](526/562): D(x) 0.9486 Loss_D: 0.0581\n",
      "===> Epoch[18](527/562): D(x) 0.9734 Loss_D: 0.0331\n",
      "===> Epoch[18](528/562): D(x) 0.9667 Loss_D: 0.0397\n",
      "===> Epoch[18](529/562): D(x) 0.9412 Loss_D: 0.0669\n",
      "===> Epoch[18](530/562): D(x) 0.9871 Loss_D: 0.0178\n",
      "===> Epoch[18](531/562): D(x) 0.9610 Loss_D: 0.0435\n",
      "===> Epoch[18](532/562): D(x) 0.9782 Loss_D: 0.0283\n",
      "===> Epoch[18](533/562): D(x) 0.9828 Loss_D: 0.0273\n",
      "===> Epoch[18](534/562): D(x) 0.9853 Loss_D: 0.0209\n",
      "===> Epoch[18](535/562): D(x) 0.9329 Loss_D: 0.0754\n",
      "===> Epoch[18](536/562): D(x) 0.9640 Loss_D: 0.0412\n",
      "===> Epoch[18](537/562): D(x) 0.9801 Loss_D: 0.0252\n",
      "===> Epoch[18](538/562): D(x) 0.9787 Loss_D: 0.0260\n",
      "===> Epoch[18](539/562): D(x) 0.9453 Loss_D: 0.0591\n",
      "===> Epoch[18](540/562): D(x) 0.9649 Loss_D: 0.0417\n",
      "===> Epoch[18](541/562): D(x) 0.9510 Loss_D: 0.0551\n",
      "===> Epoch[18](542/562): D(x) 0.9803 Loss_D: 0.0253\n",
      "===> Epoch[18](543/562): D(x) 0.9927 Loss_D: 0.0116\n",
      "===> Epoch[18](544/562): D(x) 0.9869 Loss_D: 0.0181\n",
      "===> Epoch[18](545/562): D(x) 0.9412 Loss_D: 0.0642\n",
      "===> Epoch[18](546/562): D(x) 0.9337 Loss_D: 0.0703\n",
      "===> Epoch[18](547/562): D(x) 0.9584 Loss_D: 0.0469\n",
      "===> Epoch[18](548/562): D(x) 0.9644 Loss_D: 0.0406\n",
      "===> Epoch[18](549/562): D(x) 0.9661 Loss_D: 0.0380\n",
      "===> Epoch[18](550/562): D(x) 0.9858 Loss_D: 0.0200\n",
      "===> Epoch[18](551/562): D(x) 0.9737 Loss_D: 0.0316\n",
      "===> Epoch[18](552/562): D(x) 0.9624 Loss_D: 0.0422\n",
      "===> Epoch[18](553/562): D(x) 0.9323 Loss_D: 0.0749\n",
      "===> Epoch[18](554/562): D(x) 0.9645 Loss_D: 0.0397\n",
      "===> Epoch[18](555/562): D(x) 0.9673 Loss_D: 0.0377\n",
      "===> Epoch[18](556/562): D(x) 0.9855 Loss_D: 0.0205\n",
      "===> Epoch[18](557/562): D(x) 0.9504 Loss_D: 0.0542\n",
      "===> Epoch[18](558/562): D(x) 0.9150 Loss_D: 0.0899\n",
      "===> Epoch[18](559/562): D(x) 0.9796 Loss_D: 0.0260\n",
      "===> Epoch[18](560/562): D(x) 0.9803 Loss_D: 0.0251\n",
      "===> Epoch[18](561/562): D(x) 0.9711 Loss_D: 0.0340\n",
      "===> Epoch[18](562/562): D(x) 0.9838 Loss_D: 0.0224\n",
      "[18/18] Loss_D: 0.0425 Loss_G: 0.2670 D(x): 0.9630 D(G(z)): 0.0055 PSNR 26.4621\n"
     ]
    }
   ],
   "source": [
    "#num_epochs = 30\n",
    "\n",
    "for epoch in range(1, 19):\n",
    "    train(epoch)"
   ]
  }
 ],
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