wallpaper-generation-using-GAN-training.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Kabanosk/ml/blob/main/wallpaper-generation-using-GAN-training.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3vYzz48Wwvsk",
        "outputId": "a3c01841-b98e-4f16-b4c5-3ab39c102478"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Random Seed:  999\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<torch._C.Generator at 0x7fc9241ecc30>"
            ]
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "#%matplotlib inline\n",
        "import argparse\n",
        "import os\n",
        "import random\n",
        "import time\n",
        "\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.nn.parallel\n",
        "import torch.backends.cudnn as cudnn\n",
        "import torch.optim as optim\n",
        "import torch.utils.data\n",
        "import torchvision.datasets as dset\n",
        "import torchvision.transforms as transforms\n",
        "import torchvision.utils as vutils\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.animation as animation\n",
        "from IPython.display import HTML\n",
        "import pickle\n",
        "from mpl_toolkits.axes_grid1 import ImageGrid\n",
        "\n",
        "manualSeed = 999\n",
        "print(\"Random Seed: \", manualSeed)\n",
        "random.seed(manualSeed)\n",
        "torch.manual_seed(manualSeed)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sqKTyai-x1jl",
        "outputId": "9455c2a9-1a51-47e8-931d-c798b8f2ebcd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NFnawCC5wvsn"
      },
      "source": [
        "### First we must prepare the data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4EJMo5Sdwvsp"
      },
      "outputs": [],
      "source": [
        "dataroot = \"drive/MyDrive/input\"\n",
        "t = transforms.ToPILImage()\n",
        "\n",
        "workers = 2\n",
        "\n",
        "batch_size = 256\n",
        "\n",
        "image_size = 64\n",
        "\n",
        "nc = 3\n",
        "\n",
        "nz = 100\n",
        "\n",
        "ngf = 64\n",
        "\n",
        "ndf = 64\n",
        "\n",
        "num_epochs = 5000\n",
        "\n",
        "lr = 0.0002\n",
        "\n",
        "beta1 = 0.5\n",
        "\n",
        "ngpu = 1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ABBOOfmswvsq"
      },
      "outputs": [],
      "source": [
        "dataset = dset.ImageFolder(root=dataroot,\n",
        "                           transform=transforms.Compose([\n",
        "                               transforms.Resize(image_size),\n",
        "                               transforms.CenterCrop(image_size),\n",
        "                               transforms.ToTensor(),\n",
        "                               transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)),\n",
        "                           ]))\n",
        "dataloader = torch.utils.data.DataLoader(dataset, batch_size=batch_size,\n",
        "                                         shuffle=True, num_workers=workers)\n",
        "\n",
        "device = torch.device(\"cuda:0\" if (torch.cuda.is_available() and ngpu > 0) else \"cpu\")\n",
        "\n",
        "# real_batch = next(iter(dataloader))\n",
        "# plt.figure(figsize=(8,8))\n",
        "# plt.axis(\"off\")\n",
        "# plt.title(\"Training Images\")\n",
        "# plt.imshow(np.transpose(vutils.make_grid(real_batch[0].to(device)[:64], padding=2, normalize=True).cpu(),(1,2,0)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0CJGPWv3wvsr"
      },
      "source": [
        "### Weight initialization\n",
        "##### From the DCGAN paper (Normal distribution with mean=0, stdev=0.2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1HvVR5_Twvsr"
      },
      "outputs": [],
      "source": [
        "def weights_init(m):\n",
        "    classname = m.__class__.__name__\n",
        "    if classname.find('Conv') != -1:\n",
        "        nn.init.normal_(m.weight.data, 0.0, 0.02)\n",
        "    elif classname.find('BatchNorm') != -1:\n",
        "        nn.init.normal_(m.weight.data, 1.0, 0.02)\n",
        "        nn.init.constant_(m.bias.data, 0)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X1LDC_Ljwvst"
      },
      "source": [
        "### Making a Deep Convolutional Generative Adversarial Network\n",
        "##### Let's start with the Generator model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0kFn5nIwwvst"
      },
      "outputs": [],
      "source": [
        "class Generator(nn.Module):\n",
        "    def __init__(self, ngpu):\n",
        "        super(Generator, self).__init__()\n",
        "        self.ngpu = ngpu\n",
        "        self.main = nn.Sequential(\n",
        "            nn.ConvTranspose2d( nz, ngf * 8, 4, 1, 0, bias=False),\n",
        "            nn.BatchNorm2d(ngf * 8),\n",
        "            nn.ReLU(True),\n",
        "\n",
        "            # nn.ConvTranspose2d(ngf * 8, ngf * 8, 4, 2, 1, bias=False),\n",
        "            # nn.BatchNorm2d(ngf * 4),\n",
        "            # nn.ReLU(True),\n",
        "\n",
        "            # nn.ConvTranspose2d(ngf * 8, ngf * 8, 4, 2, 1, bias=False),\n",
        "            # nn.BatchNorm2d(ngf * 4),\n",
        "            # nn.ReLU(True),\n",
        "\n",
        "            nn.ConvTranspose2d(ngf * 8, ngf * 4, 4, 2, 1, bias=False),\n",
        "            nn.BatchNorm2d(ngf * 4),\n",
        "            nn.ReLU(True),\n",
        "\n",
        "            nn.ConvTranspose2d( ngf * 4, ngf * 2, 4, 2, 1, bias=False),\n",
        "            nn.BatchNorm2d(ngf * 2),\n",
        "            nn.ReLU(True),\n",
        "\n",
        "            nn.ConvTranspose2d( ngf * 2, ngf, 4, 2, 1, bias=False),\n",
        "            nn.BatchNorm2d(ngf),\n",
        "            nn.ReLU(True),\n",
        "\n",
        "            nn.ConvTranspose2d( ngf, nc, 4, 2, 1, bias=False),\n",
        "            nn.Tanh()\n",
        "        )\n",
        "\n",
        "    def forward(self, input):\n",
        "        return self.main(input)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5pHRSjpfwvsu"
      },
      "source": [
        "##### Create the Generator model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ODOfWy4_wvsu",
        "outputId": "f91c40be-7c0f-4fdd-e43b-7ea8a20b9c85"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generator(\n",
            "  (main): Sequential(\n",
            "    (0): ConvTranspose2d(100, 512, kernel_size=(4, 4), stride=(1, 1), bias=False)\n",
            "    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (2): ReLU(inplace=True)\n",
            "    (3): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (5): ReLU(inplace=True)\n",
            "    (6): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (7): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (8): ReLU(inplace=True)\n",
            "    (9): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (10): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (11): ReLU(inplace=True)\n",
            "    (12): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (13): Tanh()\n",
            "  )\n",
            ")\n"
          ]
        }
      ],
      "source": [
        "netG = Generator(ngpu).to(device)\n",
        "\n",
        "if (device.type == 'cuda') and (ngpu > 1):\n",
        "    netG = nn.DataParallel(netG, list(range(ngpu)))\n",
        "\n",
        "netG.apply(weights_init)\n",
        "\n",
        "print(netG)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-vSeHaLwwvsv"
      },
      "source": [
        "##### Then we must make the Discriminator model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4BtbOknPwvsv"
      },
      "outputs": [],
      "source": [
        "class Discriminator(nn.Module):\n",
        "    def __init__(self, ngpu):\n",
        "        super(Discriminator, self).__init__()\n",
        "        self.ngpu = ngpu\n",
        "        self.main = nn.Sequential(\n",
        "            nn.Conv2d(nc, ndf, 4, 2, 1, bias=False),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "\n",
        "            nn.Conv2d(ndf, ndf * 2, 4, 2, 1, bias=False),\n",
        "            nn.BatchNorm2d(ndf * 2),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "            nn.Dropout(0.5),\n",
        "\n",
        "            nn.Conv2d(ndf * 2, ndf * 4, 4, 2, 1, bias=False),\n",
        "            nn.BatchNorm2d(ndf * 4),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "            nn.Dropout(0.5),\n",
        "\n",
        "            nn.Conv2d(ndf * 4, ndf * 8, 4, 2, 1, bias=False),\n",
        "            nn.BatchNorm2d(ndf * 8),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "            nn.Dropout(0.2),\n",
        "\n",
        "            nn.Conv2d(ndf * 8, 1, 4, 1, 0, bias=False),\n",
        "            nn.LeakyReLU(0.1,inplace=True),\n",
        "            nn.Sigmoid()\n",
        "        )\n",
        "\n",
        "    def forward(self, input):\n",
        "        return self.main(input)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yUxWhJaawvsw"
      },
      "source": [
        "##### Let's create it"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pN4AlIt-wvsx",
        "outputId": "63617ed9-6ee1-4e2c-a573-e4930fa8f3e2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Discriminator(\n",
            "  (main): Sequential(\n",
            "    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (1): LeakyReLU(negative_slope=0.2, inplace=True)\n",
            "    (2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (4): LeakyReLU(negative_slope=0.2, inplace=True)\n",
            "    (5): Dropout(p=0.5, inplace=False)\n",
            "    (6): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (7): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (8): LeakyReLU(negative_slope=0.2, inplace=True)\n",
            "    (9): Dropout(p=0.5, inplace=False)\n",
            "    (10): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "    (11): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (12): LeakyReLU(negative_slope=0.2, inplace=True)\n",
            "    (13): Dropout(p=0.2, inplace=False)\n",
            "    (14): Conv2d(512, 1, kernel_size=(4, 4), stride=(1, 1), bias=False)\n",
            "    (15): LeakyReLU(negative_slope=0.1, inplace=True)\n",
            "    (16): Sigmoid()\n",
            "  )\n",
            ")\n"
          ]
        }
      ],
      "source": [
        "netD = Discriminator(ngpu).to(device)\n",
        "\n",
        "if (device.type == 'cuda') and (ngpu > 1):\n",
        "    netD = nn.DataParallel(netD, list(range(ngpu)))\n",
        "\n",
        "netD.apply(weights_init)\n",
        "\n",
        "print(netD)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hMRGRFoMwvsy"
      },
      "source": [
        "### Loss functions and Optimizers\n",
        "##### I will use Binary Cross Entropy loss function and Adam optimizer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "d3ouSDVlwvsy"
      },
      "outputs": [],
      "source": [
        "criterion = nn.BCELoss()\n",
        "\n",
        "fixed_noise = torch.randn(256, nz, 1, 1, device=device)\n",
        "\n",
        "real_label = 1.\n",
        "fake_label = 0."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X8EQ2z5rcrLj"
      },
      "source": [
        "### Get changes from last training\n",
        "##### Getting networks, optimizers and num_of_epochs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LbDZvPPIc2Oh"
      },
      "outputs": [],
      "source": [
        "netG = pickle.load(open('drive/MyDrive/saved_models/d50netG.pkl', 'rb'))\n",
        "netD = pickle.load(open('drive/MyDrive/saved_models/d50netD.pkl', 'rb'))\n",
        "\n",
        "optimizerD = optim.Adam(netD.parameters(), lr=lr, betas=(beta1, 0.999))\n",
        "optimizerG = optim.Adam(netG.parameters(), lr=lr, betas=(beta1, 0.999))\n",
        "\n",
        "with open('drive/MyDrive/saved_models/current_epoch.txt', 'r') as f:\n",
        "    current_epoch = f.read()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oiYxSbtEwvsz"
      },
      "source": [
        "### Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-r7dSV6Swvsz",
        "scrolled": true,
        "outputId": "d2237a47-26be-46be-a2ab-dee868610202"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Starting Training Loop...\n",
            "[2290/5000][0/38]\tLoss_D: 0.1713\tLoss_G: 2.9524\tD(x): 0.99\tD(G(z)): 0.15 \t 188.38 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2290 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2290/5000][5/38]\tLoss_D: 0.1233\tLoss_G: 2.4482\tD(x): 0.96\tD(G(z)): 0.06 \t 3.48 s\n",
            "[2290/5000][10/38]\tLoss_D: 0.1567\tLoss_G: 2.676\tD(x): 0.96\tD(G(z)): 0.1 \t 7.25 s\n",
            "[2290/5000][15/38]\tLoss_D: 0.2781\tLoss_G: 2.1147\tD(x): 1.0\tD(G(z)): 0.23 \t 8.61 s\n",
            "[2290/5000][20/38]\tLoss_D: 0.3319\tLoss_G: 2.0649\tD(x): 1.0\tD(G(z)): 0.23 \t 9.12 s\n",
            "[2290/5000][25/38]\tLoss_D: 0.0788\tLoss_G: 2.5144\tD(x): 0.98\tD(G(z)): 0.05 \t 6.83 s\n",
            "[2290/5000][30/38]\tLoss_D: 0.0771\tLoss_G: 3.1203\tD(x): 0.98\tD(G(z)): 0.05 \t 9.62 s\n",
            "[2290/5000][35/38]\tLoss_D: 0.2501\tLoss_G: 1.8088\tD(x): 0.93\tD(G(z)): 0.14 \t 7.26 s\n",
            "[2291/5000][0/38]\tLoss_D: 0.0705\tLoss_G: 2.2624\tD(x): 1.0\tD(G(z)): 0.06 \t 6.18 s\n",
            "[2291/5000][5/38]\tLoss_D: 0.179\tLoss_G: 1.8633\tD(x): 1.0\tD(G(z)): 0.16 \t 6.15 s\n",
            "[2291/5000][10/38]\tLoss_D: 0.364\tLoss_G: 1.9162\tD(x): 0.82\tD(G(z)): 0.09 \t 10.43 s\n",
            "[2291/5000][15/38]\tLoss_D: 0.0843\tLoss_G: 2.1456\tD(x): 0.99\tD(G(z)): 0.07 \t 7.39 s\n",
            "[2291/5000][20/38]\tLoss_D: 0.1852\tLoss_G: 1.8676\tD(x): 0.95\tD(G(z)): 0.1 \t 9.46 s\n",
            "[2291/5000][25/38]\tLoss_D: 0.1648\tLoss_G: 2.844\tD(x): 0.93\tD(G(z)): 0.06 \t 8.08 s\n",
            "[2291/5000][30/38]\tLoss_D: 0.2075\tLoss_G: 1.8256\tD(x): 0.97\tD(G(z)): 0.15 \t 9.8 s\n",
            "[2291/5000][35/38]\tLoss_D: 0.1547\tLoss_G: 2.9573\tD(x): 1.0\tD(G(z)): 0.13 \t 7.42 s\n",
            "[2292/5000][0/38]\tLoss_D: 0.0566\tLoss_G: 2.5528\tD(x): 1.0\tD(G(z)): 0.05 \t 5.61 s\n",
            "[2292/5000][5/38]\tLoss_D: 0.1079\tLoss_G: 2.7505\tD(x): 1.0\tD(G(z)): 0.1 \t 7.53 s\n",
            "[2292/5000][10/38]\tLoss_D: 0.1976\tLoss_G: 2.3087\tD(x): 1.0\tD(G(z)): 0.17 \t 10.34 s\n",
            "[2292/5000][15/38]\tLoss_D: 0.1892\tLoss_G: 2.7558\tD(x): 0.98\tD(G(z)): 0.15 \t 5.91 s\n",
            "[2292/5000][20/38]\tLoss_D: 0.0887\tLoss_G: 3.0264\tD(x): 0.99\tD(G(z)): 0.06 \t 10.14 s\n",
            "[2292/5000][25/38]\tLoss_D: 0.1247\tLoss_G: 2.7238\tD(x): 0.97\tD(G(z)): 0.07 \t 6.14 s\n",
            "[2292/5000][30/38]\tLoss_D: 0.2646\tLoss_G: 1.4789\tD(x): 0.89\tD(G(z)): 0.11 \t 10.25 s\n",
            "[2292/5000][35/38]\tLoss_D: 1.1893\tLoss_G: 3.6978\tD(x): 0.94\tD(G(z)): 0.42 \t 6.55 s\n",
            "[2293/5000][0/38]\tLoss_D: 0.9066\tLoss_G: 1.5327\tD(x): 0.56\tD(G(z)): 0.1 \t 6.36 s\n",
            "[2293/5000][5/38]\tLoss_D: 0.2516\tLoss_G: 2.5209\tD(x): 0.89\tD(G(z)): 0.08 \t 6.07 s\n",
            "[2293/5000][10/38]\tLoss_D: 0.1722\tLoss_G: 2.0897\tD(x): 0.99\tD(G(z)): 0.14 \t 10.1 s\n",
            "[2293/5000][15/38]\tLoss_D: 0.1448\tLoss_G: 1.988\tD(x): 1.0\tD(G(z)): 0.13 \t 6.98 s\n",
            "[2293/5000][20/38]\tLoss_D: 0.2773\tLoss_G: 2.2278\tD(x): 0.86\tD(G(z)): 0.06 \t 9.04 s\n",
            "[2293/5000][25/38]\tLoss_D: 0.2045\tLoss_G: 1.6938\tD(x): 0.97\tD(G(z)): 0.14 \t 7.72 s\n",
            "[2293/5000][30/38]\tLoss_D: 0.3419\tLoss_G: 2.7583\tD(x): 1.0\tD(G(z)): 0.26 \t 8.21 s\n",
            "[2293/5000][35/38]\tLoss_D: 0.1783\tLoss_G: 2.4549\tD(x): 1.0\tD(G(z)): 0.16 \t 7.66 s\n",
            "[2294/5000][0/38]\tLoss_D: 0.1048\tLoss_G: 2.438\tD(x): 0.99\tD(G(z)): 0.08 \t 5.22 s\n",
            "[2294/5000][5/38]\tLoss_D: 0.0499\tLoss_G: 2.0792\tD(x): 1.0\tD(G(z)): 0.04 \t 7.77 s\n",
            "[2294/5000][10/38]\tLoss_D: 0.1141\tLoss_G: 2.4766\tD(x): 0.98\tD(G(z)): 0.09 \t 8.37 s\n",
            "[2294/5000][15/38]\tLoss_D: 0.2077\tLoss_G: 1.7185\tD(x): 0.99\tD(G(z)): 0.17 \t 7.54 s\n",
            "[2294/5000][20/38]\tLoss_D: 0.1315\tLoss_G: 2.0881\tD(x): 0.99\tD(G(z)): 0.1 \t 10.12 s\n",
            "[2294/5000][25/38]\tLoss_D: 0.1899\tLoss_G: 1.8621\tD(x): 1.0\tD(G(z)): 0.17 \t 6.09 s\n",
            "[2294/5000][30/38]\tLoss_D: 0.3143\tLoss_G: 1.9032\tD(x): 0.99\tD(G(z)): 0.23 \t 10.07 s\n",
            "[2294/5000][35/38]\tLoss_D: 0.1395\tLoss_G: 1.2809\tD(x): 0.99\tD(G(z)): 0.12 \t 6.02 s\n",
            "[2295/5000][0/38]\tLoss_D: 0.1214\tLoss_G: 2.1165\tD(x): 1.0\tD(G(z)): 0.11 \t 6.85 s\n",
            "[2295/5000][5/38]\tLoss_D: 0.1844\tLoss_G: 2.4803\tD(x): 1.0\tD(G(z)): 0.15 \t 6.01 s\n",
            "[2295/5000][10/38]\tLoss_D: 0.3055\tLoss_G: 1.6654\tD(x): 0.86\tD(G(z)): 0.1 \t 9.8 s\n",
            "[2295/5000][15/38]\tLoss_D: 0.1319\tLoss_G: 2.3094\tD(x): 0.96\tD(G(z)): 0.07 \t 5.98 s\n",
            "[2295/5000][20/38]\tLoss_D: 0.8241\tLoss_G: 2.9816\tD(x): 0.52\tD(G(z)): 0.03 \t 10.11 s\n",
            "[2295/5000][25/38]\tLoss_D: 0.8965\tLoss_G: 2.5438\tD(x): 0.49\tD(G(z)): 0.04 \t 5.91 s\n",
            "[2295/5000][30/38]\tLoss_D: 0.1787\tLoss_G: 2.7554\tD(x): 0.97\tD(G(z)): 0.12 \t 9.96 s\n",
            "[2295/5000][35/38]\tLoss_D: 0.3509\tLoss_G: 1.6195\tD(x): 1.0\tD(G(z)): 0.25 \t 8.05 s\n",
            "[2296/5000][0/38]\tLoss_D: 0.1209\tLoss_G: 2.8046\tD(x): 0.94\tD(G(z)): 0.03 \t 4.97 s\n",
            "[2296/5000][5/38]\tLoss_D: 0.1114\tLoss_G: 2.7783\tD(x): 0.99\tD(G(z)): 0.09 \t 6.51 s\n",
            "[2296/5000][10/38]\tLoss_D: 0.1387\tLoss_G: 2.5072\tD(x): 1.0\tD(G(z)): 0.12 \t 9.56 s\n",
            "[2296/5000][15/38]\tLoss_D: 0.1433\tLoss_G: 2.2576\tD(x): 0.97\tD(G(z)): 0.1 \t 7.86 s\n",
            "[2296/5000][20/38]\tLoss_D: 0.1268\tLoss_G: 1.9673\tD(x): 0.99\tD(G(z)): 0.11 \t 8.24 s\n",
            "[2296/5000][25/38]\tLoss_D: 0.2384\tLoss_G: 2.5892\tD(x): 0.99\tD(G(z)): 0.17 \t 7.67 s\n",
            "[2296/5000][30/38]\tLoss_D: 0.383\tLoss_G: 1.7762\tD(x): 0.8\tD(G(z)): 0.08 \t 8.74 s\n",
            "[2296/5000][35/38]\tLoss_D: 0.2041\tLoss_G: 2.0789\tD(x): 0.92\tD(G(z)): 0.08 \t 7.17 s\n",
            "[2297/5000][0/38]\tLoss_D: 0.1117\tLoss_G: 2.5679\tD(x): 0.99\tD(G(z)): 0.1 \t 5.19 s\n",
            "[2297/5000][5/38]\tLoss_D: 0.1597\tLoss_G: 3.2214\tD(x): 1.0\tD(G(z)): 0.11 \t 7.65 s\n",
            "[2297/5000][10/38]\tLoss_D: 0.1864\tLoss_G: 2.0015\tD(x): 0.97\tD(G(z)): 0.13 \t 9.04 s\n",
            "[2297/5000][15/38]\tLoss_D: 0.6539\tLoss_G: 1.8962\tD(x): 0.62\tD(G(z)): 0.06 \t 6.86 s\n",
            "[2297/5000][20/38]\tLoss_D: 0.1336\tLoss_G: 1.9055\tD(x): 1.0\tD(G(z)): 0.12 \t 9.92 s\n",
            "[2297/5000][25/38]\tLoss_D: 0.1428\tLoss_G: 2.1231\tD(x): 1.0\tD(G(z)): 0.12 \t 6.09 s\n",
            "[2297/5000][30/38]\tLoss_D: 0.184\tLoss_G: 2.1297\tD(x): 1.0\tD(G(z)): 0.14 \t 10.19 s\n",
            "[2297/5000][35/38]\tLoss_D: 0.1031\tLoss_G: 1.8111\tD(x): 1.0\tD(G(z)): 0.09 \t 6.14 s\n",
            "[2298/5000][0/38]\tLoss_D: 0.1447\tLoss_G: 1.4664\tD(x): 0.95\tD(G(z)): 0.06 \t 6.56 s\n",
            "[2298/5000][5/38]\tLoss_D: 0.1118\tLoss_G: 2.5212\tD(x): 0.99\tD(G(z)): 0.09 \t 6.03 s\n",
            "[2298/5000][10/38]\tLoss_D: 0.1075\tLoss_G: 2.4016\tD(x): 0.99\tD(G(z)): 0.09 \t 10.16 s\n",
            "[2298/5000][15/38]\tLoss_D: 0.11\tLoss_G: 2.4025\tD(x): 0.98\tD(G(z)): 0.08 \t 5.91 s\n",
            "[2298/5000][20/38]\tLoss_D: 0.1915\tLoss_G: 1.6309\tD(x): 0.98\tD(G(z)): 0.15 \t 10.05 s\n",
            "[2298/5000][25/38]\tLoss_D: 0.25\tLoss_G: 2.1943\tD(x): 0.98\tD(G(z)): 0.16 \t 7.4 s\n",
            "[2298/5000][30/38]\tLoss_D: 0.08\tLoss_G: 2.7808\tD(x): 0.99\tD(G(z)): 0.06 \t 9.6 s\n",
            "[2298/5000][35/38]\tLoss_D: 0.2103\tLoss_G: 2.868\tD(x): 0.93\tD(G(z)): 0.09 \t 7.96 s\n",
            "[2299/5000][0/38]\tLoss_D: 0.3242\tLoss_G: 1.6612\tD(x): 0.97\tD(G(z)): 0.19 \t 5.18 s\n",
            "[2299/5000][5/38]\tLoss_D: 0.219\tLoss_G: 1.5779\tD(x): 1.0\tD(G(z)): 0.19 \t 8.3 s\n",
            "[2299/5000][10/38]\tLoss_D: 0.1347\tLoss_G: 2.4997\tD(x): 0.98\tD(G(z)): 0.1 \t 8.78 s\n",
            "[2299/5000][15/38]\tLoss_D: 0.157\tLoss_G: 1.831\tD(x): 1.0\tD(G(z)): 0.14 \t 8.26 s\n",
            "[2299/5000][20/38]\tLoss_D: 0.2107\tLoss_G: 2.3681\tD(x): 1.0\tD(G(z)): 0.18 \t 9.98 s\n",
            "[2299/5000][25/38]\tLoss_D: 0.1186\tLoss_G: 2.5467\tD(x): 0.96\tD(G(z)): 0.06 \t 6.27 s\n",
            "[2299/5000][30/38]\tLoss_D: 0.3859\tLoss_G: 2.0459\tD(x): 1.0\tD(G(z)): 0.28 \t 10.16 s\n",
            "[2299/5000][35/38]\tLoss_D: 0.1925\tLoss_G: 1.8543\tD(x): 1.0\tD(G(z)): 0.15 \t 6.33 s\n",
            "[2300/5000][0/38]\tLoss_D: 0.1074\tLoss_G: 2.3513\tD(x): 0.99\tD(G(z)): 0.08 \t 6.85 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2300 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2300/5000][5/38]\tLoss_D: 0.0924\tLoss_G: 2.0859\tD(x): 0.99\tD(G(z)): 0.08 \t 6.36 s\n",
            "[2300/5000][10/38]\tLoss_D: 0.1167\tLoss_G: 1.5319\tD(x): 0.98\tD(G(z)): 0.09 \t 10.6 s\n",
            "[2300/5000][15/38]\tLoss_D: 0.212\tLoss_G: 3.1222\tD(x): 1.0\tD(G(z)): 0.18 \t 6.12 s\n",
            "[2300/5000][20/38]\tLoss_D: 0.267\tLoss_G: 2.3066\tD(x): 0.96\tD(G(z)): 0.16 \t 10.58 s\n",
            "[2300/5000][25/38]\tLoss_D: 0.2113\tLoss_G: 2.1769\tD(x): 0.95\tD(G(z)): 0.12 \t 7.68 s\n",
            "[2300/5000][30/38]\tLoss_D: 0.0974\tLoss_G: 1.9365\tD(x): 1.0\tD(G(z)): 0.09 \t 8.75 s\n",
            "[2300/5000][35/38]\tLoss_D: 0.1878\tLoss_G: 2.5968\tD(x): 0.98\tD(G(z)): 0.14 \t 8.0 s\n",
            "[2301/5000][0/38]\tLoss_D: 0.1906\tLoss_G: 2.6091\tD(x): 0.91\tD(G(z)): 0.06 \t 5.09 s\n",
            "[2301/5000][5/38]\tLoss_D: 0.112\tLoss_G: 1.9589\tD(x): 1.0\tD(G(z)): 0.1 \t 7.98 s\n",
            "[2301/5000][10/38]\tLoss_D: 0.0943\tLoss_G: 2.8487\tD(x): 1.0\tD(G(z)): 0.09 \t 8.77 s\n",
            "[2301/5000][15/38]\tLoss_D: 0.1686\tLoss_G: 1.9177\tD(x): 1.0\tD(G(z)): 0.14 \t 7.79 s\n",
            "[2301/5000][20/38]\tLoss_D: 0.1617\tLoss_G: 2.059\tD(x): 1.0\tD(G(z)): 0.14 \t 10.18 s\n",
            "[2301/5000][25/38]\tLoss_D: 0.2559\tLoss_G: 2.4179\tD(x): 0.95\tD(G(z)): 0.16 \t 6.21 s\n",
            "[2301/5000][30/38]\tLoss_D: 0.1759\tLoss_G: 2.2285\tD(x): 0.95\tD(G(z)): 0.1 \t 10.09 s\n",
            "[2301/5000][35/38]\tLoss_D: 0.4678\tLoss_G: 1.2859\tD(x): 0.72\tD(G(z)): 0.05 \t 6.07 s\n",
            "[2302/5000][0/38]\tLoss_D: 0.4147\tLoss_G: 2.9044\tD(x): 0.99\tD(G(z)): 0.28 \t 6.91 s\n",
            "[2302/5000][5/38]\tLoss_D: 0.2364\tLoss_G: 2.7972\tD(x): 0.99\tD(G(z)): 0.19 \t 6.0 s\n",
            "[2302/5000][10/38]\tLoss_D: 0.0778\tLoss_G: 2.0816\tD(x): 1.0\tD(G(z)): 0.07 \t 10.34 s\n",
            "[2302/5000][15/38]\tLoss_D: 0.1035\tLoss_G: 1.6765\tD(x): 0.97\tD(G(z)): 0.06 \t 6.17 s\n",
            "[2302/5000][20/38]\tLoss_D: 0.2247\tLoss_G: 1.8122\tD(x): 0.92\tD(G(z)): 0.11 \t 10.2 s\n",
            "[2302/5000][25/38]\tLoss_D: 0.1482\tLoss_G: 2.0238\tD(x): 0.96\tD(G(z)): 0.09 \t 6.93 s\n",
            "[2302/5000][30/38]\tLoss_D: 0.3105\tLoss_G: 1.8624\tD(x): 0.86\tD(G(z)): 0.1 \t 9.41 s\n",
            "[2302/5000][35/38]\tLoss_D: 0.1335\tLoss_G: 2.146\tD(x): 0.99\tD(G(z)): 0.11 \t 7.73 s\n",
            "[2303/5000][0/38]\tLoss_D: 0.113\tLoss_G: 2.5987\tD(x): 1.0\tD(G(z)): 0.1 \t 5.14 s\n",
            "[2303/5000][5/38]\tLoss_D: 0.1129\tLoss_G: 1.7703\tD(x): 1.0\tD(G(z)): 0.1 \t 7.56 s\n",
            "[2303/5000][10/38]\tLoss_D: 0.2783\tLoss_G: 1.694\tD(x): 0.88\tD(G(z)): 0.1 \t 8.67 s\n",
            "[2303/5000][15/38]\tLoss_D: 0.2069\tLoss_G: 2.3603\tD(x): 1.0\tD(G(z)): 0.18 \t 7.76 s\n",
            "[2303/5000][20/38]\tLoss_D: 0.1693\tLoss_G: 1.7732\tD(x): 0.99\tD(G(z)): 0.14 \t 8.56 s\n",
            "[2303/5000][25/38]\tLoss_D: 0.1146\tLoss_G: 2.067\tD(x): 1.0\tD(G(z)): 0.11 \t 7.67 s\n",
            "[2303/5000][30/38]\tLoss_D: 0.0555\tLoss_G: 2.5326\tD(x): 1.0\tD(G(z)): 0.05 \t 10.24 s\n",
            "[2303/5000][35/38]\tLoss_D: 0.2072\tLoss_G: 2.0754\tD(x): 0.93\tD(G(z)): 0.1 \t 6.02 s\n",
            "[2304/5000][0/38]\tLoss_D: 0.2226\tLoss_G: 3.0234\tD(x): 0.9\tD(G(z)): 0.08 \t 6.25 s\n",
            "[2304/5000][5/38]\tLoss_D: 0.1262\tLoss_G: 1.8518\tD(x): 0.99\tD(G(z)): 0.1 \t 6.78 s\n",
            "[2304/5000][10/38]\tLoss_D: 0.1827\tLoss_G: 1.613\tD(x): 0.94\tD(G(z)): 0.09 \t 10.25 s\n",
            "[2304/5000][15/38]\tLoss_D: 0.226\tLoss_G: 2.2102\tD(x): 1.0\tD(G(z)): 0.17 \t 5.9 s\n",
            "[2304/5000][20/38]\tLoss_D: 0.1684\tLoss_G: 2.1986\tD(x): 1.0\tD(G(z)): 0.15 \t 10.3 s\n",
            "[2304/5000][25/38]\tLoss_D: 0.8637\tLoss_G: 2.191\tD(x): 1.0\tD(G(z)): 0.29 \t 6.05 s\n",
            "[2304/5000][30/38]\tLoss_D: 0.0761\tLoss_G: 2.0124\tD(x): 0.98\tD(G(z)): 0.05 \t 10.29 s\n",
            "[2304/5000][35/38]\tLoss_D: 0.1978\tLoss_G: 1.5379\tD(x): 1.0\tD(G(z)): 0.17 \t 7.11 s\n",
            "[2305/5000][0/38]\tLoss_D: 0.2109\tLoss_G: 2.0882\tD(x): 0.89\tD(G(z)): 0.06 \t 5.76 s\n",
            "[2305/5000][5/38]\tLoss_D: 0.0975\tLoss_G: 1.8361\tD(x): 1.0\tD(G(z)): 0.09 \t 6.03 s\n",
            "[2305/5000][10/38]\tLoss_D: 0.2352\tLoss_G: 1.6677\tD(x): 0.97\tD(G(z)): 0.17 \t 10.14 s\n",
            "[2305/5000][15/38]\tLoss_D: 0.1908\tLoss_G: 1.8634\tD(x): 0.95\tD(G(z)): 0.1 \t 7.68 s\n",
            "[2305/5000][20/38]\tLoss_D: 0.1335\tLoss_G: 2.776\tD(x): 0.96\tD(G(z)): 0.08 \t 8.47 s\n",
            "[2305/5000][25/38]\tLoss_D: 0.1434\tLoss_G: 2.4372\tD(x): 1.0\tD(G(z)): 0.13 \t 7.86 s\n",
            "[2305/5000][30/38]\tLoss_D: 0.1627\tLoss_G: 2.4202\tD(x): 1.0\tD(G(z)): 0.13 \t 8.64 s\n",
            "[2305/5000][35/38]\tLoss_D: 0.1612\tLoss_G: 1.4889\tD(x): 0.99\tD(G(z)): 0.13 \t 7.63 s\n",
            "[2306/5000][0/38]\tLoss_D: 0.0961\tLoss_G: 3.0895\tD(x): 1.0\tD(G(z)): 0.08 \t 5.14 s\n",
            "[2306/5000][5/38]\tLoss_D: 0.0854\tLoss_G: 2.1957\tD(x): 1.0\tD(G(z)): 0.08 \t 7.95 s\n",
            "[2306/5000][10/38]\tLoss_D: 0.3315\tLoss_G: 1.8859\tD(x): 0.81\tD(G(z)): 0.06 \t 9.6 s\n",
            "[2306/5000][15/38]\tLoss_D: 0.1924\tLoss_G: 2.7097\tD(x): 0.92\tD(G(z)): 0.07 \t 6.67 s\n",
            "[2306/5000][20/38]\tLoss_D: 0.0779\tLoss_G: 2.4152\tD(x): 1.0\tD(G(z)): 0.07 \t 10.25 s\n",
            "[2306/5000][25/38]\tLoss_D: 0.1853\tLoss_G: 1.4645\tD(x): 1.0\tD(G(z)): 0.16 \t 6.24 s\n",
            "[2306/5000][30/38]\tLoss_D: 0.152\tLoss_G: 2.6501\tD(x): 1.0\tD(G(z)): 0.13 \t 10.2 s\n",
            "[2306/5000][35/38]\tLoss_D: 0.1915\tLoss_G: 1.9659\tD(x): 1.0\tD(G(z)): 0.17 \t 6.14 s\n",
            "[2307/5000][0/38]\tLoss_D: 0.2778\tLoss_G: 1.8857\tD(x): 0.85\tD(G(z)): 0.06 \t 6.62 s\n",
            "[2307/5000][5/38]\tLoss_D: 0.2744\tLoss_G: 1.9647\tD(x): 0.85\tD(G(z)): 0.05 \t 6.18 s\n",
            "[2307/5000][10/38]\tLoss_D: 0.092\tLoss_G: 2.5924\tD(x): 0.99\tD(G(z)): 0.07 \t 10.19 s\n",
            "[2307/5000][15/38]\tLoss_D: 0.08\tLoss_G: 2.6194\tD(x): 1.0\tD(G(z)): 0.08 \t 5.96 s\n",
            "[2307/5000][20/38]\tLoss_D: 0.1927\tLoss_G: 1.8243\tD(x): 0.99\tD(G(z)): 0.15 \t 10.31 s\n",
            "[2307/5000][25/38]\tLoss_D: 0.1246\tLoss_G: 2.5943\tD(x): 0.99\tD(G(z)): 0.1 \t 7.97 s\n",
            "[2307/5000][30/38]\tLoss_D: 0.3937\tLoss_G: 2.094\tD(x): 0.79\tD(G(z)): 0.07 \t 8.53 s\n",
            "[2307/5000][35/38]\tLoss_D: 0.5188\tLoss_G: 1.8791\tD(x): 0.7\tD(G(z)): 0.06 \t 7.88 s\n",
            "[2308/5000][0/38]\tLoss_D: 0.1293\tLoss_G: 2.6336\tD(x): 0.97\tD(G(z)): 0.09 \t 5.22 s\n",
            "[2308/5000][5/38]\tLoss_D: 0.0872\tLoss_G: 2.241\tD(x): 0.99\tD(G(z)): 0.06 \t 7.95 s\n",
            "[2308/5000][10/38]\tLoss_D: 1.1684\tLoss_G: 6.1398\tD(x): 0.98\tD(G(z)): 0.47 \t 9.21 s\n",
            "[2308/5000][15/38]\tLoss_D: 1.215\tLoss_G: 2.521\tD(x): 0.37\tD(G(z)): 0.03 \t 7.32 s\n",
            "[2308/5000][20/38]\tLoss_D: 1.2203\tLoss_G: 0.0283\tD(x): 0.47\tD(G(z)): 0.22 \t 10.33 s\n",
            "[2308/5000][25/38]\tLoss_D: 1.8191\tLoss_G: 1.692\tD(x): 0.57\tD(G(z)): 0.29 \t 5.94 s\n",
            "[2308/5000][30/38]\tLoss_D: 8.6679\tLoss_G: 5.3792\tD(x): 0.87\tD(G(z)): 0.6 \t 10.2 s\n",
            "[2308/5000][35/38]\tLoss_D: 1.5678\tLoss_G: 1.2712\tD(x): 0.67\tD(G(z)): 0.32 \t 6.06 s\n",
            "[2309/5000][0/38]\tLoss_D: 1.1477\tLoss_G: 1.1737\tD(x): 0.52\tD(G(z)): 0.24 \t 6.64 s\n",
            "[2309/5000][5/38]\tLoss_D: 0.4943\tLoss_G: 1.5087\tD(x): 0.98\tD(G(z)): 0.28 \t 6.11 s\n",
            "[2309/5000][10/38]\tLoss_D: 0.6047\tLoss_G: 1.5843\tD(x): 0.75\tD(G(z)): 0.19 \t 10.29 s\n",
            "[2309/5000][15/38]\tLoss_D: 0.6225\tLoss_G: 0.9255\tD(x): 0.7\tD(G(z)): 0.14 \t 6.34 s\n",
            "[2309/5000][20/38]\tLoss_D: 0.3338\tLoss_G: 1.9052\tD(x): 0.97\tD(G(z)): 0.23 \t 10.79 s\n",
            "[2309/5000][25/38]\tLoss_D: 4.8833\tLoss_G: 6.7108\tD(x): 0.87\tD(G(z)): 0.7 \t 8.1 s\n",
            "[2309/5000][30/38]\tLoss_D: 2.3099\tLoss_G: 1.2195\tD(x): 0.73\tD(G(z)): 0.36 \t 8.57 s\n",
            "[2309/5000][35/38]\tLoss_D: 1.1497\tLoss_G: 2.1648\tD(x): 0.65\tD(G(z)): 0.34 \t 7.71 s\n",
            "[2310/5000][0/38]\tLoss_D: 0.6282\tLoss_G: 1.2938\tD(x): 0.69\tD(G(z)): 0.13 \t 5.17 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2310 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2310/5000][5/38]\tLoss_D: 0.647\tLoss_G: 1.1004\tD(x): 0.75\tD(G(z)): 0.2 \t 7.95 s\n",
            "[2310/5000][10/38]\tLoss_D: 0.4915\tLoss_G: 1.5563\tD(x): 0.92\tD(G(z)): 0.26 \t 8.43 s\n",
            "[2310/5000][15/38]\tLoss_D: 0.4691\tLoss_G: 2.0509\tD(x): 0.75\tD(G(z)): 0.08 \t 8.13 s\n",
            "[2310/5000][20/38]\tLoss_D: 2.3066\tLoss_G: 1.5251\tD(x): 0.15\tD(G(z)): 0.04 \t 9.23 s\n",
            "[2310/5000][25/38]\tLoss_D: 0.7453\tLoss_G: 1.6843\tD(x): 0.64\tD(G(z)): 0.1 \t 7.36 s\n",
            "[2310/5000][30/38]\tLoss_D: 0.3601\tLoss_G: 2.0239\tD(x): 0.87\tD(G(z)): 0.15 \t 9.68 s\n",
            "[2310/5000][35/38]\tLoss_D: 0.5561\tLoss_G: 2.5512\tD(x): 0.89\tD(G(z)): 0.24 \t 6.64 s\n",
            "[2311/5000][0/38]\tLoss_D: 0.1821\tLoss_G: 0.9441\tD(x): 0.99\tD(G(z)): 0.15 \t 6.67 s\n",
            "[2311/5000][5/38]\tLoss_D: 1.4488\tLoss_G: 1.1335\tD(x): 0.35\tD(G(z)): 0.1 \t 6.08 s\n",
            "[2311/5000][10/38]\tLoss_D: 0.5278\tLoss_G: 1.9465\tD(x): 0.91\tD(G(z)): 0.26 \t 9.96 s\n",
            "[2311/5000][15/38]\tLoss_D: 0.1558\tLoss_G: 2.2158\tD(x): 0.97\tD(G(z)): 0.11 \t 6.32 s\n",
            "[2311/5000][20/38]\tLoss_D: 0.2441\tLoss_G: 3.4505\tD(x): 0.87\tD(G(z)): 0.05 \t 9.98 s\n",
            "[2311/5000][25/38]\tLoss_D: 0.2414\tLoss_G: 1.9185\tD(x): 0.98\tD(G(z)): 0.17 \t 6.42 s\n",
            "[2311/5000][30/38]\tLoss_D: 0.3928\tLoss_G: 1.4315\tD(x): 0.82\tD(G(z)): 0.11 \t 9.84 s\n",
            "[2311/5000][35/38]\tLoss_D: 0.2462\tLoss_G: 1.914\tD(x): 0.99\tD(G(z)): 0.19 \t 7.98 s\n",
            "[2312/5000][0/38]\tLoss_D: 0.2033\tLoss_G: 1.5297\tD(x): 0.96\tD(G(z)): 0.13 \t 5.25 s\n",
            "[2312/5000][5/38]\tLoss_D: 0.3295\tLoss_G: 1.575\tD(x): 0.89\tD(G(z)): 0.14 \t 6.85 s\n",
            "[2312/5000][10/38]\tLoss_D: 0.3066\tLoss_G: 1.5471\tD(x): 0.88\tD(G(z)): 0.11 \t 9.18 s\n",
            "[2312/5000][15/38]\tLoss_D: 0.2202\tLoss_G: 1.7475\tD(x): 0.97\tD(G(z)): 0.15 \t 7.85 s\n",
            "[2312/5000][20/38]\tLoss_D: 0.1365\tLoss_G: 2.282\tD(x): 0.99\tD(G(z)): 0.12 \t 8.23 s\n",
            "[2312/5000][25/38]\tLoss_D: 0.1857\tLoss_G: 1.8759\tD(x): 0.97\tD(G(z)): 0.13 \t 7.85 s\n",
            "[2312/5000][30/38]\tLoss_D: 0.1634\tLoss_G: 1.4862\tD(x): 0.99\tD(G(z)): 0.14 \t 9.2 s\n",
            "[2312/5000][35/38]\tLoss_D: 0.167\tLoss_G: 2.1909\tD(x): 0.99\tD(G(z)): 0.13 \t 6.97 s\n",
            "[2313/5000][0/38]\tLoss_D: 0.5391\tLoss_G: 2.4399\tD(x): 0.67\tD(G(z)): 0.04 \t 5.39 s\n",
            "[2313/5000][5/38]\tLoss_D: 0.2656\tLoss_G: 1.5561\tD(x): 0.99\tD(G(z)): 0.21 \t 7.83 s\n",
            "[2313/5000][10/38]\tLoss_D: 0.1881\tLoss_G: 1.4533\tD(x): 0.99\tD(G(z)): 0.15 \t 9.8 s\n",
            "[2313/5000][15/38]\tLoss_D: 0.185\tLoss_G: 1.8602\tD(x): 0.99\tD(G(z)): 0.16 \t 6.13 s\n",
            "[2313/5000][20/38]\tLoss_D: 0.3366\tLoss_G: 1.53\tD(x): 0.89\tD(G(z)): 0.15 \t 10.17 s\n",
            "[2313/5000][25/38]\tLoss_D: 0.0987\tLoss_G: 2.2529\tD(x): 0.96\tD(G(z)): 0.05 \t 6.09 s\n",
            "[2313/5000][30/38]\tLoss_D: 0.0783\tLoss_G: 1.9584\tD(x): 0.99\tD(G(z)): 0.07 \t 9.98 s\n",
            "[2313/5000][35/38]\tLoss_D: 0.2189\tLoss_G: 2.2185\tD(x): 0.99\tD(G(z)): 0.17 \t 6.14 s\n",
            "[2314/5000][0/38]\tLoss_D: 0.2008\tLoss_G: 2.2119\tD(x): 0.96\tD(G(z)): 0.13 \t 6.5 s\n",
            "[2314/5000][5/38]\tLoss_D: 0.2122\tLoss_G: 1.672\tD(x): 0.98\tD(G(z)): 0.16 \t 6.26 s\n",
            "[2314/5000][10/38]\tLoss_D: 0.1149\tLoss_G: 2.5953\tD(x): 0.99\tD(G(z)): 0.1 \t 10.45 s\n",
            "[2314/5000][15/38]\tLoss_D: 0.1782\tLoss_G: 2.0266\tD(x): 0.94\tD(G(z)): 0.09 \t 6.43 s\n",
            "[2314/5000][20/38]\tLoss_D: 0.3048\tLoss_G: 1.9532\tD(x): 0.96\tD(G(z)): 0.2 \t 9.78 s\n",
            "[2314/5000][25/38]\tLoss_D: 0.2408\tLoss_G: 1.9281\tD(x): 0.88\tD(G(z)): 0.07 \t 8.2 s\n",
            "[2314/5000][30/38]\tLoss_D: 0.2758\tLoss_G: 1.4739\tD(x): 0.98\tD(G(z)): 0.19 \t 8.78 s\n",
            "[2314/5000][35/38]\tLoss_D: 0.2695\tLoss_G: 1.8855\tD(x): 0.97\tD(G(z)): 0.18 \t 7.99 s\n",
            "[2315/5000][0/38]\tLoss_D: 0.1084\tLoss_G: 2.6412\tD(x): 0.99\tD(G(z)): 0.09 \t 5.03 s\n",
            "[2315/5000][5/38]\tLoss_D: 0.1854\tLoss_G: 1.7689\tD(x): 0.99\tD(G(z)): 0.15 \t 7.85 s\n",
            "[2315/5000][10/38]\tLoss_D: 0.1577\tLoss_G: 2.1079\tD(x): 0.99\tD(G(z)): 0.12 \t 9.05 s\n",
            "[2315/5000][15/38]\tLoss_D: 0.1056\tLoss_G: 2.3521\tD(x): 0.99\tD(G(z)): 0.08 \t 7.18 s\n",
            "[2315/5000][20/38]\tLoss_D: 0.2616\tLoss_G: 2.3805\tD(x): 0.91\tD(G(z)): 0.12 \t 10.21 s\n",
            "[2315/5000][25/38]\tLoss_D: 0.142\tLoss_G: 1.4214\tD(x): 0.97\tD(G(z)): 0.1 \t 5.9 s\n",
            "[2315/5000][30/38]\tLoss_D: 0.2545\tLoss_G: 1.628\tD(x): 0.9\tD(G(z)): 0.11 \t 9.99 s\n",
            "[2315/5000][35/38]\tLoss_D: 0.3165\tLoss_G: 1.8986\tD(x): 0.89\tD(G(z)): 0.15 \t 5.96 s\n",
            "[2316/5000][0/38]\tLoss_D: 0.1643\tLoss_G: 1.8952\tD(x): 0.99\tD(G(z)): 0.14 \t 6.86 s\n",
            "[2316/5000][5/38]\tLoss_D: 0.1008\tLoss_G: 3.0869\tD(x): 1.0\tD(G(z)): 0.09 \t 6.06 s\n",
            "[2316/5000][10/38]\tLoss_D: 0.0986\tLoss_G: 2.3491\tD(x): 0.99\tD(G(z)): 0.07 \t 9.99 s\n",
            "[2316/5000][15/38]\tLoss_D: 0.2528\tLoss_G: 2.3624\tD(x): 0.91\tD(G(z)): 0.11 \t 6.02 s\n",
            "[2316/5000][20/38]\tLoss_D: 0.1658\tLoss_G: 1.8976\tD(x): 1.0\tD(G(z)): 0.14 \t 10.23 s\n",
            "[2316/5000][25/38]\tLoss_D: 0.1346\tLoss_G: 1.1423\tD(x): 0.98\tD(G(z)): 0.1 \t 6.75 s\n",
            "[2316/5000][30/38]\tLoss_D: 0.134\tLoss_G: 2.6828\tD(x): 0.96\tD(G(z)): 0.08 \t 9.64 s\n",
            "[2316/5000][35/38]\tLoss_D: 0.2026\tLoss_G: 2.0541\tD(x): 1.0\tD(G(z)): 0.18 \t 8.12 s\n",
            "[2317/5000][0/38]\tLoss_D: 0.2181\tLoss_G: 2.0401\tD(x): 0.98\tD(G(z)): 0.16 \t 5.52 s\n",
            "[2317/5000][5/38]\tLoss_D: 0.1207\tLoss_G: 2.2344\tD(x): 0.95\tD(G(z)): 0.06 \t 8.21 s\n",
            "[2317/5000][10/38]\tLoss_D: 0.3423\tLoss_G: 2.8901\tD(x): 0.81\tD(G(z)): 0.06 \t 8.99 s\n",
            "[2317/5000][15/38]\tLoss_D: 0.234\tLoss_G: 1.9851\tD(x): 0.95\tD(G(z)): 0.15 \t 8.45 s\n",
            "[2317/5000][20/38]\tLoss_D: 0.2162\tLoss_G: 2.1105\tD(x): 0.99\tD(G(z)): 0.16 \t 10.85 s\n",
            "[2317/5000][25/38]\tLoss_D: 0.1053\tLoss_G: 2.4856\tD(x): 1.0\tD(G(z)): 0.09 \t 6.66 s\n",
            "[2317/5000][30/38]\tLoss_D: 0.7214\tLoss_G: 1.9835\tD(x): 1.0\tD(G(z)): 0.24 \t 10.66 s\n",
            "[2317/5000][35/38]\tLoss_D: 0.1055\tLoss_G: 2.6398\tD(x): 0.96\tD(G(z)): 0.04 \t 6.59 s\n",
            "[2318/5000][0/38]\tLoss_D: 0.1399\tLoss_G: 1.7316\tD(x): 1.0\tD(G(z)): 0.12 \t 6.82 s\n",
            "[2318/5000][5/38]\tLoss_D: 0.3222\tLoss_G: 2.2868\tD(x): 0.83\tD(G(z)): 0.08 \t 6.31 s\n",
            "[2318/5000][10/38]\tLoss_D: 0.1881\tLoss_G: 2.0184\tD(x): 0.96\tD(G(z)): 0.12 \t 10.67 s\n",
            "[2318/5000][15/38]\tLoss_D: 0.3519\tLoss_G: 1.7985\tD(x): 1.0\tD(G(z)): 0.27 \t 7.66 s\n",
            "[2318/5000][20/38]\tLoss_D: 0.0809\tLoss_G: 2.2041\tD(x): 1.0\tD(G(z)): 0.07 \t 9.52 s\n",
            "[2318/5000][25/38]\tLoss_D: 0.1927\tLoss_G: 1.7956\tD(x): 0.96\tD(G(z)): 0.13 \t 8.16 s\n",
            "[2318/5000][30/38]\tLoss_D: 0.1076\tLoss_G: 2.6745\tD(x): 0.99\tD(G(z)): 0.09 \t 9.2 s\n",
            "[2318/5000][35/38]\tLoss_D: 0.6217\tLoss_G: 2.4048\tD(x): 1.0\tD(G(z)): 0.36 \t 8.08 s\n",
            "[2319/5000][0/38]\tLoss_D: 0.2176\tLoss_G: 2.5959\tD(x): 0.89\tD(G(z)): 0.06 \t 5.49 s\n",
            "[2319/5000][5/38]\tLoss_D: 0.1399\tLoss_G: 1.6472\tD(x): 1.0\tD(G(z)): 0.12 \t 8.14 s\n",
            "[2319/5000][10/38]\tLoss_D: 0.2923\tLoss_G: 2.6897\tD(x): 0.88\tD(G(z)): 0.11 \t 11.06 s\n",
            "[2319/5000][15/38]\tLoss_D: 0.2026\tLoss_G: 2.2669\tD(x): 0.99\tD(G(z)): 0.15 \t 6.48 s\n",
            "[2319/5000][20/38]\tLoss_D: 0.6489\tLoss_G: 2.176\tD(x): 0.65\tD(G(z)): 0.09 \t 10.62 s\n",
            "[2319/5000][25/38]\tLoss_D: 0.3321\tLoss_G: 2.3225\tD(x): 1.0\tD(G(z)): 0.23 \t 6.26 s\n",
            "[2319/5000][30/38]\tLoss_D: 0.0815\tLoss_G: 2.6892\tD(x): 0.99\tD(G(z)): 0.06 \t 10.65 s\n",
            "[2319/5000][35/38]\tLoss_D: 0.1974\tLoss_G: 1.8456\tD(x): 0.99\tD(G(z)): 0.16 \t 7.74 s\n",
            "[2320/5000][0/38]\tLoss_D: 0.118\tLoss_G: 2.6764\tD(x): 0.97\tD(G(z)): 0.06 \t 6.14 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2320 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2320/5000][5/38]\tLoss_D: 0.3468\tLoss_G: 1.718\tD(x): 1.0\tD(G(z)): 0.26 \t 7.34 s\n",
            "[2320/5000][10/38]\tLoss_D: 0.1162\tLoss_G: 2.1276\tD(x): 0.96\tD(G(z)): 0.06 \t 9.77 s\n",
            "[2320/5000][15/38]\tLoss_D: 0.1547\tLoss_G: 2.0418\tD(x): 0.99\tD(G(z)): 0.13 \t 7.95 s\n",
            "[2320/5000][20/38]\tLoss_D: 0.1151\tLoss_G: 2.3892\tD(x): 1.0\tD(G(z)): 0.1 \t 9.18 s\n",
            "[2320/5000][25/38]\tLoss_D: 0.0846\tLoss_G: 2.0786\tD(x): 0.99\tD(G(z)): 0.07 \t 7.78 s\n",
            "[2320/5000][30/38]\tLoss_D: 0.1297\tLoss_G: 2.34\tD(x): 0.99\tD(G(z)): 0.1 \t 10.79 s\n",
            "[2320/5000][35/38]\tLoss_D: 0.2983\tLoss_G: 1.9316\tD(x): 1.0\tD(G(z)): 0.19 \t 6.44 s\n",
            "[2321/5000][0/38]\tLoss_D: 0.116\tLoss_G: 2.4944\tD(x): 1.0\tD(G(z)): 0.11 \t 7.1 s\n",
            "[2321/5000][5/38]\tLoss_D: 0.2657\tLoss_G: 2.3896\tD(x): 0.86\tD(G(z)): 0.07 \t 6.23 s\n",
            "[2321/5000][10/38]\tLoss_D: 0.1908\tLoss_G: 2.2246\tD(x): 0.94\tD(G(z)): 0.1 \t 10.62 s\n",
            "[2321/5000][15/38]\tLoss_D: 0.1993\tLoss_G: 2.5524\tD(x): 0.93\tD(G(z)): 0.09 \t 6.41 s\n",
            "[2321/5000][20/38]\tLoss_D: 0.3177\tLoss_G: 2.5164\tD(x): 0.86\tD(G(z)): 0.11 \t 10.64 s\n",
            "[2321/5000][25/38]\tLoss_D: 0.1118\tLoss_G: 2.5422\tD(x): 0.99\tD(G(z)): 0.09 \t 7.57 s\n",
            "[2321/5000][30/38]\tLoss_D: 0.1184\tLoss_G: 1.769\tD(x): 0.97\tD(G(z)): 0.06 \t 8.91 s\n",
            "[2321/5000][35/38]\tLoss_D: 0.0995\tLoss_G: 2.1411\tD(x): 1.0\tD(G(z)): 0.09 \t 7.84 s\n",
            "[2322/5000][0/38]\tLoss_D: 0.1504\tLoss_G: 2.1732\tD(x): 0.99\tD(G(z)): 0.12 \t 5.32 s\n",
            "[2322/5000][5/38]\tLoss_D: 0.1141\tLoss_G: 2.2086\tD(x): 1.0\tD(G(z)): 0.11 \t 8.17 s\n",
            "[2322/5000][10/38]\tLoss_D: 0.2335\tLoss_G: 2.122\tD(x): 0.94\tD(G(z)): 0.14 \t 8.76 s\n",
            "[2322/5000][15/38]\tLoss_D: 0.1381\tLoss_G: 1.9086\tD(x): 0.95\tD(G(z)): 0.07 \t 8.21 s\n",
            "[2322/5000][20/38]\tLoss_D: 0.1213\tLoss_G: 2.2401\tD(x): 0.99\tD(G(z)): 0.1 \t 10.44 s\n",
            "[2322/5000][25/38]\tLoss_D: 0.1016\tLoss_G: 1.9888\tD(x): 1.0\tD(G(z)): 0.09 \t 6.1 s\n",
            "[2322/5000][30/38]\tLoss_D: 0.2022\tLoss_G: 1.8645\tD(x): 0.99\tD(G(z)): 0.15 \t 10.42 s\n",
            "[2322/5000][35/38]\tLoss_D: 0.1062\tLoss_G: 2.1476\tD(x): 0.99\tD(G(z)): 0.08 \t 6.22 s\n",
            "[2323/5000][0/38]\tLoss_D: 0.1481\tLoss_G: 1.6135\tD(x): 1.0\tD(G(z)): 0.14 \t 6.62 s\n",
            "[2323/5000][5/38]\tLoss_D: 0.0768\tLoss_G: 3.1119\tD(x): 1.0\tD(G(z)): 0.07 \t 6.21 s\n",
            "[2323/5000][10/38]\tLoss_D: 0.2957\tLoss_G: 2.0968\tD(x): 0.85\tD(G(z)): 0.06 \t 10.47 s\n",
            "[2323/5000][15/38]\tLoss_D: 0.1212\tLoss_G: 1.9684\tD(x): 1.0\tD(G(z)): 0.11 \t 6.26 s\n",
            "[2323/5000][20/38]\tLoss_D: 0.1957\tLoss_G: 2.1036\tD(x): 0.96\tD(G(z)): 0.13 \t 10.22 s\n",
            "[2323/5000][25/38]\tLoss_D: 0.1217\tLoss_G: 2.5236\tD(x): 1.0\tD(G(z)): 0.11 \t 8.17 s\n",
            "[2323/5000][30/38]\tLoss_D: 0.1074\tLoss_G: 2.0126\tD(x): 0.99\tD(G(z)): 0.09 \t 8.56 s\n",
            "[2323/5000][35/38]\tLoss_D: 0.2125\tLoss_G: 1.7221\tD(x): 0.99\tD(G(z)): 0.18 \t 8.12 s\n",
            "[2324/5000][0/38]\tLoss_D: 0.1459\tLoss_G: 2.595\tD(x): 0.95\tD(G(z)): 0.07 \t 5.24 s\n",
            "[2324/5000][5/38]\tLoss_D: 0.1457\tLoss_G: 2.3314\tD(x): 1.0\tD(G(z)): 0.13 \t 7.84 s\n",
            "[2324/5000][10/38]\tLoss_D: 0.1071\tLoss_G: 2.1466\tD(x): 0.99\tD(G(z)): 0.09 \t 8.6 s\n",
            "[2324/5000][15/38]\tLoss_D: 0.1791\tLoss_G: 2.1614\tD(x): 1.0\tD(G(z)): 0.16 \t 8.06 s\n",
            "[2324/5000][20/38]\tLoss_D: 0.1115\tLoss_G: 2.3752\tD(x): 0.99\tD(G(z)): 0.09 \t 10.17 s\n",
            "[2324/5000][25/38]\tLoss_D: 0.2837\tLoss_G: 1.5622\tD(x): 0.91\tD(G(z)): 0.15 \t 6.68 s\n",
            "[2324/5000][30/38]\tLoss_D: 0.1135\tLoss_G: 2.6288\tD(x): 0.97\tD(G(z)): 0.07 \t 10.11 s\n",
            "[2324/5000][35/38]\tLoss_D: 0.241\tLoss_G: 2.2487\tD(x): 0.92\tD(G(z)): 0.13 \t 6.72 s\n",
            "[2325/5000][0/38]\tLoss_D: 0.1849\tLoss_G: 2.0054\tD(x): 0.96\tD(G(z)): 0.11 \t 6.68 s\n",
            "[2325/5000][5/38]\tLoss_D: 0.2357\tLoss_G: 1.5612\tD(x): 1.0\tD(G(z)): 0.2 \t 6.33 s\n",
            "[2325/5000][10/38]\tLoss_D: 0.1679\tLoss_G: 2.8959\tD(x): 1.0\tD(G(z)): 0.15 \t 10.62 s\n",
            "[2325/5000][15/38]\tLoss_D: 0.2065\tLoss_G: 2.0545\tD(x): 1.0\tD(G(z)): 0.15 \t 6.9 s\n",
            "[2325/5000][20/38]\tLoss_D: 0.1493\tLoss_G: 1.7412\tD(x): 0.99\tD(G(z)): 0.12 \t 9.91 s\n",
            "[2325/5000][25/38]\tLoss_D: 0.1358\tLoss_G: 2.5189\tD(x): 0.99\tD(G(z)): 0.12 \t 7.93 s\n",
            "[2325/5000][30/38]\tLoss_D: 0.149\tLoss_G: 1.4969\tD(x): 1.0\tD(G(z)): 0.13 \t 8.6 s\n",
            "[2325/5000][35/38]\tLoss_D: 0.1486\tLoss_G: 2.0754\tD(x): 0.97\tD(G(z)): 0.1 \t 8.05 s\n",
            "[2326/5000][0/38]\tLoss_D: 0.1231\tLoss_G: 2.7946\tD(x): 0.98\tD(G(z)): 0.1 \t 5.21 s\n",
            "[2326/5000][5/38]\tLoss_D: 0.124\tLoss_G: 2.4434\tD(x): 0.99\tD(G(z)): 0.1 \t 8.05 s\n",
            "[2326/5000][10/38]\tLoss_D: 0.1947\tLoss_G: 2.3533\tD(x): 1.0\tD(G(z)): 0.17 \t 9.25 s\n",
            "[2326/5000][15/38]\tLoss_D: 0.2826\tLoss_G: 1.9436\tD(x): 0.98\tD(G(z)): 0.19 \t 7.37 s\n",
            "[2326/5000][20/38]\tLoss_D: 0.1743\tLoss_G: 1.9752\tD(x): 0.97\tD(G(z)): 0.12 \t 10.47 s\n",
            "[2326/5000][25/38]\tLoss_D: 0.0863\tLoss_G: 2.3093\tD(x): 1.0\tD(G(z)): 0.08 \t 6.13 s\n",
            "[2326/5000][30/38]\tLoss_D: 0.158\tLoss_G: 2.1344\tD(x): 0.99\tD(G(z)): 0.13 \t 10.41 s\n",
            "[2326/5000][35/38]\tLoss_D: 0.158\tLoss_G: 2.2694\tD(x): 0.98\tD(G(z)): 0.12 \t 6.23 s\n",
            "[2327/5000][0/38]\tLoss_D: 0.2121\tLoss_G: 1.8479\tD(x): 0.97\tD(G(z)): 0.15 \t 6.62 s\n",
            "[2327/5000][5/38]\tLoss_D: 0.1223\tLoss_G: 2.4372\tD(x): 1.0\tD(G(z)): 0.11 \t 6.2 s\n",
            "[2327/5000][10/38]\tLoss_D: 0.1579\tLoss_G: 1.8887\tD(x): 0.99\tD(G(z)): 0.12 \t 10.38 s\n",
            "[2327/5000][15/38]\tLoss_D: 0.125\tLoss_G: 2.2176\tD(x): 0.99\tD(G(z)): 0.11 \t 6.47 s\n",
            "[2327/5000][20/38]\tLoss_D: 0.17\tLoss_G: 2.1163\tD(x): 0.98\tD(G(z)): 0.13 \t 10.48 s\n",
            "[2327/5000][25/38]\tLoss_D: 0.1312\tLoss_G: 2.5709\tD(x): 0.97\tD(G(z)): 0.09 \t 8.1 s\n",
            "[2327/5000][30/38]\tLoss_D: 0.2897\tLoss_G: 1.8502\tD(x): 0.84\tD(G(z)): 0.06 \t 8.76 s\n",
            "[2327/5000][35/38]\tLoss_D: 0.1445\tLoss_G: 1.9509\tD(x): 0.96\tD(G(z)): 0.07 \t 8.25 s\n",
            "[2328/5000][0/38]\tLoss_D: 0.1123\tLoss_G: 2.6749\tD(x): 0.98\tD(G(z)): 0.07 \t 5.67 s\n",
            "[2328/5000][5/38]\tLoss_D: 0.1378\tLoss_G: 1.6613\tD(x): 0.99\tD(G(z)): 0.12 \t 8.42 s\n",
            "[2328/5000][10/38]\tLoss_D: 0.2355\tLoss_G: 2.0566\tD(x): 0.97\tD(G(z)): 0.16 \t 10.07 s\n",
            "[2328/5000][15/38]\tLoss_D: 0.206\tLoss_G: 2.5946\tD(x): 0.92\tD(G(z)): 0.09 \t 6.4 s\n",
            "[2328/5000][20/38]\tLoss_D: 0.1653\tLoss_G: 2.2972\tD(x): 0.96\tD(G(z)): 0.1 \t 10.34 s\n",
            "[2328/5000][25/38]\tLoss_D: 0.1969\tLoss_G: 2.2064\tD(x): 1.0\tD(G(z)): 0.17 \t 6.14 s\n",
            "[2328/5000][30/38]\tLoss_D: 0.2063\tLoss_G: 1.3155\tD(x): 1.0\tD(G(z)): 0.18 \t 10.57 s\n",
            "[2328/5000][35/38]\tLoss_D: 0.0883\tLoss_G: 2.8384\tD(x): 0.98\tD(G(z)): 0.06 \t 6.16 s\n",
            "[2329/5000][0/38]\tLoss_D: 0.127\tLoss_G: 2.023\tD(x): 1.0\tD(G(z)): 0.11 \t 6.65 s\n",
            "[2329/5000][5/38]\tLoss_D: 0.1678\tLoss_G: 2.2642\tD(x): 0.95\tD(G(z)): 0.09 \t 6.2 s\n",
            "[2329/5000][10/38]\tLoss_D: 0.1678\tLoss_G: 2.2131\tD(x): 1.0\tD(G(z)): 0.14 \t 10.48 s\n",
            "[2329/5000][15/38]\tLoss_D: 0.3494\tLoss_G: 2.1601\tD(x): 0.81\tD(G(z)): 0.07 \t 7.13 s\n",
            "[2329/5000][20/38]\tLoss_D: 0.12\tLoss_G: 2.2667\tD(x): 0.98\tD(G(z)): 0.09 \t 9.79 s\n",
            "[2329/5000][25/38]\tLoss_D: 0.1849\tLoss_G: 2.1215\tD(x): 0.95\tD(G(z)): 0.11 \t 7.93 s\n",
            "[2329/5000][30/38]\tLoss_D: 0.1621\tLoss_G: 2.7506\tD(x): 1.0\tD(G(z)): 0.14 \t 8.96 s\n",
            "[2329/5000][35/38]\tLoss_D: 0.246\tLoss_G: 2.008\tD(x): 0.99\tD(G(z)): 0.17 \t 7.66 s\n",
            "[2330/5000][0/38]\tLoss_D: 0.1661\tLoss_G: 2.5477\tD(x): 0.96\tD(G(z)): 0.1 \t 5.14 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2330 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2330/5000][5/38]\tLoss_D: 0.1956\tLoss_G: 1.3513\tD(x): 1.0\tD(G(z)): 0.17 \t 8.16 s\n",
            "[2330/5000][10/38]\tLoss_D: 0.0888\tLoss_G: 1.911\tD(x): 0.99\tD(G(z)): 0.07 \t 10.48 s\n",
            "[2330/5000][15/38]\tLoss_D: 0.239\tLoss_G: 1.9218\tD(x): 0.88\tD(G(z)): 0.07 \t 6.31 s\n",
            "[2330/5000][20/38]\tLoss_D: 0.3098\tLoss_G: 2.0003\tD(x): 0.99\tD(G(z)): 0.24 \t 10.42 s\n",
            "[2330/5000][25/38]\tLoss_D: 0.2267\tLoss_G: 1.9001\tD(x): 0.95\tD(G(z)): 0.14 \t 6.23 s\n",
            "[2330/5000][30/38]\tLoss_D: 0.119\tLoss_G: 2.3502\tD(x): 0.98\tD(G(z)): 0.08 \t 10.56 s\n",
            "[2330/5000][35/38]\tLoss_D: 0.1217\tLoss_G: 2.22\tD(x): 0.98\tD(G(z)): 0.08 \t 6.6 s\n",
            "[2331/5000][0/38]\tLoss_D: 0.1774\tLoss_G: 1.9096\tD(x): 0.99\tD(G(z)): 0.14 \t 5.93 s\n",
            "[2331/5000][5/38]\tLoss_D: 0.1736\tLoss_G: 2.3665\tD(x): 0.97\tD(G(z)): 0.12 \t 6.24 s\n",
            "[2331/5000][10/38]\tLoss_D: 0.0808\tLoss_G: 1.9094\tD(x): 1.0\tD(G(z)): 0.07 \t 10.6 s\n",
            "[2331/5000][15/38]\tLoss_D: 0.0993\tLoss_G: 2.5065\tD(x): 0.99\tD(G(z)): 0.08 \t 7.71 s\n",
            "[2331/5000][20/38]\tLoss_D: 0.1786\tLoss_G: 2.0991\tD(x): 1.0\tD(G(z)): 0.16 \t 8.8 s\n",
            "[2331/5000][25/38]\tLoss_D: 0.1688\tLoss_G: 2.0797\tD(x): 0.99\tD(G(z)): 0.14 \t 7.88 s\n",
            "[2331/5000][30/38]\tLoss_D: 0.1817\tLoss_G: 1.3311\tD(x): 1.0\tD(G(z)): 0.16 \t 9.19 s\n",
            "[2331/5000][35/38]\tLoss_D: 0.4169\tLoss_G: 1.9374\tD(x): 0.82\tD(G(z)): 0.13 \t 7.32 s\n",
            "[2332/5000][0/38]\tLoss_D: 0.1831\tLoss_G: 2.3075\tD(x): 1.0\tD(G(z)): 0.14 \t 5.09 s\n",
            "[2332/5000][5/38]\tLoss_D: 0.0862\tLoss_G: 2.2107\tD(x): 0.99\tD(G(z)): 0.07 \t 8.04 s\n",
            "[2332/5000][10/38]\tLoss_D: 0.0961\tLoss_G: 3.0018\tD(x): 1.0\tD(G(z)): 0.08 \t 10.04 s\n",
            "[2332/5000][15/38]\tLoss_D: 0.239\tLoss_G: 2.266\tD(x): 0.95\tD(G(z)): 0.14 \t 6.48 s\n",
            "[2332/5000][20/38]\tLoss_D: 0.2703\tLoss_G: 1.7548\tD(x): 0.88\tD(G(z)): 0.08 \t 10.43 s\n",
            "[2332/5000][25/38]\tLoss_D: 0.1158\tLoss_G: 2.2163\tD(x): 1.0\tD(G(z)): 0.1 \t 6.06 s\n",
            "[2332/5000][30/38]\tLoss_D: 0.2879\tLoss_G: 2.3594\tD(x): 0.84\tD(G(z)): 0.05 \t 10.34 s\n",
            "[2332/5000][35/38]\tLoss_D: 0.0621\tLoss_G: 2.8724\tD(x): 1.0\tD(G(z)): 0.06 \t 6.15 s\n",
            "[2333/5000][0/38]\tLoss_D: 0.1303\tLoss_G: 2.5392\tD(x): 1.0\tD(G(z)): 0.12 \t 6.55 s\n",
            "[2333/5000][5/38]\tLoss_D: 0.1199\tLoss_G: 2.1473\tD(x): 1.0\tD(G(z)): 0.1 \t 6.12 s\n",
            "[2333/5000][10/38]\tLoss_D: 0.1504\tLoss_G: 1.9755\tD(x): 0.99\tD(G(z)): 0.13 \t 10.54 s\n",
            "[2333/5000][15/38]\tLoss_D: 0.1174\tLoss_G: 2.365\tD(x): 1.0\tD(G(z)): 0.1 \t 7.13 s\n",
            "[2333/5000][20/38]\tLoss_D: 0.1189\tLoss_G: 2.7127\tD(x): 0.99\tD(G(z)): 0.1 \t 9.46 s\n",
            "[2333/5000][25/38]\tLoss_D: 0.1815\tLoss_G: 2.316\tD(x): 0.99\tD(G(z)): 0.15 \t 7.85 s\n",
            "[2333/5000][30/38]\tLoss_D: 0.1651\tLoss_G: 1.9178\tD(x): 0.99\tD(G(z)): 0.14 \t 8.56 s\n",
            "[2333/5000][35/38]\tLoss_D: 0.1263\tLoss_G: 2.66\tD(x): 0.99\tD(G(z)): 0.1 \t 7.87 s\n",
            "[2334/5000][0/38]\tLoss_D: 0.1608\tLoss_G: 1.6018\tD(x): 0.97\tD(G(z)): 0.11 \t 5.26 s\n",
            "[2334/5000][5/38]\tLoss_D: 0.2576\tLoss_G: 0.8798\tD(x): 0.99\tD(G(z)): 0.21 \t 7.83 s\n",
            "[2334/5000][10/38]\tLoss_D: 0.1818\tLoss_G: 1.6724\tD(x): 1.0\tD(G(z)): 0.16 \t 9.69 s\n",
            "[2334/5000][15/38]\tLoss_D: 0.2758\tLoss_G: 2.0195\tD(x): 1.0\tD(G(z)): 0.18 \t 6.76 s\n",
            "[2334/5000][20/38]\tLoss_D: 0.1823\tLoss_G: 1.9393\tD(x): 0.98\tD(G(z)): 0.14 \t 10.34 s\n",
            "[2334/5000][25/38]\tLoss_D: 0.0785\tLoss_G: 3.092\tD(x): 1.0\tD(G(z)): 0.07 \t 6.29 s\n",
            "[2334/5000][30/38]\tLoss_D: 0.1036\tLoss_G: 2.0926\tD(x): 1.0\tD(G(z)): 0.09 \t 10.21 s\n",
            "[2334/5000][35/38]\tLoss_D: 0.1734\tLoss_G: 2.3088\tD(x): 0.99\tD(G(z)): 0.14 \t 6.26 s\n",
            "[2335/5000][0/38]\tLoss_D: 0.1528\tLoss_G: 2.5549\tD(x): 1.0\tD(G(z)): 0.14 \t 6.77 s\n",
            "[2335/5000][5/38]\tLoss_D: 0.2184\tLoss_G: 2.3342\tD(x): 1.0\tD(G(z)): 0.19 \t 6.09 s\n",
            "[2335/5000][10/38]\tLoss_D: 0.2628\tLoss_G: 1.8004\tD(x): 0.99\tD(G(z)): 0.19 \t 10.32 s\n",
            "[2335/5000][15/38]\tLoss_D: 0.1235\tLoss_G: 2.2003\tD(x): 0.97\tD(G(z)): 0.07 \t 6.73 s\n",
            "[2335/5000][20/38]\tLoss_D: 0.2501\tLoss_G: 1.3744\tD(x): 0.97\tD(G(z)): 0.18 \t 9.54 s\n",
            "[2335/5000][25/38]\tLoss_D: 0.3559\tLoss_G: 2.03\tD(x): 1.0\tD(G(z)): 0.26 \t 8.23 s\n",
            "[2335/5000][30/38]\tLoss_D: 0.1527\tLoss_G: 2.0553\tD(x): 0.97\tD(G(z)): 0.1 \t 7.9 s\n",
            "[2335/5000][35/38]\tLoss_D: 0.5887\tLoss_G: 1.9662\tD(x): 0.98\tD(G(z)): 0.15 \t 8.66 s\n",
            "[2336/5000][0/38]\tLoss_D: 0.1862\tLoss_G: 2.3177\tD(x): 0.95\tD(G(z)): 0.1 \t 4.96 s\n",
            "[2336/5000][5/38]\tLoss_D: 0.1738\tLoss_G: 2.4345\tD(x): 0.94\tD(G(z)): 0.08 \t 8.0 s\n",
            "[2336/5000][10/38]\tLoss_D: 0.0981\tLoss_G: 3.155\tD(x): 0.97\tD(G(z)): 0.05 \t 9.26 s\n",
            "[2336/5000][15/38]\tLoss_D: 0.233\tLoss_G: 1.9636\tD(x): 1.0\tD(G(z)): 0.19 \t 7.32 s\n",
            "[2336/5000][20/38]\tLoss_D: 0.4602\tLoss_G: 2.3786\tD(x): 0.76\tD(G(z)): 0.08 \t 10.34 s\n",
            "[2336/5000][25/38]\tLoss_D: 0.2514\tLoss_G: 2.0049\tD(x): 0.99\tD(G(z)): 0.2 \t 6.07 s\n",
            "[2336/5000][30/38]\tLoss_D: 0.155\tLoss_G: 2.2256\tD(x): 1.0\tD(G(z)): 0.13 \t 10.46 s\n",
            "[2336/5000][35/38]\tLoss_D: 0.491\tLoss_G: 1.2568\tD(x): 0.82\tD(G(z)): 0.17 \t 6.23 s\n",
            "[2337/5000][0/38]\tLoss_D: 0.117\tLoss_G: 1.9783\tD(x): 1.0\tD(G(z)): 0.11 \t 6.62 s\n",
            "[2337/5000][5/38]\tLoss_D: 0.1417\tLoss_G: 1.8394\tD(x): 1.0\tD(G(z)): 0.12 \t 6.25 s\n",
            "[2337/5000][10/38]\tLoss_D: 0.2333\tLoss_G: 2.3533\tD(x): 0.91\tD(G(z)): 0.1 \t 10.49 s\n",
            "[2337/5000][15/38]\tLoss_D: 0.1598\tLoss_G: 2.6214\tD(x): 0.99\tD(G(z)): 0.13 \t 6.67 s\n",
            "[2337/5000][20/38]\tLoss_D: 0.1546\tLoss_G: 2.7547\tD(x): 0.98\tD(G(z)): 0.12 \t 9.98 s\n",
            "[2337/5000][25/38]\tLoss_D: 0.2131\tLoss_G: 2.408\tD(x): 0.95\tD(G(z)): 0.13 \t 7.94 s\n",
            "[2337/5000][30/38]\tLoss_D: 0.1963\tLoss_G: 2.5795\tD(x): 0.99\tD(G(z)): 0.16 \t 8.59 s\n",
            "[2337/5000][35/38]\tLoss_D: 0.1601\tLoss_G: 2.2141\tD(x): 0.97\tD(G(z)): 0.11 \t 7.81 s\n",
            "[2338/5000][0/38]\tLoss_D: 0.0953\tLoss_G: 2.2085\tD(x): 0.98\tD(G(z)): 0.06 \t 5.32 s\n",
            "[2338/5000][5/38]\tLoss_D: 0.1319\tLoss_G: 1.8324\tD(x): 1.0\tD(G(z)): 0.12 \t 8.03 s\n",
            "[2338/5000][10/38]\tLoss_D: 0.0704\tLoss_G: 2.7914\tD(x): 1.0\tD(G(z)): 0.06 \t 9.31 s\n",
            "[2338/5000][15/38]\tLoss_D: 0.5966\tLoss_G: 2.4142\tD(x): 0.99\tD(G(z)): 0.16 \t 7.26 s\n",
            "[2338/5000][20/38]\tLoss_D: 0.1895\tLoss_G: 2.0726\tD(x): 0.93\tD(G(z)): 0.09 \t 10.44 s\n",
            "[2338/5000][25/38]\tLoss_D: 0.1794\tLoss_G: 2.3648\tD(x): 0.95\tD(G(z)): 0.1 \t 6.16 s\n",
            "[2338/5000][30/38]\tLoss_D: 0.176\tLoss_G: 1.651\tD(x): 0.99\tD(G(z)): 0.15 \t 10.53 s\n",
            "[2338/5000][35/38]\tLoss_D: 0.1697\tLoss_G: 2.6079\tD(x): 0.95\tD(G(z)): 0.1 \t 6.2 s\n",
            "[2339/5000][0/38]\tLoss_D: 0.1802\tLoss_G: 1.884\tD(x): 0.93\tD(G(z)): 0.08 \t 6.5 s\n",
            "[2339/5000][5/38]\tLoss_D: 0.2559\tLoss_G: 2.4256\tD(x): 1.0\tD(G(z)): 0.19 \t 6.15 s\n",
            "[2339/5000][10/38]\tLoss_D: 0.1872\tLoss_G: 2.5884\tD(x): 0.92\tD(G(z)): 0.07 \t 10.19 s\n",
            "[2339/5000][15/38]\tLoss_D: 0.1291\tLoss_G: 2.4018\tD(x): 1.0\tD(G(z)): 0.12 \t 6.56 s\n",
            "[2339/5000][20/38]\tLoss_D: 0.1254\tLoss_G: 2.4378\tD(x): 0.99\tD(G(z)): 0.1 \t 9.81 s\n",
            "[2339/5000][25/38]\tLoss_D: 0.1657\tLoss_G: 1.7556\tD(x): 0.96\tD(G(z)): 0.1 \t 8.06 s\n",
            "[2339/5000][30/38]\tLoss_D: 0.136\tLoss_G: 1.7123\tD(x): 0.96\tD(G(z)): 0.08 \t 8.71 s\n",
            "[2339/5000][35/38]\tLoss_D: 0.1634\tLoss_G: 2.1729\tD(x): 0.94\tD(G(z)): 0.07 \t 8.06 s\n",
            "[2340/5000][0/38]\tLoss_D: 0.2047\tLoss_G: 2.2294\tD(x): 1.0\tD(G(z)): 0.17 \t 5.34 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2340 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2340/5000][5/38]\tLoss_D: 0.1453\tLoss_G: 1.576\tD(x): 1.0\tD(G(z)): 0.13 \t 8.14 s\n",
            "[2340/5000][10/38]\tLoss_D: 0.1468\tLoss_G: 2.3257\tD(x): 1.0\tD(G(z)): 0.13 \t 9.02 s\n",
            "[2340/5000][15/38]\tLoss_D: 0.2327\tLoss_G: 2.355\tD(x): 0.99\tD(G(z)): 0.17 \t 7.46 s\n",
            "[2340/5000][20/38]\tLoss_D: 0.2266\tLoss_G: 2.3442\tD(x): 0.91\tD(G(z)): 0.09 \t 10.41 s\n",
            "[2340/5000][25/38]\tLoss_D: 0.1146\tLoss_G: 2.1131\tD(x): 0.97\tD(G(z)): 0.07 \t 6.22 s\n",
            "[2340/5000][30/38]\tLoss_D: 0.317\tLoss_G: 1.9107\tD(x): 0.9\tD(G(z)): 0.15 \t 10.41 s\n",
            "[2340/5000][35/38]\tLoss_D: 0.0955\tLoss_G: 1.615\tD(x): 0.97\tD(G(z)): 0.05 \t 6.31 s\n",
            "[2341/5000][0/38]\tLoss_D: 0.0994\tLoss_G: 2.0876\tD(x): 0.99\tD(G(z)): 0.08 \t 6.51 s\n",
            "[2341/5000][5/38]\tLoss_D: 0.1294\tLoss_G: 2.2438\tD(x): 1.0\tD(G(z)): 0.12 \t 6.34 s\n",
            "[2341/5000][10/38]\tLoss_D: 0.0822\tLoss_G: 2.327\tD(x): 1.0\tD(G(z)): 0.08 \t 10.27 s\n",
            "[2341/5000][15/38]\tLoss_D: 0.143\tLoss_G: 1.6229\tD(x): 0.99\tD(G(z)): 0.12 \t 6.23 s\n",
            "[2341/5000][20/38]\tLoss_D: 0.3795\tLoss_G: 1.8663\tD(x): 0.79\tD(G(z)): 0.07 \t 10.18 s\n",
            "[2341/5000][25/38]\tLoss_D: 0.2941\tLoss_G: 1.8437\tD(x): 0.86\tD(G(z)): 0.09 \t 8.11 s\n",
            "[2341/5000][30/38]\tLoss_D: 0.0933\tLoss_G: 1.7837\tD(x): 0.99\tD(G(z)): 0.07 \t 8.46 s\n",
            "[2341/5000][35/38]\tLoss_D: 0.2513\tLoss_G: 2.1369\tD(x): 0.96\tD(G(z)): 0.15 \t 7.81 s\n",
            "[2342/5000][0/38]\tLoss_D: 0.2731\tLoss_G: 2.5833\tD(x): 0.9\tD(G(z)): 0.12 \t 5.53 s\n",
            "[2342/5000][5/38]\tLoss_D: 0.138\tLoss_G: 2.0509\tD(x): 0.99\tD(G(z)): 0.12 \t 8.13 s\n",
            "[2342/5000][10/38]\tLoss_D: 0.1894\tLoss_G: 1.8442\tD(x): 0.94\tD(G(z)): 0.09 \t 8.72 s\n",
            "[2342/5000][15/38]\tLoss_D: 0.1215\tLoss_G: 2.3088\tD(x): 0.98\tD(G(z)): 0.09 \t 7.82 s\n",
            "[2342/5000][20/38]\tLoss_D: 0.1798\tLoss_G: 1.8169\tD(x): 0.98\tD(G(z)): 0.13 \t 10.47 s\n",
            "[2342/5000][25/38]\tLoss_D: 0.163\tLoss_G: 1.871\tD(x): 0.94\tD(G(z)): 0.08 \t 6.24 s\n",
            "[2342/5000][30/38]\tLoss_D: 0.1464\tLoss_G: 2.1518\tD(x): 0.98\tD(G(z)): 0.11 \t 10.61 s\n",
            "[2342/5000][35/38]\tLoss_D: 0.1011\tLoss_G: 1.9585\tD(x): 0.99\tD(G(z)): 0.08 \t 6.24 s\n",
            "[2343/5000][0/38]\tLoss_D: 0.0975\tLoss_G: 2.5102\tD(x): 0.99\tD(G(z)): 0.08 \t 6.73 s\n",
            "[2343/5000][5/38]\tLoss_D: 0.0997\tLoss_G: 2.2779\tD(x): 0.98\tD(G(z)): 0.07 \t 6.18 s\n",
            "[2343/5000][10/38]\tLoss_D: 0.1296\tLoss_G: 2.2055\tD(x): 0.97\tD(G(z)): 0.08 \t 10.55 s\n",
            "[2343/5000][15/38]\tLoss_D: 0.2217\tLoss_G: 2.1397\tD(x): 0.96\tD(G(z)): 0.15 \t 6.75 s\n",
            "[2343/5000][20/38]\tLoss_D: 0.2094\tLoss_G: 1.5475\tD(x): 0.92\tD(G(z)): 0.09 \t 9.94 s\n",
            "[2343/5000][25/38]\tLoss_D: 0.4789\tLoss_G: 1.9231\tD(x): 0.99\tD(G(z)): 0.08 \t 8.06 s\n",
            "[2343/5000][30/38]\tLoss_D: 0.1447\tLoss_G: 2.4753\tD(x): 1.0\tD(G(z)): 0.13 \t 8.84 s\n",
            "[2343/5000][35/38]\tLoss_D: 0.1775\tLoss_G: 2.5131\tD(x): 1.0\tD(G(z)): 0.16 \t 8.1 s\n",
            "[2344/5000][0/38]\tLoss_D: 0.1631\tLoss_G: 2.283\tD(x): 0.97\tD(G(z)): 0.11 \t 5.51 s\n",
            "[2344/5000][5/38]\tLoss_D: 0.5556\tLoss_G: 3.1829\tD(x): 1.0\tD(G(z)): 0.36 \t 8.12 s\n",
            "[2344/5000][10/38]\tLoss_D: 0.2048\tLoss_G: 2.4683\tD(x): 0.89\tD(G(z)): 0.05 \t 9.6 s\n",
            "[2344/5000][15/38]\tLoss_D: 0.1137\tLoss_G: 2.7718\tD(x): 0.98\tD(G(z)): 0.08 \t 7.13 s\n",
            "[2344/5000][20/38]\tLoss_D: 0.235\tLoss_G: 1.7658\tD(x): 0.95\tD(G(z)): 0.14 \t 10.31 s\n",
            "[2344/5000][25/38]\tLoss_D: 0.1477\tLoss_G: 2.5466\tD(x): 0.95\tD(G(z)): 0.07 \t 6.31 s\n",
            "[2344/5000][30/38]\tLoss_D: 0.1776\tLoss_G: 1.0744\tD(x): 0.97\tD(G(z)): 0.12 \t 10.39 s\n",
            "[2344/5000][35/38]\tLoss_D: 0.1366\tLoss_G: 1.2731\tD(x): 0.99\tD(G(z)): 0.11 \t 6.47 s\n",
            "[2345/5000][0/38]\tLoss_D: 0.3139\tLoss_G: 1.6352\tD(x): 0.89\tD(G(z)): 0.13 \t 6.69 s\n",
            "[2345/5000][5/38]\tLoss_D: 0.07\tLoss_G: 1.9461\tD(x): 1.0\tD(G(z)): 0.07 \t 6.3 s\n",
            "[2345/5000][10/38]\tLoss_D: 0.0935\tLoss_G: 2.6111\tD(x): 0.99\tD(G(z)): 0.08 \t 10.49 s\n",
            "[2345/5000][15/38]\tLoss_D: 0.1163\tLoss_G: 2.3291\tD(x): 0.99\tD(G(z)): 0.09 \t 7.33 s\n",
            "[2345/5000][20/38]\tLoss_D: 0.2583\tLoss_G: 2.2237\tD(x): 0.96\tD(G(z)): 0.18 \t 9.45 s\n",
            "[2345/5000][25/38]\tLoss_D: 0.1543\tLoss_G: 2.3688\tD(x): 0.97\tD(G(z)): 0.1 \t 8.14 s\n",
            "[2345/5000][30/38]\tLoss_D: 0.9757\tLoss_G: 1.5532\tD(x): 0.7\tD(G(z)): 0.12 \t 9.41 s\n",
            "[2345/5000][35/38]\tLoss_D: 0.1401\tLoss_G: 3.094\tD(x): 0.96\tD(G(z)): 0.08 \t 7.47 s\n",
            "[2346/5000][0/38]\tLoss_D: 0.0955\tLoss_G: 2.6583\tD(x): 1.0\tD(G(z)): 0.08 \t 5.34 s\n",
            "[2346/5000][5/38]\tLoss_D: 0.1605\tLoss_G: 0.9646\tD(x): 1.0\tD(G(z)): 0.14 \t 7.96 s\n",
            "[2346/5000][10/38]\tLoss_D: 0.0761\tLoss_G: 2.6814\tD(x): 1.0\tD(G(z)): 0.07 \t 10.51 s\n",
            "[2346/5000][15/38]\tLoss_D: 0.1575\tLoss_G: 2.4546\tD(x): 0.97\tD(G(z)): 0.1 \t 6.15 s\n",
            "[2346/5000][20/38]\tLoss_D: 0.3786\tLoss_G: 2.2449\tD(x): 1.0\tD(G(z)): 0.25 \t 10.37 s\n",
            "[2346/5000][25/38]\tLoss_D: 0.1439\tLoss_G: 2.5001\tD(x): 0.98\tD(G(z)): 0.1 \t 6.13 s\n",
            "[2346/5000][30/38]\tLoss_D: 0.1303\tLoss_G: 1.7142\tD(x): 0.99\tD(G(z)): 0.11 \t 10.51 s\n",
            "[2346/5000][35/38]\tLoss_D: 0.5623\tLoss_G: 2.7223\tD(x): 1.0\tD(G(z)): 0.33 \t 6.78 s\n",
            "[2347/5000][0/38]\tLoss_D: 0.1454\tLoss_G: 3.068\tD(x): 0.93\tD(G(z)): 0.05 \t 6.43 s\n",
            "[2347/5000][5/38]\tLoss_D: 0.273\tLoss_G: 2.1422\tD(x): 0.84\tD(G(z)): 0.04 \t 6.17 s\n",
            "[2347/5000][10/38]\tLoss_D: 0.3072\tLoss_G: 2.3337\tD(x): 0.98\tD(G(z)): 0.22 \t 10.78 s\n",
            "[2347/5000][15/38]\tLoss_D: 0.1411\tLoss_G: 2.6944\tD(x): 0.97\tD(G(z)): 0.09 \t 7.77 s\n",
            "[2347/5000][20/38]\tLoss_D: 0.1831\tLoss_G: 1.998\tD(x): 0.96\tD(G(z)): 0.13 \t 8.76 s\n",
            "[2347/5000][25/38]\tLoss_D: 0.4655\tLoss_G: 1.9801\tD(x): 0.75\tD(G(z)): 0.08 \t 7.97 s\n",
            "[2347/5000][30/38]\tLoss_D: 0.3023\tLoss_G: 1.8717\tD(x): 0.84\tD(G(z)): 0.06 \t 9.45 s\n",
            "[2347/5000][35/38]\tLoss_D: 0.3132\tLoss_G: 1.8785\tD(x): 0.86\tD(G(z)): 0.1 \t 7.1 s\n",
            "[2348/5000][0/38]\tLoss_D: 0.1837\tLoss_G: 1.6767\tD(x): 1.0\tD(G(z)): 0.16 \t 5.24 s\n",
            "[2348/5000][5/38]\tLoss_D: 0.5098\tLoss_G: 1.4019\tD(x): 0.79\tD(G(z)): 0.17 \t 7.99 s\n",
            "[2348/5000][10/38]\tLoss_D: 0.2082\tLoss_G: 2.3986\tD(x): 0.95\tD(G(z)): 0.12 \t 10.44 s\n",
            "[2348/5000][15/38]\tLoss_D: 0.1726\tLoss_G: 2.2977\tD(x): 0.98\tD(G(z)): 0.13 \t 6.14 s\n",
            "[2348/5000][20/38]\tLoss_D: 0.492\tLoss_G: 1.5259\tD(x): 0.72\tD(G(z)): 0.06 \t 10.3 s\n",
            "[2348/5000][25/38]\tLoss_D: 0.05\tLoss_G: 3.1677\tD(x): 1.0\tD(G(z)): 0.04 \t 6.28 s\n",
            "[2348/5000][30/38]\tLoss_D: 0.3178\tLoss_G: 2.0621\tD(x): 1.0\tD(G(z)): 0.25 \t 10.38 s\n",
            "[2348/5000][35/38]\tLoss_D: 0.2097\tLoss_G: 2.466\tD(x): 0.92\tD(G(z)): 0.08 \t 6.75 s\n",
            "[2349/5000][0/38]\tLoss_D: 0.6269\tLoss_G: 1.9086\tD(x): 1.0\tD(G(z)): 0.21 \t 6.36 s\n",
            "[2349/5000][5/38]\tLoss_D: 0.1131\tLoss_G: 2.8408\tD(x): 1.0\tD(G(z)): 0.09 \t 6.18 s\n",
            "[2349/5000][10/38]\tLoss_D: 0.1408\tLoss_G: 2.3377\tD(x): 0.99\tD(G(z)): 0.12 \t 10.3 s\n",
            "[2349/5000][15/38]\tLoss_D: 0.0976\tLoss_G: 1.8876\tD(x): 1.0\tD(G(z)): 0.09 \t 8.1 s\n",
            "[2349/5000][20/38]\tLoss_D: 0.0703\tLoss_G: 3.34\tD(x): 0.99\tD(G(z)): 0.05 \t 8.68 s\n",
            "[2349/5000][25/38]\tLoss_D: 0.1512\tLoss_G: 2.3784\tD(x): 0.97\tD(G(z)): 0.1 \t 7.97 s\n",
            "[2349/5000][30/38]\tLoss_D: 0.2164\tLoss_G: 2.0862\tD(x): 0.95\tD(G(z)): 0.12 \t 9.05 s\n",
            "[2349/5000][35/38]\tLoss_D: 0.0888\tLoss_G: 2.7548\tD(x): 0.99\tD(G(z)): 0.07 \t 7.33 s\n",
            "[2350/5000][0/38]\tLoss_D: 0.1176\tLoss_G: 1.0981\tD(x): 1.0\tD(G(z)): 0.11 \t 5.42 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2350 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2350/5000][5/38]\tLoss_D: 0.0751\tLoss_G: 2.9521\tD(x): 0.99\tD(G(z)): 0.06 \t 7.92 s\n",
            "[2350/5000][10/38]\tLoss_D: 0.2386\tLoss_G: 2.418\tD(x): 0.99\tD(G(z)): 0.2 \t 10.59 s\n",
            "[2350/5000][15/38]\tLoss_D: 0.1003\tLoss_G: 2.518\tD(x): 0.99\tD(G(z)): 0.08 \t 6.29 s\n",
            "[2350/5000][20/38]\tLoss_D: 0.2737\tLoss_G: 2.6479\tD(x): 0.91\tD(G(z)): 0.12 \t 10.26 s\n",
            "[2350/5000][25/38]\tLoss_D: 0.1454\tLoss_G: 1.9041\tD(x): 1.0\tD(G(z)): 0.13 \t 6.22 s\n",
            "[2350/5000][30/38]\tLoss_D: 0.1407\tLoss_G: 1.8532\tD(x): 1.0\tD(G(z)): 0.11 \t 10.4 s\n",
            "[2350/5000][35/38]\tLoss_D: 0.0727\tLoss_G: 2.5415\tD(x): 0.99\tD(G(z)): 0.05 \t 7.1 s\n",
            "[2351/5000][0/38]\tLoss_D: 0.1996\tLoss_G: 1.4016\tD(x): 0.98\tD(G(z)): 0.15 \t 5.87 s\n",
            "[2351/5000][5/38]\tLoss_D: 0.1673\tLoss_G: 2.6253\tD(x): 0.98\tD(G(z)): 0.13 \t 6.23 s\n",
            "[2351/5000][10/38]\tLoss_D: 0.256\tLoss_G: 2.4439\tD(x): 0.97\tD(G(z)): 0.15 \t 10.55 s\n",
            "[2351/5000][15/38]\tLoss_D: 0.0727\tLoss_G: 2.5004\tD(x): 1.0\tD(G(z)): 0.06 \t 7.99 s\n",
            "[2351/5000][20/38]\tLoss_D: 0.1452\tLoss_G: 2.8927\tD(x): 0.97\tD(G(z)): 0.09 \t 8.61 s\n",
            "[2351/5000][25/38]\tLoss_D: 0.1144\tLoss_G: 2.551\tD(x): 1.0\tD(G(z)): 0.1 \t 8.12 s\n",
            "[2351/5000][30/38]\tLoss_D: 0.1165\tLoss_G: 1.9147\tD(x): 0.97\tD(G(z)): 0.07 \t 9.4 s\n",
            "[2351/5000][35/38]\tLoss_D: 0.2335\tLoss_G: 2.0825\tD(x): 0.89\tD(G(z)): 0.08 \t 6.93 s\n",
            "[2352/5000][0/38]\tLoss_D: 0.3276\tLoss_G: 1.4081\tD(x): 1.0\tD(G(z)): 0.25 \t 5.03 s\n",
            "[2352/5000][5/38]\tLoss_D: 0.2021\tLoss_G: 1.9339\tD(x): 1.0\tD(G(z)): 0.16 \t 7.98 s\n",
            "[2352/5000][10/38]\tLoss_D: 0.1359\tLoss_G: 1.314\tD(x): 1.0\tD(G(z)): 0.12 \t 10.46 s\n",
            "[2352/5000][15/38]\tLoss_D: 0.143\tLoss_G: 2.1591\tD(x): 0.98\tD(G(z)): 0.1 \t 6.2 s\n",
            "[2352/5000][20/38]\tLoss_D: 0.2005\tLoss_G: 2.1737\tD(x): 1.0\tD(G(z)): 0.16 \t 10.23 s\n",
            "[2352/5000][25/38]\tLoss_D: 0.2015\tLoss_G: 2.2426\tD(x): 1.0\tD(G(z)): 0.16 \t 6.09 s\n",
            "[2352/5000][30/38]\tLoss_D: 0.2244\tLoss_G: 1.5145\tD(x): 0.95\tD(G(z)): 0.14 \t 10.16 s\n",
            "[2352/5000][35/38]\tLoss_D: 0.191\tLoss_G: 1.9923\tD(x): 0.96\tD(G(z)): 0.12 \t 6.44 s\n",
            "[2353/5000][0/38]\tLoss_D: 0.1943\tLoss_G: 1.717\tD(x): 0.96\tD(G(z)): 0.12 \t 6.49 s\n",
            "[2353/5000][5/38]\tLoss_D: 0.1876\tLoss_G: 1.6951\tD(x): 0.99\tD(G(z)): 0.16 \t 6.32 s\n",
            "[2353/5000][10/38]\tLoss_D: 0.1145\tLoss_G: 2.8791\tD(x): 0.95\tD(G(z)): 0.04 \t 10.48 s\n",
            "[2353/5000][15/38]\tLoss_D: 0.1787\tLoss_G: 2.4622\tD(x): 0.93\tD(G(z)): 0.07 \t 7.68 s\n",
            "[2353/5000][20/38]\tLoss_D: 0.1393\tLoss_G: 1.5478\tD(x): 0.99\tD(G(z)): 0.12 \t 9.13 s\n",
            "[2353/5000][25/38]\tLoss_D: 0.1072\tLoss_G: 2.5582\tD(x): 0.99\tD(G(z)): 0.08 \t 7.83 s\n",
            "[2353/5000][30/38]\tLoss_D: 0.299\tLoss_G: 1.7077\tD(x): 0.87\tD(G(z)): 0.1 \t 9.02 s\n",
            "[2353/5000][35/38]\tLoss_D: 0.144\tLoss_G: 2.4935\tD(x): 0.95\tD(G(z)): 0.06 \t 7.54 s\n",
            "[2354/5000][0/38]\tLoss_D: 0.1223\tLoss_G: 1.9682\tD(x): 0.98\tD(G(z)): 0.09 \t 5.24 s\n",
            "[2354/5000][5/38]\tLoss_D: 0.1683\tLoss_G: 2.1556\tD(x): 0.99\tD(G(z)): 0.14 \t 8.0 s\n",
            "[2354/5000][10/38]\tLoss_D: 0.0549\tLoss_G: 2.6689\tD(x): 0.99\tD(G(z)): 0.04 \t 10.24 s\n",
            "[2354/5000][15/38]\tLoss_D: 0.1252\tLoss_G: 2.6752\tD(x): 1.0\tD(G(z)): 0.11 \t 6.35 s\n",
            "[2354/5000][20/38]\tLoss_D: 0.1805\tLoss_G: 2.7502\tD(x): 0.93\tD(G(z)): 0.08 \t 10.45 s\n",
            "[2354/5000][25/38]\tLoss_D: 0.3743\tLoss_G: 3.1216\tD(x): 0.98\tD(G(z)): 0.22 \t 6.14 s\n",
            "[2354/5000][30/38]\tLoss_D: 2.1277\tLoss_G: 0.5725\tD(x): 0.37\tD(G(z)): 0.22 \t 10.35 s\n",
            "[2354/5000][35/38]\tLoss_D: 3.5996\tLoss_G: 1.319\tD(x): 0.29\tD(G(z)): 0.33 \t 6.36 s\n",
            "[2355/5000][0/38]\tLoss_D: 2.094\tLoss_G: 1.2283\tD(x): 0.29\tD(G(z)): 0.23 \t 6.33 s\n",
            "[2355/5000][5/38]\tLoss_D: 1.6819\tLoss_G: 1.2476\tD(x): 0.48\tD(G(z)): 0.32 \t 6.21 s\n",
            "[2355/5000][10/38]\tLoss_D: 1.7759\tLoss_G: 1.0855\tD(x): 0.27\tD(G(z)): 0.2 \t 10.42 s\n",
            "[2355/5000][15/38]\tLoss_D: 2.464\tLoss_G: 2.5847\tD(x): 0.12\tD(G(z)): 0.1 \t 7.11 s\n",
            "[2355/5000][20/38]\tLoss_D: 1.8638\tLoss_G: 1.5483\tD(x): 0.36\tD(G(z)): 0.33 \t 9.31 s\n",
            "[2355/5000][25/38]\tLoss_D: 1.9974\tLoss_G: 1.9559\tD(x): 0.27\tD(G(z)): 0.25 \t 7.89 s\n",
            "[2355/5000][30/38]\tLoss_D: 3.0675\tLoss_G: 1.8911\tD(x): 0.33\tD(G(z)): 0.3 \t 8.42 s\n",
            "[2355/5000][35/38]\tLoss_D: 4.2729\tLoss_G: 1.7957\tD(x): 0.31\tD(G(z)): 0.27 \t 8.1 s\n",
            "[2356/5000][0/38]\tLoss_D: 2.4129\tLoss_G: 2.4451\tD(x): 0.23\tD(G(z)): 0.13 \t 5.22 s\n",
            "[2356/5000][5/38]\tLoss_D: 2.0645\tLoss_G: 2.1247\tD(x): 0.19\tD(G(z)): 0.13 \t 8.03 s\n",
            "[2356/5000][10/38]\tLoss_D: 1.2656\tLoss_G: 1.4672\tD(x): 0.59\tD(G(z)): 0.35 \t 9.49 s\n",
            "[2356/5000][15/38]\tLoss_D: 1.5271\tLoss_G: 1.3749\tD(x): 0.45\tD(G(z)): 0.33 \t 7.04 s\n",
            "[2356/5000][20/38]\tLoss_D: 1.7162\tLoss_G: 1.5691\tD(x): 0.26\tD(G(z)): 0.15 \t 10.42 s\n",
            "[2356/5000][25/38]\tLoss_D: 2.1978\tLoss_G: 1.5987\tD(x): 0.27\tD(G(z)): 0.15 \t 6.07 s\n",
            "[2356/5000][30/38]\tLoss_D: 1.2631\tLoss_G: 1.4818\tD(x): 0.56\tD(G(z)): 0.31 \t 10.34 s\n",
            "[2356/5000][35/38]\tLoss_D: 1.4812\tLoss_G: 1.3038\tD(x): 0.45\tD(G(z)): 0.28 \t 6.14 s\n",
            "[2357/5000][0/38]\tLoss_D: 0.9108\tLoss_G: 1.4751\tD(x): 0.67\tD(G(z)): 0.25 \t 6.56 s\n",
            "[2357/5000][5/38]\tLoss_D: 0.4568\tLoss_G: 1.9846\tD(x): 0.86\tD(G(z)): 0.18 \t 6.21 s\n",
            "[2357/5000][10/38]\tLoss_D: 1.6673\tLoss_G: 1.4101\tD(x): 0.67\tD(G(z)): 0.38 \t 10.33 s\n",
            "[2357/5000][15/38]\tLoss_D: 2.1852\tLoss_G: 2.1899\tD(x): 0.47\tD(G(z)): 0.3 \t 6.65 s\n",
            "[2357/5000][20/38]\tLoss_D: 2.1406\tLoss_G: 3.1711\tD(x): 0.78\tD(G(z)): 0.49 \t 9.99 s\n",
            "[2357/5000][25/38]\tLoss_D: 0.7815\tLoss_G: 1.4519\tD(x): 0.64\tD(G(z)): 0.18 \t 7.99 s\n",
            "[2357/5000][30/38]\tLoss_D: 1.3713\tLoss_G: 1.6868\tD(x): 0.39\tD(G(z)): 0.19 \t 8.6 s\n",
            "[2357/5000][35/38]\tLoss_D: 0.9086\tLoss_G: 0.9746\tD(x): 0.66\tD(G(z)): 0.25 \t 7.96 s\n",
            "[2358/5000][0/38]\tLoss_D: 3.4193\tLoss_G: 4.5605\tD(x): 0.06\tD(G(z)): 0.01 \t 5.27 s\n",
            "[2358/5000][5/38]\tLoss_D: 1.5533\tLoss_G: 3.01\tD(x): 0.34\tD(G(z)): 0.13 \t 7.93 s\n",
            "[2358/5000][10/38]\tLoss_D: 1.5752\tLoss_G: 2.923\tD(x): 0.28\tD(G(z)): 0.03 \t 9.44 s\n",
            "[2358/5000][15/38]\tLoss_D: 0.531\tLoss_G: 1.3511\tD(x): 0.78\tD(G(z)): 0.16 \t 7.13 s\n",
            "[2358/5000][20/38]\tLoss_D: 0.551\tLoss_G: 1.4881\tD(x): 0.8\tD(G(z)): 0.2 \t 10.28 s\n",
            "[2358/5000][25/38]\tLoss_D: 0.3596\tLoss_G: 1.7929\tD(x): 0.96\tD(G(z)): 0.23 \t 6.29 s\n",
            "[2358/5000][30/38]\tLoss_D: 1.5291\tLoss_G: 1.2543\tD(x): 0.44\tD(G(z)): 0.17 \t 10.4 s\n",
            "[2358/5000][35/38]\tLoss_D: 0.7469\tLoss_G: 1.7735\tD(x): 0.61\tD(G(z)): 0.12 \t 6.24 s\n",
            "[2359/5000][0/38]\tLoss_D: 1.0711\tLoss_G: 3.6109\tD(x): 0.42\tD(G(z)): 0.03 \t 6.61 s\n",
            "[2359/5000][5/38]\tLoss_D: 2.2064\tLoss_G: 3.4805\tD(x): 0.15\tD(G(z)): 0.01 \t 6.2 s\n",
            "[2359/5000][10/38]\tLoss_D: 1.7481\tLoss_G: 2.8284\tD(x): 0.23\tD(G(z)): 0.03 \t 10.61 s\n",
            "[2359/5000][15/38]\tLoss_D: 2.1425\tLoss_G: 3.4011\tD(x): 0.15\tD(G(z)): 0.02 \t 6.44 s\n",
            "[2359/5000][20/38]\tLoss_D: 0.7281\tLoss_G: 2.8302\tD(x): 0.62\tD(G(z)): 0.09 \t 9.92 s\n",
            "[2359/5000][25/38]\tLoss_D: 0.8366\tLoss_G: 3.3747\tD(x): 0.52\tD(G(z)): 0.03 \t 8.1 s\n",
            "[2359/5000][30/38]\tLoss_D: 0.4539\tLoss_G: 2.6549\tD(x): 0.76\tD(G(z)): 0.08 \t 8.62 s\n",
            "[2359/5000][35/38]\tLoss_D: 0.3271\tLoss_G: 2.3604\tD(x): 0.87\tD(G(z)): 0.12 \t 8.06 s\n",
            "[2360/5000][0/38]\tLoss_D: 0.2354\tLoss_G: 1.5658\tD(x): 0.99\tD(G(z)): 0.17 \t 5.01 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2360 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2360/5000][5/38]\tLoss_D: 0.4228\tLoss_G: 1.2472\tD(x): 0.86\tD(G(z)): 0.19 \t 7.98 s\n",
            "[2360/5000][10/38]\tLoss_D: 0.4388\tLoss_G: 1.3799\tD(x): 0.81\tD(G(z)): 0.14 \t 8.86 s\n",
            "[2360/5000][15/38]\tLoss_D: 0.5725\tLoss_G: 1.7535\tD(x): 0.7\tD(G(z)): 0.1 \t 7.73 s\n",
            "[2360/5000][20/38]\tLoss_D: 0.6425\tLoss_G: 2.1379\tD(x): 0.73\tD(G(z)): 0.17 \t 10.48 s\n",
            "[2360/5000][25/38]\tLoss_D: 0.6602\tLoss_G: 2.0549\tD(x): 0.98\tD(G(z)): 0.33 \t 6.18 s\n",
            "[2360/5000][30/38]\tLoss_D: 0.1889\tLoss_G: 2.2154\tD(x): 1.0\tD(G(z)): 0.16 \t 10.68 s\n",
            "[2360/5000][35/38]\tLoss_D: 0.2482\tLoss_G: 2.1992\tD(x): 0.94\tD(G(z)): 0.15 \t 6.09 s\n",
            "[2361/5000][0/38]\tLoss_D: 0.3165\tLoss_G: 1.1892\tD(x): 0.93\tD(G(z)): 0.18 \t 6.45 s\n",
            "[2361/5000][5/38]\tLoss_D: 0.2206\tLoss_G: 1.7054\tD(x): 0.99\tD(G(z)): 0.19 \t 6.39 s\n",
            "[2361/5000][10/38]\tLoss_D: 0.3357\tLoss_G: 1.763\tD(x): 0.86\tD(G(z)): 0.12 \t 10.58 s\n",
            "[2361/5000][15/38]\tLoss_D: 0.2\tLoss_G: 2.2066\tD(x): 0.96\tD(G(z)): 0.13 \t 6.72 s\n",
            "[2361/5000][20/38]\tLoss_D: 0.1827\tLoss_G: 1.6812\tD(x): 0.99\tD(G(z)): 0.13 \t 9.99 s\n",
            "[2361/5000][25/38]\tLoss_D: 0.4348\tLoss_G: 1.3863\tD(x): 0.78\tD(G(z)): 0.09 \t 8.12 s\n",
            "[2361/5000][30/38]\tLoss_D: 0.2591\tLoss_G: 2.0107\tD(x): 0.98\tD(G(z)): 0.2 \t 8.79 s\n",
            "[2361/5000][35/38]\tLoss_D: 0.4953\tLoss_G: 1.6245\tD(x): 0.85\tD(G(z)): 0.2 \t 8.01 s\n",
            "[2362/5000][0/38]\tLoss_D: 0.4722\tLoss_G: 0.9222\tD(x): 0.8\tD(G(z)): 0.15 \t 5.01 s\n",
            "[2362/5000][5/38]\tLoss_D: 0.2364\tLoss_G: 2.1509\tD(x): 0.96\tD(G(z)): 0.15 \t 8.08 s\n",
            "[2362/5000][10/38]\tLoss_D: 0.3475\tLoss_G: 1.7486\tD(x): 0.93\tD(G(z)): 0.18 \t 9.25 s\n",
            "[2362/5000][15/38]\tLoss_D: 0.2857\tLoss_G: 1.2945\tD(x): 0.97\tD(G(z)): 0.2 \t 7.21 s\n",
            "[2362/5000][20/38]\tLoss_D: 0.5571\tLoss_G: 1.7266\tD(x): 0.74\tD(G(z)): 0.14 \t 10.37 s\n",
            "[2362/5000][25/38]\tLoss_D: 0.1858\tLoss_G: 1.8054\tD(x): 0.99\tD(G(z)): 0.14 \t 6.22 s\n",
            "[2362/5000][30/38]\tLoss_D: 0.2238\tLoss_G: 1.6336\tD(x): 0.98\tD(G(z)): 0.17 \t 10.4 s\n",
            "[2362/5000][35/38]\tLoss_D: 0.3864\tLoss_G: 1.966\tD(x): 0.85\tD(G(z)): 0.13 \t 6.07 s\n",
            "[2363/5000][0/38]\tLoss_D: 0.187\tLoss_G: 2.1926\tD(x): 0.99\tD(G(z)): 0.15 \t 6.5 s\n",
            "[2363/5000][5/38]\tLoss_D: 0.1875\tLoss_G: 1.8139\tD(x): 0.98\tD(G(z)): 0.14 \t 5.99 s\n",
            "[2363/5000][10/38]\tLoss_D: 0.1823\tLoss_G: 1.9313\tD(x): 0.94\tD(G(z)): 0.08 \t 10.27 s\n",
            "[2363/5000][15/38]\tLoss_D: 0.2331\tLoss_G: 1.7861\tD(x): 0.93\tD(G(z)): 0.12 \t 6.39 s\n",
            "[2363/5000][20/38]\tLoss_D: 0.1707\tLoss_G: 1.723\tD(x): 0.99\tD(G(z)): 0.14 \t 10.12 s\n",
            "[2363/5000][25/38]\tLoss_D: 0.1059\tLoss_G: 2.317\tD(x): 0.99\tD(G(z)): 0.09 \t 8.08 s\n",
            "[2363/5000][30/38]\tLoss_D: 0.2983\tLoss_G: 2.3056\tD(x): 0.99\tD(G(z)): 0.22 \t 8.64 s\n",
            "[2363/5000][35/38]\tLoss_D: 0.2481\tLoss_G: 2.1264\tD(x): 0.93\tD(G(z)): 0.14 \t 7.98 s\n",
            "[2364/5000][0/38]\tLoss_D: 0.2526\tLoss_G: 1.8618\tD(x): 0.99\tD(G(z)): 0.2 \t 5.21 s\n",
            "[2364/5000][5/38]\tLoss_D: 0.2463\tLoss_G: 1.8803\tD(x): 0.94\tD(G(z)): 0.14 \t 7.98 s\n",
            "[2364/5000][10/38]\tLoss_D: 0.265\tLoss_G: 1.3344\tD(x): 0.92\tD(G(z)): 0.13 \t 9.02 s\n",
            "[2364/5000][15/38]\tLoss_D: 0.1799\tLoss_G: 1.7996\tD(x): 0.96\tD(G(z)): 0.12 \t 7.52 s\n",
            "[2364/5000][20/38]\tLoss_D: 0.1939\tLoss_G: 1.843\tD(x): 1.0\tD(G(z)): 0.16 \t 10.36 s\n",
            "[2364/5000][25/38]\tLoss_D: 0.1413\tLoss_G: 2.6896\tD(x): 0.98\tD(G(z)): 0.1 \t 6.15 s\n",
            "[2364/5000][30/38]\tLoss_D: 0.2346\tLoss_G: 1.7694\tD(x): 0.94\tD(G(z)): 0.14 \t 10.19 s\n",
            "[2364/5000][35/38]\tLoss_D: 0.2584\tLoss_G: 1.6403\tD(x): 0.93\tD(G(z)): 0.14 \t 6.13 s\n",
            "[2365/5000][0/38]\tLoss_D: 0.2271\tLoss_G: 1.8016\tD(x): 0.93\tD(G(z)): 0.12 \t 6.7 s\n",
            "[2365/5000][5/38]\tLoss_D: 0.1469\tLoss_G: 1.8559\tD(x): 1.0\tD(G(z)): 0.13 \t 6.19 s\n",
            "[2365/5000][10/38]\tLoss_D: 0.1575\tLoss_G: 2.0761\tD(x): 0.97\tD(G(z)): 0.1 \t 10.29 s\n",
            "[2365/5000][15/38]\tLoss_D: 0.7075\tLoss_G: 2.1232\tD(x): 0.68\tD(G(z)): 0.13 \t 6.05 s\n",
            "[2365/5000][20/38]\tLoss_D: 0.1581\tLoss_G: 1.9675\tD(x): 0.99\tD(G(z)): 0.13 \t 10.41 s\n",
            "[2365/5000][25/38]\tLoss_D: 0.1728\tLoss_G: 2.1714\tD(x): 0.99\tD(G(z)): 0.14 \t 7.67 s\n",
            "[2365/5000][30/38]\tLoss_D: 0.1367\tLoss_G: 2.1224\tD(x): 1.0\tD(G(z)): 0.12 \t 8.81 s\n",
            "[2365/5000][35/38]\tLoss_D: 0.2396\tLoss_G: 1.4466\tD(x): 0.99\tD(G(z)): 0.19 \t 8.03 s\n",
            "[2366/5000][0/38]\tLoss_D: 0.1398\tLoss_G: 2.1948\tD(x): 0.99\tD(G(z)): 0.12 \t 5.21 s\n",
            "[2366/5000][5/38]\tLoss_D: 0.1512\tLoss_G: 2.1714\tD(x): 0.97\tD(G(z)): 0.1 \t 7.76 s\n",
            "[2366/5000][10/38]\tLoss_D: 0.1247\tLoss_G: 1.8113\tD(x): 0.99\tD(G(z)): 0.1 \t 8.52 s\n",
            "[2366/5000][15/38]\tLoss_D: 0.4253\tLoss_G: 1.6575\tD(x): 0.83\tD(G(z)): 0.15 \t 8.06 s\n",
            "[2366/5000][20/38]\tLoss_D: 0.2867\tLoss_G: 2.2624\tD(x): 0.98\tD(G(z)): 0.2 \t 10.19 s\n",
            "[2366/5000][25/38]\tLoss_D: 0.1829\tLoss_G: 2.4051\tD(x): 0.92\tD(G(z)): 0.06 \t 6.43 s\n",
            "[2366/5000][30/38]\tLoss_D: 0.1816\tLoss_G: 2.3946\tD(x): 0.99\tD(G(z)): 0.15 \t 10.46 s\n",
            "[2366/5000][35/38]\tLoss_D: 0.1673\tLoss_G: 2.1219\tD(x): 0.98\tD(G(z)): 0.13 \t 6.1 s\n",
            "[2367/5000][0/38]\tLoss_D: 0.1063\tLoss_G: 3.0267\tD(x): 0.99\tD(G(z)): 0.09 \t 6.89 s\n",
            "[2367/5000][5/38]\tLoss_D: 0.3154\tLoss_G: 1.9711\tD(x): 0.99\tD(G(z)): 0.22 \t 5.99 s\n",
            "[2367/5000][10/38]\tLoss_D: 0.1896\tLoss_G: 1.6127\tD(x): 1.0\tD(G(z)): 0.16 \t 10.39 s\n",
            "[2367/5000][15/38]\tLoss_D: 0.1288\tLoss_G: 2.2508\tD(x): 1.0\tD(G(z)): 0.1 \t 6.21 s\n",
            "[2367/5000][20/38]\tLoss_D: 0.2999\tLoss_G: 1.7706\tD(x): 0.93\tD(G(z)): 0.17 \t 10.41 s\n",
            "[2367/5000][25/38]\tLoss_D: 0.2512\tLoss_G: 1.487\tD(x): 0.9\tD(G(z)): 0.1 \t 7.34 s\n",
            "[2367/5000][30/38]\tLoss_D: 0.099\tLoss_G: 1.8444\tD(x): 1.0\tD(G(z)): 0.09 \t 9.24 s\n",
            "[2367/5000][35/38]\tLoss_D: 0.1265\tLoss_G: 1.6227\tD(x): 1.0\tD(G(z)): 0.11 \t 7.87 s\n",
            "[2368/5000][0/38]\tLoss_D: 0.2478\tLoss_G: 2.1791\tD(x): 0.96\tD(G(z)): 0.17 \t 5.26 s\n",
            "[2368/5000][5/38]\tLoss_D: 0.3696\tLoss_G: 3.1974\tD(x): 0.98\tD(G(z)): 0.24 \t 7.82 s\n",
            "[2368/5000][10/38]\tLoss_D: 0.2179\tLoss_G: 2.2289\tD(x): 0.91\tD(G(z)): 0.09 \t 8.7 s\n",
            "[2368/5000][15/38]\tLoss_D: 0.1649\tLoss_G: 1.8742\tD(x): 0.98\tD(G(z)): 0.13 \t 7.89 s\n",
            "[2368/5000][20/38]\tLoss_D: 0.0688\tLoss_G: 2.2341\tD(x): 0.99\tD(G(z)): 0.06 \t 9.84 s\n",
            "[2368/5000][25/38]\tLoss_D: 0.1353\tLoss_G: 2.2608\tD(x): 0.99\tD(G(z)): 0.11 \t 6.58 s\n",
            "[2368/5000][30/38]\tLoss_D: 0.2983\tLoss_G: 1.5188\tD(x): 0.9\tD(G(z)): 0.13 \t 10.39 s\n",
            "[2368/5000][35/38]\tLoss_D: 0.1445\tLoss_G: 2.2529\tD(x): 0.97\tD(G(z)): 0.09 \t 6.09 s\n",
            "[2369/5000][0/38]\tLoss_D: 0.1057\tLoss_G: 2.4741\tD(x): 0.99\tD(G(z)): 0.09 \t 6.96 s\n",
            "[2369/5000][5/38]\tLoss_D: 0.2405\tLoss_G: 1.9863\tD(x): 0.86\tD(G(z)): 0.04 \t 6.24 s\n",
            "[2369/5000][10/38]\tLoss_D: 0.525\tLoss_G: 2.131\tD(x): 0.99\tD(G(z)): 0.12 \t 10.46 s\n",
            "[2369/5000][15/38]\tLoss_D: 0.2338\tLoss_G: 2.1762\tD(x): 0.96\tD(G(z)): 0.15 \t 6.13 s\n",
            "[2369/5000][20/38]\tLoss_D: 0.1162\tLoss_G: 2.2997\tD(x): 1.0\tD(G(z)): 0.11 \t 10.22 s\n",
            "[2369/5000][25/38]\tLoss_D: 0.129\tLoss_G: 2.039\tD(x): 1.0\tD(G(z)): 0.11 \t 7.03 s\n",
            "[2369/5000][30/38]\tLoss_D: 0.1077\tLoss_G: 2.7644\tD(x): 0.98\tD(G(z)): 0.07 \t 9.41 s\n",
            "[2369/5000][35/38]\tLoss_D: 0.2983\tLoss_G: 1.9759\tD(x): 1.0\tD(G(z)): 0.22 \t 7.68 s\n",
            "[2370/5000][0/38]\tLoss_D: 0.0958\tLoss_G: 1.9675\tD(x): 0.99\tD(G(z)): 0.08 \t 5.16 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2370 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2370/5000][5/38]\tLoss_D: 0.2091\tLoss_G: 2.0575\tD(x): 1.0\tD(G(z)): 0.17 \t 8.12 s\n",
            "[2370/5000][10/38]\tLoss_D: 0.2095\tLoss_G: 2.5995\tD(x): 0.91\tD(G(z)): 0.06 \t 8.55 s\n",
            "[2370/5000][15/38]\tLoss_D: 0.1897\tLoss_G: 2.3923\tD(x): 1.0\tD(G(z)): 0.15 \t 7.88 s\n",
            "[2370/5000][20/38]\tLoss_D: 0.2173\tLoss_G: 2.0111\tD(x): 0.94\tD(G(z)): 0.12 \t 9.24 s\n",
            "[2370/5000][25/38]\tLoss_D: 0.1935\tLoss_G: 2.4938\tD(x): 0.96\tD(G(z)): 0.13 \t 7.13 s\n",
            "[2370/5000][30/38]\tLoss_D: 0.1779\tLoss_G: 1.7906\tD(x): 0.99\tD(G(z)): 0.15 \t 10.11 s\n",
            "[2370/5000][35/38]\tLoss_D: 0.0788\tLoss_G: 2.6166\tD(x): 0.99\tD(G(z)): 0.07 \t 6.33 s\n",
            "[2371/5000][0/38]\tLoss_D: 0.1666\tLoss_G: 2.7493\tD(x): 0.94\tD(G(z)): 0.08 \t 6.94 s\n",
            "[2371/5000][5/38]\tLoss_D: 0.2278\tLoss_G: 1.8311\tD(x): 0.92\tD(G(z)): 0.11 \t 6.25 s\n",
            "[2371/5000][10/38]\tLoss_D: 0.3301\tLoss_G: 2.9054\tD(x): 1.0\tD(G(z)): 0.25 \t 10.4 s\n",
            "[2371/5000][15/38]\tLoss_D: 0.2663\tLoss_G: 1.3288\tD(x): 0.95\tD(G(z)): 0.17 \t 6.28 s\n",
            "[2371/5000][20/38]\tLoss_D: 0.1396\tLoss_G: 1.4502\tD(x): 1.0\tD(G(z)): 0.13 \t 10.23 s\n",
            "[2371/5000][25/38]\tLoss_D: 0.1076\tLoss_G: 1.9279\tD(x): 1.0\tD(G(z)): 0.1 \t 6.43 s\n",
            "[2371/5000][30/38]\tLoss_D: 0.107\tLoss_G: 2.3933\tD(x): 1.0\tD(G(z)): 0.1 \t 10.06 s\n",
            "[2371/5000][35/38]\tLoss_D: 0.1187\tLoss_G: 1.7785\tD(x): 1.0\tD(G(z)): 0.1 \t 8.04 s\n",
            "[2372/5000][0/38]\tLoss_D: 0.1376\tLoss_G: 2.4328\tD(x): 0.98\tD(G(z)): 0.1 \t 5.2 s\n",
            "[2372/5000][5/38]\tLoss_D: 0.2013\tLoss_G: 2.2908\tD(x): 0.93\tD(G(z)): 0.1 \t 7.46 s\n",
            "[2372/5000][10/38]\tLoss_D: 0.1755\tLoss_G: 2.7171\tD(x): 0.94\tD(G(z)): 0.09 \t 8.92 s\n",
            "[2372/5000][15/38]\tLoss_D: 0.1979\tLoss_G: 1.6978\tD(x): 0.92\tD(G(z)): 0.08 \t 7.82 s\n",
            "[2372/5000][20/38]\tLoss_D: 0.1432\tLoss_G: 2.8332\tD(x): 1.0\tD(G(z)): 0.13 \t 8.76 s\n",
            "[2372/5000][25/38]\tLoss_D: 0.2605\tLoss_G: 2.2857\tD(x): 0.99\tD(G(z)): 0.19 \t 7.64 s\n",
            "[2372/5000][30/38]\tLoss_D: 0.1384\tLoss_G: 2.1352\tD(x): 0.99\tD(G(z)): 0.12 \t 10.37 s\n",
            "[2372/5000][35/38]\tLoss_D: 0.1448\tLoss_G: 2.008\tD(x): 0.96\tD(G(z)): 0.09 \t 6.22 s\n",
            "[2373/5000][0/38]\tLoss_D: 0.1029\tLoss_G: 1.7768\tD(x): 0.99\tD(G(z)): 0.08 \t 6.67 s\n",
            "[2373/5000][5/38]\tLoss_D: 0.1235\tLoss_G: 2.8256\tD(x): 0.99\tD(G(z)): 0.1 \t 6.45 s\n",
            "[2373/5000][10/38]\tLoss_D: 0.1083\tLoss_G: 2.455\tD(x): 0.98\tD(G(z)): 0.08 \t 10.37 s\n",
            "[2373/5000][15/38]\tLoss_D: 0.1281\tLoss_G: 1.9936\tD(x): 0.98\tD(G(z)): 0.1 \t 6.28 s\n",
            "[2373/5000][20/38]\tLoss_D: 0.175\tLoss_G: 1.9618\tD(x): 1.0\tD(G(z)): 0.16 \t 10.45 s\n",
            "[2373/5000][25/38]\tLoss_D: 0.1208\tLoss_G: 1.624\tD(x): 0.99\tD(G(z)): 0.1 \t 6.37 s\n",
            "[2373/5000][30/38]\tLoss_D: 0.2111\tLoss_G: 2.0255\tD(x): 0.98\tD(G(z)): 0.16 \t 10.11 s\n",
            "[2373/5000][35/38]\tLoss_D: 0.2915\tLoss_G: 2.1994\tD(x): 0.85\tD(G(z)): 0.08 \t 8.07 s\n",
            "[2374/5000][0/38]\tLoss_D: 0.0968\tLoss_G: 1.2355\tD(x): 1.0\tD(G(z)): 0.09 \t 5.39 s\n",
            "[2374/5000][5/38]\tLoss_D: 0.0989\tLoss_G: 2.5488\tD(x): 1.0\tD(G(z)): 0.09 \t 7.87 s\n",
            "[2374/5000][10/38]\tLoss_D: 0.1138\tLoss_G: 2.0028\tD(x): 0.99\tD(G(z)): 0.09 \t 9.0 s\n",
            "[2374/5000][15/38]\tLoss_D: 0.2897\tLoss_G: 1.5504\tD(x): 0.92\tD(G(z)): 0.14 \t 7.9 s\n",
            "[2374/5000][20/38]\tLoss_D: 0.3835\tLoss_G: 2.157\tD(x): 1.0\tD(G(z)): 0.27 \t 9.57 s\n",
            "[2374/5000][25/38]\tLoss_D: 0.2516\tLoss_G: 2.067\tD(x): 0.98\tD(G(z)): 0.19 \t 7.03 s\n",
            "[2374/5000][30/38]\tLoss_D: 0.0915\tLoss_G: 2.8354\tD(x): 0.99\tD(G(z)): 0.07 \t 10.45 s\n",
            "[2374/5000][35/38]\tLoss_D: 0.0736\tLoss_G: 2.4764\tD(x): 1.0\tD(G(z)): 0.07 \t 6.09 s\n",
            "[2375/5000][0/38]\tLoss_D: 0.2002\tLoss_G: 2.1355\tD(x): 0.95\tD(G(z)): 0.1 \t 6.83 s\n",
            "[2375/5000][5/38]\tLoss_D: 0.143\tLoss_G: 2.2677\tD(x): 0.96\tD(G(z)): 0.07 \t 6.15 s\n",
            "[2375/5000][10/38]\tLoss_D: 0.1207\tLoss_G: 2.3336\tD(x): 0.98\tD(G(z)): 0.08 \t 10.21 s\n",
            "[2375/5000][15/38]\tLoss_D: 0.282\tLoss_G: 2.7333\tD(x): 1.0\tD(G(z)): 0.21 \t 6.1 s\n",
            "[2375/5000][20/38]\tLoss_D: 0.254\tLoss_G: 1.985\tD(x): 1.0\tD(G(z)): 0.21 \t 10.42 s\n",
            "[2375/5000][25/38]\tLoss_D: 0.4737\tLoss_G: 1.6431\tD(x): 0.73\tD(G(z)): 0.07 \t 6.47 s\n",
            "[2375/5000][30/38]\tLoss_D: 0.1453\tLoss_G: 2.0927\tD(x): 0.97\tD(G(z)): 0.1 \t 10.13 s\n",
            "[2375/5000][35/38]\tLoss_D: 0.0758\tLoss_G: 2.6884\tD(x): 0.99\tD(G(z)): 0.06 \t 7.95 s\n",
            "[2376/5000][0/38]\tLoss_D: 0.216\tLoss_G: 1.5228\tD(x): 0.99\tD(G(z)): 0.16 \t 5.3 s\n",
            "[2376/5000][5/38]\tLoss_D: 0.199\tLoss_G: 1.6083\tD(x): 0.92\tD(G(z)): 0.08 \t 7.3 s\n",
            "[2376/5000][10/38]\tLoss_D: 0.183\tLoss_G: 2.3373\tD(x): 0.96\tD(G(z)): 0.11 \t 9.21 s\n",
            "[2376/5000][15/38]\tLoss_D: 0.1229\tLoss_G: 2.4109\tD(x): 0.99\tD(G(z)): 0.09 \t 8.05 s\n",
            "[2376/5000][20/38]\tLoss_D: 0.1511\tLoss_G: 2.1237\tD(x): 0.99\tD(G(z)): 0.13 \t 9.21 s\n",
            "[2376/5000][25/38]\tLoss_D: 0.5294\tLoss_G: 2.1814\tD(x): 0.71\tD(G(z)): 0.08 \t 7.27 s\n",
            "[2376/5000][30/38]\tLoss_D: 0.1511\tLoss_G: 2.6589\tD(x): 0.99\tD(G(z)): 0.11 \t 10.32 s\n",
            "[2376/5000][35/38]\tLoss_D: 0.2204\tLoss_G: 2.407\tD(x): 0.93\tD(G(z)): 0.12 \t 6.03 s\n",
            "[2377/5000][0/38]\tLoss_D: 0.1459\tLoss_G: 2.4351\tD(x): 0.99\tD(G(z)): 0.12 \t 6.73 s\n",
            "[2377/5000][5/38]\tLoss_D: 0.0977\tLoss_G: 2.378\tD(x): 0.99\tD(G(z)): 0.08 \t 6.45 s\n",
            "[2377/5000][10/38]\tLoss_D: 0.1299\tLoss_G: 1.8744\tD(x): 1.0\tD(G(z)): 0.12 \t 10.49 s\n",
            "[2377/5000][15/38]\tLoss_D: 0.1731\tLoss_G: 2.1244\tD(x): 0.97\tD(G(z)): 0.11 \t 6.15 s\n",
            "[2377/5000][20/38]\tLoss_D: 0.5994\tLoss_G: 2.0292\tD(x): 0.65\tD(G(z)): 0.06 \t 10.22 s\n",
            "[2377/5000][25/38]\tLoss_D: 0.1402\tLoss_G: 1.8129\tD(x): 0.97\tD(G(z)): 0.09 \t 6.22 s\n",
            "[2377/5000][30/38]\tLoss_D: 0.3022\tLoss_G: 2.2745\tD(x): 0.87\tD(G(z)): 0.08 \t 10.26 s\n",
            "[2377/5000][35/38]\tLoss_D: 0.1105\tLoss_G: 2.1757\tD(x): 1.0\tD(G(z)): 0.1 \t 7.86 s\n",
            "[2378/5000][0/38]\tLoss_D: 0.1751\tLoss_G: 2.0258\tD(x): 0.91\tD(G(z)): 0.05 \t 5.37 s\n",
            "[2378/5000][5/38]\tLoss_D: 0.2576\tLoss_G: 2.6393\tD(x): 1.0\tD(G(z)): 0.19 \t 7.29 s\n",
            "[2378/5000][10/38]\tLoss_D: 0.2999\tLoss_G: 1.9918\tD(x): 0.86\tD(G(z)): 0.09 \t 9.22 s\n",
            "[2378/5000][15/38]\tLoss_D: 0.1505\tLoss_G: 1.9143\tD(x): 0.96\tD(G(z)): 0.09 \t 8.02 s\n",
            "[2378/5000][20/38]\tLoss_D: 0.1305\tLoss_G: 1.8252\tD(x): 0.99\tD(G(z)): 0.11 \t 8.48 s\n",
            "[2378/5000][25/38]\tLoss_D: 0.1151\tLoss_G: 2.2977\tD(x): 1.0\tD(G(z)): 0.1 \t 7.96 s\n",
            "[2378/5000][30/38]\tLoss_D: 0.2845\tLoss_G: 1.8806\tD(x): 0.98\tD(G(z)): 0.22 \t 10.31 s\n",
            "[2378/5000][35/38]\tLoss_D: 0.1568\tLoss_G: 2.4419\tD(x): 0.99\tD(G(z)): 0.13 \t 6.48 s\n",
            "[2379/5000][0/38]\tLoss_D: 0.171\tLoss_G: 2.2814\tD(x): 0.91\tD(G(z)): 0.04 \t 6.72 s\n",
            "[2379/5000][5/38]\tLoss_D: 0.2197\tLoss_G: 2.1599\tD(x): 1.0\tD(G(z)): 0.18 \t 6.52 s\n",
            "[2379/5000][10/38]\tLoss_D: 0.0793\tLoss_G: 2.2833\tD(x): 0.98\tD(G(z)): 0.05 \t 10.46 s\n",
            "[2379/5000][15/38]\tLoss_D: 0.1572\tLoss_G: 1.7679\tD(x): 0.99\tD(G(z)): 0.13 \t 6.38 s\n",
            "[2379/5000][20/38]\tLoss_D: 0.2329\tLoss_G: 1.7523\tD(x): 1.0\tD(G(z)): 0.18 \t 10.43 s\n",
            "[2379/5000][25/38]\tLoss_D: 0.1885\tLoss_G: 2.0637\tD(x): 0.97\tD(G(z)): 0.09 \t 6.31 s\n",
            "[2379/5000][30/38]\tLoss_D: 0.0869\tLoss_G: 1.9378\tD(x): 1.0\tD(G(z)): 0.08 \t 10.34 s\n",
            "[2379/5000][35/38]\tLoss_D: 0.1415\tLoss_G: 2.3685\tD(x): 0.99\tD(G(z)): 0.12 \t 8.08 s\n",
            "[2380/5000][0/38]\tLoss_D: 0.1499\tLoss_G: 1.2577\tD(x): 1.0\tD(G(z)): 0.13 \t 5.35 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2380 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2380/5000][5/38]\tLoss_D: 0.1508\tLoss_G: 1.8847\tD(x): 0.97\tD(G(z)): 0.1 \t 8.16 s\n",
            "[2380/5000][10/38]\tLoss_D: 0.1417\tLoss_G: 2.1189\tD(x): 0.96\tD(G(z)): 0.08 \t 8.76 s\n",
            "[2380/5000][15/38]\tLoss_D: 0.238\tLoss_G: 1.5069\tD(x): 0.91\tD(G(z)): 0.1 \t 8.09 s\n",
            "[2380/5000][20/38]\tLoss_D: 0.102\tLoss_G: 2.3682\tD(x): 1.0\tD(G(z)): 0.09 \t 9.9 s\n",
            "[2380/5000][25/38]\tLoss_D: 0.1157\tLoss_G: 2.083\tD(x): 1.0\tD(G(z)): 0.1 \t 6.95 s\n",
            "[2380/5000][30/38]\tLoss_D: 0.1031\tLoss_G: 2.2133\tD(x): 0.99\tD(G(z)): 0.08 \t 10.26 s\n",
            "[2380/5000][35/38]\tLoss_D: 0.202\tLoss_G: 1.9385\tD(x): 0.99\tD(G(z)): 0.16 \t 6.09 s\n",
            "[2381/5000][0/38]\tLoss_D: 0.1272\tLoss_G: 2.2659\tD(x): 0.99\tD(G(z)): 0.1 \t 7.36 s\n",
            "[2381/5000][5/38]\tLoss_D: 0.0884\tLoss_G: 2.1324\tD(x): 1.0\tD(G(z)): 0.08 \t 6.28 s\n",
            "[2381/5000][10/38]\tLoss_D: 0.0873\tLoss_G: 2.3439\tD(x): 0.99\tD(G(z)): 0.07 \t 10.35 s\n",
            "[2381/5000][15/38]\tLoss_D: 0.1336\tLoss_G: 1.8643\tD(x): 0.98\tD(G(z)): 0.1 \t 6.19 s\n",
            "[2381/5000][20/38]\tLoss_D: 0.0332\tLoss_G: 3.1066\tD(x): 1.0\tD(G(z)): 0.03 \t 10.49 s\n",
            "[2381/5000][25/38]\tLoss_D: 0.5822\tLoss_G: 2.433\tD(x): 1.0\tD(G(z)): 0.31 \t 7.62 s\n",
            "[2381/5000][30/38]\tLoss_D: 0.1724\tLoss_G: 2.4432\tD(x): 0.99\tD(G(z)): 0.14 \t 9.11 s\n",
            "[2381/5000][35/38]\tLoss_D: 0.1885\tLoss_G: 2.7266\tD(x): 0.99\tD(G(z)): 0.15 \t 8.01 s\n",
            "[2382/5000][0/38]\tLoss_D: 0.3389\tLoss_G: 2.171\tD(x): 0.8\tD(G(z)): 0.05 \t 5.04 s\n",
            "[2382/5000][5/38]\tLoss_D: 0.171\tLoss_G: 1.7728\tD(x): 0.97\tD(G(z)): 0.12 \t 7.82 s\n",
            "[2382/5000][10/38]\tLoss_D: 0.9524\tLoss_G: 2.0023\tD(x): 0.7\tD(G(z)): 0.1 \t 8.45 s\n",
            "[2382/5000][15/38]\tLoss_D: 0.242\tLoss_G: 1.9697\tD(x): 0.91\tD(G(z)): 0.1 \t 7.91 s\n",
            "[2382/5000][20/38]\tLoss_D: 0.1576\tLoss_G: 2.3362\tD(x): 0.99\tD(G(z)): 0.13 \t 9.34 s\n",
            "[2382/5000][25/38]\tLoss_D: 0.1737\tLoss_G: 2.0061\tD(x): 1.0\tD(G(z)): 0.15 \t 6.93 s\n",
            "[2382/5000][30/38]\tLoss_D: 0.1533\tLoss_G: 2.0404\tD(x): 0.99\tD(G(z)): 0.1 \t 10.31 s\n",
            "[2382/5000][35/38]\tLoss_D: 0.1288\tLoss_G: 2.3256\tD(x): 0.99\tD(G(z)): 0.1 \t 6.18 s\n",
            "[2383/5000][0/38]\tLoss_D: 0.0979\tLoss_G: 1.9884\tD(x): 1.0\tD(G(z)): 0.09 \t 7.14 s\n",
            "[2383/5000][5/38]\tLoss_D: 0.0692\tLoss_G: 2.0038\tD(x): 0.98\tD(G(z)): 0.04 \t 6.05 s\n",
            "[2383/5000][10/38]\tLoss_D: 0.1133\tLoss_G: 2.0322\tD(x): 1.0\tD(G(z)): 0.1 \t 10.25 s\n",
            "[2383/5000][15/38]\tLoss_D: 0.2499\tLoss_G: 1.6811\tD(x): 0.91\tD(G(z)): 0.11 \t 6.25 s\n",
            "[2383/5000][20/38]\tLoss_D: 0.0654\tLoss_G: 2.3696\tD(x): 1.0\tD(G(z)): 0.06 \t 10.37 s\n",
            "[2383/5000][25/38]\tLoss_D: 0.1091\tLoss_G: 1.8209\tD(x): 1.0\tD(G(z)): 0.1 \t 6.67 s\n",
            "[2383/5000][30/38]\tLoss_D: 0.1037\tLoss_G: 2.1024\tD(x): 0.99\tD(G(z)): 0.09 \t 9.71 s\n",
            "[2383/5000][35/38]\tLoss_D: 0.4314\tLoss_G: 2.708\tD(x): 1.0\tD(G(z)): 0.3 \t 7.95 s\n",
            "[2384/5000][0/38]\tLoss_D: 0.0767\tLoss_G: 2.8948\tD(x): 0.98\tD(G(z)): 0.04 \t 5.2 s\n",
            "[2384/5000][5/38]\tLoss_D: 0.2127\tLoss_G: 1.4442\tD(x): 1.0\tD(G(z)): 0.18 \t 7.55 s\n",
            "[2384/5000][10/38]\tLoss_D: 0.734\tLoss_G: 1.6524\tD(x): 0.58\tD(G(z)): 0.07 \t 8.81 s\n",
            "[2384/5000][15/38]\tLoss_D: 0.2213\tLoss_G: 2.2148\tD(x): 0.94\tD(G(z)): 0.13 \t 7.95 s\n",
            "[2384/5000][20/38]\tLoss_D: 0.1657\tLoss_G: 2.6043\tD(x): 0.99\tD(G(z)): 0.14 \t 8.74 s\n",
            "[2384/5000][25/38]\tLoss_D: 0.1492\tLoss_G: 2.3983\tD(x): 1.0\tD(G(z)): 0.13 \t 7.49 s\n",
            "[2384/5000][30/38]\tLoss_D: 0.0968\tLoss_G: 1.4397\tD(x): 1.0\tD(G(z)): 0.09 \t 10.43 s\n",
            "[2384/5000][35/38]\tLoss_D: 0.1652\tLoss_G: 2.1806\tD(x): 1.0\tD(G(z)): 0.15 \t 6.18 s\n",
            "[2385/5000][0/38]\tLoss_D: 0.2048\tLoss_G: 2.6361\tD(x): 0.9\tD(G(z)): 0.06 \t 6.91 s\n",
            "[2385/5000][5/38]\tLoss_D: 0.0739\tLoss_G: 2.1558\tD(x): 0.99\tD(G(z)): 0.06 \t 6.36 s\n",
            "[2385/5000][10/38]\tLoss_D: 0.1263\tLoss_G: 1.811\tD(x): 1.0\tD(G(z)): 0.11 \t 10.31 s\n",
            "[2385/5000][15/38]\tLoss_D: 0.226\tLoss_G: 1.4745\tD(x): 0.93\tD(G(z)): 0.12 \t 6.11 s\n",
            "[2385/5000][20/38]\tLoss_D: 0.3746\tLoss_G: 2.0792\tD(x): 0.82\tD(G(z)): 0.09 \t 10.18 s\n",
            "[2385/5000][25/38]\tLoss_D: 0.1012\tLoss_G: 2.5633\tD(x): 1.0\tD(G(z)): 0.09 \t 6.09 s\n",
            "[2385/5000][30/38]\tLoss_D: 0.44\tLoss_G: 1.9138\tD(x): 0.86\tD(G(z)): 0.19 \t 10.33 s\n",
            "[2385/5000][35/38]\tLoss_D: 0.1612\tLoss_G: 1.7611\tD(x): 0.97\tD(G(z)): 0.11 \t 7.89 s\n",
            "[2386/5000][0/38]\tLoss_D: 0.0496\tLoss_G: 2.8425\tD(x): 1.0\tD(G(z)): 0.05 \t 5.49 s\n",
            "[2386/5000][5/38]\tLoss_D: 0.0826\tLoss_G: 1.731\tD(x): 0.98\tD(G(z)): 0.06 \t 7.15 s\n",
            "[2386/5000][10/38]\tLoss_D: 0.1889\tLoss_G: 2.2086\tD(x): 0.96\tD(G(z)): 0.12 \t 9.34 s\n",
            "[2386/5000][15/38]\tLoss_D: 0.1517\tLoss_G: 1.7521\tD(x): 0.98\tD(G(z)): 0.11 \t 7.9 s\n",
            "[2386/5000][20/38]\tLoss_D: 0.2064\tLoss_G: 1.8717\tD(x): 0.93\tD(G(z)): 0.11 \t 8.44 s\n",
            "[2386/5000][25/38]\tLoss_D: 0.1452\tLoss_G: 1.8282\tD(x): 1.0\tD(G(z)): 0.13 \t 7.89 s\n",
            "[2386/5000][30/38]\tLoss_D: 0.1192\tLoss_G: 2.6331\tD(x): 1.0\tD(G(z)): 0.08 \t 10.37 s\n",
            "[2386/5000][35/38]\tLoss_D: 0.1391\tLoss_G: 1.8171\tD(x): 1.0\tD(G(z)): 0.12 \t 6.12 s\n",
            "[2387/5000][0/38]\tLoss_D: 0.0916\tLoss_G: 2.6054\tD(x): 0.99\tD(G(z)): 0.07 \t 6.45 s\n",
            "[2387/5000][5/38]\tLoss_D: 0.4741\tLoss_G: 2.7469\tD(x): 0.99\tD(G(z)): 0.31 \t 6.66 s\n",
            "[2387/5000][10/38]\tLoss_D: 0.126\tLoss_G: 2.02\tD(x): 1.0\tD(G(z)): 0.12 \t 10.41 s\n",
            "[2387/5000][15/38]\tLoss_D: 2.6876\tLoss_G: 5.2103\tD(x): 1.0\tD(G(z)): 0.51 \t 6.14 s\n",
            "[2387/5000][20/38]\tLoss_D: 0.3643\tLoss_G: 2.3475\tD(x): 0.97\tD(G(z)): 0.23 \t 10.31 s\n",
            "[2387/5000][25/38]\tLoss_D: 0.2509\tLoss_G: 2.6437\tD(x): 0.93\tD(G(z)): 0.13 \t 6.13 s\n",
            "[2387/5000][30/38]\tLoss_D: 0.434\tLoss_G: 1.6671\tD(x): 0.77\tD(G(z)): 0.09 \t 10.44 s\n",
            "[2387/5000][35/38]\tLoss_D: 0.1829\tLoss_G: 2.0547\tD(x): 0.95\tD(G(z)): 0.11 \t 7.48 s\n",
            "[2388/5000][0/38]\tLoss_D: 0.3036\tLoss_G: 2.1306\tD(x): 0.89\tD(G(z)): 0.13 \t 5.47 s\n",
            "[2388/5000][5/38]\tLoss_D: 0.0887\tLoss_G: 3.2739\tD(x): 0.97\tD(G(z)): 0.04 \t 6.6 s\n",
            "[2388/5000][10/38]\tLoss_D: 0.3222\tLoss_G: 1.6998\tD(x): 0.85\tD(G(z)): 0.1 \t 9.73 s\n",
            "[2388/5000][15/38]\tLoss_D: 0.0873\tLoss_G: 2.6631\tD(x): 1.0\tD(G(z)): 0.08 \t 7.97 s\n",
            "[2388/5000][20/38]\tLoss_D: 0.068\tLoss_G: 2.154\tD(x): 1.0\tD(G(z)): 0.06 \t 8.5 s\n",
            "[2388/5000][25/38]\tLoss_D: 0.2942\tLoss_G: 2.1879\tD(x): 0.99\tD(G(z)): 0.19 \t 7.99 s\n",
            "[2388/5000][30/38]\tLoss_D: 0.1074\tLoss_G: 2.799\tD(x): 0.99\tD(G(z)): 0.08 \t 9.78 s\n",
            "[2388/5000][35/38]\tLoss_D: 0.1891\tLoss_G: 2.8684\tD(x): 1.0\tD(G(z)): 0.16 \t 6.56 s\n",
            "[2389/5000][0/38]\tLoss_D: 0.3148\tLoss_G: 1.9692\tD(x): 0.85\tD(G(z)): 0.08 \t 5.94 s\n",
            "[2389/5000][5/38]\tLoss_D: 0.4122\tLoss_G: 1.961\tD(x): 0.79\tD(G(z)): 0.09 \t 7.37 s\n",
            "[2389/5000][10/38]\tLoss_D: 0.1798\tLoss_G: 2.7308\tD(x): 0.97\tD(G(z)): 0.13 \t 10.44 s\n",
            "[2389/5000][15/38]\tLoss_D: 0.0976\tLoss_G: 2.5858\tD(x): 1.0\tD(G(z)): 0.07 \t 6.24 s\n",
            "[2389/5000][20/38]\tLoss_D: 0.1144\tLoss_G: 2.9418\tD(x): 0.99\tD(G(z)): 0.09 \t 10.34 s\n",
            "[2389/5000][25/38]\tLoss_D: 0.2209\tLoss_G: 2.2061\tD(x): 0.95\tD(G(z)): 0.13 \t 6.27 s\n",
            "[2389/5000][30/38]\tLoss_D: 0.0778\tLoss_G: 2.2105\tD(x): 0.99\tD(G(z)): 0.06 \t 10.41 s\n",
            "[2389/5000][35/38]\tLoss_D: 0.5353\tLoss_G: 1.5567\tD(x): 0.7\tD(G(z)): 0.07 \t 7.06 s\n",
            "[2390/5000][0/38]\tLoss_D: 0.2087\tLoss_G: 2.3038\tD(x): 1.0\tD(G(z)): 0.18 \t 6.1 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2390 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2390/5000][5/38]\tLoss_D: 0.1557\tLoss_G: 2.0739\tD(x): 1.0\tD(G(z)): 0.14 \t 6.8 s\n",
            "[2390/5000][10/38]\tLoss_D: 0.1563\tLoss_G: 2.5847\tD(x): 1.0\tD(G(z)): 0.14 \t 9.92 s\n",
            "[2390/5000][15/38]\tLoss_D: 0.1323\tLoss_G: 3.0167\tD(x): 0.97\tD(G(z)): 0.08 \t 7.91 s\n",
            "[2390/5000][20/38]\tLoss_D: 0.289\tLoss_G: 1.6446\tD(x): 1.0\tD(G(z)): 0.2 \t 8.59 s\n",
            "[2390/5000][25/38]\tLoss_D: 0.3058\tLoss_G: 1.5028\tD(x): 0.98\tD(G(z)): 0.22 \t 8.1 s\n",
            "[2390/5000][30/38]\tLoss_D: 0.0867\tLoss_G: 2.8865\tD(x): 1.0\tD(G(z)): 0.08 \t 10.25 s\n",
            "[2390/5000][35/38]\tLoss_D: 0.1065\tLoss_G: 2.4424\tD(x): 1.0\tD(G(z)): 0.1 \t 6.27 s\n",
            "[2391/5000][0/38]\tLoss_D: 0.0762\tLoss_G: 2.6987\tD(x): 0.99\tD(G(z)): 0.06 \t 5.84 s\n",
            "[2391/5000][5/38]\tLoss_D: 0.1447\tLoss_G: 1.8442\tD(x): 1.0\tD(G(z)): 0.12 \t 6.97 s\n",
            "[2391/5000][10/38]\tLoss_D: 0.1311\tLoss_G: 2.6141\tD(x): 0.98\tD(G(z)): 0.1 \t 10.21 s\n",
            "[2391/5000][15/38]\tLoss_D: 0.1115\tLoss_G: 2.7815\tD(x): 0.99\tD(G(z)): 0.09 \t 6.3 s\n",
            "[2391/5000][20/38]\tLoss_D: 0.1272\tLoss_G: 2.131\tD(x): 1.0\tD(G(z)): 0.12 \t 10.35 s\n",
            "[2391/5000][25/38]\tLoss_D: 0.081\tLoss_G: 2.3745\tD(x): 0.99\tD(G(z)): 0.07 \t 6.13 s\n",
            "[2391/5000][30/38]\tLoss_D: 0.1564\tLoss_G: 1.9432\tD(x): 0.98\tD(G(z)): 0.12 \t 10.26 s\n",
            "[2391/5000][35/38]\tLoss_D: 0.121\tLoss_G: 1.7555\tD(x): 0.98\tD(G(z)): 0.09 \t 7.52 s\n",
            "[2392/5000][0/38]\tLoss_D: 0.1403\tLoss_G: 1.96\tD(x): 0.97\tD(G(z)): 0.1 \t 5.87 s\n",
            "[2392/5000][5/38]\tLoss_D: 0.1356\tLoss_G: 2.315\tD(x): 1.0\tD(G(z)): 0.12 \t 6.32 s\n",
            "[2392/5000][10/38]\tLoss_D: 0.1714\tLoss_G: 1.6304\tD(x): 1.0\tD(G(z)): 0.15 \t 9.88 s\n",
            "[2392/5000][15/38]\tLoss_D: 0.1277\tLoss_G: 2.6591\tD(x): 0.99\tD(G(z)): 0.1 \t 8.03 s\n",
            "[2392/5000][20/38]\tLoss_D: 0.124\tLoss_G: 2.6655\tD(x): 1.0\tD(G(z)): 0.11 \t 8.3 s\n",
            "[2392/5000][25/38]\tLoss_D: 0.1276\tLoss_G: 2.43\tD(x): 1.0\tD(G(z)): 0.11 \t 8.11 s\n",
            "[2392/5000][30/38]\tLoss_D: 0.199\tLoss_G: 1.8536\tD(x): 1.0\tD(G(z)): 0.17 \t 9.32 s\n",
            "[2392/5000][35/38]\tLoss_D: 0.0978\tLoss_G: 2.7283\tD(x): 0.99\tD(G(z)): 0.08 \t 7.25 s\n",
            "[2393/5000][0/38]\tLoss_D: 0.208\tLoss_G: 2.4839\tD(x): 0.91\tD(G(z)): 0.08 \t 5.61 s\n",
            "[2393/5000][5/38]\tLoss_D: 0.1572\tLoss_G: 1.3554\tD(x): 1.0\tD(G(z)): 0.14 \t 7.53 s\n",
            "[2393/5000][10/38]\tLoss_D: 0.0895\tLoss_G: 2.217\tD(x): 1.0\tD(G(z)): 0.08 \t 10.32 s\n",
            "[2393/5000][15/38]\tLoss_D: 0.1219\tLoss_G: 2.8342\tD(x): 0.96\tD(G(z)): 0.06 \t 6.06 s\n",
            "[2393/5000][20/38]\tLoss_D: 0.1334\tLoss_G: 2.3685\tD(x): 0.99\tD(G(z)): 0.11 \t 10.28 s\n",
            "[2393/5000][25/38]\tLoss_D: 0.1844\tLoss_G: 1.8831\tD(x): 1.0\tD(G(z)): 0.15 \t 6.11 s\n",
            "[2393/5000][30/38]\tLoss_D: 0.1216\tLoss_G: 1.7747\tD(x): 0.97\tD(G(z)): 0.08 \t 10.29 s\n",
            "[2393/5000][35/38]\tLoss_D: 0.1757\tLoss_G: 2.0952\tD(x): 0.95\tD(G(z)): 0.09 \t 6.62 s\n",
            "[2394/5000][0/38]\tLoss_D: 0.2569\tLoss_G: 2.8115\tD(x): 0.99\tD(G(z)): 0.2 \t 6.39 s\n",
            "[2394/5000][5/38]\tLoss_D: 0.1767\tLoss_G: 2.532\tD(x): 0.96\tD(G(z)): 0.11 \t 6.38 s\n",
            "[2394/5000][10/38]\tLoss_D: 0.1852\tLoss_G: 2.46\tD(x): 0.93\tD(G(z)): 0.08 \t 10.29 s\n",
            "[2394/5000][15/38]\tLoss_D: 0.0857\tLoss_G: 2.1918\tD(x): 0.99\tD(G(z)): 0.07 \t 7.52 s\n",
            "[2394/5000][20/38]\tLoss_D: 0.0979\tLoss_G: 1.9836\tD(x): 0.99\tD(G(z)): 0.08 \t 8.66 s\n",
            "[2394/5000][25/38]\tLoss_D: 0.19\tLoss_G: 1.7936\tD(x): 1.0\tD(G(z)): 0.16 \t 7.97 s\n",
            "[2394/5000][30/38]\tLoss_D: 0.1277\tLoss_G: 2.7456\tD(x): 0.96\tD(G(z)): 0.06 \t 8.6 s\n",
            "[2394/5000][35/38]\tLoss_D: 0.1259\tLoss_G: 2.7323\tD(x): 1.0\tD(G(z)): 0.12 \t 7.6 s\n",
            "[2395/5000][0/38]\tLoss_D: 0.4741\tLoss_G: 2.0596\tD(x): 0.74\tD(G(z)): 0.07 \t 5.45 s\n",
            "[2395/5000][5/38]\tLoss_D: 0.0618\tLoss_G: 2.0569\tD(x): 0.99\tD(G(z)): 0.05 \t 7.93 s\n",
            "[2395/5000][10/38]\tLoss_D: 0.3085\tLoss_G: 2.0207\tD(x): 0.99\tD(G(z)): 0.2 \t 9.59 s\n",
            "[2395/5000][15/38]\tLoss_D: 0.3362\tLoss_G: 2.8366\tD(x): 0.82\tD(G(z)): 0.07 \t 6.79 s\n",
            "[2395/5000][20/38]\tLoss_D: 0.1435\tLoss_G: 2.2968\tD(x): 1.0\tD(G(z)): 0.12 \t 10.13 s\n",
            "[2395/5000][25/38]\tLoss_D: 0.0952\tLoss_G: 2.9826\tD(x): 0.97\tD(G(z)): 0.04 \t 6.26 s\n",
            "[2395/5000][30/38]\tLoss_D: 0.1839\tLoss_G: 1.8859\tD(x): 0.99\tD(G(z)): 0.15 \t 10.03 s\n",
            "[2395/5000][35/38]\tLoss_D: 0.2289\tLoss_G: 2.4435\tD(x): 0.94\tD(G(z)): 0.13 \t 6.29 s\n",
            "[2396/5000][0/38]\tLoss_D: 0.2573\tLoss_G: 2.0032\tD(x): 0.97\tD(G(z)): 0.17 \t 6.53 s\n",
            "[2396/5000][5/38]\tLoss_D: 0.1688\tLoss_G: 2.0583\tD(x): 0.93\tD(G(z)): 0.07 \t 6.14 s\n",
            "[2396/5000][10/38]\tLoss_D: 0.3544\tLoss_G: 2.5215\tD(x): 0.96\tD(G(z)): 0.23 \t 10.27 s\n",
            "[2396/5000][15/38]\tLoss_D: 0.3255\tLoss_G: 1.8009\tD(x): 1.0\tD(G(z)): 0.24 \t 6.38 s\n",
            "[2396/5000][20/38]\tLoss_D: 0.1411\tLoss_G: 2.6471\tD(x): 0.99\tD(G(z)): 0.11 \t 9.85 s\n",
            "[2396/5000][25/38]\tLoss_D: 0.3023\tLoss_G: 2.1601\tD(x): 0.83\tD(G(z)): 0.05 \t 7.93 s\n",
            "[2396/5000][30/38]\tLoss_D: 0.1363\tLoss_G: 2.4654\tD(x): 0.99\tD(G(z)): 0.11 \t 8.54 s\n",
            "[2396/5000][35/38]\tLoss_D: 0.2169\tLoss_G: 1.9976\tD(x): 0.99\tD(G(z)): 0.16 \t 7.84 s\n",
            "[2397/5000][0/38]\tLoss_D: 0.1615\tLoss_G: 1.9908\tD(x): 0.96\tD(G(z)): 0.1 \t 5.54 s\n",
            "[2397/5000][5/38]\tLoss_D: 0.2048\tLoss_G: 1.7249\tD(x): 0.98\tD(G(z)): 0.16 \t 7.9 s\n",
            "[2397/5000][10/38]\tLoss_D: 0.2912\tLoss_G: 1.9409\tD(x): 0.86\tD(G(z)): 0.07 \t 9.03 s\n",
            "[2397/5000][15/38]\tLoss_D: 0.1298\tLoss_G: 2.5261\tD(x): 1.0\tD(G(z)): 0.11 \t 7.39 s\n",
            "[2397/5000][20/38]\tLoss_D: 0.3143\tLoss_G: 2.6437\tD(x): 0.88\tD(G(z)): 0.12 \t 10.54 s\n",
            "[2397/5000][25/38]\tLoss_D: 0.1545\tLoss_G: 2.2933\tD(x): 0.99\tD(G(z)): 0.12 \t 6.24 s\n",
            "[2397/5000][30/38]\tLoss_D: 0.0815\tLoss_G: 2.5717\tD(x): 0.99\tD(G(z)): 0.06 \t 10.3 s\n",
            "[2397/5000][35/38]\tLoss_D: 0.0837\tLoss_G: 2.4848\tD(x): 1.0\tD(G(z)): 0.08 \t 6.13 s\n",
            "[2398/5000][0/38]\tLoss_D: 0.15\tLoss_G: 2.1634\tD(x): 0.99\tD(G(z)): 0.12 \t 6.7 s\n",
            "[2398/5000][5/38]\tLoss_D: 0.2431\tLoss_G: 2.567\tD(x): 1.0\tD(G(z)): 0.21 \t 6.28 s\n",
            "[2398/5000][10/38]\tLoss_D: 0.1019\tLoss_G: 3.0065\tD(x): 0.95\tD(G(z)): 0.03 \t 10.42 s\n",
            "[2398/5000][15/38]\tLoss_D: 0.2078\tLoss_G: 2.8753\tD(x): 0.98\tD(G(z)): 0.14 \t 6.86 s\n",
            "[2398/5000][20/38]\tLoss_D: 0.1272\tLoss_G: 3.1798\tD(x): 1.0\tD(G(z)): 0.11 \t 9.96 s\n",
            "[2398/5000][25/38]\tLoss_D: 0.1317\tLoss_G: 1.9114\tD(x): 0.99\tD(G(z)): 0.11 \t 7.96 s\n",
            "[2398/5000][30/38]\tLoss_D: 0.15\tLoss_G: 2.2454\tD(x): 1.0\tD(G(z)): 0.14 \t 8.5 s\n",
            "[2398/5000][35/38]\tLoss_D: 0.1318\tLoss_G: 2.6703\tD(x): 0.99\tD(G(z)): 0.1 \t 7.99 s\n",
            "[2399/5000][0/38]\tLoss_D: 0.1817\tLoss_G: 1.887\tD(x): 1.0\tD(G(z)): 0.11 \t 5.26 s\n",
            "[2399/5000][5/38]\tLoss_D: 0.1048\tLoss_G: 2.2821\tD(x): 0.97\tD(G(z)): 0.06 \t 7.9 s\n",
            "[2399/5000][10/38]\tLoss_D: 0.1637\tLoss_G: 2.5021\tD(x): 0.98\tD(G(z)): 0.13 \t 9.24 s\n",
            "[2399/5000][15/38]\tLoss_D: 0.1186\tLoss_G: 1.99\tD(x): 1.0\tD(G(z)): 0.11 \t 7.48 s\n",
            "[2399/5000][20/38]\tLoss_D: 0.2469\tLoss_G: 1.7849\tD(x): 0.88\tD(G(z)): 0.07 \t 10.4 s\n",
            "[2399/5000][25/38]\tLoss_D: 0.5149\tLoss_G: 2.9368\tD(x): 1.0\tD(G(z)): 0.12 \t 6.25 s\n",
            "[2399/5000][30/38]\tLoss_D: 0.2057\tLoss_G: 2.2195\tD(x): 1.0\tD(G(z)): 0.18 \t 10.39 s\n",
            "[2399/5000][35/38]\tLoss_D: 0.1357\tLoss_G: 2.2446\tD(x): 0.95\tD(G(z)): 0.06 \t 6.19 s\n",
            "[2400/5000][0/38]\tLoss_D: 0.1652\tLoss_G: 2.076\tD(x): 1.0\tD(G(z)): 0.13 \t 6.68 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2400 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2400/5000][5/38]\tLoss_D: 0.1251\tLoss_G: 2.4405\tD(x): 0.94\tD(G(z)): 0.04 \t 6.29 s\n",
            "[2400/5000][10/38]\tLoss_D: 0.1012\tLoss_G: 2.3389\tD(x): 0.96\tD(G(z)): 0.05 \t 10.6 s\n",
            "[2400/5000][15/38]\tLoss_D: 0.3666\tLoss_G: 2.0044\tD(x): 0.81\tD(G(z)): 0.08 \t 6.88 s\n",
            "[2400/5000][20/38]\tLoss_D: 0.1346\tLoss_G: 2.2295\tD(x): 0.98\tD(G(z)): 0.1 \t 9.78 s\n",
            "[2400/5000][25/38]\tLoss_D: 0.0735\tLoss_G: 2.1706\tD(x): 0.99\tD(G(z)): 0.06 \t 8.13 s\n",
            "[2400/5000][30/38]\tLoss_D: 0.1518\tLoss_G: 2.2395\tD(x): 0.96\tD(G(z)): 0.09 \t 8.86 s\n",
            "[2400/5000][35/38]\tLoss_D: 0.1748\tLoss_G: 1.7787\tD(x): 0.97\tD(G(z)): 0.12 \t 8.16 s\n",
            "[2401/5000][0/38]\tLoss_D: 0.1535\tLoss_G: 2.3535\tD(x): 0.95\tD(G(z)): 0.07 \t 5.39 s\n",
            "[2401/5000][5/38]\tLoss_D: 0.1364\tLoss_G: 2.0909\tD(x): 0.99\tD(G(z)): 0.12 \t 8.1 s\n",
            "[2401/5000][10/38]\tLoss_D: 0.2346\tLoss_G: 2.2203\tD(x): 1.0\tD(G(z)): 0.19 \t 9.79 s\n",
            "[2401/5000][15/38]\tLoss_D: 0.0911\tLoss_G: 2.2544\tD(x): 1.0\tD(G(z)): 0.09 \t 6.93 s\n",
            "[2401/5000][20/38]\tLoss_D: 0.1097\tLoss_G: 1.851\tD(x): 0.99\tD(G(z)): 0.09 \t 10.59 s\n",
            "[2401/5000][25/38]\tLoss_D: 0.1932\tLoss_G: 2.1345\tD(x): 0.99\tD(G(z)): 0.16 \t 6.25 s\n",
            "[2401/5000][30/38]\tLoss_D: 0.088\tLoss_G: 2.8534\tD(x): 1.0\tD(G(z)): 0.08 \t 10.6 s\n",
            "[2401/5000][35/38]\tLoss_D: 0.1219\tLoss_G: 2.5027\tD(x): 0.99\tD(G(z)): 0.1 \t 6.27 s\n",
            "[2402/5000][0/38]\tLoss_D: 0.1011\tLoss_G: 3.2497\tD(x): 0.98\tD(G(z)): 0.07 \t 6.23 s\n",
            "[2402/5000][5/38]\tLoss_D: 0.1887\tLoss_G: 2.3916\tD(x): 0.93\tD(G(z)): 0.08 \t 6.23 s\n",
            "[2402/5000][10/38]\tLoss_D: 0.0874\tLoss_G: 1.9991\tD(x): 1.0\tD(G(z)): 0.08 \t 10.64 s\n",
            "[2402/5000][15/38]\tLoss_D: 0.1769\tLoss_G: 2.2892\tD(x): 0.91\tD(G(z)): 0.05 \t 7.3 s\n",
            "[2402/5000][20/38]\tLoss_D: 0.1628\tLoss_G: 2.0832\tD(x): 1.0\tD(G(z)): 0.14 \t 9.48 s\n",
            "[2402/5000][25/38]\tLoss_D: 0.2149\tLoss_G: 2.9173\tD(x): 1.0\tD(G(z)): 0.17 \t 8.12 s\n",
            "[2402/5000][30/38]\tLoss_D: 0.1908\tLoss_G: 2.132\tD(x): 0.99\tD(G(z)): 0.16 \t 8.79 s\n",
            "[2402/5000][35/38]\tLoss_D: 0.0745\tLoss_G: 2.6534\tD(x): 0.99\tD(G(z)): 0.06 \t 7.9 s\n",
            "[2403/5000][0/38]\tLoss_D: 0.0883\tLoss_G: 2.6765\tD(x): 1.0\tD(G(z)): 0.08 \t 5.33 s\n",
            "[2403/5000][5/38]\tLoss_D: 0.1011\tLoss_G: 2.1963\tD(x): 0.98\tD(G(z)): 0.08 \t 8.2 s\n",
            "[2403/5000][10/38]\tLoss_D: 0.0745\tLoss_G: 2.0333\tD(x): 1.0\tD(G(z)): 0.07 \t 10.65 s\n",
            "[2403/5000][15/38]\tLoss_D: 0.1296\tLoss_G: 2.0188\tD(x): 1.0\tD(G(z)): 0.12 \t 6.32 s\n",
            "[2403/5000][20/38]\tLoss_D: 0.1776\tLoss_G: 1.7946\tD(x): 0.94\tD(G(z)): 0.09 \t 10.46 s\n",
            "[2403/5000][25/38]\tLoss_D: 0.1386\tLoss_G: 3.5658\tD(x): 0.99\tD(G(z)): 0.12 \t 6.24 s\n",
            "[2403/5000][30/38]\tLoss_D: 0.0914\tLoss_G: 2.6144\tD(x): 0.99\tD(G(z)): 0.07 \t 10.46 s\n",
            "[2403/5000][35/38]\tLoss_D: 0.3492\tLoss_G: 2.3698\tD(x): 0.95\tD(G(z)): 0.21 \t 6.41 s\n",
            "[2404/5000][0/38]\tLoss_D: 0.1135\tLoss_G: 2.3803\tD(x): 0.96\tD(G(z)): 0.05 \t 6.29 s\n",
            "[2404/5000][5/38]\tLoss_D: 0.1736\tLoss_G: 2.4177\tD(x): 1.0\tD(G(z)): 0.15 \t 6.31 s\n",
            "[2404/5000][10/38]\tLoss_D: 0.1808\tLoss_G: 1.7285\tD(x): 1.0\tD(G(z)): 0.15 \t 10.41 s\n",
            "[2404/5000][15/38]\tLoss_D: 0.2059\tLoss_G: 1.8508\tD(x): 0.99\tD(G(z)): 0.17 \t 6.9 s\n",
            "[2404/5000][20/38]\tLoss_D: 0.2545\tLoss_G: 1.601\tD(x): 0.99\tD(G(z)): 0.17 \t 9.42 s\n",
            "[2404/5000][25/38]\tLoss_D: 0.0982\tLoss_G: 2.7547\tD(x): 0.98\tD(G(z)): 0.07 \t 7.9 s\n",
            "[2404/5000][30/38]\tLoss_D: 0.1844\tLoss_G: 1.9486\tD(x): 0.96\tD(G(z)): 0.12 \t 8.37 s\n",
            "[2404/5000][35/38]\tLoss_D: 0.1461\tLoss_G: 2.5149\tD(x): 0.95\tD(G(z)): 0.07 \t 8.22 s\n",
            "[2405/5000][0/38]\tLoss_D: 0.2208\tLoss_G: 2.0102\tD(x): 1.0\tD(G(z)): 0.19 \t 5.07 s\n",
            "[2405/5000][5/38]\tLoss_D: 0.5398\tLoss_G: 1.7754\tD(x): 1.0\tD(G(z)): 0.32 \t 7.78 s\n",
            "[2405/5000][10/38]\tLoss_D: 0.1912\tLoss_G: 2.154\tD(x): 0.98\tD(G(z)): 0.15 \t 9.49 s\n",
            "[2405/5000][15/38]\tLoss_D: 0.1446\tLoss_G: 1.4965\tD(x): 1.0\tD(G(z)): 0.13 \t 7.07 s\n",
            "[2405/5000][20/38]\tLoss_D: 0.1366\tLoss_G: 1.7678\tD(x): 0.95\tD(G(z)): 0.07 \t 10.2 s\n",
            "[2405/5000][25/38]\tLoss_D: 0.2134\tLoss_G: 1.9333\tD(x): 1.0\tD(G(z)): 0.16 \t 6.26 s\n",
            "[2405/5000][30/38]\tLoss_D: 0.115\tLoss_G: 2.6637\tD(x): 1.0\tD(G(z)): 0.1 \t 10.33 s\n",
            "[2405/5000][35/38]\tLoss_D: 0.1548\tLoss_G: 2.4839\tD(x): 1.0\tD(G(z)): 0.13 \t 6.31 s\n",
            "[2406/5000][0/38]\tLoss_D: 0.1475\tLoss_G: 2.9377\tD(x): 0.97\tD(G(z)): 0.09 \t 6.42 s\n",
            "[2406/5000][5/38]\tLoss_D: 0.1148\tLoss_G: 2.2641\tD(x): 0.99\tD(G(z)): 0.09 \t 6.03 s\n",
            "[2406/5000][10/38]\tLoss_D: 0.0313\tLoss_G: 2.4063\tD(x): 1.0\tD(G(z)): 0.03 \t 10.03 s\n",
            "[2406/5000][15/38]\tLoss_D: 0.2064\tLoss_G: 2.3842\tD(x): 0.99\tD(G(z)): 0.17 \t 6.67 s\n",
            "[2406/5000][20/38]\tLoss_D: 0.0759\tLoss_G: 2.6205\tD(x): 1.0\tD(G(z)): 0.07 \t 9.96 s\n",
            "[2406/5000][25/38]\tLoss_D: 0.2189\tLoss_G: 2.287\tD(x): 0.98\tD(G(z)): 0.14 \t 7.88 s\n",
            "[2406/5000][30/38]\tLoss_D: 0.2782\tLoss_G: 1.9196\tD(x): 0.9\tD(G(z)): 0.12 \t 8.43 s\n",
            "[2406/5000][35/38]\tLoss_D: 0.0843\tLoss_G: 1.9649\tD(x): 0.99\tD(G(z)): 0.07 \t 8.06 s\n",
            "[2407/5000][0/38]\tLoss_D: 0.1074\tLoss_G: 1.9967\tD(x): 0.98\tD(G(z)): 0.07 \t 5.29 s\n",
            "[2407/5000][5/38]\tLoss_D: 0.0691\tLoss_G: 2.3775\tD(x): 0.98\tD(G(z)): 0.04 \t 7.98 s\n",
            "[2407/5000][10/38]\tLoss_D: 0.2002\tLoss_G: 2.2787\tD(x): 0.97\tD(G(z)): 0.14 \t 8.86 s\n",
            "[2407/5000][15/38]\tLoss_D: 0.0849\tLoss_G: 2.6317\tD(x): 0.99\tD(G(z)): 0.07 \t 7.58 s\n",
            "[2407/5000][20/38]\tLoss_D: 0.2095\tLoss_G: 1.5902\tD(x): 1.0\tD(G(z)): 0.18 \t 10.46 s\n",
            "[2407/5000][25/38]\tLoss_D: 0.2999\tLoss_G: 1.7017\tD(x): 0.87\tD(G(z)): 0.09 \t 6.2 s\n",
            "[2407/5000][30/38]\tLoss_D: 0.1271\tLoss_G: 2.3878\tD(x): 0.97\tD(G(z)): 0.08 \t 10.45 s\n",
            "[2407/5000][35/38]\tLoss_D: 0.0611\tLoss_G: 3.4898\tD(x): 1.0\tD(G(z)): 0.05 \t 6.2 s\n",
            "[2408/5000][0/38]\tLoss_D: 0.1093\tLoss_G: 2.3794\tD(x): 0.96\tD(G(z)): 0.05 \t 6.41 s\n",
            "[2408/5000][5/38]\tLoss_D: 0.1969\tLoss_G: 2.2685\tD(x): 1.0\tD(G(z)): 0.17 \t 6.27 s\n",
            "[2408/5000][10/38]\tLoss_D: 0.2094\tLoss_G: 1.3381\tD(x): 1.0\tD(G(z)): 0.18 \t 10.39 s\n",
            "[2408/5000][15/38]\tLoss_D: 0.1695\tLoss_G: 2.1263\tD(x): 0.99\tD(G(z)): 0.13 \t 6.18 s\n",
            "[2408/5000][20/38]\tLoss_D: 0.4183\tLoss_G: 2.0211\tD(x): 0.8\tD(G(z)): 0.1 \t 10.26 s\n",
            "[2408/5000][25/38]\tLoss_D: 0.092\tLoss_G: 2.6985\tD(x): 1.0\tD(G(z)): 0.09 \t 7.91 s\n",
            "[2408/5000][30/38]\tLoss_D: 0.2511\tLoss_G: 1.771\tD(x): 1.0\tD(G(z)): 0.21 \t 8.4 s\n",
            "[2408/5000][35/38]\tLoss_D: 0.2218\tLoss_G: 2.092\tD(x): 0.93\tD(G(z)): 0.11 \t 8.31 s\n",
            "[2409/5000][0/38]\tLoss_D: 0.1821\tLoss_G: 1.589\tD(x): 0.99\tD(G(z)): 0.15 \t 5.1 s\n",
            "[2409/5000][5/38]\tLoss_D: 0.2521\tLoss_G: 1.7937\tD(x): 0.99\tD(G(z)): 0.2 \t 7.76 s\n",
            "[2409/5000][10/38]\tLoss_D: 0.2722\tLoss_G: 2.436\tD(x): 1.0\tD(G(z)): 0.22 \t 8.64 s\n",
            "[2409/5000][15/38]\tLoss_D: 0.223\tLoss_G: 2.3069\tD(x): 0.97\tD(G(z)): 0.15 \t 8.15 s\n",
            "[2409/5000][20/38]\tLoss_D: 0.1196\tLoss_G: 1.7958\tD(x): 0.99\tD(G(z)): 0.1 \t 10.21 s\n",
            "[2409/5000][25/38]\tLoss_D: 0.391\tLoss_G: 2.2716\tD(x): 0.77\tD(G(z)): 0.04 \t 6.43 s\n",
            "[2409/5000][30/38]\tLoss_D: 0.1236\tLoss_G: 2.3023\tD(x): 1.0\tD(G(z)): 0.11 \t 10.28 s\n",
            "[2409/5000][35/38]\tLoss_D: 0.1131\tLoss_G: 2.0573\tD(x): 0.98\tD(G(z)): 0.08 \t 6.39 s\n",
            "[2410/5000][0/38]\tLoss_D: 0.2361\tLoss_G: 2.6289\tD(x): 1.0\tD(G(z)): 0.16 \t 6.61 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2410 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2410/5000][5/38]\tLoss_D: 0.0299\tLoss_G: 2.7554\tD(x): 1.0\tD(G(z)): 0.03 \t 6.24 s\n",
            "[2410/5000][10/38]\tLoss_D: 0.2112\tLoss_G: 2.2569\tD(x): 1.0\tD(G(z)): 0.18 \t 10.5 s\n",
            "[2410/5000][15/38]\tLoss_D: 0.0605\tLoss_G: 2.6144\tD(x): 1.0\tD(G(z)): 0.06 \t 5.91 s\n",
            "[2410/5000][20/38]\tLoss_D: 0.1519\tLoss_G: 1.597\tD(x): 1.0\tD(G(z)): 0.12 \t 10.17 s\n",
            "[2410/5000][25/38]\tLoss_D: 0.1408\tLoss_G: 2.4657\tD(x): 0.96\tD(G(z)): 0.08 \t 8.07 s\n",
            "[2410/5000][30/38]\tLoss_D: 0.145\tLoss_G: 1.6699\tD(x): 0.99\tD(G(z)): 0.12 \t 8.22 s\n",
            "[2410/5000][35/38]\tLoss_D: 0.0867\tLoss_G: 2.0982\tD(x): 0.99\tD(G(z)): 0.07 \t 8.11 s\n",
            "[2411/5000][0/38]\tLoss_D: 0.1042\tLoss_G: 2.679\tD(x): 1.0\tD(G(z)): 0.1 \t 5.3 s\n",
            "[2411/5000][5/38]\tLoss_D: 0.0466\tLoss_G: 2.0385\tD(x): 1.0\tD(G(z)): 0.04 \t 7.75 s\n",
            "[2411/5000][10/38]\tLoss_D: 0.1417\tLoss_G: 2.3664\tD(x): 0.97\tD(G(z)): 0.1 \t 8.58 s\n",
            "[2411/5000][15/38]\tLoss_D: 0.085\tLoss_G: 1.8643\tD(x): 0.99\tD(G(z)): 0.07 \t 7.95 s\n",
            "[2411/5000][20/38]\tLoss_D: 0.1183\tLoss_G: 1.6804\tD(x): 1.0\tD(G(z)): 0.1 \t 10.3 s\n",
            "[2411/5000][25/38]\tLoss_D: 0.1881\tLoss_G: 1.61\tD(x): 1.0\tD(G(z)): 0.13 \t 6.33 s\n",
            "[2411/5000][30/38]\tLoss_D: 0.1171\tLoss_G: 2.1241\tD(x): 0.99\tD(G(z)): 0.09 \t 10.41 s\n",
            "[2411/5000][35/38]\tLoss_D: 0.1229\tLoss_G: 2.3478\tD(x): 0.97\tD(G(z)): 0.08 \t 6.08 s\n",
            "[2412/5000][0/38]\tLoss_D: 0.2055\tLoss_G: 1.71\tD(x): 0.94\tD(G(z)): 0.12 \t 6.63 s\n",
            "[2412/5000][5/38]\tLoss_D: 0.0772\tLoss_G: 1.9088\tD(x): 1.0\tD(G(z)): 0.07 \t 6.04 s\n",
            "[2412/5000][10/38]\tLoss_D: 0.392\tLoss_G: 1.7741\tD(x): 0.78\tD(G(z)): 0.06 \t 10.38 s\n",
            "[2412/5000][15/38]\tLoss_D: 0.0626\tLoss_G: 2.4143\tD(x): 0.99\tD(G(z)): 0.05 \t 6.13 s\n",
            "[2412/5000][20/38]\tLoss_D: 0.1761\tLoss_G: 1.8799\tD(x): 1.0\tD(G(z)): 0.16 \t 10.38 s\n",
            "[2412/5000][25/38]\tLoss_D: 0.1648\tLoss_G: 2.1139\tD(x): 1.0\tD(G(z)): 0.14 \t 7.72 s\n",
            "[2412/5000][30/38]\tLoss_D: 0.2018\tLoss_G: 1.9466\tD(x): 0.99\tD(G(z)): 0.17 \t 8.85 s\n",
            "[2412/5000][35/38]\tLoss_D: 0.068\tLoss_G: 2.4129\tD(x): 1.0\tD(G(z)): 0.06 \t 7.79 s\n",
            "[2413/5000][0/38]\tLoss_D: 0.1229\tLoss_G: 2.9288\tD(x): 0.98\tD(G(z)): 0.09 \t 5.41 s\n",
            "[2413/5000][5/38]\tLoss_D: 0.2369\tLoss_G: 2.0486\tD(x): 0.93\tD(G(z)): 0.11 \t 7.98 s\n",
            "[2413/5000][10/38]\tLoss_D: 0.2042\tLoss_G: 2.4712\tD(x): 0.98\tD(G(z)): 0.14 \t 8.65 s\n",
            "[2413/5000][15/38]\tLoss_D: 0.2171\tLoss_G: 1.2995\tD(x): 1.0\tD(G(z)): 0.19 \t 7.75 s\n",
            "[2413/5000][20/38]\tLoss_D: 0.1246\tLoss_G: 2.1639\tD(x): 0.99\tD(G(z)): 0.1 \t 10.33 s\n",
            "[2413/5000][25/38]\tLoss_D: 0.1701\tLoss_G: 2.6346\tD(x): 0.97\tD(G(z)): 0.12 \t 6.26 s\n",
            "[2413/5000][30/38]\tLoss_D: 0.114\tLoss_G: 2.2101\tD(x): 0.99\tD(G(z)): 0.09 \t 10.04 s\n",
            "[2413/5000][35/38]\tLoss_D: 0.1501\tLoss_G: 0.8754\tD(x): 0.98\tD(G(z)): 0.11 \t 6.19 s\n",
            "[2414/5000][0/38]\tLoss_D: 0.1562\tLoss_G: 1.7134\tD(x): 0.93\tD(G(z)): 0.05 \t 6.89 s\n",
            "[2414/5000][5/38]\tLoss_D: 0.2941\tLoss_G: 1.8524\tD(x): 0.84\tD(G(z)): 0.06 \t 6.15 s\n",
            "[2414/5000][10/38]\tLoss_D: 0.2282\tLoss_G: 2.75\tD(x): 1.0\tD(G(z)): 0.18 \t 10.4 s\n",
            "[2414/5000][15/38]\tLoss_D: 0.1107\tLoss_G: 2.3698\tD(x): 0.98\tD(G(z)): 0.07 \t 6.03 s\n",
            "[2414/5000][20/38]\tLoss_D: 0.0697\tLoss_G: 2.6882\tD(x): 1.0\tD(G(z)): 0.07 \t 10.42 s\n",
            "[2414/5000][25/38]\tLoss_D: 0.2115\tLoss_G: 2.6011\tD(x): 0.97\tD(G(z)): 0.15 \t 7.31 s\n",
            "[2414/5000][30/38]\tLoss_D: 0.1186\tLoss_G: 2.5915\tD(x): 1.0\tD(G(z)): 0.11 \t 9.06 s\n",
            "[2414/5000][35/38]\tLoss_D: 0.156\tLoss_G: 2.9243\tD(x): 0.99\tD(G(z)): 0.12 \t 7.9 s\n",
            "[2415/5000][0/38]\tLoss_D: 0.5648\tLoss_G: 2.1353\tD(x): 1.0\tD(G(z)): 0.16 \t 5.32 s\n",
            "[2415/5000][5/38]\tLoss_D: 0.1062\tLoss_G: 2.6716\tD(x): 1.0\tD(G(z)): 0.1 \t 7.89 s\n",
            "[2415/5000][10/38]\tLoss_D: 0.4406\tLoss_G: 0.7763\tD(x): 0.79\tD(G(z)): 0.11 \t 8.39 s\n",
            "[2415/5000][15/38]\tLoss_D: 0.303\tLoss_G: 1.7107\tD(x): 0.82\tD(G(z)): 0.04 \t 8.15 s\n",
            "[2415/5000][20/38]\tLoss_D: 0.1622\tLoss_G: 1.9379\tD(x): 0.95\tD(G(z)): 0.09 \t 9.22 s\n",
            "[2415/5000][25/38]\tLoss_D: 0.6798\tLoss_G: 1.6405\tD(x): 0.95\tD(G(z)): 0.15 \t 7.32 s\n",
            "[2415/5000][30/38]\tLoss_D: 0.0753\tLoss_G: 2.5959\tD(x): 1.0\tD(G(z)): 0.07 \t 9.95 s\n",
            "[2415/5000][35/38]\tLoss_D: 0.1266\tLoss_G: 2.3647\tD(x): 0.94\tD(G(z)): 0.03 \t 6.64 s\n",
            "[2416/5000][0/38]\tLoss_D: 0.114\tLoss_G: 1.7053\tD(x): 0.99\tD(G(z)): 0.09 \t 6.71 s\n",
            "[2416/5000][5/38]\tLoss_D: 0.2535\tLoss_G: 2.0267\tD(x): 1.0\tD(G(z)): 0.2 \t 5.86 s\n",
            "[2416/5000][10/38]\tLoss_D: 0.1199\tLoss_G: 3.154\tD(x): 0.98\tD(G(z)): 0.08 \t 10.03 s\n",
            "[2416/5000][15/38]\tLoss_D: 0.145\tLoss_G: 1.3548\tD(x): 0.99\tD(G(z)): 0.12 \t 6.17 s\n",
            "[2416/5000][20/38]\tLoss_D: 0.2424\tLoss_G: 2.6046\tD(x): 0.89\tD(G(z)): 0.08 \t 10.43 s\n",
            "[2416/5000][25/38]\tLoss_D: 0.1392\tLoss_G: 2.3001\tD(x): 1.0\tD(G(z)): 0.13 \t 6.15 s\n",
            "[2416/5000][30/38]\tLoss_D: 0.1497\tLoss_G: 2.0729\tD(x): 0.92\tD(G(z)): 0.04 \t 10.13 s\n",
            "[2416/5000][35/38]\tLoss_D: 0.1967\tLoss_G: 2.071\tD(x): 0.95\tD(G(z)): 0.12 \t 7.94 s\n",
            "[2417/5000][0/38]\tLoss_D: 0.0695\tLoss_G: 2.6353\tD(x): 0.99\tD(G(z)): 0.05 \t 5.22 s\n",
            "[2417/5000][5/38]\tLoss_D: 0.3192\tLoss_G: 1.9054\tD(x): 0.98\tD(G(z)): 0.21 \t 7.34 s\n",
            "[2417/5000][10/38]\tLoss_D: 0.3325\tLoss_G: 2.0888\tD(x): 0.83\tD(G(z)): 0.08 \t 9.03 s\n",
            "[2417/5000][15/38]\tLoss_D: 0.1947\tLoss_G: 2.1591\tD(x): 0.97\tD(G(z)): 0.14 \t 8.08 s\n",
            "[2417/5000][20/38]\tLoss_D: 0.1428\tLoss_G: 2.7306\tD(x): 0.98\tD(G(z)): 0.11 \t 9.05 s\n",
            "[2417/5000][25/38]\tLoss_D: 0.1668\tLoss_G: 2.4164\tD(x): 1.0\tD(G(z)): 0.13 \t 7.57 s\n",
            "[2417/5000][30/38]\tLoss_D: 0.1083\tLoss_G: 2.2328\tD(x): 1.0\tD(G(z)): 0.08 \t 10.48 s\n",
            "[2417/5000][35/38]\tLoss_D: 0.1089\tLoss_G: 2.3855\tD(x): 0.96\tD(G(z)): 0.05 \t 6.26 s\n",
            "[2418/5000][0/38]\tLoss_D: 0.1536\tLoss_G: 2.3879\tD(x): 0.97\tD(G(z)): 0.1 \t 6.68 s\n",
            "[2418/5000][5/38]\tLoss_D: 0.2111\tLoss_G: 2.0825\tD(x): 0.89\tD(G(z)): 0.06 \t 6.35 s\n",
            "[2418/5000][10/38]\tLoss_D: 0.0975\tLoss_G: 2.5318\tD(x): 0.99\tD(G(z)): 0.07 \t 10.43 s\n",
            "[2418/5000][15/38]\tLoss_D: 0.1746\tLoss_G: 1.8491\tD(x): 0.91\tD(G(z)): 0.05 \t 6.29 s\n",
            "[2418/5000][20/38]\tLoss_D: 0.2206\tLoss_G: 2.4121\tD(x): 0.92\tD(G(z)): 0.1 \t 10.4 s\n",
            "[2418/5000][25/38]\tLoss_D: 0.4332\tLoss_G: 2.4227\tD(x): 1.0\tD(G(z)): 0.28 \t 6.58 s\n",
            "[2418/5000][30/38]\tLoss_D: 0.2302\tLoss_G: 1.7673\tD(x): 0.98\tD(G(z)): 0.17 \t 10.02 s\n",
            "[2418/5000][35/38]\tLoss_D: 0.0748\tLoss_G: 2.9346\tD(x): 0.99\tD(G(z)): 0.04 \t 8.06 s\n",
            "[2419/5000][0/38]\tLoss_D: 0.0989\tLoss_G: 3.0744\tD(x): 0.97\tD(G(z)): 0.06 \t 5.32 s\n",
            "[2419/5000][5/38]\tLoss_D: 0.1023\tLoss_G: 3.2221\tD(x): 0.98\tD(G(z)): 0.06 \t 7.77 s\n",
            "[2419/5000][10/38]\tLoss_D: 0.2885\tLoss_G: 2.6807\tD(x): 0.99\tD(G(z)): 0.2 \t 8.97 s\n",
            "[2419/5000][15/38]\tLoss_D: 0.0615\tLoss_G: 2.5121\tD(x): 0.99\tD(G(z)): 0.04 \t 8.14 s\n",
            "[2419/5000][20/38]\tLoss_D: 0.1542\tLoss_G: 1.9719\tD(x): 0.98\tD(G(z)): 0.11 \t 9.3 s\n",
            "[2419/5000][25/38]\tLoss_D: 0.409\tLoss_G: 2.5902\tD(x): 1.0\tD(G(z)): 0.26 \t 7.31 s\n",
            "[2419/5000][30/38]\tLoss_D: 0.2018\tLoss_G: 1.8355\tD(x): 0.92\tD(G(z)): 0.08 \t 10.41 s\n",
            "[2419/5000][35/38]\tLoss_D: 0.2302\tLoss_G: 2.3823\tD(x): 0.92\tD(G(z)): 0.11 \t 6.3 s\n",
            "[2420/5000][0/38]\tLoss_D: 0.0813\tLoss_G: 2.6818\tD(x): 1.0\tD(G(z)): 0.07 \t 6.96 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2420 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2420/5000][5/38]\tLoss_D: 0.1702\tLoss_G: 2.0689\tD(x): 0.92\tD(G(z)): 0.06 \t 6.26 s\n",
            "[2420/5000][10/38]\tLoss_D: 0.2276\tLoss_G: 1.4073\tD(x): 0.88\tD(G(z)): 0.04 \t 10.62 s\n",
            "[2420/5000][15/38]\tLoss_D: 0.4159\tLoss_G: 1.7541\tD(x): 0.8\tD(G(z)): 0.1 \t 6.13 s\n",
            "[2420/5000][20/38]\tLoss_D: 0.074\tLoss_G: 3.838\tD(x): 0.98\tD(G(z)): 0.05 \t 10.27 s\n",
            "[2420/5000][25/38]\tLoss_D: 1.2304\tLoss_G: 4.4529\tD(x): 1.0\tD(G(z)): 0.39 \t 6.43 s\n",
            "[2420/5000][30/38]\tLoss_D: 0.5103\tLoss_G: 0.8021\tD(x): 0.71\tD(G(z)): 0.07 \t 9.92 s\n",
            "[2420/5000][35/38]\tLoss_D: 0.3522\tLoss_G: 1.2614\tD(x): 1.0\tD(G(z)): 0.26 \t 7.92 s\n",
            "[2421/5000][0/38]\tLoss_D: 0.9074\tLoss_G: 2.1364\tD(x): 0.48\tD(G(z)): 0.02 \t 5.29 s\n",
            "[2421/5000][5/38]\tLoss_D: 0.4767\tLoss_G: 3.1108\tD(x): 0.71\tD(G(z)): 0.03 \t 7.95 s\n",
            "[2421/5000][10/38]\tLoss_D: 0.1819\tLoss_G: 1.5329\tD(x): 0.91\tD(G(z)): 0.05 \t 8.74 s\n",
            "[2421/5000][15/38]\tLoss_D: 0.1737\tLoss_G: 2.2142\tD(x): 0.95\tD(G(z)): 0.08 \t 7.91 s\n",
            "[2421/5000][20/38]\tLoss_D: 0.2208\tLoss_G: 1.9232\tD(x): 0.91\tD(G(z)): 0.08 \t 9.27 s\n",
            "[2421/5000][25/38]\tLoss_D: 0.1787\tLoss_G: 2.3033\tD(x): 0.95\tD(G(z)): 0.09 \t 7.01 s\n",
            "[2421/5000][30/38]\tLoss_D: 0.4681\tLoss_G: 1.3043\tD(x): 0.83\tD(G(z)): 0.19 \t 10.29 s\n",
            "[2421/5000][35/38]\tLoss_D: 0.1398\tLoss_G: 1.9104\tD(x): 0.99\tD(G(z)): 0.12 \t 6.07 s\n",
            "[2422/5000][0/38]\tLoss_D: 0.3663\tLoss_G: 2.0258\tD(x): 0.78\tD(G(z)): 0.04 \t 6.92 s\n",
            "[2422/5000][5/38]\tLoss_D: 0.2187\tLoss_G: 2.5466\tD(x): 0.96\tD(G(z)): 0.12 \t 6.23 s\n",
            "[2422/5000][10/38]\tLoss_D: 0.0707\tLoss_G: 2.5379\tD(x): 0.99\tD(G(z)): 0.06 \t 10.39 s\n",
            "[2422/5000][15/38]\tLoss_D: 0.0831\tLoss_G: 2.4578\tD(x): 1.0\tD(G(z)): 0.08 \t 6.03 s\n",
            "[2422/5000][20/38]\tLoss_D: 0.4566\tLoss_G: 0.9428\tD(x): 0.76\tD(G(z)): 0.09 \t 10.29 s\n",
            "[2422/5000][25/38]\tLoss_D: 0.076\tLoss_G: 3.275\tD(x): 0.95\tD(G(z)): 0.01 \t 6.51 s\n",
            "[2422/5000][30/38]\tLoss_D: 0.1152\tLoss_G: 3.2896\tD(x): 0.99\tD(G(z)): 0.09 \t 9.94 s\n",
            "[2422/5000][35/38]\tLoss_D: 0.3243\tLoss_G: 1.2591\tD(x): 1.0\tD(G(z)): 0.23 \t 7.89 s\n",
            "[2423/5000][0/38]\tLoss_D: 0.4362\tLoss_G: 1.5578\tD(x): 0.72\tD(G(z)): 0.01 \t 5.44 s\n",
            "[2423/5000][5/38]\tLoss_D: 0.1825\tLoss_G: 2.0798\tD(x): 1.0\tD(G(z)): 0.16 \t 7.61 s\n",
            "[2423/5000][10/38]\tLoss_D: 0.2053\tLoss_G: 1.8867\tD(x): 0.94\tD(G(z)): 0.11 \t 8.97 s\n",
            "[2423/5000][15/38]\tLoss_D: 0.0842\tLoss_G: 2.7775\tD(x): 1.0\tD(G(z)): 0.08 \t 7.92 s\n",
            "[2423/5000][20/38]\tLoss_D: 0.3379\tLoss_G: 2.1843\tD(x): 0.94\tD(G(z)): 0.19 \t 8.65 s\n",
            "[2423/5000][25/38]\tLoss_D: 0.1039\tLoss_G: 1.7193\tD(x): 0.99\tD(G(z)): 0.09 \t 7.59 s\n",
            "[2423/5000][30/38]\tLoss_D: 0.0851\tLoss_G: 2.3584\tD(x): 1.0\tD(G(z)): 0.08 \t 10.32 s\n",
            "[2423/5000][35/38]\tLoss_D: 0.0736\tLoss_G: 2.5279\tD(x): 1.0\tD(G(z)): 0.07 \t 6.19 s\n",
            "[2424/5000][0/38]\tLoss_D: 0.1812\tLoss_G: 1.3404\tD(x): 0.97\tD(G(z)): 0.12 \t 6.78 s\n",
            "[2424/5000][5/38]\tLoss_D: 0.1198\tLoss_G: 2.044\tD(x): 0.98\tD(G(z)): 0.09 \t 6.66 s\n",
            "[2424/5000][10/38]\tLoss_D: 0.2633\tLoss_G: 2.9086\tD(x): 0.96\tD(G(z)): 0.18 \t 10.16 s\n",
            "[2424/5000][15/38]\tLoss_D: 0.261\tLoss_G: 2.3774\tD(x): 1.0\tD(G(z)): 0.17 \t 6.12 s\n",
            "[2424/5000][20/38]\tLoss_D: 0.1455\tLoss_G: 2.2002\tD(x): 0.99\tD(G(z)): 0.12 \t 10.19 s\n",
            "[2424/5000][25/38]\tLoss_D: 0.1009\tLoss_G: 2.8378\tD(x): 0.99\tD(G(z)): 0.08 \t 6.14 s\n",
            "[2424/5000][30/38]\tLoss_D: 0.1981\tLoss_G: 2.01\tD(x): 0.95\tD(G(z)): 0.12 \t 10.45 s\n",
            "[2424/5000][35/38]\tLoss_D: 0.5286\tLoss_G: 4.673\tD(x): 1.0\tD(G(z)): 0.32 \t 7.61 s\n",
            "[2425/5000][0/38]\tLoss_D: 0.3396\tLoss_G: 2.0925\tD(x): 0.83\tD(G(z)): 0.08 \t 5.5 s\n",
            "[2425/5000][5/38]\tLoss_D: 0.2277\tLoss_G: 2.1326\tD(x): 0.93\tD(G(z)): 0.11 \t 7.27 s\n",
            "[2425/5000][10/38]\tLoss_D: 0.1187\tLoss_G: 2.3029\tD(x): 0.96\tD(G(z)): 0.06 \t 9.18 s\n",
            "[2425/5000][15/38]\tLoss_D: 0.1335\tLoss_G: 2.3347\tD(x): 0.99\tD(G(z)): 0.11 \t 7.96 s\n",
            "[2425/5000][20/38]\tLoss_D: 0.2288\tLoss_G: 2.322\tD(x): 0.99\tD(G(z)): 0.16 \t 8.41 s\n",
            "[2425/5000][25/38]\tLoss_D: 0.3191\tLoss_G: 1.1883\tD(x): 0.87\tD(G(z)): 0.12 \t 8.01 s\n",
            "[2425/5000][30/38]\tLoss_D: 0.1027\tLoss_G: 2.8783\tD(x): 1.0\tD(G(z)): 0.09 \t 10.23 s\n",
            "[2425/5000][35/38]\tLoss_D: 0.7369\tLoss_G: 3.5589\tD(x): 1.0\tD(G(z)): 0.36 \t 6.12 s\n",
            "[2426/5000][0/38]\tLoss_D: 0.4905\tLoss_G: 1.4348\tD(x): 0.73\tD(G(z)): 0.07 \t 6.2 s\n",
            "[2426/5000][5/38]\tLoss_D: 0.2907\tLoss_G: 2.468\tD(x): 0.99\tD(G(z)): 0.19 \t 6.85 s\n",
            "[2426/5000][10/38]\tLoss_D: 0.3809\tLoss_G: 2.7103\tD(x): 0.97\tD(G(z)): 0.27 \t 10.31 s\n",
            "[2426/5000][15/38]\tLoss_D: 3.7453\tLoss_G: 3.6942\tD(x): 0.03\tD(G(z)): 0.01 \t 6.0 s\n",
            "[2426/5000][20/38]\tLoss_D: 18.3568\tLoss_G: 9.0502\tD(x): 0.68\tD(G(z)): 0.72 \t 10.29 s\n",
            "[2426/5000][25/38]\tLoss_D: 3.5471\tLoss_G: 3.3969\tD(x): 0.45\tD(G(z)): 0.59 \t 6.1 s\n",
            "[2426/5000][30/38]\tLoss_D: 2.9505\tLoss_G: 1.5347\tD(x): 0.39\tD(G(z)): 0.4 \t 10.38 s\n",
            "[2426/5000][35/38]\tLoss_D: 1.8267\tLoss_G: 1.2432\tD(x): 0.33\tD(G(z)): 0.34 \t 7.35 s\n",
            "[2427/5000][0/38]\tLoss_D: 1.7335\tLoss_G: 1.4458\tD(x): 0.29\tD(G(z)): 0.24 \t 6.08 s\n",
            "[2427/5000][5/38]\tLoss_D: 2.1549\tLoss_G: 1.5875\tD(x): 0.19\tD(G(z)): 0.16 \t 6.69 s\n",
            "[2427/5000][10/38]\tLoss_D: 1.8725\tLoss_G: 1.3051\tD(x): 0.3\tD(G(z)): 0.33 \t 9.62 s\n",
            "[2427/5000][15/38]\tLoss_D: 1.5823\tLoss_G: 1.2181\tD(x): 0.37\tD(G(z)): 0.29 \t 7.99 s\n",
            "[2427/5000][20/38]\tLoss_D: 1.8356\tLoss_G: 1.1264\tD(x): 0.32\tD(G(z)): 0.33 \t 8.53 s\n",
            "[2427/5000][25/38]\tLoss_D: 1.8463\tLoss_G: 1.2854\tD(x): 0.27\tD(G(z)): 0.27 \t 8.02 s\n",
            "[2427/5000][30/38]\tLoss_D: 1.6551\tLoss_G: 1.631\tD(x): 0.55\tD(G(z)): 0.46 \t 10.06 s\n",
            "[2427/5000][35/38]\tLoss_D: 2.0929\tLoss_G: 1.3261\tD(x): 0.41\tD(G(z)): 0.36 \t 6.24 s\n",
            "[2428/5000][0/38]\tLoss_D: 3.2696\tLoss_G: 1.3029\tD(x): 0.44\tD(G(z)): 0.39 \t 6.14 s\n",
            "[2428/5000][5/38]\tLoss_D: 2.336\tLoss_G: 1.6186\tD(x): 0.5\tD(G(z)): 0.44 \t 7.0 s\n",
            "[2428/5000][10/38]\tLoss_D: 1.8779\tLoss_G: 1.4303\tD(x): 0.47\tD(G(z)): 0.35 \t 10.12 s\n",
            "[2428/5000][15/38]\tLoss_D: 1.5581\tLoss_G: 1.1716\tD(x): 0.36\tD(G(z)): 0.28 \t 6.18 s\n",
            "[2428/5000][20/38]\tLoss_D: 1.4452\tLoss_G: 1.111\tD(x): 0.46\tD(G(z)): 0.34 \t 10.41 s\n",
            "[2428/5000][25/38]\tLoss_D: 1.4891\tLoss_G: 1.4129\tD(x): 0.39\tD(G(z)): 0.28 \t 6.22 s\n",
            "[2428/5000][30/38]\tLoss_D: 1.6856\tLoss_G: 1.3199\tD(x): 0.44\tD(G(z)): 0.34 \t 10.43 s\n",
            "[2428/5000][35/38]\tLoss_D: 1.7694\tLoss_G: 1.4255\tD(x): 0.31\tD(G(z)): 0.28 \t 7.14 s\n",
            "[2429/5000][0/38]\tLoss_D: 1.7671\tLoss_G: 1.8195\tD(x): 0.43\tD(G(z)): 0.34 \t 6.02 s\n",
            "[2429/5000][5/38]\tLoss_D: 1.5909\tLoss_G: 1.3402\tD(x): 0.43\tD(G(z)): 0.31 \t 6.26 s\n",
            "[2429/5000][10/38]\tLoss_D: 1.2722\tLoss_G: 1.2148\tD(x): 0.47\tD(G(z)): 0.29 \t 10.12 s\n",
            "[2429/5000][15/38]\tLoss_D: 1.8803\tLoss_G: 1.7468\tD(x): 0.23\tD(G(z)): 0.19 \t 8.07 s\n",
            "[2429/5000][20/38]\tLoss_D: 1.5175\tLoss_G: 1.4331\tD(x): 0.37\tD(G(z)): 0.24 \t 8.21 s\n",
            "[2429/5000][25/38]\tLoss_D: 1.4276\tLoss_G: 1.5338\tD(x): 0.4\tD(G(z)): 0.24 \t 8.29 s\n",
            "[2429/5000][30/38]\tLoss_D: 1.6275\tLoss_G: 1.4733\tD(x): 0.35\tD(G(z)): 0.29 \t 8.82 s\n",
            "[2429/5000][35/38]\tLoss_D: 1.5414\tLoss_G: 1.3662\tD(x): 0.6\tD(G(z)): 0.39 \t 7.8 s\n",
            "[2430/5000][0/38]\tLoss_D: 2.0543\tLoss_G: 1.7083\tD(x): 0.5\tD(G(z)): 0.37 \t 5.11 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2430 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2430/5000][5/38]\tLoss_D: 1.5212\tLoss_G: 1.3092\tD(x): 0.34\tD(G(z)): 0.2 \t 7.87 s\n",
            "[2430/5000][10/38]\tLoss_D: 2.9159\tLoss_G: 1.8835\tD(x): 0.16\tD(G(z)): 0.1 \t 10.19 s\n",
            "[2430/5000][15/38]\tLoss_D: 1.8147\tLoss_G: 1.7202\tD(x): 0.22\tD(G(z)): 0.13 \t 6.24 s\n",
            "[2430/5000][20/38]\tLoss_D: 1.5487\tLoss_G: 1.2894\tD(x): 0.39\tD(G(z)): 0.3 \t 10.36 s\n",
            "[2430/5000][25/38]\tLoss_D: 1.5173\tLoss_G: 1.278\tD(x): 0.39\tD(G(z)): 0.27 \t 6.17 s\n",
            "[2430/5000][30/38]\tLoss_D: 2.1033\tLoss_G: 1.4591\tD(x): 0.33\tD(G(z)): 0.23 \t 10.48 s\n",
            "[2430/5000][35/38]\tLoss_D: 1.3182\tLoss_G: 1.4066\tD(x): 0.45\tD(G(z)): 0.25 \t 7.19 s\n",
            "[2431/5000][0/38]\tLoss_D: 2.9561\tLoss_G: 3.9743\tD(x): 0.08\tD(G(z)): 0.03 \t 6.12 s\n",
            "[2431/5000][5/38]\tLoss_D: 1.4457\tLoss_G: 1.5481\tD(x): 0.66\tD(G(z)): 0.4 \t 6.38 s\n",
            "[2431/5000][10/38]\tLoss_D: 0.6938\tLoss_G: 1.2042\tD(x): 0.81\tD(G(z)): 0.27 \t 10.27 s\n",
            "[2431/5000][15/38]\tLoss_D: 1.4327\tLoss_G: 2.7847\tD(x): 0.89\tD(G(z)): 0.47 \t 8.09 s\n",
            "[2431/5000][20/38]\tLoss_D: 2.5046\tLoss_G: 1.3845\tD(x): 0.59\tD(G(z)): 0.4 \t 8.61 s\n",
            "[2431/5000][25/38]\tLoss_D: 1.6263\tLoss_G: 2.327\tD(x): 0.75\tD(G(z)): 0.48 \t 7.98 s\n",
            "[2431/5000][30/38]\tLoss_D: 1.2197\tLoss_G: 1.547\tD(x): 0.7\tD(G(z)): 0.4 \t 9.76 s\n",
            "[2431/5000][35/38]\tLoss_D: 1.0216\tLoss_G: 0.8048\tD(x): 0.6\tD(G(z)): 0.28 \t 6.87 s\n",
            "[2432/5000][0/38]\tLoss_D: 1.0359\tLoss_G: 1.5985\tD(x): 0.77\tD(G(z)): 0.36 \t 6.1 s\n",
            "[2432/5000][5/38]\tLoss_D: 0.5842\tLoss_G: 1.5484\tD(x): 0.79\tD(G(z)): 0.22 \t 7.19 s\n",
            "[2432/5000][10/38]\tLoss_D: 1.4064\tLoss_G: 1.9481\tD(x): 0.34\tD(G(z)): 0.16 \t 10.49 s\n",
            "[2432/5000][15/38]\tLoss_D: 0.656\tLoss_G: 1.538\tD(x): 0.84\tD(G(z)): 0.3 \t 6.24 s\n",
            "[2432/5000][20/38]\tLoss_D: 0.7548\tLoss_G: 1.2343\tD(x): 0.78\tD(G(z)): 0.29 \t 10.57 s\n",
            "[2432/5000][25/38]\tLoss_D: 1.432\tLoss_G: 1.5369\tD(x): 0.39\tD(G(z)): 0.22 \t 6.19 s\n",
            "[2432/5000][30/38]\tLoss_D: 0.967\tLoss_G: 1.3988\tD(x): 0.62\tD(G(z)): 0.25 \t 10.36 s\n",
            "[2432/5000][35/38]\tLoss_D: 0.5893\tLoss_G: 1.8809\tD(x): 0.92\tD(G(z)): 0.27 \t 7.92 s\n",
            "[2433/5000][0/38]\tLoss_D: 0.7907\tLoss_G: 1.3168\tD(x): 0.66\tD(G(z)): 0.15 \t 5.33 s\n",
            "[2433/5000][5/38]\tLoss_D: 1.0609\tLoss_G: 1.9581\tD(x): 0.48\tD(G(z)): 0.14 \t 6.91 s\n",
            "[2433/5000][10/38]\tLoss_D: 1.027\tLoss_G: 1.204\tD(x): 0.53\tD(G(z)): 0.2 \t 9.41 s\n",
            "[2433/5000][15/38]\tLoss_D: 0.9778\tLoss_G: 2.2194\tD(x): 0.87\tD(G(z)): 0.36 \t 7.89 s\n",
            "[2433/5000][20/38]\tLoss_D: 1.4188\tLoss_G: 2.796\tD(x): 0.99\tD(G(z)): 0.43 \t 8.57 s\n",
            "[2433/5000][25/38]\tLoss_D: 1.021\tLoss_G: 1.715\tD(x): 0.92\tD(G(z)): 0.32 \t 8.05 s\n",
            "[2433/5000][30/38]\tLoss_D: 0.3725\tLoss_G: 1.8785\tD(x): 0.85\tD(G(z)): 0.13 \t 9.94 s\n",
            "[2433/5000][35/38]\tLoss_D: 0.7102\tLoss_G: 1.9149\tD(x): 0.62\tD(G(z)): 0.1 \t 6.75 s\n",
            "[2434/5000][0/38]\tLoss_D: 2.1085\tLoss_G: 3.6357\tD(x): 0.16\tD(G(z)): 0.03 \t 6.04 s\n",
            "[2434/5000][5/38]\tLoss_D: 1.5103\tLoss_G: 2.2193\tD(x): 0.32\tD(G(z)): 0.13 \t 7.01 s\n",
            "[2434/5000][10/38]\tLoss_D: 1.6304\tLoss_G: 2.1379\tD(x): 0.62\tD(G(z)): 0.37 \t 10.27 s\n",
            "[2434/5000][15/38]\tLoss_D: 1.2163\tLoss_G: 3.275\tD(x): 0.94\tD(G(z)): 0.44 \t 6.26 s\n",
            "[2434/5000][20/38]\tLoss_D: 1.2689\tLoss_G: 2.3537\tD(x): 0.93\tD(G(z)): 0.47 \t 10.36 s\n",
            "[2434/5000][25/38]\tLoss_D: 0.726\tLoss_G: 1.4816\tD(x): 0.81\tD(G(z)): 0.3 \t 6.1 s\n",
            "[2434/5000][30/38]\tLoss_D: 1.1109\tLoss_G: 1.5899\tD(x): 0.94\tD(G(z)): 0.33 \t 10.36 s\n",
            "[2434/5000][35/38]\tLoss_D: 0.6549\tLoss_G: 1.3657\tD(x): 0.83\tD(G(z)): 0.27 \t 7.51 s\n",
            "[2435/5000][0/38]\tLoss_D: 1.0368\tLoss_G: 1.6863\tD(x): 0.45\tD(G(z)): 0.07 \t 5.93 s\n",
            "[2435/5000][5/38]\tLoss_D: 0.7329\tLoss_G: 1.5807\tD(x): 0.65\tD(G(z)): 0.13 \t 7.08 s\n",
            "[2435/5000][10/38]\tLoss_D: 0.9815\tLoss_G: 1.7262\tD(x): 0.49\tD(G(z)): 0.09 \t 9.24 s\n",
            "[2435/5000][15/38]\tLoss_D: 2.3045\tLoss_G: 2.7252\tD(x): 0.14\tD(G(z)): 0.03 \t 7.92 s\n",
            "[2435/5000][20/38]\tLoss_D: 1.3563\tLoss_G: 2.5806\tD(x): 0.34\tD(G(z)): 0.08 \t 8.19 s\n",
            "[2435/5000][25/38]\tLoss_D: 0.3917\tLoss_G: 2.2816\tD(x): 0.83\tD(G(z)): 0.13 \t 8.05 s\n",
            "[2435/5000][30/38]\tLoss_D: 0.4184\tLoss_G: 2.0679\tD(x): 0.83\tD(G(z)): 0.13 \t 9.82 s\n",
            "[2435/5000][35/38]\tLoss_D: 0.2858\tLoss_G: 1.7753\tD(x): 0.86\tD(G(z)): 0.07 \t 6.7 s\n",
            "[2436/5000][0/38]\tLoss_D: 0.2382\tLoss_G: 2.203\tD(x): 0.99\tD(G(z)): 0.18 \t 5.72 s\n",
            "[2436/5000][5/38]\tLoss_D: 0.5709\tLoss_G: 2.1949\tD(x): 0.77\tD(G(z)): 0.15 \t 7.3 s\n",
            "[2436/5000][10/38]\tLoss_D: 0.6849\tLoss_G: 2.2373\tD(x): 0.95\tD(G(z)): 0.32 \t 10.36 s\n",
            "[2436/5000][15/38]\tLoss_D: 0.2275\tLoss_G: 1.5383\tD(x): 0.94\tD(G(z)): 0.12 \t 6.21 s\n",
            "[2436/5000][20/38]\tLoss_D: 0.1753\tLoss_G: 1.9164\tD(x): 1.0\tD(G(z)): 0.15 \t 10.29 s\n",
            "[2436/5000][25/38]\tLoss_D: 0.4019\tLoss_G: 2.4603\tD(x): 0.95\tD(G(z)): 0.26 \t 6.27 s\n",
            "[2436/5000][30/38]\tLoss_D: 0.2677\tLoss_G: 2.1991\tD(x): 1.0\tD(G(z)): 0.21 \t 10.37 s\n",
            "[2436/5000][35/38]\tLoss_D: 0.4219\tLoss_G: 1.5793\tD(x): 0.88\tD(G(z)): 0.18 \t 7.35 s\n",
            "[2437/5000][0/38]\tLoss_D: 0.4343\tLoss_G: 2.0711\tD(x): 0.99\tD(G(z)): 0.26 \t 5.78 s\n",
            "[2437/5000][5/38]\tLoss_D: 0.2606\tLoss_G: 2.3457\tD(x): 0.98\tD(G(z)): 0.2 \t 6.37 s\n",
            "[2437/5000][10/38]\tLoss_D: 0.2133\tLoss_G: 1.7181\tD(x): 1.0\tD(G(z)): 0.18 \t 10.02 s\n",
            "[2437/5000][15/38]\tLoss_D: 0.2191\tLoss_G: 1.8774\tD(x): 0.99\tD(G(z)): 0.16 \t 7.95 s\n",
            "[2437/5000][20/38]\tLoss_D: 0.2581\tLoss_G: 1.7266\tD(x): 0.9\tD(G(z)): 0.11 \t 8.55 s\n",
            "[2437/5000][25/38]\tLoss_D: 0.2408\tLoss_G: 1.8444\tD(x): 0.93\tD(G(z)): 0.13 \t 7.72 s\n",
            "[2437/5000][30/38]\tLoss_D: 0.2422\tLoss_G: 2.1672\tD(x): 0.97\tD(G(z)): 0.17 \t 8.91 s\n",
            "[2437/5000][35/38]\tLoss_D: 0.3636\tLoss_G: 1.9106\tD(x): 0.8\tD(G(z)): 0.06 \t 7.09 s\n",
            "[2438/5000][0/38]\tLoss_D: 0.2151\tLoss_G: 2.1669\tD(x): 0.96\tD(G(z)): 0.14 \t 5.02 s\n",
            "[2438/5000][5/38]\tLoss_D: 0.1539\tLoss_G: 2.0593\tD(x): 0.96\tD(G(z)): 0.1 \t 7.71 s\n",
            "[2438/5000][10/38]\tLoss_D: 0.2689\tLoss_G: 1.7362\tD(x): 0.96\tD(G(z)): 0.15 \t 9.51 s\n",
            "[2438/5000][15/38]\tLoss_D: 0.4154\tLoss_G: 2.0915\tD(x): 0.99\tD(G(z)): 0.26 \t 6.76 s\n",
            "[2438/5000][20/38]\tLoss_D: 0.372\tLoss_G: 1.9016\tD(x): 0.81\tD(G(z)): 0.09 \t 9.79 s\n",
            "[2438/5000][25/38]\tLoss_D: 0.1325\tLoss_G: 2.5214\tD(x): 0.98\tD(G(z)): 0.09 \t 6.23 s\n",
            "[2438/5000][30/38]\tLoss_D: 0.2331\tLoss_G: 1.637\tD(x): 0.98\tD(G(z)): 0.17 \t 9.91 s\n",
            "[2438/5000][35/38]\tLoss_D: 0.1264\tLoss_G: 2.6073\tD(x): 0.99\tD(G(z)): 0.11 \t 6.13 s\n",
            "[2439/5000][0/38]\tLoss_D: 0.1709\tLoss_G: 2.1055\tD(x): 0.98\tD(G(z)): 0.13 \t 6.44 s\n",
            "[2439/5000][5/38]\tLoss_D: 0.2269\tLoss_G: 2.3721\tD(x): 0.9\tD(G(z)): 0.08 \t 6.04 s\n",
            "[2439/5000][10/38]\tLoss_D: 0.3292\tLoss_G: 1.7165\tD(x): 0.9\tD(G(z)): 0.15 \t 9.82 s\n",
            "[2439/5000][15/38]\tLoss_D: 0.3269\tLoss_G: 2.413\tD(x): 0.9\tD(G(z)): 0.16 \t 6.07 s\n",
            "[2439/5000][20/38]\tLoss_D: 0.233\tLoss_G: 1.8329\tD(x): 0.97\tD(G(z)): 0.15 \t 10.01 s\n",
            "[2439/5000][25/38]\tLoss_D: 0.2663\tLoss_G: 1.7139\tD(x): 0.99\tD(G(z)): 0.22 \t 7.09 s\n",
            "[2439/5000][30/38]\tLoss_D: 0.1369\tLoss_G: 2.1606\tD(x): 0.97\tD(G(z)): 0.09 \t 8.73 s\n",
            "[2439/5000][35/38]\tLoss_D: 0.2117\tLoss_G: 2.5016\tD(x): 0.96\tD(G(z)): 0.14 \t 7.63 s\n",
            "[2440/5000][0/38]\tLoss_D: 0.1873\tLoss_G: 2.2485\tD(x): 0.99\tD(G(z)): 0.16 \t 5.24 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2440 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2440/5000][5/38]\tLoss_D: 0.2534\tLoss_G: 2.4949\tD(x): 1.0\tD(G(z)): 0.19 \t 8.03 s\n",
            "[2440/5000][10/38]\tLoss_D: 0.1759\tLoss_G: 2.5085\tD(x): 0.99\tD(G(z)): 0.15 \t 8.18 s\n",
            "[2440/5000][15/38]\tLoss_D: 0.3392\tLoss_G: 2.2898\tD(x): 0.85\tD(G(z)): 0.1 \t 7.74 s\n",
            "[2440/5000][20/38]\tLoss_D: 0.1977\tLoss_G: 1.9469\tD(x): 0.97\tD(G(z)): 0.14 \t 8.75 s\n",
            "[2440/5000][25/38]\tLoss_D: 0.2766\tLoss_G: 1.9966\tD(x): 0.97\tD(G(z)): 0.16 \t 7.32 s\n",
            "[2440/5000][30/38]\tLoss_D: 0.1957\tLoss_G: 1.3395\tD(x): 0.99\tD(G(z)): 0.15 \t 10.07 s\n",
            "[2440/5000][35/38]\tLoss_D: 0.1854\tLoss_G: 2.7842\tD(x): 0.98\tD(G(z)): 0.14 \t 5.88 s\n",
            "[2441/5000][0/38]\tLoss_D: 0.616\tLoss_G: 1.7687\tD(x): 0.68\tD(G(z)): 0.12 \t 5.85 s\n",
            "[2441/5000][5/38]\tLoss_D: 0.1526\tLoss_G: 2.0916\tD(x): 0.97\tD(G(z)): 0.1 \t 6.89 s\n",
            "[2441/5000][10/38]\tLoss_D: 0.346\tLoss_G: 1.4233\tD(x): 0.97\tD(G(z)): 0.23 \t 9.91 s\n",
            "[2441/5000][15/38]\tLoss_D: 0.324\tLoss_G: 2.2401\tD(x): 0.98\tD(G(z)): 0.23 \t 5.97 s\n",
            "[2441/5000][20/38]\tLoss_D: 0.2432\tLoss_G: 2.7942\tD(x): 0.99\tD(G(z)): 0.18 \t 10.03 s\n",
            "[2441/5000][25/38]\tLoss_D: 0.175\tLoss_G: 2.5011\tD(x): 0.97\tD(G(z)): 0.12 \t 6.03 s\n",
            "[2441/5000][30/38]\tLoss_D: 0.5925\tLoss_G: 2.0941\tD(x): 0.66\tD(G(z)): 0.07 \t 10.0 s\n",
            "[2441/5000][35/38]\tLoss_D: 0.2586\tLoss_G: 2.5496\tD(x): 0.96\tD(G(z)): 0.17 \t 5.87 s\n",
            "[2442/5000][0/38]\tLoss_D: 0.338\tLoss_G: 2.027\tD(x): 0.88\tD(G(z)): 0.14 \t 6.0 s\n",
            "[2442/5000][5/38]\tLoss_D: 0.1262\tLoss_G: 3.0054\tD(x): 1.0\tD(G(z)): 0.11 \t 5.91 s\n",
            "[2442/5000][10/38]\tLoss_D: 0.3134\tLoss_G: 2.3226\tD(x): 0.99\tD(G(z)): 0.2 \t 9.67 s\n",
            "[2442/5000][15/38]\tLoss_D: 0.1412\tLoss_G: 2.427\tD(x): 1.0\tD(G(z)): 0.12 \t 6.24 s\n",
            "[2442/5000][20/38]\tLoss_D: 0.2733\tLoss_G: 2.2159\tD(x): 0.91\tD(G(z)): 0.1 \t 9.73 s\n",
            "[2442/5000][25/38]\tLoss_D: 0.4453\tLoss_G: 2.1588\tD(x): 0.75\tD(G(z)): 0.06 \t 7.93 s\n",
            "[2442/5000][30/38]\tLoss_D: 0.3064\tLoss_G: 2.4014\tD(x): 0.97\tD(G(z)): 0.22 \t 7.69 s\n",
            "[2442/5000][35/38]\tLoss_D: 0.1492\tLoss_G: 2.0521\tD(x): 0.99\tD(G(z)): 0.12 \t 8.43 s\n",
            "[2443/5000][0/38]\tLoss_D: 0.5312\tLoss_G: 1.9738\tD(x): 0.83\tD(G(z)): 0.2 \t 4.7 s\n",
            "[2443/5000][5/38]\tLoss_D: 0.161\tLoss_G: 2.5716\tD(x): 0.98\tD(G(z)): 0.11 \t 7.46 s\n",
            "[2443/5000][10/38]\tLoss_D: 0.1436\tLoss_G: 2.2555\tD(x): 0.99\tD(G(z)): 0.11 \t 8.47 s\n",
            "[2443/5000][15/38]\tLoss_D: 0.2103\tLoss_G: 1.884\tD(x): 0.96\tD(G(z)): 0.13 \t 7.61 s\n",
            "[2443/5000][20/38]\tLoss_D: 0.3057\tLoss_G: 2.6522\tD(x): 0.86\tD(G(z)): 0.1 \t 8.37 s\n",
            "[2443/5000][25/38]\tLoss_D: 0.2457\tLoss_G: 2.3115\tD(x): 0.95\tD(G(z)): 0.14 \t 7.74 s\n",
            "[2443/5000][30/38]\tLoss_D: 0.1803\tLoss_G: 1.8539\tD(x): 0.97\tD(G(z)): 0.13 \t 9.53 s\n",
            "[2443/5000][35/38]\tLoss_D: 0.1618\tLoss_G: 2.1701\tD(x): 1.0\tD(G(z)): 0.12 \t 6.29 s\n",
            "[2444/5000][0/38]\tLoss_D: 0.4354\tLoss_G: 2.1789\tD(x): 0.78\tD(G(z)): 0.1 \t 5.01 s\n",
            "[2444/5000][5/38]\tLoss_D: 0.3725\tLoss_G: 2.0294\tD(x): 0.96\tD(G(z)): 0.24 \t 7.49 s\n",
            "[2444/5000][10/38]\tLoss_D: 0.2154\tLoss_G: 1.997\tD(x): 0.99\tD(G(z)): 0.17 \t 9.92 s\n",
            "[2444/5000][15/38]\tLoss_D: 0.1932\tLoss_G: 2.0483\tD(x): 0.96\tD(G(z)): 0.12 \t 6.1 s\n",
            "[2444/5000][20/38]\tLoss_D: 0.164\tLoss_G: 2.3851\tD(x): 0.99\tD(G(z)): 0.14 \t 10.01 s\n",
            "[2444/5000][25/38]\tLoss_D: 0.1988\tLoss_G: 2.1149\tD(x): 1.0\tD(G(z)): 0.17 \t 5.91 s\n",
            "[2444/5000][30/38]\tLoss_D: 0.778\tLoss_G: 2.4071\tD(x): 0.96\tD(G(z)): 0.22 \t 9.85 s\n",
            "[2444/5000][35/38]\tLoss_D: 0.1836\tLoss_G: 2.4339\tD(x): 0.99\tD(G(z)): 0.15 \t 5.85 s\n",
            "[2445/5000][0/38]\tLoss_D: 0.2689\tLoss_G: 2.3296\tD(x): 0.87\tD(G(z)): 0.07 \t 6.36 s\n",
            "[2445/5000][5/38]\tLoss_D: 0.6007\tLoss_G: 2.0786\tD(x): 0.75\tD(G(z)): 0.18 \t 6.01 s\n",
            "[2445/5000][10/38]\tLoss_D: 0.284\tLoss_G: 2.392\tD(x): 0.98\tD(G(z)): 0.17 \t 9.78 s\n",
            "[2445/5000][15/38]\tLoss_D: 0.2289\tLoss_G: 1.9094\tD(x): 1.0\tD(G(z)): 0.19 \t 5.93 s\n",
            "[2445/5000][20/38]\tLoss_D: 0.137\tLoss_G: 2.5709\tD(x): 1.0\tD(G(z)): 0.12 \t 9.81 s\n",
            "[2445/5000][25/38]\tLoss_D: 0.2027\tLoss_G: 1.626\tD(x): 0.99\tD(G(z)): 0.16 \t 6.73 s\n",
            "[2445/5000][30/38]\tLoss_D: 0.2164\tLoss_G: 2.0374\tD(x): 0.89\tD(G(z)): 0.06 \t 9.17 s\n",
            "[2445/5000][35/38]\tLoss_D: 0.5206\tLoss_G: 2.2096\tD(x): 0.75\tD(G(z)): 0.13 \t 7.84 s\n",
            "[2446/5000][0/38]\tLoss_D: 0.1781\tLoss_G: 1.871\tD(x): 1.0\tD(G(z)): 0.16 \t 5.02 s\n",
            "[2446/5000][5/38]\tLoss_D: 0.1028\tLoss_G: 2.7061\tD(x): 1.0\tD(G(z)): 0.08 \t 7.21 s\n",
            "[2446/5000][10/38]\tLoss_D: 0.1137\tLoss_G: 2.6209\tD(x): 0.97\tD(G(z)): 0.07 \t 8.77 s\n",
            "[2446/5000][15/38]\tLoss_D: 0.3229\tLoss_G: 2.0993\tD(x): 0.88\tD(G(z)): 0.1 \t 7.66 s\n",
            "[2446/5000][20/38]\tLoss_D: 0.336\tLoss_G: 2.9968\tD(x): 0.91\tD(G(z)): 0.14 \t 8.24 s\n",
            "[2446/5000][25/38]\tLoss_D: 0.1919\tLoss_G: 2.4502\tD(x): 0.98\tD(G(z)): 0.14 \t 7.76 s\n",
            "[2446/5000][30/38]\tLoss_D: 0.187\tLoss_G: 2.6216\tD(x): 0.98\tD(G(z)): 0.13 \t 9.3 s\n",
            "[2446/5000][35/38]\tLoss_D: 0.2279\tLoss_G: 2.1111\tD(x): 0.98\tD(G(z)): 0.16 \t 6.6 s\n",
            "[2447/5000][0/38]\tLoss_D: 0.6224\tLoss_G: 1.8796\tD(x): 0.64\tD(G(z)): 0.06 \t 5.14 s\n",
            "[2447/5000][5/38]\tLoss_D: 0.2114\tLoss_G: 2.5021\tD(x): 0.95\tD(G(z)): 0.13 \t 7.76 s\n",
            "[2447/5000][10/38]\tLoss_D: 0.4075\tLoss_G: 1.9098\tD(x): 0.8\tD(G(z)): 0.1 \t 9.83 s\n",
            "[2447/5000][15/38]\tLoss_D: 0.1492\tLoss_G: 2.2588\tD(x): 0.99\tD(G(z)): 0.11 \t 6.03 s\n",
            "[2447/5000][20/38]\tLoss_D: 0.2448\tLoss_G: 3.0421\tD(x): 0.99\tD(G(z)): 0.19 \t 10.03 s\n",
            "[2447/5000][25/38]\tLoss_D: 0.697\tLoss_G: 2.6815\tD(x): 1.0\tD(G(z)): 0.24 \t 5.92 s\n",
            "[2447/5000][30/38]\tLoss_D: 0.2849\tLoss_G: 2.2164\tD(x): 0.87\tD(G(z)): 0.1 \t 9.92 s\n",
            "[2447/5000][35/38]\tLoss_D: 0.2076\tLoss_G: 2.8865\tD(x): 0.9\tD(G(z)): 0.06 \t 6.06 s\n",
            "[2448/5000][0/38]\tLoss_D: 0.2399\tLoss_G: 2.4216\tD(x): 0.88\tD(G(z)): 0.06 \t 6.25 s\n",
            "[2448/5000][5/38]\tLoss_D: 0.1108\tLoss_G: 3.4088\tD(x): 0.97\tD(G(z)): 0.06 \t 6.05 s\n",
            "[2448/5000][10/38]\tLoss_D: 0.2669\tLoss_G: 2.3723\tD(x): 0.99\tD(G(z)): 0.21 \t 9.83 s\n",
            "[2448/5000][15/38]\tLoss_D: 0.6576\tLoss_G: 2.3956\tD(x): 0.62\tD(G(z)): 0.05 \t 5.88 s\n",
            "[2448/5000][20/38]\tLoss_D: 0.0862\tLoss_G: 2.6639\tD(x): 1.0\tD(G(z)): 0.08 \t 9.91 s\n",
            "[2448/5000][25/38]\tLoss_D: 0.2198\tLoss_G: 2.7339\tD(x): 0.96\tD(G(z)): 0.15 \t 7.46 s\n",
            "[2448/5000][30/38]\tLoss_D: 0.0707\tLoss_G: 3.2183\tD(x): 0.99\tD(G(z)): 0.05 \t 8.52 s\n",
            "[2448/5000][35/38]\tLoss_D: 0.261\tLoss_G: 2.7897\tD(x): 0.99\tD(G(z)): 0.19 \t 7.81 s\n",
            "[2449/5000][0/38]\tLoss_D: 0.1813\tLoss_G: 3.0324\tD(x): 0.99\tD(G(z)): 0.1 \t 5.2 s\n",
            "[2449/5000][5/38]\tLoss_D: 0.8333\tLoss_G: 1.5575\tD(x): 0.59\tD(G(z)): 0.12 \t 7.75 s\n",
            "[2449/5000][10/38]\tLoss_D: 0.1205\tLoss_G: 2.926\tD(x): 1.0\tD(G(z)): 0.11 \t 8.34 s\n",
            "[2449/5000][15/38]\tLoss_D: 0.3078\tLoss_G: 3.8092\tD(x): 0.81\tD(G(z)): 0.02 \t 7.7 s\n",
            "[2449/5000][20/38]\tLoss_D: 0.3853\tLoss_G: 1.656\tD(x): 0.82\tD(G(z)): 0.11 \t 9.14 s\n",
            "[2449/5000][25/38]\tLoss_D: 0.3469\tLoss_G: 2.0127\tD(x): 0.82\tD(G(z)): 0.07 \t 6.89 s\n",
            "[2449/5000][30/38]\tLoss_D: 1.2394\tLoss_G: 2.2618\tD(x): 0.37\tD(G(z)): 0.08 \t 10.0 s\n",
            "[2449/5000][35/38]\tLoss_D: 0.141\tLoss_G: 2.6324\tD(x): 0.97\tD(G(z)): 0.09 \t 6.03 s\n",
            "[2450/5000][0/38]\tLoss_D: 0.322\tLoss_G: 1.9159\tD(x): 0.97\tD(G(z)): 0.22 \t 6.07 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2450 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2450/5000][5/38]\tLoss_D: 0.2017\tLoss_G: 3.1243\tD(x): 0.92\tD(G(z)): 0.07 \t 6.78 s\n",
            "[2450/5000][10/38]\tLoss_D: 0.1117\tLoss_G: 2.6723\tD(x): 0.97\tD(G(z)): 0.05 \t 10.07 s\n",
            "[2450/5000][15/38]\tLoss_D: 0.3275\tLoss_G: 2.6609\tD(x): 0.87\tD(G(z)): 0.12 \t 6.06 s\n",
            "[2450/5000][20/38]\tLoss_D: 0.2845\tLoss_G: 2.0281\tD(x): 0.92\tD(G(z)): 0.15 \t 10.1 s\n",
            "[2450/5000][25/38]\tLoss_D: 0.1618\tLoss_G: 2.3361\tD(x): 0.96\tD(G(z)): 0.1 \t 5.96 s\n",
            "[2450/5000][30/38]\tLoss_D: 0.1981\tLoss_G: 2.1509\tD(x): 0.97\tD(G(z)): 0.14 \t 10.01 s\n",
            "[2450/5000][35/38]\tLoss_D: 0.3574\tLoss_G: 2.797\tD(x): 0.8\tD(G(z)): 0.06 \t 6.5 s\n",
            "[2451/5000][0/38]\tLoss_D: 0.1469\tLoss_G: 2.6575\tD(x): 0.99\tD(G(z)): 0.12 \t 5.95 s\n",
            "[2451/5000][5/38]\tLoss_D: 0.1527\tLoss_G: 2.3403\tD(x): 0.95\tD(G(z)): 0.07 \t 5.83 s\n",
            "[2451/5000][10/38]\tLoss_D: 0.1792\tLoss_G: 2.7231\tD(x): 1.0\tD(G(z)): 0.15 \t 9.95 s\n",
            "[2451/5000][15/38]\tLoss_D: 0.2576\tLoss_G: 2.1939\tD(x): 0.89\tD(G(z)): 0.09 \t 6.54 s\n",
            "[2451/5000][20/38]\tLoss_D: 0.3574\tLoss_G: 2.3957\tD(x): 0.87\tD(G(z)): 0.13 \t 9.15 s\n",
            "[2451/5000][25/38]\tLoss_D: 0.1572\tLoss_G: 2.5212\tD(x): 0.99\tD(G(z)): 0.13 \t 7.69 s\n",
            "[2451/5000][30/38]\tLoss_D: 0.2469\tLoss_G: 2.6671\tD(x): 0.97\tD(G(z)): 0.16 \t 8.03 s\n",
            "[2451/5000][35/38]\tLoss_D: 0.1541\tLoss_G: 3.0679\tD(x): 0.97\tD(G(z)): 0.1 \t 7.77 s\n",
            "[2452/5000][0/38]\tLoss_D: 0.3495\tLoss_G: 2.3514\tD(x): 0.82\tD(G(z)): 0.08 \t 5.08 s\n",
            "[2452/5000][5/38]\tLoss_D: 0.2179\tLoss_G: 2.5161\tD(x): 1.0\tD(G(z)): 0.18 \t 7.72 s\n",
            "[2452/5000][10/38]\tLoss_D: 0.1096\tLoss_G: 3.4276\tD(x): 0.97\tD(G(z)): 0.07 \t 8.37 s\n",
            "[2452/5000][15/38]\tLoss_D: 0.1064\tLoss_G: 2.33\tD(x): 1.0\tD(G(z)): 0.1 \t 7.82 s\n",
            "[2452/5000][20/38]\tLoss_D: 0.1497\tLoss_G: 1.1008\tD(x): 0.99\tD(G(z)): 0.12 \t 9.44 s\n",
            "[2452/5000][25/38]\tLoss_D: 0.1118\tLoss_G: 2.8487\tD(x): 0.98\tD(G(z)): 0.08 \t 6.49 s\n",
            "[2452/5000][30/38]\tLoss_D: 0.103\tLoss_G: 2.3357\tD(x): 1.0\tD(G(z)): 0.09 \t 9.99 s\n",
            "[2452/5000][35/38]\tLoss_D: 0.1194\tLoss_G: 2.39\tD(x): 0.99\tD(G(z)): 0.1 \t 5.99 s\n",
            "[2453/5000][0/38]\tLoss_D: 0.1969\tLoss_G: 2.1409\tD(x): 0.97\tD(G(z)): 0.14 \t 6.88 s\n",
            "[2453/5000][5/38]\tLoss_D: 0.1321\tLoss_G: 2.7136\tD(x): 0.96\tD(G(z)): 0.07 \t 5.95 s\n",
            "[2453/5000][10/38]\tLoss_D: 0.1863\tLoss_G: 1.9828\tD(x): 0.99\tD(G(z)): 0.15 \t 9.91 s\n",
            "[2453/5000][15/38]\tLoss_D: 0.1424\tLoss_G: 2.6433\tD(x): 0.93\tD(G(z)): 0.04 \t 6.0 s\n",
            "[2453/5000][20/38]\tLoss_D: 0.1405\tLoss_G: 2.6178\tD(x): 0.99\tD(G(z)): 0.11 \t 10.0 s\n",
            "[2453/5000][25/38]\tLoss_D: 0.318\tLoss_G: 3.4734\tD(x): 0.99\tD(G(z)): 0.23 \t 5.9 s\n",
            "[2453/5000][30/38]\tLoss_D: 0.2182\tLoss_G: 2.4638\tD(x): 0.97\tD(G(z)): 0.14 \t 9.99 s\n",
            "[2453/5000][35/38]\tLoss_D: 0.0966\tLoss_G: 1.1415\tD(x): 1.0\tD(G(z)): 0.09 \t 6.88 s\n",
            "[2454/5000][0/38]\tLoss_D: 0.198\tLoss_G: 2.3367\tD(x): 1.0\tD(G(z)): 0.16 \t 5.83 s\n",
            "[2454/5000][5/38]\tLoss_D: 0.1305\tLoss_G: 1.7406\tD(x): 0.98\tD(G(z)): 0.1 \t 6.01 s\n",
            "[2454/5000][10/38]\tLoss_D: 0.1884\tLoss_G: 2.2565\tD(x): 1.0\tD(G(z)): 0.16 \t 10.05 s\n",
            "[2454/5000][15/38]\tLoss_D: 0.1933\tLoss_G: 2.1507\tD(x): 0.98\tD(G(z)): 0.14 \t 7.01 s\n",
            "[2454/5000][20/38]\tLoss_D: 0.1186\tLoss_G: 2.387\tD(x): 0.98\tD(G(z)): 0.08 \t 8.64 s\n",
            "[2454/5000][25/38]\tLoss_D: 0.0817\tLoss_G: 3.0382\tD(x): 1.0\tD(G(z)): 0.08 \t 7.71 s\n",
            "[2454/5000][30/38]\tLoss_D: 0.507\tLoss_G: 1.6202\tD(x): 0.71\tD(G(z)): 0.06 \t 8.23 s\n",
            "[2454/5000][35/38]\tLoss_D: 0.0735\tLoss_G: 2.7156\tD(x): 0.98\tD(G(z)): 0.04 \t 7.94 s\n",
            "[2455/5000][0/38]\tLoss_D: 0.7424\tLoss_G: 2.1381\tD(x): 0.63\tD(G(z)): 0.13 \t 5.09 s\n",
            "[2455/5000][5/38]\tLoss_D: 0.178\tLoss_G: 3.2165\tD(x): 0.95\tD(G(z)): 0.1 \t 7.66 s\n",
            "[2455/5000][10/38]\tLoss_D: 0.2947\tLoss_G: 2.3457\tD(x): 1.0\tD(G(z)): 0.24 \t 8.6 s\n",
            "[2455/5000][15/38]\tLoss_D: 0.1627\tLoss_G: 3.0392\tD(x): 0.95\tD(G(z)): 0.08 \t 7.29 s\n",
            "[2455/5000][20/38]\tLoss_D: 0.222\tLoss_G: 2.3171\tD(x): 0.93\tD(G(z)): 0.11 \t 9.89 s\n",
            "[2455/5000][25/38]\tLoss_D: 0.1742\tLoss_G: 2.5511\tD(x): 0.96\tD(G(z)): 0.11 \t 6.0 s\n",
            "[2455/5000][30/38]\tLoss_D: 0.095\tLoss_G: 2.9488\tD(x): 1.0\tD(G(z)): 0.09 \t 10.11 s\n",
            "[2455/5000][35/38]\tLoss_D: 0.0935\tLoss_G: 2.6465\tD(x): 0.99\tD(G(z)): 0.07 \t 6.05 s\n",
            "[2456/5000][0/38]\tLoss_D: 0.1309\tLoss_G: 2.3024\tD(x): 0.98\tD(G(z)): 0.09 \t 6.66 s\n",
            "[2456/5000][5/38]\tLoss_D: 0.4934\tLoss_G: 2.1899\tD(x): 0.82\tD(G(z)): 0.17 \t 6.02 s\n",
            "[2456/5000][10/38]\tLoss_D: 0.118\tLoss_G: 2.7599\tD(x): 0.99\tD(G(z)): 0.09 \t 10.05 s\n",
            "[2456/5000][15/38]\tLoss_D: 0.1467\tLoss_G: 2.413\tD(x): 0.97\tD(G(z)): 0.1 \t 5.9 s\n",
            "[2456/5000][20/38]\tLoss_D: 0.1175\tLoss_G: 2.1276\tD(x): 0.99\tD(G(z)): 0.1 \t 10.03 s\n",
            "[2456/5000][25/38]\tLoss_D: 0.1419\tLoss_G: 1.8839\tD(x): 1.0\tD(G(z)): 0.12 \t 5.99 s\n",
            "[2456/5000][30/38]\tLoss_D: 0.2842\tLoss_G: 1.3137\tD(x): 0.94\tD(G(z)): 0.16 \t 9.85 s\n",
            "[2456/5000][35/38]\tLoss_D: 0.1574\tLoss_G: 1.5692\tD(x): 0.96\tD(G(z)): 0.09 \t 7.47 s\n",
            "[2457/5000][0/38]\tLoss_D: 0.1427\tLoss_G: 2.3033\tD(x): 1.0\tD(G(z)): 0.12 \t 5.24 s\n",
            "[2457/5000][5/38]\tLoss_D: 0.2139\tLoss_G: 2.7743\tD(x): 0.99\tD(G(z)): 0.15 \t 6.24 s\n",
            "[2457/5000][10/38]\tLoss_D: 0.19\tLoss_G: 2.2006\tD(x): 0.99\tD(G(z)): 0.16 \t 9.52 s\n",
            "[2457/5000][15/38]\tLoss_D: 0.1878\tLoss_G: 2.0573\tD(x): 0.97\tD(G(z)): 0.12 \t 7.54 s\n",
            "[2457/5000][20/38]\tLoss_D: 0.5868\tLoss_G: 2.2586\tD(x): 0.66\tD(G(z)): 0.06 \t 8.5 s\n",
            "[2457/5000][25/38]\tLoss_D: 0.2162\tLoss_G: 2.0793\tD(x): 0.92\tD(G(z)): 0.09 \t 7.71 s\n",
            "[2457/5000][30/38]\tLoss_D: 0.1504\tLoss_G: 3.6778\tD(x): 1.0\tD(G(z)): 0.13 \t 8.8 s\n",
            "[2457/5000][35/38]\tLoss_D: 0.1533\tLoss_G: 3.3014\tD(x): 1.0\tD(G(z)): 0.14 \t 7.19 s\n",
            "[2458/5000][0/38]\tLoss_D: 0.1112\tLoss_G: 1.8709\tD(x): 0.99\tD(G(z)): 0.09 \t 5.09 s\n",
            "[2458/5000][5/38]\tLoss_D: 0.1225\tLoss_G: 2.611\tD(x): 0.98\tD(G(z)): 0.09 \t 7.68 s\n",
            "[2458/5000][10/38]\tLoss_D: 0.2225\tLoss_G: 2.6407\tD(x): 0.94\tD(G(z)): 0.1 \t 9.62 s\n",
            "[2458/5000][15/38]\tLoss_D: 0.1091\tLoss_G: 2.2948\tD(x): 0.99\tD(G(z)): 0.07 \t 6.26 s\n",
            "[2458/5000][20/38]\tLoss_D: 0.1546\tLoss_G: 2.5184\tD(x): 1.0\tD(G(z)): 0.14 \t 9.75 s\n",
            "[2458/5000][25/38]\tLoss_D: 0.0982\tLoss_G: 2.2632\tD(x): 1.0\tD(G(z)): 0.09 \t 6.36 s\n",
            "[2458/5000][30/38]\tLoss_D: 0.1896\tLoss_G: 2.0168\tD(x): 0.97\tD(G(z)): 0.11 \t 9.59 s\n",
            "[2458/5000][35/38]\tLoss_D: 0.2834\tLoss_G: 2.1817\tD(x): 0.99\tD(G(z)): 0.19 \t 6.31 s\n",
            "[2459/5000][0/38]\tLoss_D: 0.1169\tLoss_G: 2.6285\tD(x): 1.0\tD(G(z)): 0.11 \t 6.49 s\n",
            "[2459/5000][5/38]\tLoss_D: 0.2464\tLoss_G: 2.2011\tD(x): 0.95\tD(G(z)): 0.11 \t 5.94 s\n",
            "[2459/5000][10/38]\tLoss_D: 0.1394\tLoss_G: 3.1572\tD(x): 0.96\tD(G(z)): 0.07 \t 9.96 s\n",
            "[2459/5000][15/38]\tLoss_D: 0.1313\tLoss_G: 2.3524\tD(x): 0.98\tD(G(z)): 0.09 \t 5.9 s\n",
            "[2459/5000][20/38]\tLoss_D: 0.0679\tLoss_G: 3.0726\tD(x): 0.99\tD(G(z)): 0.06 \t 9.88 s\n",
            "[2459/5000][25/38]\tLoss_D: 0.1021\tLoss_G: 2.3087\tD(x): 0.98\tD(G(z)): 0.07 \t 6.2 s\n",
            "[2459/5000][30/38]\tLoss_D: 0.3636\tLoss_G: 2.0933\tD(x): 0.81\tD(G(z)): 0.07 \t 9.66 s\n",
            "[2459/5000][35/38]\tLoss_D: 0.241\tLoss_G: 2.3657\tD(x): 0.96\tD(G(z)): 0.17 \t 7.59 s\n",
            "[2460/5000][0/38]\tLoss_D: 0.1332\tLoss_G: 1.9299\tD(x): 0.99\tD(G(z)): 0.11 \t 5.12 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2460 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2460/5000][5/38]\tLoss_D: 0.0986\tLoss_G: 2.285\tD(x): 1.0\tD(G(z)): 0.09 \t 7.0 s\n",
            "[2460/5000][10/38]\tLoss_D: 0.0814\tLoss_G: 2.9556\tD(x): 1.0\tD(G(z)): 0.08 \t 9.43 s\n",
            "[2460/5000][15/38]\tLoss_D: 0.1591\tLoss_G: 2.8807\tD(x): 1.0\tD(G(z)): 0.14 \t 7.68 s\n",
            "[2460/5000][20/38]\tLoss_D: 0.2869\tLoss_G: 2.3704\tD(x): 1.0\tD(G(z)): 0.22 \t 8.28 s\n",
            "[2460/5000][25/38]\tLoss_D: 0.2082\tLoss_G: 2.2671\tD(x): 0.9\tD(G(z)): 0.06 \t 7.74 s\n",
            "[2460/5000][30/38]\tLoss_D: 0.3218\tLoss_G: 1.9754\tD(x): 0.84\tD(G(z)): 0.08 \t 9.11 s\n",
            "[2460/5000][35/38]\tLoss_D: 0.2968\tLoss_G: 1.9633\tD(x): 0.85\tD(G(z)): 0.06 \t 6.61 s\n",
            "[2461/5000][0/38]\tLoss_D: 0.1307\tLoss_G: 2.3596\tD(x): 1.0\tD(G(z)): 0.12 \t 4.96 s\n",
            "[2461/5000][5/38]\tLoss_D: 0.1303\tLoss_G: 2.6679\tD(x): 0.99\tD(G(z)): 0.09 \t 7.71 s\n",
            "[2461/5000][10/38]\tLoss_D: 0.0512\tLoss_G: 3.0877\tD(x): 1.0\tD(G(z)): 0.05 \t 9.41 s\n",
            "[2461/5000][15/38]\tLoss_D: 0.1905\tLoss_G: 2.0893\tD(x): 1.0\tD(G(z)): 0.16 \t 6.33 s\n",
            "[2461/5000][20/38]\tLoss_D: 0.1703\tLoss_G: 3.3426\tD(x): 0.93\tD(G(z)): 0.06 \t 10.11 s\n",
            "[2461/5000][25/38]\tLoss_D: 0.2327\tLoss_G: 1.8932\tD(x): 0.99\tD(G(z)): 0.16 \t 5.87 s\n",
            "[2461/5000][30/38]\tLoss_D: 0.7501\tLoss_G: 2.1729\tD(x): 0.96\tD(G(z)): 0.24 \t 10.01 s\n",
            "[2461/5000][35/38]\tLoss_D: 0.3404\tLoss_G: 2.385\tD(x): 0.99\tD(G(z)): 0.21 \t 6.02 s\n",
            "[2462/5000][0/38]\tLoss_D: 0.3\tLoss_G: 2.5561\tD(x): 0.84\tD(G(z)): 0.05 \t 6.46 s\n",
            "[2462/5000][5/38]\tLoss_D: 0.1225\tLoss_G: 2.8524\tD(x): 0.99\tD(G(z)): 0.1 \t 5.86 s\n",
            "[2462/5000][10/38]\tLoss_D: 0.1546\tLoss_G: 2.7393\tD(x): 0.94\tD(G(z)): 0.06 \t 10.01 s\n",
            "[2462/5000][15/38]\tLoss_D: 0.1416\tLoss_G: 3.5762\tD(x): 0.97\tD(G(z)): 0.1 \t 5.9 s\n",
            "[2462/5000][20/38]\tLoss_D: 0.1832\tLoss_G: 2.7731\tD(x): 0.99\tD(G(z)): 0.14 \t 10.1 s\n",
            "[2462/5000][25/38]\tLoss_D: 0.1974\tLoss_G: 2.4825\tD(x): 1.0\tD(G(z)): 0.17 \t 6.81 s\n",
            "[2462/5000][30/38]\tLoss_D: 0.1107\tLoss_G: 2.6361\tD(x): 1.0\tD(G(z)): 0.1 \t 9.4 s\n",
            "[2462/5000][35/38]\tLoss_D: 0.1615\tLoss_G: 2.0422\tD(x): 0.99\tD(G(z)): 0.13 \t 7.57 s\n",
            "[2463/5000][0/38]\tLoss_D: 0.2581\tLoss_G: 3.2604\tD(x): 0.84\tD(G(z)): 0.03 \t 4.99 s\n",
            "[2463/5000][5/38]\tLoss_D: 0.4575\tLoss_G: 1.3944\tD(x): 0.76\tD(G(z)): 0.08 \t 7.49 s\n",
            "[2463/5000][10/38]\tLoss_D: 0.4151\tLoss_G: 1.0593\tD(x): 0.86\tD(G(z)): 0.17 \t 8.43 s\n",
            "[2463/5000][15/38]\tLoss_D: 1.4309\tLoss_G: 4.2948\tD(x): 0.97\tD(G(z)): 0.43 \t 7.61 s\n",
            "[2463/5000][20/38]\tLoss_D: 0.3256\tLoss_G: 1.976\tD(x): 0.99\tD(G(z)): 0.21 \t 8.28 s\n",
            "[2463/5000][25/38]\tLoss_D: 0.2935\tLoss_G: 2.6359\tD(x): 1.0\tD(G(z)): 0.21 \t 7.62 s\n",
            "[2463/5000][30/38]\tLoss_D: 0.2328\tLoss_G: 2.5185\tD(x): 0.99\tD(G(z)): 0.17 \t 9.46 s\n",
            "[2463/5000][35/38]\tLoss_D: 0.0854\tLoss_G: 3.7084\tD(x): 0.96\tD(G(z)): 0.02 \t 6.39 s\n",
            "[2464/5000][0/38]\tLoss_D: 0.308\tLoss_G: 1.6748\tD(x): 0.97\tD(G(z)): 0.2 \t 5.27 s\n",
            "[2464/5000][5/38]\tLoss_D: 0.2071\tLoss_G: 1.9925\tD(x): 0.99\tD(G(z)): 0.17 \t 7.69 s\n",
            "[2464/5000][10/38]\tLoss_D: 0.1556\tLoss_G: 2.5807\tD(x): 0.97\tD(G(z)): 0.11 \t 9.82 s\n",
            "[2464/5000][15/38]\tLoss_D: 0.1293\tLoss_G: 2.4209\tD(x): 0.96\tD(G(z)): 0.07 \t 6.11 s\n",
            "[2464/5000][20/38]\tLoss_D: 0.2056\tLoss_G: 2.707\tD(x): 1.0\tD(G(z)): 0.18 \t 10.04 s\n",
            "[2464/5000][25/38]\tLoss_D: 0.1787\tLoss_G: 2.0793\tD(x): 0.99\tD(G(z)): 0.14 \t 6.05 s\n",
            "[2464/5000][30/38]\tLoss_D: 0.1499\tLoss_G: 2.202\tD(x): 1.0\tD(G(z)): 0.13 \t 9.8 s\n",
            "[2464/5000][35/38]\tLoss_D: 0.138\tLoss_G: 2.4396\tD(x): 0.99\tD(G(z)): 0.11 \t 6.08 s\n",
            "[2465/5000][0/38]\tLoss_D: 0.2333\tLoss_G: 2.9822\tD(x): 0.99\tD(G(z)): 0.19 \t 6.45 s\n",
            "[2465/5000][5/38]\tLoss_D: 0.2424\tLoss_G: 2.0505\tD(x): 1.0\tD(G(z)): 0.2 \t 6.02 s\n",
            "[2465/5000][10/38]\tLoss_D: 0.1671\tLoss_G: 2.9588\tD(x): 0.99\tD(G(z)): 0.1 \t 9.83 s\n",
            "[2465/5000][15/38]\tLoss_D: 0.2357\tLoss_G: 2.7298\tD(x): 0.95\tD(G(z)): 0.14 \t 6.11 s\n",
            "[2465/5000][20/38]\tLoss_D: 0.1283\tLoss_G: 3.0038\tD(x): 0.97\tD(G(z)): 0.08 \t 9.76 s\n",
            "[2465/5000][25/38]\tLoss_D: 0.1911\tLoss_G: 2.3393\tD(x): 0.98\tD(G(z)): 0.14 \t 8.13 s\n",
            "[2465/5000][30/38]\tLoss_D: 0.1892\tLoss_G: 2.5447\tD(x): 0.97\tD(G(z)): 0.13 \t 8.1 s\n",
            "[2465/5000][35/38]\tLoss_D: 0.1269\tLoss_G: 2.5881\tD(x): 0.99\tD(G(z)): 0.1 \t 7.78 s\n",
            "[2466/5000][0/38]\tLoss_D: 0.1679\tLoss_G: 2.6924\tD(x): 0.98\tD(G(z)): 0.13 \t 5.09 s\n",
            "[2466/5000][5/38]\tLoss_D: 0.281\tLoss_G: 2.2494\tD(x): 0.87\tD(G(z)): 0.08 \t 7.67 s\n",
            "[2466/5000][10/38]\tLoss_D: 0.1593\tLoss_G: 2.48\tD(x): 0.96\tD(G(z)): 0.1 \t 8.2 s\n",
            "[2466/5000][15/38]\tLoss_D: 0.3009\tLoss_G: 2.1776\tD(x): 1.0\tD(G(z)): 0.22 \t 7.71 s\n",
            "[2466/5000][20/38]\tLoss_D: 0.1866\tLoss_G: 2.4591\tD(x): 0.98\tD(G(z)): 0.13 \t 8.53 s\n",
            "[2466/5000][25/38]\tLoss_D: 0.2025\tLoss_G: 2.126\tD(x): 0.96\tD(G(z)): 0.14 \t 7.5 s\n",
            "[2466/5000][30/38]\tLoss_D: 0.2919\tLoss_G: 1.9284\tD(x): 0.93\tD(G(z)): 0.16 \t 9.96 s\n",
            "[2466/5000][35/38]\tLoss_D: 0.2587\tLoss_G: 2.9275\tD(x): 0.88\tD(G(z)): 0.08 \t 6.05 s\n",
            "[2467/5000][0/38]\tLoss_D: 0.4373\tLoss_G: 2.2885\tD(x): 0.77\tD(G(z)): 0.08 \t 5.87 s\n",
            "[2467/5000][5/38]\tLoss_D: 0.6901\tLoss_G: 2.623\tD(x): 0.63\tD(G(z)): 0.09 \t 6.74 s\n",
            "[2467/5000][10/38]\tLoss_D: 0.1608\tLoss_G: 2.1888\tD(x): 1.0\tD(G(z)): 0.14 \t 9.96 s\n",
            "[2467/5000][15/38]\tLoss_D: 0.1557\tLoss_G: 2.4773\tD(x): 0.98\tD(G(z)): 0.09 \t 5.88 s\n",
            "[2467/5000][20/38]\tLoss_D: 0.0855\tLoss_G: 2.8241\tD(x): 1.0\tD(G(z)): 0.08 \t 9.84 s\n",
            "[2467/5000][25/38]\tLoss_D: 0.0786\tLoss_G: 3.1292\tD(x): 0.97\tD(G(z)): 0.04 \t 6.09 s\n",
            "[2467/5000][30/38]\tLoss_D: 0.2104\tLoss_G: 2.7828\tD(x): 0.98\tD(G(z)): 0.16 \t 10.14 s\n",
            "[2467/5000][35/38]\tLoss_D: 0.1156\tLoss_G: 2.2333\tD(x): 1.0\tD(G(z)): 0.1 \t 5.94 s\n",
            "[2468/5000][0/38]\tLoss_D: 0.2079\tLoss_G: 2.2564\tD(x): 0.93\tD(G(z)): 0.1 \t 6.27 s\n",
            "[2468/5000][5/38]\tLoss_D: 0.2399\tLoss_G: 2.3246\tD(x): 0.9\tD(G(z)): 0.08 \t 6.13 s\n",
            "[2468/5000][10/38]\tLoss_D: 0.1026\tLoss_G: 2.4818\tD(x): 0.98\tD(G(z)): 0.08 \t 9.97 s\n",
            "[2468/5000][15/38]\tLoss_D: 0.2556\tLoss_G: 2.4335\tD(x): 1.0\tD(G(z)): 0.22 \t 6.12 s\n",
            "[2468/5000][20/38]\tLoss_D: 0.11\tLoss_G: 2.1692\tD(x): 0.99\tD(G(z)): 0.09 \t 9.94 s\n",
            "[2468/5000][25/38]\tLoss_D: 0.4406\tLoss_G: 2.6257\tD(x): 0.99\tD(G(z)): 0.28 \t 7.78 s\n",
            "[2468/5000][30/38]\tLoss_D: 0.1345\tLoss_G: 2.4703\tD(x): 1.0\tD(G(z)): 0.12 \t 8.26 s\n",
            "[2468/5000][35/38]\tLoss_D: 0.1714\tLoss_G: 2.4168\tD(x): 0.97\tD(G(z)): 0.12 \t 7.57 s\n",
            "[2469/5000][0/38]\tLoss_D: 0.1376\tLoss_G: 2.1274\tD(x): 1.0\tD(G(z)): 0.12 \t 4.95 s\n",
            "[2469/5000][5/38]\tLoss_D: 0.0708\tLoss_G: 3.4649\tD(x): 0.99\tD(G(z)): 0.05 \t 7.69 s\n",
            "[2469/5000][10/38]\tLoss_D: 0.6435\tLoss_G: 2.5205\tD(x): 0.88\tD(G(z)): 0.29 \t 8.33 s\n",
            "[2469/5000][15/38]\tLoss_D: 0.125\tLoss_G: 2.5588\tD(x): 0.96\tD(G(z)): 0.07 \t 7.69 s\n",
            "[2469/5000][20/38]\tLoss_D: 0.2239\tLoss_G: 2.698\tD(x): 1.0\tD(G(z)): 0.18 \t 9.18 s\n",
            "[2469/5000][25/38]\tLoss_D: 0.2762\tLoss_G: 2.2485\tD(x): 1.0\tD(G(z)): 0.21 \t 6.97 s\n",
            "[2469/5000][30/38]\tLoss_D: 0.3346\tLoss_G: 2.2873\tD(x): 0.82\tD(G(z)): 0.07 \t 10.08 s\n",
            "[2469/5000][35/38]\tLoss_D: 0.2084\tLoss_G: 2.9176\tD(x): 0.98\tD(G(z)): 0.16 \t 5.96 s\n",
            "[2470/5000][0/38]\tLoss_D: 0.1106\tLoss_G: 2.2465\tD(x): 0.99\tD(G(z)): 0.09 \t 6.38 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2470 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2470/5000][5/38]\tLoss_D: 0.0536\tLoss_G: 1.8389\tD(x): 0.99\tD(G(z)): 0.04 \t 6.42 s\n",
            "[2470/5000][10/38]\tLoss_D: 0.2988\tLoss_G: 2.5352\tD(x): 0.91\tD(G(z)): 0.14 \t 9.96 s\n",
            "[2470/5000][15/38]\tLoss_D: 0.3863\tLoss_G: 2.5268\tD(x): 0.77\tD(G(z)): 0.04 \t 5.87 s\n",
            "[2470/5000][20/38]\tLoss_D: 0.558\tLoss_G: 2.6621\tD(x): 0.74\tD(G(z)): 0.11 \t 10.11 s\n",
            "[2470/5000][25/38]\tLoss_D: 0.4788\tLoss_G: 1.7098\tD(x): 0.76\tD(G(z)): 0.11 \t 6.02 s\n",
            "[2470/5000][30/38]\tLoss_D: 0.2602\tLoss_G: 3.0157\tD(x): 0.91\tD(G(z)): 0.11 \t 10.01 s\n",
            "[2470/5000][35/38]\tLoss_D: 0.1087\tLoss_G: 2.8074\tD(x): 0.98\tD(G(z)): 0.08 \t 6.5 s\n",
            "[2471/5000][0/38]\tLoss_D: 0.2738\tLoss_G: 2.0111\tD(x): 0.92\tD(G(z)): 0.14 \t 6.06 s\n",
            "[2471/5000][5/38]\tLoss_D: 0.0844\tLoss_G: 3.7194\tD(x): 1.0\tD(G(z)): 0.08 \t 5.88 s\n",
            "[2471/5000][10/38]\tLoss_D: 0.2018\tLoss_G: 1.8032\tD(x): 1.0\tD(G(z)): 0.17 \t 9.93 s\n",
            "[2471/5000][15/38]\tLoss_D: 0.1265\tLoss_G: 2.7444\tD(x): 0.97\tD(G(z)): 0.08 \t 6.81 s\n",
            "[2471/5000][20/38]\tLoss_D: 0.1242\tLoss_G: 2.1647\tD(x): 1.0\tD(G(z)): 0.11 \t 9.18 s\n",
            "[2471/5000][25/38]\tLoss_D: 0.1563\tLoss_G: 2.2114\tD(x): 0.97\tD(G(z)): 0.09 \t 7.57 s\n",
            "[2471/5000][30/38]\tLoss_D: 0.1571\tLoss_G: 3.2408\tD(x): 0.95\tD(G(z)): 0.06 \t 8.13 s\n",
            "[2471/5000][35/38]\tLoss_D: 0.1563\tLoss_G: 2.2317\tD(x): 1.0\tD(G(z)): 0.14 \t 7.72 s\n",
            "[2472/5000][0/38]\tLoss_D: 0.2548\tLoss_G: 1.7973\tD(x): 0.99\tD(G(z)): 0.19 \t 5.14 s\n",
            "[2472/5000][5/38]\tLoss_D: 0.1788\tLoss_G: 2.677\tD(x): 0.99\tD(G(z)): 0.14 \t 7.65 s\n",
            "[2472/5000][10/38]\tLoss_D: 0.1338\tLoss_G: 2.9916\tD(x): 1.0\tD(G(z)): 0.11 \t 8.16 s\n",
            "[2472/5000][15/38]\tLoss_D: 0.2744\tLoss_G: 2.0739\tD(x): 1.0\tD(G(z)): 0.22 \t 7.7 s\n",
            "[2472/5000][20/38]\tLoss_D: 0.1931\tLoss_G: 2.567\tD(x): 0.89\tD(G(z)): 0.03 \t 9.04 s\n",
            "[2472/5000][25/38]\tLoss_D: 0.2912\tLoss_G: 2.1408\tD(x): 1.0\tD(G(z)): 0.22 \t 6.71 s\n",
            "[2472/5000][30/38]\tLoss_D: 0.313\tLoss_G: 1.8986\tD(x): 0.88\tD(G(z)): 0.12 \t 9.76 s\n",
            "[2472/5000][35/38]\tLoss_D: 0.0921\tLoss_G: 2.8908\tD(x): 1.0\tD(G(z)): 0.08 \t 6.26 s\n",
            "[2473/5000][0/38]\tLoss_D: 0.4846\tLoss_G: 2.2582\tD(x): 0.78\tD(G(z)): 0.14 \t 6.6 s\n",
            "[2473/5000][5/38]\tLoss_D: 0.5577\tLoss_G: 1.9567\tD(x): 0.68\tD(G(z)): 0.06 \t 6.11 s\n",
            "[2473/5000][10/38]\tLoss_D: 0.1272\tLoss_G: 2.761\tD(x): 0.97\tD(G(z)): 0.07 \t 10.12 s\n",
            "[2473/5000][15/38]\tLoss_D: 0.3525\tLoss_G: 2.3762\tD(x): 1.0\tD(G(z)): 0.22 \t 5.95 s\n",
            "[2473/5000][20/38]\tLoss_D: 0.1035\tLoss_G: 3.1403\tD(x): 0.98\tD(G(z)): 0.07 \t 9.99 s\n",
            "[2473/5000][25/38]\tLoss_D: 0.2078\tLoss_G: 3.2091\tD(x): 0.99\tD(G(z)): 0.15 \t 6.15 s\n",
            "[2473/5000][30/38]\tLoss_D: 0.2529\tLoss_G: 2.284\tD(x): 1.0\tD(G(z)): 0.21 \t 9.86 s\n",
            "[2473/5000][35/38]\tLoss_D: 0.1784\tLoss_G: 2.7428\tD(x): 0.99\tD(G(z)): 0.14 \t 7.3 s\n",
            "[2474/5000][0/38]\tLoss_D: 0.0629\tLoss_G: 3.35\tD(x): 0.99\tD(G(z)): 0.05 \t 5.84 s\n",
            "[2474/5000][5/38]\tLoss_D: 0.2089\tLoss_G: 2.5101\tD(x): 1.0\tD(G(z)): 0.18 \t 6.11 s\n",
            "[2474/5000][10/38]\tLoss_D: 0.1172\tLoss_G: 2.9816\tD(x): 0.99\tD(G(z)): 0.09 \t 9.97 s\n",
            "[2474/5000][15/38]\tLoss_D: 0.0638\tLoss_G: 3.0927\tD(x): 0.99\tD(G(z)): 0.05 \t 7.73 s\n",
            "[2474/5000][20/38]\tLoss_D: 0.5449\tLoss_G: 2.8113\tD(x): 1.0\tD(G(z)): 0.29 \t 8.23 s\n",
            "[2474/5000][25/38]\tLoss_D: 0.1942\tLoss_G: 2.0197\tD(x): 0.99\tD(G(z)): 0.16 \t 7.74 s\n",
            "[2474/5000][30/38]\tLoss_D: 0.2578\tLoss_G: 1.6783\tD(x): 0.9\tD(G(z)): 0.1 \t 8.62 s\n",
            "[2474/5000][35/38]\tLoss_D: 0.1117\tLoss_G: 2.4839\tD(x): 1.0\tD(G(z)): 0.1 \t 7.29 s\n",
            "[2475/5000][0/38]\tLoss_D: 0.4123\tLoss_G: 2.0654\tD(x): 0.77\tD(G(z)): 0.06 \t 5.26 s\n",
            "[2475/5000][5/38]\tLoss_D: 0.0791\tLoss_G: 2.754\tD(x): 1.0\tD(G(z)): 0.07 \t 7.73 s\n",
            "[2475/5000][10/38]\tLoss_D: 0.1694\tLoss_G: 2.2846\tD(x): 0.99\tD(G(z)): 0.13 \t 9.38 s\n",
            "[2475/5000][15/38]\tLoss_D: 0.2682\tLoss_G: 2.2188\tD(x): 0.88\tD(G(z)): 0.09 \t 6.71 s\n",
            "[2475/5000][20/38]\tLoss_D: 0.2208\tLoss_G: 2.2119\tD(x): 1.0\tD(G(z)): 0.15 \t 10.16 s\n",
            "[2475/5000][25/38]\tLoss_D: 0.1518\tLoss_G: 2.7583\tD(x): 0.97\tD(G(z)): 0.1 \t 5.96 s\n",
            "[2475/5000][30/38]\tLoss_D: 0.1088\tLoss_G: 2.6281\tD(x): 0.99\tD(G(z)): 0.09 \t 10.05 s\n",
            "[2475/5000][35/38]\tLoss_D: 0.1268\tLoss_G: 3.2833\tD(x): 0.95\tD(G(z)): 0.05 \t 6.01 s\n",
            "[2476/5000][0/38]\tLoss_D: 0.1931\tLoss_G: 2.1347\tD(x): 0.99\tD(G(z)): 0.15 \t 6.4 s\n",
            "[2476/5000][5/38]\tLoss_D: 0.178\tLoss_G: 2.9779\tD(x): 0.97\tD(G(z)): 0.12 \t 5.87 s\n",
            "[2476/5000][10/38]\tLoss_D: 0.1541\tLoss_G: 2.5171\tD(x): 0.97\tD(G(z)): 0.1 \t 10.14 s\n",
            "[2476/5000][15/38]\tLoss_D: 0.058\tLoss_G: 2.5962\tD(x): 1.0\tD(G(z)): 0.05 \t 5.97 s\n",
            "[2476/5000][20/38]\tLoss_D: 0.2532\tLoss_G: 2.6448\tD(x): 1.0\tD(G(z)): 0.2 \t 10.0 s\n",
            "[2476/5000][25/38]\tLoss_D: 0.0893\tLoss_G: 2.3852\tD(x): 0.98\tD(G(z)): 0.07 \t 7.13 s\n",
            "[2476/5000][30/38]\tLoss_D: 0.1403\tLoss_G: 2.6308\tD(x): 0.98\tD(G(z)): 0.1 \t 8.75 s\n",
            "[2476/5000][35/38]\tLoss_D: 0.1304\tLoss_G: 3.0541\tD(x): 0.99\tD(G(z)): 0.11 \t 8.06 s\n",
            "[2477/5000][0/38]\tLoss_D: 0.1755\tLoss_G: 2.3686\tD(x): 0.99\tD(G(z)): 0.15 \t 5.1 s\n",
            "[2477/5000][5/38]\tLoss_D: 0.1185\tLoss_G: 3.2391\tD(x): 0.97\tD(G(z)): 0.07 \t 7.34 s\n",
            "[2477/5000][10/38]\tLoss_D: 0.1186\tLoss_G: 2.6444\tD(x): 1.0\tD(G(z)): 0.07 \t 8.69 s\n",
            "[2477/5000][15/38]\tLoss_D: 0.154\tLoss_G: 2.5225\tD(x): 0.99\tD(G(z)): 0.13 \t 7.74 s\n",
            "[2477/5000][20/38]\tLoss_D: 0.2192\tLoss_G: 2.4072\tD(x): 1.0\tD(G(z)): 0.16 \t 8.62 s\n",
            "[2477/5000][25/38]\tLoss_D: 0.1151\tLoss_G: 2.9284\tD(x): 0.97\tD(G(z)): 0.07 \t 7.56 s\n",
            "[2477/5000][30/38]\tLoss_D: 0.4027\tLoss_G: 2.333\tD(x): 0.82\tD(G(z)): 0.12 \t 9.94 s\n",
            "[2477/5000][35/38]\tLoss_D: 0.3616\tLoss_G: 2.5458\tD(x): 0.84\tD(G(z)): 0.11 \t 6.06 s\n",
            "[2478/5000][0/38]\tLoss_D: 0.195\tLoss_G: 2.0616\tD(x): 0.96\tD(G(z)): 0.13 \t 5.81 s\n",
            "[2478/5000][5/38]\tLoss_D: 0.186\tLoss_G: 1.81\tD(x): 0.97\tD(G(z)): 0.12 \t 7.02 s\n",
            "[2478/5000][10/38]\tLoss_D: 0.1951\tLoss_G: 2.9494\tD(x): 0.91\tD(G(z)): 0.07 \t 9.83 s\n",
            "[2478/5000][15/38]\tLoss_D: 0.1876\tLoss_G: 2.7354\tD(x): 1.0\tD(G(z)): 0.16 \t 5.95 s\n",
            "[2478/5000][20/38]\tLoss_D: 0.1646\tLoss_G: 3.3297\tD(x): 0.94\tD(G(z)): 0.07 \t 10.15 s\n",
            "[2478/5000][25/38]\tLoss_D: 0.1917\tLoss_G: 2.873\tD(x): 0.96\tD(G(z)): 0.12 \t 6.09 s\n",
            "[2478/5000][30/38]\tLoss_D: 0.211\tLoss_G: 2.1114\tD(x): 0.91\tD(G(z)): 0.08 \t 9.91 s\n",
            "[2478/5000][35/38]\tLoss_D: 0.1932\tLoss_G: 1.7877\tD(x): 0.99\tD(G(z)): 0.16 \t 6.19 s\n",
            "[2479/5000][0/38]\tLoss_D: 0.1328\tLoss_G: 2.5327\tD(x): 0.98\tD(G(z)): 0.09 \t 6.43 s\n",
            "[2479/5000][5/38]\tLoss_D: 0.1941\tLoss_G: 2.6641\tD(x): 0.96\tD(G(z)): 0.12 \t 5.95 s\n",
            "[2479/5000][10/38]\tLoss_D: 0.1463\tLoss_G: 2.5171\tD(x): 0.98\tD(G(z)): 0.11 \t 9.97 s\n",
            "[2479/5000][15/38]\tLoss_D: 0.1248\tLoss_G: 3.1025\tD(x): 0.94\tD(G(z)): 0.04 \t 6.41 s\n",
            "[2479/5000][20/38]\tLoss_D: 0.1714\tLoss_G: 2.4758\tD(x): 0.96\tD(G(z)): 0.11 \t 9.61 s\n",
            "[2479/5000][25/38]\tLoss_D: 0.1993\tLoss_G: 2.2203\tD(x): 1.0\tD(G(z)): 0.16 \t 7.53 s\n",
            "[2479/5000][30/38]\tLoss_D: 0.093\tLoss_G: 2.2067\tD(x): 1.0\tD(G(z)): 0.08 \t 8.28 s\n",
            "[2479/5000][35/38]\tLoss_D: 0.0786\tLoss_G: 3.1173\tD(x): 1.0\tD(G(z)): 0.07 \t 7.65 s\n",
            "[2480/5000][0/38]\tLoss_D: 0.2222\tLoss_G: 2.0529\tD(x): 1.0\tD(G(z)): 0.19 \t 5.17 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2480 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2480/5000][5/38]\tLoss_D: 0.2016\tLoss_G: 1.9047\tD(x): 0.94\tD(G(z)): 0.11 \t 7.67 s\n",
            "[2480/5000][10/38]\tLoss_D: 0.1385\tLoss_G: 2.2404\tD(x): 1.0\tD(G(z)): 0.13 \t 8.33 s\n",
            "[2480/5000][15/38]\tLoss_D: 0.5173\tLoss_G: 1.8351\tD(x): 0.76\tD(G(z)): 0.14 \t 7.81 s\n",
            "[2480/5000][20/38]\tLoss_D: 0.4834\tLoss_G: 2.4653\tD(x): 0.73\tD(G(z)): 0.05 \t 8.89 s\n",
            "[2480/5000][25/38]\tLoss_D: 0.2055\tLoss_G: 2.4183\tD(x): 0.92\tD(G(z)): 0.09 \t 7.07 s\n",
            "[2480/5000][30/38]\tLoss_D: 0.145\tLoss_G: 2.7985\tD(x): 0.99\tD(G(z)): 0.11 \t 10.01 s\n",
            "[2480/5000][35/38]\tLoss_D: 0.1344\tLoss_G: 2.1403\tD(x): 0.98\tD(G(z)): 0.09 \t 6.01 s\n",
            "[2481/5000][0/38]\tLoss_D: 0.115\tLoss_G: 1.957\tD(x): 1.0\tD(G(z)): 0.11 \t 6.46 s\n",
            "[2481/5000][5/38]\tLoss_D: 0.2701\tLoss_G: 2.0509\tD(x): 1.0\tD(G(z)): 0.19 \t 6.37 s\n",
            "[2481/5000][10/38]\tLoss_D: 0.1945\tLoss_G: 1.8928\tD(x): 0.96\tD(G(z)): 0.11 \t 10.17 s\n",
            "[2481/5000][15/38]\tLoss_D: 0.1518\tLoss_G: 2.3789\tD(x): 0.99\tD(G(z)): 0.13 \t 6.14 s\n",
            "[2481/5000][20/38]\tLoss_D: 0.207\tLoss_G: 2.3477\tD(x): 0.98\tD(G(z)): 0.15 \t 10.05 s\n",
            "[2481/5000][25/38]\tLoss_D: 0.1638\tLoss_G: 2.2062\tD(x): 0.94\tD(G(z)): 0.08 \t 5.87 s\n",
            "[2481/5000][30/38]\tLoss_D: 0.1258\tLoss_G: 2.6355\tD(x): 0.96\tD(G(z)): 0.07 \t 10.04 s\n",
            "[2481/5000][35/38]\tLoss_D: 0.096\tLoss_G: 2.77\tD(x): 1.0\tD(G(z)): 0.09 \t 6.79 s\n",
            "[2482/5000][0/38]\tLoss_D: 0.1933\tLoss_G: 2.1278\tD(x): 1.0\tD(G(z)): 0.17 \t 5.6 s\n",
            "[2482/5000][5/38]\tLoss_D: 0.1905\tLoss_G: 2.9405\tD(x): 0.94\tD(G(z)): 0.09 \t 5.85 s\n",
            "[2482/5000][10/38]\tLoss_D: 0.1379\tLoss_G: 2.3399\tD(x): 1.0\tD(G(z)): 0.12 \t 9.83 s\n",
            "[2482/5000][15/38]\tLoss_D: 0.0719\tLoss_G: 3.4287\tD(x): 1.0\tD(G(z)): 0.07 \t 7.08 s\n",
            "[2482/5000][20/38]\tLoss_D: 0.1952\tLoss_G: 1.4497\tD(x): 0.98\tD(G(z)): 0.15 \t 9.0 s\n",
            "[2482/5000][25/38]\tLoss_D: 0.3734\tLoss_G: 1.9375\tD(x): 0.79\tD(G(z)): 0.06 \t 7.74 s\n",
            "[2482/5000][30/38]\tLoss_D: 0.873\tLoss_G: 4.0004\tD(x): 0.93\tD(G(z)): 0.2 \t 8.37 s\n",
            "[2482/5000][35/38]\tLoss_D: 2.5869\tLoss_G: 4.0046\tD(x): 0.11\tD(G(z)): 0.01 \t 7.84 s\n",
            "[2483/5000][0/38]\tLoss_D: 1.5234\tLoss_G: 3.6098\tD(x): 0.99\tD(G(z)): 0.35 \t 5.14 s\n",
            "[2483/5000][5/38]\tLoss_D: 0.256\tLoss_G: 2.4129\tD(x): 0.99\tD(G(z)): 0.19 \t 7.68 s\n",
            "[2483/5000][10/38]\tLoss_D: 0.3322\tLoss_G: 2.0313\tD(x): 0.99\tD(G(z)): 0.23 \t 8.17 s\n",
            "[2483/5000][15/38]\tLoss_D: 0.5015\tLoss_G: 2.5158\tD(x): 0.71\tD(G(z)): 0.06 \t 7.9 s\n",
            "[2483/5000][20/38]\tLoss_D: 0.3008\tLoss_G: 2.2915\tD(x): 0.93\tD(G(z)): 0.14 \t 9.61 s\n",
            "[2483/5000][25/38]\tLoss_D: 0.1706\tLoss_G: 2.1043\tD(x): 1.0\tD(G(z)): 0.14 \t 6.3 s\n",
            "[2483/5000][30/38]\tLoss_D: 0.284\tLoss_G: 1.905\tD(x): 0.96\tD(G(z)): 0.18 \t 9.55 s\n",
            "[2483/5000][35/38]\tLoss_D: 0.2541\tLoss_G: 2.6724\tD(x): 0.99\tD(G(z)): 0.2 \t 6.44 s\n",
            "[2484/5000][0/38]\tLoss_D: 0.2964\tLoss_G: 2.1527\tD(x): 0.82\tD(G(z)): 0.03 \t 6.65 s\n",
            "[2484/5000][5/38]\tLoss_D: 0.1402\tLoss_G: 2.4183\tD(x): 0.97\tD(G(z)): 0.09 \t 6.01 s\n",
            "[2484/5000][10/38]\tLoss_D: 0.2037\tLoss_G: 3.0713\tD(x): 0.92\tD(G(z)): 0.08 \t 10.2 s\n",
            "[2484/5000][15/38]\tLoss_D: 0.1837\tLoss_G: 3.9702\tD(x): 1.0\tD(G(z)): 0.14 \t 6.13 s\n",
            "[2484/5000][20/38]\tLoss_D: 0.1821\tLoss_G: 1.5019\tD(x): 1.0\tD(G(z)): 0.16 \t 10.02 s\n",
            "[2484/5000][25/38]\tLoss_D: 0.5066\tLoss_G: 2.2373\tD(x): 0.71\tD(G(z)): 0.06 \t 5.85 s\n",
            "[2484/5000][30/38]\tLoss_D: 0.2026\tLoss_G: 2.5219\tD(x): 0.99\tD(G(z)): 0.16 \t 10.02 s\n",
            "[2484/5000][35/38]\tLoss_D: 0.3332\tLoss_G: 2.4039\tD(x): 0.98\tD(G(z)): 0.22 \t 7.4 s\n",
            "[2485/5000][0/38]\tLoss_D: 0.1876\tLoss_G: 3.241\tD(x): 0.92\tD(G(z)): 0.06 \t 5.26 s\n",
            "[2485/5000][5/38]\tLoss_D: 0.2103\tLoss_G: 3.1989\tD(x): 1.0\tD(G(z)): 0.18 \t 6.04 s\n",
            "[2485/5000][10/38]\tLoss_D: 0.3989\tLoss_G: 1.5681\tD(x): 0.88\tD(G(z)): 0.19 \t 10.01 s\n",
            "[2485/5000][15/38]\tLoss_D: 0.2533\tLoss_G: 2.3779\tD(x): 0.99\tD(G(z)): 0.18 \t 7.72 s\n",
            "[2485/5000][20/38]\tLoss_D: 0.0804\tLoss_G: 2.824\tD(x): 0.98\tD(G(z)): 0.05 \t 8.09 s\n",
            "[2485/5000][25/38]\tLoss_D: 0.3523\tLoss_G: 2.5882\tD(x): 0.82\tD(G(z)): 0.07 \t 8.06 s\n",
            "[2485/5000][30/38]\tLoss_D: 0.1649\tLoss_G: 2.2737\tD(x): 0.95\tD(G(z)): 0.1 \t 7.5 s\n",
            "[2485/5000][35/38]\tLoss_D: 0.2604\tLoss_G: 3.6103\tD(x): 0.96\tD(G(z)): 0.18 \t 8.18 s\n",
            "[2486/5000][0/38]\tLoss_D: 0.2206\tLoss_G: 2.943\tD(x): 0.98\tD(G(z)): 0.15 \t 5.01 s\n",
            "[2486/5000][5/38]\tLoss_D: 0.1384\tLoss_G: 3.1722\tD(x): 0.98\tD(G(z)): 0.09 \t 7.6 s\n",
            "[2486/5000][10/38]\tLoss_D: 0.261\tLoss_G: 1.9495\tD(x): 1.0\tD(G(z)): 0.21 \t 8.31 s\n",
            "[2486/5000][15/38]\tLoss_D: 0.1337\tLoss_G: 2.9654\tD(x): 0.97\tD(G(z)): 0.09 \t 7.63 s\n",
            "[2486/5000][20/38]\tLoss_D: 0.7325\tLoss_G: 1.8318\tD(x): 0.59\tD(G(z)): 0.06 \t 10.03 s\n",
            "[2486/5000][25/38]\tLoss_D: 0.1389\tLoss_G: 2.3737\tD(x): 0.95\tD(G(z)): 0.07 \t 6.04 s\n",
            "[2486/5000][30/38]\tLoss_D: 0.845\tLoss_G: 4.2118\tD(x): 0.94\tD(G(z)): 0.39 \t 10.05 s\n",
            "[2486/5000][35/38]\tLoss_D: 0.3026\tLoss_G: 2.9191\tD(x): 1.0\tD(G(z)): 0.22 \t 5.91 s\n",
            "[2487/5000][0/38]\tLoss_D: 0.1042\tLoss_G: 2.5952\tD(x): 0.98\tD(G(z)): 0.07 \t 6.7 s\n",
            "[2487/5000][5/38]\tLoss_D: 0.1907\tLoss_G: 2.4039\tD(x): 0.92\tD(G(z)): 0.08 \t 5.74 s\n",
            "[2487/5000][10/38]\tLoss_D: 0.1545\tLoss_G: 3.0415\tD(x): 0.97\tD(G(z)): 0.11 \t 10.34 s\n",
            "[2487/5000][15/38]\tLoss_D: 0.1961\tLoss_G: 2.6035\tD(x): 0.91\tD(G(z)): 0.07 \t 6.07 s\n",
            "[2487/5000][20/38]\tLoss_D: 0.2881\tLoss_G: 2.5147\tD(x): 0.87\tD(G(z)): 0.09 \t 9.92 s\n",
            "[2487/5000][25/38]\tLoss_D: 0.5174\tLoss_G: 2.5108\tD(x): 0.96\tD(G(z)): 0.07 \t 6.19 s\n",
            "[2487/5000][30/38]\tLoss_D: 0.2975\tLoss_G: 2.2617\tD(x): 0.88\tD(G(z)): 0.11 \t 9.55 s\n",
            "[2487/5000][35/38]\tLoss_D: 0.2237\tLoss_G: 2.7719\tD(x): 0.98\tD(G(z)): 0.16 \t 7.74 s\n",
            "[2488/5000][0/38]\tLoss_D: 0.3478\tLoss_G: 2.418\tD(x): 0.81\tD(G(z)): 0.07 \t 5.13 s\n",
            "[2488/5000][5/38]\tLoss_D: 0.3093\tLoss_G: 2.7436\tD(x): 0.85\tD(G(z)): 0.09 \t 6.77 s\n",
            "[2488/5000][10/38]\tLoss_D: 0.206\tLoss_G: 2.5091\tD(x): 0.9\tD(G(z)): 0.06 \t 9.29 s\n",
            "[2488/5000][15/38]\tLoss_D: 0.2102\tLoss_G: 2.3823\tD(x): 0.91\tD(G(z)): 0.07 \t 7.59 s\n",
            "[2488/5000][20/38]\tLoss_D: 0.1592\tLoss_G: 2.3383\tD(x): 0.95\tD(G(z)): 0.08 \t 8.31 s\n",
            "[2488/5000][25/38]\tLoss_D: 0.2281\tLoss_G: 2.1573\tD(x): 0.92\tD(G(z)): 0.11 \t 7.68 s\n",
            "[2488/5000][30/38]\tLoss_D: 0.3907\tLoss_G: 2.0312\tD(x): 0.82\tD(G(z)): 0.11 \t 9.18 s\n",
            "[2488/5000][35/38]\tLoss_D: 0.1686\tLoss_G: 2.0285\tD(x): 0.99\tD(G(z)): 0.14 \t 6.72 s\n",
            "[2489/5000][0/38]\tLoss_D: 0.1095\tLoss_G: 1.9278\tD(x): 1.0\tD(G(z)): 0.09 \t 5.16 s\n",
            "[2489/5000][5/38]\tLoss_D: 0.0663\tLoss_G: 2.6099\tD(x): 1.0\tD(G(z)): 0.06 \t 7.64 s\n",
            "[2489/5000][10/38]\tLoss_D: 0.1009\tLoss_G: 2.8313\tD(x): 0.97\tD(G(z)): 0.06 \t 9.64 s\n",
            "[2489/5000][15/38]\tLoss_D: 0.0983\tLoss_G: 2.8739\tD(x): 0.99\tD(G(z)): 0.08 \t 6.14 s\n",
            "[2489/5000][20/38]\tLoss_D: 0.3939\tLoss_G: 2.5289\tD(x): 0.98\tD(G(z)): 0.24 \t 9.92 s\n",
            "[2489/5000][25/38]\tLoss_D: 0.7214\tLoss_G: 1.9551\tD(x): 0.94\tD(G(z)): 0.2 \t 5.94 s\n",
            "[2489/5000][30/38]\tLoss_D: 0.0613\tLoss_G: 3.261\tD(x): 0.98\tD(G(z)): 0.03 \t 10.16 s\n",
            "[2489/5000][35/38]\tLoss_D: 0.1874\tLoss_G: 1.8446\tD(x): 1.0\tD(G(z)): 0.16 \t 6.07 s\n",
            "[2490/5000][0/38]\tLoss_D: 0.1855\tLoss_G: 2.0793\tD(x): 0.96\tD(G(z)): 0.12 \t 6.4 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2490 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2490/5000][5/38]\tLoss_D: 0.0606\tLoss_G: 2.946\tD(x): 1.0\tD(G(z)): 0.05 \t 6.09 s\n",
            "[2490/5000][10/38]\tLoss_D: 0.13\tLoss_G: 2.8958\tD(x): 1.0\tD(G(z)): 0.12 \t 10.18 s\n",
            "[2490/5000][15/38]\tLoss_D: 0.1324\tLoss_G: 3.775\tD(x): 1.0\tD(G(z)): 0.12 \t 6.07 s\n",
            "[2490/5000][20/38]\tLoss_D: 0.0761\tLoss_G: 3.7507\tD(x): 0.99\tD(G(z)): 0.06 \t 10.15 s\n",
            "[2490/5000][25/38]\tLoss_D: 0.5586\tLoss_G: 2.2233\tD(x): 0.99\tD(G(z)): 0.14 \t 7.43 s\n",
            "[2490/5000][30/38]\tLoss_D: 0.2255\tLoss_G: 2.3503\tD(x): 0.91\tD(G(z)): 0.09 \t 8.42 s\n",
            "[2490/5000][35/38]\tLoss_D: 0.1745\tLoss_G: 3.4044\tD(x): 0.96\tD(G(z)): 0.11 \t 7.64 s\n",
            "[2491/5000][0/38]\tLoss_D: 0.0427\tLoss_G: 3.5114\tD(x): 1.0\tD(G(z)): 0.04 \t 5.03 s\n",
            "[2491/5000][5/38]\tLoss_D: 0.0948\tLoss_G: 3.2668\tD(x): 0.99\tD(G(z)): 0.08 \t 7.87 s\n",
            "[2491/5000][10/38]\tLoss_D: 0.0739\tLoss_G: 2.4497\tD(x): 1.0\tD(G(z)): 0.07 \t 8.15 s\n",
            "[2491/5000][15/38]\tLoss_D: 0.2032\tLoss_G: 2.682\tD(x): 0.93\tD(G(z)): 0.08 \t 7.56 s\n",
            "[2491/5000][20/38]\tLoss_D: 0.1387\tLoss_G: 2.3914\tD(x): 0.95\tD(G(z)): 0.07 \t 8.18 s\n",
            "[2491/5000][25/38]\tLoss_D: 0.6664\tLoss_G: 2.5189\tD(x): 0.61\tD(G(z)): 0.04 \t 7.64 s\n",
            "[2491/5000][30/38]\tLoss_D: 0.7681\tLoss_G: 2.2989\tD(x): 0.61\tD(G(z)): 0.13 \t 10.0 s\n",
            "[2491/5000][35/38]\tLoss_D: 0.4496\tLoss_G: 1.8591\tD(x): 0.79\tD(G(z)): 0.12 \t 6.16 s\n",
            "[2492/5000][0/38]\tLoss_D: 0.4691\tLoss_G: 3.1658\tD(x): 0.9\tD(G(z)): 0.24 \t 6.06 s\n",
            "[2492/5000][5/38]\tLoss_D: 0.0982\tLoss_G: 1.9857\tD(x): 0.98\tD(G(z)): 0.07 \t 6.92 s\n",
            "[2492/5000][10/38]\tLoss_D: 0.2118\tLoss_G: 2.0664\tD(x): 1.0\tD(G(z)): 0.15 \t 10.09 s\n",
            "[2492/5000][15/38]\tLoss_D: 0.1727\tLoss_G: 2.595\tD(x): 1.0\tD(G(z)): 0.13 \t 5.97 s\n",
            "[2492/5000][20/38]\tLoss_D: 0.3017\tLoss_G: 3.0019\tD(x): 0.91\tD(G(z)): 0.15 \t 10.03 s\n",
            "[2492/5000][25/38]\tLoss_D: 0.2408\tLoss_G: 2.0695\tD(x): 1.0\tD(G(z)): 0.19 \t 6.03 s\n",
            "[2492/5000][30/38]\tLoss_D: 0.6594\tLoss_G: 1.1499\tD(x): 0.65\tD(G(z)): 0.11 \t 9.98 s\n",
            "[2492/5000][35/38]\tLoss_D: 0.1179\tLoss_G: 1.9573\tD(x): 0.98\tD(G(z)): 0.09 \t 6.35 s\n",
            "[2493/5000][0/38]\tLoss_D: 0.0909\tLoss_G: 3.2206\tD(x): 0.99\tD(G(z)): 0.07 \t 6.18 s\n",
            "[2493/5000][5/38]\tLoss_D: 0.0986\tLoss_G: 3.5498\tD(x): 0.99\tD(G(z)): 0.08 \t 5.95 s\n",
            "[2493/5000][10/38]\tLoss_D: 0.4741\tLoss_G: 2.8548\tD(x): 1.0\tD(G(z)): 0.28 \t 10.08 s\n",
            "[2493/5000][15/38]\tLoss_D: 0.0823\tLoss_G: 3.0312\tD(x): 0.99\tD(G(z)): 0.07 \t 6.61 s\n",
            "[2493/5000][20/38]\tLoss_D: 0.2915\tLoss_G: 1.82\tD(x): 0.85\tD(G(z)): 0.07 \t 9.27 s\n",
            "[2493/5000][25/38]\tLoss_D: 0.1874\tLoss_G: 2.5161\tD(x): 1.0\tD(G(z)): 0.14 \t 7.69 s\n",
            "[2493/5000][30/38]\tLoss_D: 0.106\tLoss_G: 2.8155\tD(x): 0.98\tD(G(z)): 0.07 \t 8.21 s\n",
            "[2493/5000][35/38]\tLoss_D: 0.1176\tLoss_G: 2.9131\tD(x): 1.0\tD(G(z)): 0.08 \t 7.65 s\n",
            "[2494/5000][0/38]\tLoss_D: 0.1358\tLoss_G: 2.0002\tD(x): 0.98\tD(G(z)): 0.1 \t 5.08 s\n",
            "[2494/5000][5/38]\tLoss_D: 0.1278\tLoss_G: 2.7643\tD(x): 1.0\tD(G(z)): 0.12 \t 7.75 s\n",
            "[2494/5000][10/38]\tLoss_D: 0.1153\tLoss_G: 2.6774\tD(x): 0.99\tD(G(z)): 0.1 \t 8.11 s\n",
            "[2494/5000][15/38]\tLoss_D: 0.2845\tLoss_G: 2.6525\tD(x): 0.87\tD(G(z)): 0.08 \t 7.73 s\n",
            "[2494/5000][20/38]\tLoss_D: 0.1608\tLoss_G: 2.5473\tD(x): 0.99\tD(G(z)): 0.13 \t 9.21 s\n",
            "[2494/5000][25/38]\tLoss_D: 0.1116\tLoss_G: 3.5916\tD(x): 0.95\tD(G(z)): 0.05 \t 6.67 s\n",
            "[2494/5000][30/38]\tLoss_D: 0.1597\tLoss_G: 2.9409\tD(x): 1.0\tD(G(z)): 0.14 \t 9.93 s\n",
            "[2494/5000][35/38]\tLoss_D: 0.2321\tLoss_G: 2.7619\tD(x): 0.93\tD(G(z)): 0.12 \t 5.98 s\n",
            "[2495/5000][0/38]\tLoss_D: 0.3775\tLoss_G: 2.0008\tD(x): 0.82\tD(G(z)): 0.1 \t 6.33 s\n",
            "[2495/5000][5/38]\tLoss_D: 0.1197\tLoss_G: 2.9463\tD(x): 0.99\tD(G(z)): 0.1 \t 6.28 s\n",
            "[2495/5000][10/38]\tLoss_D: 0.1934\tLoss_G: 2.0503\tD(x): 0.99\tD(G(z)): 0.16 \t 10.05 s\n",
            "[2495/5000][15/38]\tLoss_D: 0.176\tLoss_G: 3.3486\tD(x): 0.99\tD(G(z)): 0.15 \t 5.96 s\n",
            "[2495/5000][20/38]\tLoss_D: 0.0643\tLoss_G: 3.2098\tD(x): 1.0\tD(G(z)): 0.06 \t 10.05 s\n",
            "[2495/5000][25/38]\tLoss_D: 0.1369\tLoss_G: 2.6174\tD(x): 0.98\tD(G(z)): 0.1 \t 5.94 s\n",
            "[2495/5000][30/38]\tLoss_D: 0.0885\tLoss_G: 2.6001\tD(x): 0.98\tD(G(z)): 0.05 \t 9.95 s\n",
            "[2495/5000][35/38]\tLoss_D: 0.1422\tLoss_G: 2.4457\tD(x): 1.0\tD(G(z)): 0.12 \t 7.38 s\n",
            "[2496/5000][0/38]\tLoss_D: 0.1198\tLoss_G: 2.5353\tD(x): 1.0\tD(G(z)): 0.11 \t 5.55 s\n",
            "[2496/5000][5/38]\tLoss_D: 0.3474\tLoss_G: 1.7945\tD(x): 0.86\tD(G(z)): 0.12 \t 6.04 s\n",
            "[2496/5000][10/38]\tLoss_D: 0.0597\tLoss_G: 2.7398\tD(x): 0.99\tD(G(z)): 0.04 \t 10.19 s\n",
            "[2496/5000][15/38]\tLoss_D: 0.1336\tLoss_G: 2.4693\tD(x): 0.99\tD(G(z)): 0.11 \t 7.37 s\n",
            "[2496/5000][20/38]\tLoss_D: 0.2783\tLoss_G: 2.2719\tD(x): 0.89\tD(G(z)): 0.1 \t 8.52 s\n",
            "[2496/5000][25/38]\tLoss_D: 0.5474\tLoss_G: 2.6217\tD(x): 0.7\tD(G(z)): 0.08 \t 7.42 s\n",
            "[2496/5000][30/38]\tLoss_D: 0.1415\tLoss_G: 2.5045\tD(x): 0.99\tD(G(z)): 0.12 \t 8.4 s\n",
            "[2496/5000][35/38]\tLoss_D: 0.1243\tLoss_G: 2.3883\tD(x): 1.0\tD(G(z)): 0.11 \t 7.89 s\n",
            "[2497/5000][0/38]\tLoss_D: 0.1055\tLoss_G: 2.6799\tD(x): 0.98\tD(G(z)): 0.07 \t 5.15 s\n",
            "[2497/5000][5/38]\tLoss_D: 0.0576\tLoss_G: 2.9788\tD(x): 0.99\tD(G(z)): 0.04 \t 7.71 s\n",
            "[2497/5000][10/38]\tLoss_D: 0.1455\tLoss_G: 2.2395\tD(x): 0.95\tD(G(z)): 0.07 \t 8.52 s\n",
            "[2497/5000][15/38]\tLoss_D: 0.087\tLoss_G: 3.0528\tD(x): 1.0\tD(G(z)): 0.08 \t 7.66 s\n",
            "[2497/5000][20/38]\tLoss_D: 0.1673\tLoss_G: 2.7562\tD(x): 0.98\tD(G(z)): 0.13 \t 9.83 s\n",
            "[2497/5000][25/38]\tLoss_D: 0.1241\tLoss_G: 2.8146\tD(x): 1.0\tD(G(z)): 0.11 \t 5.97 s\n",
            "[2497/5000][30/38]\tLoss_D: 0.2274\tLoss_G: 2.2673\tD(x): 0.9\tD(G(z)): 0.07 \t 9.95 s\n",
            "[2497/5000][35/38]\tLoss_D: 0.0984\tLoss_G: 1.9465\tD(x): 0.99\tD(G(z)): 0.08 \t 5.99 s\n",
            "[2498/5000][0/38]\tLoss_D: 0.0691\tLoss_G: 2.8567\tD(x): 1.0\tD(G(z)): 0.06 \t 6.92 s\n",
            "[2498/5000][5/38]\tLoss_D: 0.19\tLoss_G: 2.1073\tD(x): 0.91\tD(G(z)): 0.05 \t 5.96 s\n",
            "[2498/5000][10/38]\tLoss_D: 0.0917\tLoss_G: 2.2219\tD(x): 1.0\tD(G(z)): 0.08 \t 10.04 s\n",
            "[2498/5000][15/38]\tLoss_D: 0.1431\tLoss_G: 2.8367\tD(x): 0.98\tD(G(z)): 0.07 \t 6.09 s\n",
            "[2498/5000][20/38]\tLoss_D: 0.2733\tLoss_G: 2.844\tD(x): 0.97\tD(G(z)): 0.17 \t 10.13 s\n",
            "[2498/5000][25/38]\tLoss_D: 0.1905\tLoss_G: 3.0663\tD(x): 0.96\tD(G(z)): 0.11 \t 6.24 s\n",
            "[2498/5000][30/38]\tLoss_D: 0.0867\tLoss_G: 3.6898\tD(x): 0.98\tD(G(z)): 0.06 \t 9.96 s\n",
            "[2498/5000][35/38]\tLoss_D: 0.1387\tLoss_G: 2.6177\tD(x): 1.0\tD(G(z)): 0.13 \t 7.86 s\n",
            "[2499/5000][0/38]\tLoss_D: 0.129\tLoss_G: 3.1191\tD(x): 0.96\tD(G(z)): 0.06 \t 4.96 s\n",
            "[2499/5000][5/38]\tLoss_D: 0.0645\tLoss_G: 2.7239\tD(x): 0.99\tD(G(z)): 0.05 \t 6.76 s\n",
            "[2499/5000][10/38]\tLoss_D: 0.1951\tLoss_G: 2.6521\tD(x): 1.0\tD(G(z)): 0.17 \t 8.94 s\n",
            "[2499/5000][15/38]\tLoss_D: 0.1901\tLoss_G: 1.6721\tD(x): 0.98\tD(G(z)): 0.15 \t 7.92 s\n",
            "[2499/5000][20/38]\tLoss_D: 0.1126\tLoss_G: 2.6179\tD(x): 0.99\tD(G(z)): 0.09 \t 7.78 s\n",
            "[2499/5000][25/38]\tLoss_D: 0.1379\tLoss_G: 2.6501\tD(x): 0.99\tD(G(z)): 0.12 \t 8.2 s\n",
            "[2499/5000][30/38]\tLoss_D: 0.8062\tLoss_G: 2.0655\tD(x): 0.95\tD(G(z)): 0.25 \t 8.16 s\n",
            "[2499/5000][35/38]\tLoss_D: 0.173\tLoss_G: 2.2967\tD(x): 0.98\tD(G(z)): 0.13 \t 7.83 s\n",
            "[2500/5000][0/38]\tLoss_D: 0.2983\tLoss_G: 1.8162\tD(x): 0.89\tD(G(z)): 0.13 \t 4.93 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2500 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2500/5000][5/38]\tLoss_D: 0.1674\tLoss_G: 2.9709\tD(x): 0.97\tD(G(z)): 0.11 \t 7.92 s\n",
            "[2500/5000][10/38]\tLoss_D: 0.1611\tLoss_G: 2.2608\tD(x): 1.0\tD(G(z)): 0.14 \t 9.85 s\n",
            "[2500/5000][15/38]\tLoss_D: 0.1402\tLoss_G: 2.4037\tD(x): 0.96\tD(G(z)): 0.08 \t 6.36 s\n",
            "[2500/5000][20/38]\tLoss_D: 0.1111\tLoss_G: 2.5017\tD(x): 0.99\tD(G(z)): 0.09 \t 10.05 s\n",
            "[2500/5000][25/38]\tLoss_D: 0.1328\tLoss_G: 2.6787\tD(x): 0.98\tD(G(z)): 0.1 \t 6.06 s\n",
            "[2500/5000][30/38]\tLoss_D: 0.5904\tLoss_G: 2.8207\tD(x): 1.0\tD(G(z)): 0.3 \t 10.17 s\n",
            "[2500/5000][35/38]\tLoss_D: 0.0762\tLoss_G: 2.9264\tD(x): 1.0\tD(G(z)): 0.07 \t 6.05 s\n",
            "[2501/5000][0/38]\tLoss_D: 0.0985\tLoss_G: 2.5499\tD(x): 1.0\tD(G(z)): 0.08 \t 6.01 s\n",
            "[2501/5000][5/38]\tLoss_D: 0.1935\tLoss_G: 2.4371\tD(x): 0.94\tD(G(z)): 0.1 \t 6.06 s\n",
            "[2501/5000][10/38]\tLoss_D: 0.7403\tLoss_G: 2.7442\tD(x): 0.97\tD(G(z)): 0.21 \t 9.97 s\n",
            "[2501/5000][15/38]\tLoss_D: 0.1539\tLoss_G: 3.207\tD(x): 0.96\tD(G(z)): 0.09 \t 6.05 s\n",
            "[2501/5000][20/38]\tLoss_D: 0.1793\tLoss_G: 2.6078\tD(x): 0.95\tD(G(z)): 0.09 \t 9.98 s\n",
            "[2501/5000][25/38]\tLoss_D: 0.3019\tLoss_G: 2.7831\tD(x): 1.0\tD(G(z)): 0.22 \t 7.21 s\n",
            "[2501/5000][30/38]\tLoss_D: 0.1991\tLoss_G: 2.7301\tD(x): 1.0\tD(G(z)): 0.17 \t 8.85 s\n",
            "[2501/5000][35/38]\tLoss_D: 0.1676\tLoss_G: 2.6076\tD(x): 0.96\tD(G(z)): 0.09 \t 7.71 s\n",
            "[2502/5000][0/38]\tLoss_D: 0.147\tLoss_G: 2.4961\tD(x): 0.99\tD(G(z)): 0.13 \t 5.0 s\n",
            "[2502/5000][5/38]\tLoss_D: 0.115\tLoss_G: 3.1624\tD(x): 0.96\tD(G(z)): 0.06 \t 7.66 s\n",
            "[2502/5000][10/38]\tLoss_D: 0.1195\tLoss_G: 2.5461\tD(x): 0.97\tD(G(z)): 0.08 \t 8.35 s\n",
            "[2502/5000][15/38]\tLoss_D: 0.2734\tLoss_G: 2.0825\tD(x): 0.99\tD(G(z)): 0.22 \t 7.68 s\n",
            "[2502/5000][20/38]\tLoss_D: 0.1269\tLoss_G: 2.2169\tD(x): 0.98\tD(G(z)): 0.1 \t 8.8 s\n",
            "[2502/5000][25/38]\tLoss_D: 0.1849\tLoss_G: 2.4085\tD(x): 0.96\tD(G(z)): 0.1 \t 7.36 s\n",
            "[2502/5000][30/38]\tLoss_D: 0.372\tLoss_G: 2.5142\tD(x): 0.85\tD(G(z)): 0.12 \t 9.74 s\n",
            "[2502/5000][35/38]\tLoss_D: 0.1381\tLoss_G: 2.9254\tD(x): 1.0\tD(G(z)): 0.12 \t 6.33 s\n",
            "[2503/5000][0/38]\tLoss_D: 0.085\tLoss_G: 2.6121\tD(x): 1.0\tD(G(z)): 0.08 \t 5.85 s\n",
            "[2503/5000][5/38]\tLoss_D: 0.2689\tLoss_G: 1.2396\tD(x): 0.88\tD(G(z)): 0.09 \t 6.91 s\n",
            "[2503/5000][10/38]\tLoss_D: 0.0837\tLoss_G: 2.8836\tD(x): 0.98\tD(G(z)): 0.05 \t 10.05 s\n",
            "[2503/5000][15/38]\tLoss_D: 0.2059\tLoss_G: 2.6658\tD(x): 1.0\tD(G(z)): 0.17 \t 6.07 s\n",
            "[2503/5000][20/38]\tLoss_D: 0.4167\tLoss_G: 2.0504\tD(x): 0.77\tD(G(z)): 0.07 \t 10.02 s\n",
            "[2503/5000][25/38]\tLoss_D: 0.1546\tLoss_G: 2.7826\tD(x): 0.99\tD(G(z)): 0.13 \t 6.12 s\n",
            "[2503/5000][30/38]\tLoss_D: 0.088\tLoss_G: 3.2998\tD(x): 0.99\tD(G(z)): 0.06 \t 10.21 s\n",
            "[2503/5000][35/38]\tLoss_D: 0.0779\tLoss_G: 2.483\tD(x): 1.0\tD(G(z)): 0.07 \t 6.25 s\n",
            "[2504/5000][0/38]\tLoss_D: 0.1409\tLoss_G: 2.2339\tD(x): 0.98\tD(G(z)): 0.11 \t 6.31 s\n",
            "[2504/5000][5/38]\tLoss_D: 0.1749\tLoss_G: 1.4988\tD(x): 1.0\tD(G(z)): 0.16 \t 5.87 s\n",
            "[2504/5000][10/38]\tLoss_D: 0.1516\tLoss_G: 2.5964\tD(x): 0.99\tD(G(z)): 0.12 \t 9.82 s\n",
            "[2504/5000][15/38]\tLoss_D: 0.1105\tLoss_G: 2.7357\tD(x): 0.97\tD(G(z)): 0.05 \t 6.7 s\n",
            "[2504/5000][20/38]\tLoss_D: 0.1316\tLoss_G: 3.1381\tD(x): 0.97\tD(G(z)): 0.08 \t 9.14 s\n",
            "[2504/5000][25/38]\tLoss_D: 0.3321\tLoss_G: 2.1148\tD(x): 0.84\tD(G(z)): 0.09 \t 7.93 s\n",
            "[2504/5000][30/38]\tLoss_D: 0.164\tLoss_G: 2.0702\tD(x): 0.94\tD(G(z)): 0.07 \t 8.2 s\n",
            "[2504/5000][35/38]\tLoss_D: 0.0997\tLoss_G: 2.1357\tD(x): 0.98\tD(G(z)): 0.06 \t 7.88 s\n",
            "[2505/5000][0/38]\tLoss_D: 0.0689\tLoss_G: 2.7825\tD(x): 1.0\tD(G(z)): 0.06 \t 5.31 s\n",
            "[2505/5000][5/38]\tLoss_D: 0.1582\tLoss_G: 2.776\tD(x): 0.91\tD(G(z)): 0.03 \t 7.58 s\n",
            "[2505/5000][10/38]\tLoss_D: 0.567\tLoss_G: 2.7201\tD(x): 0.71\tD(G(z)): 0.1 \t 8.35 s\n",
            "[2505/5000][15/38]\tLoss_D: 0.1174\tLoss_G: 2.3966\tD(x): 1.0\tD(G(z)): 0.1 \t 7.89 s\n",
            "[2505/5000][20/38]\tLoss_D: 0.6815\tLoss_G: 2.0865\tD(x): 0.6\tD(G(z)): 0.03 \t 9.98 s\n",
            "[2505/5000][25/38]\tLoss_D: 1.1146\tLoss_G: 1.7826\tD(x): 0.43\tD(G(z)): 0.11 \t 6.11 s\n",
            "[2505/5000][30/38]\tLoss_D: 0.1378\tLoss_G: 2.1798\tD(x): 0.96\tD(G(z)): 0.07 \t 10.15 s\n",
            "[2505/5000][35/38]\tLoss_D: 0.1211\tLoss_G: 2.293\tD(x): 0.96\tD(G(z)): 0.07 \t 5.94 s\n",
            "[2506/5000][0/38]\tLoss_D: 0.2024\tLoss_G: 2.3597\tD(x): 1.0\tD(G(z)): 0.17 \t 6.69 s\n",
            "[2506/5000][5/38]\tLoss_D: 0.1553\tLoss_G: 3.0278\tD(x): 1.0\tD(G(z)): 0.14 \t 5.92 s\n",
            "[2506/5000][10/38]\tLoss_D: 0.047\tLoss_G: 3.1718\tD(x): 1.0\tD(G(z)): 0.04 \t 10.34 s\n",
            "[2506/5000][15/38]\tLoss_D: 0.0573\tLoss_G: 3.0088\tD(x): 0.99\tD(G(z)): 0.04 \t 6.1 s\n",
            "[2506/5000][20/38]\tLoss_D: 0.1486\tLoss_G: 2.1514\tD(x): 0.98\tD(G(z)): 0.11 \t 10.0 s\n",
            "[2506/5000][25/38]\tLoss_D: 0.0943\tLoss_G: 2.4164\tD(x): 1.0\tD(G(z)): 0.09 \t 5.95 s\n",
            "[2506/5000][30/38]\tLoss_D: 0.1113\tLoss_G: 3.0721\tD(x): 0.97\tD(G(z)): 0.07 \t 10.12 s\n",
            "[2506/5000][35/38]\tLoss_D: 0.2178\tLoss_G: 3.5441\tD(x): 0.99\tD(G(z)): 0.14 \t 7.68 s\n",
            "[2507/5000][0/38]\tLoss_D: 0.127\tLoss_G: 3.3753\tD(x): 0.98\tD(G(z)): 0.1 \t 5.11 s\n",
            "[2507/5000][5/38]\tLoss_D: 0.1285\tLoss_G: 2.6725\tD(x): 0.97\tD(G(z)): 0.08 \t 6.72 s\n",
            "[2507/5000][10/38]\tLoss_D: 0.1235\tLoss_G: 2.4069\tD(x): 1.0\tD(G(z)): 0.11 \t 9.3 s\n",
            "[2507/5000][15/38]\tLoss_D: 0.0692\tLoss_G: 3.5384\tD(x): 1.0\tD(G(z)): 0.06 \t 7.77 s\n",
            "[2507/5000][20/38]\tLoss_D: 0.1657\tLoss_G: 3.3098\tD(x): 0.95\tD(G(z)): 0.08 \t 8.36 s\n",
            "[2507/5000][25/38]\tLoss_D: 0.1756\tLoss_G: 1.7446\tD(x): 0.99\tD(G(z)): 0.14 \t 7.7 s\n",
            "[2507/5000][30/38]\tLoss_D: 0.1907\tLoss_G: 1.742\tD(x): 0.95\tD(G(z)): 0.11 \t 9.46 s\n",
            "[2507/5000][35/38]\tLoss_D: 0.1575\tLoss_G: 2.4484\tD(x): 0.96\tD(G(z)): 0.09 \t 6.47 s\n",
            "[2508/5000][0/38]\tLoss_D: 0.1962\tLoss_G: 2.8812\tD(x): 1.0\tD(G(z)): 0.17 \t 5.0 s\n",
            "[2508/5000][5/38]\tLoss_D: 0.3283\tLoss_G: 2.0029\tD(x): 0.99\tD(G(z)): 0.24 \t 7.7 s\n",
            "[2508/5000][10/38]\tLoss_D: 0.2229\tLoss_G: 3.1476\tD(x): 0.93\tD(G(z)): 0.1 \t 9.71 s\n",
            "[2508/5000][15/38]\tLoss_D: 0.1541\tLoss_G: 2.7444\tD(x): 1.0\tD(G(z)): 0.12 \t 6.32 s\n",
            "[2508/5000][20/38]\tLoss_D: 0.4521\tLoss_G: 1.9324\tD(x): 0.79\tD(G(z)): 0.11 \t 9.95 s\n",
            "[2508/5000][25/38]\tLoss_D: 0.2097\tLoss_G: 2.6189\tD(x): 1.0\tD(G(z)): 0.15 \t 5.97 s\n",
            "[2508/5000][30/38]\tLoss_D: 0.2109\tLoss_G: 2.7238\tD(x): 0.88\tD(G(z)): 0.04 \t 10.02 s\n",
            "[2508/5000][35/38]\tLoss_D: 0.7157\tLoss_G: 1.9635\tD(x): 0.68\tD(G(z)): 0.18 \t 6.04 s\n",
            "[2509/5000][0/38]\tLoss_D: 0.2922\tLoss_G: 1.6853\tD(x): 1.0\tD(G(z)): 0.23 \t 6.59 s\n",
            "[2509/5000][5/38]\tLoss_D: 0.094\tLoss_G: 2.5214\tD(x): 0.99\tD(G(z)): 0.08 \t 5.92 s\n",
            "[2509/5000][10/38]\tLoss_D: 0.1433\tLoss_G: 1.8819\tD(x): 1.0\tD(G(z)): 0.13 \t 9.95 s\n",
            "[2509/5000][15/38]\tLoss_D: 0.0562\tLoss_G: 2.8861\tD(x): 0.99\tD(G(z)): 0.05 \t 5.99 s\n",
            "[2509/5000][20/38]\tLoss_D: 0.1169\tLoss_G: 2.8777\tD(x): 0.97\tD(G(z)): 0.07 \t 10.22 s\n",
            "[2509/5000][25/38]\tLoss_D: 0.3737\tLoss_G: 3.3216\tD(x): 1.0\tD(G(z)): 0.28 \t 6.97 s\n",
            "[2509/5000][30/38]\tLoss_D: 0.0935\tLoss_G: 2.7347\tD(x): 0.99\tD(G(z)): 0.07 \t 8.94 s\n",
            "[2509/5000][35/38]\tLoss_D: 0.6432\tLoss_G: 1.911\tD(x): 0.63\tD(G(z)): 0.06 \t 7.71 s\n",
            "[2510/5000][0/38]\tLoss_D: 0.149\tLoss_G: 2.668\tD(x): 1.0\tD(G(z)): 0.13 \t 4.87 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2510 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2510/5000][5/38]\tLoss_D: 0.1902\tLoss_G: 2.7151\tD(x): 0.98\tD(G(z)): 0.13 \t 7.75 s\n",
            "[2510/5000][10/38]\tLoss_D: 0.3416\tLoss_G: 1.5283\tD(x): 0.99\tD(G(z)): 0.21 \t 8.56 s\n",
            "[2510/5000][15/38]\tLoss_D: 0.0967\tLoss_G: 1.7406\tD(x): 0.99\tD(G(z)): 0.08 \t 7.73 s\n",
            "[2510/5000][20/38]\tLoss_D: 0.0726\tLoss_G: 2.9145\tD(x): 1.0\tD(G(z)): 0.06 \t 8.73 s\n",
            "[2510/5000][25/38]\tLoss_D: 0.3419\tLoss_G: 2.8207\tD(x): 0.99\tD(G(z)): 0.23 \t 7.31 s\n",
            "[2510/5000][30/38]\tLoss_D: 0.1983\tLoss_G: 2.9021\tD(x): 0.99\tD(G(z)): 0.15 \t 10.05 s\n",
            "[2510/5000][35/38]\tLoss_D: 0.1923\tLoss_G: 2.4653\tD(x): 1.0\tD(G(z)): 0.13 \t 6.04 s\n",
            "[2511/5000][0/38]\tLoss_D: 0.0735\tLoss_G: 3.777\tD(x): 0.98\tD(G(z)): 0.04 \t 5.72 s\n",
            "[2511/5000][5/38]\tLoss_D: 0.116\tLoss_G: 2.6601\tD(x): 1.0\tD(G(z)): 0.1 \t 6.86 s\n",
            "[2511/5000][10/38]\tLoss_D: 0.0766\tLoss_G: 2.8204\tD(x): 0.99\tD(G(z)): 0.05 \t 10.01 s\n",
            "[2511/5000][15/38]\tLoss_D: 0.0432\tLoss_G: 3.0611\tD(x): 1.0\tD(G(z)): 0.04 \t 5.9 s\n",
            "[2511/5000][20/38]\tLoss_D: 0.2638\tLoss_G: 2.0739\tD(x): 0.92\tD(G(z)): 0.12 \t 10.12 s\n",
            "[2511/5000][25/38]\tLoss_D: 0.0733\tLoss_G: 3.015\tD(x): 1.0\tD(G(z)): 0.07 \t 5.96 s\n",
            "[2511/5000][30/38]\tLoss_D: 0.2152\tLoss_G: 2.7155\tD(x): 0.88\tD(G(z)): 0.03 \t 10.0 s\n",
            "[2511/5000][35/38]\tLoss_D: 0.1512\tLoss_G: 2.4255\tD(x): 1.0\tD(G(z)): 0.13 \t 6.06 s\n",
            "[2512/5000][0/38]\tLoss_D: 0.3114\tLoss_G: 2.2375\tD(x): 1.0\tD(G(z)): 0.23 \t 6.37 s\n",
            "[2512/5000][5/38]\tLoss_D: 0.1934\tLoss_G: 1.5333\tD(x): 0.99\tD(G(z)): 0.16 \t 5.88 s\n",
            "[2512/5000][10/38]\tLoss_D: 0.2579\tLoss_G: 2.5857\tD(x): 0.95\tD(G(z)): 0.16 \t 10.05 s\n",
            "[2512/5000][15/38]\tLoss_D: 0.092\tLoss_G: 2.6989\tD(x): 1.0\tD(G(z)): 0.09 \t 6.45 s\n",
            "[2512/5000][20/38]\tLoss_D: 0.4569\tLoss_G: 1.801\tD(x): 0.77\tD(G(z)): 0.09 \t 9.59 s\n",
            "[2512/5000][25/38]\tLoss_D: 0.0784\tLoss_G: 2.7846\tD(x): 1.0\tD(G(z)): 0.07 \t 7.66 s\n",
            "[2512/5000][30/38]\tLoss_D: 0.1064\tLoss_G: 3.0051\tD(x): 0.99\tD(G(z)): 0.09 \t 8.18 s\n",
            "[2512/5000][35/38]\tLoss_D: 0.2041\tLoss_G: 2.467\tD(x): 0.94\tD(G(z)): 0.11 \t 7.67 s\n",
            "[2513/5000][0/38]\tLoss_D: 0.1415\tLoss_G: 2.6621\tD(x): 0.98\tD(G(z)): 0.09 \t 5.14 s\n",
            "[2513/5000][5/38]\tLoss_D: 0.1514\tLoss_G: 1.9651\tD(x): 1.0\tD(G(z)): 0.14 \t 7.54 s\n",
            "[2513/5000][10/38]\tLoss_D: 0.0946\tLoss_G: 2.3117\tD(x): 1.0\tD(G(z)): 0.09 \t 8.36 s\n",
            "[2513/5000][15/38]\tLoss_D: 1.1644\tLoss_G: 3.0025\tD(x): 0.38\tD(G(z)): 0.03 \t 7.74 s\n",
            "[2513/5000][20/38]\tLoss_D: 0.3365\tLoss_G: 2.2842\tD(x): 0.87\tD(G(z)): 0.12 \t 9.11 s\n",
            "[2513/5000][25/38]\tLoss_D: 0.1686\tLoss_G: 2.706\tD(x): 0.97\tD(G(z)): 0.1 \t 7.04 s\n",
            "[2513/5000][30/38]\tLoss_D: 0.146\tLoss_G: 2.8253\tD(x): 0.95\tD(G(z)): 0.07 \t 10.0 s\n",
            "[2513/5000][35/38]\tLoss_D: 0.1427\tLoss_G: 2.6015\tD(x): 0.98\tD(G(z)): 0.1 \t 6.12 s\n",
            "[2514/5000][0/38]\tLoss_D: 0.2844\tLoss_G: 2.0758\tD(x): 1.0\tD(G(z)): 0.23 \t 6.47 s\n",
            "[2514/5000][5/38]\tLoss_D: 0.0633\tLoss_G: 2.9792\tD(x): 1.0\tD(G(z)): 0.06 \t 6.34 s\n",
            "[2514/5000][10/38]\tLoss_D: 2.5093\tLoss_G: 6.1991\tD(x): 1.0\tD(G(z)): 0.54 \t 10.1 s\n",
            "[2514/5000][15/38]\tLoss_D: 3.1475\tLoss_G: 1.452\tD(x): 0.07\tD(G(z)): 0.02 \t 6.03 s\n",
            "[2514/5000][20/38]\tLoss_D: 5.8576\tLoss_G: 6.2772\tD(x): 0.01\tD(G(z)): 0.0 \t 10.12 s\n",
            "[2514/5000][25/38]\tLoss_D: 2.9941\tLoss_G: 1.6441\tD(x): 0.16\tD(G(z)): 0.14 \t 5.92 s\n",
            "[2514/5000][30/38]\tLoss_D: 1.8096\tLoss_G: 1.7219\tD(x): 0.42\tD(G(z)): 0.22 \t 10.18 s\n",
            "[2514/5000][35/38]\tLoss_D: 0.9061\tLoss_G: 2.8262\tD(x): 0.87\tD(G(z)): 0.32 \t 6.93 s\n",
            "[2515/5000][0/38]\tLoss_D: 1.2111\tLoss_G: 1.9898\tD(x): 0.59\tD(G(z)): 0.23 \t 5.73 s\n",
            "[2515/5000][5/38]\tLoss_D: 6.5009\tLoss_G: 3.8704\tD(x): 0.45\tD(G(z)): 0.21 \t 5.89 s\n",
            "[2515/5000][10/38]\tLoss_D: 2.4198\tLoss_G: 2.9738\tD(x): 0.16\tD(G(z)): 0.04 \t 9.92 s\n",
            "[2515/5000][15/38]\tLoss_D: 3.7042\tLoss_G: 4.8043\tD(x): 0.04\tD(G(z)): 0.0 \t 7.65 s\n",
            "[2515/5000][20/38]\tLoss_D: 1.9413\tLoss_G: 2.1176\tD(x): 0.2\tD(G(z)): 0.03 \t 8.43 s\n",
            "[2515/5000][25/38]\tLoss_D: 10.2555\tLoss_G: 4.0286\tD(x): 0.41\tD(G(z)): 0.36 \t 7.72 s\n",
            "[2515/5000][30/38]\tLoss_D: 4.5995\tLoss_G: 4.0829\tD(x): 0.02\tD(G(z)): 0.01 \t 8.26 s\n",
            "[2515/5000][35/38]\tLoss_D: 0.7543\tLoss_G: 1.5804\tD(x): 0.72\tD(G(z)): 0.21 \t 7.66 s\n",
            "[2516/5000][0/38]\tLoss_D: 1.2559\tLoss_G: 2.2161\tD(x): 0.37\tD(G(z)): 0.08 \t 5.12 s\n",
            "[2516/5000][5/38]\tLoss_D: 2.0667\tLoss_G: 2.6473\tD(x): 0.17\tD(G(z)): 0.04 \t 7.55 s\n",
            "[2516/5000][10/38]\tLoss_D: 1.5309\tLoss_G: 2.0514\tD(x): 0.31\tD(G(z)): 0.09 \t 8.8 s\n",
            "[2516/5000][15/38]\tLoss_D: 2.434\tLoss_G: 2.543\tD(x): 0.12\tD(G(z)): 0.03 \t 7.2 s\n",
            "[2516/5000][20/38]\tLoss_D: 0.2963\tLoss_G: 1.7235\tD(x): 0.97\tD(G(z)): 0.2 \t 10.01 s\n",
            "[2516/5000][25/38]\tLoss_D: 0.9029\tLoss_G: 2.3637\tD(x): 0.51\tD(G(z)): 0.08 \t 5.91 s\n",
            "[2516/5000][30/38]\tLoss_D: 0.2335\tLoss_G: 2.5679\tD(x): 0.95\tD(G(z)): 0.14 \t 10.11 s\n",
            "[2516/5000][35/38]\tLoss_D: 0.5085\tLoss_G: 2.544\tD(x): 0.94\tD(G(z)): 0.25 \t 5.91 s\n",
            "[2517/5000][0/38]\tLoss_D: 0.3834\tLoss_G: 1.5435\tD(x): 0.98\tD(G(z)): 0.26 \t 6.63 s\n",
            "[2517/5000][5/38]\tLoss_D: 0.7023\tLoss_G: 2.3757\tD(x): 0.61\tD(G(z)): 0.06 \t 6.03 s\n",
            "[2517/5000][10/38]\tLoss_D: 1.1207\tLoss_G: 2.2129\tD(x): 0.45\tD(G(z)): 0.12 \t 10.15 s\n",
            "[2517/5000][15/38]\tLoss_D: 0.7532\tLoss_G: 2.317\tD(x): 0.67\tD(G(z)): 0.2 \t 5.92 s\n",
            "[2517/5000][20/38]\tLoss_D: 1.388\tLoss_G: 3.9386\tD(x): 0.33\tD(G(z)): 0.03 \t 10.02 s\n",
            "[2517/5000][25/38]\tLoss_D: 0.2669\tLoss_G: 1.9752\tD(x): 0.91\tD(G(z)): 0.12 \t 6.53 s\n",
            "[2517/5000][30/38]\tLoss_D: 0.7037\tLoss_G: 2.9929\tD(x): 0.99\tD(G(z)): 0.36 \t 9.49 s\n",
            "[2517/5000][35/38]\tLoss_D: 0.215\tLoss_G: 2.7503\tD(x): 0.99\tD(G(z)): 0.18 \t 7.72 s\n",
            "[2518/5000][0/38]\tLoss_D: 0.1602\tLoss_G: 1.7076\tD(x): 0.99\tD(G(z)): 0.13 \t 5.1 s\n",
            "[2518/5000][5/38]\tLoss_D: 0.1393\tLoss_G: 2.3058\tD(x): 1.0\tD(G(z)): 0.12 \t 7.3 s\n",
            "[2518/5000][10/38]\tLoss_D: 0.6988\tLoss_G: 2.1427\tD(x): 0.78\tD(G(z)): 0.24 \t 8.65 s\n",
            "[2518/5000][15/38]\tLoss_D: 0.417\tLoss_G: 2.0344\tD(x): 0.98\tD(G(z)): 0.25 \t 7.86 s\n",
            "[2518/5000][20/38]\tLoss_D: 0.3674\tLoss_G: 2.4436\tD(x): 0.94\tD(G(z)): 0.2 \t 8.73 s\n",
            "[2518/5000][25/38]\tLoss_D: 0.5168\tLoss_G: 2.5242\tD(x): 0.71\tD(G(z)): 0.07 \t 7.54 s\n",
            "[2518/5000][30/38]\tLoss_D: 0.7887\tLoss_G: 1.7448\tD(x): 0.59\tD(G(z)): 0.11 \t 10.13 s\n",
            "[2518/5000][35/38]\tLoss_D: 0.3624\tLoss_G: 2.355\tD(x): 0.88\tD(G(z)): 0.15 \t 6.04 s\n",
            "[2519/5000][0/38]\tLoss_D: 0.1809\tLoss_G: 1.7949\tD(x): 0.99\tD(G(z)): 0.15 \t 5.42 s\n",
            "[2519/5000][5/38]\tLoss_D: 0.1754\tLoss_G: 2.1946\tD(x): 0.98\tD(G(z)): 0.13 \t 7.07 s\n",
            "[2519/5000][10/38]\tLoss_D: 0.2485\tLoss_G: 2.9432\tD(x): 0.99\tD(G(z)): 0.19 \t 10.04 s\n",
            "[2519/5000][15/38]\tLoss_D: 0.2628\tLoss_G: 2.4052\tD(x): 0.99\tD(G(z)): 0.19 \t 6.05 s\n",
            "[2519/5000][20/38]\tLoss_D: 0.199\tLoss_G: 2.267\tD(x): 0.96\tD(G(z)): 0.11 \t 10.08 s\n",
            "[2519/5000][25/38]\tLoss_D: 0.2194\tLoss_G: 2.3372\tD(x): 0.99\tD(G(z)): 0.18 \t 5.85 s\n",
            "[2519/5000][30/38]\tLoss_D: 0.4444\tLoss_G: 2.1429\tD(x): 0.99\tD(G(z)): 0.27 \t 10.14 s\n",
            "[2519/5000][35/38]\tLoss_D: 0.2118\tLoss_G: 1.8838\tD(x): 0.93\tD(G(z)): 0.11 \t 5.93 s\n",
            "[2520/5000][0/38]\tLoss_D: 0.287\tLoss_G: 2.061\tD(x): 0.85\tD(G(z)): 0.06 \t 6.35 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2520 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2520/5000][5/38]\tLoss_D: 0.1445\tLoss_G: 2.137\tD(x): 0.99\tD(G(z)): 0.11 \t 6.08 s\n",
            "[2520/5000][10/38]\tLoss_D: 0.2277\tLoss_G: 2.4419\tD(x): 0.97\tD(G(z)): 0.16 \t 10.17 s\n",
            "[2520/5000][15/38]\tLoss_D: 0.3703\tLoss_G: 2.6462\tD(x): 1.0\tD(G(z)): 0.25 \t 6.62 s\n",
            "[2520/5000][20/38]\tLoss_D: 0.8705\tLoss_G: 2.2274\tD(x): 0.96\tD(G(z)): 0.26 \t 9.07 s\n",
            "[2520/5000][25/38]\tLoss_D: 0.1499\tLoss_G: 3.3287\tD(x): 0.93\tD(G(z)): 0.05 \t 7.92 s\n",
            "[2520/5000][30/38]\tLoss_D: 0.4398\tLoss_G: 2.1281\tD(x): 0.81\tD(G(z)): 0.14 \t 8.09 s\n",
            "[2520/5000][35/38]\tLoss_D: 0.4416\tLoss_G: 2.033\tD(x): 0.76\tD(G(z)): 0.06 \t 8.08 s\n",
            "[2521/5000][0/38]\tLoss_D: 0.1921\tLoss_G: 2.4637\tD(x): 0.98\tD(G(z)): 0.15 \t 4.74 s\n",
            "[2521/5000][5/38]\tLoss_D: 0.4428\tLoss_G: 1.9257\tD(x): 0.88\tD(G(z)): 0.17 \t 7.62 s\n",
            "[2521/5000][10/38]\tLoss_D: 0.1286\tLoss_G: 2.0033\tD(x): 1.0\tD(G(z)): 0.11 \t 8.37 s\n",
            "[2521/5000][15/38]\tLoss_D: 0.1519\tLoss_G: 1.784\tD(x): 0.98\tD(G(z)): 0.11 \t 7.7 s\n",
            "[2521/5000][20/38]\tLoss_D: 0.4543\tLoss_G: 1.0977\tD(x): 0.74\tD(G(z)): 0.05 \t 8.97 s\n",
            "[2521/5000][25/38]\tLoss_D: 0.2548\tLoss_G: 2.7228\tD(x): 0.88\tD(G(z)): 0.07 \t 6.92 s\n",
            "[2521/5000][30/38]\tLoss_D: 0.2287\tLoss_G: 2.3798\tD(x): 0.91\tD(G(z)): 0.09 \t 9.96 s\n",
            "[2521/5000][35/38]\tLoss_D: 0.2309\tLoss_G: 2.8792\tD(x): 0.97\tD(G(z)): 0.15 \t 6.07 s\n",
            "[2522/5000][0/38]\tLoss_D: 0.2124\tLoss_G: 2.5514\tD(x): 0.89\tD(G(z)): 0.05 \t 6.19 s\n",
            "[2522/5000][5/38]\tLoss_D: 0.5976\tLoss_G: 1.9646\tD(x): 0.71\tD(G(z)): 0.12 \t 6.71 s\n",
            "[2522/5000][10/38]\tLoss_D: 0.3377\tLoss_G: 2.7369\tD(x): 0.84\tD(G(z)): 0.09 \t 9.86 s\n",
            "[2522/5000][15/38]\tLoss_D: 0.2281\tLoss_G: 2.4226\tD(x): 0.98\tD(G(z)): 0.16 \t 5.99 s\n",
            "[2522/5000][20/38]\tLoss_D: 0.2072\tLoss_G: 2.2183\tD(x): 1.0\tD(G(z)): 0.18 \t 9.94 s\n",
            "[2522/5000][25/38]\tLoss_D: 0.2063\tLoss_G: 2.1911\tD(x): 0.96\tD(G(z)): 0.12 \t 5.92 s\n",
            "[2522/5000][30/38]\tLoss_D: 0.2143\tLoss_G: 2.6312\tD(x): 0.99\tD(G(z)): 0.15 \t 10.38 s\n",
            "[2522/5000][35/38]\tLoss_D: 0.1692\tLoss_G: 2.1177\tD(x): 0.99\tD(G(z)): 0.13 \t 6.06 s\n",
            "[2523/5000][0/38]\tLoss_D: 0.162\tLoss_G: 2.2363\tD(x): 0.95\tD(G(z)): 0.08 \t 6.23 s\n",
            "[2523/5000][5/38]\tLoss_D: 0.2611\tLoss_G: 2.5954\tD(x): 1.0\tD(G(z)): 0.21 \t 5.81 s\n",
            "[2523/5000][10/38]\tLoss_D: 0.1164\tLoss_G: 2.7877\tD(x): 1.0\tD(G(z)): 0.1 \t 10.07 s\n",
            "[2523/5000][15/38]\tLoss_D: 0.117\tLoss_G: 2.8011\tD(x): 0.98\tD(G(z)): 0.08 \t 6.25 s\n",
            "[2523/5000][20/38]\tLoss_D: 0.136\tLoss_G: 2.8176\tD(x): 0.99\tD(G(z)): 0.12 \t 9.97 s\n",
            "[2523/5000][25/38]\tLoss_D: 0.1705\tLoss_G: 2.9416\tD(x): 0.94\tD(G(z)): 0.08 \t 7.68 s\n",
            "[2523/5000][30/38]\tLoss_D: 0.1345\tLoss_G: 2.9159\tD(x): 1.0\tD(G(z)): 0.1 \t 8.37 s\n",
            "[2523/5000][35/38]\tLoss_D: 0.1515\tLoss_G: 1.8695\tD(x): 0.99\tD(G(z)): 0.11 \t 7.57 s\n",
            "[2524/5000][0/38]\tLoss_D: 0.1304\tLoss_G: 3.7868\tD(x): 0.98\tD(G(z)): 0.1 \t 5.3 s\n",
            "[2524/5000][5/38]\tLoss_D: 0.1794\tLoss_G: 2.5208\tD(x): 0.99\tD(G(z)): 0.14 \t 7.74 s\n",
            "[2524/5000][10/38]\tLoss_D: 0.1163\tLoss_G: 2.9129\tD(x): 1.0\tD(G(z)): 0.11 \t 8.43 s\n",
            "[2524/5000][15/38]\tLoss_D: 0.282\tLoss_G: 2.2867\tD(x): 1.0\tD(G(z)): 0.22 \t 7.79 s\n",
            "[2524/5000][20/38]\tLoss_D: 0.1756\tLoss_G: 1.9552\tD(x): 0.96\tD(G(z)): 0.11 \t 9.22 s\n",
            "[2524/5000][25/38]\tLoss_D: 0.1373\tLoss_G: 2.2613\tD(x): 0.99\tD(G(z)): 0.12 \t 6.62 s\n",
            "[2524/5000][30/38]\tLoss_D: 0.2264\tLoss_G: 2.4684\tD(x): 0.92\tD(G(z)): 0.1 \t 10.02 s\n",
            "[2524/5000][35/38]\tLoss_D: 0.1187\tLoss_G: 2.5528\tD(x): 0.96\tD(G(z)): 0.06 \t 6.02 s\n",
            "[2525/5000][0/38]\tLoss_D: 0.4104\tLoss_G: 1.8309\tD(x): 0.94\tD(G(z)): 0.22 \t 6.87 s\n",
            "[2525/5000][5/38]\tLoss_D: 0.1333\tLoss_G: 2.3777\tD(x): 0.98\tD(G(z)): 0.1 \t 6.03 s\n",
            "[2525/5000][10/38]\tLoss_D: 0.3962\tLoss_G: 1.7808\tD(x): 0.8\tD(G(z)): 0.1 \t 10.05 s\n",
            "[2525/5000][15/38]\tLoss_D: 0.0886\tLoss_G: 2.63\tD(x): 1.0\tD(G(z)): 0.08 \t 6.0 s\n",
            "[2525/5000][20/38]\tLoss_D: 0.3344\tLoss_G: 2.3498\tD(x): 0.96\tD(G(z)): 0.21 \t 9.62 s\n",
            "[2525/5000][25/38]\tLoss_D: 0.086\tLoss_G: 3.498\tD(x): 1.0\tD(G(z)): 0.08 \t 6.22 s\n",
            "[2525/5000][30/38]\tLoss_D: 0.148\tLoss_G: 1.9718\tD(x): 0.99\tD(G(z)): 0.13 \t 10.05 s\n",
            "[2525/5000][35/38]\tLoss_D: 0.2635\tLoss_G: 1.937\tD(x): 0.93\tD(G(z)): 0.14 \t 7.08 s\n",
            "[2526/5000][0/38]\tLoss_D: 0.0993\tLoss_G: 2.7658\tD(x): 1.0\tD(G(z)): 0.09 \t 5.78 s\n",
            "[2526/5000][5/38]\tLoss_D: 0.0974\tLoss_G: 2.9444\tD(x): 0.99\tD(G(z)): 0.07 \t 6.15 s\n",
            "[2526/5000][10/38]\tLoss_D: 0.1209\tLoss_G: 2.2365\tD(x): 1.0\tD(G(z)): 0.11 \t 10.03 s\n",
            "[2526/5000][15/38]\tLoss_D: 0.6491\tLoss_G: 1.779\tD(x): 0.61\tD(G(z)): 0.03 \t 7.6 s\n",
            "[2526/5000][20/38]\tLoss_D: 0.1996\tLoss_G: 3.0346\tD(x): 0.99\tD(G(z)): 0.14 \t 8.34 s\n",
            "[2526/5000][25/38]\tLoss_D: 0.1082\tLoss_G: 2.5257\tD(x): 0.99\tD(G(z)): 0.09 \t 7.77 s\n",
            "[2526/5000][30/38]\tLoss_D: 0.2632\tLoss_G: 1.8993\tD(x): 0.98\tD(G(z)): 0.2 \t 8.21 s\n",
            "[2526/5000][35/38]\tLoss_D: 0.1325\tLoss_G: 2.4477\tD(x): 0.98\tD(G(z)): 0.1 \t 7.56 s\n",
            "[2527/5000][0/38]\tLoss_D: 0.2059\tLoss_G: 2.063\tD(x): 0.92\tD(G(z)): 0.09 \t 4.98 s\n",
            "[2527/5000][5/38]\tLoss_D: 0.1428\tLoss_G: 1.9373\tD(x): 1.0\tD(G(z)): 0.12 \t 7.78 s\n",
            "[2527/5000][10/38]\tLoss_D: 0.0681\tLoss_G: 3.0977\tD(x): 0.99\tD(G(z)): 0.05 \t 8.86 s\n",
            "[2527/5000][15/38]\tLoss_D: 0.546\tLoss_G: 1.676\tD(x): 0.82\tD(G(z)): 0.18 \t 7.52 s\n",
            "[2527/5000][20/38]\tLoss_D: 1.0089\tLoss_G: 2.1995\tD(x): 0.44\tD(G(z)): 0.05 \t 10.03 s\n",
            "[2527/5000][25/38]\tLoss_D: 0.6393\tLoss_G: 2.3721\tD(x): 0.67\tD(G(z)): 0.11 \t 6.05 s\n",
            "[2527/5000][30/38]\tLoss_D: 0.1638\tLoss_G: 2.5277\tD(x): 0.93\tD(G(z)): 0.07 \t 9.82 s\n",
            "[2527/5000][35/38]\tLoss_D: 0.0912\tLoss_G: 2.1842\tD(x): 1.0\tD(G(z)): 0.08 \t 5.93 s\n",
            "[2528/5000][0/38]\tLoss_D: 0.2195\tLoss_G: 2.5715\tD(x): 0.98\tD(G(z)): 0.16 \t 6.85 s\n",
            "[2528/5000][5/38]\tLoss_D: 0.0702\tLoss_G: 2.9222\tD(x): 0.98\tD(G(z)): 0.04 \t 5.99 s\n",
            "[2528/5000][10/38]\tLoss_D: 0.1438\tLoss_G: 2.5983\tD(x): 0.98\tD(G(z)): 0.11 \t 10.11 s\n",
            "[2528/5000][15/38]\tLoss_D: 0.3532\tLoss_G: 2.3949\tD(x): 0.95\tD(G(z)): 0.22 \t 5.99 s\n",
            "[2528/5000][20/38]\tLoss_D: 0.1256\tLoss_G: 3.0553\tD(x): 0.97\tD(G(z)): 0.08 \t 10.04 s\n",
            "[2528/5000][25/38]\tLoss_D: 0.1237\tLoss_G: 2.5821\tD(x): 0.95\tD(G(z)): 0.05 \t 6.44 s\n",
            "[2528/5000][30/38]\tLoss_D: 0.1826\tLoss_G: 3.0297\tD(x): 0.95\tD(G(z)): 0.09 \t 9.59 s\n",
            "[2528/5000][35/38]\tLoss_D: 0.2411\tLoss_G: 2.5128\tD(x): 0.98\tD(G(z)): 0.15 \t 7.89 s\n",
            "[2529/5000][0/38]\tLoss_D: 0.2784\tLoss_G: 2.1625\tD(x): 0.99\tD(G(z)): 0.19 \t 5.11 s\n",
            "[2529/5000][5/38]\tLoss_D: 0.0985\tLoss_G: 2.136\tD(x): 0.99\tD(G(z)): 0.08 \t 6.69 s\n",
            "[2529/5000][10/38]\tLoss_D: 0.2712\tLoss_G: 2.9088\tD(x): 0.86\tD(G(z)): 0.06 \t 9.49 s\n",
            "[2529/5000][15/38]\tLoss_D: 0.0963\tLoss_G: 1.8867\tD(x): 1.0\tD(G(z)): 0.09 \t 7.7 s\n",
            "[2529/5000][20/38]\tLoss_D: 0.1196\tLoss_G: 2.4475\tD(x): 0.98\tD(G(z)): 0.08 \t 8.21 s\n",
            "[2529/5000][25/38]\tLoss_D: 0.3028\tLoss_G: 2.0671\tD(x): 1.0\tD(G(z)): 0.21 \t 7.74 s\n",
            "[2529/5000][30/38]\tLoss_D: 0.2127\tLoss_G: 2.6401\tD(x): 0.98\tD(G(z)): 0.15 \t 9.1 s\n",
            "[2529/5000][35/38]\tLoss_D: 0.2829\tLoss_G: 2.9469\tD(x): 0.86\tD(G(z)): 0.08 \t 6.96 s\n",
            "[2530/5000][0/38]\tLoss_D: 0.2091\tLoss_G: 2.4267\tD(x): 0.93\tD(G(z)): 0.1 \t 5.13 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2530 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2530/5000][5/38]\tLoss_D: 0.5817\tLoss_G: 1.4339\tD(x): 0.67\tD(G(z)): 0.05 \t 7.94 s\n",
            "[2530/5000][10/38]\tLoss_D: 0.1491\tLoss_G: 2.7999\tD(x): 0.99\tD(G(z)): 0.13 \t 10.07 s\n",
            "[2530/5000][15/38]\tLoss_D: 0.0888\tLoss_G: 2.346\tD(x): 1.0\tD(G(z)): 0.08 \t 6.05 s\n",
            "[2530/5000][20/38]\tLoss_D: 0.1669\tLoss_G: 2.3403\tD(x): 0.99\tD(G(z)): 0.12 \t 10.07 s\n",
            "[2530/5000][25/38]\tLoss_D: 0.2164\tLoss_G: 2.8424\tD(x): 0.91\tD(G(z)): 0.08 \t 6.13 s\n",
            "[2530/5000][30/38]\tLoss_D: 0.1611\tLoss_G: 2.4918\tD(x): 0.92\tD(G(z)): 0.04 \t 10.08 s\n",
            "[2530/5000][35/38]\tLoss_D: 0.3041\tLoss_G: 1.9163\tD(x): 0.86\tD(G(z)): 0.08 \t 6.11 s\n",
            "[2531/5000][0/38]\tLoss_D: 0.1531\tLoss_G: 2.8942\tD(x): 1.0\tD(G(z)): 0.13 \t 6.51 s\n",
            "[2531/5000][5/38]\tLoss_D: 0.3179\tLoss_G: 2.5792\tD(x): 1.0\tD(G(z)): 0.23 \t 6.05 s\n",
            "[2531/5000][10/38]\tLoss_D: 0.2782\tLoss_G: 2.4948\tD(x): 0.88\tD(G(z)): 0.09 \t 10.15 s\n",
            "[2531/5000][15/38]\tLoss_D: 0.2923\tLoss_G: 2.134\tD(x): 0.93\tD(G(z)): 0.14 \t 5.89 s\n",
            "[2531/5000][20/38]\tLoss_D: 0.1069\tLoss_G: 2.2176\tD(x): 1.0\tD(G(z)): 0.09 \t 10.16 s\n",
            "[2531/5000][25/38]\tLoss_D: 0.1713\tLoss_G: 3.0138\tD(x): 0.94\tD(G(z)): 0.08 \t 7.76 s\n",
            "[2531/5000][30/38]\tLoss_D: 0.21\tLoss_G: 2.2517\tD(x): 1.0\tD(G(z)): 0.18 \t 8.49 s\n",
            "[2531/5000][35/38]\tLoss_D: 0.4497\tLoss_G: 1.7057\tD(x): 0.78\tD(G(z)): 0.1 \t 7.72 s\n",
            "[2532/5000][0/38]\tLoss_D: 0.2233\tLoss_G: 2.3562\tD(x): 1.0\tD(G(z)): 0.18 \t 5.13 s\n",
            "[2532/5000][5/38]\tLoss_D: 0.1839\tLoss_G: 1.9338\tD(x): 0.99\tD(G(z)): 0.15 \t 7.75 s\n",
            "[2532/5000][10/38]\tLoss_D: 0.1538\tLoss_G: 2.3937\tD(x): 0.99\tD(G(z)): 0.12 \t 8.31 s\n",
            "[2532/5000][15/38]\tLoss_D: 0.2819\tLoss_G: 2.1213\tD(x): 0.89\tD(G(z)): 0.11 \t 7.74 s\n",
            "[2532/5000][20/38]\tLoss_D: 0.2103\tLoss_G: 0.8048\tD(x): 0.97\tD(G(z)): 0.15 \t 9.37 s\n",
            "[2532/5000][25/38]\tLoss_D: 0.6636\tLoss_G: 1.7956\tD(x): 0.65\tD(G(z)): 0.1 \t 6.93 s\n",
            "[2532/5000][30/38]\tLoss_D: 0.1689\tLoss_G: 2.7183\tD(x): 0.92\tD(G(z)): 0.06 \t 9.94 s\n",
            "[2532/5000][35/38]\tLoss_D: 0.1811\tLoss_G: 2.9806\tD(x): 0.97\tD(G(z)): 0.11 \t 5.99 s\n",
            "[2533/5000][0/38]\tLoss_D: 0.575\tLoss_G: 2.2117\tD(x): 0.67\tD(G(z)): 0.05 \t 6.84 s\n",
            "[2533/5000][5/38]\tLoss_D: 0.1295\tLoss_G: 2.0805\tD(x): 0.98\tD(G(z)): 0.09 \t 6.33 s\n",
            "[2533/5000][10/38]\tLoss_D: 0.0594\tLoss_G: 2.7006\tD(x): 1.0\tD(G(z)): 0.06 \t 10.02 s\n",
            "[2533/5000][15/38]\tLoss_D: 0.1238\tLoss_G: 2.4245\tD(x): 0.99\tD(G(z)): 0.1 \t 6.04 s\n",
            "[2533/5000][20/38]\tLoss_D: 0.2509\tLoss_G: 1.7984\tD(x): 0.87\tD(G(z)): 0.06 \t 10.16 s\n",
            "[2533/5000][25/38]\tLoss_D: 0.1657\tLoss_G: 2.36\tD(x): 0.97\tD(G(z)): 0.11 \t 6.0 s\n",
            "[2533/5000][30/38]\tLoss_D: 0.0621\tLoss_G: 2.7235\tD(x): 1.0\tD(G(z)): 0.06 \t 10.13 s\n",
            "[2533/5000][35/38]\tLoss_D: 0.1471\tLoss_G: 2.6661\tD(x): 0.96\tD(G(z)): 0.07 \t 7.5 s\n",
            "[2534/5000][0/38]\tLoss_D: 0.1588\tLoss_G: 2.1108\tD(x): 1.0\tD(G(z)): 0.13 \t 5.57 s\n",
            "[2534/5000][5/38]\tLoss_D: 0.2029\tLoss_G: 2.3182\tD(x): 1.0\tD(G(z)): 0.18 \t 6.85 s\n",
            "[2534/5000][10/38]\tLoss_D: 0.2009\tLoss_G: 2.5778\tD(x): 1.0\tD(G(z)): 0.14 \t 9.24 s\n",
            "[2534/5000][15/38]\tLoss_D: 0.191\tLoss_G: 2.5817\tD(x): 0.97\tD(G(z)): 0.12 \t 7.67 s\n",
            "[2534/5000][20/38]\tLoss_D: 0.1101\tLoss_G: 2.8557\tD(x): 0.99\tD(G(z)): 0.09 \t 8.35 s\n",
            "[2534/5000][25/38]\tLoss_D: 0.2553\tLoss_G: 2.5627\tD(x): 1.0\tD(G(z)): 0.19 \t 7.64 s\n",
            "[2534/5000][30/38]\tLoss_D: 0.223\tLoss_G: 3.5841\tD(x): 0.98\tD(G(z)): 0.15 \t 8.88 s\n",
            "[2534/5000][35/38]\tLoss_D: 0.1042\tLoss_G: 2.8134\tD(x): 0.98\tD(G(z)): 0.07 \t 7.22 s\n",
            "[2535/5000][0/38]\tLoss_D: 0.144\tLoss_G: 1.6436\tD(x): 1.0\tD(G(z)): 0.13 \t 5.3 s\n",
            "[2535/5000][5/38]\tLoss_D: 0.1537\tLoss_G: 1.8044\tD(x): 0.98\tD(G(z)): 0.11 \t 7.8 s\n",
            "[2535/5000][10/38]\tLoss_D: 0.1184\tLoss_G: 2.5152\tD(x): 0.98\tD(G(z)): 0.07 \t 10.1 s\n",
            "[2535/5000][15/38]\tLoss_D: 0.1649\tLoss_G: 2.032\tD(x): 0.99\tD(G(z)): 0.13 \t 6.1 s\n",
            "[2535/5000][20/38]\tLoss_D: 0.075\tLoss_G: 2.8719\tD(x): 1.0\tD(G(z)): 0.07 \t 10.17 s\n",
            "[2535/5000][25/38]\tLoss_D: 0.2891\tLoss_G: 1.8379\tD(x): 0.97\tD(G(z)): 0.21 \t 6.04 s\n",
            "[2535/5000][30/38]\tLoss_D: 0.5501\tLoss_G: 2.0755\tD(x): 0.9\tD(G(z)): 0.28 \t 10.0 s\n",
            "[2535/5000][35/38]\tLoss_D: 0.0609\tLoss_G: 3.1444\tD(x): 1.0\tD(G(z)): 0.06 \t 5.91 s\n",
            "[2536/5000][0/38]\tLoss_D: 0.1012\tLoss_G: 2.5813\tD(x): 1.0\tD(G(z)): 0.09 \t 6.62 s\n",
            "[2536/5000][5/38]\tLoss_D: 0.2315\tLoss_G: 2.5574\tD(x): 0.9\tD(G(z)): 0.08 \t 5.96 s\n",
            "[2536/5000][10/38]\tLoss_D: 0.084\tLoss_G: 3.2638\tD(x): 0.99\tD(G(z)): 0.06 \t 10.26 s\n",
            "[2536/5000][15/38]\tLoss_D: 0.15\tLoss_G: 2.0631\tD(x): 0.97\tD(G(z)): 0.1 \t 6.39 s\n",
            "[2536/5000][20/38]\tLoss_D: 0.4299\tLoss_G: 2.5283\tD(x): 0.76\tD(G(z)): 0.07 \t 9.79 s\n",
            "[2536/5000][25/38]\tLoss_D: 0.4515\tLoss_G: 1.7405\tD(x): 0.79\tD(G(z)): 0.13 \t 7.83 s\n",
            "[2536/5000][30/38]\tLoss_D: 0.3885\tLoss_G: 3.0536\tD(x): 0.76\tD(G(z)): 0.02 \t 8.34 s\n",
            "[2536/5000][35/38]\tLoss_D: 0.0887\tLoss_G: 2.7216\tD(x): 0.99\tD(G(z)): 0.07 \t 7.68 s\n",
            "[2537/5000][0/38]\tLoss_D: 0.2143\tLoss_G: 3.1973\tD(x): 0.99\tD(G(z)): 0.17 \t 5.17 s\n",
            "[2537/5000][5/38]\tLoss_D: 0.0951\tLoss_G: 2.8826\tD(x): 0.98\tD(G(z)): 0.06 \t 7.74 s\n",
            "[2537/5000][10/38]\tLoss_D: 0.0963\tLoss_G: 2.6948\tD(x): 1.0\tD(G(z)): 0.09 \t 8.29 s\n",
            "[2537/5000][15/38]\tLoss_D: 0.1255\tLoss_G: 3.0216\tD(x): 0.96\tD(G(z)): 0.06 \t 7.91 s\n",
            "[2537/5000][20/38]\tLoss_D: 0.1478\tLoss_G: 2.7133\tD(x): 0.97\tD(G(z)): 0.1 \t 9.82 s\n",
            "[2537/5000][25/38]\tLoss_D: 0.1629\tLoss_G: 2.7791\tD(x): 0.93\tD(G(z)): 0.06 \t 6.46 s\n",
            "[2537/5000][30/38]\tLoss_D: 0.2355\tLoss_G: 2.3772\tD(x): 1.0\tD(G(z)): 0.16 \t 10.03 s\n",
            "[2537/5000][35/38]\tLoss_D: 0.1508\tLoss_G: 2.8234\tD(x): 0.97\tD(G(z)): 0.1 \t 6.28 s\n",
            "[2538/5000][0/38]\tLoss_D: 0.2392\tLoss_G: 2.3354\tD(x): 0.88\tD(G(z)): 0.07 \t 6.99 s\n",
            "[2538/5000][5/38]\tLoss_D: 0.1776\tLoss_G: 2.0905\tD(x): 0.98\tD(G(z)): 0.14 \t 5.9 s\n",
            "[2538/5000][10/38]\tLoss_D: 0.1455\tLoss_G: 2.271\tD(x): 1.0\tD(G(z)): 0.13 \t 10.01 s\n",
            "[2538/5000][15/38]\tLoss_D: 0.0778\tLoss_G: 2.4338\tD(x): 1.0\tD(G(z)): 0.07 \t 6.07 s\n",
            "[2538/5000][20/38]\tLoss_D: 0.1091\tLoss_G: 3.6352\tD(x): 0.97\tD(G(z)): 0.06 \t 9.97 s\n",
            "[2538/5000][25/38]\tLoss_D: 0.3924\tLoss_G: 1.7209\tD(x): 0.79\tD(G(z)): 0.07 \t 6.53 s\n",
            "[2538/5000][30/38]\tLoss_D: 0.0912\tLoss_G: 3.0947\tD(x): 1.0\tD(G(z)): 0.07 \t 9.92 s\n",
            "[2538/5000][35/38]\tLoss_D: 0.0995\tLoss_G: 2.2536\tD(x): 1.0\tD(G(z)): 0.09 \t 7.89 s\n",
            "[2539/5000][0/38]\tLoss_D: 0.0967\tLoss_G: 2.9076\tD(x): 0.99\tD(G(z)): 0.07 \t 5.33 s\n",
            "[2539/5000][5/38]\tLoss_D: 0.1272\tLoss_G: 3.2199\tD(x): 1.0\tD(G(z)): 0.11 \t 7.18 s\n",
            "[2539/5000][10/38]\tLoss_D: 0.1504\tLoss_G: 2.5247\tD(x): 1.0\tD(G(z)): 0.13 \t 9.09 s\n",
            "[2539/5000][15/38]\tLoss_D: 0.1563\tLoss_G: 2.6571\tD(x): 0.98\tD(G(z)): 0.12 \t 7.85 s\n",
            "[2539/5000][20/38]\tLoss_D: 0.2002\tLoss_G: 2.3792\tD(x): 0.99\tD(G(z)): 0.16 \t 8.46 s\n",
            "[2539/5000][25/38]\tLoss_D: 0.0985\tLoss_G: 2.9186\tD(x): 0.99\tD(G(z)): 0.08 \t 7.75 s\n",
            "[2539/5000][30/38]\tLoss_D: 0.1517\tLoss_G: 3.0151\tD(x): 1.0\tD(G(z)): 0.13 \t 9.91 s\n",
            "[2539/5000][35/38]\tLoss_D: 0.1596\tLoss_G: 2.6755\tD(x): 0.96\tD(G(z)): 0.1 \t 6.33 s\n",
            "[2540/5000][0/38]\tLoss_D: 0.1463\tLoss_G: 2.7893\tD(x): 0.99\tD(G(z)): 0.12 \t 5.71 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2540 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2540/5000][5/38]\tLoss_D: 0.1689\tLoss_G: 2.1287\tD(x): 0.98\tD(G(z)): 0.12 \t 7.24 s\n",
            "[2540/5000][10/38]\tLoss_D: 0.163\tLoss_G: 2.1894\tD(x): 0.96\tD(G(z)): 0.09 \t 10.2 s\n",
            "[2540/5000][15/38]\tLoss_D: 0.0963\tLoss_G: 2.9752\tD(x): 0.97\tD(G(z)): 0.05 \t 6.09 s\n",
            "[2540/5000][20/38]\tLoss_D: 0.1328\tLoss_G: 2.5655\tD(x): 1.0\tD(G(z)): 0.12 \t 10.02 s\n",
            "[2540/5000][25/38]\tLoss_D: 0.2877\tLoss_G: 2.5493\tD(x): 0.86\tD(G(z)): 0.07 \t 5.9 s\n",
            "[2540/5000][30/38]\tLoss_D: 0.1482\tLoss_G: 1.5453\tD(x): 0.99\tD(G(z)): 0.13 \t 10.15 s\n",
            "[2540/5000][35/38]\tLoss_D: 0.2363\tLoss_G: 2.1877\tD(x): 0.96\tD(G(z)): 0.13 \t 6.16 s\n",
            "[2541/5000][0/38]\tLoss_D: 0.1748\tLoss_G: 3.4473\tD(x): 0.93\tD(G(z)): 0.07 \t 5.9 s\n",
            "[2541/5000][5/38]\tLoss_D: 0.2151\tLoss_G: 2.3376\tD(x): 1.0\tD(G(z)): 0.17 \t 5.92 s\n",
            "[2541/5000][10/38]\tLoss_D: 0.1644\tLoss_G: 2.7011\tD(x): 0.96\tD(G(z)): 0.09 \t 9.98 s\n",
            "[2541/5000][15/38]\tLoss_D: 0.0629\tLoss_G: 3.5802\tD(x): 1.0\tD(G(z)): 0.06 \t 6.13 s\n",
            "[2541/5000][20/38]\tLoss_D: 0.2484\tLoss_G: 2.387\tD(x): 0.99\tD(G(z)): 0.19 \t 9.7 s\n",
            "[2541/5000][25/38]\tLoss_D: 0.1662\tLoss_G: 1.8912\tD(x): 0.98\tD(G(z)): 0.13 \t 7.84 s\n",
            "[2541/5000][30/38]\tLoss_D: 0.1766\tLoss_G: 2.7417\tD(x): 0.91\tD(G(z)): 0.04 \t 8.32 s\n",
            "[2541/5000][35/38]\tLoss_D: 0.1277\tLoss_G: 2.8512\tD(x): 1.0\tD(G(z)): 0.11 \t 7.82 s\n",
            "[2542/5000][0/38]\tLoss_D: 0.1974\tLoss_G: 2.134\tD(x): 0.96\tD(G(z)): 0.13 \t 5.07 s\n",
            "[2542/5000][5/38]\tLoss_D: 0.4282\tLoss_G: 3.015\tD(x): 0.75\tD(G(z)): 0.04 \t 7.63 s\n",
            "[2542/5000][10/38]\tLoss_D: 0.1499\tLoss_G: 3.0347\tD(x): 0.95\tD(G(z)): 0.07 \t 8.2 s\n",
            "[2542/5000][15/38]\tLoss_D: 0.1492\tLoss_G: 2.7738\tD(x): 1.0\tD(G(z)): 0.13 \t 7.91 s\n",
            "[2542/5000][20/38]\tLoss_D: 0.4245\tLoss_G: 2.592\tD(x): 1.0\tD(G(z)): 0.26 \t 9.07 s\n",
            "[2542/5000][25/38]\tLoss_D: 0.1502\tLoss_G: 3.0744\tD(x): 1.0\tD(G(z)): 0.14 \t 6.7 s\n",
            "[2542/5000][30/38]\tLoss_D: 0.253\tLoss_G: 2.2993\tD(x): 1.0\tD(G(z)): 0.18 \t 9.87 s\n",
            "[2542/5000][35/38]\tLoss_D: 0.2538\tLoss_G: 2.1241\tD(x): 1.0\tD(G(z)): 0.21 \t 6.37 s\n",
            "[2543/5000][0/38]\tLoss_D: 0.1452\tLoss_G: 2.173\tD(x): 0.95\tD(G(z)): 0.07 \t 6.5 s\n",
            "[2543/5000][5/38]\tLoss_D: 0.1581\tLoss_G: 3.3868\tD(x): 1.0\tD(G(z)): 0.14 \t 6.08 s\n",
            "[2543/5000][10/38]\tLoss_D: 0.1893\tLoss_G: 2.1169\tD(x): 0.98\tD(G(z)): 0.15 \t 10.11 s\n",
            "[2543/5000][15/38]\tLoss_D: 0.1855\tLoss_G: 2.1511\tD(x): 0.98\tD(G(z)): 0.14 \t 5.94 s\n",
            "[2543/5000][20/38]\tLoss_D: 0.431\tLoss_G: 2.5221\tD(x): 0.91\tD(G(z)): 0.23 \t 10.09 s\n",
            "[2543/5000][25/38]\tLoss_D: 0.2864\tLoss_G: 2.5235\tD(x): 0.97\tD(G(z)): 0.19 \t 6.16 s\n",
            "[2543/5000][30/38]\tLoss_D: 0.0442\tLoss_G: 3.4081\tD(x): 1.0\tD(G(z)): 0.04 \t 10.06 s\n",
            "[2543/5000][35/38]\tLoss_D: 0.131\tLoss_G: 3.1363\tD(x): 0.99\tD(G(z)): 0.11 \t 7.18 s\n",
            "[2544/5000][0/38]\tLoss_D: 0.3822\tLoss_G: 2.9832\tD(x): 0.88\tD(G(z)): 0.14 \t 5.85 s\n",
            "[2544/5000][5/38]\tLoss_D: 0.0667\tLoss_G: 3.0269\tD(x): 0.99\tD(G(z)): 0.05 \t 6.39 s\n",
            "[2544/5000][10/38]\tLoss_D: 0.1376\tLoss_G: 2.553\tD(x): 1.0\tD(G(z)): 0.12 \t 9.78 s\n",
            "[2544/5000][15/38]\tLoss_D: 0.2384\tLoss_G: 2.6558\tD(x): 0.88\tD(G(z)): 0.06 \t 7.82 s\n",
            "[2544/5000][20/38]\tLoss_D: 0.112\tLoss_G: 2.6644\tD(x): 1.0\tD(G(z)): 0.1 \t 8.28 s\n",
            "[2544/5000][25/38]\tLoss_D: 0.2799\tLoss_G: 2.6067\tD(x): 0.99\tD(G(z)): 0.21 \t 7.57 s\n",
            "[2544/5000][30/38]\tLoss_D: 0.1506\tLoss_G: 3.3622\tD(x): 0.92\tD(G(z)): 0.03 \t 8.97 s\n",
            "[2544/5000][35/38]\tLoss_D: 0.063\tLoss_G: 2.7392\tD(x): 0.99\tD(G(z)): 0.05 \t 7.29 s\n",
            "[2545/5000][0/38]\tLoss_D: 0.1615\tLoss_G: 1.9395\tD(x): 1.0\tD(G(z)): 0.14 \t 5.01 s\n",
            "[2545/5000][5/38]\tLoss_D: 0.1774\tLoss_G: 2.8982\tD(x): 0.97\tD(G(z)): 0.12 \t 7.93 s\n",
            "[2545/5000][10/38]\tLoss_D: 0.3508\tLoss_G: 2.2251\tD(x): 1.0\tD(G(z)): 0.22 \t 9.43 s\n",
            "[2545/5000][15/38]\tLoss_D: 0.3848\tLoss_G: 1.5643\tD(x): 0.86\tD(G(z)): 0.12 \t 6.56 s\n",
            "[2545/5000][20/38]\tLoss_D: 0.18\tLoss_G: 3.4871\tD(x): 0.93\tD(G(z)): 0.08 \t 10.09 s\n",
            "[2545/5000][25/38]\tLoss_D: 0.1166\tLoss_G: 3.1214\tD(x): 0.99\tD(G(z)): 0.1 \t 6.13 s\n",
            "[2545/5000][30/38]\tLoss_D: 0.1307\tLoss_G: 1.9533\tD(x): 1.0\tD(G(z)): 0.11 \t 10.12 s\n",
            "[2545/5000][35/38]\tLoss_D: 0.3716\tLoss_G: 1.6918\tD(x): 0.81\tD(G(z)): 0.09 \t 6.11 s\n",
            "[2546/5000][0/38]\tLoss_D: 0.2061\tLoss_G: 2.984\tD(x): 1.0\tD(G(z)): 0.15 \t 6.38 s\n",
            "[2546/5000][5/38]\tLoss_D: 0.259\tLoss_G: 1.9681\tD(x): 0.86\tD(G(z)): 0.06 \t 6.01 s\n",
            "[2546/5000][10/38]\tLoss_D: 0.4261\tLoss_G: 2.2374\tD(x): 0.75\tD(G(z)): 0.06 \t 10.0 s\n",
            "[2546/5000][15/38]\tLoss_D: 0.1323\tLoss_G: 2.7842\tD(x): 1.0\tD(G(z)): 0.12 \t 5.96 s\n",
            "[2546/5000][20/38]\tLoss_D: 0.1052\tLoss_G: 2.4655\tD(x): 1.0\tD(G(z)): 0.1 \t 10.18 s\n",
            "[2546/5000][25/38]\tLoss_D: 0.1777\tLoss_G: 2.1276\tD(x): 1.0\tD(G(z)): 0.15 \t 7.56 s\n",
            "[2546/5000][30/38]\tLoss_D: 0.2065\tLoss_G: 1.937\tD(x): 0.99\tD(G(z)): 0.17 \t 8.58 s\n",
            "[2546/5000][35/38]\tLoss_D: 0.1602\tLoss_G: 1.5454\tD(x): 1.0\tD(G(z)): 0.13 \t 7.8 s\n",
            "[2547/5000][0/38]\tLoss_D: 0.1284\tLoss_G: 2.4919\tD(x): 0.95\tD(G(z)): 0.05 \t 5.19 s\n",
            "[2547/5000][5/38]\tLoss_D: 0.1902\tLoss_G: 2.5196\tD(x): 0.97\tD(G(z)): 0.13 \t 7.82 s\n",
            "[2547/5000][10/38]\tLoss_D: 0.07\tLoss_G: 2.8701\tD(x): 1.0\tD(G(z)): 0.06 \t 8.26 s\n",
            "[2547/5000][15/38]\tLoss_D: 0.425\tLoss_G: 2.3503\tD(x): 0.78\tD(G(z)): 0.09 \t 7.67 s\n",
            "[2547/5000][20/38]\tLoss_D: 0.1008\tLoss_G: 3.5334\tD(x): 1.0\tD(G(z)): 0.09 \t 8.81 s\n",
            "[2547/5000][25/38]\tLoss_D: 0.2926\tLoss_G: 2.6029\tD(x): 0.86\tD(G(z)): 0.07 \t 7.23 s\n",
            "[2547/5000][30/38]\tLoss_D: 0.1223\tLoss_G: 3.2611\tD(x): 0.95\tD(G(z)): 0.05 \t 9.88 s\n",
            "[2547/5000][35/38]\tLoss_D: 0.0951\tLoss_G: 3.6161\tD(x): 1.0\tD(G(z)): 0.09 \t 6.07 s\n",
            "[2548/5000][0/38]\tLoss_D: 0.3022\tLoss_G: 2.867\tD(x): 0.83\tD(G(z)): 0.04 \t 6.43 s\n",
            "[2548/5000][5/38]\tLoss_D: 0.2476\tLoss_G: 2.1734\tD(x): 1.0\tD(G(z)): 0.18 \t 6.46 s\n",
            "[2548/5000][10/38]\tLoss_D: 0.1264\tLoss_G: 2.0592\tD(x): 1.0\tD(G(z)): 0.11 \t 10.13 s\n",
            "[2548/5000][15/38]\tLoss_D: 0.0671\tLoss_G: 3.2691\tD(x): 1.0\tD(G(z)): 0.06 \t 5.96 s\n",
            "[2548/5000][20/38]\tLoss_D: 0.2227\tLoss_G: 1.8918\tD(x): 1.0\tD(G(z)): 0.19 \t 10.29 s\n",
            "[2548/5000][25/38]\tLoss_D: 0.3055\tLoss_G: 2.4062\tD(x): 0.87\tD(G(z)): 0.09 \t 6.1 s\n",
            "[2548/5000][30/38]\tLoss_D: 0.1437\tLoss_G: 2.4591\tD(x): 1.0\tD(G(z)): 0.13 \t 10.1 s\n",
            "[2548/5000][35/38]\tLoss_D: 0.1925\tLoss_G: 2.8963\tD(x): 1.0\tD(G(z)): 0.16 \t 6.81 s\n",
            "[2549/5000][0/38]\tLoss_D: 0.1032\tLoss_G: 3.8794\tD(x): 0.99\tD(G(z)): 0.08 \t 6.05 s\n",
            "[2549/5000][5/38]\tLoss_D: 0.4353\tLoss_G: 2.5762\tD(x): 0.76\tD(G(z)): 0.06 \t 5.99 s\n",
            "[2549/5000][10/38]\tLoss_D: 0.1425\tLoss_G: 2.7322\tD(x): 0.96\tD(G(z)): 0.09 \t 10.14 s\n",
            "[2549/5000][15/38]\tLoss_D: 0.2289\tLoss_G: 3.3131\tD(x): 1.0\tD(G(z)): 0.16 \t 7.58 s\n",
            "[2549/5000][20/38]\tLoss_D: 0.1617\tLoss_G: 2.0459\tD(x): 0.98\tD(G(z)): 0.1 \t 8.54 s\n",
            "[2549/5000][25/38]\tLoss_D: 0.0983\tLoss_G: 2.8107\tD(x): 0.96\tD(G(z)): 0.05 \t 7.88 s\n",
            "[2549/5000][30/38]\tLoss_D: 0.185\tLoss_G: 2.0584\tD(x): 1.0\tD(G(z)): 0.14 \t 8.32 s\n",
            "[2549/5000][35/38]\tLoss_D: 0.3118\tLoss_G: 2.582\tD(x): 0.81\tD(G(z)): 0.02 \t 7.69 s\n",
            "[2550/5000][0/38]\tLoss_D: 0.2812\tLoss_G: 1.7058\tD(x): 0.99\tD(G(z)): 0.21 \t 5.08 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2550 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2550/5000][5/38]\tLoss_D: 0.1493\tLoss_G: 3.212\tD(x): 0.99\tD(G(z)): 0.13 \t 8.0 s\n",
            "[2550/5000][10/38]\tLoss_D: 0.223\tLoss_G: 2.537\tD(x): 0.96\tD(G(z)): 0.1 \t 9.1 s\n",
            "[2550/5000][15/38]\tLoss_D: 0.4333\tLoss_G: 2.4497\tD(x): 0.87\tD(G(z)): 0.17 \t 6.95 s\n",
            "[2550/5000][20/38]\tLoss_D: 0.6288\tLoss_G: 2.8972\tD(x): 1.0\tD(G(z)): 0.2 \t 10.17 s\n",
            "[2550/5000][25/38]\tLoss_D: 0.2073\tLoss_G: 2.2598\tD(x): 0.98\tD(G(z)): 0.16 \t 6.12 s\n",
            "[2550/5000][30/38]\tLoss_D: 0.1189\tLoss_G: 2.2352\tD(x): 0.99\tD(G(z)): 0.1 \t 10.08 s\n",
            "[2550/5000][35/38]\tLoss_D: 0.1577\tLoss_G: 3.1852\tD(x): 1.0\tD(G(z)): 0.14 \t 6.12 s\n",
            "[2551/5000][0/38]\tLoss_D: 0.3046\tLoss_G: 3.4879\tD(x): 0.83\tD(G(z)): 0.06 \t 6.61 s\n",
            "[2551/5000][5/38]\tLoss_D: 0.1286\tLoss_G: 2.3589\tD(x): 1.0\tD(G(z)): 0.12 \t 5.97 s\n",
            "[2551/5000][10/38]\tLoss_D: 0.1274\tLoss_G: 2.4884\tD(x): 0.99\tD(G(z)): 0.1 \t 10.15 s\n",
            "[2551/5000][15/38]\tLoss_D: 0.2458\tLoss_G: 2.6473\tD(x): 0.93\tD(G(z)): 0.13 \t 5.86 s\n",
            "[2551/5000][20/38]\tLoss_D: 0.0704\tLoss_G: 2.0715\tD(x): 1.0\tD(G(z)): 0.06 \t 10.18 s\n",
            "[2551/5000][25/38]\tLoss_D: 0.1486\tLoss_G: 2.972\tD(x): 0.98\tD(G(z)): 0.1 \t 7.15 s\n",
            "[2551/5000][30/38]\tLoss_D: 0.1542\tLoss_G: 2.0969\tD(x): 0.99\tD(G(z)): 0.13 \t 8.92 s\n",
            "[2551/5000][35/38]\tLoss_D: 0.1111\tLoss_G: 3.5645\tD(x): 0.99\tD(G(z)): 0.1 \t 7.69 s\n",
            "[2552/5000][0/38]\tLoss_D: 0.1436\tLoss_G: 2.6453\tD(x): 1.0\tD(G(z)): 0.12 \t 5.15 s\n",
            "[2552/5000][5/38]\tLoss_D: 0.2336\tLoss_G: 2.1761\tD(x): 1.0\tD(G(z)): 0.18 \t 7.87 s\n",
            "[2552/5000][10/38]\tLoss_D: 0.1949\tLoss_G: 2.4367\tD(x): 0.99\tD(G(z)): 0.16 \t 8.43 s\n",
            "[2552/5000][15/38]\tLoss_D: 0.1261\tLoss_G: 2.9803\tD(x): 0.97\tD(G(z)): 0.07 \t 7.75 s\n",
            "[2552/5000][20/38]\tLoss_D: 0.1426\tLoss_G: 2.2313\tD(x): 0.99\tD(G(z)): 0.12 \t 9.05 s\n",
            "[2552/5000][25/38]\tLoss_D: 0.1152\tLoss_G: 3.2685\tD(x): 0.96\tD(G(z)): 0.05 \t 7.11 s\n",
            "[2552/5000][30/38]\tLoss_D: 0.1659\tLoss_G: 2.3719\tD(x): 0.92\tD(G(z)): 0.05 \t 10.16 s\n",
            "[2552/5000][35/38]\tLoss_D: 0.2236\tLoss_G: 2.097\tD(x): 1.0\tD(G(z)): 0.18 \t 6.11 s\n",
            "[2553/5000][0/38]\tLoss_D: 0.1804\tLoss_G: 2.5307\tD(x): 0.92\tD(G(z)): 0.06 \t 6.43 s\n",
            "[2553/5000][5/38]\tLoss_D: 0.2226\tLoss_G: 2.6596\tD(x): 0.92\tD(G(z)): 0.1 \t 6.25 s\n",
            "[2553/5000][10/38]\tLoss_D: 0.1561\tLoss_G: 2.393\tD(x): 0.95\tD(G(z)): 0.08 \t 10.19 s\n",
            "[2553/5000][15/38]\tLoss_D: 0.6918\tLoss_G: 2.5048\tD(x): 0.6\tD(G(z)): 0.05 \t 6.18 s\n",
            "[2553/5000][20/38]\tLoss_D: 0.1805\tLoss_G: 2.1945\tD(x): 0.97\tD(G(z)): 0.12 \t 10.15 s\n",
            "[2553/5000][25/38]\tLoss_D: 0.0776\tLoss_G: 2.8412\tD(x): 1.0\tD(G(z)): 0.07 \t 6.2 s\n",
            "[2553/5000][30/38]\tLoss_D: 0.2211\tLoss_G: 2.0787\tD(x): 0.91\tD(G(z)): 0.09 \t 10.17 s\n",
            "[2553/5000][35/38]\tLoss_D: 0.2138\tLoss_G: 1.6515\tD(x): 0.93\tD(G(z)): 0.11 \t 7.3 s\n",
            "[2554/5000][0/38]\tLoss_D: 0.1035\tLoss_G: 2.266\tD(x): 1.0\tD(G(z)): 0.1 \t 5.8 s\n",
            "[2554/5000][5/38]\tLoss_D: 0.0454\tLoss_G: 1.9856\tD(x): 1.0\tD(G(z)): 0.04 \t 6.34 s\n",
            "[2554/5000][10/38]\tLoss_D: 0.1883\tLoss_G: 2.726\tD(x): 0.97\tD(G(z)): 0.12 \t 9.92 s\n",
            "[2554/5000][15/38]\tLoss_D: 0.0624\tLoss_G: 2.6596\tD(x): 1.0\tD(G(z)): 0.06 \t 7.92 s\n",
            "[2554/5000][20/38]\tLoss_D: 0.2152\tLoss_G: 2.7325\tD(x): 1.0\tD(G(z)): 0.18 \t 8.39 s\n",
            "[2554/5000][25/38]\tLoss_D: 0.2048\tLoss_G: 2.6156\tD(x): 0.92\tD(G(z)): 0.08 \t 7.69 s\n",
            "[2554/5000][30/38]\tLoss_D: 0.3453\tLoss_G: 2.4793\tD(x): 0.96\tD(G(z)): 0.19 \t 9.18 s\n",
            "[2554/5000][35/38]\tLoss_D: 0.0391\tLoss_G: 4.088\tD(x): 1.0\tD(G(z)): 0.03 \t 7.13 s\n",
            "[2555/5000][0/38]\tLoss_D: 0.1661\tLoss_G: 2.9716\tD(x): 0.97\tD(G(z)): 0.08 \t 5.35 s\n",
            "[2555/5000][5/38]\tLoss_D: 0.4578\tLoss_G: 1.4233\tD(x): 0.77\tD(G(z)): 0.1 \t 7.71 s\n",
            "[2555/5000][10/38]\tLoss_D: 0.2659\tLoss_G: 2.9711\tD(x): 0.86\tD(G(z)): 0.06 \t 10.32 s\n",
            "[2555/5000][15/38]\tLoss_D: 0.1884\tLoss_G: 2.762\tD(x): 1.0\tD(G(z)): 0.16 \t 6.07 s\n",
            "[2555/5000][20/38]\tLoss_D: 0.5927\tLoss_G: 2.8381\tD(x): 0.66\tD(G(z)): 0.05 \t 10.06 s\n",
            "[2555/5000][25/38]\tLoss_D: 0.1081\tLoss_G: 2.5127\tD(x): 1.0\tD(G(z)): 0.1 \t 6.04 s\n",
            "[2555/5000][30/38]\tLoss_D: 0.158\tLoss_G: 2.7263\tD(x): 0.94\tD(G(z)): 0.07 \t 10.14 s\n",
            "[2555/5000][35/38]\tLoss_D: 0.0551\tLoss_G: 2.7378\tD(x): 1.0\tD(G(z)): 0.05 \t 6.1 s\n",
            "[2556/5000][0/38]\tLoss_D: 0.3483\tLoss_G: 2.1763\tD(x): 1.0\tD(G(z)): 0.23 \t 6.47 s\n",
            "[2556/5000][5/38]\tLoss_D: 0.3116\tLoss_G: 2.152\tD(x): 1.0\tD(G(z)): 0.23 \t 6.06 s\n",
            "[2556/5000][10/38]\tLoss_D: 0.1395\tLoss_G: 2.3017\tD(x): 1.0\tD(G(z)): 0.12 \t 10.29 s\n",
            "[2556/5000][15/38]\tLoss_D: 0.0586\tLoss_G: 3.3498\tD(x): 0.99\tD(G(z)): 0.04 \t 6.57 s\n",
            "[2556/5000][20/38]\tLoss_D: 0.1232\tLoss_G: 2.7367\tD(x): 0.99\tD(G(z)): 0.1 \t 9.58 s\n",
            "[2556/5000][25/38]\tLoss_D: 0.1318\tLoss_G: 2.9529\tD(x): 0.98\tD(G(z)): 0.1 \t 7.9 s\n",
            "[2556/5000][30/38]\tLoss_D: 0.0498\tLoss_G: 2.9084\tD(x): 1.0\tD(G(z)): 0.05 \t 8.56 s\n",
            "[2556/5000][35/38]\tLoss_D: 0.2176\tLoss_G: 2.621\tD(x): 0.93\tD(G(z)): 0.1 \t 7.85 s\n",
            "[2557/5000][0/38]\tLoss_D: 0.2124\tLoss_G: 2.2035\tD(x): 0.99\tD(G(z)): 0.18 \t 5.35 s\n",
            "[2557/5000][5/38]\tLoss_D: 0.1324\tLoss_G: 2.0217\tD(x): 0.98\tD(G(z)): 0.09 \t 7.74 s\n",
            "[2557/5000][10/38]\tLoss_D: 0.1229\tLoss_G: 2.6453\tD(x): 1.0\tD(G(z)): 0.11 \t 8.78 s\n",
            "[2557/5000][15/38]\tLoss_D: 0.3196\tLoss_G: 2.0494\tD(x): 0.88\tD(G(z)): 0.13 \t 7.58 s\n",
            "[2557/5000][20/38]\tLoss_D: 0.18\tLoss_G: 3.2329\tD(x): 0.92\tD(G(z)): 0.06 \t 10.12 s\n",
            "[2557/5000][25/38]\tLoss_D: 0.1316\tLoss_G: 3.1571\tD(x): 0.99\tD(G(z)): 0.1 \t 6.07 s\n",
            "[2557/5000][30/38]\tLoss_D: 0.1856\tLoss_G: 2.4878\tD(x): 0.95\tD(G(z)): 0.11 \t 10.23 s\n",
            "[2557/5000][35/38]\tLoss_D: 0.1339\tLoss_G: 2.9732\tD(x): 1.0\tD(G(z)): 0.12 \t 6.19 s\n",
            "[2558/5000][0/38]\tLoss_D: 0.0961\tLoss_G: 3.7638\tD(x): 0.99\tD(G(z)): 0.07 \t 6.66 s\n",
            "[2558/5000][5/38]\tLoss_D: 0.4588\tLoss_G: 3.14\tD(x): 0.93\tD(G(z)): 0.22 \t 6.18 s\n",
            "[2558/5000][10/38]\tLoss_D: 0.3929\tLoss_G: 1.354\tD(x): 1.0\tD(G(z)): 0.28 \t 10.18 s\n",
            "[2558/5000][15/38]\tLoss_D: 0.0787\tLoss_G: 2.5423\tD(x): 1.0\tD(G(z)): 0.07 \t 6.14 s\n",
            "[2558/5000][20/38]\tLoss_D: 0.3008\tLoss_G: 2.2271\tD(x): 0.85\tD(G(z)): 0.08 \t 10.64 s\n",
            "[2558/5000][25/38]\tLoss_D: 0.1651\tLoss_G: 2.6015\tD(x): 0.99\tD(G(z)): 0.13 \t 8.05 s\n",
            "[2558/5000][30/38]\tLoss_D: 0.1425\tLoss_G: 1.9627\tD(x): 0.98\tD(G(z)): 0.11 \t 8.91 s\n",
            "[2558/5000][35/38]\tLoss_D: 0.1505\tLoss_G: 2.8131\tD(x): 0.95\tD(G(z)): 0.08 \t 8.02 s\n",
            "[2559/5000][0/38]\tLoss_D: 0.2474\tLoss_G: 2.0098\tD(x): 1.0\tD(G(z)): 0.2 \t 5.61 s\n",
            "[2559/5000][5/38]\tLoss_D: 0.0939\tLoss_G: 2.8065\tD(x): 1.0\tD(G(z)): 0.09 \t 8.33 s\n",
            "[2559/5000][10/38]\tLoss_D: 0.2616\tLoss_G: 2.5535\tD(x): 0.88\tD(G(z)): 0.09 \t 8.98 s\n",
            "[2559/5000][15/38]\tLoss_D: 0.1771\tLoss_G: 2.0699\tD(x): 1.0\tD(G(z)): 0.15 \t 7.3 s\n",
            "[2559/5000][20/38]\tLoss_D: 0.3327\tLoss_G: 3.0971\tD(x): 0.97\tD(G(z)): 0.17 \t 10.18 s\n",
            "[2559/5000][25/38]\tLoss_D: 0.2689\tLoss_G: 3.3965\tD(x): 0.99\tD(G(z)): 0.17 \t 6.08 s\n",
            "[2559/5000][30/38]\tLoss_D: 0.098\tLoss_G: 2.3965\tD(x): 1.0\tD(G(z)): 0.09 \t 9.82 s\n",
            "[2559/5000][35/38]\tLoss_D: 0.3024\tLoss_G: 3.1502\tD(x): 0.81\tD(G(z)): 0.03 \t 6.37 s\n",
            "[2560/5000][0/38]\tLoss_D: 0.5632\tLoss_G: 2.1403\tD(x): 1.0\tD(G(z)): 0.31 \t 6.58 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2560 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2560/5000][5/38]\tLoss_D: 0.1061\tLoss_G: 2.5488\tD(x): 1.0\tD(G(z)): 0.09 \t 6.21 s\n",
            "[2560/5000][10/38]\tLoss_D: 0.1762\tLoss_G: 3.266\tD(x): 1.0\tD(G(z)): 0.15 \t 10.33 s\n",
            "[2560/5000][15/38]\tLoss_D: 0.3992\tLoss_G: 2.0319\tD(x): 1.0\tD(G(z)): 0.26 \t 5.88 s\n",
            "[2560/5000][20/38]\tLoss_D: 0.1179\tLoss_G: 2.9645\tD(x): 1.0\tD(G(z)): 0.11 \t 10.12 s\n",
            "[2560/5000][25/38]\tLoss_D: 0.1608\tLoss_G: 1.7736\tD(x): 1.0\tD(G(z)): 0.14 \t 6.75 s\n",
            "[2560/5000][30/38]\tLoss_D: 0.1157\tLoss_G: 2.3718\tD(x): 0.99\tD(G(z)): 0.09 \t 9.42 s\n",
            "[2560/5000][35/38]\tLoss_D: 0.1657\tLoss_G: 2.1984\tD(x): 0.96\tD(G(z)): 0.1 \t 7.9 s\n",
            "[2561/5000][0/38]\tLoss_D: 0.1438\tLoss_G: 2.522\tD(x): 1.0\tD(G(z)): 0.13 \t 5.16 s\n",
            "[2561/5000][5/38]\tLoss_D: 0.0816\tLoss_G: 2.4343\tD(x): 1.0\tD(G(z)): 0.07 \t 7.68 s\n",
            "[2561/5000][10/38]\tLoss_D: 0.1453\tLoss_G: 2.0747\tD(x): 1.0\tD(G(z)): 0.13 \t 8.55 s\n",
            "[2561/5000][15/38]\tLoss_D: 0.298\tLoss_G: 1.641\tD(x): 0.99\tD(G(z)): 0.22 \t 7.77 s\n",
            "[2561/5000][20/38]\tLoss_D: 0.172\tLoss_G: 3.1688\tD(x): 0.94\tD(G(z)): 0.07 \t 8.51 s\n",
            "[2561/5000][25/38]\tLoss_D: 0.1074\tLoss_G: 2.9327\tD(x): 0.99\tD(G(z)): 0.09 \t 7.62 s\n",
            "[2561/5000][30/38]\tLoss_D: 0.1216\tLoss_G: 2.2376\tD(x): 0.99\tD(G(z)): 0.1 \t 10.07 s\n",
            "[2561/5000][35/38]\tLoss_D: 0.1412\tLoss_G: 3.4903\tD(x): 1.0\tD(G(z)): 0.12 \t 6.09 s\n",
            "[2562/5000][0/38]\tLoss_D: 0.0836\tLoss_G: 2.3239\tD(x): 0.98\tD(G(z)): 0.05 \t 6.31 s\n",
            "[2562/5000][5/38]\tLoss_D: 0.1166\tLoss_G: 2.0459\tD(x): 0.96\tD(G(z)): 0.05 \t 6.72 s\n",
            "[2562/5000][10/38]\tLoss_D: 0.2913\tLoss_G: 2.9639\tD(x): 0.94\tD(G(z)): 0.13 \t 10.04 s\n",
            "[2562/5000][15/38]\tLoss_D: 0.1755\tLoss_G: 3.3819\tD(x): 0.93\tD(G(z)): 0.07 \t 6.11 s\n",
            "[2562/5000][20/38]\tLoss_D: 0.1269\tLoss_G: 2.4438\tD(x): 0.99\tD(G(z)): 0.11 \t 10.26 s\n",
            "[2562/5000][25/38]\tLoss_D: 0.0587\tLoss_G: 2.9253\tD(x): 0.99\tD(G(z)): 0.04 \t 6.02 s\n",
            "[2562/5000][30/38]\tLoss_D: 0.2516\tLoss_G: 2.3034\tD(x): 0.99\tD(G(z)): 0.2 \t 10.13 s\n",
            "[2562/5000][35/38]\tLoss_D: 0.3472\tLoss_G: 2.6261\tD(x): 1.0\tD(G(z)): 0.26 \t 7.05 s\n",
            "[2563/5000][0/38]\tLoss_D: 0.1073\tLoss_G: 1.8857\tD(x): 0.98\tD(G(z)): 0.08 \t 6.16 s\n",
            "[2563/5000][5/38]\tLoss_D: 0.0672\tLoss_G: 3.1863\tD(x): 1.0\tD(G(z)): 0.06 \t 6.0 s\n",
            "[2563/5000][10/38]\tLoss_D: 0.7649\tLoss_G: 2.2641\tD(x): 1.0\tD(G(z)): 0.25 \t 10.3 s\n",
            "[2563/5000][15/38]\tLoss_D: 0.4444\tLoss_G: 3.3822\tD(x): 0.99\tD(G(z)): 0.27 \t 7.54 s\n",
            "[2563/5000][20/38]\tLoss_D: 0.3184\tLoss_G: 2.2007\tD(x): 0.97\tD(G(z)): 0.21 \t 8.85 s\n",
            "[2563/5000][25/38]\tLoss_D: 0.072\tLoss_G: 3.2266\tD(x): 0.99\tD(G(z)): 0.06 \t 7.84 s\n",
            "[2563/5000][30/38]\tLoss_D: 0.2255\tLoss_G: 2.452\tD(x): 1.0\tD(G(z)): 0.16 \t 8.93 s\n",
            "[2563/5000][35/38]\tLoss_D: 0.0616\tLoss_G: 2.6109\tD(x): 1.0\tD(G(z)): 0.06 \t 7.36 s\n",
            "[2564/5000][0/38]\tLoss_D: 0.1736\tLoss_G: 2.8814\tD(x): 0.99\tD(G(z)): 0.14 \t 5.29 s\n",
            "[2564/5000][5/38]\tLoss_D: 0.1814\tLoss_G: 1.8748\tD(x): 0.97\tD(G(z)): 0.12 \t 7.87 s\n",
            "[2564/5000][10/38]\tLoss_D: 0.5359\tLoss_G: 2.5014\tD(x): 0.7\tD(G(z)): 0.08 \t 9.66 s\n",
            "[2564/5000][15/38]\tLoss_D: 1.0071\tLoss_G: 1.9513\tD(x): 0.47\tD(G(z)): 0.07 \t 6.35 s\n",
            "[2564/5000][20/38]\tLoss_D: 0.1936\tLoss_G: 2.2192\tD(x): 0.93\tD(G(z)): 0.09 \t 10.05 s\n",
            "[2564/5000][25/38]\tLoss_D: 0.2201\tLoss_G: 2.5596\tD(x): 1.0\tD(G(z)): 0.17 \t 6.17 s\n",
            "[2564/5000][30/38]\tLoss_D: 0.3424\tLoss_G: 2.428\tD(x): 0.93\tD(G(z)): 0.18 \t 9.95 s\n",
            "[2564/5000][35/38]\tLoss_D: 0.0846\tLoss_G: 3.6276\tD(x): 0.99\tD(G(z)): 0.07 \t 6.32 s\n",
            "[2565/5000][0/38]\tLoss_D: 0.1294\tLoss_G: 2.7239\tD(x): 0.95\tD(G(z)): 0.05 \t 6.57 s\n",
            "[2565/5000][5/38]\tLoss_D: 0.8556\tLoss_G: 2.9055\tD(x): 1.0\tD(G(z)): 0.26 \t 6.07 s\n",
            "[2565/5000][10/38]\tLoss_D: 0.0689\tLoss_G: 2.659\tD(x): 0.99\tD(G(z)): 0.06 \t 10.21 s\n",
            "[2565/5000][15/38]\tLoss_D: 0.1757\tLoss_G: 3.0813\tD(x): 0.96\tD(G(z)): 0.1 \t 6.32 s\n",
            "[2565/5000][20/38]\tLoss_D: 0.1104\tLoss_G: 3.2165\tD(x): 0.95\tD(G(z)): 0.04 \t 10.05 s\n",
            "[2565/5000][25/38]\tLoss_D: 0.0796\tLoss_G: 3.1922\tD(x): 1.0\tD(G(z)): 0.07 \t 7.84 s\n",
            "[2565/5000][30/38]\tLoss_D: 0.0739\tLoss_G: 3.0339\tD(x): 0.99\tD(G(z)): 0.06 \t 8.33 s\n",
            "[2565/5000][35/38]\tLoss_D: 0.1747\tLoss_G: 2.5909\tD(x): 0.97\tD(G(z)): 0.11 \t 7.95 s\n",
            "[2566/5000][0/38]\tLoss_D: 0.2895\tLoss_G: 2.154\tD(x): 0.88\tD(G(z)): 0.1 \t 5.43 s\n",
            "[2566/5000][5/38]\tLoss_D: 0.0949\tLoss_G: 2.6975\tD(x): 0.98\tD(G(z)): 0.06 \t 7.86 s\n",
            "[2566/5000][10/38]\tLoss_D: 0.2568\tLoss_G: 2.0711\tD(x): 0.89\tD(G(z)): 0.08 \t 8.56 s\n",
            "[2566/5000][15/38]\tLoss_D: 0.2569\tLoss_G: 2.6461\tD(x): 1.0\tD(G(z)): 0.21 \t 7.97 s\n",
            "[2566/5000][20/38]\tLoss_D: 0.0763\tLoss_G: 3.3181\tD(x): 1.0\tD(G(z)): 0.07 \t 9.66 s\n",
            "[2566/5000][25/38]\tLoss_D: 0.122\tLoss_G: 2.927\tD(x): 0.95\tD(G(z)): 0.05 \t 6.26 s\n",
            "[2566/5000][30/38]\tLoss_D: 0.1666\tLoss_G: 2.4035\tD(x): 0.97\tD(G(z)): 0.12 \t 10.07 s\n",
            "[2566/5000][35/38]\tLoss_D: 0.4903\tLoss_G: 2.4263\tD(x): 0.96\tD(G(z)): 0.27 \t 6.07 s\n",
            "[2567/5000][0/38]\tLoss_D: 0.1072\tLoss_G: 2.9667\tD(x): 0.96\tD(G(z)): 0.06 \t 7.04 s\n",
            "[2567/5000][5/38]\tLoss_D: 0.1186\tLoss_G: 3.0046\tD(x): 0.99\tD(G(z)): 0.09 \t 6.01 s\n",
            "[2567/5000][10/38]\tLoss_D: 0.6985\tLoss_G: 2.2737\tD(x): 0.6\tD(G(z)): 0.04 \t 10.12 s\n",
            "[2567/5000][15/38]\tLoss_D: 0.0871\tLoss_G: 2.6383\tD(x): 0.99\tD(G(z)): 0.07 \t 6.23 s\n",
            "[2567/5000][20/38]\tLoss_D: 0.098\tLoss_G: 2.7365\tD(x): 1.0\tD(G(z)): 0.09 \t 10.31 s\n",
            "[2567/5000][25/38]\tLoss_D: 0.2007\tLoss_G: 2.7828\tD(x): 1.0\tD(G(z)): 0.17 \t 6.75 s\n",
            "[2567/5000][30/38]\tLoss_D: 0.1248\tLoss_G: 1.869\tD(x): 1.0\tD(G(z)): 0.11 \t 9.43 s\n",
            "[2567/5000][35/38]\tLoss_D: 0.1696\tLoss_G: 1.973\tD(x): 1.0\tD(G(z)): 0.14 \t 7.9 s\n",
            "[2568/5000][0/38]\tLoss_D: 1.8726\tLoss_G: 4.7269\tD(x): 0.21\tD(G(z)): 0.0 \t 5.24 s\n",
            "[2568/5000][5/38]\tLoss_D: 4.0067\tLoss_G: 0.8086\tD(x): 0.07\tD(G(z)): 0.04 \t 7.61 s\n",
            "[2568/5000][10/38]\tLoss_D: 5.5328\tLoss_G: 4.9954\tD(x): 0.01\tD(G(z)): 0.0 \t 8.59 s\n",
            "[2568/5000][15/38]\tLoss_D: 2.7452\tLoss_G: 3.0567\tD(x): 0.1\tD(G(z)): 0.04 \t 7.79 s\n",
            "[2568/5000][20/38]\tLoss_D: 1.6504\tLoss_G: 1.6509\tD(x): 0.42\tD(G(z)): 0.23 \t 8.42 s\n",
            "[2568/5000][25/38]\tLoss_D: 1.1955\tLoss_G: 1.0689\tD(x): 0.55\tD(G(z)): 0.28 \t 7.74 s\n",
            "[2568/5000][30/38]\tLoss_D: 3.8204\tLoss_G: 1.6924\tD(x): 0.52\tD(G(z)): 0.41 \t 10.06 s\n",
            "[2568/5000][35/38]\tLoss_D: 1.2269\tLoss_G: 1.3338\tD(x): 0.66\tD(G(z)): 0.35 \t 6.22 s\n",
            "[2569/5000][0/38]\tLoss_D: 1.2559\tLoss_G: 1.5441\tD(x): 0.59\tD(G(z)): 0.35 \t 6.11 s\n",
            "[2569/5000][5/38]\tLoss_D: 0.742\tLoss_G: 1.375\tD(x): 0.74\tD(G(z)): 0.26 \t 6.75 s\n",
            "[2569/5000][10/38]\tLoss_D: 3.7397\tLoss_G: 4.7688\tD(x): 0.04\tD(G(z)): 0.01 \t 10.13 s\n",
            "[2569/5000][15/38]\tLoss_D: 2.4007\tLoss_G: 2.629\tD(x): 0.12\tD(G(z)): 0.02 \t 6.11 s\n",
            "[2569/5000][20/38]\tLoss_D: 1.9266\tLoss_G: 1.9022\tD(x): 0.21\tD(G(z)): 0.07 \t 10.38 s\n",
            "[2569/5000][25/38]\tLoss_D: 0.5567\tLoss_G: 1.951\tD(x): 0.77\tD(G(z)): 0.16 \t 6.02 s\n",
            "[2569/5000][30/38]\tLoss_D: 1.5708\tLoss_G: 2.7955\tD(x): 0.29\tD(G(z)): 0.02 \t 10.27 s\n",
            "[2569/5000][35/38]\tLoss_D: 1.1688\tLoss_G: 2.8912\tD(x): 0.73\tD(G(z)): 0.31 \t 6.9 s\n",
            "[2570/5000][0/38]\tLoss_D: 1.3832\tLoss_G: 4.7352\tD(x): 0.97\tD(G(z)): 0.47 \t 5.97 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2570 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2570/5000][5/38]\tLoss_D: 0.8564\tLoss_G: 2.4504\tD(x): 0.87\tD(G(z)): 0.2 \t 6.24 s\n",
            "[2570/5000][10/38]\tLoss_D: 0.6926\tLoss_G: 1.9333\tD(x): 0.83\tD(G(z)): 0.26 \t 10.37 s\n",
            "[2570/5000][15/38]\tLoss_D: 0.4633\tLoss_G: 2.5716\tD(x): 0.78\tD(G(z)): 0.11 \t 7.7 s\n",
            "[2570/5000][20/38]\tLoss_D: 0.3533\tLoss_G: 1.8523\tD(x): 0.92\tD(G(z)): 0.19 \t 8.58 s\n",
            "[2570/5000][25/38]\tLoss_D: 0.1591\tLoss_G: 1.1365\tD(x): 0.99\tD(G(z)): 0.13 \t 7.73 s\n",
            "[2570/5000][30/38]\tLoss_D: 0.3185\tLoss_G: 1.499\tD(x): 0.98\tD(G(z)): 0.21 \t 8.38 s\n",
            "[2570/5000][35/38]\tLoss_D: 0.4991\tLoss_G: 2.5777\tD(x): 0.85\tD(G(z)): 0.19 \t 7.72 s\n",
            "[2571/5000][0/38]\tLoss_D: 0.2305\tLoss_G: 2.9511\tD(x): 0.95\tD(G(z)): 0.14 \t 5.49 s\n",
            "[2571/5000][5/38]\tLoss_D: 0.2236\tLoss_G: 2.8459\tD(x): 0.99\tD(G(z)): 0.18 \t 7.74 s\n",
            "[2571/5000][10/38]\tLoss_D: 0.0868\tLoss_G: 3.0182\tD(x): 0.99\tD(G(z)): 0.07 \t 9.36 s\n",
            "[2571/5000][15/38]\tLoss_D: 0.1034\tLoss_G: 3.409\tD(x): 0.99\tD(G(z)): 0.08 \t 6.85 s\n",
            "[2571/5000][20/38]\tLoss_D: 0.3095\tLoss_G: 1.6571\tD(x): 0.91\tD(G(z)): 0.16 \t 10.14 s\n",
            "[2571/5000][25/38]\tLoss_D: 0.2069\tLoss_G: 2.3445\tD(x): 0.95\tD(G(z)): 0.11 \t 6.1 s\n",
            "[2571/5000][30/38]\tLoss_D: 0.6106\tLoss_G: 2.2054\tD(x): 0.67\tD(G(z)): 0.09 \t 10.12 s\n",
            "[2571/5000][35/38]\tLoss_D: 0.1434\tLoss_G: 2.3128\tD(x): 1.0\tD(G(z)): 0.08 \t 5.91 s\n",
            "[2572/5000][0/38]\tLoss_D: 0.1111\tLoss_G: 2.6176\tD(x): 0.99\tD(G(z)): 0.09 \t 6.65 s\n",
            "[2572/5000][5/38]\tLoss_D: 0.1746\tLoss_G: 3.0295\tD(x): 0.98\tD(G(z)): 0.13 \t 5.94 s\n",
            "[2572/5000][10/38]\tLoss_D: 0.0933\tLoss_G: 2.8875\tD(x): 0.98\tD(G(z)): 0.05 \t 10.09 s\n",
            "[2572/5000][15/38]\tLoss_D: 0.2579\tLoss_G: 2.7363\tD(x): 0.91\tD(G(z)): 0.12 \t 6.08 s\n",
            "[2572/5000][20/38]\tLoss_D: 0.3183\tLoss_G: 2.3471\tD(x): 0.86\tD(G(z)): 0.09 \t 10.02 s\n",
            "[2572/5000][25/38]\tLoss_D: 0.3207\tLoss_G: 2.0296\tD(x): 0.91\tD(G(z)): 0.17 \t 7.32 s\n",
            "[2572/5000][30/38]\tLoss_D: 0.2701\tLoss_G: 2.1491\tD(x): 0.96\tD(G(z)): 0.13 \t 8.63 s\n",
            "[2572/5000][35/38]\tLoss_D: 0.494\tLoss_G: 1.9804\tD(x): 0.78\tD(G(z)): 0.13 \t 7.84 s\n",
            "[2573/5000][0/38]\tLoss_D: 0.3721\tLoss_G: 2.1604\tD(x): 0.83\tD(G(z)): 0.1 \t 5.02 s\n",
            "[2573/5000][5/38]\tLoss_D: 0.2656\tLoss_G: 2.8199\tD(x): 0.97\tD(G(z)): 0.18 \t 7.66 s\n",
            "[2573/5000][10/38]\tLoss_D: 0.146\tLoss_G: 2.4752\tD(x): 0.98\tD(G(z)): 0.11 \t 8.52 s\n",
            "[2573/5000][15/38]\tLoss_D: 0.2993\tLoss_G: 2.695\tD(x): 0.9\tD(G(z)): 0.13 \t 7.75 s\n",
            "[2573/5000][20/38]\tLoss_D: 0.1578\tLoss_G: 2.6831\tD(x): 1.0\tD(G(z)): 0.13 \t 9.32 s\n",
            "[2573/5000][25/38]\tLoss_D: 0.3435\tLoss_G: 1.6868\tD(x): 0.85\tD(G(z)): 0.1 \t 6.92 s\n",
            "[2573/5000][30/38]\tLoss_D: 0.3686\tLoss_G: 2.527\tD(x): 0.81\tD(G(z)): 0.08 \t 10.22 s\n",
            "[2573/5000][35/38]\tLoss_D: 0.1198\tLoss_G: 2.9315\tD(x): 1.0\tD(G(z)): 0.1 \t 5.98 s\n",
            "[2574/5000][0/38]\tLoss_D: 0.1606\tLoss_G: 2.1661\tD(x): 0.97\tD(G(z)): 0.09 \t 6.58 s\n",
            "[2574/5000][5/38]\tLoss_D: 0.4119\tLoss_G: 2.6168\tD(x): 0.76\tD(G(z)): 0.06 \t 6.21 s\n",
            "[2574/5000][10/38]\tLoss_D: 0.1609\tLoss_G: 2.3763\tD(x): 1.0\tD(G(z)): 0.14 \t 10.02 s\n",
            "[2574/5000][15/38]\tLoss_D: 0.2858\tLoss_G: 1.8622\tD(x): 0.99\tD(G(z)): 0.21 \t 6.04 s\n",
            "[2574/5000][20/38]\tLoss_D: 0.0701\tLoss_G: 2.9252\tD(x): 1.0\tD(G(z)): 0.06 \t 9.99 s\n",
            "[2574/5000][25/38]\tLoss_D: 0.1427\tLoss_G: 2.5282\tD(x): 0.96\tD(G(z)): 0.07 \t 6.03 s\n",
            "[2574/5000][30/38]\tLoss_D: 0.1459\tLoss_G: 2.7716\tD(x): 0.97\tD(G(z)): 0.1 \t 10.05 s\n",
            "[2574/5000][35/38]\tLoss_D: 0.2501\tLoss_G: 2.1052\tD(x): 0.98\tD(G(z)): 0.18 \t 6.65 s\n",
            "[2575/5000][0/38]\tLoss_D: 0.1681\tLoss_G: 3.1317\tD(x): 1.0\tD(G(z)): 0.11 \t 5.91 s\n",
            "[2575/5000][5/38]\tLoss_D: 0.075\tLoss_G: 3.0647\tD(x): 0.99\tD(G(z)): 0.06 \t 5.84 s\n",
            "[2575/5000][10/38]\tLoss_D: 0.2311\tLoss_G: 2.4121\tD(x): 0.98\tD(G(z)): 0.17 \t 10.32 s\n",
            "[2575/5000][15/38]\tLoss_D: 0.2269\tLoss_G: 2.0558\tD(x): 1.0\tD(G(z)): 0.17 \t 7.29 s\n",
            "[2575/5000][20/38]\tLoss_D: 0.2282\tLoss_G: 2.2749\tD(x): 0.97\tD(G(z)): 0.16 \t 8.9 s\n",
            "[2575/5000][25/38]\tLoss_D: 0.3235\tLoss_G: 2.3755\tD(x): 0.88\tD(G(z)): 0.12 \t 7.63 s\n",
            "[2575/5000][30/38]\tLoss_D: 0.1765\tLoss_G: 2.5616\tD(x): 0.97\tD(G(z)): 0.11 \t 8.33 s\n",
            "[2575/5000][35/38]\tLoss_D: 0.1067\tLoss_G: 2.9784\tD(x): 0.99\tD(G(z)): 0.09 \t 7.71 s\n",
            "[2576/5000][0/38]\tLoss_D: 0.5019\tLoss_G: 2.8431\tD(x): 0.76\tD(G(z)): 0.12 \t 5.1 s\n",
            "[2576/5000][5/38]\tLoss_D: 0.1921\tLoss_G: 2.827\tD(x): 0.92\tD(G(z)): 0.06 \t 7.68 s\n",
            "[2576/5000][10/38]\tLoss_D: 0.0974\tLoss_G: 2.6109\tD(x): 0.99\tD(G(z)): 0.08 \t 8.78 s\n",
            "[2576/5000][15/38]\tLoss_D: 0.0746\tLoss_G: 3.4871\tD(x): 1.0\tD(G(z)): 0.07 \t 7.26 s\n",
            "[2576/5000][20/38]\tLoss_D: 0.1287\tLoss_G: 2.7319\tD(x): 1.0\tD(G(z)): 0.12 \t 10.09 s\n",
            "[2576/5000][25/38]\tLoss_D: 0.1367\tLoss_G: 2.6567\tD(x): 0.97\tD(G(z)): 0.09 \t 6.05 s\n",
            "[2576/5000][30/38]\tLoss_D: 0.0943\tLoss_G: 2.9181\tD(x): 0.98\tD(G(z)): 0.06 \t 10.22 s\n",
            "[2576/5000][35/38]\tLoss_D: 0.3308\tLoss_G: 2.2183\tD(x): 0.85\tD(G(z)): 0.11 \t 6.0 s\n",
            "[2577/5000][0/38]\tLoss_D: 0.2115\tLoss_G: 2.6547\tD(x): 0.98\tD(G(z)): 0.15 \t 6.41 s\n",
            "[2577/5000][5/38]\tLoss_D: 0.1722\tLoss_G: 2.172\tD(x): 1.0\tD(G(z)): 0.13 \t 5.9 s\n",
            "[2577/5000][10/38]\tLoss_D: 0.1811\tLoss_G: 2.49\tD(x): 0.95\tD(G(z)): 0.09 \t 10.07 s\n",
            "[2577/5000][15/38]\tLoss_D: 0.1862\tLoss_G: 2.4577\tD(x): 1.0\tD(G(z)): 0.16 \t 6.12 s\n",
            "[2577/5000][20/38]\tLoss_D: 0.2524\tLoss_G: 2.8369\tD(x): 0.9\tD(G(z)): 0.1 \t 10.29 s\n",
            "[2577/5000][25/38]\tLoss_D: 0.1612\tLoss_G: 2.4882\tD(x): 1.0\tD(G(z)): 0.14 \t 7.09 s\n",
            "[2577/5000][30/38]\tLoss_D: 0.1084\tLoss_G: 2.9019\tD(x): 0.99\tD(G(z)): 0.08 \t 9.49 s\n",
            "[2577/5000][35/38]\tLoss_D: 0.2949\tLoss_G: 2.56\tD(x): 0.99\tD(G(z)): 0.22 \t 7.98 s\n",
            "[2578/5000][0/38]\tLoss_D: 0.0433\tLoss_G: 3.4018\tD(x): 1.0\tD(G(z)): 0.04 \t 5.17 s\n",
            "[2578/5000][5/38]\tLoss_D: 0.3918\tLoss_G: 2.3829\tD(x): 0.96\tD(G(z)): 0.23 \t 7.49 s\n",
            "[2578/5000][10/38]\tLoss_D: 0.3989\tLoss_G: 2.3943\tD(x): 0.82\tD(G(z)): 0.12 \t 8.9 s\n",
            "[2578/5000][15/38]\tLoss_D: 0.1836\tLoss_G: 2.7029\tD(x): 1.0\tD(G(z)): 0.14 \t 7.97 s\n",
            "[2578/5000][20/38]\tLoss_D: 0.1003\tLoss_G: 2.8861\tD(x): 0.99\tD(G(z)): 0.08 \t 8.73 s\n",
            "[2578/5000][25/38]\tLoss_D: 0.1828\tLoss_G: 2.5481\tD(x): 0.99\tD(G(z)): 0.15 \t 7.47 s\n",
            "[2578/5000][30/38]\tLoss_D: 0.1165\tLoss_G: 2.3788\tD(x): 0.98\tD(G(z)): 0.08 \t 10.28 s\n",
            "[2578/5000][35/38]\tLoss_D: 0.2835\tLoss_G: 2.7499\tD(x): 0.99\tD(G(z)): 0.2 \t 5.93 s\n",
            "[2579/5000][0/38]\tLoss_D: 0.1122\tLoss_G: 2.1886\tD(x): 0.99\tD(G(z)): 0.1 \t 6.06 s\n",
            "[2579/5000][5/38]\tLoss_D: 0.2648\tLoss_G: 2.544\tD(x): 0.87\tD(G(z)): 0.06 \t 6.58 s\n",
            "[2579/5000][10/38]\tLoss_D: 0.0993\tLoss_G: 2.5383\tD(x): 0.98\tD(G(z)): 0.07 \t 10.14 s\n",
            "[2579/5000][15/38]\tLoss_D: 0.234\tLoss_G: 2.1317\tD(x): 0.9\tD(G(z)): 0.08 \t 5.91 s\n",
            "[2579/5000][20/38]\tLoss_D: 0.1122\tLoss_G: 2.3141\tD(x): 1.0\tD(G(z)): 0.1 \t 9.96 s\n",
            "[2579/5000][25/38]\tLoss_D: 0.1101\tLoss_G: 2.9648\tD(x): 1.0\tD(G(z)): 0.1 \t 6.07 s\n",
            "[2579/5000][30/38]\tLoss_D: 0.2101\tLoss_G: 1.6981\tD(x): 0.97\tD(G(z)): 0.14 \t 9.77 s\n",
            "[2579/5000][35/38]\tLoss_D: 0.0913\tLoss_G: 3.3235\tD(x): 0.99\tD(G(z)): 0.08 \t 6.76 s\n",
            "[2580/5000][0/38]\tLoss_D: 0.2079\tLoss_G: 2.5983\tD(x): 0.93\tD(G(z)): 0.1 \t 6.05 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2580 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2580/5000][5/38]\tLoss_D: 0.351\tLoss_G: 3.0964\tD(x): 0.99\tD(G(z)): 0.22 \t 5.96 s\n",
            "[2580/5000][10/38]\tLoss_D: 0.0715\tLoss_G: 2.5954\tD(x): 0.99\tD(G(z)): 0.06 \t 10.13 s\n",
            "[2580/5000][15/38]\tLoss_D: 0.0621\tLoss_G: 2.9971\tD(x): 0.99\tD(G(z)): 0.05 \t 7.1 s\n",
            "[2580/5000][20/38]\tLoss_D: 0.0961\tLoss_G: 2.932\tD(x): 1.0\tD(G(z)): 0.08 \t 9.02 s\n",
            "[2580/5000][25/38]\tLoss_D: 0.2765\tLoss_G: 2.1775\tD(x): 1.0\tD(G(z)): 0.22 \t 7.89 s\n",
            "[2580/5000][30/38]\tLoss_D: 0.1353\tLoss_G: 2.595\tD(x): 0.97\tD(G(z)): 0.08 \t 8.2 s\n",
            "[2580/5000][35/38]\tLoss_D: 0.1483\tLoss_G: 2.7047\tD(x): 0.94\tD(G(z)): 0.06 \t 7.66 s\n",
            "[2581/5000][0/38]\tLoss_D: 0.6496\tLoss_G: 2.2154\tD(x): 0.68\tD(G(z)): 0.14 \t 5.13 s\n",
            "[2581/5000][5/38]\tLoss_D: 0.1365\tLoss_G: 2.5391\tD(x): 0.99\tD(G(z)): 0.11 \t 7.65 s\n",
            "[2581/5000][10/38]\tLoss_D: 0.1136\tLoss_G: 2.5655\tD(x): 0.98\tD(G(z)): 0.08 \t 8.31 s\n",
            "[2581/5000][15/38]\tLoss_D: 0.2058\tLoss_G: 2.7475\tD(x): 0.95\tD(G(z)): 0.07 \t 7.79 s\n",
            "[2581/5000][20/38]\tLoss_D: 0.2212\tLoss_G: 2.6372\tD(x): 0.95\tD(G(z)): 0.13 \t 9.65 s\n",
            "[2581/5000][25/38]\tLoss_D: 0.0847\tLoss_G: 3.0882\tD(x): 0.99\tD(G(z)): 0.06 \t 6.33 s\n",
            "[2581/5000][30/38]\tLoss_D: 0.5643\tLoss_G: 1.9915\tD(x): 0.74\tD(G(z)): 0.15 \t 9.77 s\n",
            "[2581/5000][35/38]\tLoss_D: 0.09\tLoss_G: 3.0633\tD(x): 0.99\tD(G(z)): 0.07 \t 6.2 s\n",
            "[2582/5000][0/38]\tLoss_D: 0.0986\tLoss_G: 3.0633\tD(x): 1.0\tD(G(z)): 0.08 \t 6.82 s\n",
            "[2582/5000][5/38]\tLoss_D: 0.2031\tLoss_G: 1.6811\tD(x): 0.98\tD(G(z)): 0.15 \t 6.04 s\n",
            "[2582/5000][10/38]\tLoss_D: 0.2229\tLoss_G: 1.9089\tD(x): 0.97\tD(G(z)): 0.15 \t 10.19 s\n",
            "[2582/5000][15/38]\tLoss_D: 0.1035\tLoss_G: 3.3717\tD(x): 0.98\tD(G(z)): 0.07 \t 5.92 s\n",
            "[2582/5000][20/38]\tLoss_D: 0.3603\tLoss_G: 3.2071\tD(x): 1.0\tD(G(z)): 0.24 \t 9.96 s\n",
            "[2582/5000][25/38]\tLoss_D: 0.0941\tLoss_G: 3.0278\tD(x): 0.98\tD(G(z)): 0.06 \t 5.98 s\n",
            "[2582/5000][30/38]\tLoss_D: 0.5859\tLoss_G: 2.8549\tD(x): 0.94\tD(G(z)): 0.11 \t 9.97 s\n",
            "[2582/5000][35/38]\tLoss_D: 0.2026\tLoss_G: 2.4412\tD(x): 0.95\tD(G(z)): 0.13 \t 7.69 s\n",
            "[2583/5000][0/38]\tLoss_D: 0.0631\tLoss_G: 3.2777\tD(x): 1.0\tD(G(z)): 0.06 \t 5.2 s\n",
            "[2583/5000][5/38]\tLoss_D: 0.2549\tLoss_G: 2.7126\tD(x): 0.99\tD(G(z)): 0.16 \t 6.66 s\n",
            "[2583/5000][10/38]\tLoss_D: 0.2281\tLoss_G: 2.2232\tD(x): 0.88\tD(G(z)): 0.05 \t 9.5 s\n",
            "[2583/5000][15/38]\tLoss_D: 0.2623\tLoss_G: 2.7494\tD(x): 1.0\tD(G(z)): 0.18 \t 7.67 s\n",
            "[2583/5000][20/38]\tLoss_D: 0.3786\tLoss_G: 2.8616\tD(x): 0.99\tD(G(z)): 0.23 \t 8.39 s\n",
            "[2583/5000][25/38]\tLoss_D: 0.2098\tLoss_G: 1.8245\tD(x): 0.96\tD(G(z)): 0.13 \t 7.81 s\n",
            "[2583/5000][30/38]\tLoss_D: 0.1691\tLoss_G: 3.2724\tD(x): 0.99\tD(G(z)): 0.13 \t 9.29 s\n",
            "[2583/5000][35/38]\tLoss_D: 0.169\tLoss_G: 2.4355\tD(x): 0.92\tD(G(z)): 0.05 \t 6.73 s\n",
            "[2584/5000][0/38]\tLoss_D: 0.1901\tLoss_G: 2.1876\tD(x): 0.99\tD(G(z)): 0.14 \t 5.02 s\n",
            "[2584/5000][5/38]\tLoss_D: 0.4524\tLoss_G: 2.3387\tD(x): 0.76\tD(G(z)): 0.08 \t 7.8 s\n",
            "[2584/5000][10/38]\tLoss_D: 0.1149\tLoss_G: 3.6476\tD(x): 0.97\tD(G(z)): 0.07 \t 9.71 s\n",
            "[2584/5000][15/38]\tLoss_D: 0.7541\tLoss_G: 2.0568\tD(x): 0.62\tD(G(z)): 0.14 \t 6.37 s\n",
            "[2584/5000][20/38]\tLoss_D: 0.1383\tLoss_G: 2.3265\tD(x): 0.97\tD(G(z)): 0.09 \t 9.95 s\n",
            "[2584/5000][25/38]\tLoss_D: 0.0541\tLoss_G: 2.6524\tD(x): 1.0\tD(G(z)): 0.05 \t 6.08 s\n",
            "[2584/5000][30/38]\tLoss_D: 0.2523\tLoss_G: 2.3752\tD(x): 0.98\tD(G(z)): 0.14 \t 10.08 s\n",
            "[2584/5000][35/38]\tLoss_D: 0.1595\tLoss_G: 2.8441\tD(x): 0.96\tD(G(z)): 0.1 \t 5.87 s\n",
            "[2585/5000][0/38]\tLoss_D: 0.2172\tLoss_G: 2.445\tD(x): 1.0\tD(G(z)): 0.18 \t 6.22 s\n",
            "[2585/5000][5/38]\tLoss_D: 0.2743\tLoss_G: 2.437\tD(x): 0.91\tD(G(z)): 0.12 \t 6.01 s\n",
            "[2585/5000][10/38]\tLoss_D: 0.0787\tLoss_G: 2.6943\tD(x): 1.0\tD(G(z)): 0.07 \t 10.02 s\n",
            "[2585/5000][15/38]\tLoss_D: 0.2027\tLoss_G: 2.1337\tD(x): 0.99\tD(G(z)): 0.16 \t 5.81 s\n",
            "[2585/5000][20/38]\tLoss_D: 0.159\tLoss_G: 2.2802\tD(x): 0.99\tD(G(z)): 0.14 \t 9.87 s\n",
            "[2585/5000][25/38]\tLoss_D: 0.0596\tLoss_G: 2.8543\tD(x): 1.0\tD(G(z)): 0.06 \t 7.2 s\n",
            "[2585/5000][30/38]\tLoss_D: 0.18\tLoss_G: 3.1309\tD(x): 0.95\tD(G(z)): 0.08 \t 8.83 s\n",
            "[2585/5000][35/38]\tLoss_D: 0.2467\tLoss_G: 2.6541\tD(x): 0.97\tD(G(z)): 0.13 \t 7.95 s\n",
            "[2586/5000][0/38]\tLoss_D: 0.2295\tLoss_G: 1.5314\tD(x): 0.98\tD(G(z)): 0.17 \t 5.06 s\n",
            "[2586/5000][5/38]\tLoss_D: 0.2046\tLoss_G: 3.0884\tD(x): 0.9\tD(G(z)): 0.06 \t 7.17 s\n",
            "[2586/5000][10/38]\tLoss_D: 0.1041\tLoss_G: 2.2167\tD(x): 1.0\tD(G(z)): 0.1 \t 8.7 s\n",
            "[2586/5000][15/38]\tLoss_D: 0.2381\tLoss_G: 2.2171\tD(x): 1.0\tD(G(z)): 0.16 \t 7.71 s\n",
            "[2586/5000][20/38]\tLoss_D: 0.1309\tLoss_G: 2.9819\tD(x): 1.0\tD(G(z)): 0.11 \t 8.23 s\n",
            "[2586/5000][25/38]\tLoss_D: 0.148\tLoss_G: 2.5899\tD(x): 1.0\tD(G(z)): 0.13 \t 7.78 s\n",
            "[2586/5000][30/38]\tLoss_D: 0.5371\tLoss_G: 2.4663\tD(x): 0.97\tD(G(z)): 0.1 \t 10.02 s\n",
            "[2586/5000][35/38]\tLoss_D: 0.1661\tLoss_G: 2.9534\tD(x): 1.0\tD(G(z)): 0.14 \t 6.11 s\n",
            "[2587/5000][0/38]\tLoss_D: 0.0528\tLoss_G: 3.3549\tD(x): 1.0\tD(G(z)): 0.05 \t 5.58 s\n",
            "[2587/5000][5/38]\tLoss_D: 0.3088\tLoss_G: 1.713\tD(x): 1.0\tD(G(z)): 0.22 \t 7.29 s\n",
            "[2587/5000][10/38]\tLoss_D: 0.2749\tLoss_G: 2.539\tD(x): 0.99\tD(G(z)): 0.18 \t 9.95 s\n",
            "[2587/5000][15/38]\tLoss_D: 0.1579\tLoss_G: 2.3834\tD(x): 0.97\tD(G(z)): 0.11 \t 6.0 s\n",
            "[2587/5000][20/38]\tLoss_D: 0.1792\tLoss_G: 2.2963\tD(x): 1.0\tD(G(z)): 0.16 \t 9.95 s\n",
            "[2587/5000][25/38]\tLoss_D: 0.0739\tLoss_G: 2.716\tD(x): 0.99\tD(G(z)): 0.06 \t 6.04 s\n",
            "[2587/5000][30/38]\tLoss_D: 0.255\tLoss_G: 2.2292\tD(x): 0.94\tD(G(z)): 0.14 \t 9.96 s\n",
            "[2587/5000][35/38]\tLoss_D: 0.1654\tLoss_G: 2.3791\tD(x): 0.94\tD(G(z)): 0.08 \t 5.83 s\n",
            "[2588/5000][0/38]\tLoss_D: 0.1411\tLoss_G: 2.2713\tD(x): 1.0\tD(G(z)): 0.12 \t 6.27 s\n",
            "[2588/5000][5/38]\tLoss_D: 0.1199\tLoss_G: 2.2423\tD(x): 0.99\tD(G(z)): 0.1 \t 6.06 s\n",
            "[2588/5000][10/38]\tLoss_D: 0.1258\tLoss_G: 2.9944\tD(x): 0.94\tD(G(z)): 0.05 \t 9.96 s\n",
            "[2588/5000][15/38]\tLoss_D: 0.1866\tLoss_G: 2.72\tD(x): 1.0\tD(G(z)): 0.16 \t 5.98 s\n",
            "[2588/5000][20/38]\tLoss_D: 0.4742\tLoss_G: 2.6253\tD(x): 1.0\tD(G(z)): 0.28 \t 10.16 s\n",
            "[2588/5000][25/38]\tLoss_D: 0.1712\tLoss_G: 2.1566\tD(x): 1.0\tD(G(z)): 0.15 \t 7.84 s\n",
            "[2588/5000][30/38]\tLoss_D: 0.073\tLoss_G: 3.5597\tD(x): 1.0\tD(G(z)): 0.07 \t 8.3 s\n",
            "[2588/5000][35/38]\tLoss_D: 0.1063\tLoss_G: 2.6927\tD(x): 1.0\tD(G(z)): 0.09 \t 7.6 s\n",
            "[2589/5000][0/38]\tLoss_D: 0.1849\tLoss_G: 1.8898\tD(x): 1.0\tD(G(z)): 0.14 \t 5.11 s\n",
            "[2589/5000][5/38]\tLoss_D: 0.202\tLoss_G: 2.8616\tD(x): 0.9\tD(G(z)): 0.05 \t 7.73 s\n",
            "[2589/5000][10/38]\tLoss_D: 0.0872\tLoss_G: 2.7435\tD(x): 1.0\tD(G(z)): 0.08 \t 8.2 s\n",
            "[2589/5000][15/38]\tLoss_D: 0.1343\tLoss_G: 2.4433\tD(x): 0.98\tD(G(z)): 0.1 \t 7.66 s\n",
            "[2589/5000][20/38]\tLoss_D: 0.1285\tLoss_G: 3.4949\tD(x): 0.94\tD(G(z)): 0.04 \t 8.61 s\n",
            "[2589/5000][25/38]\tLoss_D: 0.1051\tLoss_G: 3.2929\tD(x): 0.99\tD(G(z)): 0.09 \t 7.4 s\n",
            "[2589/5000][30/38]\tLoss_D: 0.2243\tLoss_G: 3.136\tD(x): 0.9\tD(G(z)): 0.07 \t 9.83 s\n",
            "[2589/5000][35/38]\tLoss_D: 0.1377\tLoss_G: 2.0473\tD(x): 0.96\tD(G(z)): 0.07 \t 6.25 s\n",
            "[2590/5000][0/38]\tLoss_D: 0.1677\tLoss_G: 2.8016\tD(x): 1.0\tD(G(z)): 0.15 \t 6.26 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2590 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2590/5000][5/38]\tLoss_D: 0.0822\tLoss_G: 2.426\tD(x): 0.99\tD(G(z)): 0.07 \t 6.65 s\n",
            "[2590/5000][10/38]\tLoss_D: 0.1636\tLoss_G: 2.3626\tD(x): 0.97\tD(G(z)): 0.1 \t 10.16 s\n",
            "[2590/5000][15/38]\tLoss_D: 0.1997\tLoss_G: 2.6468\tD(x): 0.98\tD(G(z)): 0.14 \t 5.88 s\n",
            "[2590/5000][20/38]\tLoss_D: 0.3482\tLoss_G: 2.6832\tD(x): 0.88\tD(G(z)): 0.13 \t 9.98 s\n",
            "[2590/5000][25/38]\tLoss_D: 1.2224\tLoss_G: 2.4158\tD(x): 0.38\tD(G(z)): 0.06 \t 5.93 s\n",
            "[2590/5000][30/38]\tLoss_D: 0.2598\tLoss_G: 2.7783\tD(x): 0.92\tD(G(z)): 0.13 \t 10.0 s\n",
            "[2590/5000][35/38]\tLoss_D: 0.1108\tLoss_G: 2.6553\tD(x): 0.98\tD(G(z)): 0.07 \t 6.22 s\n",
            "[2591/5000][0/38]\tLoss_D: 0.177\tLoss_G: 3.2983\tD(x): 1.0\tD(G(z)): 0.16 \t 6.22 s\n",
            "[2591/5000][5/38]\tLoss_D: 0.7706\tLoss_G: 2.1055\tD(x): 0.85\tD(G(z)): 0.15 \t 6.04 s\n",
            "[2591/5000][10/38]\tLoss_D: 0.1397\tLoss_G: 2.2985\tD(x): 0.95\tD(G(z)): 0.06 \t 10.22 s\n",
            "[2591/5000][15/38]\tLoss_D: 0.1447\tLoss_G: 2.5313\tD(x): 0.97\tD(G(z)): 0.09 \t 7.0 s\n",
            "[2591/5000][20/38]\tLoss_D: 0.1279\tLoss_G: 2.1346\tD(x): 0.99\tD(G(z)): 0.1 \t 8.67 s\n",
            "[2591/5000][25/38]\tLoss_D: 1.0408\tLoss_G: 1.9676\tD(x): 0.45\tD(G(z)): 0.06 \t 7.7 s\n",
            "[2591/5000][30/38]\tLoss_D: 0.0459\tLoss_G: 3.2074\tD(x): 1.0\tD(G(z)): 0.04 \t 8.35 s\n",
            "[2591/5000][35/38]\tLoss_D: 0.2434\tLoss_G: 2.5642\tD(x): 0.99\tD(G(z)): 0.18 \t 7.76 s\n",
            "[2592/5000][0/38]\tLoss_D: 0.0924\tLoss_G: 2.6624\tD(x): 0.99\tD(G(z)): 0.07 \t 5.09 s\n",
            "[2592/5000][5/38]\tLoss_D: 0.2105\tLoss_G: 2.5557\tD(x): 0.99\tD(G(z)): 0.12 \t 7.88 s\n",
            "[2592/5000][10/38]\tLoss_D: 0.112\tLoss_G: 2.8924\tD(x): 0.98\tD(G(z)): 0.07 \t 8.49 s\n",
            "[2592/5000][15/38]\tLoss_D: 0.5105\tLoss_G: 1.9879\tD(x): 0.99\tD(G(z)): 0.09 \t 7.56 s\n",
            "[2592/5000][20/38]\tLoss_D: 0.3221\tLoss_G: 1.8955\tD(x): 0.83\tD(G(z)): 0.07 \t 10.24 s\n",
            "[2592/5000][25/38]\tLoss_D: 0.1378\tLoss_G: 2.7098\tD(x): 0.97\tD(G(z)): 0.07 \t 5.98 s\n",
            "[2592/5000][30/38]\tLoss_D: 0.2931\tLoss_G: 1.571\tD(x): 0.99\tD(G(z)): 0.2 \t 10.03 s\n",
            "[2592/5000][35/38]\tLoss_D: 0.3845\tLoss_G: 1.8726\tD(x): 0.79\tD(G(z)): 0.06 \t 6.11 s\n",
            "[2593/5000][0/38]\tLoss_D: 0.2024\tLoss_G: 2.2613\tD(x): 0.99\tD(G(z)): 0.17 \t 6.74 s\n",
            "[2593/5000][5/38]\tLoss_D: 0.1734\tLoss_G: 2.6973\tD(x): 0.98\tD(G(z)): 0.13 \t 5.89 s\n",
            "[2593/5000][10/38]\tLoss_D: 0.0621\tLoss_G: 3.9218\tD(x): 0.99\tD(G(z)): 0.05 \t 10.14 s\n",
            "[2593/5000][15/38]\tLoss_D: 0.313\tLoss_G: 1.9441\tD(x): 1.0\tD(G(z)): 0.22 \t 6.12 s\n",
            "[2593/5000][20/38]\tLoss_D: 0.1613\tLoss_G: 2.5782\tD(x): 0.94\tD(G(z)): 0.06 \t 10.15 s\n",
            "[2593/5000][25/38]\tLoss_D: 0.1278\tLoss_G: 2.4927\tD(x): 1.0\tD(G(z)): 0.11 \t 6.82 s\n",
            "[2593/5000][30/38]\tLoss_D: 0.1892\tLoss_G: 2.0408\tD(x): 1.0\tD(G(z)): 0.16 \t 9.2 s\n",
            "[2593/5000][35/38]\tLoss_D: 0.1368\tLoss_G: 2.331\tD(x): 0.95\tD(G(z)): 0.06 \t 7.84 s\n",
            "[2594/5000][0/38]\tLoss_D: 0.1415\tLoss_G: 3.2773\tD(x): 0.99\tD(G(z)): 0.11 \t 5.38 s\n",
            "[2594/5000][5/38]\tLoss_D: 0.3121\tLoss_G: 1.6339\tD(x): 1.0\tD(G(z)): 0.23 \t 7.62 s\n",
            "[2594/5000][10/38]\tLoss_D: 0.1189\tLoss_G: 2.8164\tD(x): 0.98\tD(G(z)): 0.08 \t 8.47 s\n",
            "[2594/5000][15/38]\tLoss_D: 0.0859\tLoss_G: 2.6966\tD(x): 1.0\tD(G(z)): 0.08 \t 7.88 s\n",
            "[2594/5000][20/38]\tLoss_D: 0.0844\tLoss_G: 2.6487\tD(x): 1.0\tD(G(z)): 0.08 \t 8.65 s\n",
            "[2594/5000][25/38]\tLoss_D: 0.2575\tLoss_G: 2.8263\tD(x): 0.86\tD(G(z)): 0.05 \t 7.53 s\n",
            "[2594/5000][30/38]\tLoss_D: 0.1277\tLoss_G: 1.6579\tD(x): 0.99\tD(G(z)): 0.11 \t 10.11 s\n",
            "[2594/5000][35/38]\tLoss_D: 0.1597\tLoss_G: 2.2272\tD(x): 0.95\tD(G(z)): 0.08 \t 6.19 s\n",
            "[2595/5000][0/38]\tLoss_D: 0.6064\tLoss_G: 2.2681\tD(x): 0.71\tD(G(z)): 0.1 \t 6.28 s\n",
            "[2595/5000][5/38]\tLoss_D: 0.1711\tLoss_G: 2.5623\tD(x): 1.0\tD(G(z)): 0.14 \t 6.74 s\n",
            "[2595/5000][10/38]\tLoss_D: 0.077\tLoss_G: 2.6067\tD(x): 0.98\tD(G(z)): 0.05 \t 10.22 s\n",
            "[2595/5000][15/38]\tLoss_D: 0.1376\tLoss_G: 2.8912\tD(x): 0.97\tD(G(z)): 0.07 \t 6.16 s\n",
            "[2595/5000][20/38]\tLoss_D: 0.2616\tLoss_G: 2.8518\tD(x): 0.92\tD(G(z)): 0.1 \t 10.32 s\n",
            "[2595/5000][25/38]\tLoss_D: 0.294\tLoss_G: 2.6708\tD(x): 0.84\tD(G(z)): 0.05 \t 5.94 s\n",
            "[2595/5000][30/38]\tLoss_D: 0.1844\tLoss_G: 2.3225\tD(x): 0.99\tD(G(z)): 0.15 \t 10.2 s\n",
            "[2595/5000][35/38]\tLoss_D: 0.1678\tLoss_G: 1.764\tD(x): 1.0\tD(G(z)): 0.15 \t 6.65 s\n",
            "[2596/5000][0/38]\tLoss_D: 0.1383\tLoss_G: 2.5426\tD(x): 0.98\tD(G(z)): 0.1 \t 6.35 s\n",
            "[2596/5000][5/38]\tLoss_D: 0.4371\tLoss_G: 2.8151\tD(x): 1.0\tD(G(z)): 0.23 \t 5.99 s\n",
            "[2596/5000][10/38]\tLoss_D: 0.6411\tLoss_G: 1.82\tD(x): 0.63\tD(G(z)): 0.05 \t 10.35 s\n",
            "[2596/5000][15/38]\tLoss_D: 0.112\tLoss_G: 2.959\tD(x): 0.97\tD(G(z)): 0.07 \t 7.65 s\n",
            "[2596/5000][20/38]\tLoss_D: 0.1642\tLoss_G: 2.513\tD(x): 1.0\tD(G(z)): 0.15 \t 8.67 s\n",
            "[2596/5000][25/38]\tLoss_D: 0.1516\tLoss_G: 2.185\tD(x): 0.99\tD(G(z)): 0.12 \t 7.81 s\n",
            "[2596/5000][30/38]\tLoss_D: 0.0915\tLoss_G: 2.6974\tD(x): 1.0\tD(G(z)): 0.08 \t 8.42 s\n",
            "[2596/5000][35/38]\tLoss_D: 0.172\tLoss_G: 2.4954\tD(x): 1.0\tD(G(z)): 0.15 \t 7.7 s\n",
            "[2597/5000][0/38]\tLoss_D: 0.1018\tLoss_G: 2.7986\tD(x): 0.99\tD(G(z)): 0.08 \t 5.14 s\n",
            "[2597/5000][5/38]\tLoss_D: 0.1292\tLoss_G: 2.6406\tD(x): 0.95\tD(G(z)): 0.06 \t 7.9 s\n",
            "[2597/5000][10/38]\tLoss_D: 0.4702\tLoss_G: 2.3564\tD(x): 0.74\tD(G(z)): 0.08 \t 9.55 s\n",
            "[2597/5000][15/38]\tLoss_D: 0.3131\tLoss_G: 3.429\tD(x): 0.85\tD(G(z)): 0.08 \t 6.92 s\n",
            "[2597/5000][20/38]\tLoss_D: 0.1811\tLoss_G: 2.8241\tD(x): 0.99\tD(G(z)): 0.14 \t 10.19 s\n",
            "[2597/5000][25/38]\tLoss_D: 0.0651\tLoss_G: 3.0544\tD(x): 1.0\tD(G(z)): 0.06 \t 6.03 s\n",
            "[2597/5000][30/38]\tLoss_D: 0.1974\tLoss_G: 1.5185\tD(x): 1.0\tD(G(z)): 0.17 \t 10.41 s\n",
            "[2597/5000][35/38]\tLoss_D: 0.1144\tLoss_G: 2.3849\tD(x): 0.99\tD(G(z)): 0.09 \t 6.22 s\n",
            "[2598/5000][0/38]\tLoss_D: 0.0718\tLoss_G: 2.3383\tD(x): 0.99\tD(G(z)): 0.04 \t 6.43 s\n",
            "[2598/5000][5/38]\tLoss_D: 0.1636\tLoss_G: 2.8469\tD(x): 0.99\tD(G(z)): 0.13 \t 5.97 s\n",
            "[2598/5000][10/38]\tLoss_D: 0.1277\tLoss_G: 2.5034\tD(x): 0.97\tD(G(z)): 0.08 \t 10.07 s\n",
            "[2598/5000][15/38]\tLoss_D: 0.4478\tLoss_G: 2.676\tD(x): 0.79\tD(G(z)): 0.09 \t 5.94 s\n",
            "[2598/5000][20/38]\tLoss_D: 0.3979\tLoss_G: 1.1857\tD(x): 0.8\tD(G(z)): 0.07 \t 10.34 s\n",
            "[2598/5000][25/38]\tLoss_D: 0.1409\tLoss_G: 2.3905\tD(x): 0.99\tD(G(z)): 0.12 \t 7.31 s\n",
            "[2598/5000][30/38]\tLoss_D: 0.1006\tLoss_G: 3.1111\tD(x): 0.99\tD(G(z)): 0.08 \t 8.76 s\n",
            "[2598/5000][35/38]\tLoss_D: 0.1609\tLoss_G: 2.8015\tD(x): 0.94\tD(G(z)): 0.06 \t 7.83 s\n",
            "[2599/5000][0/38]\tLoss_D: 0.2001\tLoss_G: 2.2362\tD(x): 1.0\tD(G(z)): 0.13 \t 5.19 s\n",
            "[2599/5000][5/38]\tLoss_D: 0.2081\tLoss_G: 2.0064\tD(x): 1.0\tD(G(z)): 0.18 \t 7.72 s\n",
            "[2599/5000][10/38]\tLoss_D: 0.1228\tLoss_G: 2.7561\tD(x): 0.96\tD(G(z)): 0.06 \t 8.36 s\n",
            "[2599/5000][15/38]\tLoss_D: 0.0984\tLoss_G: 2.2051\tD(x): 1.0\tD(G(z)): 0.09 \t 7.76 s\n",
            "[2599/5000][20/38]\tLoss_D: 0.1362\tLoss_G: 2.6428\tD(x): 0.99\tD(G(z)): 0.12 \t 9.02 s\n",
            "[2599/5000][25/38]\tLoss_D: 0.1797\tLoss_G: 1.8354\tD(x): 0.93\tD(G(z)): 0.07 \t 7.02 s\n",
            "[2599/5000][30/38]\tLoss_D: 0.0764\tLoss_G: 3.3138\tD(x): 1.0\tD(G(z)): 0.07 \t 9.93 s\n",
            "[2599/5000][35/38]\tLoss_D: 0.3359\tLoss_G: 1.5671\tD(x): 1.0\tD(G(z)): 0.24 \t 6.01 s\n",
            "[2600/5000][0/38]\tLoss_D: 0.1112\tLoss_G: 2.2968\tD(x): 1.0\tD(G(z)): 0.1 \t 5.77 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2600 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2600/5000][5/38]\tLoss_D: 0.1227\tLoss_G: 2.3102\tD(x): 1.0\tD(G(z)): 0.11 \t 6.75 s\n",
            "[2600/5000][10/38]\tLoss_D: 0.1253\tLoss_G: 3.2993\tD(x): 1.0\tD(G(z)): 0.1 \t 10.31 s\n",
            "[2600/5000][15/38]\tLoss_D: 0.1952\tLoss_G: 2.6572\tD(x): 0.94\tD(G(z)): 0.11 \t 6.08 s\n",
            "[2600/5000][20/38]\tLoss_D: 0.1175\tLoss_G: 2.6534\tD(x): 1.0\tD(G(z)): 0.11 \t 9.97 s\n",
            "[2600/5000][25/38]\tLoss_D: 0.0971\tLoss_G: 2.0812\tD(x): 1.0\tD(G(z)): 0.09 \t 5.93 s\n",
            "[2600/5000][30/38]\tLoss_D: 0.1329\tLoss_G: 2.8273\tD(x): 1.0\tD(G(z)): 0.12 \t 10.12 s\n",
            "[2600/5000][35/38]\tLoss_D: 0.1427\tLoss_G: 2.9105\tD(x): 0.94\tD(G(z)): 0.05 \t 6.32 s\n",
            "[2601/5000][0/38]\tLoss_D: 0.1604\tLoss_G: 2.4144\tD(x): 0.98\tD(G(z)): 0.12 \t 6.16 s\n",
            "[2601/5000][5/38]\tLoss_D: 0.0649\tLoss_G: 3.3945\tD(x): 1.0\tD(G(z)): 0.06 \t 6.05 s\n",
            "[2601/5000][10/38]\tLoss_D: 0.1051\tLoss_G: 2.9507\tD(x): 0.97\tD(G(z)): 0.06 \t 9.93 s\n",
            "[2601/5000][15/38]\tLoss_D: 0.0969\tLoss_G: 3.2595\tD(x): 1.0\tD(G(z)): 0.09 \t 7.01 s\n",
            "[2601/5000][20/38]\tLoss_D: 0.1219\tLoss_G: 3.3118\tD(x): 0.99\tD(G(z)): 0.11 \t 8.96 s\n",
            "[2601/5000][25/38]\tLoss_D: 0.07\tLoss_G: 3.5997\tD(x): 1.0\tD(G(z)): 0.07 \t 7.88 s\n",
            "[2601/5000][30/38]\tLoss_D: 0.0959\tLoss_G: 2.4947\tD(x): 0.99\tD(G(z)): 0.08 \t 8.27 s\n",
            "[2601/5000][35/38]\tLoss_D: 0.0846\tLoss_G: 2.9762\tD(x): 0.99\tD(G(z)): 0.07 \t 7.83 s\n",
            "[2602/5000][0/38]\tLoss_D: 0.1996\tLoss_G: 1.7349\tD(x): 0.99\tD(G(z)): 0.16 \t 5.28 s\n",
            "[2602/5000][5/38]\tLoss_D: 0.1421\tLoss_G: 2.5971\tD(x): 0.95\tD(G(z)): 0.07 \t 7.69 s\n",
            "[2602/5000][10/38]\tLoss_D: 0.0675\tLoss_G: 3.1131\tD(x): 1.0\tD(G(z)): 0.06 \t 8.45 s\n",
            "[2602/5000][15/38]\tLoss_D: 0.133\tLoss_G: 1.7165\tD(x): 0.95\tD(G(z)): 0.06 \t 7.69 s\n",
            "[2602/5000][20/38]\tLoss_D: 0.1146\tLoss_G: 2.5439\tD(x): 0.99\tD(G(z)): 0.09 \t 9.97 s\n",
            "[2602/5000][25/38]\tLoss_D: 0.1454\tLoss_G: 2.4302\tD(x): 0.97\tD(G(z)): 0.1 \t 6.08 s\n",
            "[2602/5000][30/38]\tLoss_D: 0.2421\tLoss_G: 2.7854\tD(x): 1.0\tD(G(z)): 0.2 \t 9.96 s\n",
            "[2602/5000][35/38]\tLoss_D: 0.0844\tLoss_G: 2.9062\tD(x): 0.99\tD(G(z)): 0.07 \t 5.93 s\n",
            "[2603/5000][0/38]\tLoss_D: 0.1042\tLoss_G: 2.5494\tD(x): 0.99\tD(G(z)): 0.09 \t 6.87 s\n",
            "[2603/5000][5/38]\tLoss_D: 0.1491\tLoss_G: 2.8605\tD(x): 0.98\tD(G(z)): 0.1 \t 5.96 s\n",
            "[2603/5000][10/38]\tLoss_D: 0.4685\tLoss_G: 2.9895\tD(x): 1.0\tD(G(z)): 0.29 \t 9.92 s\n",
            "[2603/5000][15/38]\tLoss_D: 0.5149\tLoss_G: 1.7628\tD(x): 0.74\tD(G(z)): 0.09 \t 6.11 s\n",
            "[2603/5000][20/38]\tLoss_D: 0.2654\tLoss_G: 2.7022\tD(x): 0.89\tD(G(z)): 0.1 \t 10.01 s\n",
            "[2603/5000][25/38]\tLoss_D: 0.1371\tLoss_G: 2.7768\tD(x): 1.0\tD(G(z)): 0.12 \t 6.44 s\n",
            "[2603/5000][30/38]\tLoss_D: 0.18\tLoss_G: 2.2628\tD(x): 0.93\tD(G(z)): 0.08 \t 9.42 s\n",
            "[2603/5000][35/38]\tLoss_D: 0.1135\tLoss_G: 3.0839\tD(x): 0.98\tD(G(z)): 0.08 \t 8.03 s\n",
            "[2604/5000][0/38]\tLoss_D: 0.1014\tLoss_G: 2.6971\tD(x): 1.0\tD(G(z)): 0.09 \t 4.99 s\n",
            "[2604/5000][5/38]\tLoss_D: 0.4692\tLoss_G: 1.8606\tD(x): 0.75\tD(G(z)): 0.07 \t 6.89 s\n",
            "[2604/5000][10/38]\tLoss_D: 0.1307\tLoss_G: 3.5686\tD(x): 0.98\tD(G(z)): 0.09 \t 9.19 s\n",
            "[2604/5000][15/38]\tLoss_D: 0.2113\tLoss_G: 2.9613\tD(x): 0.99\tD(G(z)): 0.16 \t 7.67 s\n",
            "[2604/5000][20/38]\tLoss_D: 0.1683\tLoss_G: 2.5874\tD(x): 0.96\tD(G(z)): 0.11 \t 8.23 s\n",
            "[2604/5000][25/38]\tLoss_D: 0.1505\tLoss_G: 2.5164\tD(x): 0.95\tD(G(z)): 0.07 \t 7.77 s\n",
            "[2604/5000][30/38]\tLoss_D: 0.0742\tLoss_G: 3.3364\tD(x): 1.0\tD(G(z)): 0.07 \t 8.72 s\n",
            "[2604/5000][35/38]\tLoss_D: 0.2381\tLoss_G: 1.3391\tD(x): 0.88\tD(G(z)): 0.05 \t 7.12 s\n",
            "[2605/5000][0/38]\tLoss_D: 0.1563\tLoss_G: 2.1329\tD(x): 1.0\tD(G(z)): 0.14 \t 5.09 s\n",
            "[2605/5000][5/38]\tLoss_D: 0.1711\tLoss_G: 2.4604\tD(x): 1.0\tD(G(z)): 0.13 \t 7.63 s\n",
            "[2605/5000][10/38]\tLoss_D: 0.5322\tLoss_G: 2.4183\tD(x): 0.69\tD(G(z)): 0.06 \t 9.26 s\n",
            "[2605/5000][15/38]\tLoss_D: 0.4074\tLoss_G: 2.2695\tD(x): 0.77\tD(G(z)): 0.05 \t 6.59 s\n",
            "[2605/5000][20/38]\tLoss_D: 0.0508\tLoss_G: 3.1641\tD(x): 0.99\tD(G(z)): 0.04 \t 10.22 s\n",
            "[2605/5000][25/38]\tLoss_D: 0.1794\tLoss_G: 3.1189\tD(x): 0.99\tD(G(z)): 0.15 \t 6.12 s\n",
            "[2605/5000][30/38]\tLoss_D: 0.5975\tLoss_G: 1.903\tD(x): 1.0\tD(G(z)): 0.17 \t 10.07 s\n",
            "[2605/5000][35/38]\tLoss_D: 0.0706\tLoss_G: 3.6791\tD(x): 0.99\tD(G(z)): 0.06 \t 6.03 s\n",
            "[2606/5000][0/38]\tLoss_D: 0.2514\tLoss_G: 2.2314\tD(x): 0.86\tD(G(z)): 0.03 \t 6.16 s\n",
            "[2606/5000][5/38]\tLoss_D: 0.0884\tLoss_G: 3.2389\tD(x): 0.97\tD(G(z)): 0.05 \t 5.86 s\n",
            "[2606/5000][10/38]\tLoss_D: 0.1131\tLoss_G: 3.1873\tD(x): 1.0\tD(G(z)): 0.1 \t 9.82 s\n",
            "[2606/5000][15/38]\tLoss_D: 0.3417\tLoss_G: 1.7458\tD(x): 0.82\tD(G(z)): 0.06 \t 6.11 s\n",
            "[2606/5000][20/38]\tLoss_D: 0.3791\tLoss_G: 2.1899\tD(x): 0.79\tD(G(z)): 0.07 \t 9.87 s\n",
            "[2606/5000][25/38]\tLoss_D: 0.3727\tLoss_G: 2.4115\tD(x): 0.82\tD(G(z)): 0.1 \t 7.11 s\n",
            "[2606/5000][30/38]\tLoss_D: 0.1084\tLoss_G: 3.0853\tD(x): 0.99\tD(G(z)): 0.09 \t 8.62 s\n",
            "[2606/5000][35/38]\tLoss_D: 0.0914\tLoss_G: 2.5855\tD(x): 1.0\tD(G(z)): 0.08 \t 8.12 s\n",
            "[2607/5000][0/38]\tLoss_D: 0.1045\tLoss_G: 1.6185\tD(x): 0.99\tD(G(z)): 0.09 \t 4.8 s\n",
            "[2607/5000][5/38]\tLoss_D: 0.2902\tLoss_G: 2.5951\tD(x): 0.87\tD(G(z)): 0.09 \t 7.1 s\n",
            "[2607/5000][10/38]\tLoss_D: 0.1202\tLoss_G: 2.5622\tD(x): 0.96\tD(G(z)): 0.06 \t 8.79 s\n",
            "[2607/5000][15/38]\tLoss_D: 0.2855\tLoss_G: 3.1947\tD(x): 0.86\tD(G(z)): 0.08 \t 7.69 s\n",
            "[2607/5000][20/38]\tLoss_D: 0.1546\tLoss_G: 3.1042\tD(x): 0.95\tD(G(z)): 0.08 \t 8.14 s\n",
            "[2607/5000][25/38]\tLoss_D: 0.2738\tLoss_G: 1.8555\tD(x): 0.86\tD(G(z)): 0.05 \t 7.77 s\n",
            "[2607/5000][30/38]\tLoss_D: 0.0813\tLoss_G: 3.2267\tD(x): 1.0\tD(G(z)): 0.08 \t 9.12 s\n",
            "[2607/5000][35/38]\tLoss_D: 0.5244\tLoss_G: 2.7138\tD(x): 0.99\tD(G(z)): 0.11 \t 6.85 s\n",
            "[2608/5000][0/38]\tLoss_D: 0.149\tLoss_G: 3.3477\tD(x): 0.93\tD(G(z)): 0.05 \t 5.15 s\n",
            "[2608/5000][5/38]\tLoss_D: 0.2135\tLoss_G: 1.7788\tD(x): 1.0\tD(G(z)): 0.16 \t 7.76 s\n",
            "[2608/5000][10/38]\tLoss_D: 0.2579\tLoss_G: 1.2198\tD(x): 0.98\tD(G(z)): 0.16 \t 9.77 s\n",
            "[2608/5000][15/38]\tLoss_D: 0.121\tLoss_G: 2.7028\tD(x): 0.96\tD(G(z)): 0.06 \t 6.25 s\n",
            "[2608/5000][20/38]\tLoss_D: 0.1094\tLoss_G: 3.0286\tD(x): 0.97\tD(G(z)): 0.06 \t 10.17 s\n",
            "[2608/5000][25/38]\tLoss_D: 0.6052\tLoss_G: 1.7626\tD(x): 0.67\tD(G(z)): 0.07 \t 6.04 s\n",
            "[2608/5000][30/38]\tLoss_D: 0.1143\tLoss_G: 2.5974\tD(x): 0.98\tD(G(z)): 0.08 \t 10.05 s\n",
            "[2608/5000][35/38]\tLoss_D: 0.1282\tLoss_G: 2.543\tD(x): 1.0\tD(G(z)): 0.12 \t 6.09 s\n",
            "[2609/5000][0/38]\tLoss_D: 1.9033\tLoss_G: 2.967\tD(x): 0.2\tD(G(z)): 0.02 \t 6.25 s\n",
            "[2609/5000][5/38]\tLoss_D: 0.7751\tLoss_G: 3.3609\tD(x): 0.94\tD(G(z)): 0.35 \t 5.99 s\n",
            "[2609/5000][10/38]\tLoss_D: 0.2833\tLoss_G: 2.738\tD(x): 0.88\tD(G(z)): 0.09 \t 9.99 s\n",
            "[2609/5000][15/38]\tLoss_D: 0.3867\tLoss_G: 2.5791\tD(x): 0.97\tD(G(z)): 0.24 \t 5.99 s\n",
            "[2609/5000][20/38]\tLoss_D: 0.1805\tLoss_G: 1.6158\tD(x): 0.99\tD(G(z)): 0.14 \t 10.12 s\n",
            "[2609/5000][25/38]\tLoss_D: 0.12\tLoss_G: 3.5766\tD(x): 0.96\tD(G(z)): 0.06 \t 7.5 s\n",
            "[2609/5000][30/38]\tLoss_D: 0.734\tLoss_G: 1.7466\tD(x): 0.75\tD(G(z)): 0.2 \t 8.37 s\n",
            "[2609/5000][35/38]\tLoss_D: 0.1617\tLoss_G: 3.1133\tD(x): 0.99\tD(G(z)): 0.13 \t 7.86 s\n",
            "[2610/5000][0/38]\tLoss_D: 0.1175\tLoss_G: 3.5365\tD(x): 1.0\tD(G(z)): 0.11 \t 5.16 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2610 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2610/5000][5/38]\tLoss_D: 0.7826\tLoss_G: 2.6294\tD(x): 0.56\tD(G(z)): 0.03 \t 7.82 s\n",
            "[2610/5000][10/38]\tLoss_D: 0.699\tLoss_G: 3.1212\tD(x): 1.0\tD(G(z)): 0.22 \t 8.2 s\n",
            "[2610/5000][15/38]\tLoss_D: 0.1102\tLoss_G: 2.53\tD(x): 0.99\tD(G(z)): 0.09 \t 7.76 s\n",
            "[2610/5000][20/38]\tLoss_D: 0.6283\tLoss_G: 2.2131\tD(x): 0.63\tD(G(z)): 0.04 \t 9.02 s\n",
            "[2610/5000][25/38]\tLoss_D: 0.2322\tLoss_G: 3.0748\tD(x): 0.86\tD(G(z)): 0.03 \t 7.03 s\n",
            "[2610/5000][30/38]\tLoss_D: 0.3342\tLoss_G: 2.3804\tD(x): 0.99\tD(G(z)): 0.21 \t 10.09 s\n",
            "[2610/5000][35/38]\tLoss_D: 0.0999\tLoss_G: 2.531\tD(x): 0.99\tD(G(z)): 0.09 \t 5.98 s\n",
            "[2611/5000][0/38]\tLoss_D: 0.307\tLoss_G: 1.6064\tD(x): 1.0\tD(G(z)): 0.23 \t 6.38 s\n",
            "[2611/5000][5/38]\tLoss_D: 0.1526\tLoss_G: 2.5425\tD(x): 0.99\tD(G(z)): 0.12 \t 6.52 s\n",
            "[2611/5000][10/38]\tLoss_D: 0.1971\tLoss_G: 2.527\tD(x): 0.93\tD(G(z)): 0.09 \t 10.02 s\n",
            "[2611/5000][15/38]\tLoss_D: 0.089\tLoss_G: 2.9849\tD(x): 0.99\tD(G(z)): 0.07 \t 5.9 s\n",
            "[2611/5000][20/38]\tLoss_D: 0.5421\tLoss_G: 2.8185\tD(x): 0.96\tD(G(z)): 0.1 \t 10.08 s\n",
            "[2611/5000][25/38]\tLoss_D: 0.1786\tLoss_G: 2.3668\tD(x): 0.95\tD(G(z)): 0.08 \t 5.99 s\n",
            "[2611/5000][30/38]\tLoss_D: 0.2552\tLoss_G: 2.2391\tD(x): 0.87\tD(G(z)): 0.06 \t 9.95 s\n",
            "[2611/5000][35/38]\tLoss_D: 0.9096\tLoss_G: 1.225\tD(x): 0.51\tD(G(z)): 0.08 \t 6.55 s\n",
            "[2612/5000][0/38]\tLoss_D: 0.6528\tLoss_G: 3.0604\tD(x): 0.61\tD(G(z)): 0.03 \t 5.84 s\n",
            "[2612/5000][5/38]\tLoss_D: 0.3473\tLoss_G: 1.2947\tD(x): 0.9\tD(G(z)): 0.15 \t 5.94 s\n",
            "[2612/5000][10/38]\tLoss_D: 0.54\tLoss_G: 2.1364\tD(x): 0.76\tD(G(z)): 0.14 \t 10.07 s\n",
            "[2612/5000][15/38]\tLoss_D: 0.1174\tLoss_G: 2.7737\tD(x): 0.94\tD(G(z)): 0.03 \t 6.4 s\n",
            "[2612/5000][20/38]\tLoss_D: 0.1502\tLoss_G: 2.3967\tD(x): 1.0\tD(G(z)): 0.14 \t 9.35 s\n",
            "[2612/5000][25/38]\tLoss_D: 0.4316\tLoss_G: 2.5308\tD(x): 1.0\tD(G(z)): 0.25 \t 7.73 s\n",
            "[2612/5000][30/38]\tLoss_D: 0.65\tLoss_G: 3.0641\tD(x): 0.61\tD(G(z)): 0.02 \t 8.27 s\n",
            "[2612/5000][35/38]\tLoss_D: 0.1505\tLoss_G: 2.8857\tD(x): 0.96\tD(G(z)): 0.08 \t 7.79 s\n",
            "[2613/5000][0/38]\tLoss_D: 0.1885\tLoss_G: 3.0128\tD(x): 0.98\tD(G(z)): 0.09 \t 5.11 s\n",
            "[2613/5000][5/38]\tLoss_D: 0.1505\tLoss_G: 2.5877\tD(x): 0.97\tD(G(z)): 0.1 \t 7.49 s\n",
            "[2613/5000][10/38]\tLoss_D: 0.2364\tLoss_G: 2.4296\tD(x): 1.0\tD(G(z)): 0.19 \t 8.24 s\n",
            "[2613/5000][15/38]\tLoss_D: 0.4109\tLoss_G: 1.8219\tD(x): 0.78\tD(G(z)): 0.07 \t 7.85 s\n",
            "[2613/5000][20/38]\tLoss_D: 0.0592\tLoss_G: 4.0034\tD(x): 1.0\tD(G(z)): 0.05 \t 9.39 s\n",
            "[2613/5000][25/38]\tLoss_D: 0.1002\tLoss_G: 2.7747\tD(x): 1.0\tD(G(z)): 0.09 \t 6.69 s\n",
            "[2613/5000][30/38]\tLoss_D: 0.1587\tLoss_G: 3.2788\tD(x): 0.96\tD(G(z)): 0.08 \t 10.13 s\n",
            "[2613/5000][35/38]\tLoss_D: 0.3055\tLoss_G: 2.8017\tD(x): 0.98\tD(G(z)): 0.19 \t 5.93 s\n",
            "[2614/5000][0/38]\tLoss_D: 0.2152\tLoss_G: 3.355\tD(x): 0.88\tD(G(z)): 0.03 \t 6.93 s\n",
            "[2614/5000][5/38]\tLoss_D: 0.8494\tLoss_G: 4.3105\tD(x): 1.0\tD(G(z)): 0.38 \t 5.87 s\n",
            "[2614/5000][10/38]\tLoss_D: 1.8221\tLoss_G: 1.533\tD(x): 0.31\tD(G(z)): 0.1 \t 10.01 s\n",
            "[2614/5000][15/38]\tLoss_D: 4.2037\tLoss_G: 5.6919\tD(x): 0.91\tD(G(z)): 0.53 \t 5.93 s\n",
            "[2614/5000][20/38]\tLoss_D: 2.4756\tLoss_G: 4.9238\tD(x): 0.14\tD(G(z)): 0.01 \t 9.96 s\n",
            "[2614/5000][25/38]\tLoss_D: 2.4302\tLoss_G: 5.0297\tD(x): 0.12\tD(G(z)): 0.02 \t 5.91 s\n",
            "[2614/5000][30/38]\tLoss_D: 0.5667\tLoss_G: 2.6196\tD(x): 0.86\tD(G(z)): 0.19 \t 10.33 s\n",
            "[2614/5000][35/38]\tLoss_D: 0.4259\tLoss_G: 2.7743\tD(x): 0.77\tD(G(z)): 0.07 \t 7.3 s\n",
            "[2615/5000][0/38]\tLoss_D: 4.4612\tLoss_G: 8.1333\tD(x): 1.0\tD(G(z)): 0.69 \t 5.42 s\n",
            "[2615/5000][5/38]\tLoss_D: 3.3196\tLoss_G: 5.3142\tD(x): 0.74\tD(G(z)): 0.47 \t 6.02 s\n",
            "[2615/5000][10/38]\tLoss_D: 4.021\tLoss_G: 6.4392\tD(x): 0.03\tD(G(z)): 0.0 \t 10.0 s\n",
            "[2615/5000][15/38]\tLoss_D: 3.4333\tLoss_G: 7.2981\tD(x): 0.57\tD(G(z)): 0.39 \t 7.73 s\n",
            "[2615/5000][20/38]\tLoss_D: 0.8867\tLoss_G: 2.0033\tD(x): 0.62\tD(G(z)): 0.17 \t 8.14 s\n",
            "[2615/5000][25/38]\tLoss_D: 1.7493\tLoss_G: 1.9042\tD(x): 0.46\tD(G(z)): 0.16 \t 7.63 s\n",
            "[2615/5000][30/38]\tLoss_D: 0.3755\tLoss_G: 2.7023\tD(x): 0.85\tD(G(z)): 0.13 \t 8.15 s\n",
            "[2615/5000][35/38]\tLoss_D: 1.1127\tLoss_G: 1.6519\tD(x): 0.5\tD(G(z)): 0.19 \t 7.79 s\n",
            "[2616/5000][0/38]\tLoss_D: 1.3289\tLoss_G: 1.562\tD(x): 0.35\tD(G(z)): 0.07 \t 5.16 s\n",
            "[2616/5000][5/38]\tLoss_D: 1.0859\tLoss_G: 2.8677\tD(x): 0.44\tD(G(z)): 0.04 \t 7.81 s\n",
            "[2616/5000][10/38]\tLoss_D: 0.449\tLoss_G: 2.0019\tD(x): 0.83\tD(G(z)): 0.15 \t 9.0 s\n",
            "[2616/5000][15/38]\tLoss_D: 0.185\tLoss_G: 2.3529\tD(x): 0.99\tD(G(z)): 0.14 \t 7.13 s\n",
            "[2616/5000][20/38]\tLoss_D: 2.3508\tLoss_G: 4.1641\tD(x): 0.13\tD(G(z)): 0.02 \t 10.01 s\n",
            "[2616/5000][25/38]\tLoss_D: 0.7835\tLoss_G: 2.262\tD(x): 0.91\tD(G(z)): 0.31 \t 5.97 s\n",
            "[2616/5000][30/38]\tLoss_D: 0.1742\tLoss_G: 3.5486\tD(x): 0.98\tD(G(z)): 0.13 \t 10.0 s\n",
            "[2616/5000][35/38]\tLoss_D: 1.3873\tLoss_G: 4.2848\tD(x): 0.99\tD(G(z)): 0.46 \t 6.05 s\n",
            "[2617/5000][0/38]\tLoss_D: 0.9918\tLoss_G: 3.4463\tD(x): 0.45\tD(G(z)): 0.01 \t 6.39 s\n",
            "[2617/5000][5/38]\tLoss_D: 0.5858\tLoss_G: 2.9289\tD(x): 1.0\tD(G(z)): 0.14 \t 5.99 s\n",
            "[2617/5000][10/38]\tLoss_D: 0.2849\tLoss_G: 2.0877\tD(x): 0.98\tD(G(z)): 0.19 \t 9.99 s\n",
            "[2617/5000][15/38]\tLoss_D: 0.2032\tLoss_G: 2.1699\tD(x): 0.98\tD(G(z)): 0.15 \t 5.97 s\n",
            "[2617/5000][20/38]\tLoss_D: 0.641\tLoss_G: 2.0875\tD(x): 0.75\tD(G(z)): 0.2 \t 10.0 s\n",
            "[2617/5000][25/38]\tLoss_D: 0.3713\tLoss_G: 2.4007\tD(x): 0.97\tD(G(z)): 0.23 \t 6.55 s\n",
            "[2617/5000][30/38]\tLoss_D: 0.4967\tLoss_G: 2.5294\tD(x): 0.81\tD(G(z)): 0.15 \t 9.45 s\n",
            "[2617/5000][35/38]\tLoss_D: 0.3216\tLoss_G: 2.3241\tD(x): 0.96\tD(G(z)): 0.19 \t 7.76 s\n",
            "[2618/5000][0/38]\tLoss_D: 0.2076\tLoss_G: 2.574\tD(x): 0.94\tD(G(z)): 0.1 \t 5.31 s\n",
            "[2618/5000][5/38]\tLoss_D: 1.0071\tLoss_G: 1.9789\tD(x): 0.8\tD(G(z)): 0.21 \t 7.32 s\n",
            "[2618/5000][10/38]\tLoss_D: 0.1415\tLoss_G: 2.1777\tD(x): 0.96\tD(G(z)): 0.07 \t 8.78 s\n",
            "[2618/5000][15/38]\tLoss_D: 0.1846\tLoss_G: 1.7124\tD(x): 0.99\tD(G(z)): 0.16 \t 7.79 s\n",
            "[2618/5000][20/38]\tLoss_D: 0.6131\tLoss_G: 2.2399\tD(x): 0.72\tD(G(z)): 0.14 \t 8.42 s\n",
            "[2618/5000][25/38]\tLoss_D: 0.2792\tLoss_G: 2.2009\tD(x): 0.88\tD(G(z)): 0.08 \t 7.79 s\n",
            "[2618/5000][30/38]\tLoss_D: 0.1372\tLoss_G: 2.8981\tD(x): 0.97\tD(G(z)): 0.09 \t 10.33 s\n",
            "[2618/5000][35/38]\tLoss_D: 0.6344\tLoss_G: 1.558\tD(x): 0.66\tD(G(z)): 0.1 \t 6.13 s\n",
            "[2619/5000][0/38]\tLoss_D: 0.134\tLoss_G: 2.8691\tD(x): 0.98\tD(G(z)): 0.1 \t 5.8 s\n",
            "[2619/5000][5/38]\tLoss_D: 0.1125\tLoss_G: 3.0811\tD(x): 0.95\tD(G(z)): 0.04 \t 6.94 s\n",
            "[2619/5000][10/38]\tLoss_D: 0.4078\tLoss_G: 1.6067\tD(x): 1.0\tD(G(z)): 0.26 \t 10.28 s\n",
            "[2619/5000][15/38]\tLoss_D: 0.1629\tLoss_G: 2.5424\tD(x): 1.0\tD(G(z)): 0.15 \t 6.03 s\n",
            "[2619/5000][20/38]\tLoss_D: 0.1159\tLoss_G: 2.5972\tD(x): 1.0\tD(G(z)): 0.1 \t 10.06 s\n",
            "[2619/5000][25/38]\tLoss_D: 0.2775\tLoss_G: 2.4834\tD(x): 1.0\tD(G(z)): 0.17 \t 6.1 s\n",
            "[2619/5000][30/38]\tLoss_D: 0.304\tLoss_G: 2.4006\tD(x): 0.85\tD(G(z)): 0.07 \t 10.04 s\n",
            "[2619/5000][35/38]\tLoss_D: 0.2507\tLoss_G: 2.2738\tD(x): 0.99\tD(G(z)): 0.18 \t 6.38 s\n",
            "[2620/5000][0/38]\tLoss_D: 0.0672\tLoss_G: 3.8216\tD(x): 0.97\tD(G(z)): 0.03 \t 6.22 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2620 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2620/5000][5/38]\tLoss_D: 0.6263\tLoss_G: 2.1032\tD(x): 0.91\tD(G(z)): 0.1 \t 6.06 s\n",
            "[2620/5000][10/38]\tLoss_D: 0.3502\tLoss_G: 1.6758\tD(x): 0.86\tD(G(z)): 0.12 \t 10.12 s\n",
            "[2620/5000][15/38]\tLoss_D: 0.1198\tLoss_G: 2.2082\tD(x): 1.0\tD(G(z)): 0.1 \t 7.46 s\n",
            "[2620/5000][20/38]\tLoss_D: 0.2809\tLoss_G: 1.8613\tD(x): 0.9\tD(G(z)): 0.12 \t 8.61 s\n",
            "[2620/5000][25/38]\tLoss_D: 0.1353\tLoss_G: 2.6576\tD(x): 0.99\tD(G(z)): 0.12 \t 7.95 s\n",
            "[2620/5000][30/38]\tLoss_D: 0.205\tLoss_G: 2.2125\tD(x): 1.0\tD(G(z)): 0.15 \t 7.86 s\n",
            "[2620/5000][35/38]\tLoss_D: 0.2384\tLoss_G: 1.8369\tD(x): 0.98\tD(G(z)): 0.17 \t 8.19 s\n",
            "[2621/5000][0/38]\tLoss_D: 0.1445\tLoss_G: 2.7378\tD(x): 0.99\tD(G(z)): 0.11 \t 4.78 s\n",
            "[2621/5000][5/38]\tLoss_D: 0.1769\tLoss_G: 2.5391\tD(x): 0.92\tD(G(z)): 0.06 \t 7.76 s\n",
            "[2621/5000][10/38]\tLoss_D: 0.1396\tLoss_G: 1.9188\tD(x): 1.0\tD(G(z)): 0.12 \t 8.73 s\n",
            "[2621/5000][15/38]\tLoss_D: 0.2401\tLoss_G: 2.2775\tD(x): 0.94\tD(G(z)): 0.09 \t 7.52 s\n",
            "[2621/5000][20/38]\tLoss_D: 0.1323\tLoss_G: 2.2361\tD(x): 0.95\tD(G(z)): 0.06 \t 9.91 s\n",
            "[2621/5000][25/38]\tLoss_D: 0.1827\tLoss_G: 2.6674\tD(x): 0.97\tD(G(z)): 0.12 \t 6.12 s\n",
            "[2621/5000][30/38]\tLoss_D: 0.1072\tLoss_G: 2.0461\tD(x): 0.98\tD(G(z)): 0.08 \t 10.18 s\n",
            "[2621/5000][35/38]\tLoss_D: 0.1632\tLoss_G: 2.2681\tD(x): 1.0\tD(G(z)): 0.14 \t 5.95 s\n",
            "[2622/5000][0/38]\tLoss_D: 0.1254\tLoss_G: 2.4733\tD(x): 0.99\tD(G(z)): 0.1 \t 6.76 s\n",
            "[2622/5000][5/38]\tLoss_D: 0.2151\tLoss_G: 2.3142\tD(x): 0.99\tD(G(z)): 0.17 \t 6.08 s\n",
            "[2622/5000][10/38]\tLoss_D: 0.1278\tLoss_G: 3.2605\tD(x): 0.98\tD(G(z)): 0.09 \t 10.15 s\n",
            "[2622/5000][15/38]\tLoss_D: 0.1789\tLoss_G: 2.8442\tD(x): 0.96\tD(G(z)): 0.11 \t 6.04 s\n",
            "[2622/5000][20/38]\tLoss_D: 0.421\tLoss_G: 2.6995\tD(x): 0.76\tD(G(z)): 0.05 \t 10.05 s\n",
            "[2622/5000][25/38]\tLoss_D: 0.1695\tLoss_G: 2.3912\tD(x): 1.0\tD(G(z)): 0.15 \t 6.91 s\n",
            "[2622/5000][30/38]\tLoss_D: 0.2826\tLoss_G: 1.9316\tD(x): 0.87\tD(G(z)): 0.09 \t 9.41 s\n",
            "[2622/5000][35/38]\tLoss_D: 0.131\tLoss_G: 2.6019\tD(x): 0.99\tD(G(z)): 0.11 \t 7.64 s\n",
            "[2623/5000][0/38]\tLoss_D: 0.4085\tLoss_G: 1.8323\tD(x): 0.97\tD(G(z)): 0.26 \t 5.15 s\n",
            "[2623/5000][5/38]\tLoss_D: 0.5835\tLoss_G: 2.2052\tD(x): 0.74\tD(G(z)): 0.17 \t 7.53 s\n",
            "[2623/5000][10/38]\tLoss_D: 0.1615\tLoss_G: 2.7631\tD(x): 0.99\tD(G(z)): 0.14 \t 8.72 s\n",
            "[2623/5000][15/38]\tLoss_D: 0.1583\tLoss_G: 3.2122\tD(x): 0.94\tD(G(z)): 0.07 \t 7.61 s\n",
            "[2623/5000][20/38]\tLoss_D: 0.123\tLoss_G: 2.3827\tD(x): 0.98\tD(G(z)): 0.09 \t 8.51 s\n",
            "[2623/5000][25/38]\tLoss_D: 0.1679\tLoss_G: 3.1546\tD(x): 0.99\tD(G(z)): 0.13 \t 7.78 s\n",
            "[2623/5000][30/38]\tLoss_D: 0.4352\tLoss_G: 1.6357\tD(x): 0.77\tD(G(z)): 0.08 \t 10.27 s\n",
            "[2623/5000][35/38]\tLoss_D: 0.3467\tLoss_G: 1.8168\tD(x): 0.83\tD(G(z)): 0.08 \t 5.92 s\n",
            "[2624/5000][0/38]\tLoss_D: 0.2679\tLoss_G: 2.6073\tD(x): 0.92\tD(G(z)): 0.12 \t 5.88 s\n",
            "[2624/5000][5/38]\tLoss_D: 0.2233\tLoss_G: 2.4902\tD(x): 0.93\tD(G(z)): 0.11 \t 6.75 s\n",
            "[2624/5000][10/38]\tLoss_D: 0.6282\tLoss_G: 2.2368\tD(x): 0.67\tD(G(z)): 0.1 \t 9.99 s\n",
            "[2624/5000][15/38]\tLoss_D: 0.282\tLoss_G: 3.0785\tD(x): 1.0\tD(G(z)): 0.2 \t 6.21 s\n",
            "[2624/5000][20/38]\tLoss_D: 0.1607\tLoss_G: 2.6116\tD(x): 0.94\tD(G(z)): 0.08 \t 9.9 s\n",
            "[2624/5000][25/38]\tLoss_D: 0.1151\tLoss_G: 1.947\tD(x): 0.99\tD(G(z)): 0.1 \t 6.07 s\n",
            "[2624/5000][30/38]\tLoss_D: 0.1238\tLoss_G: 2.0309\tD(x): 0.98\tD(G(z)): 0.09 \t 9.95 s\n",
            "[2624/5000][35/38]\tLoss_D: 0.1587\tLoss_G: 3.1768\tD(x): 0.96\tD(G(z)): 0.08 \t 6.01 s\n",
            "[2625/5000][0/38]\tLoss_D: 0.2162\tLoss_G: 2.3898\tD(x): 0.9\tD(G(z)): 0.06 \t 6.36 s\n",
            "[2625/5000][5/38]\tLoss_D: 0.1862\tLoss_G: 2.9943\tD(x): 0.93\tD(G(z)): 0.08 \t 6.05 s\n",
            "[2625/5000][10/38]\tLoss_D: 0.2477\tLoss_G: 2.3213\tD(x): 0.93\tD(G(z)): 0.12 \t 10.03 s\n",
            "[2625/5000][15/38]\tLoss_D: 0.1004\tLoss_G: 2.8343\tD(x): 0.99\tD(G(z)): 0.08 \t 6.15 s\n",
            "[2625/5000][20/38]\tLoss_D: 0.1929\tLoss_G: 1.9977\tD(x): 0.93\tD(G(z)): 0.09 \t 9.89 s\n",
            "[2625/5000][25/38]\tLoss_D: 0.4935\tLoss_G: 2.5836\tD(x): 0.81\tD(G(z)): 0.17 \t 7.54 s\n",
            "[2625/5000][30/38]\tLoss_D: 0.0994\tLoss_G: 2.1866\tD(x): 1.0\tD(G(z)): 0.09 \t 8.56 s\n",
            "[2625/5000][35/38]\tLoss_D: 0.4003\tLoss_G: 2.7312\tD(x): 0.93\tD(G(z)): 0.19 \t 7.71 s\n",
            "[2626/5000][0/38]\tLoss_D: 0.378\tLoss_G: 2.6429\tD(x): 1.0\tD(G(z)): 0.24 \t 5.06 s\n",
            "[2626/5000][5/38]\tLoss_D: 0.5974\tLoss_G: 2.3681\tD(x): 0.68\tD(G(z)): 0.08 \t 7.79 s\n",
            "[2626/5000][10/38]\tLoss_D: 0.0801\tLoss_G: 3.2954\tD(x): 0.99\tD(G(z)): 0.06 \t 8.38 s\n",
            "[2626/5000][15/38]\tLoss_D: 0.6403\tLoss_G: 2.0932\tD(x): 0.98\tD(G(z)): 0.17 \t 7.58 s\n",
            "[2626/5000][20/38]\tLoss_D: 0.1122\tLoss_G: 1.9725\tD(x): 1.0\tD(G(z)): 0.1 \t 9.12 s\n",
            "[2626/5000][25/38]\tLoss_D: 0.1834\tLoss_G: 2.9342\tD(x): 0.98\tD(G(z)): 0.14 \t 7.04 s\n",
            "[2626/5000][30/38]\tLoss_D: 0.2705\tLoss_G: 2.2244\tD(x): 0.99\tD(G(z)): 0.17 \t 10.01 s\n",
            "[2626/5000][35/38]\tLoss_D: 0.323\tLoss_G: 2.117\tD(x): 0.91\tD(G(z)): 0.15 \t 5.9 s\n",
            "[2627/5000][0/38]\tLoss_D: 0.1119\tLoss_G: 2.6115\tD(x): 0.99\tD(G(z)): 0.1 \t 6.01 s\n",
            "[2627/5000][5/38]\tLoss_D: 0.231\tLoss_G: 2.2832\tD(x): 0.93\tD(G(z)): 0.12 \t 6.54 s\n",
            "[2627/5000][10/38]\tLoss_D: 0.184\tLoss_G: 2.3744\tD(x): 0.97\tD(G(z)): 0.12 \t 10.05 s\n",
            "[2627/5000][15/38]\tLoss_D: 0.138\tLoss_G: 2.5412\tD(x): 1.0\tD(G(z)): 0.12 \t 5.87 s\n",
            "[2627/5000][20/38]\tLoss_D: 0.1856\tLoss_G: 2.3006\tD(x): 0.92\tD(G(z)): 0.07 \t 10.17 s\n",
            "[2627/5000][25/38]\tLoss_D: 0.1338\tLoss_G: 2.423\tD(x): 0.99\tD(G(z)): 0.11 \t 5.95 s\n",
            "[2627/5000][30/38]\tLoss_D: 0.2625\tLoss_G: 2.8307\tD(x): 1.0\tD(G(z)): 0.19 \t 9.93 s\n",
            "[2627/5000][35/38]\tLoss_D: 0.1459\tLoss_G: 2.4635\tD(x): 0.98\tD(G(z)): 0.09 \t 6.43 s\n",
            "[2628/5000][0/38]\tLoss_D: 0.1812\tLoss_G: 2.1797\tD(x): 0.98\tD(G(z)): 0.14 \t 6.26 s\n",
            "[2628/5000][5/38]\tLoss_D: 0.5824\tLoss_G: 2.122\tD(x): 0.73\tD(G(z)): 0.15 \t 5.89 s\n",
            "[2628/5000][10/38]\tLoss_D: 0.1359\tLoss_G: 3.1453\tD(x): 0.97\tD(G(z)): 0.09 \t 10.0 s\n",
            "[2628/5000][15/38]\tLoss_D: 0.0943\tLoss_G: 1.7773\tD(x): 0.99\tD(G(z)): 0.07 \t 6.78 s\n",
            "[2628/5000][20/38]\tLoss_D: 0.4692\tLoss_G: 1.5008\tD(x): 0.73\tD(G(z)): 0.04 \t 9.09 s\n",
            "[2628/5000][25/38]\tLoss_D: 0.1195\tLoss_G: 2.9303\tD(x): 0.96\tD(G(z)): 0.06 \t 7.78 s\n",
            "[2628/5000][30/38]\tLoss_D: 0.0986\tLoss_G: 2.8287\tD(x): 1.0\tD(G(z)): 0.09 \t 8.11 s\n",
            "[2628/5000][35/38]\tLoss_D: 0.1384\tLoss_G: 2.4421\tD(x): 0.96\tD(G(z)): 0.08 \t 8.03 s\n",
            "[2629/5000][0/38]\tLoss_D: 0.1843\tLoss_G: 1.6139\tD(x): 1.0\tD(G(z)): 0.16 \t 4.85 s\n",
            "[2629/5000][5/38]\tLoss_D: 0.208\tLoss_G: 3.0779\tD(x): 1.0\tD(G(z)): 0.16 \t 7.79 s\n",
            "[2629/5000][10/38]\tLoss_D: 0.0995\tLoss_G: 2.1913\tD(x): 0.99\tD(G(z)): 0.08 \t 8.29 s\n",
            "[2629/5000][15/38]\tLoss_D: 0.2065\tLoss_G: 2.1865\tD(x): 1.0\tD(G(z)): 0.17 \t 7.83 s\n",
            "[2629/5000][20/38]\tLoss_D: 0.1372\tLoss_G: 2.818\tD(x): 0.94\tD(G(z)): 0.06 \t 9.79 s\n",
            "[2629/5000][25/38]\tLoss_D: 0.0726\tLoss_G: 2.8472\tD(x): 0.99\tD(G(z)): 0.06 \t 6.17 s\n",
            "[2629/5000][30/38]\tLoss_D: 0.2022\tLoss_G: 1.8051\tD(x): 0.95\tD(G(z)): 0.12 \t 9.9 s\n",
            "[2629/5000][35/38]\tLoss_D: 0.1281\tLoss_G: 2.3741\tD(x): 1.0\tD(G(z)): 0.11 \t 5.97 s\n",
            "[2630/5000][0/38]\tLoss_D: 0.0949\tLoss_G: 2.0864\tD(x): 1.0\tD(G(z)): 0.09 \t 7.12 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2630 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2630/5000][5/38]\tLoss_D: 0.1394\tLoss_G: 2.766\tD(x): 1.0\tD(G(z)): 0.13 \t 6.1 s\n",
            "[2630/5000][10/38]\tLoss_D: 0.1006\tLoss_G: 2.7277\tD(x): 0.97\tD(G(z)): 0.05 \t 10.01 s\n",
            "[2630/5000][15/38]\tLoss_D: 0.2347\tLoss_G: 2.5665\tD(x): 0.97\tD(G(z)): 0.16 \t 5.85 s\n",
            "[2630/5000][20/38]\tLoss_D: 0.2154\tLoss_G: 2.8155\tD(x): 0.91\tD(G(z)): 0.08 \t 10.06 s\n",
            "[2630/5000][25/38]\tLoss_D: 0.1946\tLoss_G: 2.5033\tD(x): 0.91\tD(G(z)): 0.06 \t 6.02 s\n",
            "[2630/5000][30/38]\tLoss_D: 0.1598\tLoss_G: 2.7866\tD(x): 0.94\tD(G(z)): 0.08 \t 9.77 s\n",
            "[2630/5000][35/38]\tLoss_D: 0.1418\tLoss_G: 2.389\tD(x): 0.98\tD(G(z)): 0.1 \t 7.76 s\n",
            "[2631/5000][0/38]\tLoss_D: 0.1597\tLoss_G: 1.8392\tD(x): 0.99\tD(G(z)): 0.1 \t 5.34 s\n",
            "[2631/5000][5/38]\tLoss_D: 0.7531\tLoss_G: 2.6981\tD(x): 0.58\tD(G(z)): 0.05 \t 6.81 s\n",
            "[2631/5000][10/38]\tLoss_D: 0.3489\tLoss_G: 2.5795\tD(x): 0.82\tD(G(z)): 0.08 \t 9.6 s\n",
            "[2631/5000][15/38]\tLoss_D: 0.0503\tLoss_G: 3.1123\tD(x): 1.0\tD(G(z)): 0.05 \t 7.63 s\n",
            "[2631/5000][20/38]\tLoss_D: 0.2685\tLoss_G: 2.7539\tD(x): 1.0\tD(G(z)): 0.21 \t 8.3 s\n",
            "[2631/5000][25/38]\tLoss_D: 1.4897\tLoss_G: 5.4915\tD(x): 1.0\tD(G(z)): 0.48 \t 7.99 s\n",
            "[2631/5000][30/38]\tLoss_D: 3.4862\tLoss_G: 6.0187\tD(x): 1.0\tD(G(z)): 0.61 \t 9.46 s\n",
            "[2631/5000][35/38]\tLoss_D: 1.2228\tLoss_G: 2.1655\tD(x): 0.45\tD(G(z)): 0.13 \t 6.83 s\n",
            "[2632/5000][0/38]\tLoss_D: 0.7163\tLoss_G: 1.6445\tD(x): 0.64\tD(G(z)): 0.13 \t 5.2 s\n",
            "[2632/5000][5/38]\tLoss_D: 1.9727\tLoss_G: 3.0974\tD(x): 0.25\tD(G(z)): 0.02 \t 7.79 s\n",
            "[2632/5000][10/38]\tLoss_D: 0.9306\tLoss_G: 3.8573\tD(x): 0.5\tD(G(z)): 0.03 \t 9.9 s\n",
            "[2632/5000][15/38]\tLoss_D: 0.2188\tLoss_G: 1.1674\tD(x): 1.0\tD(G(z)): 0.18 \t 6.06 s\n",
            "[2632/5000][20/38]\tLoss_D: 0.6916\tLoss_G: 2.1145\tD(x): 0.86\tD(G(z)): 0.09 \t 9.97 s\n",
            "[2632/5000][25/38]\tLoss_D: 0.2802\tLoss_G: 2.6749\tD(x): 0.91\tD(G(z)): 0.11 \t 6.12 s\n",
            "[2632/5000][30/38]\tLoss_D: 0.4181\tLoss_G: 2.4526\tD(x): 0.83\tD(G(z)): 0.14 \t 9.97 s\n",
            "[2632/5000][35/38]\tLoss_D: 0.3834\tLoss_G: 1.6909\tD(x): 0.84\tD(G(z)): 0.11 \t 5.93 s\n",
            "[2633/5000][0/38]\tLoss_D: 0.1614\tLoss_G: 1.9922\tD(x): 0.98\tD(G(z)): 0.11 \t 6.32 s\n",
            "[2633/5000][5/38]\tLoss_D: 0.4039\tLoss_G: 2.2235\tD(x): 0.83\tD(G(z)): 0.13 \t 6.03 s\n",
            "[2633/5000][10/38]\tLoss_D: 0.3719\tLoss_G: 2.7115\tD(x): 0.81\tD(G(z)): 0.08 \t 9.65 s\n",
            "[2633/5000][15/38]\tLoss_D: 0.2448\tLoss_G: 1.9299\tD(x): 0.99\tD(G(z)): 0.15 \t 6.42 s\n",
            "[2633/5000][20/38]\tLoss_D: 0.5687\tLoss_G: 2.5489\tD(x): 0.94\tD(G(z)): 0.29 \t 9.6 s\n",
            "[2633/5000][25/38]\tLoss_D: 0.3046\tLoss_G: 1.8536\tD(x): 1.0\tD(G(z)): 0.21 \t 7.95 s\n",
            "[2633/5000][30/38]\tLoss_D: 0.2765\tLoss_G: 2.043\tD(x): 1.0\tD(G(z)): 0.21 \t 8.31 s\n",
            "[2633/5000][35/38]\tLoss_D: 0.1028\tLoss_G: 3.1034\tD(x): 0.99\tD(G(z)): 0.06 \t 7.95 s\n",
            "[2634/5000][0/38]\tLoss_D: 0.1965\tLoss_G: 2.8093\tD(x): 0.91\tD(G(z)): 0.07 \t 5.23 s\n",
            "[2634/5000][5/38]\tLoss_D: 0.2978\tLoss_G: 2.6112\tD(x): 0.84\tD(G(z)): 0.05 \t 7.85 s\n",
            "[2634/5000][10/38]\tLoss_D: 0.2988\tLoss_G: 2.3199\tD(x): 0.99\tD(G(z)): 0.19 \t 8.36 s\n",
            "[2634/5000][15/38]\tLoss_D: 0.1965\tLoss_G: 2.4716\tD(x): 0.94\tD(G(z)): 0.1 \t 7.67 s\n",
            "[2634/5000][20/38]\tLoss_D: 0.1172\tLoss_G: 2.3168\tD(x): 0.98\tD(G(z)): 0.08 \t 9.23 s\n",
            "[2634/5000][25/38]\tLoss_D: 0.0854\tLoss_G: 2.5439\tD(x): 1.0\tD(G(z)): 0.07 \t 6.9 s\n",
            "[2634/5000][30/38]\tLoss_D: 0.1188\tLoss_G: 2.0893\tD(x): 1.0\tD(G(z)): 0.1 \t 10.04 s\n",
            "[2634/5000][35/38]\tLoss_D: 0.1569\tLoss_G: 2.1603\tD(x): 0.98\tD(G(z)): 0.12 \t 6.13 s\n",
            "[2635/5000][0/38]\tLoss_D: 0.5485\tLoss_G: 2.0928\tD(x): 0.99\tD(G(z)): 0.13 \t 7.07 s\n",
            "[2635/5000][5/38]\tLoss_D: 0.0983\tLoss_G: 3.0089\tD(x): 1.0\tD(G(z)): 0.09 \t 6.12 s\n",
            "[2635/5000][10/38]\tLoss_D: 0.1454\tLoss_G: 2.5572\tD(x): 1.0\tD(G(z)): 0.12 \t 10.26 s\n",
            "[2635/5000][15/38]\tLoss_D: 0.2082\tLoss_G: 2.3479\tD(x): 1.0\tD(G(z)): 0.17 \t 6.16 s\n",
            "[2635/5000][20/38]\tLoss_D: 0.1364\tLoss_G: 2.8801\tD(x): 0.99\tD(G(z)): 0.11 \t 10.23 s\n",
            "[2635/5000][25/38]\tLoss_D: 0.1088\tLoss_G: 2.8101\tD(x): 0.96\tD(G(z)): 0.05 \t 6.74 s\n",
            "[2635/5000][30/38]\tLoss_D: 0.1451\tLoss_G: 2.8981\tD(x): 1.0\tD(G(z)): 0.12 \t 9.54 s\n",
            "[2635/5000][35/38]\tLoss_D: 0.2238\tLoss_G: 2.9578\tD(x): 0.98\tD(G(z)): 0.17 \t 7.95 s\n",
            "[2636/5000][0/38]\tLoss_D: 0.0837\tLoss_G: 2.753\tD(x): 1.0\tD(G(z)): 0.08 \t 5.23 s\n",
            "[2636/5000][5/38]\tLoss_D: 0.117\tLoss_G: 3.0438\tD(x): 1.0\tD(G(z)): 0.1 \t 7.72 s\n",
            "[2636/5000][10/38]\tLoss_D: 0.097\tLoss_G: 2.8235\tD(x): 0.99\tD(G(z)): 0.08 \t 9.14 s\n",
            "[2636/5000][15/38]\tLoss_D: 0.137\tLoss_G: 2.7779\tD(x): 0.99\tD(G(z)): 0.11 \t 8.08 s\n",
            "[2636/5000][20/38]\tLoss_D: 0.1816\tLoss_G: 2.4147\tD(x): 1.0\tD(G(z)): 0.16 \t 9.35 s\n",
            "[2636/5000][25/38]\tLoss_D: 0.076\tLoss_G: 3.0529\tD(x): 0.99\tD(G(z)): 0.05 \t 7.35 s\n",
            "[2636/5000][30/38]\tLoss_D: 0.1189\tLoss_G: 1.6537\tD(x): 0.99\tD(G(z)): 0.1 \t 10.41 s\n",
            "[2636/5000][35/38]\tLoss_D: 0.7052\tLoss_G: 1.6497\tD(x): 0.64\tD(G(z)): 0.11 \t 6.31 s\n",
            "[2637/5000][0/38]\tLoss_D: 0.3001\tLoss_G: 2.504\tD(x): 1.0\tD(G(z)): 0.21 \t 7.21 s\n",
            "[2637/5000][5/38]\tLoss_D: 0.0939\tLoss_G: 3.1756\tD(x): 0.99\tD(G(z)): 0.08 \t 6.15 s\n",
            "[2637/5000][10/38]\tLoss_D: 0.11\tLoss_G: 2.3442\tD(x): 1.0\tD(G(z)): 0.1 \t 10.2 s\n",
            "[2637/5000][15/38]\tLoss_D: 0.0563\tLoss_G: 2.7822\tD(x): 1.0\tD(G(z)): 0.05 \t 5.94 s\n",
            "[2637/5000][20/38]\tLoss_D: 0.1274\tLoss_G: 2.7922\tD(x): 0.95\tD(G(z)): 0.05 \t 10.08 s\n",
            "[2637/5000][25/38]\tLoss_D: 0.1294\tLoss_G: 1.7597\tD(x): 0.98\tD(G(z)): 0.09 \t 6.13 s\n",
            "[2637/5000][30/38]\tLoss_D: 0.1855\tLoss_G: 3.3023\tD(x): 0.92\tD(G(z)): 0.06 \t 10.09 s\n",
            "[2637/5000][35/38]\tLoss_D: 0.1008\tLoss_G: 2.4455\tD(x): 1.0\tD(G(z)): 0.09 \t 7.89 s\n",
            "[2638/5000][0/38]\tLoss_D: 0.1567\tLoss_G: 2.7672\tD(x): 0.97\tD(G(z)): 0.09 \t 5.28 s\n",
            "[2638/5000][5/38]\tLoss_D: 0.0649\tLoss_G: 2.8669\tD(x): 1.0\tD(G(z)): 0.06 \t 7.05 s\n",
            "[2638/5000][10/38]\tLoss_D: 0.1258\tLoss_G: 2.6323\tD(x): 0.97\tD(G(z)): 0.07 \t 9.2 s\n",
            "[2638/5000][15/38]\tLoss_D: 0.4616\tLoss_G: 1.5948\tD(x): 0.8\tD(G(z)): 0.14 \t 7.68 s\n",
            "[2638/5000][20/38]\tLoss_D: 0.1895\tLoss_G: 2.3458\tD(x): 0.99\tD(G(z)): 0.13 \t 8.26 s\n",
            "[2638/5000][25/38]\tLoss_D: 0.3399\tLoss_G: 2.3539\tD(x): 1.0\tD(G(z)): 0.24 \t 7.98 s\n",
            "[2638/5000][30/38]\tLoss_D: 0.1219\tLoss_G: 3.0933\tD(x): 0.98\tD(G(z)): 0.08 \t 9.77 s\n",
            "[2638/5000][35/38]\tLoss_D: 0.1782\tLoss_G: 2.6021\tD(x): 1.0\tD(G(z)): 0.13 \t 6.39 s\n",
            "[2639/5000][0/38]\tLoss_D: 0.5235\tLoss_G: 1.776\tD(x): 0.73\tD(G(z)): 0.09 \t 5.91 s\n",
            "[2639/5000][5/38]\tLoss_D: 0.3768\tLoss_G: 2.1358\tD(x): 0.81\tD(G(z)): 0.08 \t 7.16 s\n",
            "[2639/5000][10/38]\tLoss_D: 0.1712\tLoss_G: 2.5333\tD(x): 1.0\tD(G(z)): 0.15 \t 10.2 s\n",
            "[2639/5000][15/38]\tLoss_D: 0.0901\tLoss_G: 2.3368\tD(x): 1.0\tD(G(z)): 0.08 \t 6.08 s\n",
            "[2639/5000][20/38]\tLoss_D: 0.1383\tLoss_G: 2.175\tD(x): 0.99\tD(G(z)): 0.11 \t 10.33 s\n",
            "[2639/5000][25/38]\tLoss_D: 0.1175\tLoss_G: 2.9233\tD(x): 1.0\tD(G(z)): 0.11 \t 6.07 s\n",
            "[2639/5000][30/38]\tLoss_D: 0.0715\tLoss_G: 2.8587\tD(x): 1.0\tD(G(z)): 0.06 \t 10.17 s\n",
            "[2639/5000][35/38]\tLoss_D: 0.1018\tLoss_G: 2.9612\tD(x): 0.97\tD(G(z)): 0.06 \t 6.38 s\n",
            "[2640/5000][0/38]\tLoss_D: 0.1675\tLoss_G: 3.3751\tD(x): 1.0\tD(G(z)): 0.13 \t 6.03 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2640 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2640/5000][5/38]\tLoss_D: 0.0778\tLoss_G: 2.6242\tD(x): 1.0\tD(G(z)): 0.07 \t 5.97 s\n",
            "[2640/5000][10/38]\tLoss_D: 0.2544\tLoss_G: 2.0658\tD(x): 1.0\tD(G(z)): 0.21 \t 10.18 s\n",
            "[2640/5000][15/38]\tLoss_D: 0.2695\tLoss_G: 2.7045\tD(x): 0.87\tD(G(z)): 0.08 \t 7.06 s\n",
            "[2640/5000][20/38]\tLoss_D: 0.1031\tLoss_G: 2.4881\tD(x): 0.98\tD(G(z)): 0.06 \t 8.9 s\n",
            "[2640/5000][25/38]\tLoss_D: 0.2588\tLoss_G: 2.1314\tD(x): 0.92\tD(G(z)): 0.13 \t 8.04 s\n",
            "[2640/5000][30/38]\tLoss_D: 0.1124\tLoss_G: 1.9736\tD(x): 0.99\tD(G(z)): 0.09 \t 8.03 s\n",
            "[2640/5000][35/38]\tLoss_D: 0.2732\tLoss_G: 2.3073\tD(x): 0.85\tD(G(z)): 0.05 \t 8.11 s\n",
            "[2641/5000][0/38]\tLoss_D: 0.1725\tLoss_G: 2.213\tD(x): 1.0\tD(G(z)): 0.14 \t 5.01 s\n",
            "[2641/5000][5/38]\tLoss_D: 0.547\tLoss_G: 2.4033\tD(x): 0.72\tD(G(z)): 0.11 \t 7.71 s\n",
            "[2641/5000][10/38]\tLoss_D: 0.2427\tLoss_G: 2.1562\tD(x): 0.97\tD(G(z)): 0.14 \t 8.42 s\n",
            "[2641/5000][15/38]\tLoss_D: 0.2778\tLoss_G: 1.8997\tD(x): 1.0\tD(G(z)): 0.21 \t 7.73 s\n",
            "[2641/5000][20/38]\tLoss_D: 0.0781\tLoss_G: 3.486\tD(x): 1.0\tD(G(z)): 0.07 \t 9.74 s\n",
            "[2641/5000][25/38]\tLoss_D: 0.1144\tLoss_G: 2.6648\tD(x): 1.0\tD(G(z)): 0.11 \t 6.22 s\n",
            "[2641/5000][30/38]\tLoss_D: 0.2451\tLoss_G: 3.3233\tD(x): 0.96\tD(G(z)): 0.16 \t 10.05 s\n",
            "[2641/5000][35/38]\tLoss_D: 0.1512\tLoss_G: 1.9789\tD(x): 0.98\tD(G(z)): 0.12 \t 6.03 s\n",
            "[2642/5000][0/38]\tLoss_D: 0.1526\tLoss_G: 2.6214\tD(x): 1.0\tD(G(z)): 0.13 \t 6.69 s\n",
            "[2642/5000][5/38]\tLoss_D: 0.1558\tLoss_G: 2.1052\tD(x): 0.98\tD(G(z)): 0.12 \t 6.01 s\n",
            "[2642/5000][10/38]\tLoss_D: 0.0767\tLoss_G: 3.1428\tD(x): 1.0\tD(G(z)): 0.07 \t 9.97 s\n",
            "[2642/5000][15/38]\tLoss_D: 0.1415\tLoss_G: 3.364\tD(x): 0.94\tD(G(z)): 0.06 \t 6.05 s\n",
            "[2642/5000][20/38]\tLoss_D: 0.1339\tLoss_G: 2.7521\tD(x): 1.0\tD(G(z)): 0.12 \t 10.11 s\n",
            "[2642/5000][25/38]\tLoss_D: 0.104\tLoss_G: 2.2313\tD(x): 0.99\tD(G(z)): 0.07 \t 6.29 s\n",
            "[2642/5000][30/38]\tLoss_D: 0.37\tLoss_G: 1.9622\tD(x): 0.83\tD(G(z)): 0.1 \t 9.79 s\n",
            "[2642/5000][35/38]\tLoss_D: 0.1208\tLoss_G: 2.3135\tD(x): 0.97\tD(G(z)): 0.07 \t 7.82 s\n",
            "[2643/5000][0/38]\tLoss_D: 0.1134\tLoss_G: 2.1455\tD(x): 1.0\tD(G(z)): 0.1 \t 4.94 s\n",
            "[2643/5000][5/38]\tLoss_D: 0.1212\tLoss_G: 2.3714\tD(x): 1.0\tD(G(z)): 0.11 \t 6.57 s\n",
            "[2643/5000][10/38]\tLoss_D: 0.1115\tLoss_G: 1.5837\tD(x): 0.99\tD(G(z)): 0.09 \t 9.52 s\n",
            "[2643/5000][15/38]\tLoss_D: 0.1449\tLoss_G: 2.787\tD(x): 0.98\tD(G(z)): 0.11 \t 7.72 s\n",
            "[2643/5000][20/38]\tLoss_D: 0.2596\tLoss_G: 2.3966\tD(x): 0.97\tD(G(z)): 0.18 \t 8.36 s\n",
            "[2643/5000][25/38]\tLoss_D: 0.1457\tLoss_G: 2.6872\tD(x): 0.99\tD(G(z)): 0.12 \t 7.78 s\n",
            "[2643/5000][30/38]\tLoss_D: 0.2162\tLoss_G: 2.4912\tD(x): 0.99\tD(G(z)): 0.15 \t 9.26 s\n",
            "[2643/5000][35/38]\tLoss_D: 0.1306\tLoss_G: 2.0037\tD(x): 1.0\tD(G(z)): 0.1 \t 6.73 s\n",
            "[2644/5000][0/38]\tLoss_D: 0.1138\tLoss_G: 3.0354\tD(x): 1.0\tD(G(z)): 0.1 \t 4.9 s\n",
            "[2644/5000][5/38]\tLoss_D: 0.0828\tLoss_G: 1.9228\tD(x): 1.0\tD(G(z)): 0.07 \t 7.76 s\n",
            "[2644/5000][10/38]\tLoss_D: 0.0801\tLoss_G: 2.2004\tD(x): 1.0\tD(G(z)): 0.07 \t 9.79 s\n",
            "[2644/5000][15/38]\tLoss_D: 0.0874\tLoss_G: 2.0264\tD(x): 1.0\tD(G(z)): 0.08 \t 6.25 s\n",
            "[2644/5000][20/38]\tLoss_D: 0.1732\tLoss_G: 2.0978\tD(x): 1.0\tD(G(z)): 0.15 \t 10.11 s\n",
            "[2644/5000][25/38]\tLoss_D: 0.1541\tLoss_G: 2.5338\tD(x): 0.97\tD(G(z)): 0.1 \t 5.96 s\n",
            "[2644/5000][30/38]\tLoss_D: 0.1444\tLoss_G: 2.5594\tD(x): 0.95\tD(G(z)): 0.07 \t 9.99 s\n",
            "[2644/5000][35/38]\tLoss_D: 0.1454\tLoss_G: 1.9865\tD(x): 0.94\tD(G(z)): 0.06 \t 6.06 s\n",
            "[2645/5000][0/38]\tLoss_D: 0.2201\tLoss_G: 2.8013\tD(x): 1.0\tD(G(z)): 0.17 \t 6.43 s\n",
            "[2645/5000][5/38]\tLoss_D: 0.2072\tLoss_G: 2.9042\tD(x): 1.0\tD(G(z)): 0.17 \t 6.04 s\n",
            "[2645/5000][10/38]\tLoss_D: 0.11\tLoss_G: 2.7738\tD(x): 0.98\tD(G(z)): 0.07 \t 10.08 s\n",
            "[2645/5000][15/38]\tLoss_D: 0.1577\tLoss_G: 1.9372\tD(x): 1.0\tD(G(z)): 0.14 \t 6.05 s\n",
            "[2645/5000][20/38]\tLoss_D: 0.1775\tLoss_G: 3.075\tD(x): 0.97\tD(G(z)): 0.13 \t 10.3 s\n",
            "[2645/5000][25/38]\tLoss_D: 0.097\tLoss_G: 2.7519\tD(x): 0.99\tD(G(z)): 0.08 \t 7.21 s\n",
            "[2645/5000][30/38]\tLoss_D: 0.0921\tLoss_G: 3.0717\tD(x): 0.97\tD(G(z)): 0.04 \t 8.87 s\n",
            "[2645/5000][35/38]\tLoss_D: 0.1357\tLoss_G: 1.9076\tD(x): 1.0\tD(G(z)): 0.12 \t 7.79 s\n",
            "[2646/5000][0/38]\tLoss_D: 0.1011\tLoss_G: 2.2092\tD(x): 0.98\tD(G(z)): 0.07 \t 5.13 s\n",
            "[2646/5000][5/38]\tLoss_D: 0.1636\tLoss_G: 3.2191\tD(x): 1.0\tD(G(z)): 0.12 \t 8.0 s\n",
            "[2646/5000][10/38]\tLoss_D: 0.1498\tLoss_G: 2.7535\tD(x): 0.99\tD(G(z)): 0.1 \t 8.25 s\n",
            "[2646/5000][15/38]\tLoss_D: 0.1182\tLoss_G: 2.7775\tD(x): 1.0\tD(G(z)): 0.11 \t 7.74 s\n",
            "[2646/5000][20/38]\tLoss_D: 0.2906\tLoss_G: 2.3646\tD(x): 0.93\tD(G(z)): 0.11 \t 9.3 s\n",
            "[2646/5000][25/38]\tLoss_D: 0.1443\tLoss_G: 3.3686\tD(x): 0.96\tD(G(z)): 0.08 \t 6.9 s\n",
            "[2646/5000][30/38]\tLoss_D: 0.229\tLoss_G: 2.0467\tD(x): 1.0\tD(G(z)): 0.19 \t 10.21 s\n",
            "[2646/5000][35/38]\tLoss_D: 0.2231\tLoss_G: 2.2555\tD(x): 1.0\tD(G(z)): 0.18 \t 6.03 s\n",
            "[2647/5000][0/38]\tLoss_D: 0.2635\tLoss_G: 2.577\tD(x): 0.99\tD(G(z)): 0.18 \t 6.41 s\n",
            "[2647/5000][5/38]\tLoss_D: 0.2408\tLoss_G: 3.5484\tD(x): 1.0\tD(G(z)): 0.19 \t 6.11 s\n",
            "[2647/5000][10/38]\tLoss_D: 0.3175\tLoss_G: 2.1854\tD(x): 0.99\tD(G(z)): 0.21 \t 10.05 s\n",
            "[2647/5000][15/38]\tLoss_D: 0.1466\tLoss_G: 2.6974\tD(x): 0.99\tD(G(z)): 0.1 \t 6.16 s\n",
            "[2647/5000][20/38]\tLoss_D: 0.1822\tLoss_G: 2.5005\tD(x): 0.99\tD(G(z)): 0.15 \t 10.17 s\n",
            "[2647/5000][25/38]\tLoss_D: 0.2413\tLoss_G: 2.3951\tD(x): 0.88\tD(G(z)): 0.06 \t 5.92 s\n",
            "[2647/5000][30/38]\tLoss_D: 0.2357\tLoss_G: 2.1851\tD(x): 0.92\tD(G(z)): 0.09 \t 10.2 s\n",
            "[2647/5000][35/38]\tLoss_D: 0.0681\tLoss_G: 3.0381\tD(x): 1.0\tD(G(z)): 0.06 \t 7.12 s\n",
            "[2648/5000][0/38]\tLoss_D: 0.1973\tLoss_G: 2.6174\tD(x): 0.92\tD(G(z)): 0.08 \t 5.53 s\n",
            "[2648/5000][5/38]\tLoss_D: 0.145\tLoss_G: 2.4042\tD(x): 0.98\tD(G(z)): 0.07 \t 6.08 s\n",
            "[2648/5000][10/38]\tLoss_D: 0.1273\tLoss_G: 2.6386\tD(x): 0.99\tD(G(z)): 0.1 \t 10.04 s\n",
            "[2648/5000][15/38]\tLoss_D: 0.0808\tLoss_G: 3.4414\tD(x): 0.97\tD(G(z)): 0.04 \t 7.84 s\n",
            "[2648/5000][20/38]\tLoss_D: 0.3086\tLoss_G: 2.2708\tD(x): 1.0\tD(G(z)): 0.23 \t 8.41 s\n",
            "[2648/5000][25/38]\tLoss_D: 0.1097\tLoss_G: 2.3668\tD(x): 1.0\tD(G(z)): 0.1 \t 7.87 s\n",
            "[2648/5000][30/38]\tLoss_D: 0.1792\tLoss_G: 2.057\tD(x): 0.97\tD(G(z)): 0.12 \t 9.14 s\n",
            "[2648/5000][35/38]\tLoss_D: 0.27\tLoss_G: 2.8503\tD(x): 0.99\tD(G(z)): 0.21 \t 7.12 s\n",
            "[2649/5000][0/38]\tLoss_D: 0.0739\tLoss_G: 2.3245\tD(x): 1.0\tD(G(z)): 0.07 \t 5.14 s\n",
            "[2649/5000][5/38]\tLoss_D: 0.4973\tLoss_G: 2.8833\tD(x): 0.7\tD(G(z)): 0.03 \t 7.93 s\n",
            "[2649/5000][10/38]\tLoss_D: 0.3339\tLoss_G: 3.2006\tD(x): 1.0\tD(G(z)): 0.24 \t 9.61 s\n",
            "[2649/5000][15/38]\tLoss_D: 0.2617\tLoss_G: 1.4874\tD(x): 0.99\tD(G(z)): 0.19 \t 6.48 s\n",
            "[2649/5000][20/38]\tLoss_D: 0.4334\tLoss_G: 2.1913\tD(x): 0.77\tD(G(z)): 0.08 \t 10.0 s\n",
            "[2649/5000][25/38]\tLoss_D: 0.087\tLoss_G: 2.3069\tD(x): 1.0\tD(G(z)): 0.08 \t 6.04 s\n",
            "[2649/5000][30/38]\tLoss_D: 0.0705\tLoss_G: 3.5106\tD(x): 0.99\tD(G(z)): 0.06 \t 10.16 s\n",
            "[2649/5000][35/38]\tLoss_D: 0.1607\tLoss_G: 2.9212\tD(x): 0.99\tD(G(z)): 0.11 \t 5.93 s\n",
            "[2650/5000][0/38]\tLoss_D: 0.0508\tLoss_G: 3.7688\tD(x): 0.99\tD(G(z)): 0.04 \t 6.54 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2650 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2650/5000][5/38]\tLoss_D: 0.1938\tLoss_G: 2.2051\tD(x): 1.0\tD(G(z)): 0.17 \t 6.04 s\n",
            "[2650/5000][10/38]\tLoss_D: 0.2956\tLoss_G: 1.572\tD(x): 0.85\tD(G(z)): 0.07 \t 10.08 s\n",
            "[2650/5000][15/38]\tLoss_D: 0.1777\tLoss_G: 3.3157\tD(x): 0.95\tD(G(z)): 0.09 \t 6.05 s\n",
            "[2650/5000][20/38]\tLoss_D: 0.1583\tLoss_G: 2.6376\tD(x): 0.99\tD(G(z)): 0.14 \t 10.01 s\n",
            "[2650/5000][25/38]\tLoss_D: 0.149\tLoss_G: 1.9036\tD(x): 1.0\tD(G(z)): 0.13 \t 7.01 s\n",
            "[2650/5000][30/38]\tLoss_D: 0.1206\tLoss_G: 2.8903\tD(x): 0.97\tD(G(z)): 0.08 \t 9.0 s\n",
            "[2650/5000][35/38]\tLoss_D: 0.1437\tLoss_G: 3.2631\tD(x): 0.98\tD(G(z)): 0.11 \t 7.69 s\n",
            "[2651/5000][0/38]\tLoss_D: 0.202\tLoss_G: 2.8172\tD(x): 0.98\tD(G(z)): 0.11 \t 5.17 s\n",
            "[2651/5000][5/38]\tLoss_D: 0.5795\tLoss_G: 1.495\tD(x): 0.73\tD(G(z)): 0.12 \t 7.83 s\n",
            "[2651/5000][10/38]\tLoss_D: 0.1044\tLoss_G: 2.4012\tD(x): 0.99\tD(G(z)): 0.09 \t 8.29 s\n",
            "[2651/5000][15/38]\tLoss_D: 0.1449\tLoss_G: 2.585\tD(x): 1.0\tD(G(z)): 0.13 \t 7.8 s\n",
            "[2651/5000][20/38]\tLoss_D: 0.1784\tLoss_G: 2.4187\tD(x): 1.0\tD(G(z)): 0.15 \t 8.9 s\n",
            "[2651/5000][25/38]\tLoss_D: 0.133\tLoss_G: 2.0562\tD(x): 0.99\tD(G(z)): 0.11 \t 7.22 s\n",
            "[2651/5000][30/38]\tLoss_D: 0.1331\tLoss_G: 2.4832\tD(x): 0.99\tD(G(z)): 0.11 \t 10.06 s\n",
            "[2651/5000][35/38]\tLoss_D: 0.0961\tLoss_G: 2.5752\tD(x): 1.0\tD(G(z)): 0.09 \t 5.94 s\n",
            "[2652/5000][0/38]\tLoss_D: 0.0866\tLoss_G: 2.4805\tD(x): 1.0\tD(G(z)): 0.08 \t 6.12 s\n",
            "[2652/5000][5/38]\tLoss_D: 0.8495\tLoss_G: 1.5473\tD(x): 0.54\tD(G(z)): 0.08 \t 6.74 s\n",
            "[2652/5000][10/38]\tLoss_D: 0.1567\tLoss_G: 3.4332\tD(x): 0.93\tD(G(z)): 0.04 \t 10.02 s\n",
            "[2652/5000][15/38]\tLoss_D: 0.187\tLoss_G: 2.7225\tD(x): 0.99\tD(G(z)): 0.15 \t 5.96 s\n",
            "[2652/5000][20/38]\tLoss_D: 0.1235\tLoss_G: 3.1577\tD(x): 0.96\tD(G(z)): 0.07 \t 10.2 s\n",
            "[2652/5000][25/38]\tLoss_D: 0.1371\tLoss_G: 2.956\tD(x): 1.0\tD(G(z)): 0.12 \t 6.06 s\n",
            "[2652/5000][30/38]\tLoss_D: 0.1621\tLoss_G: 2.4306\tD(x): 0.98\tD(G(z)): 0.12 \t 9.92 s\n",
            "[2652/5000][35/38]\tLoss_D: 0.0424\tLoss_G: 3.0723\tD(x): 1.0\tD(G(z)): 0.04 \t 6.41 s\n",
            "[2653/5000][0/38]\tLoss_D: 0.089\tLoss_G: 2.8238\tD(x): 1.0\tD(G(z)): 0.08 \t 6.12 s\n",
            "[2653/5000][5/38]\tLoss_D: 0.0794\tLoss_G: 2.4286\tD(x): 1.0\tD(G(z)): 0.07 \t 6.02 s\n",
            "[2653/5000][10/38]\tLoss_D: 0.1266\tLoss_G: 2.0572\tD(x): 1.0\tD(G(z)): 0.11 \t 9.94 s\n",
            "[2653/5000][15/38]\tLoss_D: 0.2134\tLoss_G: 2.156\tD(x): 0.99\tD(G(z)): 0.16 \t 6.58 s\n",
            "[2653/5000][20/38]\tLoss_D: 0.3069\tLoss_G: 2.183\tD(x): 0.9\tD(G(z)): 0.1 \t 9.34 s\n",
            "[2653/5000][25/38]\tLoss_D: 0.3013\tLoss_G: 2.1907\tD(x): 0.87\tD(G(z)): 0.1 \t 7.75 s\n",
            "[2653/5000][30/38]\tLoss_D: 0.2367\tLoss_G: 2.8034\tD(x): 0.86\tD(G(z)): 0.04 \t 8.47 s\n",
            "[2653/5000][35/38]\tLoss_D: 0.1213\tLoss_G: 2.5751\tD(x): 0.97\tD(G(z)): 0.08 \t 8.01 s\n",
            "[2654/5000][0/38]\tLoss_D: 0.1948\tLoss_G: 1.9264\tD(x): 1.0\tD(G(z)): 0.17 \t 4.98 s\n",
            "[2654/5000][5/38]\tLoss_D: 0.282\tLoss_G: 2.2197\tD(x): 0.87\tD(G(z)): 0.08 \t 7.71 s\n",
            "[2654/5000][10/38]\tLoss_D: 0.1202\tLoss_G: 2.4779\tD(x): 1.0\tD(G(z)): 0.11 \t 8.33 s\n",
            "[2654/5000][15/38]\tLoss_D: 0.1091\tLoss_G: 2.7643\tD(x): 0.99\tD(G(z)): 0.09 \t 7.81 s\n",
            "[2654/5000][20/38]\tLoss_D: 0.0781\tLoss_G: 3.8228\tD(x): 0.97\tD(G(z)): 0.04 \t 8.88 s\n",
            "[2654/5000][25/38]\tLoss_D: 0.1695\tLoss_G: 2.6088\tD(x): 0.94\tD(G(z)): 0.07 \t 6.96 s\n",
            "[2654/5000][30/38]\tLoss_D: 0.1011\tLoss_G: 2.7259\tD(x): 0.96\tD(G(z)): 0.03 \t 9.74 s\n",
            "[2654/5000][35/38]\tLoss_D: 0.1799\tLoss_G: 2.0008\tD(x): 0.92\tD(G(z)): 0.06 \t 6.12 s\n",
            "[2655/5000][0/38]\tLoss_D: 0.3023\tLoss_G: 2.3624\tD(x): 0.98\tD(G(z)): 0.2 \t 6.74 s\n",
            "[2655/5000][5/38]\tLoss_D: 0.209\tLoss_G: 3.0368\tD(x): 1.0\tD(G(z)): 0.16 \t 6.16 s\n",
            "[2655/5000][10/38]\tLoss_D: 0.3693\tLoss_G: 2.5208\tD(x): 1.0\tD(G(z)): 0.23 \t 10.05 s\n",
            "[2655/5000][15/38]\tLoss_D: 0.1302\tLoss_G: 2.2013\tD(x): 1.0\tD(G(z)): 0.09 \t 6.11 s\n",
            "[2655/5000][20/38]\tLoss_D: 0.1293\tLoss_G: 3.1658\tD(x): 0.99\tD(G(z)): 0.1 \t 9.92 s\n",
            "[2655/5000][25/38]\tLoss_D: 0.1608\tLoss_G: 2.9296\tD(x): 0.94\tD(G(z)): 0.06 \t 5.92 s\n",
            "[2655/5000][30/38]\tLoss_D: 0.1825\tLoss_G: 2.3946\tD(x): 0.98\tD(G(z)): 0.14 \t 10.0 s\n",
            "[2655/5000][35/38]\tLoss_D: 0.132\tLoss_G: 2.4393\tD(x): 0.95\tD(G(z)): 0.06 \t 7.06 s\n",
            "[2656/5000][0/38]\tLoss_D: 0.4239\tLoss_G: 2.9411\tD(x): 1.0\tD(G(z)): 0.26 \t 5.82 s\n",
            "[2656/5000][5/38]\tLoss_D: 0.0806\tLoss_G: 2.637\tD(x): 0.99\tD(G(z)): 0.05 \t 6.23 s\n",
            "[2656/5000][10/38]\tLoss_D: 0.4108\tLoss_G: 1.9552\tD(x): 0.8\tD(G(z)): 0.1 \t 9.86 s\n",
            "[2656/5000][15/38]\tLoss_D: 0.2143\tLoss_G: 3.0373\tD(x): 0.9\tD(G(z)): 0.07 \t 7.85 s\n",
            "[2656/5000][20/38]\tLoss_D: 0.0644\tLoss_G: 3.0536\tD(x): 1.0\tD(G(z)): 0.06 \t 8.34 s\n",
            "[2656/5000][25/38]\tLoss_D: 0.1005\tLoss_G: 1.8123\tD(x): 1.0\tD(G(z)): 0.09 \t 7.71 s\n",
            "[2656/5000][30/38]\tLoss_D: 0.0785\tLoss_G: 2.5836\tD(x): 1.0\tD(G(z)): 0.07 \t 8.78 s\n",
            "[2656/5000][35/38]\tLoss_D: 0.1335\tLoss_G: 2.5189\tD(x): 0.99\tD(G(z)): 0.11 \t 7.24 s\n",
            "[2657/5000][0/38]\tLoss_D: 0.1794\tLoss_G: 2.2582\tD(x): 1.0\tD(G(z)): 0.16 \t 5.21 s\n",
            "[2657/5000][5/38]\tLoss_D: 0.1813\tLoss_G: 1.9388\tD(x): 0.97\tD(G(z)): 0.12 \t 7.83 s\n",
            "[2657/5000][10/38]\tLoss_D: 0.0895\tLoss_G: 3.6325\tD(x): 0.98\tD(G(z)): 0.06 \t 9.46 s\n",
            "[2657/5000][15/38]\tLoss_D: 0.1403\tLoss_G: 2.4514\tD(x): 1.0\tD(G(z)): 0.1 \t 6.83 s\n",
            "[2657/5000][20/38]\tLoss_D: 0.0663\tLoss_G: 2.4852\tD(x): 0.99\tD(G(z)): 0.05 \t 9.96 s\n",
            "[2657/5000][25/38]\tLoss_D: 0.0875\tLoss_G: 2.7393\tD(x): 0.98\tD(G(z)): 0.06 \t 5.95 s\n",
            "[2657/5000][30/38]\tLoss_D: 1.0564\tLoss_G: 1.7858\tD(x): 0.48\tD(G(z)): 0.11 \t 10.32 s\n",
            "[2657/5000][35/38]\tLoss_D: 0.0553\tLoss_G: 3.4661\tD(x): 0.98\tD(G(z)): 0.03 \t 6.11 s\n",
            "[2658/5000][0/38]\tLoss_D: 0.4438\tLoss_G: 3.0596\tD(x): 0.72\tD(G(z)): 0.02 \t 6.22 s\n",
            "[2658/5000][5/38]\tLoss_D: 0.0819\tLoss_G: 2.5547\tD(x): 1.0\tD(G(z)): 0.07 \t 6.04 s\n",
            "[2658/5000][10/38]\tLoss_D: 0.2517\tLoss_G: 3.1057\tD(x): 0.86\tD(G(z)): 0.04 \t 10.19 s\n",
            "[2658/5000][15/38]\tLoss_D: 0.0923\tLoss_G: 3.4727\tD(x): 0.98\tD(G(z)): 0.04 \t 6.14 s\n",
            "[2658/5000][20/38]\tLoss_D: 0.2484\tLoss_G: 2.4436\tD(x): 0.94\tD(G(z)): 0.14 \t 10.2 s\n",
            "[2658/5000][25/38]\tLoss_D: 0.2139\tLoss_G: 2.301\tD(x): 0.95\tD(G(z)): 0.13 \t 7.92 s\n",
            "[2658/5000][30/38]\tLoss_D: 0.2187\tLoss_G: 2.8384\tD(x): 0.9\tD(G(z)): 0.06 \t 8.49 s\n",
            "[2658/5000][35/38]\tLoss_D: 0.1335\tLoss_G: 2.6799\tD(x): 0.96\tD(G(z)): 0.07 \t 7.79 s\n",
            "[2659/5000][0/38]\tLoss_D: 0.1035\tLoss_G: 3.0397\tD(x): 1.0\tD(G(z)): 0.09 \t 4.9 s\n",
            "[2659/5000][5/38]\tLoss_D: 0.7302\tLoss_G: 2.4974\tD(x): 0.58\tD(G(z)): 0.05 \t 7.86 s\n",
            "[2659/5000][10/38]\tLoss_D: 0.1062\tLoss_G: 2.3551\tD(x): 0.99\tD(G(z)): 0.09 \t 8.52 s\n",
            "[2659/5000][15/38]\tLoss_D: 0.3258\tLoss_G: 1.8166\tD(x): 0.9\tD(G(z)): 0.15 \t 7.9 s\n",
            "[2659/5000][20/38]\tLoss_D: 0.1497\tLoss_G: 2.9936\tD(x): 0.94\tD(G(z)): 0.05 \t 9.79 s\n",
            "[2659/5000][25/38]\tLoss_D: 0.3148\tLoss_G: 2.0119\tD(x): 0.99\tD(G(z)): 0.23 \t 6.44 s\n",
            "[2659/5000][30/38]\tLoss_D: 0.1347\tLoss_G: 2.1635\tD(x): 0.98\tD(G(z)): 0.09 \t 10.0 s\n",
            "[2659/5000][35/38]\tLoss_D: 0.1083\tLoss_G: 2.9206\tD(x): 0.99\tD(G(z)): 0.09 \t 6.02 s\n",
            "[2660/5000][0/38]\tLoss_D: 0.1493\tLoss_G: 2.3367\tD(x): 0.97\tD(G(z)): 0.1 \t 7.11 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2660 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2660/5000][5/38]\tLoss_D: 0.1893\tLoss_G: 2.643\tD(x): 1.0\tD(G(z)): 0.16 \t 6.16 s\n",
            "[2660/5000][10/38]\tLoss_D: 0.9434\tLoss_G: 2.669\tD(x): 0.49\tD(G(z)): 0.05 \t 10.12 s\n",
            "[2660/5000][15/38]\tLoss_D: 0.3012\tLoss_G: 2.1883\tD(x): 1.0\tD(G(z)): 0.19 \t 6.05 s\n",
            "[2660/5000][20/38]\tLoss_D: 0.1557\tLoss_G: 2.5631\tD(x): 0.99\tD(G(z)): 0.12 \t 10.23 s\n",
            "[2660/5000][25/38]\tLoss_D: 0.0522\tLoss_G: 2.4746\tD(x): 0.99\tD(G(z)): 0.03 \t 6.38 s\n",
            "[2660/5000][30/38]\tLoss_D: 0.2646\tLoss_G: 2.8501\tD(x): 0.97\tD(G(z)): 0.18 \t 9.94 s\n",
            "[2660/5000][35/38]\tLoss_D: 0.1845\tLoss_G: 1.727\tD(x): 1.0\tD(G(z)): 0.16 \t 7.91 s\n",
            "[2661/5000][0/38]\tLoss_D: 0.1945\tLoss_G: 2.8307\tD(x): 0.91\tD(G(z)): 0.06 \t 5.0 s\n",
            "[2661/5000][5/38]\tLoss_D: 0.3037\tLoss_G: 2.3111\tD(x): 0.92\tD(G(z)): 0.16 \t 7.13 s\n",
            "[2661/5000][10/38]\tLoss_D: 0.2037\tLoss_G: 2.7471\tD(x): 0.89\tD(G(z)): 0.04 \t 9.06 s\n",
            "[2661/5000][15/38]\tLoss_D: 0.492\tLoss_G: 3.4879\tD(x): 1.0\tD(G(z)): 0.28 \t 7.82 s\n",
            "[2661/5000][20/38]\tLoss_D: 0.0929\tLoss_G: 2.8185\tD(x): 0.99\tD(G(z)): 0.07 \t 8.29 s\n",
            "[2661/5000][25/38]\tLoss_D: 0.3295\tLoss_G: 1.7494\tD(x): 0.87\tD(G(z)): 0.12 \t 7.86 s\n",
            "[2661/5000][30/38]\tLoss_D: 0.2189\tLoss_G: 2.7541\tD(x): 1.0\tD(G(z)): 0.18 \t 10.3 s\n",
            "[2661/5000][35/38]\tLoss_D: 0.0961\tLoss_G: 3.6004\tD(x): 0.96\tD(G(z)): 0.02 \t 6.06 s\n",
            "[2662/5000][0/38]\tLoss_D: 0.9314\tLoss_G: 2.9736\tD(x): 0.47\tD(G(z)): 0.03 \t 5.74 s\n",
            "[2662/5000][5/38]\tLoss_D: 0.1115\tLoss_G: 3.9123\tD(x): 1.0\tD(G(z)): 0.1 \t 7.0 s\n",
            "[2662/5000][10/38]\tLoss_D: 0.4342\tLoss_G: 2.7221\tD(x): 0.99\tD(G(z)): 0.22 \t 10.21 s\n",
            "[2662/5000][15/38]\tLoss_D: 0.0856\tLoss_G: 2.3542\tD(x): 1.0\tD(G(z)): 0.08 \t 5.95 s\n",
            "[2662/5000][20/38]\tLoss_D: 0.22\tLoss_G: 3.0231\tD(x): 1.0\tD(G(z)): 0.17 \t 10.21 s\n",
            "[2662/5000][25/38]\tLoss_D: 0.1569\tLoss_G: 2.5972\tD(x): 0.93\tD(G(z)): 0.06 \t 5.99 s\n",
            "[2662/5000][30/38]\tLoss_D: 0.073\tLoss_G: 3.3516\tD(x): 1.0\tD(G(z)): 0.07 \t 10.12 s\n",
            "[2662/5000][35/38]\tLoss_D: 0.2571\tLoss_G: 1.8273\tD(x): 1.0\tD(G(z)): 0.21 \t 6.83 s\n",
            "[2663/5000][0/38]\tLoss_D: 0.4466\tLoss_G: 1.7433\tD(x): 0.77\tD(G(z)): 0.09 \t 5.84 s\n",
            "[2663/5000][5/38]\tLoss_D: 0.106\tLoss_G: 2.3376\tD(x): 0.98\tD(G(z)): 0.07 \t 5.92 s\n",
            "[2663/5000][10/38]\tLoss_D: 0.156\tLoss_G: 2.5304\tD(x): 0.94\tD(G(z)): 0.07 \t 10.22 s\n",
            "[2663/5000][15/38]\tLoss_D: 0.1374\tLoss_G: 3.2547\tD(x): 1.0\tD(G(z)): 0.1 \t 7.22 s\n",
            "[2663/5000][20/38]\tLoss_D: 0.0523\tLoss_G: 3.3384\tD(x): 0.99\tD(G(z)): 0.04 \t 8.78 s\n",
            "[2663/5000][25/38]\tLoss_D: 0.2331\tLoss_G: 2.292\tD(x): 0.98\tD(G(z)): 0.17 \t 7.62 s\n",
            "[2663/5000][30/38]\tLoss_D: 0.2611\tLoss_G: 2.0207\tD(x): 1.0\tD(G(z)): 0.21 \t 8.48 s\n",
            "[2663/5000][35/38]\tLoss_D: 0.2135\tLoss_G: 2.7245\tD(x): 0.99\tD(G(z)): 0.17 \t 7.9 s\n",
            "[2664/5000][0/38]\tLoss_D: 0.2587\tLoss_G: 2.0208\tD(x): 0.94\tD(G(z)): 0.15 \t 5.14 s\n",
            "[2664/5000][5/38]\tLoss_D: 0.1112\tLoss_G: 3.4167\tD(x): 0.95\tD(G(z)): 0.05 \t 7.79 s\n",
            "[2664/5000][10/38]\tLoss_D: 0.1433\tLoss_G: 2.7451\tD(x): 0.98\tD(G(z)): 0.09 \t 8.67 s\n",
            "[2664/5000][15/38]\tLoss_D: 0.1505\tLoss_G: 2.6527\tD(x): 0.97\tD(G(z)): 0.1 \t 7.44 s\n",
            "[2664/5000][20/38]\tLoss_D: 0.1734\tLoss_G: 2.3948\tD(x): 0.99\tD(G(z)): 0.14 \t 10.21 s\n",
            "[2664/5000][25/38]\tLoss_D: 0.1519\tLoss_G: 2.6235\tD(x): 1.0\tD(G(z)): 0.14 \t 5.96 s\n",
            "[2664/5000][30/38]\tLoss_D: 0.1529\tLoss_G: 2.7822\tD(x): 1.0\tD(G(z)): 0.14 \t 10.17 s\n",
            "[2664/5000][35/38]\tLoss_D: 0.113\tLoss_G: 3.1993\tD(x): 0.97\tD(G(z)): 0.07 \t 6.07 s\n",
            "[2665/5000][0/38]\tLoss_D: 0.0602\tLoss_G: 3.4498\tD(x): 1.0\tD(G(z)): 0.06 \t 6.72 s\n",
            "[2665/5000][5/38]\tLoss_D: 0.1039\tLoss_G: 3.1427\tD(x): 1.0\tD(G(z)): 0.09 \t 6.1 s\n",
            "[2665/5000][10/38]\tLoss_D: 0.3126\tLoss_G: 2.7414\tD(x): 0.99\tD(G(z)): 0.21 \t 10.11 s\n",
            "[2665/5000][15/38]\tLoss_D: 0.2721\tLoss_G: 3.1289\tD(x): 1.0\tD(G(z)): 0.21 \t 5.96 s\n",
            "[2665/5000][20/38]\tLoss_D: 0.0798\tLoss_G: 3.3635\tD(x): 0.98\tD(G(z)): 0.05 \t 10.18 s\n",
            "[2665/5000][25/38]\tLoss_D: 0.1798\tLoss_G: 1.9292\tD(x): 1.0\tD(G(z)): 0.15 \t 7.03 s\n",
            "[2665/5000][30/38]\tLoss_D: 0.0914\tLoss_G: 3.2263\tD(x): 0.98\tD(G(z)): 0.05 \t 9.23 s\n",
            "[2665/5000][35/38]\tLoss_D: 0.0807\tLoss_G: 2.8702\tD(x): 1.0\tD(G(z)): 0.07 \t 7.7 s\n",
            "[2666/5000][0/38]\tLoss_D: 0.0548\tLoss_G: 3.2149\tD(x): 0.99\tD(G(z)): 0.04 \t 5.17 s\n",
            "[2666/5000][5/38]\tLoss_D: 0.2654\tLoss_G: 1.5745\tD(x): 0.86\tD(G(z)): 0.06 \t 7.69 s\n",
            "[2666/5000][10/38]\tLoss_D: 0.7364\tLoss_G: 3.0423\tD(x): 0.57\tD(G(z)): 0.03 \t 8.6 s\n",
            "[2666/5000][15/38]\tLoss_D: 0.1238\tLoss_G: 2.4535\tD(x): 0.99\tD(G(z)): 0.1 \t 7.62 s\n",
            "[2666/5000][20/38]\tLoss_D: 0.5402\tLoss_G: 2.3491\tD(x): 0.69\tD(G(z)): 0.05 \t 8.78 s\n",
            "[2666/5000][25/38]\tLoss_D: 0.0961\tLoss_G: 2.643\tD(x): 0.99\tD(G(z)): 0.08 \t 7.38 s\n",
            "[2666/5000][30/38]\tLoss_D: 0.2585\tLoss_G: 2.2412\tD(x): 0.88\tD(G(z)): 0.08 \t 10.34 s\n",
            "[2666/5000][35/38]\tLoss_D: 0.2994\tLoss_G: 2.7853\tD(x): 0.93\tD(G(z)): 0.16 \t 5.97 s\n",
            "[2667/5000][0/38]\tLoss_D: 0.1834\tLoss_G: 1.1059\tD(x): 1.0\tD(G(z)): 0.16 \t 6.15 s\n",
            "[2667/5000][5/38]\tLoss_D: 0.1061\tLoss_G: 2.2259\tD(x): 1.0\tD(G(z)): 0.1 \t 6.84 s\n",
            "[2667/5000][10/38]\tLoss_D: 2.147\tLoss_G: 4.2961\tD(x): 0.16\tD(G(z)): 0.01 \t 10.17 s\n",
            "[2667/5000][15/38]\tLoss_D: 2.9429\tLoss_G: 2.7184\tD(x): 0.1\tD(G(z)): 0.01 \t 5.94 s\n",
            "[2667/5000][20/38]\tLoss_D: 11.8496\tLoss_G: 2.5609\tD(x): 0.32\tD(G(z)): 0.19 \t 10.18 s\n",
            "[2667/5000][25/38]\tLoss_D: 2.966\tLoss_G: 2.2958\tD(x): 0.18\tD(G(z)): 0.04 \t 6.05 s\n",
            "[2667/5000][30/38]\tLoss_D: 0.7601\tLoss_G: 1.7751\tD(x): 0.92\tD(G(z)): 0.29 \t 9.98 s\n",
            "[2667/5000][35/38]\tLoss_D: 0.9337\tLoss_G: 1.4012\tD(x): 0.64\tD(G(z)): 0.22 \t 6.55 s\n",
            "[2668/5000][0/38]\tLoss_D: 4.9337\tLoss_G: 4.2917\tD(x): 0.02\tD(G(z)): 0.0 \t 6.2 s\n",
            "[2668/5000][5/38]\tLoss_D: 1.827\tLoss_G: 3.8552\tD(x): 0.7\tD(G(z)): 0.4 \t 6.04 s\n",
            "[2668/5000][10/38]\tLoss_D: 2.8217\tLoss_G: 4.8347\tD(x): 0.11\tD(G(z)): 0.02 \t 10.19 s\n",
            "[2668/5000][15/38]\tLoss_D: 1.8879\tLoss_G: 2.7523\tD(x): 0.58\tD(G(z)): 0.32 \t 7.47 s\n",
            "[2668/5000][20/38]\tLoss_D: 1.4148\tLoss_G: 2.1829\tD(x): 0.38\tD(G(z)): 0.14 \t 8.76 s\n",
            "[2668/5000][25/38]\tLoss_D: 2.2518\tLoss_G: 3.0492\tD(x): 0.14\tD(G(z)): 0.02 \t 7.75 s\n",
            "[2668/5000][30/38]\tLoss_D: 2.6118\tLoss_G: 4.5\tD(x): 0.12\tD(G(z)): 0.02 \t 8.53 s\n",
            "[2668/5000][35/38]\tLoss_D: 1.7956\tLoss_G: 3.4416\tD(x): 0.92\tD(G(z)): 0.42 \t 7.85 s\n",
            "[2669/5000][0/38]\tLoss_D: 0.646\tLoss_G: 1.6807\tD(x): 0.65\tD(G(z)): 0.08 \t 5.16 s\n",
            "[2669/5000][5/38]\tLoss_D: 0.7673\tLoss_G: 1.9798\tD(x): 0.62\tD(G(z)): 0.12 \t 7.71 s\n",
            "[2669/5000][10/38]\tLoss_D: 0.2239\tLoss_G: 2.5001\tD(x): 0.92\tD(G(z)): 0.1 \t 9.33 s\n",
            "[2669/5000][15/38]\tLoss_D: 0.5434\tLoss_G: 1.2903\tD(x): 0.75\tD(G(z)): 0.1 \t 6.93 s\n",
            "[2669/5000][20/38]\tLoss_D: 0.6919\tLoss_G: 2.2697\tD(x): 0.67\tD(G(z)): 0.14 \t 10.11 s\n",
            "[2669/5000][25/38]\tLoss_D: 0.6193\tLoss_G: 1.8926\tD(x): 0.96\tD(G(z)): 0.14 \t 6.27 s\n",
            "[2669/5000][30/38]\tLoss_D: 0.1981\tLoss_G: 3.3446\tD(x): 0.92\tD(G(z)): 0.07 \t 10.24 s\n",
            "[2669/5000][35/38]\tLoss_D: 0.1823\tLoss_G: 3.7875\tD(x): 0.92\tD(G(z)): 0.05 \t 6.02 s\n",
            "[2670/5000][0/38]\tLoss_D: 0.3639\tLoss_G: 2.1342\tD(x): 0.92\tD(G(z)): 0.19 \t 6.58 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2670 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2670/5000][5/38]\tLoss_D: 0.1373\tLoss_G: 3.0074\tD(x): 0.99\tD(G(z)): 0.11 \t 6.1 s\n",
            "[2670/5000][10/38]\tLoss_D: 0.3513\tLoss_G: 2.2711\tD(x): 0.98\tD(G(z)): 0.22 \t 10.09 s\n",
            "[2670/5000][15/38]\tLoss_D: 0.2593\tLoss_G: 2.4629\tD(x): 0.97\tD(G(z)): 0.14 \t 6.03 s\n",
            "[2670/5000][20/38]\tLoss_D: 0.2908\tLoss_G: 2.1749\tD(x): 0.99\tD(G(z)): 0.2 \t 10.21 s\n",
            "[2670/5000][25/38]\tLoss_D: 0.3962\tLoss_G: 2.8663\tD(x): 0.79\tD(G(z)): 0.06 \t 7.32 s\n",
            "[2670/5000][30/38]\tLoss_D: 0.22\tLoss_G: 2.7028\tD(x): 0.97\tD(G(z)): 0.15 \t 8.98 s\n",
            "[2670/5000][35/38]\tLoss_D: 0.4523\tLoss_G: 3.0428\tD(x): 0.83\tD(G(z)): 0.15 \t 7.73 s\n",
            "[2671/5000][0/38]\tLoss_D: 0.6691\tLoss_G: 2.8332\tD(x): 1.0\tD(G(z)): 0.34 \t 5.32 s\n",
            "[2671/5000][5/38]\tLoss_D: 0.2328\tLoss_G: 1.8532\tD(x): 1.0\tD(G(z)): 0.17 \t 7.84 s\n",
            "[2671/5000][10/38]\tLoss_D: 0.2131\tLoss_G: 2.1608\tD(x): 0.97\tD(G(z)): 0.15 \t 8.24 s\n",
            "[2671/5000][15/38]\tLoss_D: 0.1401\tLoss_G: 3.0459\tD(x): 0.96\tD(G(z)): 0.08 \t 7.72 s\n",
            "[2671/5000][20/38]\tLoss_D: 1.882\tLoss_G: 6.0713\tD(x): 0.97\tD(G(z)): 0.49 \t 9.22 s\n",
            "[2671/5000][25/38]\tLoss_D: 0.5026\tLoss_G: 2.4461\tD(x): 0.97\tD(G(z)): 0.25 \t 7.0 s\n",
            "[2671/5000][30/38]\tLoss_D: 0.3097\tLoss_G: 2.6861\tD(x): 0.99\tD(G(z)): 0.23 \t 9.98 s\n",
            "[2671/5000][35/38]\tLoss_D: 0.2891\tLoss_G: 2.4415\tD(x): 0.93\tD(G(z)): 0.15 \t 6.08 s\n",
            "[2672/5000][0/38]\tLoss_D: 0.1608\tLoss_G: 2.6347\tD(x): 0.98\tD(G(z)): 0.12 \t 6.37 s\n",
            "[2672/5000][5/38]\tLoss_D: 0.3185\tLoss_G: 1.9676\tD(x): 0.96\tD(G(z)): 0.22 \t 6.39 s\n",
            "[2672/5000][10/38]\tLoss_D: 0.1476\tLoss_G: 2.1194\tD(x): 1.0\tD(G(z)): 0.13 \t 10.08 s\n",
            "[2672/5000][15/38]\tLoss_D: 0.2936\tLoss_G: 1.9474\tD(x): 0.9\tD(G(z)): 0.13 \t 5.96 s\n",
            "[2672/5000][20/38]\tLoss_D: 0.2154\tLoss_G: 2.2089\tD(x): 0.91\tD(G(z)): 0.08 \t 10.11 s\n",
            "[2672/5000][25/38]\tLoss_D: 0.1985\tLoss_G: 2.2819\tD(x): 1.0\tD(G(z)): 0.14 \t 6.05 s\n",
            "[2672/5000][30/38]\tLoss_D: 0.5738\tLoss_G: 1.5312\tD(x): 0.7\tD(G(z)): 0.08 \t 10.0 s\n",
            "[2672/5000][35/38]\tLoss_D: 0.1658\tLoss_G: 3.0305\tD(x): 0.98\tD(G(z)): 0.13 \t 6.67 s\n",
            "[2673/5000][0/38]\tLoss_D: 0.1988\tLoss_G: 2.0353\tD(x): 1.0\tD(G(z)): 0.17 \t 6.23 s\n",
            "[2673/5000][5/38]\tLoss_D: 0.2763\tLoss_G: 2.5636\tD(x): 0.93\tD(G(z)): 0.15 \t 6.05 s\n",
            "[2673/5000][10/38]\tLoss_D: 0.1077\tLoss_G: 1.9181\tD(x): 0.99\tD(G(z)): 0.06 \t 10.22 s\n",
            "[2673/5000][15/38]\tLoss_D: 0.1811\tLoss_G: 2.9221\tD(x): 0.92\tD(G(z)): 0.06 \t 7.48 s\n",
            "[2673/5000][20/38]\tLoss_D: 0.3774\tLoss_G: 2.7884\tD(x): 0.83\tD(G(z)): 0.11 \t 8.76 s\n",
            "[2673/5000][25/38]\tLoss_D: 0.8113\tLoss_G: 2.2531\tD(x): 0.56\tD(G(z)): 0.08 \t 7.76 s\n",
            "[2673/5000][30/38]\tLoss_D: 0.5152\tLoss_G: 2.9958\tD(x): 0.99\tD(G(z)): 0.29 \t 8.35 s\n",
            "[2673/5000][35/38]\tLoss_D: 0.1276\tLoss_G: 2.5154\tD(x): 0.96\tD(G(z)): 0.07 \t 7.91 s\n",
            "[2674/5000][0/38]\tLoss_D: 0.2066\tLoss_G: 1.7551\tD(x): 0.96\tD(G(z)): 0.12 \t 5.2 s\n",
            "[2674/5000][5/38]\tLoss_D: 0.1064\tLoss_G: 2.456\tD(x): 1.0\tD(G(z)): 0.1 \t 7.77 s\n",
            "[2674/5000][10/38]\tLoss_D: 0.2072\tLoss_G: 1.8347\tD(x): 1.0\tD(G(z)): 0.17 \t 9.38 s\n",
            "[2674/5000][15/38]\tLoss_D: 0.0912\tLoss_G: 3.3054\tD(x): 0.98\tD(G(z)): 0.05 \t 6.95 s\n",
            "[2674/5000][20/38]\tLoss_D: 0.1291\tLoss_G: 2.9344\tD(x): 0.98\tD(G(z)): 0.09 \t 10.24 s\n",
            "[2674/5000][25/38]\tLoss_D: 0.3699\tLoss_G: 3.0321\tD(x): 0.99\tD(G(z)): 0.25 \t 6.15 s\n",
            "[2674/5000][30/38]\tLoss_D: 0.1451\tLoss_G: 2.6299\tD(x): 0.97\tD(G(z)): 0.09 \t 10.43 s\n",
            "[2674/5000][35/38]\tLoss_D: 0.0703\tLoss_G: 3.011\tD(x): 0.99\tD(G(z)): 0.05 \t 5.91 s\n",
            "[2675/5000][0/38]\tLoss_D: 0.1709\tLoss_G: 2.5503\tD(x): 1.0\tD(G(z)): 0.15 \t 6.53 s\n",
            "[2675/5000][5/38]\tLoss_D: 0.2146\tLoss_G: 3.1837\tD(x): 1.0\tD(G(z)): 0.14 \t 5.83 s\n",
            "[2675/5000][10/38]\tLoss_D: 0.1649\tLoss_G: 2.7952\tD(x): 0.96\tD(G(z)): 0.09 \t 10.27 s\n",
            "[2675/5000][15/38]\tLoss_D: 0.1266\tLoss_G: 2.6765\tD(x): 0.99\tD(G(z)): 0.1 \t 6.11 s\n",
            "[2675/5000][20/38]\tLoss_D: 0.2701\tLoss_G: 1.9922\tD(x): 0.86\tD(G(z)): 0.06 \t 10.17 s\n",
            "[2675/5000][25/38]\tLoss_D: 0.4663\tLoss_G: 1.767\tD(x): 0.8\tD(G(z)): 0.14 \t 7.68 s\n",
            "[2675/5000][30/38]\tLoss_D: 0.2283\tLoss_G: 2.8466\tD(x): 0.89\tD(G(z)): 0.06 \t 8.68 s\n",
            "[2675/5000][35/38]\tLoss_D: 0.1357\tLoss_G: 2.2573\tD(x): 1.0\tD(G(z)): 0.12 \t 7.78 s\n",
            "[2676/5000][0/38]\tLoss_D: 0.1058\tLoss_G: 3.2585\tD(x): 1.0\tD(G(z)): 0.1 \t 5.11 s\n",
            "[2676/5000][5/38]\tLoss_D: 0.1587\tLoss_G: 2.1452\tD(x): 1.0\tD(G(z)): 0.13 \t 7.71 s\n",
            "[2676/5000][10/38]\tLoss_D: 0.3117\tLoss_G: 3.215\tD(x): 0.82\tD(G(z)): 0.05 \t 8.41 s\n",
            "[2676/5000][15/38]\tLoss_D: 0.0586\tLoss_G: 2.8216\tD(x): 1.0\tD(G(z)): 0.06 \t 7.82 s\n",
            "[2676/5000][20/38]\tLoss_D: 0.1434\tLoss_G: 2.8502\tD(x): 0.95\tD(G(z)): 0.06 \t 9.24 s\n",
            "[2676/5000][25/38]\tLoss_D: 0.2815\tLoss_G: 2.4171\tD(x): 0.89\tD(G(z)): 0.09 \t 6.85 s\n",
            "[2676/5000][30/38]\tLoss_D: 0.2964\tLoss_G: 2.5793\tD(x): 0.87\tD(G(z)): 0.1 \t 10.2 s\n",
            "[2676/5000][35/38]\tLoss_D: 0.1298\tLoss_G: 2.9651\tD(x): 0.99\tD(G(z)): 0.11 \t 5.89 s\n",
            "[2677/5000][0/38]\tLoss_D: 0.574\tLoss_G: 1.2037\tD(x): 0.72\tD(G(z)): 0.12 \t 6.67 s\n",
            "[2677/5000][5/38]\tLoss_D: 0.1613\tLoss_G: 2.81\tD(x): 0.96\tD(G(z)): 0.1 \t 6.17 s\n",
            "[2677/5000][10/38]\tLoss_D: 0.1776\tLoss_G: 2.708\tD(x): 0.98\tD(G(z)): 0.13 \t 10.01 s\n",
            "[2677/5000][15/38]\tLoss_D: 0.1604\tLoss_G: 2.6851\tD(x): 0.93\tD(G(z)): 0.06 \t 6.13 s\n",
            "[2677/5000][20/38]\tLoss_D: 0.0956\tLoss_G: 3.3454\tD(x): 0.99\tD(G(z)): 0.08 \t 10.12 s\n",
            "[2677/5000][25/38]\tLoss_D: 0.414\tLoss_G: 1.7952\tD(x): 0.82\tD(G(z)): 0.13 \t 5.91 s\n",
            "[2677/5000][30/38]\tLoss_D: 0.3629\tLoss_G: 2.1824\tD(x): 0.82\tD(G(z)): 0.09 \t 10.19 s\n",
            "[2677/5000][35/38]\tLoss_D: 0.1326\tLoss_G: 2.2427\tD(x): 0.97\tD(G(z)): 0.08 \t 7.34 s\n",
            "[2678/5000][0/38]\tLoss_D: 0.1168\tLoss_G: 3.07\tD(x): 0.99\tD(G(z)): 0.1 \t 5.72 s\n",
            "[2678/5000][5/38]\tLoss_D: 0.5524\tLoss_G: 1.6118\tD(x): 0.79\tD(G(z)): 0.18 \t 6.52 s\n",
            "[2678/5000][10/38]\tLoss_D: 0.1668\tLoss_G: 3.4503\tD(x): 0.94\tD(G(z)): 0.08 \t 9.74 s\n",
            "[2678/5000][15/38]\tLoss_D: 0.1285\tLoss_G: 2.5685\tD(x): 1.0\tD(G(z)): 0.11 \t 7.82 s\n",
            "[2678/5000][20/38]\tLoss_D: 0.0641\tLoss_G: 3.4654\tD(x): 0.99\tD(G(z)): 0.04 \t 8.19 s\n",
            "[2678/5000][25/38]\tLoss_D: 0.1798\tLoss_G: 2.2475\tD(x): 0.99\tD(G(z)): 0.15 \t 7.79 s\n",
            "[2678/5000][30/38]\tLoss_D: 0.1472\tLoss_G: 1.972\tD(x): 0.97\tD(G(z)): 0.1 \t 9.29 s\n",
            "[2678/5000][35/38]\tLoss_D: 0.315\tLoss_G: 2.5066\tD(x): 0.85\tD(G(z)): 0.09 \t 6.99 s\n",
            "[2679/5000][0/38]\tLoss_D: 0.4183\tLoss_G: 2.8942\tD(x): 0.98\tD(G(z)): 0.21 \t 5.49 s\n",
            "[2679/5000][5/38]\tLoss_D: 0.0809\tLoss_G: 3.4385\tD(x): 0.99\tD(G(z)): 0.06 \t 7.52 s\n",
            "[2679/5000][10/38]\tLoss_D: 0.0907\tLoss_G: 3.3294\tD(x): 0.98\tD(G(z)): 0.06 \t 10.39 s\n",
            "[2679/5000][15/38]\tLoss_D: 0.4426\tLoss_G: 2.3099\tD(x): 0.77\tD(G(z)): 0.1 \t 6.16 s\n",
            "[2679/5000][20/38]\tLoss_D: 0.2351\tLoss_G: 2.9103\tD(x): 0.89\tD(G(z)): 0.07 \t 10.07 s\n",
            "[2679/5000][25/38]\tLoss_D: 0.1525\tLoss_G: 1.9341\tD(x): 1.0\tD(G(z)): 0.12 \t 6.07 s\n",
            "[2679/5000][30/38]\tLoss_D: 0.1475\tLoss_G: 2.7887\tD(x): 0.99\tD(G(z)): 0.12 \t 10.15 s\n",
            "[2679/5000][35/38]\tLoss_D: 0.2077\tLoss_G: 2.5123\tD(x): 0.92\tD(G(z)): 0.08 \t 5.99 s\n",
            "[2680/5000][0/38]\tLoss_D: 0.2274\tLoss_G: 2.0171\tD(x): 0.92\tD(G(z)): 0.11 \t 6.3 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2680 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2680/5000][5/38]\tLoss_D: 0.4013\tLoss_G: 1.9221\tD(x): 0.77\tD(G(z)): 0.05 \t 6.17 s\n",
            "[2680/5000][10/38]\tLoss_D: 0.0908\tLoss_G: 2.6448\tD(x): 0.99\tD(G(z)): 0.07 \t 10.15 s\n",
            "[2680/5000][15/38]\tLoss_D: 0.1469\tLoss_G: 2.2909\tD(x): 1.0\tD(G(z)): 0.13 \t 6.62 s\n",
            "[2680/5000][20/38]\tLoss_D: 0.1034\tLoss_G: 2.9088\tD(x): 0.97\tD(G(z)): 0.06 \t 9.48 s\n",
            "[2680/5000][25/38]\tLoss_D: 0.3194\tLoss_G: 2.6916\tD(x): 0.99\tD(G(z)): 0.24 \t 7.85 s\n",
            "[2680/5000][30/38]\tLoss_D: 0.1387\tLoss_G: 2.3325\tD(x): 1.0\tD(G(z)): 0.12 \t 8.41 s\n",
            "[2680/5000][35/38]\tLoss_D: 0.233\tLoss_G: 2.4796\tD(x): 0.88\tD(G(z)): 0.07 \t 7.79 s\n",
            "[2681/5000][0/38]\tLoss_D: 0.3654\tLoss_G: 2.5491\tD(x): 0.81\tD(G(z)): 0.07 \t 5.08 s\n",
            "[2681/5000][5/38]\tLoss_D: 0.114\tLoss_G: 3.2557\tD(x): 1.0\tD(G(z)): 0.1 \t 7.85 s\n",
            "[2681/5000][10/38]\tLoss_D: 0.4561\tLoss_G: 2.524\tD(x): 0.75\tD(G(z)): 0.07 \t 8.37 s\n",
            "[2681/5000][15/38]\tLoss_D: 0.1694\tLoss_G: 1.94\tD(x): 0.92\tD(G(z)): 0.05 \t 7.69 s\n",
            "[2681/5000][20/38]\tLoss_D: 0.3575\tLoss_G: 2.6466\tD(x): 0.8\tD(G(z)): 0.05 \t 9.76 s\n",
            "[2681/5000][25/38]\tLoss_D: 0.1847\tLoss_G: 2.1009\tD(x): 0.96\tD(G(z)): 0.12 \t 6.33 s\n",
            "[2681/5000][30/38]\tLoss_D: 0.1889\tLoss_G: 2.9047\tD(x): 1.0\tD(G(z)): 0.15 \t 10.16 s\n",
            "[2681/5000][35/38]\tLoss_D: 0.1972\tLoss_G: 3.4774\tD(x): 0.98\tD(G(z)): 0.15 \t 6.06 s\n",
            "[2682/5000][0/38]\tLoss_D: 0.0365\tLoss_G: 2.7644\tD(x): 1.0\tD(G(z)): 0.03 \t 6.94 s\n",
            "[2682/5000][5/38]\tLoss_D: 0.1715\tLoss_G: 2.0804\tD(x): 0.97\tD(G(z)): 0.11 \t 6.01 s\n",
            "[2682/5000][10/38]\tLoss_D: 0.1279\tLoss_G: 2.7976\tD(x): 0.98\tD(G(z)): 0.09 \t 10.18 s\n",
            "[2682/5000][15/38]\tLoss_D: 0.0887\tLoss_G: 3.5783\tD(x): 1.0\tD(G(z)): 0.08 \t 6.15 s\n",
            "[2682/5000][20/38]\tLoss_D: 0.1102\tLoss_G: 3.1735\tD(x): 1.0\tD(G(z)): 0.09 \t 9.89 s\n",
            "[2682/5000][25/38]\tLoss_D: 0.1862\tLoss_G: 2.2367\tD(x): 0.95\tD(G(z)): 0.11 \t 7.09 s\n",
            "[2682/5000][30/38]\tLoss_D: 0.49\tLoss_G: 2.9069\tD(x): 0.78\tD(G(z)): 0.12 \t 9.22 s\n",
            "[2682/5000][35/38]\tLoss_D: 0.0671\tLoss_G: 2.9224\tD(x): 0.99\tD(G(z)): 0.05 \t 8.2 s\n",
            "[2683/5000][0/38]\tLoss_D: 0.2478\tLoss_G: 1.1567\tD(x): 0.98\tD(G(z)): 0.18 \t 5.08 s\n",
            "[2683/5000][5/38]\tLoss_D: 0.0966\tLoss_G: 3.0174\tD(x): 1.0\tD(G(z)): 0.09 \t 7.71 s\n",
            "[2683/5000][10/38]\tLoss_D: 0.1707\tLoss_G: 2.8294\tD(x): 0.93\tD(G(z)): 0.06 \t 8.69 s\n",
            "[2683/5000][15/38]\tLoss_D: 0.2481\tLoss_G: 3.1496\tD(x): 0.87\tD(G(z)): 0.06 \t 7.72 s\n",
            "[2683/5000][20/38]\tLoss_D: 0.0761\tLoss_G: 2.5582\tD(x): 0.99\tD(G(z)): 0.06 \t 8.32 s\n",
            "[2683/5000][25/38]\tLoss_D: 0.0918\tLoss_G: 2.4218\tD(x): 1.0\tD(G(z)): 0.09 \t 8.01 s\n",
            "[2683/5000][30/38]\tLoss_D: 0.2325\tLoss_G: 1.4081\tD(x): 1.0\tD(G(z)): 0.18 \t 10.28 s\n",
            "[2683/5000][35/38]\tLoss_D: 0.1568\tLoss_G: 2.6768\tD(x): 0.94\tD(G(z)): 0.07 \t 6.17 s\n",
            "[2684/5000][0/38]\tLoss_D: 0.1464\tLoss_G: 1.9249\tD(x): 0.99\tD(G(z)): 0.13 \t 6.33 s\n",
            "[2684/5000][5/38]\tLoss_D: 0.0754\tLoss_G: 2.6481\tD(x): 1.0\tD(G(z)): 0.07 \t 6.79 s\n",
            "[2684/5000][10/38]\tLoss_D: 0.1757\tLoss_G: 2.5336\tD(x): 1.0\tD(G(z)): 0.16 \t 10.13 s\n",
            "[2684/5000][15/38]\tLoss_D: 0.1785\tLoss_G: 2.7201\tD(x): 0.95\tD(G(z)): 0.1 \t 6.2 s\n",
            "[2684/5000][20/38]\tLoss_D: 0.1213\tLoss_G: 3.2007\tD(x): 0.97\tD(G(z)): 0.07 \t 10.27 s\n",
            "[2684/5000][25/38]\tLoss_D: 0.1708\tLoss_G: 2.2359\tD(x): 0.99\tD(G(z)): 0.13 \t 6.16 s\n",
            "[2684/5000][30/38]\tLoss_D: 0.0419\tLoss_G: 3.2391\tD(x): 0.99\tD(G(z)): 0.03 \t 10.38 s\n",
            "[2684/5000][35/38]\tLoss_D: 0.1064\tLoss_G: 2.7141\tD(x): 1.0\tD(G(z)): 0.1 \t 7.31 s\n",
            "[2685/5000][0/38]\tLoss_D: 0.1342\tLoss_G: 2.2012\tD(x): 0.98\tD(G(z)): 0.09 \t 5.92 s\n",
            "[2685/5000][5/38]\tLoss_D: 0.0543\tLoss_G: 2.9759\tD(x): 1.0\tD(G(z)): 0.05 \t 6.55 s\n",
            "[2685/5000][10/38]\tLoss_D: 0.0857\tLoss_G: 2.9994\tD(x): 1.0\tD(G(z)): 0.07 \t 9.78 s\n",
            "[2685/5000][15/38]\tLoss_D: 0.4944\tLoss_G: 2.7325\tD(x): 0.98\tD(G(z)): 0.07 \t 7.77 s\n",
            "[2685/5000][20/38]\tLoss_D: 0.096\tLoss_G: 2.6705\tD(x): 1.0\tD(G(z)): 0.08 \t 8.41 s\n",
            "[2685/5000][25/38]\tLoss_D: 0.1562\tLoss_G: 2.8626\tD(x): 0.99\tD(G(z)): 0.13 \t 7.84 s\n",
            "[2685/5000][30/38]\tLoss_D: 0.1114\tLoss_G: 2.5257\tD(x): 1.0\tD(G(z)): 0.1 \t 9.35 s\n",
            "[2685/5000][35/38]\tLoss_D: 0.0839\tLoss_G: 2.73\tD(x): 0.99\tD(G(z)): 0.07 \t 6.99 s\n",
            "[2686/5000][0/38]\tLoss_D: 0.1149\tLoss_G: 2.4793\tD(x): 1.0\tD(G(z)): 0.07 \t 5.15 s\n",
            "[2686/5000][5/38]\tLoss_D: 0.3492\tLoss_G: 2.8333\tD(x): 0.81\tD(G(z)): 0.06 \t 8.03 s\n",
            "[2686/5000][10/38]\tLoss_D: 0.0851\tLoss_G: 2.4528\tD(x): 1.0\tD(G(z)): 0.07 \t 9.96 s\n",
            "[2686/5000][15/38]\tLoss_D: 0.5649\tLoss_G: 2.0492\tD(x): 0.65\tD(G(z)): 0.03 \t 6.31 s\n",
            "[2686/5000][20/38]\tLoss_D: 0.119\tLoss_G: 2.4805\tD(x): 0.98\tD(G(z)): 0.09 \t 10.2 s\n",
            "[2686/5000][25/38]\tLoss_D: 0.2074\tLoss_G: 2.3503\tD(x): 0.99\tD(G(z)): 0.16 \t 6.11 s\n",
            "[2686/5000][30/38]\tLoss_D: 0.1106\tLoss_G: 2.9941\tD(x): 0.99\tD(G(z)): 0.09 \t 10.09 s\n",
            "[2686/5000][35/38]\tLoss_D: 0.4552\tLoss_G: 2.1276\tD(x): 0.78\tD(G(z)): 0.1 \t 6.33 s\n",
            "[2687/5000][0/38]\tLoss_D: 0.1865\tLoss_G: 1.708\tD(x): 1.0\tD(G(z)): 0.16 \t 6.51 s\n",
            "[2687/5000][5/38]\tLoss_D: 0.2697\tLoss_G: 2.2876\tD(x): 0.87\tD(G(z)): 0.07 \t 5.99 s\n",
            "[2687/5000][10/38]\tLoss_D: 0.0862\tLoss_G: 3.3656\tD(x): 0.99\tD(G(z)): 0.07 \t 10.01 s\n",
            "[2687/5000][15/38]\tLoss_D: 0.1537\tLoss_G: 2.0909\tD(x): 0.97\tD(G(z)): 0.1 \t 7.15 s\n",
            "[2687/5000][20/38]\tLoss_D: 0.2029\tLoss_G: 2.5051\tD(x): 1.0\tD(G(z)): 0.15 \t 9.05 s\n",
            "[2687/5000][25/38]\tLoss_D: 0.4975\tLoss_G: 3.6777\tD(x): 1.0\tD(G(z)): 0.1 \t 8.29 s\n",
            "[2687/5000][30/38]\tLoss_D: 0.1794\tLoss_G: 2.2105\tD(x): 0.99\tD(G(z)): 0.15 \t 7.97 s\n",
            "[2687/5000][35/38]\tLoss_D: 0.202\tLoss_G: 1.6519\tD(x): 1.0\tD(G(z)): 0.17 \t 8.36 s\n",
            "[2688/5000][0/38]\tLoss_D: 0.2441\tLoss_G: 2.6601\tD(x): 0.99\tD(G(z)): 0.18 \t 4.93 s\n",
            "[2688/5000][5/38]\tLoss_D: 0.2052\tLoss_G: 2.3719\tD(x): 1.0\tD(G(z)): 0.18 \t 7.81 s\n",
            "[2688/5000][10/38]\tLoss_D: 0.1501\tLoss_G: 2.105\tD(x): 0.96\tD(G(z)): 0.09 \t 8.66 s\n",
            "[2688/5000][15/38]\tLoss_D: 0.1647\tLoss_G: 3.2089\tD(x): 1.0\tD(G(z)): 0.13 \t 7.82 s\n",
            "[2688/5000][20/38]\tLoss_D: 0.1606\tLoss_G: 2.6341\tD(x): 0.98\tD(G(z)): 0.11 \t 10.4 s\n",
            "[2688/5000][25/38]\tLoss_D: 0.0696\tLoss_G: 2.7864\tD(x): 1.0\tD(G(z)): 0.07 \t 5.98 s\n",
            "[2688/5000][30/38]\tLoss_D: 0.326\tLoss_G: 2.1124\tD(x): 0.99\tD(G(z)): 0.25 \t 10.15 s\n",
            "[2688/5000][35/38]\tLoss_D: 0.075\tLoss_G: 2.8387\tD(x): 1.0\tD(G(z)): 0.06 \t 6.01 s\n",
            "[2689/5000][0/38]\tLoss_D: 0.2531\tLoss_G: 2.5147\tD(x): 0.89\tD(G(z)): 0.08 \t 6.52 s\n",
            "[2689/5000][5/38]\tLoss_D: 0.1927\tLoss_G: 2.8065\tD(x): 0.98\tD(G(z)): 0.14 \t 6.03 s\n",
            "[2689/5000][10/38]\tLoss_D: 0.2326\tLoss_G: 2.5677\tD(x): 0.93\tD(G(z)): 0.11 \t 10.1 s\n",
            "[2689/5000][15/38]\tLoss_D: 0.2565\tLoss_G: 2.097\tD(x): 0.89\tD(G(z)): 0.08 \t 5.95 s\n",
            "[2689/5000][20/38]\tLoss_D: 0.1061\tLoss_G: 2.9602\tD(x): 0.99\tD(G(z)): 0.09 \t 10.02 s\n",
            "[2689/5000][25/38]\tLoss_D: 0.0762\tLoss_G: 2.959\tD(x): 1.0\tD(G(z)): 0.07 \t 6.72 s\n",
            "[2689/5000][30/38]\tLoss_D: 0.1109\tLoss_G: 2.4665\tD(x): 0.97\tD(G(z)): 0.06 \t 9.28 s\n",
            "[2689/5000][35/38]\tLoss_D: 0.6041\tLoss_G: 1.0494\tD(x): 0.67\tD(G(z)): 0.07 \t 7.93 s\n",
            "[2690/5000][0/38]\tLoss_D: 0.1852\tLoss_G: 2.2779\tD(x): 0.99\tD(G(z)): 0.15 \t 5.18 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2690 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2690/5000][5/38]\tLoss_D: 0.1311\tLoss_G: 2.1287\tD(x): 0.98\tD(G(z)): 0.09 \t 7.58 s\n",
            "[2690/5000][10/38]\tLoss_D: 0.2023\tLoss_G: 2.9171\tD(x): 0.96\tD(G(z)): 0.12 \t 8.6 s\n",
            "[2690/5000][15/38]\tLoss_D: 0.2002\tLoss_G: 2.4562\tD(x): 0.97\tD(G(z)): 0.14 \t 7.86 s\n",
            "[2690/5000][20/38]\tLoss_D: 0.2222\tLoss_G: 3.2093\tD(x): 0.99\tD(G(z)): 0.13 \t 8.41 s\n",
            "[2690/5000][25/38]\tLoss_D: 0.107\tLoss_G: 3.6348\tD(x): 1.0\tD(G(z)): 0.1 \t 7.53 s\n",
            "[2690/5000][30/38]\tLoss_D: 0.4042\tLoss_G: 2.2773\tD(x): 0.83\tD(G(z)): 0.14 \t 10.29 s\n",
            "[2690/5000][35/38]\tLoss_D: 0.5732\tLoss_G: 2.8493\tD(x): 0.67\tD(G(z)): 0.05 \t 6.11 s\n",
            "[2691/5000][0/38]\tLoss_D: 0.1719\tLoss_G: 1.822\tD(x): 1.0\tD(G(z)): 0.15 \t 6.18 s\n",
            "[2691/5000][5/38]\tLoss_D: 0.1129\tLoss_G: 3.1534\tD(x): 0.96\tD(G(z)): 0.05 \t 6.71 s\n",
            "[2691/5000][10/38]\tLoss_D: 0.302\tLoss_G: 2.757\tD(x): 0.85\tD(G(z)): 0.06 \t 10.21 s\n",
            "[2691/5000][15/38]\tLoss_D: 0.1055\tLoss_G: 2.7743\tD(x): 0.98\tD(G(z)): 0.07 \t 5.98 s\n",
            "[2691/5000][20/38]\tLoss_D: 0.3178\tLoss_G: 1.9992\tD(x): 0.86\tD(G(z)): 0.1 \t 10.13 s\n",
            "[2691/5000][25/38]\tLoss_D: 0.214\tLoss_G: 3.2386\tD(x): 0.99\tD(G(z)): 0.17 \t 6.13 s\n",
            "[2691/5000][30/38]\tLoss_D: 0.0848\tLoss_G: 2.5494\tD(x): 0.99\tD(G(z)): 0.07 \t 10.02 s\n",
            "[2691/5000][35/38]\tLoss_D: 0.1703\tLoss_G: 2.5798\tD(x): 1.0\tD(G(z)): 0.12 \t 6.82 s\n",
            "[2692/5000][0/38]\tLoss_D: 0.1017\tLoss_G: 2.4261\tD(x): 0.97\tD(G(z)): 0.06 \t 6.27 s\n",
            "[2692/5000][5/38]\tLoss_D: 0.6468\tLoss_G: 1.1794\tD(x): 0.65\tD(G(z)): 0.08 \t 6.07 s\n",
            "[2692/5000][10/38]\tLoss_D: 0.0809\tLoss_G: 2.8746\tD(x): 0.98\tD(G(z)): 0.05 \t 10.16 s\n",
            "[2692/5000][15/38]\tLoss_D: 0.3098\tLoss_G: 2.9844\tD(x): 1.0\tD(G(z)): 0.23 \t 7.6 s\n",
            "[2692/5000][20/38]\tLoss_D: 0.1684\tLoss_G: 2.3462\tD(x): 1.0\tD(G(z)): 0.15 \t 8.53 s\n",
            "[2692/5000][25/38]\tLoss_D: 0.307\tLoss_G: 2.2075\tD(x): 0.83\tD(G(z)): 0.05 \t 7.7 s\n",
            "[2692/5000][30/38]\tLoss_D: 0.2327\tLoss_G: 2.3239\tD(x): 0.94\tD(G(z)): 0.13 \t 8.63 s\n",
            "[2692/5000][35/38]\tLoss_D: 0.1127\tLoss_G: 2.7206\tD(x): 0.99\tD(G(z)): 0.1 \t 7.46 s\n",
            "[2693/5000][0/38]\tLoss_D: 0.1475\tLoss_G: 2.8409\tD(x): 0.94\tD(G(z)): 0.05 \t 5.42 s\n",
            "[2693/5000][5/38]\tLoss_D: 0.0836\tLoss_G: 2.8875\tD(x): 1.0\tD(G(z)): 0.06 \t 7.93 s\n",
            "[2693/5000][10/38]\tLoss_D: 0.2605\tLoss_G: 2.767\tD(x): 0.98\tD(G(z)): 0.19 \t 9.45 s\n",
            "[2693/5000][15/38]\tLoss_D: 0.0647\tLoss_G: 3.1732\tD(x): 1.0\tD(G(z)): 0.06 \t 6.76 s\n",
            "[2693/5000][20/38]\tLoss_D: 0.1603\tLoss_G: 1.9239\tD(x): 1.0\tD(G(z)): 0.14 \t 10.26 s\n",
            "[2693/5000][25/38]\tLoss_D: 0.1324\tLoss_G: 2.782\tD(x): 0.95\tD(G(z)): 0.05 \t 6.15 s\n",
            "[2693/5000][30/38]\tLoss_D: 0.2237\tLoss_G: 2.1492\tD(x): 1.0\tD(G(z)): 0.18 \t 10.14 s\n",
            "[2693/5000][35/38]\tLoss_D: 0.2989\tLoss_G: 1.8895\tD(x): 0.89\tD(G(z)): 0.12 \t 5.98 s\n",
            "[2694/5000][0/38]\tLoss_D: 0.0915\tLoss_G: 1.9054\tD(x): 1.0\tD(G(z)): 0.08 \t 6.17 s\n",
            "[2694/5000][5/38]\tLoss_D: 0.5669\tLoss_G: 2.2377\tD(x): 0.67\tD(G(z)): 0.04 \t 6.03 s\n",
            "[2694/5000][10/38]\tLoss_D: 0.4553\tLoss_G: 2.0556\tD(x): 0.79\tD(G(z)): 0.11 \t 10.21 s\n",
            "[2694/5000][15/38]\tLoss_D: 0.0807\tLoss_G: 3.1385\tD(x): 1.0\tD(G(z)): 0.08 \t 6.06 s\n",
            "[2694/5000][20/38]\tLoss_D: 0.2455\tLoss_G: 2.0523\tD(x): 0.9\tD(G(z)): 0.09 \t 10.02 s\n",
            "[2694/5000][25/38]\tLoss_D: 0.1943\tLoss_G: 2.2527\tD(x): 0.95\tD(G(z)): 0.11 \t 7.29 s\n",
            "[2694/5000][30/38]\tLoss_D: 0.1111\tLoss_G: 2.8614\tD(x): 1.0\tD(G(z)): 0.1 \t 8.91 s\n",
            "[2694/5000][35/38]\tLoss_D: 0.1636\tLoss_G: 2.403\tD(x): 1.0\tD(G(z)): 0.15 \t 7.68 s\n",
            "[2695/5000][0/38]\tLoss_D: 0.0948\tLoss_G: 3.4809\tD(x): 0.97\tD(G(z)): 0.04 \t 5.25 s\n",
            "[2695/5000][5/38]\tLoss_D: 0.1809\tLoss_G: 2.1657\tD(x): 0.95\tD(G(z)): 0.11 \t 7.86 s\n",
            "[2695/5000][10/38]\tLoss_D: 0.3927\tLoss_G: 2.4758\tD(x): 0.99\tD(G(z)): 0.23 \t 8.38 s\n",
            "[2695/5000][15/38]\tLoss_D: 0.1563\tLoss_G: 2.435\tD(x): 0.99\tD(G(z)): 0.12 \t 7.73 s\n",
            "[2695/5000][20/38]\tLoss_D: 0.1452\tLoss_G: 2.7147\tD(x): 0.95\tD(G(z)): 0.07 \t 8.71 s\n",
            "[2695/5000][25/38]\tLoss_D: 0.1173\tLoss_G: 2.9579\tD(x): 0.98\tD(G(z)): 0.09 \t 7.43 s\n",
            "[2695/5000][30/38]\tLoss_D: 0.2187\tLoss_G: 2.1713\tD(x): 0.99\tD(G(z)): 0.16 \t 10.09 s\n",
            "[2695/5000][35/38]\tLoss_D: 0.1519\tLoss_G: 2.3246\tD(x): 1.0\tD(G(z)): 0.14 \t 6.03 s\n",
            "[2696/5000][0/38]\tLoss_D: 0.165\tLoss_G: 2.4014\tD(x): 0.99\tD(G(z)): 0.13 \t 6.47 s\n",
            "[2696/5000][5/38]\tLoss_D: 0.1498\tLoss_G: 2.8106\tD(x): 0.93\tD(G(z)): 0.05 \t 6.47 s\n",
            "[2696/5000][10/38]\tLoss_D: 0.1861\tLoss_G: 3.1427\tD(x): 0.93\tD(G(z)): 0.09 \t 10.08 s\n",
            "[2696/5000][15/38]\tLoss_D: 0.1228\tLoss_G: 2.3876\tD(x): 0.99\tD(G(z)): 0.1 \t 5.97 s\n",
            "[2696/5000][20/38]\tLoss_D: 0.1073\tLoss_G: 2.3748\tD(x): 1.0\tD(G(z)): 0.1 \t 10.06 s\n",
            "[2696/5000][25/38]\tLoss_D: 0.2424\tLoss_G: 2.7105\tD(x): 0.87\tD(G(z)): 0.06 \t 6.01 s\n",
            "[2696/5000][30/38]\tLoss_D: 0.0565\tLoss_G: 3.3998\tD(x): 1.0\tD(G(z)): 0.05 \t 9.73 s\n",
            "[2696/5000][35/38]\tLoss_D: 0.0505\tLoss_G: 3.7111\tD(x): 1.0\tD(G(z)): 0.04 \t 6.88 s\n",
            "[2697/5000][0/38]\tLoss_D: 0.6283\tLoss_G: 2.451\tD(x): 0.66\tD(G(z)): 0.07 \t 6.15 s\n",
            "[2697/5000][5/38]\tLoss_D: 0.3159\tLoss_G: 1.7736\tD(x): 0.83\tD(G(z)): 0.06 \t 6.13 s\n",
            "[2697/5000][10/38]\tLoss_D: 0.0774\tLoss_G: 3.0269\tD(x): 1.0\tD(G(z)): 0.07 \t 10.0 s\n",
            "[2697/5000][15/38]\tLoss_D: 0.268\tLoss_G: 1.9619\tD(x): 1.0\tD(G(z)): 0.22 \t 7.26 s\n",
            "[2697/5000][20/38]\tLoss_D: 0.7819\tLoss_G: 2.3472\tD(x): 0.55\tD(G(z)): 0.05 \t 9.01 s\n",
            "[2697/5000][25/38]\tLoss_D: 0.1686\tLoss_G: 2.5806\tD(x): 0.91\tD(G(z)): 0.04 \t 7.87 s\n",
            "[2697/5000][30/38]\tLoss_D: 0.1931\tLoss_G: 2.6317\tD(x): 0.95\tD(G(z)): 0.11 \t 8.48 s\n",
            "[2697/5000][35/38]\tLoss_D: 0.1657\tLoss_G: 2.5341\tD(x): 0.99\tD(G(z)): 0.14 \t 7.62 s\n",
            "[2698/5000][0/38]\tLoss_D: 0.3102\tLoss_G: 1.7823\tD(x): 1.0\tD(G(z)): 0.25 \t 5.03 s\n",
            "[2698/5000][5/38]\tLoss_D: 0.0716\tLoss_G: 3.2892\tD(x): 0.99\tD(G(z)): 0.05 \t 7.79 s\n",
            "[2698/5000][10/38]\tLoss_D: 0.1959\tLoss_G: 2.216\tD(x): 0.99\tD(G(z)): 0.16 \t 8.99 s\n",
            "[2698/5000][15/38]\tLoss_D: 0.168\tLoss_G: 1.6826\tD(x): 1.0\tD(G(z)): 0.15 \t 7.11 s\n",
            "[2698/5000][20/38]\tLoss_D: 0.1524\tLoss_G: 2.0748\tD(x): 0.95\tD(G(z)): 0.07 \t 10.21 s\n",
            "[2698/5000][25/38]\tLoss_D: 0.1642\tLoss_G: 2.377\tD(x): 1.0\tD(G(z)): 0.13 \t 6.03 s\n",
            "[2698/5000][30/38]\tLoss_D: 0.0628\tLoss_G: 2.7779\tD(x): 0.99\tD(G(z)): 0.05 \t 10.01 s\n",
            "[2698/5000][35/38]\tLoss_D: 0.104\tLoss_G: 2.6384\tD(x): 1.0\tD(G(z)): 0.08 \t 6.09 s\n",
            "[2699/5000][0/38]\tLoss_D: 0.1132\tLoss_G: 3.8954\tD(x): 0.99\tD(G(z)): 0.09 \t 6.71 s\n",
            "[2699/5000][5/38]\tLoss_D: 0.5382\tLoss_G: 2.4299\tD(x): 0.69\tD(G(z)): 0.03 \t 5.81 s\n",
            "[2699/5000][10/38]\tLoss_D: 0.1627\tLoss_G: 3.034\tD(x): 0.93\tD(G(z)): 0.05 \t 9.89 s\n",
            "[2699/5000][15/38]\tLoss_D: 0.1665\tLoss_G: 2.6658\tD(x): 0.97\tD(G(z)): 0.11 \t 6.21 s\n",
            "[2699/5000][20/38]\tLoss_D: 0.1206\tLoss_G: 2.6195\tD(x): 0.99\tD(G(z)): 0.1 \t 9.75 s\n",
            "[2699/5000][25/38]\tLoss_D: 0.2324\tLoss_G: 3.0863\tD(x): 0.96\tD(G(z)): 0.16 \t 7.53 s\n",
            "[2699/5000][30/38]\tLoss_D: 0.0873\tLoss_G: 2.6642\tD(x): 0.98\tD(G(z)): 0.05 \t 8.25 s\n",
            "[2699/5000][35/38]\tLoss_D: 0.1369\tLoss_G: 1.761\tD(x): 1.0\tD(G(z)): 0.12 \t 8.83 s\n",
            "[2700/5000][0/38]\tLoss_D: 0.0888\tLoss_G: 3.6574\tD(x): 0.97\tD(G(z)): 0.05 \t 4.67 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2700 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2700/5000][5/38]\tLoss_D: 0.1481\tLoss_G: 1.8354\tD(x): 0.99\tD(G(z)): 0.12 \t 7.28 s\n",
            "[2700/5000][10/38]\tLoss_D: 0.1069\tLoss_G: 3.4457\tD(x): 1.0\tD(G(z)): 0.09 \t 8.85 s\n",
            "[2700/5000][15/38]\tLoss_D: 0.3403\tLoss_G: 2.6227\tD(x): 0.88\tD(G(z)): 0.13 \t 7.84 s\n",
            "[2700/5000][20/38]\tLoss_D: 0.17\tLoss_G: 2.7353\tD(x): 0.99\tD(G(z)): 0.13 \t 8.4 s\n",
            "[2700/5000][25/38]\tLoss_D: 0.0581\tLoss_G: 3.183\tD(x): 0.99\tD(G(z)): 0.04 \t 7.77 s\n",
            "[2700/5000][30/38]\tLoss_D: 0.1606\tLoss_G: 2.5278\tD(x): 1.0\tD(G(z)): 0.09 \t 9.99 s\n",
            "[2700/5000][35/38]\tLoss_D: 0.0631\tLoss_G: 3.2784\tD(x): 1.0\tD(G(z)): 0.06 \t 6.25 s\n",
            "[2701/5000][0/38]\tLoss_D: 0.1587\tLoss_G: 2.4264\tD(x): 0.95\tD(G(z)): 0.09 \t 5.89 s\n",
            "[2701/5000][5/38]\tLoss_D: 0.2\tLoss_G: 1.9226\tD(x): 0.94\tD(G(z)): 0.1 \t 6.99 s\n",
            "[2701/5000][10/38]\tLoss_D: 0.0796\tLoss_G: 2.794\tD(x): 1.0\tD(G(z)): 0.07 \t 10.06 s\n",
            "[2701/5000][15/38]\tLoss_D: 0.2183\tLoss_G: 2.9431\tD(x): 0.99\tD(G(z)): 0.17 \t 6.05 s\n",
            "[2701/5000][20/38]\tLoss_D: 0.0749\tLoss_G: 4.2465\tD(x): 0.99\tD(G(z)): 0.06 \t 10.19 s\n",
            "[2701/5000][25/38]\tLoss_D: 0.0677\tLoss_G: 2.6704\tD(x): 1.0\tD(G(z)): 0.06 \t 5.97 s\n",
            "[2701/5000][30/38]\tLoss_D: 0.2403\tLoss_G: 1.8734\tD(x): 0.93\tD(G(z)): 0.11 \t 10.19 s\n",
            "[2701/5000][35/38]\tLoss_D: 0.0482\tLoss_G: 2.7708\tD(x): 1.0\tD(G(z)): 0.05 \t 6.66 s\n",
            "[2702/5000][0/38]\tLoss_D: 0.2353\tLoss_G: 1.851\tD(x): 0.99\tD(G(z)): 0.16 \t 6.33 s\n",
            "[2702/5000][5/38]\tLoss_D: 0.1268\tLoss_G: 2.2522\tD(x): 0.97\tD(G(z)): 0.08 \t 6.0 s\n",
            "[2702/5000][10/38]\tLoss_D: 0.7882\tLoss_G: 2.0474\tD(x): 0.57\tD(G(z)): 0.07 \t 10.09 s\n",
            "[2702/5000][15/38]\tLoss_D: 0.4494\tLoss_G: 2.0055\tD(x): 0.77\tD(G(z)): 0.09 \t 7.32 s\n",
            "[2702/5000][20/38]\tLoss_D: 0.0994\tLoss_G: 3.2571\tD(x): 0.99\tD(G(z)): 0.08 \t 8.94 s\n",
            "[2702/5000][25/38]\tLoss_D: 0.2725\tLoss_G: 2.9589\tD(x): 0.92\tD(G(z)): 0.1 \t 7.72 s\n",
            "[2702/5000][30/38]\tLoss_D: 0.0986\tLoss_G: 2.3413\tD(x): 1.0\tD(G(z)): 0.09 \t 8.31 s\n",
            "[2702/5000][35/38]\tLoss_D: 0.4249\tLoss_G: 2.1678\tD(x): 0.75\tD(G(z)): 0.04 \t 7.87 s\n",
            "[2703/5000][0/38]\tLoss_D: 0.1419\tLoss_G: 2.1348\tD(x): 1.0\tD(G(z)): 0.12 \t 5.19 s\n",
            "[2703/5000][5/38]\tLoss_D: 0.0498\tLoss_G: 2.8008\tD(x): 1.0\tD(G(z)): 0.05 \t 7.72 s\n",
            "[2703/5000][10/38]\tLoss_D: 0.1355\tLoss_G: 2.4055\tD(x): 0.94\tD(G(z)): 0.05 \t 8.02 s\n",
            "[2703/5000][15/38]\tLoss_D: 0.0779\tLoss_G: 2.9077\tD(x): 0.99\tD(G(z)): 0.06 \t 7.9 s\n",
            "[2703/5000][20/38]\tLoss_D: 0.208\tLoss_G: 2.8485\tD(x): 1.0\tD(G(z)): 0.17 \t 9.43 s\n",
            "[2703/5000][25/38]\tLoss_D: 0.0949\tLoss_G: 2.1075\tD(x): 0.99\tD(G(z)): 0.08 \t 6.6 s\n",
            "[2703/5000][30/38]\tLoss_D: 0.0712\tLoss_G: 3.3983\tD(x): 1.0\tD(G(z)): 0.06 \t 9.76 s\n",
            "[2703/5000][35/38]\tLoss_D: 0.1517\tLoss_G: 2.4501\tD(x): 0.96\tD(G(z)): 0.09 \t 6.36 s\n",
            "[2704/5000][0/38]\tLoss_D: 0.1457\tLoss_G: 2.628\tD(x): 1.0\tD(G(z)): 0.12 \t 6.72 s\n",
            "[2704/5000][5/38]\tLoss_D: 0.1141\tLoss_G: 2.7959\tD(x): 0.99\tD(G(z)): 0.09 \t 5.91 s\n",
            "[2704/5000][10/38]\tLoss_D: 0.1137\tLoss_G: 2.8918\tD(x): 0.98\tD(G(z)): 0.09 \t 10.21 s\n",
            "[2704/5000][15/38]\tLoss_D: 0.1856\tLoss_G: 2.7368\tD(x): 0.96\tD(G(z)): 0.1 \t 6.1 s\n",
            "[2704/5000][20/38]\tLoss_D: 0.0544\tLoss_G: 3.791\tD(x): 0.99\tD(G(z)): 0.04 \t 10.19 s\n",
            "[2704/5000][25/38]\tLoss_D: 0.4704\tLoss_G: 2.0359\tD(x): 0.92\tD(G(z)): 0.21 \t 6.5 s\n",
            "[2704/5000][30/38]\tLoss_D: 0.1659\tLoss_G: 2.7011\tD(x): 0.98\tD(G(z)): 0.12 \t 9.82 s\n",
            "[2704/5000][35/38]\tLoss_D: 0.1197\tLoss_G: 2.4764\tD(x): 0.99\tD(G(z)): 0.09 \t 7.82 s\n",
            "[2705/5000][0/38]\tLoss_D: 0.1042\tLoss_G: 1.9154\tD(x): 1.0\tD(G(z)): 0.09 \t 5.0 s\n",
            "[2705/5000][5/38]\tLoss_D: 0.0817\tLoss_G: 2.8011\tD(x): 1.0\tD(G(z)): 0.08 \t 7.04 s\n",
            "[2705/5000][10/38]\tLoss_D: 0.1766\tLoss_G: 3.0295\tD(x): 0.92\tD(G(z)): 0.06 \t 9.2 s\n",
            "[2705/5000][15/38]\tLoss_D: 0.1977\tLoss_G: 2.7721\tD(x): 0.92\tD(G(z)): 0.07 \t 7.86 s\n",
            "[2705/5000][20/38]\tLoss_D: 0.3975\tLoss_G: 2.8814\tD(x): 0.77\tD(G(z)): 0.06 \t 8.36 s\n",
            "[2705/5000][25/38]\tLoss_D: 0.0876\tLoss_G: 3.7553\tD(x): 0.99\tD(G(z)): 0.08 \t 7.79 s\n",
            "[2705/5000][30/38]\tLoss_D: 0.1787\tLoss_G: 2.7363\tD(x): 1.0\tD(G(z)): 0.15 \t 9.93 s\n",
            "[2705/5000][35/38]\tLoss_D: 0.7961\tLoss_G: 4.5498\tD(x): 0.98\tD(G(z)): 0.34 \t 6.3 s\n",
            "[2706/5000][0/38]\tLoss_D: 0.1712\tLoss_G: 2.0769\tD(x): 0.99\tD(G(z)): 0.13 \t 5.78 s\n",
            "[2706/5000][5/38]\tLoss_D: 0.0788\tLoss_G: 3.7529\tD(x): 0.99\tD(G(z)): 0.06 \t 7.19 s\n",
            "[2706/5000][10/38]\tLoss_D: 0.3801\tLoss_G: 3.3705\tD(x): 1.0\tD(G(z)): 0.26 \t 10.21 s\n",
            "[2706/5000][15/38]\tLoss_D: 0.0966\tLoss_G: 2.3523\tD(x): 1.0\tD(G(z)): 0.09 \t 6.08 s\n",
            "[2706/5000][20/38]\tLoss_D: 0.2002\tLoss_G: 2.751\tD(x): 0.98\tD(G(z)): 0.15 \t 9.98 s\n",
            "[2706/5000][25/38]\tLoss_D: 0.0972\tLoss_G: 2.8328\tD(x): 1.0\tD(G(z)): 0.09 \t 6.11 s\n",
            "[2706/5000][30/38]\tLoss_D: 0.3851\tLoss_G: 2.3673\tD(x): 1.0\tD(G(z)): 0.23 \t 9.95 s\n",
            "[2706/5000][35/38]\tLoss_D: 0.1744\tLoss_G: 2.5977\tD(x): 0.99\tD(G(z)): 0.14 \t 7.04 s\n",
            "[2707/5000][0/38]\tLoss_D: 0.1657\tLoss_G: 2.7545\tD(x): 0.98\tD(G(z)): 0.12 \t 6.02 s\n",
            "[2707/5000][5/38]\tLoss_D: 0.1302\tLoss_G: 3.8222\tD(x): 0.94\tD(G(z)): 0.04 \t 6.04 s\n",
            "[2707/5000][10/38]\tLoss_D: 0.1709\tLoss_G: 2.8175\tD(x): 0.99\tD(G(z)): 0.13 \t 10.44 s\n",
            "[2707/5000][15/38]\tLoss_D: 0.1208\tLoss_G: 2.7877\tD(x): 0.98\tD(G(z)): 0.09 \t 7.57 s\n",
            "[2707/5000][20/38]\tLoss_D: 0.2309\tLoss_G: 2.7662\tD(x): 0.98\tD(G(z)): 0.17 \t 8.48 s\n",
            "[2707/5000][25/38]\tLoss_D: 0.2193\tLoss_G: 2.0814\tD(x): 1.0\tD(G(z)): 0.19 \t 7.65 s\n",
            "[2707/5000][30/38]\tLoss_D: 0.108\tLoss_G: 2.8821\tD(x): 0.98\tD(G(z)): 0.08 \t 8.48 s\n",
            "[2707/5000][35/38]\tLoss_D: 0.2917\tLoss_G: 2.8549\tD(x): 1.0\tD(G(z)): 0.21 \t 7.84 s\n",
            "[2708/5000][0/38]\tLoss_D: 0.1849\tLoss_G: 2.4715\tD(x): 0.92\tD(G(z)): 0.06 \t 5.04 s\n",
            "[2708/5000][5/38]\tLoss_D: 0.1432\tLoss_G: 2.8252\tD(x): 0.99\tD(G(z)): 0.11 \t 7.77 s\n",
            "[2708/5000][10/38]\tLoss_D: 0.1071\tLoss_G: 1.7619\tD(x): 1.0\tD(G(z)): 0.1 \t 9.1 s\n",
            "[2708/5000][15/38]\tLoss_D: 0.1036\tLoss_G: 3.34\tD(x): 0.97\tD(G(z)): 0.06 \t 7.09 s\n",
            "[2708/5000][20/38]\tLoss_D: 0.1375\tLoss_G: 2.8721\tD(x): 1.0\tD(G(z)): 0.12 \t 10.23 s\n",
            "[2708/5000][25/38]\tLoss_D: 0.1349\tLoss_G: 2.0594\tD(x): 0.99\tD(G(z)): 0.11 \t 6.23 s\n",
            "[2708/5000][30/38]\tLoss_D: 0.1105\tLoss_G: 3.1164\tD(x): 0.99\tD(G(z)): 0.07 \t 10.15 s\n",
            "[2708/5000][35/38]\tLoss_D: 0.1021\tLoss_G: 1.998\tD(x): 0.98\tD(G(z)): 0.07 \t 5.97 s\n",
            "[2709/5000][0/38]\tLoss_D: 0.1721\tLoss_G: 2.0984\tD(x): 0.98\tD(G(z)): 0.13 \t 6.67 s\n",
            "[2709/5000][5/38]\tLoss_D: 0.1331\tLoss_G: 2.6113\tD(x): 0.95\tD(G(z)): 0.05 \t 5.95 s\n",
            "[2709/5000][10/38]\tLoss_D: 0.1758\tLoss_G: 2.3598\tD(x): 0.95\tD(G(z)): 0.08 \t 10.36 s\n",
            "[2709/5000][15/38]\tLoss_D: 0.1362\tLoss_G: 3.2098\tD(x): 0.98\tD(G(z)): 0.1 \t 5.98 s\n",
            "[2709/5000][20/38]\tLoss_D: 0.1686\tLoss_G: 2.9417\tD(x): 0.92\tD(G(z)): 0.06 \t 10.05 s\n",
            "[2709/5000][25/38]\tLoss_D: 0.6654\tLoss_G: 0.7895\tD(x): 0.65\tD(G(z)): 0.09 \t 7.26 s\n",
            "[2709/5000][30/38]\tLoss_D: 5.1095\tLoss_G: 5.2915\tD(x): 0.02\tD(G(z)): 0.01 \t 8.98 s\n",
            "[2709/5000][35/38]\tLoss_D: 1.8807\tLoss_G: 1.8747\tD(x): 0.37\tD(G(z)): 0.32 \t 7.94 s\n",
            "[2710/5000][0/38]\tLoss_D: 2.9157\tLoss_G: 3.5534\tD(x): 0.77\tD(G(z)): 0.59 \t 5.14 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2710 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2710/5000][5/38]\tLoss_D: 2.3439\tLoss_G: 2.3145\tD(x): 0.21\tD(G(z)): 0.11 \t 7.82 s\n",
            "[2710/5000][10/38]\tLoss_D: 1.8928\tLoss_G: 1.3728\tD(x): 0.39\tD(G(z)): 0.26 \t 8.46 s\n",
            "[2710/5000][15/38]\tLoss_D: 1.3086\tLoss_G: 1.4383\tD(x): 0.44\tD(G(z)): 0.22 \t 7.7 s\n",
            "[2710/5000][20/38]\tLoss_D: 1.5165\tLoss_G: 2.5231\tD(x): 0.51\tD(G(z)): 0.33 \t 8.72 s\n",
            "[2710/5000][25/38]\tLoss_D: 1.6389\tLoss_G: 2.7314\tD(x): 0.37\tD(G(z)): 0.07 \t 7.43 s\n",
            "[2710/5000][30/38]\tLoss_D: 2.1464\tLoss_G: 2.5986\tD(x): 0.45\tD(G(z)): 0.14 \t 10.07 s\n",
            "[2710/5000][35/38]\tLoss_D: 1.3381\tLoss_G: 2.4427\tD(x): 0.75\tD(G(z)): 0.3 \t 6.11 s\n",
            "[2711/5000][0/38]\tLoss_D: 4.0862\tLoss_G: 3.0587\tD(x): 0.72\tD(G(z)): 0.4 \t 6.62 s\n",
            "[2711/5000][5/38]\tLoss_D: 2.3662\tLoss_G: 2.5758\tD(x): 0.35\tD(G(z)): 0.2 \t 6.37 s\n",
            "[2711/5000][10/38]\tLoss_D: 0.7548\tLoss_G: 2.1202\tD(x): 0.64\tD(G(z)): 0.09 \t 10.08 s\n",
            "[2711/5000][15/38]\tLoss_D: 0.2364\tLoss_G: 3.0589\tD(x): 0.86\tD(G(z)): 0.03 \t 5.93 s\n",
            "[2711/5000][20/38]\tLoss_D: 0.9474\tLoss_G: 1.8611\tD(x): 0.83\tD(G(z)): 0.17 \t 10.09 s\n",
            "[2711/5000][25/38]\tLoss_D: 0.4209\tLoss_G: 2.0688\tD(x): 0.92\tD(G(z)): 0.22 \t 6.11 s\n",
            "[2711/5000][30/38]\tLoss_D: 0.4404\tLoss_G: 2.9249\tD(x): 0.79\tD(G(z)): 0.08 \t 10.12 s\n",
            "[2711/5000][35/38]\tLoss_D: 0.2504\tLoss_G: 2.4885\tD(x): 0.93\tD(G(z)): 0.14 \t 6.94 s\n",
            "[2712/5000][0/38]\tLoss_D: 1.3277\tLoss_G: 1.5099\tD(x): 0.78\tD(G(z)): 0.27 \t 5.77 s\n",
            "[2712/5000][5/38]\tLoss_D: 0.2108\tLoss_G: 2.6711\tD(x): 0.93\tD(G(z)): 0.1 \t 5.96 s\n",
            "[2712/5000][10/38]\tLoss_D: 0.6829\tLoss_G: 1.3897\tD(x): 0.69\tD(G(z)): 0.15 \t 10.16 s\n",
            "[2712/5000][15/38]\tLoss_D: 0.1288\tLoss_G: 2.0927\tD(x): 1.0\tD(G(z)): 0.12 \t 7.44 s\n",
            "[2712/5000][20/38]\tLoss_D: 0.4221\tLoss_G: 2.5757\tD(x): 0.88\tD(G(z)): 0.2 \t 8.6 s\n",
            "[2712/5000][25/38]\tLoss_D: 0.2287\tLoss_G: 2.0655\tD(x): 0.92\tD(G(z)): 0.11 \t 7.57 s\n",
            "[2712/5000][30/38]\tLoss_D: 3.3281\tLoss_G: 5.8681\tD(x): 0.99\tD(G(z)): 0.58 \t 8.33 s\n",
            "[2712/5000][35/38]\tLoss_D: 1.0762\tLoss_G: 2.6332\tD(x): 0.79\tD(G(z)): 0.31 \t 7.7 s\n",
            "[2713/5000][0/38]\tLoss_D: 1.1806\tLoss_G: 4.1559\tD(x): 0.97\tD(G(z)): 0.35 \t 5.16 s\n",
            "[2713/5000][5/38]\tLoss_D: 1.2754\tLoss_G: 1.7579\tD(x): 0.4\tD(G(z)): 0.15 \t 7.89 s\n",
            "[2713/5000][10/38]\tLoss_D: 0.3102\tLoss_G: 1.8144\tD(x): 0.99\tD(G(z)): 0.23 \t 9.04 s\n",
            "[2713/5000][15/38]\tLoss_D: 0.8569\tLoss_G: 2.8066\tD(x): 0.98\tD(G(z)): 0.34 \t 7.04 s\n",
            "[2713/5000][20/38]\tLoss_D: 0.6742\tLoss_G: 2.4273\tD(x): 0.79\tD(G(z)): 0.24 \t 10.12 s\n",
            "[2713/5000][25/38]\tLoss_D: 0.1511\tLoss_G: 1.7554\tD(x): 0.99\tD(G(z)): 0.13 \t 6.08 s\n",
            "[2713/5000][30/38]\tLoss_D: 0.3462\tLoss_G: 1.5588\tD(x): 0.91\tD(G(z)): 0.16 \t 10.41 s\n",
            "[2713/5000][35/38]\tLoss_D: 0.2852\tLoss_G: 1.9548\tD(x): 0.93\tD(G(z)): 0.16 \t 5.91 s\n",
            "[2714/5000][0/38]\tLoss_D: 0.3668\tLoss_G: 0.7511\tD(x): 0.97\tD(G(z)): 0.24 \t 6.36 s\n",
            "[2714/5000][5/38]\tLoss_D: 0.4986\tLoss_G: 2.1862\tD(x): 0.75\tD(G(z)): 0.1 \t 6.03 s\n",
            "[2714/5000][10/38]\tLoss_D: 0.3304\tLoss_G: 2.0721\tD(x): 0.95\tD(G(z)): 0.18 \t 10.09 s\n",
            "[2714/5000][15/38]\tLoss_D: 0.22\tLoss_G: 2.7472\tD(x): 0.97\tD(G(z)): 0.14 \t 5.77 s\n",
            "[2714/5000][20/38]\tLoss_D: 0.456\tLoss_G: 1.8133\tD(x): 0.78\tD(G(z)): 0.1 \t 10.06 s\n",
            "[2714/5000][25/38]\tLoss_D: 0.1046\tLoss_G: 2.176\tD(x): 1.0\tD(G(z)): 0.09 \t 6.55 s\n",
            "[2714/5000][30/38]\tLoss_D: 0.4194\tLoss_G: 2.2803\tD(x): 1.0\tD(G(z)): 0.27 \t 9.38 s\n",
            "[2714/5000][35/38]\tLoss_D: 0.1754\tLoss_G: 2.5643\tD(x): 0.96\tD(G(z)): 0.11 \t 7.8 s\n",
            "[2715/5000][0/38]\tLoss_D: 0.6163\tLoss_G: 2.4572\tD(x): 1.0\tD(G(z)): 0.33 \t 5.22 s\n",
            "[2715/5000][5/38]\tLoss_D: 0.3715\tLoss_G: 2.6146\tD(x): 0.92\tD(G(z)): 0.22 \t 7.5 s\n",
            "[2715/5000][10/38]\tLoss_D: 0.1646\tLoss_G: 2.6893\tD(x): 0.99\tD(G(z)): 0.13 \t 8.59 s\n",
            "[2715/5000][15/38]\tLoss_D: 0.1164\tLoss_G: 2.6147\tD(x): 0.99\tD(G(z)): 0.07 \t 7.72 s\n",
            "[2715/5000][20/38]\tLoss_D: 0.2146\tLoss_G: 2.1959\tD(x): 0.92\tD(G(z)): 0.09 \t 8.38 s\n",
            "[2715/5000][25/38]\tLoss_D: 0.5502\tLoss_G: 2.6529\tD(x): 0.69\tD(G(z)): 0.05 \t 7.84 s\n",
            "[2715/5000][30/38]\tLoss_D: 0.7355\tLoss_G: 1.8772\tD(x): 0.84\tD(G(z)): 0.1 \t 10.01 s\n",
            "[2715/5000][35/38]\tLoss_D: 0.1552\tLoss_G: 2.4303\tD(x): 0.99\tD(G(z)): 0.13 \t 6.27 s\n",
            "[2716/5000][0/38]\tLoss_D: 0.1321\tLoss_G: 1.0113\tD(x): 0.96\tD(G(z)): 0.07 \t 5.59 s\n",
            "[2716/5000][5/38]\tLoss_D: 0.221\tLoss_G: 2.4954\tD(x): 0.93\tD(G(z)): 0.1 \t 7.28 s\n",
            "[2716/5000][10/38]\tLoss_D: 0.1791\tLoss_G: 2.3111\tD(x): 0.99\tD(G(z)): 0.15 \t 10.13 s\n",
            "[2716/5000][15/38]\tLoss_D: 0.5477\tLoss_G: 2.6222\tD(x): 1.0\tD(G(z)): 0.33 \t 6.09 s\n",
            "[2716/5000][20/38]\tLoss_D: 0.4506\tLoss_G: 2.857\tD(x): 1.0\tD(G(z)): 0.3 \t 10.18 s\n",
            "[2716/5000][25/38]\tLoss_D: 0.1205\tLoss_G: 1.9629\tD(x): 1.0\tD(G(z)): 0.11 \t 5.98 s\n",
            "[2716/5000][30/38]\tLoss_D: 0.1784\tLoss_G: 2.4192\tD(x): 0.96\tD(G(z)): 0.1 \t 10.13 s\n",
            "[2716/5000][35/38]\tLoss_D: 0.2029\tLoss_G: 2.9209\tD(x): 0.98\tD(G(z)): 0.15 \t 6.45 s\n",
            "[2717/5000][0/38]\tLoss_D: 0.1204\tLoss_G: 2.8898\tD(x): 0.97\tD(G(z)): 0.08 \t 6.44 s\n",
            "[2717/5000][5/38]\tLoss_D: 0.1803\tLoss_G: 2.4183\tD(x): 0.99\tD(G(z)): 0.13 \t 6.19 s\n",
            "[2717/5000][10/38]\tLoss_D: 0.3052\tLoss_G: 3.0298\tD(x): 0.89\tD(G(z)): 0.1 \t 10.09 s\n",
            "[2717/5000][15/38]\tLoss_D: 0.178\tLoss_G: 1.575\tD(x): 1.0\tD(G(z)): 0.15 \t 7.29 s\n",
            "[2717/5000][20/38]\tLoss_D: 0.8467\tLoss_G: 3.3247\tD(x): 0.52\tD(G(z)): 0.03 \t 8.96 s\n",
            "[2717/5000][25/38]\tLoss_D: 0.1624\tLoss_G: 2.4269\tD(x): 0.97\tD(G(z)): 0.11 \t 7.83 s\n",
            "[2717/5000][30/38]\tLoss_D: 0.1432\tLoss_G: 2.3817\tD(x): 1.0\tD(G(z)): 0.13 \t 8.22 s\n",
            "[2717/5000][35/38]\tLoss_D: 0.2966\tLoss_G: 2.0528\tD(x): 0.86\tD(G(z)): 0.08 \t 7.72 s\n",
            "[2718/5000][0/38]\tLoss_D: 0.1694\tLoss_G: 2.0959\tD(x): 1.0\tD(G(z)): 0.14 \t 5.24 s\n",
            "[2718/5000][5/38]\tLoss_D: 0.2165\tLoss_G: 3.4258\tD(x): 0.97\tD(G(z)): 0.14 \t 7.76 s\n",
            "[2718/5000][10/38]\tLoss_D: 0.1315\tLoss_G: 2.2798\tD(x): 0.98\tD(G(z)): 0.1 \t 8.5 s\n",
            "[2718/5000][15/38]\tLoss_D: 0.1293\tLoss_G: 3.0082\tD(x): 0.99\tD(G(z)): 0.11 \t 7.53 s\n",
            "[2718/5000][20/38]\tLoss_D: 0.1319\tLoss_G: 2.4612\tD(x): 0.99\tD(G(z)): 0.1 \t 10.09 s\n",
            "[2718/5000][25/38]\tLoss_D: 0.1441\tLoss_G: 2.2739\tD(x): 1.0\tD(G(z)): 0.13 \t 6.22 s\n",
            "[2718/5000][30/38]\tLoss_D: 0.1902\tLoss_G: 1.6564\tD(x): 0.93\tD(G(z)): 0.07 \t 10.16 s\n",
            "[2718/5000][35/38]\tLoss_D: 0.1187\tLoss_G: 2.7516\tD(x): 1.0\tD(G(z)): 0.11 \t 6.05 s\n",
            "[2719/5000][0/38]\tLoss_D: 0.1762\tLoss_G: 1.8099\tD(x): 0.98\tD(G(z)): 0.12 \t 6.65 s\n",
            "[2719/5000][5/38]\tLoss_D: 0.2415\tLoss_G: 1.7375\tD(x): 0.94\tD(G(z)): 0.13 \t 5.98 s\n",
            "[2719/5000][10/38]\tLoss_D: 0.0554\tLoss_G: 2.8873\tD(x): 0.99\tD(G(z)): 0.05 \t 10.26 s\n",
            "[2719/5000][15/38]\tLoss_D: 0.2505\tLoss_G: 2.0403\tD(x): 0.91\tD(G(z)): 0.11 \t 5.99 s\n",
            "[2719/5000][20/38]\tLoss_D: 0.1422\tLoss_G: 2.0142\tD(x): 1.0\tD(G(z)): 0.13 \t 10.21 s\n",
            "[2719/5000][25/38]\tLoss_D: 0.3112\tLoss_G: 2.4465\tD(x): 0.9\tD(G(z)): 0.13 \t 6.56 s\n",
            "[2719/5000][30/38]\tLoss_D: 0.1511\tLoss_G: 2.7584\tD(x): 0.98\tD(G(z)): 0.11 \t 9.37 s\n",
            "[2719/5000][35/38]\tLoss_D: 0.1156\tLoss_G: 2.3086\tD(x): 0.99\tD(G(z)): 0.09 \t 7.9 s\n",
            "[2720/5000][0/38]\tLoss_D: 0.079\tLoss_G: 2.7899\tD(x): 1.0\tD(G(z)): 0.07 \t 5.04 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2720 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2720/5000][5/38]\tLoss_D: 0.4323\tLoss_G: 2.6184\tD(x): 0.74\tD(G(z)): 0.03 \t 7.52 s\n",
            "[2720/5000][10/38]\tLoss_D: 0.1404\tLoss_G: 2.9286\tD(x): 1.0\tD(G(z)): 0.12 \t 8.74 s\n",
            "[2720/5000][15/38]\tLoss_D: 0.2388\tLoss_G: 2.7527\tD(x): 0.89\tD(G(z)): 0.07 \t 7.91 s\n",
            "[2720/5000][20/38]\tLoss_D: 0.1788\tLoss_G: 3.0209\tD(x): 0.96\tD(G(z)): 0.09 \t 8.51 s\n",
            "[2720/5000][25/38]\tLoss_D: 0.13\tLoss_G: 2.4578\tD(x): 0.99\tD(G(z)): 0.11 \t 7.53 s\n",
            "[2720/5000][30/38]\tLoss_D: 0.1507\tLoss_G: 2.2713\tD(x): 1.0\tD(G(z)): 0.13 \t 9.81 s\n",
            "[2720/5000][35/38]\tLoss_D: 0.2138\tLoss_G: 3.0507\tD(x): 0.89\tD(G(z)): 0.05 \t 6.15 s\n",
            "[2721/5000][0/38]\tLoss_D: 0.1566\tLoss_G: 3.045\tD(x): 0.97\tD(G(z)): 0.08 \t 5.59 s\n",
            "[2721/5000][5/38]\tLoss_D: 0.1924\tLoss_G: 2.0619\tD(x): 0.95\tD(G(z)): 0.11 \t 7.31 s\n",
            "[2721/5000][10/38]\tLoss_D: 0.5179\tLoss_G: 2.8641\tD(x): 0.69\tD(G(z)): 0.03 \t 10.06 s\n",
            "[2721/5000][15/38]\tLoss_D: 0.145\tLoss_G: 3.2982\tD(x): 0.95\tD(G(z)): 0.06 \t 6.07 s\n",
            "[2721/5000][20/38]\tLoss_D: 0.1797\tLoss_G: 3.191\tD(x): 0.94\tD(G(z)): 0.08 \t 10.11 s\n",
            "[2721/5000][25/38]\tLoss_D: 0.3349\tLoss_G: 2.492\tD(x): 0.97\tD(G(z)): 0.22 \t 6.03 s\n",
            "[2721/5000][30/38]\tLoss_D: 0.1625\tLoss_G: 2.2929\tD(x): 1.0\tD(G(z)): 0.14 \t 10.12 s\n",
            "[2721/5000][35/38]\tLoss_D: 0.1551\tLoss_G: 3.2807\tD(x): 0.94\tD(G(z)): 0.07 \t 6.41 s\n",
            "[2722/5000][0/38]\tLoss_D: 0.4497\tLoss_G: 2.6335\tD(x): 0.77\tD(G(z)): 0.05 \t 5.78 s\n",
            "[2722/5000][5/38]\tLoss_D: 0.1196\tLoss_G: 2.8101\tD(x): 0.98\tD(G(z)): 0.08 \t 5.96 s\n",
            "[2722/5000][10/38]\tLoss_D: 0.1145\tLoss_G: 2.068\tD(x): 1.0\tD(G(z)): 0.1 \t 10.01 s\n",
            "[2722/5000][15/38]\tLoss_D: 0.0865\tLoss_G: 3.1751\tD(x): 0.99\tD(G(z)): 0.07 \t 6.41 s\n",
            "[2722/5000][20/38]\tLoss_D: 0.0766\tLoss_G: 4.5407\tD(x): 0.99\tD(G(z)): 0.05 \t 9.44 s\n",
            "[2722/5000][25/38]\tLoss_D: 0.2289\tLoss_G: 2.5404\tD(x): 0.99\tD(G(z)): 0.18 \t 7.79 s\n",
            "[2722/5000][30/38]\tLoss_D: 0.1637\tLoss_G: 2.853\tD(x): 0.99\tD(G(z)): 0.14 \t 8.46 s\n",
            "[2722/5000][35/38]\tLoss_D: 0.0759\tLoss_G: 2.4842\tD(x): 1.0\tD(G(z)): 0.07 \t 7.83 s\n",
            "[2723/5000][0/38]\tLoss_D: 0.279\tLoss_G: 1.7719\tD(x): 0.97\tD(G(z)): 0.19 \t 5.02 s\n",
            "[2723/5000][5/38]\tLoss_D: 0.1398\tLoss_G: 3.0026\tD(x): 0.94\tD(G(z)): 0.05 \t 7.68 s\n",
            "[2723/5000][10/38]\tLoss_D: 0.2305\tLoss_G: 2.1322\tD(x): 0.99\tD(G(z)): 0.17 \t 8.17 s\n",
            "[2723/5000][15/38]\tLoss_D: 0.0611\tLoss_G: 2.4598\tD(x): 1.0\tD(G(z)): 0.05 \t 7.89 s\n",
            "[2723/5000][20/38]\tLoss_D: 0.3676\tLoss_G: 2.1153\tD(x): 0.82\tD(G(z)): 0.09 \t 9.42 s\n",
            "[2723/5000][25/38]\tLoss_D: 0.2176\tLoss_G: 1.7951\tD(x): 0.97\tD(G(z)): 0.14 \t 6.62 s\n",
            "[2723/5000][30/38]\tLoss_D: 0.2072\tLoss_G: 2.52\tD(x): 1.0\tD(G(z)): 0.17 \t 10.23 s\n",
            "[2723/5000][35/38]\tLoss_D: 0.2238\tLoss_G: 2.4646\tD(x): 0.9\tD(G(z)): 0.07 \t 6.03 s\n",
            "[2724/5000][0/38]\tLoss_D: 0.131\tLoss_G: 2.5725\tD(x): 0.98\tD(G(z)): 0.09 \t 6.83 s\n",
            "[2724/5000][5/38]\tLoss_D: 0.1479\tLoss_G: 2.7665\tD(x): 0.99\tD(G(z)): 0.12 \t 5.99 s\n",
            "[2724/5000][10/38]\tLoss_D: 0.2274\tLoss_G: 2.3527\tD(x): 0.97\tD(G(z)): 0.13 \t 10.03 s\n",
            "[2724/5000][15/38]\tLoss_D: 0.1807\tLoss_G: 2.4121\tD(x): 0.94\tD(G(z)): 0.09 \t 5.99 s\n",
            "[2724/5000][20/38]\tLoss_D: 0.1381\tLoss_G: 2.716\tD(x): 1.0\tD(G(z)): 0.12 \t 9.9 s\n",
            "[2724/5000][25/38]\tLoss_D: 0.1985\tLoss_G: 2.1688\tD(x): 0.98\tD(G(z)): 0.15 \t 6.33 s\n",
            "[2724/5000][30/38]\tLoss_D: 0.0671\tLoss_G: 2.8744\tD(x): 1.0\tD(G(z)): 0.06 \t 9.63 s\n",
            "[2724/5000][35/38]\tLoss_D: 0.1026\tLoss_G: 3.2959\tD(x): 1.0\tD(G(z)): 0.09 \t 8.19 s\n",
            "[2725/5000][0/38]\tLoss_D: 0.4261\tLoss_G: 1.9812\tD(x): 0.82\tD(G(z)): 0.14 \t 4.99 s\n",
            "[2725/5000][5/38]\tLoss_D: 0.3971\tLoss_G: 1.75\tD(x): 1.0\tD(G(z)): 0.26 \t 6.55 s\n",
            "[2725/5000][10/38]\tLoss_D: 0.0746\tLoss_G: 2.9886\tD(x): 1.0\tD(G(z)): 0.07 \t 9.7 s\n",
            "[2725/5000][15/38]\tLoss_D: 0.2054\tLoss_G: 2.9872\tD(x): 0.94\tD(G(z)): 0.1 \t 7.86 s\n",
            "[2725/5000][20/38]\tLoss_D: 0.1139\tLoss_G: 2.7118\tD(x): 0.99\tD(G(z)): 0.1 \t 8.26 s\n",
            "[2725/5000][25/38]\tLoss_D: 0.2775\tLoss_G: 2.6577\tD(x): 0.87\tD(G(z)): 0.08 \t 7.7 s\n",
            "[2725/5000][30/38]\tLoss_D: 0.1704\tLoss_G: 2.8755\tD(x): 1.0\tD(G(z)): 0.15 \t 9.11 s\n",
            "[2725/5000][35/38]\tLoss_D: 0.107\tLoss_G: 3.3711\tD(x): 0.99\tD(G(z)): 0.09 \t 6.76 s\n",
            "[2726/5000][0/38]\tLoss_D: 0.0543\tLoss_G: 3.3713\tD(x): 0.99\tD(G(z)): 0.04 \t 4.97 s\n",
            "[2726/5000][5/38]\tLoss_D: 0.1574\tLoss_G: 2.2421\tD(x): 1.0\tD(G(z)): 0.14 \t 7.78 s\n",
            "[2726/5000][10/38]\tLoss_D: 0.129\tLoss_G: 2.1872\tD(x): 1.0\tD(G(z)): 0.09 \t 9.7 s\n",
            "[2726/5000][15/38]\tLoss_D: 0.1718\tLoss_G: 2.8688\tD(x): 0.99\tD(G(z)): 0.14 \t 6.31 s\n",
            "[2726/5000][20/38]\tLoss_D: 0.1737\tLoss_G: 2.1021\tD(x): 0.98\tD(G(z)): 0.13 \t 10.1 s\n",
            "[2726/5000][25/38]\tLoss_D: 0.3175\tLoss_G: 2.853\tD(x): 1.0\tD(G(z)): 0.2 \t 5.98 s\n",
            "[2726/5000][30/38]\tLoss_D: 0.16\tLoss_G: 2.6529\tD(x): 0.96\tD(G(z)): 0.1 \t 10.08 s\n",
            "[2726/5000][35/38]\tLoss_D: 0.1354\tLoss_G: 2.36\tD(x): 0.98\tD(G(z)): 0.1 \t 6.09 s\n",
            "[2727/5000][0/38]\tLoss_D: 0.1337\tLoss_G: 2.6493\tD(x): 0.99\tD(G(z)): 0.11 \t 6.5 s\n",
            "[2727/5000][5/38]\tLoss_D: 0.155\tLoss_G: 2.0602\tD(x): 1.0\tD(G(z)): 0.11 \t 6.0 s\n",
            "[2727/5000][10/38]\tLoss_D: 0.0603\tLoss_G: 3.5363\tD(x): 1.0\tD(G(z)): 0.06 \t 10.09 s\n",
            "[2727/5000][15/38]\tLoss_D: 0.1924\tLoss_G: 2.3724\tD(x): 0.99\tD(G(z)): 0.15 \t 6.0 s\n",
            "[2727/5000][20/38]\tLoss_D: 0.115\tLoss_G: 1.5541\tD(x): 0.99\tD(G(z)): 0.09 \t 10.3 s\n",
            "[2727/5000][25/38]\tLoss_D: 0.1384\tLoss_G: 2.2904\tD(x): 0.99\tD(G(z)): 0.12 \t 7.46 s\n",
            "[2727/5000][30/38]\tLoss_D: 0.2673\tLoss_G: 2.4885\tD(x): 0.94\tD(G(z)): 0.14 \t 8.63 s\n",
            "[2727/5000][35/38]\tLoss_D: 0.0638\tLoss_G: 2.5703\tD(x): 0.99\tD(G(z)): 0.05 \t 7.73 s\n",
            "[2728/5000][0/38]\tLoss_D: 0.0915\tLoss_G: 3.0423\tD(x): 0.97\tD(G(z)): 0.05 \t 5.15 s\n",
            "[2728/5000][5/38]\tLoss_D: 0.1477\tLoss_G: 2.8315\tD(x): 1.0\tD(G(z)): 0.12 \t 7.7 s\n",
            "[2728/5000][10/38]\tLoss_D: 0.0645\tLoss_G: 2.7279\tD(x): 1.0\tD(G(z)): 0.06 \t 8.39 s\n",
            "[2728/5000][15/38]\tLoss_D: 0.0786\tLoss_G: 2.4677\tD(x): 0.99\tD(G(z)): 0.06 \t 7.65 s\n",
            "[2728/5000][20/38]\tLoss_D: 0.2156\tLoss_G: 3.1017\tD(x): 1.0\tD(G(z)): 0.18 \t 9.36 s\n",
            "[2728/5000][25/38]\tLoss_D: 0.2358\tLoss_G: 2.6409\tD(x): 0.89\tD(G(z)): 0.07 \t 6.9 s\n",
            "[2728/5000][30/38]\tLoss_D: 0.1123\tLoss_G: 2.8768\tD(x): 0.99\tD(G(z)): 0.09 \t 10.11 s\n",
            "[2728/5000][35/38]\tLoss_D: 0.0561\tLoss_G: 3.234\tD(x): 1.0\tD(G(z)): 0.05 \t 6.01 s\n",
            "[2729/5000][0/38]\tLoss_D: 0.2014\tLoss_G: 2.4337\tD(x): 0.94\tD(G(z)): 0.1 \t 6.52 s\n",
            "[2729/5000][5/38]\tLoss_D: 0.08\tLoss_G: 2.9326\tD(x): 0.98\tD(G(z)): 0.04 \t 6.1 s\n",
            "[2729/5000][10/38]\tLoss_D: 0.2215\tLoss_G: 2.1312\tD(x): 1.0\tD(G(z)): 0.19 \t 9.89 s\n",
            "[2729/5000][15/38]\tLoss_D: 0.1554\tLoss_G: 3.2757\tD(x): 0.91\tD(G(z)): 0.03 \t 6.15 s\n",
            "[2729/5000][20/38]\tLoss_D: 0.2498\tLoss_G: 3.1988\tD(x): 0.87\tD(G(z)): 0.05 \t 10.05 s\n",
            "[2729/5000][25/38]\tLoss_D: 0.3712\tLoss_G: 2.7912\tD(x): 0.82\tD(G(z)): 0.09 \t 6.11 s\n",
            "[2729/5000][30/38]\tLoss_D: 0.0741\tLoss_G: 3.8415\tD(x): 0.98\tD(G(z)): 0.05 \t 10.15 s\n",
            "[2729/5000][35/38]\tLoss_D: 0.2443\tLoss_G: 2.1085\tD(x): 0.9\tD(G(z)): 0.09 \t 7.04 s\n",
            "[2730/5000][0/38]\tLoss_D: 0.1038\tLoss_G: 2.3172\tD(x): 1.0\tD(G(z)): 0.09 \t 6.01 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2730 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2730/5000][5/38]\tLoss_D: 0.1136\tLoss_G: 2.6735\tD(x): 1.0\tD(G(z)): 0.1 \t 6.29 s\n",
            "[2730/5000][10/38]\tLoss_D: 0.1184\tLoss_G: 2.6415\tD(x): 0.99\tD(G(z)): 0.09 \t 9.93 s\n",
            "[2730/5000][15/38]\tLoss_D: 0.1445\tLoss_G: 2.9172\tD(x): 0.96\tD(G(z)): 0.09 \t 7.67 s\n",
            "[2730/5000][20/38]\tLoss_D: 0.0758\tLoss_G: 2.7179\tD(x): 0.99\tD(G(z)): 0.06 \t 8.37 s\n",
            "[2730/5000][25/38]\tLoss_D: 0.3084\tLoss_G: 2.0216\tD(x): 1.0\tD(G(z)): 0.22 \t 7.8 s\n",
            "[2730/5000][30/38]\tLoss_D: 0.2712\tLoss_G: 3.1444\tD(x): 0.84\tD(G(z)): 0.03 \t 8.74 s\n",
            "[2730/5000][35/38]\tLoss_D: 0.1218\tLoss_G: 1.8975\tD(x): 0.98\tD(G(z)): 0.09 \t 7.51 s\n",
            "[2731/5000][0/38]\tLoss_D: 0.2161\tLoss_G: 2.5186\tD(x): 0.99\tD(G(z)): 0.17 \t 5.0 s\n",
            "[2731/5000][5/38]\tLoss_D: 0.6788\tLoss_G: 2.5502\tD(x): 0.61\tD(G(z)): 0.06 \t 7.72 s\n",
            "[2731/5000][10/38]\tLoss_D: 0.083\tLoss_G: 3.2035\tD(x): 0.99\tD(G(z)): 0.06 \t 9.29 s\n",
            "[2731/5000][15/38]\tLoss_D: 0.208\tLoss_G: 3.0621\tD(x): 0.97\tD(G(z)): 0.14 \t 6.75 s\n",
            "[2731/5000][20/38]\tLoss_D: 0.1289\tLoss_G: 3.0072\tD(x): 0.95\tD(G(z)): 0.05 \t 10.16 s\n",
            "[2731/5000][25/38]\tLoss_D: 0.1363\tLoss_G: 2.8996\tD(x): 0.96\tD(G(z)): 0.06 \t 6.06 s\n",
            "[2731/5000][30/38]\tLoss_D: 0.0838\tLoss_G: 2.9562\tD(x): 1.0\tD(G(z)): 0.08 \t 9.75 s\n",
            "[2731/5000][35/38]\tLoss_D: 0.1058\tLoss_G: 2.5031\tD(x): 0.96\tD(G(z)): 0.04 \t 6.28 s\n",
            "[2732/5000][0/38]\tLoss_D: 0.0942\tLoss_G: 2.2229\tD(x): 0.99\tD(G(z)): 0.08 \t 6.47 s\n",
            "[2732/5000][5/38]\tLoss_D: 0.0477\tLoss_G: 3.0849\tD(x): 1.0\tD(G(z)): 0.05 \t 6.06 s\n",
            "[2732/5000][10/38]\tLoss_D: 0.1663\tLoss_G: 2.1507\tD(x): 1.0\tD(G(z)): 0.13 \t 9.96 s\n",
            "[2732/5000][15/38]\tLoss_D: 0.4423\tLoss_G: 2.1803\tD(x): 0.73\tD(G(z)): 0.03 \t 5.99 s\n",
            "[2732/5000][20/38]\tLoss_D: 0.2099\tLoss_G: 2.6203\tD(x): 0.99\tD(G(z)): 0.17 \t 10.04 s\n",
            "[2732/5000][25/38]\tLoss_D: 0.1041\tLoss_G: 2.3247\tD(x): 1.0\tD(G(z)): 0.1 \t 6.57 s\n",
            "[2732/5000][30/38]\tLoss_D: 0.0706\tLoss_G: 2.7959\tD(x): 0.99\tD(G(z)): 0.05 \t 9.35 s\n",
            "[2732/5000][35/38]\tLoss_D: 0.1432\tLoss_G: 2.767\tD(x): 0.94\tD(G(z)): 0.06 \t 7.84 s\n",
            "[2733/5000][0/38]\tLoss_D: 0.0494\tLoss_G: 3.2164\tD(x): 0.99\tD(G(z)): 0.04 \t 5.01 s\n",
            "[2733/5000][5/38]\tLoss_D: 0.1214\tLoss_G: 2.763\tD(x): 0.96\tD(G(z)): 0.06 \t 7.08 s\n",
            "[2733/5000][10/38]\tLoss_D: 0.076\tLoss_G: 3.0932\tD(x): 0.99\tD(G(z)): 0.06 \t 8.96 s\n",
            "[2733/5000][15/38]\tLoss_D: 0.189\tLoss_G: 3.1354\tD(x): 0.97\tD(G(z)): 0.13 \t 7.74 s\n",
            "[2733/5000][20/38]\tLoss_D: 0.0709\tLoss_G: 2.4649\tD(x): 1.0\tD(G(z)): 0.07 \t 8.3 s\n",
            "[2733/5000][25/38]\tLoss_D: 0.4015\tLoss_G: 3.0451\tD(x): 0.79\tD(G(z)): 0.07 \t 7.79 s\n",
            "[2733/5000][30/38]\tLoss_D: 0.0811\tLoss_G: 2.427\tD(x): 1.0\tD(G(z)): 0.08 \t 9.28 s\n",
            "[2733/5000][35/38]\tLoss_D: 0.1461\tLoss_G: 1.6185\tD(x): 0.99\tD(G(z)): 0.11 \t 7.03 s\n",
            "[2734/5000][0/38]\tLoss_D: 0.1109\tLoss_G: 2.5465\tD(x): 1.0\tD(G(z)): 0.1 \t 5.25 s\n",
            "[2734/5000][5/38]\tLoss_D: 0.0392\tLoss_G: 3.1171\tD(x): 1.0\tD(G(z)): 0.04 \t 7.49 s\n",
            "[2734/5000][10/38]\tLoss_D: 0.2026\tLoss_G: 2.7988\tD(x): 0.94\tD(G(z)): 0.1 \t 9.72 s\n",
            "[2734/5000][15/38]\tLoss_D: 0.0664\tLoss_G: 2.7863\tD(x): 1.0\tD(G(z)): 0.06 \t 6.26 s\n",
            "[2734/5000][20/38]\tLoss_D: 0.1074\tLoss_G: 2.1508\tD(x): 0.95\tD(G(z)): 0.04 \t 9.99 s\n",
            "[2734/5000][25/38]\tLoss_D: 0.2302\tLoss_G: 3.1183\tD(x): 0.89\tD(G(z)): 0.07 \t 6.01 s\n",
            "[2734/5000][30/38]\tLoss_D: 0.1514\tLoss_G: 2.5081\tD(x): 0.94\tD(G(z)): 0.04 \t 10.01 s\n",
            "[2734/5000][35/38]\tLoss_D: 0.0442\tLoss_G: 3.3009\tD(x): 1.0\tD(G(z)): 0.04 \t 6.08 s\n",
            "[2735/5000][0/38]\tLoss_D: 0.5138\tLoss_G: 3.0282\tD(x): 0.69\tD(G(z)): 0.04 \t 6.49 s\n",
            "[2735/5000][5/38]\tLoss_D: 0.1846\tLoss_G: 2.5826\tD(x): 0.92\tD(G(z)): 0.07 \t 6.09 s\n",
            "[2735/5000][10/38]\tLoss_D: 0.0871\tLoss_G: 3.1462\tD(x): 1.0\tD(G(z)): 0.08 \t 10.0 s\n",
            "[2735/5000][15/38]\tLoss_D: 0.1974\tLoss_G: 3.183\tD(x): 0.94\tD(G(z)): 0.08 \t 5.98 s\n",
            "[2735/5000][20/38]\tLoss_D: 0.2787\tLoss_G: 3.2013\tD(x): 0.86\tD(G(z)): 0.07 \t 10.02 s\n",
            "[2735/5000][25/38]\tLoss_D: 0.1522\tLoss_G: 2.249\tD(x): 1.0\tD(G(z)): 0.14 \t 7.59 s\n",
            "[2735/5000][30/38]\tLoss_D: 0.457\tLoss_G: 2.4606\tD(x): 0.74\tD(G(z)): 0.06 \t 8.69 s\n",
            "[2735/5000][35/38]\tLoss_D: 0.2212\tLoss_G: 2.246\tD(x): 1.0\tD(G(z)): 0.16 \t 7.87 s\n",
            "[2736/5000][0/38]\tLoss_D: 0.1176\tLoss_G: 2.7286\tD(x): 0.99\tD(G(z)): 0.09 \t 5.24 s\n",
            "[2736/5000][5/38]\tLoss_D: 0.3375\tLoss_G: 2.2544\tD(x): 0.96\tD(G(z)): 0.22 \t 7.79 s\n",
            "[2736/5000][10/38]\tLoss_D: 0.1085\tLoss_G: 3.6079\tD(x): 0.99\tD(G(z)): 0.09 \t 8.49 s\n",
            "[2736/5000][15/38]\tLoss_D: 0.1801\tLoss_G: 2.5843\tD(x): 1.0\tD(G(z)): 0.16 \t 7.86 s\n",
            "[2736/5000][20/38]\tLoss_D: 0.1087\tLoss_G: 2.3406\tD(x): 1.0\tD(G(z)): 0.09 \t 9.43 s\n",
            "[2736/5000][25/38]\tLoss_D: 0.0935\tLoss_G: 2.6592\tD(x): 0.97\tD(G(z)): 0.05 \t 6.78 s\n",
            "[2736/5000][30/38]\tLoss_D: 0.1457\tLoss_G: 2.9621\tD(x): 0.98\tD(G(z)): 0.11 \t 9.93 s\n",
            "[2736/5000][35/38]\tLoss_D: 0.06\tLoss_G: 2.9726\tD(x): 1.0\tD(G(z)): 0.05 \t 6.1 s\n",
            "[2737/5000][0/38]\tLoss_D: 0.0853\tLoss_G: 2.5554\tD(x): 1.0\tD(G(z)): 0.08 \t 6.86 s\n",
            "[2737/5000][5/38]\tLoss_D: 0.1396\tLoss_G: 3.1745\tD(x): 0.92\tD(G(z)): 0.03 \t 6.15 s\n",
            "[2737/5000][10/38]\tLoss_D: 0.1173\tLoss_G: 2.9643\tD(x): 0.96\tD(G(z)): 0.05 \t 10.21 s\n",
            "[2737/5000][15/38]\tLoss_D: 0.1854\tLoss_G: 2.9527\tD(x): 0.97\tD(G(z)): 0.13 \t 6.25 s\n",
            "[2737/5000][20/38]\tLoss_D: 0.1636\tLoss_G: 2.2677\tD(x): 0.98\tD(G(z)): 0.12 \t 9.66 s\n",
            "[2737/5000][25/38]\tLoss_D: 0.3195\tLoss_G: 2.4952\tD(x): 0.82\tD(G(z)): 0.05 \t 6.52 s\n",
            "[2737/5000][30/38]\tLoss_D: 0.4874\tLoss_G: 2.6215\tD(x): 0.71\tD(G(z)): 0.03 \t 9.42 s\n",
            "[2737/5000][35/38]\tLoss_D: 0.1139\tLoss_G: 3.4513\tD(x): 0.94\tD(G(z)): 0.02 \t 8.05 s\n",
            "[2738/5000][0/38]\tLoss_D: 0.0961\tLoss_G: 2.339\tD(x): 1.0\tD(G(z)): 0.09 \t 5.17 s\n",
            "[2738/5000][5/38]\tLoss_D: 0.4341\tLoss_G: 2.1523\tD(x): 0.94\tD(G(z)): 0.23 \t 6.07 s\n",
            "[2738/5000][10/38]\tLoss_D: 0.035\tLoss_G: 3.7212\tD(x): 1.0\tD(G(z)): 0.03 \t 10.28 s\n",
            "[2738/5000][15/38]\tLoss_D: 0.1714\tLoss_G: 2.9666\tD(x): 1.0\tD(G(z)): 0.13 \t 7.79 s\n",
            "[2738/5000][20/38]\tLoss_D: 0.1413\tLoss_G: 2.6125\tD(x): 0.98\tD(G(z)): 0.09 \t 8.49 s\n",
            "[2738/5000][25/38]\tLoss_D: 0.217\tLoss_G: 2.5148\tD(x): 0.98\tD(G(z)): 0.13 \t 7.82 s\n",
            "[2738/5000][30/38]\tLoss_D: 0.0957\tLoss_G: 3.3661\tD(x): 0.98\tD(G(z)): 0.06 \t 9.11 s\n",
            "[2738/5000][35/38]\tLoss_D: 0.4847\tLoss_G: 2.4447\tD(x): 0.8\tD(G(z)): 0.15 \t 7.28 s\n",
            "[2739/5000][0/38]\tLoss_D: 0.0653\tLoss_G: 2.815\tD(x): 0.98\tD(G(z)): 0.04 \t 5.05 s\n",
            "[2739/5000][5/38]\tLoss_D: 0.06\tLoss_G: 3.1561\tD(x): 0.99\tD(G(z)): 0.04 \t 7.8 s\n",
            "[2739/5000][10/38]\tLoss_D: 0.1127\tLoss_G: 2.6082\tD(x): 0.99\tD(G(z)): 0.09 \t 9.88 s\n",
            "[2739/5000][15/38]\tLoss_D: 0.0907\tLoss_G: 2.5398\tD(x): 0.97\tD(G(z)): 0.05 \t 6.35 s\n",
            "[2739/5000][20/38]\tLoss_D: 1.5714\tLoss_G: 1.8545\tD(x): 0.28\tD(G(z)): 0.04 \t 10.18 s\n",
            "[2739/5000][25/38]\tLoss_D: 1.0453\tLoss_G: 3.5283\tD(x): 0.82\tD(G(z)): 0.34 \t 6.13 s\n",
            "[2739/5000][30/38]\tLoss_D: 1.6403\tLoss_G: 6.5449\tD(x): 0.92\tD(G(z)): 0.47 \t 10.25 s\n",
            "[2739/5000][35/38]\tLoss_D: 4.6552\tLoss_G: 3.2853\tD(x): 0.01\tD(G(z)): 0.0 \t 6.16 s\n",
            "[2740/5000][0/38]\tLoss_D: 8.3607\tLoss_G: 8.898\tD(x): 0.01\tD(G(z)): 0.0 \t 6.35 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2740 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2740/5000][5/38]\tLoss_D: 4.6032\tLoss_G: 5.7536\tD(x): 0.44\tD(G(z)): 0.41 \t 6.17 s\n",
            "[2740/5000][10/38]\tLoss_D: 1.8991\tLoss_G: 1.8906\tD(x): 0.51\tD(G(z)): 0.3 \t 10.33 s\n",
            "[2740/5000][15/38]\tLoss_D: 1.1243\tLoss_G: 1.1265\tD(x): 0.56\tD(G(z)): 0.24 \t 6.16 s\n",
            "[2740/5000][20/38]\tLoss_D: 3.5823\tLoss_G: 5.8192\tD(x): 0.04\tD(G(z)): 0.0 \t 10.05 s\n",
            "[2740/5000][25/38]\tLoss_D: 0.902\tLoss_G: 2.9005\tD(x): 0.58\tD(G(z)): 0.13 \t 7.82 s\n",
            "[2740/5000][30/38]\tLoss_D: 1.3651\tLoss_G: 1.8672\tD(x): 0.89\tD(G(z)): 0.24 \t 8.43 s\n",
            "[2740/5000][35/38]\tLoss_D: 0.3155\tLoss_G: 2.4652\tD(x): 0.98\tD(G(z)): 0.2 \t 7.8 s\n",
            "[2741/5000][0/38]\tLoss_D: 4.525\tLoss_G: 5.5895\tD(x): 0.94\tD(G(z)): 0.59 \t 5.05 s\n",
            "[2741/5000][5/38]\tLoss_D: 1.5686\tLoss_G: 1.0845\tD(x): 0.53\tD(G(z)): 0.25 \t 7.84 s\n",
            "[2741/5000][10/38]\tLoss_D: 0.4859\tLoss_G: 1.6319\tD(x): 0.85\tD(G(z)): 0.18 \t 8.44 s\n",
            "[2741/5000][15/38]\tLoss_D: 0.2863\tLoss_G: 2.3727\tD(x): 0.97\tD(G(z)): 0.2 \t 7.95 s\n",
            "[2741/5000][20/38]\tLoss_D: 0.5745\tLoss_G: 2.1742\tD(x): 0.99\tD(G(z)): 0.31 \t 9.77 s\n",
            "[2741/5000][25/38]\tLoss_D: 1.1515\tLoss_G: 1.5023\tD(x): 0.53\tD(G(z)): 0.25 \t 6.23 s\n",
            "[2741/5000][30/38]\tLoss_D: 0.1362\tLoss_G: 2.679\tD(x): 1.0\tD(G(z)): 0.12 \t 10.17 s\n",
            "[2741/5000][35/38]\tLoss_D: 0.8421\tLoss_G: 1.816\tD(x): 0.55\tD(G(z)): 0.1 \t 6.02 s\n",
            "[2742/5000][0/38]\tLoss_D: 0.3027\tLoss_G: 2.2246\tD(x): 0.96\tD(G(z)): 0.16 \t 6.97 s\n",
            "[2742/5000][5/38]\tLoss_D: 0.3141\tLoss_G: 1.6728\tD(x): 0.97\tD(G(z)): 0.22 \t 6.11 s\n",
            "[2742/5000][10/38]\tLoss_D: 0.2113\tLoss_G: 2.8317\tD(x): 0.88\tD(G(z)): 0.03 \t 10.22 s\n",
            "[2742/5000][15/38]\tLoss_D: 0.1645\tLoss_G: 2.4239\tD(x): 0.93\tD(G(z)): 0.06 \t 5.96 s\n",
            "[2742/5000][20/38]\tLoss_D: 2.1264\tLoss_G: 2.4476\tD(x): 0.18\tD(G(z)): 0.02 \t 10.23 s\n",
            "[2742/5000][25/38]\tLoss_D: 1.2831\tLoss_G: 2.2358\tD(x): 0.35\tD(G(z)): 0.05 \t 6.32 s\n",
            "[2742/5000][30/38]\tLoss_D: 1.8996\tLoss_G: 4.4437\tD(x): 0.21\tD(G(z)): 0.01 \t 9.82 s\n",
            "[2742/5000][35/38]\tLoss_D: 0.998\tLoss_G: 2.3462\tD(x): 0.57\tD(G(z)): 0.09 \t 7.84 s\n",
            "[2743/5000][0/38]\tLoss_D: 1.0761\tLoss_G: 2.7037\tD(x): 0.9\tD(G(z)): 0.38 \t 5.16 s\n",
            "[2743/5000][5/38]\tLoss_D: 0.4892\tLoss_G: 2.5445\tD(x): 0.96\tD(G(z)): 0.24 \t 7.15 s\n",
            "[2743/5000][10/38]\tLoss_D: 0.2641\tLoss_G: 2.6238\tD(x): 0.95\tD(G(z)): 0.15 \t 9.06 s\n",
            "[2743/5000][15/38]\tLoss_D: 0.3625\tLoss_G: 3.0675\tD(x): 0.84\tD(G(z)): 0.11 \t 7.81 s\n",
            "[2743/5000][20/38]\tLoss_D: 0.0903\tLoss_G: 2.9118\tD(x): 0.98\tD(G(z)): 0.05 \t 8.44 s\n",
            "[2743/5000][25/38]\tLoss_D: 0.2982\tLoss_G: 2.9153\tD(x): 0.99\tD(G(z)): 0.19 \t 7.86 s\n",
            "[2743/5000][30/38]\tLoss_D: 0.6564\tLoss_G: 1.6219\tD(x): 0.66\tD(G(z)): 0.1 \t 9.82 s\n",
            "[2743/5000][35/38]\tLoss_D: 0.4523\tLoss_G: 2.1726\tD(x): 0.8\tD(G(z)): 0.12 \t 6.55 s\n",
            "[2744/5000][0/38]\tLoss_D: 0.1501\tLoss_G: 1.8543\tD(x): 0.99\tD(G(z)): 0.12 \t 5.42 s\n",
            "[2744/5000][5/38]\tLoss_D: 0.2117\tLoss_G: 1.8715\tD(x): 1.0\tD(G(z)): 0.18 \t 7.48 s\n",
            "[2744/5000][10/38]\tLoss_D: 0.2182\tLoss_G: 2.0498\tD(x): 0.96\tD(G(z)): 0.11 \t 10.36 s\n",
            "[2744/5000][15/38]\tLoss_D: 0.2113\tLoss_G: 3.4299\tD(x): 0.94\tD(G(z)): 0.09 \t 6.03 s\n",
            "[2744/5000][20/38]\tLoss_D: 0.1876\tLoss_G: 3.0422\tD(x): 1.0\tD(G(z)): 0.16 \t 10.25 s\n",
            "[2744/5000][25/38]\tLoss_D: 0.1962\tLoss_G: 2.3104\tD(x): 1.0\tD(G(z)): 0.17 \t 6.06 s\n",
            "[2744/5000][30/38]\tLoss_D: 0.2408\tLoss_G: 2.1744\tD(x): 0.9\tD(G(z)): 0.09 \t 10.16 s\n",
            "[2744/5000][35/38]\tLoss_D: 0.2422\tLoss_G: 2.4022\tD(x): 0.95\tD(G(z)): 0.13 \t 6.52 s\n",
            "[2745/5000][0/38]\tLoss_D: 0.2417\tLoss_G: 3.5258\tD(x): 0.86\tD(G(z)): 0.04 \t 6.08 s\n",
            "[2745/5000][5/38]\tLoss_D: 0.2061\tLoss_G: 2.2349\tD(x): 1.0\tD(G(z)): 0.15 \t 6.19 s\n",
            "[2745/5000][10/38]\tLoss_D: 0.1222\tLoss_G: 2.4082\tD(x): 0.97\tD(G(z)): 0.08 \t 10.38 s\n",
            "[2745/5000][15/38]\tLoss_D: 0.1608\tLoss_G: 2.9429\tD(x): 0.97\tD(G(z)): 0.11 \t 6.92 s\n",
            "[2745/5000][20/38]\tLoss_D: 0.0536\tLoss_G: 2.6211\tD(x): 1.0\tD(G(z)): 0.04 \t 9.13 s\n",
            "[2745/5000][25/38]\tLoss_D: 0.131\tLoss_G: 2.6767\tD(x): 0.99\tD(G(z)): 0.11 \t 7.71 s\n",
            "[2745/5000][30/38]\tLoss_D: 0.1509\tLoss_G: 2.7339\tD(x): 1.0\tD(G(z)): 0.14 \t 8.44 s\n",
            "[2745/5000][35/38]\tLoss_D: 0.1887\tLoss_G: 2.4408\tD(x): 0.92\tD(G(z)): 0.07 \t 7.75 s\n",
            "[2746/5000][0/38]\tLoss_D: 0.4435\tLoss_G: 2.7979\tD(x): 0.95\tD(G(z)): 0.23 \t 5.33 s\n",
            "[2746/5000][5/38]\tLoss_D: 0.1452\tLoss_G: 2.5668\tD(x): 0.99\tD(G(z)): 0.12 \t 7.86 s\n",
            "[2746/5000][10/38]\tLoss_D: 0.1832\tLoss_G: 1.8344\tD(x): 0.99\tD(G(z)): 0.15 \t 8.86 s\n",
            "[2746/5000][15/38]\tLoss_D: 0.1636\tLoss_G: 2.3559\tD(x): 0.94\tD(G(z)): 0.06 \t 7.56 s\n",
            "[2746/5000][20/38]\tLoss_D: 0.3052\tLoss_G: 1.927\tD(x): 0.88\tD(G(z)): 0.12 \t 10.26 s\n",
            "[2746/5000][25/38]\tLoss_D: 0.3599\tLoss_G: 2.5739\tD(x): 0.96\tD(G(z)): 0.18 \t 6.06 s\n",
            "[2746/5000][30/38]\tLoss_D: 0.1604\tLoss_G: 2.988\tD(x): 0.97\tD(G(z)): 0.11 \t 9.89 s\n",
            "[2746/5000][35/38]\tLoss_D: 0.1713\tLoss_G: 2.4447\tD(x): 0.95\tD(G(z)): 0.1 \t 6.02 s\n",
            "[2747/5000][0/38]\tLoss_D: 0.3148\tLoss_G: 2.0831\tD(x): 0.84\tD(G(z)): 0.07 \t 6.66 s\n",
            "[2747/5000][5/38]\tLoss_D: 0.2172\tLoss_G: 2.1339\tD(x): 1.0\tD(G(z)): 0.17 \t 5.77 s\n",
            "[2747/5000][10/38]\tLoss_D: 0.3312\tLoss_G: 2.5786\tD(x): 0.99\tD(G(z)): 0.22 \t 10.33 s\n",
            "[2747/5000][15/38]\tLoss_D: 0.2338\tLoss_G: 3.1553\tD(x): 0.96\tD(G(z)): 0.11 \t 5.98 s\n",
            "[2747/5000][20/38]\tLoss_D: 0.1985\tLoss_G: 1.4808\tD(x): 0.96\tD(G(z)): 0.12 \t 10.1 s\n",
            "[2747/5000][25/38]\tLoss_D: 0.179\tLoss_G: 2.1741\tD(x): 1.0\tD(G(z)): 0.15 \t 6.69 s\n",
            "[2747/5000][30/38]\tLoss_D: 1.0956\tLoss_G: 2.5213\tD(x): 0.62\tD(G(z)): 0.25 \t 9.57 s\n",
            "[2747/5000][35/38]\tLoss_D: 0.1678\tLoss_G: 1.5956\tD(x): 1.0\tD(G(z)): 0.15 \t 7.89 s\n",
            "[2748/5000][0/38]\tLoss_D: 0.1991\tLoss_G: 2.7252\tD(x): 0.97\tD(G(z)): 0.14 \t 5.14 s\n",
            "[2748/5000][5/38]\tLoss_D: 0.3403\tLoss_G: 2.4043\tD(x): 0.83\tD(G(z)): 0.08 \t 7.18 s\n",
            "[2748/5000][10/38]\tLoss_D: 0.2125\tLoss_G: 2.5183\tD(x): 0.93\tD(G(z)): 0.1 \t 8.93 s\n",
            "[2748/5000][15/38]\tLoss_D: 0.7058\tLoss_G: 2.0664\tD(x): 0.61\tD(G(z)): 0.08 \t 7.92 s\n",
            "[2748/5000][20/38]\tLoss_D: 0.1318\tLoss_G: 2.8196\tD(x): 0.99\tD(G(z)): 0.09 \t 8.2 s\n",
            "[2748/5000][25/38]\tLoss_D: 0.0668\tLoss_G: 3.1492\tD(x): 1.0\tD(G(z)): 0.06 \t 8.13 s\n",
            "[2748/5000][30/38]\tLoss_D: 0.1127\tLoss_G: 2.8821\tD(x): 0.97\tD(G(z)): 0.05 \t 9.7 s\n",
            "[2748/5000][35/38]\tLoss_D: 0.1087\tLoss_G: 2.4784\tD(x): 0.98\tD(G(z)): 0.08 \t 6.76 s\n",
            "[2749/5000][0/38]\tLoss_D: 0.1993\tLoss_G: 1.9901\tD(x): 1.0\tD(G(z)): 0.13 \t 5.98 s\n",
            "[2749/5000][5/38]\tLoss_D: 0.0786\tLoss_G: 2.5717\tD(x): 0.99\tD(G(z)): 0.07 \t 7.07 s\n",
            "[2749/5000][10/38]\tLoss_D: 0.1802\tLoss_G: 1.9436\tD(x): 0.99\tD(G(z)): 0.15 \t 10.17 s\n",
            "[2749/5000][15/38]\tLoss_D: 0.1419\tLoss_G: 2.6382\tD(x): 0.97\tD(G(z)): 0.09 \t 5.99 s\n",
            "[2749/5000][20/38]\tLoss_D: 0.3441\tLoss_G: 2.9206\tD(x): 0.87\tD(G(z)): 0.14 \t 10.12 s\n",
            "[2749/5000][25/38]\tLoss_D: 0.1138\tLoss_G: 3.7271\tD(x): 0.99\tD(G(z)): 0.09 \t 6.19 s\n",
            "[2749/5000][30/38]\tLoss_D: 0.1263\tLoss_G: 2.5817\tD(x): 1.0\tD(G(z)): 0.1 \t 9.82 s\n",
            "[2749/5000][35/38]\tLoss_D: 0.6786\tLoss_G: 2.2911\tD(x): 0.66\tD(G(z)): 0.11 \t 7.3 s\n",
            "[2750/5000][0/38]\tLoss_D: 0.3656\tLoss_G: 2.23\tD(x): 0.96\tD(G(z)): 0.22 \t 5.88 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2750 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2750/5000][5/38]\tLoss_D: 0.1631\tLoss_G: 2.4597\tD(x): 0.96\tD(G(z)): 0.1 \t 6.3 s\n",
            "[2750/5000][10/38]\tLoss_D: 0.138\tLoss_G: 3.2582\tD(x): 1.0\tD(G(z)): 0.12 \t 10.21 s\n",
            "[2750/5000][15/38]\tLoss_D: 0.1474\tLoss_G: 2.9944\tD(x): 0.99\tD(G(z)): 0.12 \t 7.63 s\n",
            "[2750/5000][20/38]\tLoss_D: 0.1631\tLoss_G: 1.6384\tD(x): 1.0\tD(G(z)): 0.14 \t 8.54 s\n",
            "[2750/5000][25/38]\tLoss_D: 0.8578\tLoss_G: 2.5126\tD(x): 0.52\tD(G(z)): 0.04 \t 7.77 s\n",
            "[2750/5000][30/38]\tLoss_D: 0.1079\tLoss_G: 2.957\tD(x): 1.0\tD(G(z)): 0.1 \t 8.4 s\n",
            "[2750/5000][35/38]\tLoss_D: 0.331\tLoss_G: 1.9883\tD(x): 0.84\tD(G(z)): 0.09 \t 7.88 s\n",
            "[2751/5000][0/38]\tLoss_D: 0.2342\tLoss_G: 2.5097\tD(x): 0.99\tD(G(z)): 0.16 \t 5.37 s\n",
            "[2751/5000][5/38]\tLoss_D: 0.2353\tLoss_G: 1.6292\tD(x): 1.0\tD(G(z)): 0.2 \t 7.87 s\n",
            "[2751/5000][10/38]\tLoss_D: 0.1281\tLoss_G: 2.6894\tD(x): 0.98\tD(G(z)): 0.09 \t 9.77 s\n",
            "[2751/5000][15/38]\tLoss_D: 0.1551\tLoss_G: 2.3607\tD(x): 0.95\tD(G(z)): 0.08 \t 6.56 s\n",
            "[2751/5000][20/38]\tLoss_D: 0.1837\tLoss_G: 2.8205\tD(x): 0.94\tD(G(z)): 0.08 \t 10.32 s\n",
            "[2751/5000][25/38]\tLoss_D: 0.2488\tLoss_G: 3.3333\tD(x): 1.0\tD(G(z)): 0.19 \t 6.02 s\n",
            "[2751/5000][30/38]\tLoss_D: 0.1672\tLoss_G: 2.676\tD(x): 1.0\tD(G(z)): 0.15 \t 10.36 s\n",
            "[2751/5000][35/38]\tLoss_D: 0.1032\tLoss_G: 3.3469\tD(x): 0.96\tD(G(z)): 0.04 \t 6.03 s\n",
            "[2752/5000][0/38]\tLoss_D: 0.0888\tLoss_G: 2.199\tD(x): 1.0\tD(G(z)): 0.08 \t 6.57 s\n",
            "[2752/5000][5/38]\tLoss_D: 0.2991\tLoss_G: 2.862\tD(x): 0.93\tD(G(z)): 0.14 \t 6.01 s\n",
            "[2752/5000][10/38]\tLoss_D: 0.0964\tLoss_G: 2.6864\tD(x): 1.0\tD(G(z)): 0.09 \t 10.32 s\n",
            "[2752/5000][15/38]\tLoss_D: 0.1407\tLoss_G: 2.8054\tD(x): 0.96\tD(G(z)): 0.07 \t 6.09 s\n",
            "[2752/5000][20/38]\tLoss_D: 0.135\tLoss_G: 2.5857\tD(x): 1.0\tD(G(z)): 0.12 \t 10.23 s\n",
            "[2752/5000][25/38]\tLoss_D: 0.1467\tLoss_G: 3.2796\tD(x): 0.98\tD(G(z)): 0.11 \t 7.94 s\n",
            "[2752/5000][30/38]\tLoss_D: 0.2548\tLoss_G: 2.3372\tD(x): 0.92\tD(G(z)): 0.13 \t 8.26 s\n",
            "[2752/5000][35/38]\tLoss_D: 0.1242\tLoss_G: 2.0871\tD(x): 0.98\tD(G(z)): 0.09 \t 7.88 s\n",
            "[2753/5000][0/38]\tLoss_D: 0.1999\tLoss_G: 2.2957\tD(x): 0.99\tD(G(z)): 0.12 \t 5.36 s\n",
            "[2753/5000][5/38]\tLoss_D: 0.1606\tLoss_G: 2.0974\tD(x): 1.0\tD(G(z)): 0.14 \t 7.83 s\n",
            "[2753/5000][10/38]\tLoss_D: 0.0541\tLoss_G: 3.5045\tD(x): 1.0\tD(G(z)): 0.05 \t 8.65 s\n",
            "[2753/5000][15/38]\tLoss_D: 0.0856\tLoss_G: 2.6384\tD(x): 1.0\tD(G(z)): 0.08 \t 7.62 s\n",
            "[2753/5000][20/38]\tLoss_D: 0.0692\tLoss_G: 2.6197\tD(x): 1.0\tD(G(z)): 0.07 \t 10.25 s\n",
            "[2753/5000][25/38]\tLoss_D: 0.2824\tLoss_G: 2.6618\tD(x): 0.88\tD(G(z)): 0.1 \t 6.17 s\n",
            "[2753/5000][30/38]\tLoss_D: 0.2596\tLoss_G: 1.1908\tD(x): 1.0\tD(G(z)): 0.21 \t 10.3 s\n",
            "[2753/5000][35/38]\tLoss_D: 0.0621\tLoss_G: 3.3786\tD(x): 1.0\tD(G(z)): 0.06 \t 6.05 s\n",
            "[2754/5000][0/38]\tLoss_D: 0.1641\tLoss_G: 2.7901\tD(x): 0.99\tD(G(z)): 0.12 \t 6.51 s\n",
            "[2754/5000][5/38]\tLoss_D: 0.1574\tLoss_G: 2.6612\tD(x): 0.99\tD(G(z)): 0.12 \t 6.13 s\n",
            "[2754/5000][10/38]\tLoss_D: 0.3225\tLoss_G: 2.6606\tD(x): 0.83\tD(G(z)): 0.06 \t 10.09 s\n",
            "[2754/5000][15/38]\tLoss_D: 0.4052\tLoss_G: 1.8598\tD(x): 0.81\tD(G(z)): 0.1 \t 6.03 s\n",
            "[2754/5000][20/38]\tLoss_D: 0.0944\tLoss_G: 2.8859\tD(x): 0.99\tD(G(z)): 0.08 \t 10.16 s\n",
            "[2754/5000][25/38]\tLoss_D: 0.3694\tLoss_G: 1.9076\tD(x): 0.81\tD(G(z)): 0.07 \t 6.81 s\n",
            "[2754/5000][30/38]\tLoss_D: 0.2818\tLoss_G: 2.741\tD(x): 0.89\tD(G(z)): 0.11 \t 9.44 s\n",
            "[2754/5000][35/38]\tLoss_D: 0.1292\tLoss_G: 2.7242\tD(x): 0.97\tD(G(z)): 0.08 \t 7.83 s\n",
            "[2755/5000][0/38]\tLoss_D: 0.1572\tLoss_G: 1.8007\tD(x): 1.0\tD(G(z)): 0.14 \t 5.18 s\n",
            "[2755/5000][5/38]\tLoss_D: 0.6166\tLoss_G: 1.766\tD(x): 0.7\tD(G(z)): 0.1 \t 7.67 s\n",
            "[2755/5000][10/38]\tLoss_D: 0.1434\tLoss_G: 2.0791\tD(x): 0.97\tD(G(z)): 0.09 \t 8.44 s\n",
            "[2755/5000][15/38]\tLoss_D: 0.1592\tLoss_G: 2.8768\tD(x): 0.98\tD(G(z)): 0.07 \t 7.57 s\n",
            "[2755/5000][20/38]\tLoss_D: 0.1364\tLoss_G: 2.7667\tD(x): 0.99\tD(G(z)): 0.1 \t 8.37 s\n",
            "[2755/5000][25/38]\tLoss_D: 0.2307\tLoss_G: 1.9056\tD(x): 1.0\tD(G(z)): 0.18 \t 7.85 s\n",
            "[2755/5000][30/38]\tLoss_D: 0.0539\tLoss_G: 3.0197\tD(x): 0.99\tD(G(z)): 0.04 \t 9.77 s\n",
            "[2755/5000][35/38]\tLoss_D: 0.1477\tLoss_G: 2.643\tD(x): 0.98\tD(G(z)): 0.11 \t 6.38 s\n",
            "[2756/5000][0/38]\tLoss_D: 0.0723\tLoss_G: 3.2559\tD(x): 0.99\tD(G(z)): 0.06 \t 5.85 s\n",
            "[2756/5000][5/38]\tLoss_D: 0.1191\tLoss_G: 3.0616\tD(x): 0.99\tD(G(z)): 0.1 \t 6.99 s\n",
            "[2756/5000][10/38]\tLoss_D: 0.1045\tLoss_G: 2.9197\tD(x): 0.98\tD(G(z)): 0.07 \t 9.93 s\n",
            "[2756/5000][15/38]\tLoss_D: 0.1097\tLoss_G: 3.2137\tD(x): 0.95\tD(G(z)): 0.05 \t 6.07 s\n",
            "[2756/5000][20/38]\tLoss_D: 0.2391\tLoss_G: 2.0469\tD(x): 0.94\tD(G(z)): 0.14 \t 10.14 s\n",
            "[2756/5000][25/38]\tLoss_D: 0.124\tLoss_G: 2.053\tD(x): 0.99\tD(G(z)): 0.1 \t 6.05 s\n",
            "[2756/5000][30/38]\tLoss_D: 0.0528\tLoss_G: 2.8584\tD(x): 1.0\tD(G(z)): 0.05 \t 10.08 s\n",
            "[2756/5000][35/38]\tLoss_D: 0.1331\tLoss_G: 3.2516\tD(x): 0.98\tD(G(z)): 0.09 \t 6.09 s\n",
            "[2757/5000][0/38]\tLoss_D: 0.1295\tLoss_G: 2.9686\tD(x): 0.99\tD(G(z)): 0.11 \t 6.35 s\n",
            "[2757/5000][5/38]\tLoss_D: 0.0977\tLoss_G: 2.9677\tD(x): 1.0\tD(G(z)): 0.08 \t 5.96 s\n",
            "[2757/5000][10/38]\tLoss_D: 0.1602\tLoss_G: 2.7283\tD(x): 0.99\tD(G(z)): 0.12 \t 9.92 s\n",
            "[2757/5000][15/38]\tLoss_D: 0.1815\tLoss_G: 2.7006\tD(x): 0.91\tD(G(z)): 0.06 \t 6.76 s\n",
            "[2757/5000][20/38]\tLoss_D: 0.0937\tLoss_G: 2.8055\tD(x): 0.99\tD(G(z)): 0.07 \t 9.35 s\n",
            "[2757/5000][25/38]\tLoss_D: 0.1791\tLoss_G: 2.8974\tD(x): 0.97\tD(G(z)): 0.12 \t 7.82 s\n",
            "[2757/5000][30/38]\tLoss_D: 0.0685\tLoss_G: 3.0174\tD(x): 0.99\tD(G(z)): 0.06 \t 8.38 s\n",
            "[2757/5000][35/38]\tLoss_D: 0.1265\tLoss_G: 2.5316\tD(x): 1.0\tD(G(z)): 0.12 \t 7.82 s\n",
            "[2758/5000][0/38]\tLoss_D: 0.2545\tLoss_G: 2.2231\tD(x): 0.9\tD(G(z)): 0.11 \t 5.3 s\n",
            "[2758/5000][5/38]\tLoss_D: 0.0853\tLoss_G: 3.9458\tD(x): 1.0\tD(G(z)): 0.06 \t 7.71 s\n",
            "[2758/5000][10/38]\tLoss_D: 0.205\tLoss_G: 2.2472\tD(x): 0.96\tD(G(z)): 0.13 \t 8.16 s\n",
            "[2758/5000][15/38]\tLoss_D: 0.3712\tLoss_G: 1.9163\tD(x): 0.99\tD(G(z)): 0.24 \t 7.84 s\n",
            "[2758/5000][20/38]\tLoss_D: 0.1856\tLoss_G: 1.6388\tD(x): 1.0\tD(G(z)): 0.15 \t 9.64 s\n",
            "[2758/5000][25/38]\tLoss_D: 0.145\tLoss_G: 2.4979\tD(x): 0.99\tD(G(z)): 0.12 \t 6.29 s\n",
            "[2758/5000][30/38]\tLoss_D: 0.2548\tLoss_G: 2.4745\tD(x): 1.0\tD(G(z)): 0.19 \t 10.14 s\n",
            "[2758/5000][35/38]\tLoss_D: 0.1651\tLoss_G: 2.9924\tD(x): 1.0\tD(G(z)): 0.14 \t 6.07 s\n",
            "[2759/5000][0/38]\tLoss_D: 0.1286\tLoss_G: 2.8615\tD(x): 1.0\tD(G(z)): 0.09 \t 7.02 s\n",
            "[2759/5000][5/38]\tLoss_D: 0.0549\tLoss_G: 3.1806\tD(x): 0.99\tD(G(z)): 0.03 \t 5.97 s\n",
            "[2759/5000][10/38]\tLoss_D: 0.1789\tLoss_G: 2.771\tD(x): 0.95\tD(G(z)): 0.09 \t 10.11 s\n",
            "[2759/5000][15/38]\tLoss_D: 0.1328\tLoss_G: 2.9744\tD(x): 0.99\tD(G(z)): 0.11 \t 5.84 s\n",
            "[2759/5000][20/38]\tLoss_D: 0.0918\tLoss_G: 2.2674\tD(x): 1.0\tD(G(z)): 0.09 \t 10.01 s\n",
            "[2759/5000][25/38]\tLoss_D: 0.0485\tLoss_G: 2.8237\tD(x): 1.0\tD(G(z)): 0.05 \t 6.1 s\n",
            "[2759/5000][30/38]\tLoss_D: 0.107\tLoss_G: 2.797\tD(x): 0.96\tD(G(z)): 0.05 \t 9.78 s\n",
            "[2759/5000][35/38]\tLoss_D: 0.0813\tLoss_G: 3.5578\tD(x): 1.0\tD(G(z)): 0.07 \t 7.72 s\n",
            "[2760/5000][0/38]\tLoss_D: 0.0751\tLoss_G: 3.0123\tD(x): 0.99\tD(G(z)): 0.05 \t 5.38 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2760 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2760/5000][5/38]\tLoss_D: 0.2074\tLoss_G: 2.3066\tD(x): 1.0\tD(G(z)): 0.16 \t 6.65 s\n",
            "[2760/5000][10/38]\tLoss_D: 0.092\tLoss_G: 3.0767\tD(x): 1.0\tD(G(z)): 0.08 \t 9.4 s\n",
            "[2760/5000][15/38]\tLoss_D: 0.0641\tLoss_G: 2.9344\tD(x): 1.0\tD(G(z)): 0.05 \t 7.68 s\n",
            "[2760/5000][20/38]\tLoss_D: 0.0839\tLoss_G: 2.4363\tD(x): 0.98\tD(G(z)): 0.06 \t 8.54 s\n",
            "[2760/5000][25/38]\tLoss_D: 0.2931\tLoss_G: 2.6002\tD(x): 0.92\tD(G(z)): 0.14 \t 7.72 s\n",
            "[2760/5000][30/38]\tLoss_D: 0.1719\tLoss_G: 2.7482\tD(x): 0.91\tD(G(z)): 0.05 \t 9.21 s\n",
            "[2760/5000][35/38]\tLoss_D: 0.2123\tLoss_G: 2.2889\tD(x): 1.0\tD(G(z)): 0.12 \t 6.78 s\n",
            "[2761/5000][0/38]\tLoss_D: 0.6595\tLoss_G: 1.5647\tD(x): 0.62\tD(G(z)): 0.05 \t 5.11 s\n",
            "[2761/5000][5/38]\tLoss_D: 0.3406\tLoss_G: 2.052\tD(x): 0.92\tD(G(z)): 0.18 \t 7.48 s\n",
            "[2761/5000][10/38]\tLoss_D: 0.1649\tLoss_G: 2.8035\tD(x): 0.98\tD(G(z)): 0.12 \t 9.48 s\n",
            "[2761/5000][15/38]\tLoss_D: 0.19\tLoss_G: 1.7756\tD(x): 0.97\tD(G(z)): 0.13 \t 6.66 s\n",
            "[2761/5000][20/38]\tLoss_D: 0.101\tLoss_G: 2.8336\tD(x): 0.99\tD(G(z)): 0.08 \t 9.71 s\n",
            "[2761/5000][25/38]\tLoss_D: 0.2111\tLoss_G: 2.7542\tD(x): 0.97\tD(G(z)): 0.14 \t 6.22 s\n",
            "[2761/5000][30/38]\tLoss_D: 0.0977\tLoss_G: 2.2385\tD(x): 0.98\tD(G(z)): 0.06 \t 9.62 s\n",
            "[2761/5000][35/38]\tLoss_D: 0.0837\tLoss_G: 2.8906\tD(x): 0.98\tD(G(z)): 0.06 \t 6.43 s\n",
            "[2762/5000][0/38]\tLoss_D: 0.446\tLoss_G: 2.3334\tD(x): 1.0\tD(G(z)): 0.29 \t 6.31 s\n",
            "[2762/5000][5/38]\tLoss_D: 0.2386\tLoss_G: 2.6994\tD(x): 0.91\tD(G(z)): 0.08 \t 5.89 s\n",
            "[2762/5000][10/38]\tLoss_D: 0.1516\tLoss_G: 2.8702\tD(x): 0.98\tD(G(z)): 0.11 \t 10.24 s\n",
            "[2762/5000][15/38]\tLoss_D: 0.1097\tLoss_G: 2.0182\tD(x): 1.0\tD(G(z)): 0.1 \t 6.12 s\n",
            "[2762/5000][20/38]\tLoss_D: 0.0781\tLoss_G: 2.2878\tD(x): 1.0\tD(G(z)): 0.07 \t 10.16 s\n",
            "[2762/5000][25/38]\tLoss_D: 0.1046\tLoss_G: 2.769\tD(x): 0.99\tD(G(z)): 0.09 \t 7.14 s\n",
            "[2762/5000][30/38]\tLoss_D: 0.5236\tLoss_G: 2.3065\tD(x): 0.73\tD(G(z)): 0.1 \t 8.81 s\n",
            "[2762/5000][35/38]\tLoss_D: 0.3253\tLoss_G: 2.0928\tD(x): 0.85\tD(G(z)): 0.09 \t 7.68 s\n",
            "[2763/5000][0/38]\tLoss_D: 0.1527\tLoss_G: 2.643\tD(x): 1.0\tD(G(z)): 0.13 \t 5.32 s\n",
            "[2763/5000][5/38]\tLoss_D: 0.1228\tLoss_G: 2.7874\tD(x): 0.99\tD(G(z)): 0.1 \t 7.8 s\n",
            "[2763/5000][10/38]\tLoss_D: 0.0696\tLoss_G: 2.6408\tD(x): 0.98\tD(G(z)): 0.05 \t 8.41 s\n",
            "[2763/5000][15/38]\tLoss_D: 0.0718\tLoss_G: 3.3819\tD(x): 0.99\tD(G(z)): 0.05 \t 7.71 s\n",
            "[2763/5000][20/38]\tLoss_D: 0.229\tLoss_G: 2.8045\tD(x): 0.87\tD(G(z)): 0.05 \t 8.72 s\n",
            "[2763/5000][25/38]\tLoss_D: 0.0856\tLoss_G: 2.5144\tD(x): 1.0\tD(G(z)): 0.08 \t 7.28 s\n",
            "[2763/5000][30/38]\tLoss_D: 0.0987\tLoss_G: 2.9378\tD(x): 1.0\tD(G(z)): 0.09 \t 10.22 s\n",
            "[2763/5000][35/38]\tLoss_D: 0.2632\tLoss_G: 2.5096\tD(x): 1.0\tD(G(z)): 0.21 \t 6.17 s\n",
            "[2764/5000][0/38]\tLoss_D: 0.158\tLoss_G: 3.3173\tD(x): 0.97\tD(G(z)): 0.1 \t 6.73 s\n",
            "[2764/5000][5/38]\tLoss_D: 0.0512\tLoss_G: 3.4441\tD(x): 1.0\tD(G(z)): 0.05 \t 6.13 s\n",
            "[2764/5000][10/38]\tLoss_D: 0.1617\tLoss_G: 2.5606\tD(x): 1.0\tD(G(z)): 0.14 \t 10.14 s\n",
            "[2764/5000][15/38]\tLoss_D: 0.1373\tLoss_G: 2.6965\tD(x): 0.99\tD(G(z)): 0.11 \t 5.94 s\n",
            "[2764/5000][20/38]\tLoss_D: 0.1428\tLoss_G: 2.7145\tD(x): 0.99\tD(G(z)): 0.11 \t 10.16 s\n",
            "[2764/5000][25/38]\tLoss_D: 0.1277\tLoss_G: 2.3903\tD(x): 0.98\tD(G(z)): 0.09 \t 6.2 s\n",
            "[2764/5000][30/38]\tLoss_D: 0.1921\tLoss_G: 2.797\tD(x): 1.0\tD(G(z)): 0.16 \t 10.12 s\n",
            "[2764/5000][35/38]\tLoss_D: 0.4128\tLoss_G: 2.6363\tD(x): 0.97\tD(G(z)): 0.21 \t 7.4 s\n",
            "[2765/5000][0/38]\tLoss_D: 0.1046\tLoss_G: 3.0576\tD(x): 0.99\tD(G(z)): 0.09 \t 5.53 s\n",
            "[2765/5000][5/38]\tLoss_D: 0.0945\tLoss_G: 2.0256\tD(x): 1.0\tD(G(z)): 0.09 \t 6.3 s\n",
            "[2765/5000][10/38]\tLoss_D: 0.0957\tLoss_G: 2.1745\tD(x): 1.0\tD(G(z)): 0.09 \t 9.64 s\n",
            "[2765/5000][15/38]\tLoss_D: 0.1015\tLoss_G: 3.18\tD(x): 1.0\tD(G(z)): 0.09 \t 7.92 s\n",
            "[2765/5000][20/38]\tLoss_D: 0.3129\tLoss_G: 1.9069\tD(x): 0.92\tD(G(z)): 0.17 \t 8.11 s\n",
            "[2765/5000][25/38]\tLoss_D: 0.0906\tLoss_G: 2.5493\tD(x): 1.0\tD(G(z)): 0.08 \t 7.87 s\n",
            "[2765/5000][30/38]\tLoss_D: 0.4066\tLoss_G: 2.2742\tD(x): 0.78\tD(G(z)): 0.07 \t 8.26 s\n",
            "[2765/5000][35/38]\tLoss_D: 0.0852\tLoss_G: 2.7297\tD(x): 0.99\tD(G(z)): 0.07 \t 7.68 s\n",
            "[2766/5000][0/38]\tLoss_D: 0.164\tLoss_G: 1.5455\tD(x): 1.0\tD(G(z)): 0.15 \t 4.93 s\n",
            "[2766/5000][5/38]\tLoss_D: 0.1719\tLoss_G: 2.5347\tD(x): 0.96\tD(G(z)): 0.1 \t 7.88 s\n",
            "[2766/5000][10/38]\tLoss_D: 0.1115\tLoss_G: 3.4843\tD(x): 0.96\tD(G(z)): 0.05 \t 9.82 s\n",
            "[2766/5000][15/38]\tLoss_D: 0.5976\tLoss_G: 2.8386\tD(x): 0.68\tD(G(z)): 0.06 \t 6.44 s\n",
            "[2766/5000][20/38]\tLoss_D: 0.1654\tLoss_G: 2.5456\tD(x): 0.94\tD(G(z)): 0.07 \t 10.0 s\n",
            "[2766/5000][25/38]\tLoss_D: 0.2389\tLoss_G: 2.5537\tD(x): 0.86\tD(G(z)): 0.03 \t 6.04 s\n",
            "[2766/5000][30/38]\tLoss_D: 0.0649\tLoss_G: 2.4933\tD(x): 1.0\tD(G(z)): 0.06 \t 10.07 s\n",
            "[2766/5000][35/38]\tLoss_D: 0.0681\tLoss_G: 2.1734\tD(x): 1.0\tD(G(z)): 0.06 \t 5.92 s\n",
            "[2767/5000][0/38]\tLoss_D: 0.1193\tLoss_G: 3.1477\tD(x): 1.0\tD(G(z)): 0.09 \t 6.4 s\n",
            "[2767/5000][5/38]\tLoss_D: 0.3359\tLoss_G: 1.8221\tD(x): 0.83\tD(G(z)): 0.07 \t 6.15 s\n",
            "[2767/5000][10/38]\tLoss_D: 0.1063\tLoss_G: 2.3558\tD(x): 1.0\tD(G(z)): 0.1 \t 10.21 s\n",
            "[2767/5000][15/38]\tLoss_D: 0.1034\tLoss_G: 2.9376\tD(x): 1.0\tD(G(z)): 0.07 \t 6.04 s\n",
            "[2767/5000][20/38]\tLoss_D: 0.0792\tLoss_G: 3.0823\tD(x): 0.97\tD(G(z)): 0.04 \t 9.84 s\n",
            "[2767/5000][25/38]\tLoss_D: 0.1199\tLoss_G: 3.0486\tD(x): 0.99\tD(G(z)): 0.1 \t 7.28 s\n",
            "[2767/5000][30/38]\tLoss_D: 0.1369\tLoss_G: 2.4218\tD(x): 0.99\tD(G(z)): 0.12 \t 8.67 s\n",
            "[2767/5000][35/38]\tLoss_D: 0.1781\tLoss_G: 2.6363\tD(x): 0.91\tD(G(z)): 0.05 \t 7.63 s\n",
            "[2768/5000][0/38]\tLoss_D: 0.155\tLoss_G: 1.6054\tD(x): 0.99\tD(G(z)): 0.13 \t 4.98 s\n",
            "[2768/5000][5/38]\tLoss_D: 0.48\tLoss_G: 2.235\tD(x): 0.76\tD(G(z)): 0.09 \t 7.7 s\n",
            "[2768/5000][10/38]\tLoss_D: 0.1098\tLoss_G: 1.9309\tD(x): 0.98\tD(G(z)): 0.08 \t 8.59 s\n",
            "[2768/5000][15/38]\tLoss_D: 0.5021\tLoss_G: 1.5972\tD(x): 1.0\tD(G(z)): 0.1 \t 7.73 s\n",
            "[2768/5000][20/38]\tLoss_D: 0.1152\tLoss_G: 2.8981\tD(x): 0.97\tD(G(z)): 0.06 \t 8.63 s\n",
            "[2768/5000][25/38]\tLoss_D: 0.1137\tLoss_G: 2.9626\tD(x): 0.99\tD(G(z)): 0.08 \t 7.39 s\n",
            "[2768/5000][30/38]\tLoss_D: 0.0742\tLoss_G: 2.737\tD(x): 0.99\tD(G(z)): 0.06 \t 10.39 s\n",
            "[2768/5000][35/38]\tLoss_D: 0.1152\tLoss_G: 2.0696\tD(x): 1.0\tD(G(z)): 0.1 \t 5.91 s\n",
            "[2769/5000][0/38]\tLoss_D: 0.1525\tLoss_G: 3.141\tD(x): 1.0\tD(G(z)): 0.14 \t 6.28 s\n",
            "[2769/5000][5/38]\tLoss_D: 0.2525\tLoss_G: 1.8006\tD(x): 1.0\tD(G(z)): 0.19 \t 6.54 s\n",
            "[2769/5000][10/38]\tLoss_D: 0.5275\tLoss_G: 1.8715\tD(x): 0.71\tD(G(z)): 0.07 \t 10.18 s\n",
            "[2769/5000][15/38]\tLoss_D: 0.335\tLoss_G: 3.0509\tD(x): 0.81\tD(G(z)): 0.04 \t 5.91 s\n",
            "[2769/5000][20/38]\tLoss_D: 0.3351\tLoss_G: 2.5637\tD(x): 1.0\tD(G(z)): 0.22 \t 10.12 s\n",
            "[2769/5000][25/38]\tLoss_D: 0.1087\tLoss_G: 2.6937\tD(x): 1.0\tD(G(z)): 0.1 \t 5.96 s\n",
            "[2769/5000][30/38]\tLoss_D: 0.3166\tLoss_G: 1.9853\tD(x): 0.84\tD(G(z)): 0.06 \t 10.19 s\n",
            "[2769/5000][35/38]\tLoss_D: 0.0826\tLoss_G: 2.641\tD(x): 1.0\tD(G(z)): 0.07 \t 6.88 s\n",
            "[2770/5000][0/38]\tLoss_D: 0.0607\tLoss_G: 3.8287\tD(x): 1.0\tD(G(z)): 0.06 \t 5.8 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2770 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2770/5000][5/38]\tLoss_D: 0.1985\tLoss_G: 2.0078\tD(x): 1.0\tD(G(z)): 0.17 \t 6.19 s\n",
            "[2770/5000][10/38]\tLoss_D: 0.1498\tLoss_G: 2.9216\tD(x): 0.99\tD(G(z)): 0.12 \t 10.06 s\n",
            "[2770/5000][15/38]\tLoss_D: 0.0937\tLoss_G: 3.0468\tD(x): 0.99\tD(G(z)): 0.07 \t 7.26 s\n",
            "[2770/5000][20/38]\tLoss_D: 0.0493\tLoss_G: 3.0402\tD(x): 1.0\tD(G(z)): 0.04 \t 8.74 s\n",
            "[2770/5000][25/38]\tLoss_D: 0.0486\tLoss_G: 3.813\tD(x): 0.99\tD(G(z)): 0.04 \t 7.73 s\n",
            "[2770/5000][30/38]\tLoss_D: 0.1629\tLoss_G: 2.4089\tD(x): 0.98\tD(G(z)): 0.12 \t 8.34 s\n",
            "[2770/5000][35/38]\tLoss_D: 0.2954\tLoss_G: 2.6017\tD(x): 0.89\tD(G(z)): 0.09 \t 7.78 s\n",
            "[2771/5000][0/38]\tLoss_D: 0.1789\tLoss_G: 2.6427\tD(x): 1.0\tD(G(z)): 0.13 \t 5.41 s\n",
            "[2771/5000][5/38]\tLoss_D: 0.4154\tLoss_G: 2.3101\tD(x): 0.79\tD(G(z)): 0.08 \t 7.81 s\n",
            "[2771/5000][10/38]\tLoss_D: 0.0986\tLoss_G: 2.4691\tD(x): 0.97\tD(G(z)): 0.05 \t 9.52 s\n",
            "[2771/5000][15/38]\tLoss_D: 0.109\tLoss_G: 2.2477\tD(x): 1.0\tD(G(z)): 0.09 \t 6.89 s\n",
            "[2771/5000][20/38]\tLoss_D: 0.0315\tLoss_G: 3.2805\tD(x): 1.0\tD(G(z)): 0.03 \t 10.17 s\n",
            "[2771/5000][25/38]\tLoss_D: 0.1101\tLoss_G: 2.7853\tD(x): 1.0\tD(G(z)): 0.1 \t 6.12 s\n",
            "[2771/5000][30/38]\tLoss_D: 0.1134\tLoss_G: 2.395\tD(x): 0.97\tD(G(z)): 0.07 \t 10.17 s\n",
            "[2771/5000][35/38]\tLoss_D: 0.1226\tLoss_G: 2.8576\tD(x): 1.0\tD(G(z)): 0.11 \t 6.11 s\n",
            "[2772/5000][0/38]\tLoss_D: 0.1089\tLoss_G: 1.6558\tD(x): 0.98\tD(G(z)): 0.08 \t 6.21 s\n",
            "[2772/5000][5/38]\tLoss_D: 0.1622\tLoss_G: 2.9155\tD(x): 0.94\tD(G(z)): 0.07 \t 5.87 s\n",
            "[2772/5000][10/38]\tLoss_D: 0.1097\tLoss_G: 2.9737\tD(x): 0.99\tD(G(z)): 0.06 \t 10.35 s\n",
            "[2772/5000][15/38]\tLoss_D: 0.1102\tLoss_G: 3.5427\tD(x): 0.99\tD(G(z)): 0.08 \t 5.92 s\n",
            "[2772/5000][20/38]\tLoss_D: 0.2544\tLoss_G: 2.1972\tD(x): 0.87\tD(G(z)): 0.06 \t 10.22 s\n",
            "[2772/5000][25/38]\tLoss_D: 0.077\tLoss_G: 2.5288\tD(x): 1.0\tD(G(z)): 0.07 \t 7.28 s\n",
            "[2772/5000][30/38]\tLoss_D: 0.2417\tLoss_G: 2.4929\tD(x): 0.89\tD(G(z)): 0.07 \t 8.95 s\n",
            "[2772/5000][35/38]\tLoss_D: 0.0758\tLoss_G: 2.4591\tD(x): 0.99\tD(G(z)): 0.07 \t 7.72 s\n",
            "[2773/5000][0/38]\tLoss_D: 0.1979\tLoss_G: 2.0448\tD(x): 0.99\tD(G(z)): 0.16 \t 5.13 s\n",
            "[2773/5000][5/38]\tLoss_D: 0.137\tLoss_G: 2.6605\tD(x): 0.98\tD(G(z)): 0.1 \t 7.71 s\n",
            "[2773/5000][10/38]\tLoss_D: 0.2266\tLoss_G: 2.8071\tD(x): 0.91\tD(G(z)): 0.09 \t 8.52 s\n",
            "[2773/5000][15/38]\tLoss_D: 0.118\tLoss_G: 2.8649\tD(x): 1.0\tD(G(z)): 0.1 \t 7.63 s\n",
            "[2773/5000][20/38]\tLoss_D: 0.6664\tLoss_G: 3.0671\tD(x): 1.0\tD(G(z)): 0.15 \t 8.67 s\n",
            "[2773/5000][25/38]\tLoss_D: 0.0924\tLoss_G: 2.179\tD(x): 1.0\tD(G(z)): 0.08 \t 7.26 s\n",
            "[2773/5000][30/38]\tLoss_D: 0.2393\tLoss_G: 2.6601\tD(x): 0.89\tD(G(z)): 0.07 \t 10.24 s\n",
            "[2773/5000][35/38]\tLoss_D: 0.1252\tLoss_G: 2.0083\tD(x): 1.0\tD(G(z)): 0.11 \t 6.1 s\n",
            "[2774/5000][0/38]\tLoss_D: 0.1567\tLoss_G: 2.5602\tD(x): 1.0\tD(G(z)): 0.14 \t 6.1 s\n",
            "[2774/5000][5/38]\tLoss_D: 0.055\tLoss_G: 3.9832\tD(x): 1.0\tD(G(z)): 0.05 \t 6.52 s\n",
            "[2774/5000][10/38]\tLoss_D: 0.1151\tLoss_G: 2.1329\tD(x): 1.0\tD(G(z)): 0.11 \t 9.96 s\n",
            "[2774/5000][15/38]\tLoss_D: 0.1353\tLoss_G: 2.6434\tD(x): 0.94\tD(G(z)): 0.05 \t 6.16 s\n",
            "[2774/5000][20/38]\tLoss_D: 0.0901\tLoss_G: 3.056\tD(x): 0.98\tD(G(z)): 0.06 \t 9.85 s\n",
            "[2774/5000][25/38]\tLoss_D: 0.637\tLoss_G: 2.2209\tD(x): 0.93\tD(G(z)): 0.11 \t 6.39 s\n",
            "[2774/5000][30/38]\tLoss_D: 0.5385\tLoss_G: 2.3983\tD(x): 0.68\tD(G(z)): 0.04 \t 9.49 s\n",
            "[2774/5000][35/38]\tLoss_D: 0.0836\tLoss_G: 2.9727\tD(x): 1.0\tD(G(z)): 0.08 \t 7.55 s\n",
            "[2775/5000][0/38]\tLoss_D: 0.0338\tLoss_G: 3.2298\tD(x): 1.0\tD(G(z)): 0.03 \t 5.63 s\n",
            "[2775/5000][5/38]\tLoss_D: 0.1619\tLoss_G: 1.8777\tD(x): 0.99\tD(G(z)): 0.13 \t 5.99 s\n",
            "[2775/5000][10/38]\tLoss_D: 0.2021\tLoss_G: 3.1392\tD(x): 0.91\tD(G(z)): 0.06 \t 9.94 s\n",
            "[2775/5000][15/38]\tLoss_D: 0.1347\tLoss_G: 2.9989\tD(x): 0.99\tD(G(z)): 0.12 \t 7.19 s\n",
            "[2775/5000][20/38]\tLoss_D: 0.1015\tLoss_G: 3.0447\tD(x): 1.0\tD(G(z)): 0.09 \t 9.02 s\n",
            "[2775/5000][25/38]\tLoss_D: 0.5601\tLoss_G: 1.6087\tD(x): 0.77\tD(G(z)): 0.17 \t 7.81 s\n",
            "[2775/5000][30/38]\tLoss_D: 0.1094\tLoss_G: 2.8228\tD(x): 1.0\tD(G(z)): 0.1 \t 8.37 s\n",
            "[2775/5000][35/38]\tLoss_D: 0.1042\tLoss_G: 3.2391\tD(x): 0.99\tD(G(z)): 0.08 \t 7.79 s\n",
            "[2776/5000][0/38]\tLoss_D: 0.2166\tLoss_G: 1.79\tD(x): 1.0\tD(G(z)): 0.15 \t 5.09 s\n",
            "[2776/5000][5/38]\tLoss_D: 0.2229\tLoss_G: 2.4811\tD(x): 1.0\tD(G(z)): 0.16 \t 7.84 s\n",
            "[2776/5000][10/38]\tLoss_D: 0.1181\tLoss_G: 3.1184\tD(x): 0.97\tD(G(z)): 0.07 \t 8.24 s\n",
            "[2776/5000][15/38]\tLoss_D: 0.0815\tLoss_G: 3.1471\tD(x): 0.99\tD(G(z)): 0.06 \t 7.85 s\n",
            "[2776/5000][20/38]\tLoss_D: 0.3358\tLoss_G: 1.8255\tD(x): 0.85\tD(G(z)): 0.11 \t 10.22 s\n",
            "[2776/5000][25/38]\tLoss_D: 0.1179\tLoss_G: 2.9545\tD(x): 1.0\tD(G(z)): 0.1 \t 6.01 s\n",
            "[2776/5000][30/38]\tLoss_D: 0.1524\tLoss_G: 2.6007\tD(x): 0.98\tD(G(z)): 0.11 \t 10.18 s\n",
            "[2776/5000][35/38]\tLoss_D: 0.1608\tLoss_G: 2.3647\tD(x): 0.95\tD(G(z)): 0.08 \t 6.12 s\n",
            "[2777/5000][0/38]\tLoss_D: 0.3852\tLoss_G: 2.4416\tD(x): 0.8\tD(G(z)): 0.08 \t 6.52 s\n",
            "[2777/5000][5/38]\tLoss_D: 0.9618\tLoss_G: 4.3498\tD(x): 1.0\tD(G(z)): 0.32 \t 5.94 s\n",
            "[2777/5000][10/38]\tLoss_D: 0.1645\tLoss_G: 2.691\tD(x): 0.99\tD(G(z)): 0.13 \t 10.16 s\n",
            "[2777/5000][15/38]\tLoss_D: 0.0951\tLoss_G: 3.0747\tD(x): 0.96\tD(G(z)): 0.04 \t 6.02 s\n",
            "[2777/5000][20/38]\tLoss_D: 0.2688\tLoss_G: 3.2462\tD(x): 1.0\tD(G(z)): 0.22 \t 10.07 s\n",
            "[2777/5000][25/38]\tLoss_D: 0.4376\tLoss_G: 2.8723\tD(x): 0.75\tD(G(z)): 0.06 \t 6.87 s\n",
            "[2777/5000][30/38]\tLoss_D: 0.1113\tLoss_G: 3.7395\tD(x): 0.98\tD(G(z)): 0.07 \t 9.42 s\n",
            "[2777/5000][35/38]\tLoss_D: 0.0592\tLoss_G: 2.3965\tD(x): 1.0\tD(G(z)): 0.05 \t 7.83 s\n",
            "[2778/5000][0/38]\tLoss_D: 0.0819\tLoss_G: 3.4564\tD(x): 0.98\tD(G(z)): 0.05 \t 4.88 s\n",
            "[2778/5000][5/38]\tLoss_D: 0.1312\tLoss_G: 2.4393\tD(x): 1.0\tD(G(z)): 0.11 \t 7.61 s\n",
            "[2778/5000][10/38]\tLoss_D: 0.178\tLoss_G: 2.3301\tD(x): 0.99\tD(G(z)): 0.15 \t 8.63 s\n",
            "[2778/5000][15/38]\tLoss_D: 0.1805\tLoss_G: 2.7515\tD(x): 0.91\tD(G(z)): 0.05 \t 7.68 s\n",
            "[2778/5000][20/38]\tLoss_D: 0.5855\tLoss_G: 2.03\tD(x): 1.0\tD(G(z)): 0.17 \t 8.23 s\n",
            "[2778/5000][25/38]\tLoss_D: 0.0367\tLoss_G: 3.7784\tD(x): 1.0\tD(G(z)): 0.04 \t 7.84 s\n",
            "[2778/5000][30/38]\tLoss_D: 0.4483\tLoss_G: 2.1776\tD(x): 0.77\tD(G(z)): 0.08 \t 9.93 s\n",
            "[2778/5000][35/38]\tLoss_D: 0.4856\tLoss_G: 2.7278\tD(x): 0.75\tD(G(z)): 0.1 \t 6.44 s\n",
            "[2779/5000][0/38]\tLoss_D: 0.2698\tLoss_G: 1.9848\tD(x): 0.96\tD(G(z)): 0.17 \t 6.04 s\n",
            "[2779/5000][5/38]\tLoss_D: 0.1077\tLoss_G: 3.5712\tD(x): 0.99\tD(G(z)): 0.09 \t 6.86 s\n",
            "[2779/5000][10/38]\tLoss_D: 0.1922\tLoss_G: 2.9051\tD(x): 1.0\tD(G(z)): 0.13 \t 10.12 s\n",
            "[2779/5000][15/38]\tLoss_D: 0.1337\tLoss_G: 2.5271\tD(x): 0.98\tD(G(z)): 0.09 \t 5.98 s\n",
            "[2779/5000][20/38]\tLoss_D: 0.0592\tLoss_G: 3.8682\tD(x): 0.99\tD(G(z)): 0.05 \t 10.25 s\n",
            "[2779/5000][25/38]\tLoss_D: 0.1685\tLoss_G: 2.7225\tD(x): 1.0\tD(G(z)): 0.11 \t 6.02 s\n",
            "[2779/5000][30/38]\tLoss_D: 0.1254\tLoss_G: 2.2135\tD(x): 0.98\tD(G(z)): 0.09 \t 10.0 s\n",
            "[2779/5000][35/38]\tLoss_D: 0.1445\tLoss_G: 2.5359\tD(x): 1.0\tD(G(z)): 0.13 \t 6.67 s\n",
            "[2780/5000][0/38]\tLoss_D: 0.099\tLoss_G: 1.963\tD(x): 1.0\tD(G(z)): 0.09 \t 6.11 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2780 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2780/5000][5/38]\tLoss_D: 0.1844\tLoss_G: 3.1173\tD(x): 0.96\tD(G(z)): 0.12 \t 6.2 s\n",
            "[2780/5000][10/38]\tLoss_D: 0.114\tLoss_G: 2.0861\tD(x): 1.0\tD(G(z)): 0.1 \t 10.34 s\n",
            "[2780/5000][15/38]\tLoss_D: 0.1456\tLoss_G: 2.9325\tD(x): 0.99\tD(G(z)): 0.12 \t 7.25 s\n",
            "[2780/5000][20/38]\tLoss_D: 0.6691\tLoss_G: 1.3366\tD(x): 0.66\tD(G(z)): 0.11 \t 8.68 s\n",
            "[2780/5000][25/38]\tLoss_D: 0.5721\tLoss_G: 2.1905\tD(x): 0.68\tD(G(z)): 0.06 \t 7.7 s\n",
            "[2780/5000][30/38]\tLoss_D: 0.1677\tLoss_G: 2.5752\tD(x): 0.91\tD(G(z)): 0.04 \t 8.53 s\n",
            "[2780/5000][35/38]\tLoss_D: 0.0863\tLoss_G: 2.7809\tD(x): 1.0\tD(G(z)): 0.08 \t 7.7 s\n",
            "[2781/5000][0/38]\tLoss_D: 0.0905\tLoss_G: 2.9813\tD(x): 1.0\tD(G(z)): 0.08 \t 5.1 s\n",
            "[2781/5000][5/38]\tLoss_D: 0.1237\tLoss_G: 2.2941\tD(x): 1.0\tD(G(z)): 0.11 \t 7.77 s\n",
            "[2781/5000][10/38]\tLoss_D: 0.1071\tLoss_G: 2.4904\tD(x): 1.0\tD(G(z)): 0.1 \t 9.33 s\n",
            "[2781/5000][15/38]\tLoss_D: 0.0757\tLoss_G: 2.3445\tD(x): 0.99\tD(G(z)): 0.06 \t 6.92 s\n",
            "[2781/5000][20/38]\tLoss_D: 0.3271\tLoss_G: 2.6454\tD(x): 1.0\tD(G(z)): 0.23 \t 10.01 s\n",
            "[2781/5000][25/38]\tLoss_D: 0.1741\tLoss_G: 1.6132\tD(x): 0.97\tD(G(z)): 0.11 \t 5.93 s\n",
            "[2781/5000][30/38]\tLoss_D: 0.1488\tLoss_G: 2.9227\tD(x): 0.99\tD(G(z)): 0.12 \t 10.3 s\n",
            "[2781/5000][35/38]\tLoss_D: 0.1556\tLoss_G: 3.0572\tD(x): 0.95\tD(G(z)): 0.08 \t 5.92 s\n",
            "[2782/5000][0/38]\tLoss_D: 0.6637\tLoss_G: 2.2463\tD(x): 1.0\tD(G(z)): 0.2 \t 6.46 s\n",
            "[2782/5000][5/38]\tLoss_D: 0.431\tLoss_G: 3.5231\tD(x): 0.97\tD(G(z)): 0.25 \t 5.99 s\n",
            "[2782/5000][10/38]\tLoss_D: 0.1347\tLoss_G: 2.2268\tD(x): 1.0\tD(G(z)): 0.12 \t 9.97 s\n",
            "[2782/5000][15/38]\tLoss_D: 0.3326\tLoss_G: 2.4724\tD(x): 0.9\tD(G(z)): 0.13 \t 6.11 s\n",
            "[2782/5000][20/38]\tLoss_D: 0.2146\tLoss_G: 2.0992\tD(x): 1.0\tD(G(z)): 0.18 \t 10.01 s\n",
            "[2782/5000][25/38]\tLoss_D: 0.3714\tLoss_G: 3.1415\tD(x): 0.99\tD(G(z)): 0.24 \t 7.12 s\n",
            "[2782/5000][30/38]\tLoss_D: 0.2291\tLoss_G: 2.4854\tD(x): 0.93\tD(G(z)): 0.12 \t 9.01 s\n",
            "[2782/5000][35/38]\tLoss_D: 0.1581\tLoss_G: 2.2697\tD(x): 0.99\tD(G(z)): 0.13 \t 7.79 s\n",
            "[2783/5000][0/38]\tLoss_D: 0.1516\tLoss_G: 2.5257\tD(x): 0.96\tD(G(z)): 0.06 \t 5.16 s\n",
            "[2783/5000][5/38]\tLoss_D: 0.0728\tLoss_G: 2.8181\tD(x): 1.0\tD(G(z)): 0.07 \t 7.62 s\n",
            "[2783/5000][10/38]\tLoss_D: 0.1621\tLoss_G: 1.9993\tD(x): 0.99\tD(G(z)): 0.13 \t 8.37 s\n",
            "[2783/5000][15/38]\tLoss_D: 0.3034\tLoss_G: 2.555\tD(x): 0.87\tD(G(z)): 0.1 \t 7.72 s\n",
            "[2783/5000][20/38]\tLoss_D: 0.1415\tLoss_G: 3.1889\tD(x): 0.99\tD(G(z)): 0.12 \t 8.25 s\n",
            "[2783/5000][25/38]\tLoss_D: 0.1634\tLoss_G: 2.0477\tD(x): 0.96\tD(G(z)): 0.09 \t 7.98 s\n",
            "[2783/5000][30/38]\tLoss_D: 0.1485\tLoss_G: 1.8571\tD(x): 1.0\tD(G(z)): 0.13 \t 9.33 s\n",
            "[2783/5000][35/38]\tLoss_D: 0.7185\tLoss_G: 2.4732\tD(x): 0.59\tD(G(z)): 0.06 \t 6.79 s\n",
            "[2784/5000][0/38]\tLoss_D: 0.0929\tLoss_G: 3.3226\tD(x): 1.0\tD(G(z)): 0.08 \t 5.79 s\n",
            "[2784/5000][5/38]\tLoss_D: 0.1095\tLoss_G: 2.6279\tD(x): 0.97\tD(G(z)): 0.06 \t 6.94 s\n",
            "[2784/5000][10/38]\tLoss_D: 0.1597\tLoss_G: 2.157\tD(x): 0.99\tD(G(z)): 0.11 \t 10.18 s\n",
            "[2784/5000][15/38]\tLoss_D: 0.7212\tLoss_G: 2.4047\tD(x): 0.75\tD(G(z)): 0.23 \t 5.95 s\n",
            "[2784/5000][20/38]\tLoss_D: 0.0656\tLoss_G: 3.3453\tD(x): 0.99\tD(G(z)): 0.05 \t 10.11 s\n",
            "[2784/5000][25/38]\tLoss_D: 0.1802\tLoss_G: 2.4661\tD(x): 0.92\tD(G(z)): 0.06 \t 6.0 s\n",
            "[2784/5000][30/38]\tLoss_D: 0.1383\tLoss_G: 2.7899\tD(x): 1.0\tD(G(z)): 0.12 \t 10.24 s\n",
            "[2784/5000][35/38]\tLoss_D: 0.1252\tLoss_G: 2.7467\tD(x): 0.99\tD(G(z)): 0.1 \t 6.17 s\n",
            "[2785/5000][0/38]\tLoss_D: 0.0904\tLoss_G: 2.3919\tD(x): 1.0\tD(G(z)): 0.08 \t 6.12 s\n",
            "[2785/5000][5/38]\tLoss_D: 0.1768\tLoss_G: 2.5114\tD(x): 0.95\tD(G(z)): 0.1 \t 6.0 s\n",
            "[2785/5000][10/38]\tLoss_D: 0.033\tLoss_G: 3.751\tD(x): 1.0\tD(G(z)): 0.03 \t 9.94 s\n",
            "[2785/5000][15/38]\tLoss_D: 0.1196\tLoss_G: 2.2769\tD(x): 1.0\tD(G(z)): 0.11 \t 6.48 s\n",
            "[2785/5000][20/38]\tLoss_D: 0.1124\tLoss_G: 1.7628\tD(x): 0.99\tD(G(z)): 0.09 \t 9.53 s\n",
            "[2785/5000][25/38]\tLoss_D: 0.3825\tLoss_G: 2.112\tD(x): 0.81\tD(G(z)): 0.09 \t 7.93 s\n",
            "[2785/5000][30/38]\tLoss_D: 0.1607\tLoss_G: 2.6455\tD(x): 0.97\tD(G(z)): 0.11 \t 8.06 s\n",
            "[2785/5000][35/38]\tLoss_D: 0.1489\tLoss_G: 2.5821\tD(x): 1.0\tD(G(z)): 0.13 \t 7.76 s\n",
            "[2786/5000][0/38]\tLoss_D: 0.1511\tLoss_G: 2.8829\tD(x): 0.94\tD(G(z)): 0.05 \t 5.27 s\n",
            "[2786/5000][5/38]\tLoss_D: 0.0908\tLoss_G: 2.4554\tD(x): 0.98\tD(G(z)): 0.06 \t 7.74 s\n",
            "[2786/5000][10/38]\tLoss_D: 0.0971\tLoss_G: 3.1617\tD(x): 0.98\tD(G(z)): 0.07 \t 8.27 s\n",
            "[2786/5000][15/38]\tLoss_D: 0.0975\tLoss_G: 2.8889\tD(x): 0.98\tD(G(z)): 0.06 \t 7.84 s\n",
            "[2786/5000][20/38]\tLoss_D: 0.161\tLoss_G: 3.1131\tD(x): 0.92\tD(G(z)): 0.04 \t 9.87 s\n",
            "[2786/5000][25/38]\tLoss_D: 0.2153\tLoss_G: 2.7738\tD(x): 1.0\tD(G(z)): 0.15 \t 6.34 s\n",
            "[2786/5000][30/38]\tLoss_D: 0.3108\tLoss_G: 3.3985\tD(x): 0.82\tD(G(z)): 0.04 \t 10.07 s\n",
            "[2786/5000][35/38]\tLoss_D: 0.1761\tLoss_G: 3.4596\tD(x): 0.98\tD(G(z)): 0.13 \t 5.89 s\n",
            "[2787/5000][0/38]\tLoss_D: 0.1546\tLoss_G: 3.1198\tD(x): 1.0\tD(G(z)): 0.13 \t 7.11 s\n",
            "[2787/5000][5/38]\tLoss_D: 0.0893\tLoss_G: 2.7687\tD(x): 0.99\tD(G(z)): 0.07 \t 6.11 s\n",
            "[2787/5000][10/38]\tLoss_D: 0.0682\tLoss_G: 3.3571\tD(x): 0.99\tD(G(z)): 0.05 \t 10.02 s\n",
            "[2787/5000][15/38]\tLoss_D: 0.588\tLoss_G: 2.1304\tD(x): 0.99\tD(G(z)): 0.15 \t 5.97 s\n",
            "[2787/5000][20/38]\tLoss_D: 0.1347\tLoss_G: 3.1702\tD(x): 0.95\tD(G(z)): 0.06 \t 9.96 s\n",
            "[2787/5000][25/38]\tLoss_D: 0.089\tLoss_G: 2.2338\tD(x): 1.0\tD(G(z)): 0.08 \t 6.21 s\n",
            "[2787/5000][30/38]\tLoss_D: 0.0938\tLoss_G: 2.8056\tD(x): 0.98\tD(G(z)): 0.06 \t 9.96 s\n",
            "[2787/5000][35/38]\tLoss_D: 0.2103\tLoss_G: 2.4672\tD(x): 0.9\tD(G(z)): 0.06 \t 7.86 s\n",
            "[2788/5000][0/38]\tLoss_D: 0.12\tLoss_G: 2.9722\tD(x): 1.0\tD(G(z)): 0.11 \t 5.4 s\n",
            "[2788/5000][5/38]\tLoss_D: 0.2682\tLoss_G: 2.5266\tD(x): 0.98\tD(G(z)): 0.2 \t 6.94 s\n",
            "[2788/5000][10/38]\tLoss_D: 0.2145\tLoss_G: 3.0262\tD(x): 1.0\tD(G(z)): 0.15 \t 9.12 s\n",
            "[2788/5000][15/38]\tLoss_D: 0.0606\tLoss_G: 2.9824\tD(x): 1.0\tD(G(z)): 0.06 \t 7.71 s\n",
            "[2788/5000][20/38]\tLoss_D: 0.1575\tLoss_G: 2.8528\tD(x): 0.99\tD(G(z)): 0.11 \t 8.32 s\n",
            "[2788/5000][25/38]\tLoss_D: 0.0927\tLoss_G: 2.2127\tD(x): 1.0\tD(G(z)): 0.09 \t 7.55 s\n",
            "[2788/5000][30/38]\tLoss_D: 0.1715\tLoss_G: 2.6806\tD(x): 0.91\tD(G(z)): 0.03 \t 9.24 s\n",
            "[2788/5000][35/38]\tLoss_D: 0.1745\tLoss_G: 2.7597\tD(x): 0.93\tD(G(z)): 0.06 \t 6.89 s\n",
            "[2789/5000][0/38]\tLoss_D: 0.1096\tLoss_G: 3.0026\tD(x): 1.0\tD(G(z)): 0.09 \t 5.57 s\n",
            "[2789/5000][5/38]\tLoss_D: 0.0763\tLoss_G: 3.0888\tD(x): 1.0\tD(G(z)): 0.06 \t 7.45 s\n",
            "[2789/5000][10/38]\tLoss_D: 0.0847\tLoss_G: 2.7534\tD(x): 1.0\tD(G(z)): 0.07 \t 10.18 s\n",
            "[2789/5000][15/38]\tLoss_D: 0.1525\tLoss_G: 2.512\tD(x): 1.0\tD(G(z)): 0.13 \t 6.06 s\n",
            "[2789/5000][20/38]\tLoss_D: 0.1983\tLoss_G: 2.3012\tD(x): 0.93\tD(G(z)): 0.08 \t 10.18 s\n",
            "[2789/5000][25/38]\tLoss_D: 0.1501\tLoss_G: 2.7107\tD(x): 0.97\tD(G(z)): 0.09 \t 6.1 s\n",
            "[2789/5000][30/38]\tLoss_D: 0.048\tLoss_G: 2.649\tD(x): 1.0\tD(G(z)): 0.05 \t 9.98 s\n",
            "[2789/5000][35/38]\tLoss_D: 0.1758\tLoss_G: 3.3395\tD(x): 0.9\tD(G(z)): 0.03 \t 6.12 s\n",
            "[2790/5000][0/38]\tLoss_D: 0.2121\tLoss_G: 2.7868\tD(x): 0.94\tD(G(z)): 0.11 \t 6.16 s\n",
            "\n",
            "########################################\n",
            "###   State was saved on 2790 epoch  ###\n",
            "########################################\n",
            "\n",
            "[2790/5000][5/38]\tLoss_D: 0.2293\tLoss_G: 2.1325\tD(x): 0.92\tD(G(z)): 0.1 \t 6.13 s\n",
            "[2790/5000][10/38]\tLoss_D: 0.1162\tLoss_G: 3.4589\tD(x): 0.97\tD(G(z)): 0.08 \t 10.11 s\n",
            "[2790/5000][15/38]\tLoss_D: 0.1239\tLoss_G: 2.8482\tD(x): 0.97\tD(G(z)): 0.08 \t 6.28 s\n",
            "[2790/5000][20/38]\tLoss_D: 0.2273\tLoss_G: 3.041\tD(x): 1.0\tD(G(z)): 0.17 \t 9.83 s\n",
            "[2790/5000][25/38]\tLoss_D: 0.0981\tLoss_G: 3.1318\tD(x): 0.99\tD(G(z)): 0.08 \t 7.73 s\n",
            "[2790/5000][30/38]\tLoss_D: 0.1304\tLoss_G: 3.0632\tD(x): 0.99\tD(G(z)): 0.1 \t 8.14 s\n",
            "[2790/5000][35/38]\tLoss_D: 0.1924\tLoss_G: 2.0606\tD(x): 1.0\tD(G(z)): 0.17 \t 7.68 s\n",
            "[2791/5000][0/38]\tLoss_D: 0.1934\tLoss_G: 2.8851\tD(x): 0.92\tD(G(z)): 0.07 \t 5.33 s\n",
            "[2791/5000][5/38]\tLoss_D: 0.1505\tLoss_G: 1.9987\tD(x): 1.0\tD(G(z)): 0.13 \t 7.57 s\n",
            "[2791/5000][10/38]\tLoss_D: 0.2141\tLoss_G: 2.6403\tD(x): 0.88\tD(G(z)): 0.04 \t 8.3 s\n",
            "[2791/5000][15/38]\tLoss_D: 0.1915\tLoss_G: 2.9402\tD(x): 0.96\tD(G(z)): 0.12 \t 7.79 s\n",
            "[2791/5000][20/38]\tLoss_D: 0.1398\tLoss_G: 2.0324\tD(x): 0.99\tD(G(z)): 0.12 \t 9.88 s\n",
            "[2791/5000][25/38]\tLoss_D: 0.2374\tLoss_G: 2.8124\tD(x): 0.88\tD(G(z)): 0.06 \t 6.55 s\n",
            "[2791/5000][30/38]\tLoss_D: 0.9434\tLoss_G: 1.9122\tD(x): 0.58\tD(G(z)): 0.2 \t 10.32 s\n",
            "[2791/5000][35/38]\tLoss_D: 0.0821\tLoss_G: 3.5872\tD(x): 1.0\tD(G(z)): 0.08 \t 6.25 s\n",
            "[2792/5000][0/38]\tLoss_D: 0.0722\tLoss_G: 3.0532\tD(x): 0.99\tD(G(z)): 0.05 \t 6.69 s\n",
            "[2792/5000][5/38]\tLoss_D: 0.1366\tLoss_G: 2.1818\tD(x): 1.0\tD(G(z)): 0.11 \t 6.4 s\n",
            "[2792/5000][10/38]\tLoss_D: 0.2418\tLoss_G: 3.0878\tD(x): 0.95\tD(G(z)): 0.13 \t 10.6 s\n",
            "[2792/5000][15/38]\tLoss_D: 0.0797\tLoss_G: 2.6793\tD(x): 1.0\tD(G(z)): 0.07 \t 5.93 s\n",
            "[2792/5000][20/38]\tLoss_D: 0.3538\tLoss_G: 2.0513\tD(x): 0.8\tD(G(z)): 0.05 \t 9.96 s\n",
            "[2792/5000][25/38]\tLoss_D: 0.1083\tLoss_G: 3.771\tD(x): 0.94\tD(G(z)): 0.03 \t 7.38 s\n",
            "[2792/5000][30/38]\tLoss_D: 0.1174\tLoss_G: 3.4658\tD(x): 0.98\tD(G(z)): 0.09 \t 8.16 s\n",
            "[2792/5000][35/38]\tLoss_D: 0.1691\tLoss_G: 1.8234\tD(x): 0.93\tD(G(z)): 0.07 \t 8.61 s\n",
            "[2793/5000][0/38]\tLoss_D: 0.0991\tLoss_G: 3.0873\tD(x): 0.97\tD(G(z)): 0.06 \t 4.77 s\n",
            "[2793/5000][5/38]\tLoss_D: 0.3551\tLoss_G: 1.8253\tD(x): 0.83\tD(G(z)): 0.08 \t 7.31 s\n",
            "[2793/5000][10/38]\tLoss_D: 0.1227\tLoss_G: 2.6935\tD(x): 1.0\tD(G(z)): 0.11 \t 8.75 s\n",
            "[2793/5000][15/38]\tLoss_D: 0.2805\tLoss_G: 2.7006\tD(x): 0.94\tD(G(z)): 0.16 \t 7.88 s\n",
            "[2793/5000][20/38]\tLoss_D: 0.1843\tLoss_G: 1.8481\tD(x): 0.99\tD(G(z)): 0.14 \t 8.34 s\n",
            "[2793/5000][25/38]\tLoss_D: 0.0801\tLoss_G: 3.2603\tD(x): 0.99\tD(G(z)): 0.06 \t 7.6 s\n",
            "[2793/5000][30/38]\tLoss_D: 0.125\tLoss_G: 2.6109\tD(x): 0.96\tD(G(z)): 0.06 \t 9.8 s\n",
            "[2793/5000][35/38]\tLoss_D: 0.2659\tLoss_G: 3.3565\tD(x): 1.0\tD(G(z)): 0.17 \t 6.36 s\n",
            "[2794/5000][0/38]\tLoss_D: 0.16\tLoss_G: 2.7614\tD(x): 0.98\tD(G(z)): 0.12 \t 5.93 s\n",
            "[2794/5000][5/38]\tLoss_D: 0.0758\tLoss_G: 3.1978\tD(x): 0.98\tD(G(z)): 0.05 \t 6.97 s\n",
            "[2794/5000][10/38]\tLoss_D: 0.1455\tLoss_G: 3.3598\tD(x): 0.95\tD(G(z)): 0.07 \t 10.07 s\n",
            "[2794/5000][15/38]\tLoss_D: 0.0473\tLoss_G: 3.6258\tD(x): 1.0\tD(G(z)): 0.04 \t 6.23 s\n",
            "[2794/5000][20/38]\tLoss_D: 0.0728\tLoss_G: 3.6996\tD(x): 1.0\tD(G(z)): 0.07 \t 9.95 s\n",
            "[2794/5000][25/38]\tLoss_D: 0.2\tLoss_G: 2.2091\tD(x): 0.98\tD(G(z)): 0.15 \t 5.97 s\n",
            "[2794/5000][30/38]\tLoss_D: 0.0711\tLoss_G: 2.8418\tD(x): 1.0\tD(G(z)): 0.07 \t 10.12 s\n",
            "[2794/5000][35/38]\tLoss_D: 1.1587\tLoss_G: 2.0718\tD(x): 0.4\tD(G(z)): 0.03 \t 6.31 s\n",
            "[2795/5000][0/38]\tLoss_D: 0.3698\tLoss_G: 2.843\tD(x): 1.0\tD(G(z)): 0.26 \t 6.01 s\n",
            "[2795/5000][5/38]\tLoss_D: 0.2166\tLoss_G: 2.7288\tD(x): 0.91\tD(G(z)): 0.07 \t 6.12 s\n",
            "[2795/5000][10/38]\tLoss_D: 0.1249\tLoss_G: 3.1019\tD(x): 1.0\tD(G(z)): 0.11 \t 10.11 s\n",
            "[2795/5000][15/38]\tLoss_D: 0.1398\tLoss_G: 1.9684\tD(x): 0.94\tD(G(z)): 0.05 \t 6.78 s\n",
            "[2795/5000][20/38]\tLoss_D: 0.0417\tLoss_G: 3.9073\tD(x): 0.99\tD(G(z)): 0.03 \t 9.44 s\n",
            "[2795/5000][25/38]\tLoss_D: 0.546\tLoss_G: 2.7759\tD(x): 0.68\tD(G(z)): 0.03 \t 7.67 s\n",
            "[2795/5000][30/38]\tLoss_D: 0.5666\tLoss_G: 2.8542\tD(x): 0.98\tD(G(z)): 0.14 \t 8.43 s\n",
            "[2795/5000][35/38]\tLoss_D: 0.1076\tLoss_G: 2.9415\tD(x): 1.0\tD(G(z)): 0.1 \t 7.85 s\n",
            "[2796/5000][0/38]\tLoss_D: 0.0856\tLoss_G: 1.321\tD(x): 1.0\tD(G(z)): 0.08 \t 5.1 s\n",
            "[2796/5000][5/38]\tLoss_D: 0.2437\tLoss_G: 2.7875\tD(x): 0.88\tD(G(z)): 0.07 \t 7.73 s\n",
            "[2796/5000][10/38]\tLoss_D: 0.1836\tLoss_G: 2.5265\tD(x): 1.0\tD(G(z)): 0.15 \t 8.59 s\n",
            "[2796/5000][15/38]\tLoss_D: 0.0684\tLoss_G: 3.2455\tD(x): 1.0\tD(G(z)): 0.06 \t 7.62 s\n",
            "[2796/5000][20/38]\tLoss_D: 0.1966\tLoss_G: 2.8763\tD(x): 0.97\tD(G(z)): 0.13 \t 10.19 s\n",
            "[2796/5000][25/38]\tLoss_D: 0.1114\tLoss_G: 2.1284\tD(x): 1.0\tD(G(z)): 0.1 \t 5.81 s\n"
          ]
        }
      ],
      "source": [
        "print(\"Starting Training Loop...\")\n",
        "t0 = time.time()\n",
        "\n",
        "for epoch in range(int(current_epoch), num_epochs):\n",
        "    for i, data in enumerate(dataloader, 0):\n",
        "\n",
        "        netD.zero_grad()\n",
        "\n",
        "        real_cpu = data[0].to(device)\n",
        "        b_size = real_cpu.size(0)\n",
        "        label = torch.full((b_size,), real_label, dtype=torch.float, device=device)\n",
        "\n",
        "        output = netD(real_cpu).view(-1)\n",
        "\n",
        "        errD_real = criterion(output, label)\n",
        "\n",
        "        errD_real.backward()\n",
        "        D_x = output.mean().item()\n",
        "\n",
        "        noise = torch.randn(b_size, nz, 1, 1, device=device)\n",
        "\n",
        "\n",
        "        fake = netG(noise)\n",
        "        label.fill_(fake_label)\n",
        "\n",
        "        output = netD(fake.detach()).view(-1)\n",
        "\n",
        "        errD_fake = criterion(output, label)\n",
        "\n",
        "        errD_fake.backward()\n",
        "        D_G_z1 = output.mean().item()\n",
        "\n",
        "        errD = errD_real + errD_fake\n",
        "        optimizerD.step()\n",
        "\n",
        "        netG.zero_grad()\n",
        "        label.fill_(real_label)\n",
        "\n",
        "        output = netD(fake).view(-1)\n",
        "\n",
        "        errG = criterion(output, label)\n",
        "\n",
        "        errG.backward()\n",
        "        D_G_z2 = output.mean().item()\n",
        "        optimizerG.step()\n",
        "\n",
        "        if i % 5 == 0 or i == len(dataloader):\n",
        "            t1 = time.time()\n",
        "            print(f'[{epoch}/{num_epochs}][{i}/{len(dataloader)}]'\n",
        "                  f'\\tLoss_D: {round(errD.item(), 4)}\\tLoss_G: {round(errG.item(), 4)}'\n",
        "                  f'\\tD(x): {round(D_x, 2)}\\tD(G(z)): {round(D_G_z1, 2)} \\t {round(t1-t0, 2)} s')\n",
        "            t0 = time.time()\n",
        "\n",
        "        if  epoch % 10 == 0 and i == 0:\n",
        "            # saving state\n",
        "            pickle.dump(netG, open('drive/MyDrive/saved_models/d50netG.pkl', 'wb'))\n",
        "            pickle.dump(netD, open('drive/MyDrive/saved_models/d50netD.pkl', 'wb'))\n",
        "\n",
        "            with open('drive/MyDrive/saved_models/current_epoch.txt', 'w') as f:\n",
        "                f.write(str(epoch))\n",
        "\n",
        "            print(\n",
        "                f\"\\n########################################\\n\"\n",
        "                f\"###   State was saved on {epoch} epoch  ###\\n\"\n",
        "                f\"########################################\\n\"\n",
        "            )\n",
        "\n",
        "            # saving picture generated by network at current epoch\n",
        "            noise = torch.randn(1, nz, 1, 1, device=device)\n",
        "            fake = netG(noise).detach().cpu()[0]\n",
        "            t(fake).save(f'drive/MyDrive/output/fake_epoch_{int(epoch)}.jpg')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "k83Fn1QIY-2S"
      },
      "outputs": [],
      "source": [
        "pickle.dump(netG, open(f'drive/MyDrive/saved_models/model_{batch_size}_{num_epochs}_d50netG.pkl', 'wb'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MMppcIC3wvs1"
      },
      "outputs": [],
      "source": [
        "n = 1024\n",
        "\n",
        "t = transforms.ToPILImage()\n",
        "fixed_noise = torch.randn(n, nz, 1, 1, device=device)\n",
        "for i in range(n):\n",
        "    fake = netG(fixed_noise).detach().cpu()[i]\n",
        "    t(fake).resize((640, 400)).save(f'drive/MyDrive/output/fake_{i}.jpg')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "f_epeUou_P7O"
      },
      "outputs": [],
      "source": [
        "images = []\n",
        "fixed_noise = torch.randn(64, nz, 1, 1, device=device)\n",
        "for i in range(64):\n",
        "    fake = netG(fixed_noise).detach().cpu()[i]\n",
        "    images.append(t(fake))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pKAH9ZILYkj8"
      },
      "outputs": [],
      "source": [
        "fig = plt.figure(figsize=(8, 8))\n",
        "\n",
        "grid = ImageGrid(fig, 111,\n",
        "                 nrows_ncols=(8, 8),\n",
        "                 axes_pad=0.1)\n",
        "\n",
        "for ax, im in zip(grid, images):\n",
        "    ax.axis('off')\n",
        "    ax.imshow(im)\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yvmm9dnZYlIQ"
      },
      "outputs": [],
      "source": [
        "model = pickle.load(open(f'drive/MyDrive/saved_models/model_256_1000.pkl', 'rb'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nY9LiZD8YlDs"
      },
      "outputs": [],
      "source": [
        "fake = model(fixed_noise).detach().cpu()[0]\n",
        "t(fake)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RNVvSX_xsZt9"
      },
      "outputs": [],
      "source": [
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "S0B08YMRyWdB"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.4"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}