Design_Project_iypnb.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Design Project.iypnb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ey6U4pbnDSD-",
        "outputId": "911b523d-2c8a-4d15-8a04-4c8ce60c539a"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount(\"/content/gdrive\")"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LyyK9aJPwfGQ",
        "outputId": "3b26bc05-3bba-4686-e1f8-6aa30dbc7fd3"
      },
      "source": [
        "!unzip gdrive/My\\ Drive/paris_train_original.zip"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wKDG-sXIulHA"
      },
      "source": [
        "# New Section"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gaRh1VB6J5jW",
        "outputId": "759d515b-aa60-4489-ec4e-aa6afff7c786"
      },
      "source": [
        "!unzip gdrive/My\\ Drive/paris_eval.zip"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  gdrive/My Drive/paris_eval.zip\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LkqGGN47BoUN"
      },
      "source": [
        "import os\n",
        "import numpy as np\n",
        "import math\n",
        "import torchvision.transforms as transforms\n",
        "from torchvision.utils import save_image\n",
        "from PIL import Image\n",
        "import torchvision\n",
        "from torch.utils.data import DataLoader\n",
        "from torch.utils.data import Dataset\n",
        "from torchvision import datasets\n",
        "from torch.autograd import Variable\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "import torch\n",
        "import glob\n",
        "import random"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-8I5VZDUB3G3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f62d564b-ae6d-4054-89fa-2d28f14acecb"
      },
      "source": [
        "#Verify whether CUDA is available in machine\n",
        "device = torch.device('cpu')\n",
        "if torch.cuda.is_available():\n",
        "    device = torch.device('cuda')\n",
        "print(device)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cuda\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "30J_D5sliuwJ",
        "outputId": "91e4ae6c-94a9-44e6-e9ec-6e83db77db37"
      },
      "source": [
        "!nvidia-smi\n"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sat Nov 13 08:38:36 2021       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 495.44       Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   48C    P8    28W / 149W |      3MiB / 11441MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tHrz2dTmi-8d",
        "outputId": "ca97b912-dfc8-45ab-8b54-336da2ef88e6"
      },
      "source": [
        "torch.cuda.is_available()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "345sYtbmBwEE"
      },
      "source": [
        "#Create folder for saving sampled reconstructed output images\n",
        "if not os.path.exists('output_images'):\n",
        "    os.makedirs('output_images')"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ph2rnyZWB-oS"
      },
      "source": [
        "NUM_EPOCHS = 45\t\t\t\t\t#total number of epochs for network training\n",
        "BATCH_SIZE = 8\t\t\t\t\t\t#value of batch size\n",
        "DATASET_NAME = \"paris_train_original\"\t#place the training images in this folder\n",
        "INP_IMAGE_SIZE = 128\t\t\t\t#input image size\n",
        "INP_MASK_SIZE = 64\t\t\t\t\t#input mask size\n",
        "IMG_CHANNELS = 3\t\t\t\t\t#image channel\n",
        "SAMPLE_INTERVAL = 1000\t\t\t\t#output image sampling period"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jdZghZ2UimPU",
        "outputId": "2e6f8c5a-7530-4547-93a8-72d06a236f89"
      },
      "source": [
        "#Initializing weights for the model \n",
        "def weights_init(m):\n",
        "    classname = m.__class__.__name__\n",
        "    if classname.find('Conv') != -1:\n",
        "        m.weight.data.normal_(0.0, 0.02)\n",
        "    elif classname.find('BatchNorm') != -1:\n",
        "        m.weight.data.normal_(1.0, 0.02)\n",
        "        m.bias.data.fill_(0)\n",
        "\n",
        "#Initializing the Loss Function\n",
        "criterionMSE = torch.nn.MSELoss()\n",
        "criterion = torch.nn.L1Loss()\n",
        "criterionMSE.to(device)\n",
        "criterion.to(device)\n",
        "\n",
        "#Constructing Generator Model \n",
        "class Generator(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(Generator, self).__init__()\n",
        "\n",
        "        self.generator_model = nn.Sequential(\n",
        "            nn.Conv2d(IMG_CHANNELS, 64, 4, stride=2, padding=1),\n",
        "            nn.LeakyReLU(0.2),\n",
        "            nn.Conv2d(64, 64, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(64, 0.8),\n",
        "            nn.LeakyReLU(0.2),\n",
        "            nn.Conv2d(64, 128, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(128, 0.8),\n",
        "            nn.LeakyReLU(0.2),            \n",
        "            nn.Conv2d(128, 256, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(256, 0.8),\n",
        "            nn.LeakyReLU(0.2),            \n",
        "            nn.Conv2d(256, 512, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(512, 0.8),\n",
        "            nn.LeakyReLU(0.2),             \n",
        "            nn.Conv2d(512, 4000, 1),\n",
        "            nn.ConvTranspose2d(4000, 512, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(512, 0.8),\n",
        "            nn.ReLU(),\n",
        "            nn.ConvTranspose2d(512, 256, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(256, 0.8),\n",
        "            nn.ReLU(),            \n",
        "            nn.ConvTranspose2d(256, 128, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(128, 0.8),\n",
        "            nn.ReLU(),             \n",
        "            nn.ConvTranspose2d(128, 64, 4, stride=2, padding=1),\n",
        "            nn.BatchNorm2d(64, 0.8),\n",
        "            nn.ReLU(), \n",
        "            nn.Conv2d(64, IMG_CHANNELS, 3, 1, 1),\n",
        "            nn.Tanh()\n",
        "        )\n",
        "\n",
        "    def forward(self, data):\n",
        "        return self.generator_model(data)\n",
        "\n",
        "#Constructing Discriminator Model\n",
        "class Discriminator(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(Discriminator, self).__init__()\n",
        "\n",
        "        self.discriminator_model = nn.Sequential(\n",
        "            nn.Conv2d(IMG_CHANNELS, 64, 3, 2, 1),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "            nn.Conv2d(64, 128, 3, 2, 1),\n",
        "            nn.InstanceNorm2d(128),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "            nn.Conv2d(128, 256, 3, 2, 1),\n",
        "            nn.InstanceNorm2d(256),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "            nn.Conv2d(256, 512, 3, 1, 1),\n",
        "            nn.InstanceNorm2d(512),\n",
        "            nn.LeakyReLU(0.2, inplace=True),\n",
        "            nn.Conv2d(512, 1, 3, 1, 1)\n",
        "        )\n",
        "\n",
        "    def forward(self, image_data):\n",
        "        return self.discriminator_model(image_data)\n",
        "\n",
        "#Initialize Generator\n",
        "generator = Generator()\n",
        "generator.to(device)\n",
        "\n",
        "#Initialize Discriminator\n",
        "discriminator = Discriminator()\n",
        "discriminator.to(device)\n",
        "\n",
        "#Applying Initial Weight to Generator and Discriminator\n",
        "generator.apply(weights_init)\n",
        "discriminator.apply(weights_init)\n",
        "\n",
        "#Class for loading, processing and masking the input dataset\n",
        "class InpaintDatasetLoader(Dataset):\n",
        "    def __init__(self, dataset_path, image_transforms=None,\n",
        "\tinp_imgsize=128, inp_masksize=64, is_Trainable=True):\n",
        "        self.image_transforms = transforms.Compose(image_transforms)\n",
        "        self.inp_imgsize = inp_imgsize\n",
        "        self.inp_masksize = inp_masksize\n",
        "        self.is_Trainable = is_Trainable\n",
        "        self.input_data = glob.glob(dataset_path + \"/*.JPG\")\n",
        "        self.input_data = sorted(self.input_data)\n",
        "        if is_Trainable == True:\n",
        "            self.input_data = self.input_data[:-3000]\n",
        "        else:\n",
        "            self.input_data = self.input_data[-3000:]\n",
        "\n",
        "    # Function for Random regular masking \n",
        "    def random_regular_mask(self, inp_image):\n",
        "        image_masked = inp_image.clone()\n",
        "        y, x = np.random.randint(0, self.inp_imgsize - self.inp_masksize, 2)\n",
        "        range_x = int(x + self.inp_masksize)\n",
        "        range_y = int(y + self.inp_masksize)\n",
        "        mask_region = inp_image[:, y:range_y, x:range_x]\n",
        "        image_masked[:, y:range_y, x:range_x] = 1\n",
        "\n",
        "        return image_masked, mask_region\n",
        "\n",
        "    # Function for center area masking \t\n",
        "    def center_mask(self, inp_image):\n",
        "        mask_coord_pos = (self.inp_imgsize - self.inp_masksize) // 2\n",
        "        image_masked = inp_image.clone()\n",
        "        x = int(self.inp_imgsize / 4)\n",
        "        y = int(self.inp_imgsize / 4)\n",
        "        range_x = int(x + self.inp_masksize)\n",
        "        range_y = int(y + self.inp_masksize)\n",
        "        image_masked[:, x : range_x, y : range_y] = 1\n",
        "\n",
        "        return image_masked, mask_coord_pos\n",
        "\n",
        "    def __getitem__(self, index):\n",
        "\n",
        "        inp_image = Image.open(self.input_data[index % len(self.input_data)])\n",
        "        inp_image = self.image_transforms(inp_image)\n",
        "        if self.is_Trainable == True:\n",
        "            # Random regular masking for training images\n",
        "            image_masked, mask_region = self.random_regular_mask(inp_image)\n",
        "        else:\n",
        "            # Central area masking for testing images\n",
        "            image_masked, mask_region = self.center_mask(inp_image)\n",
        "\n",
        "        return inp_image, image_masked, mask_region\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.input_data)\n",
        "\n",
        "#DataLoader for train and test data\n",
        "image_transforms = [\n",
        "    transforms.Resize((INP_IMAGE_SIZE, INP_IMAGE_SIZE), Image.BICUBIC),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)),\n",
        "]\n",
        "\n",
        "dataloader = DataLoader(\n",
        "    InpaintDatasetLoader(\"/content/%s\" % DATASET_NAME,\n",
        "\timage_transforms=image_transforms, is_Trainable=True),\n",
        "    batch_size=BATCH_SIZE,\n",
        "    shuffle=True,\n",
        "    num_workers=4,\n",
        ")\n",
        "print('Length of dataloader is : ',len(dataloader))\n",
        "test_dataloader = DataLoader(\n",
        "  InpaintDatasetLoader(\"/content/%s\" % DATASET_NAME,\n",
        "  image_transforms=image_transforms, is_Trainable=False),\n",
        "    batch_size=12,\n",
        "    shuffle=True,\n",
        "    num_workers=1,\n",
        ")\n",
        "print('Length of test dataloader is : ',len(test_dataloader))\n",
        "\n",
        "#Initializing Optimizer for Generator and Discriminator\n",
        "generator_optimizer = torch.optim.Adam(generator.parameters(),\n",
        "\t\t\t\t\t\tlr=0.0002, betas=(0.5, 0.999))\n",
        "discriminator_optimizer = torch.optim.Adam(discriminator.parameters(),\n",
        "\t\t\t\t\t\tlr=0.0002, betas=(0.5, 0.999))\n",
        "\n",
        "#Visualizing Sample Output Images\n",
        "def store_sample_image(check_sample_count):\n",
        "    inp_image, image_masked, mask_coord = next(iter(test_dataloader))\n",
        "    inp_image = Variable(inp_image.type(torch.cuda.FloatTensor))\n",
        "    image_masked = Variable(image_masked.type(torch.cuda.FloatTensor))\n",
        "    mask_coord = mask_coord[0].item()  \n",
        "    # Output of reconstructed generated image\n",
        "    generator_output = generator(image_masked)\n",
        "    inpainted_image = image_masked.clone()\n",
        "    inpainted_image[:, :, mask_coord : mask_coord + INP_MASK_SIZE,\n",
        "\t\t\t\t\tmask_coord : mask_coord + INP_MASK_SIZE] = generator_output\n",
        "    # Store the output data to disk\n",
        "    sample = torch.cat((image_masked.data, inpainted_image.data, inp_image.data), -2)\n",
        "    save_image(sample, \"output_images/%d.png\" % check_sample_count, nrow=6, normalize=True)\n",
        "\n",
        "#Training the inpainting network\n",
        "for epoch in range(NUM_EPOCHS):\n",
        "    for i, (inp_image, image_masked, mask_region) in enumerate(dataloader):\n",
        "\n",
        "        # Setting real / fake class\n",
        "        real_labels = Variable(\n",
        "\t\ttorch.cuda.FloatTensor(\n",
        "\t\tinp_image.shape[0], 1,int(INP_MASK_SIZE / 2 ** 3), int(INP_MASK_SIZE / 2 ** 3)\n",
        "\t\t).fill_(1.0), requires_grad=False\n",
        "\t\t)\n",
        "        fake_labels = Variable(\n",
        "\t\ttorch.cuda.FloatTensor(\n",
        "\t\tinp_image.shape[0], 1,int(INP_MASK_SIZE / 2 ** 3), int(INP_MASK_SIZE / 2 ** 3)\n",
        "\t\t).fill_(0.0), requires_grad=False\n",
        "\t\t)\n",
        "\n",
        "        # Setting input image data \n",
        "        inp_image = Variable(inp_image.type(torch.cuda.FloatTensor))\n",
        "        image_masked = Variable(image_masked.type(torch.cuda.FloatTensor))\n",
        "        mask_region = Variable(mask_region.type(torch.cuda.FloatTensor))\n",
        "\n",
        "        # Training Generator\n",
        "        generator_optimizer.zero_grad()\n",
        "\n",
        "        # Generate images from the generator \n",
        "        generator_output = generator(image_masked)\n",
        "\n",
        "        # Calculate Loss from the Generator side\n",
        "        gen_entropy = criterionMSE(discriminator(generator_output), real_labels)\n",
        "        gen_reconstruct = criterion(generator_output, mask_region)\n",
        "        generator_loss = 0.001 * gen_entropy + 0.999 * gen_reconstruct\n",
        "\n",
        "        generator_loss.backward()\n",
        "        generator_optimizer.step()\n",
        "\n",
        "        # Training Discriminator\n",
        "        discriminator_optimizer.zero_grad()\n",
        "\n",
        "        # Classifying real / fake images from the samples generated\n",
        "        real_loss = criterionMSE(discriminator(mask_region), real_labels)\n",
        "        fake_loss = criterionMSE(discriminator(generator_output.detach()), fake_labels)\n",
        "        discriminator_loss = (real_loss + fake_loss)/2\n",
        "\n",
        "        discriminator_loss.backward()\n",
        "        discriminator_optimizer.step()\n",
        "\n",
        "        print(\n",
        "            \"[Epoch %d/%d] [Batch %d/%d] [D loss: %f] [G loss: %f]\"\n",
        "            % (epoch, NUM_EPOCHS, i, len(dataloader), discriminator_loss.item(),\n",
        "\t\t\tgenerator_loss.item())\n",
        "        )\n",
        "\n",
        "        # Saving generated sample at some sample interval\n",
        "        check_sample_count = epoch * len(dataloader) + i\n",
        "        if check_sample_count % SAMPLE_INTERVAL == 0:\n",
        "            store_sample_image(check_sample_count)\n",
        "            #save the model checkpoint here\n",
        "            checkpoint = {\n",
        "                'state_dict': generator.state_dict(),\n",
        "                'optimizer': generator_optimizer.state_dict(),\n",
        "            }\n",
        "            torch.save(checkpoint, \"inpaint_model.pth\")\n",
        "\n",
        "print ('Training Ends !!!')\n"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Length of dataloader is :  1488\n",
            "Length of test dataloader is :  250\n"
          ]
        },
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/torchvision/transforms/transforms.py:288: UserWarning: Argument interpolation should be of type InterpolationMode instead of int. Please, use InterpolationMode enum.\n",
            "  \"Argument interpolation should be of type InterpolationMode instead of int. \"\n",
            "/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:481: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n",
            "  cpuset_checked))\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "[Epoch 41/45] [Batch 953/1488] [D loss: 0.000030] [G loss: 0.217865]\n",
            "[Epoch 41/45] [Batch 954/1488] [D loss: 0.000040] [G loss: 0.196861]\n",
            "[Epoch 41/45] [Batch 955/1488] [D loss: 0.000061] [G loss: 0.207200]\n",
            "[Epoch 41/45] [Batch 956/1488] [D loss: 0.000053] [G loss: 0.246519]\n",
            "[Epoch 41/45] [Batch 957/1488] [D loss: 0.000073] [G loss: 0.187934]\n",
            "[Epoch 41/45] [Batch 958/1488] [D loss: 0.000056] [G loss: 0.215702]\n",
            "[Epoch 41/45] [Batch 959/1488] [D loss: 0.000050] [G loss: 0.226302]\n",
            "[Epoch 41/45] [Batch 960/1488] [D loss: 0.000053] [G loss: 0.232478]\n",
            "[Epoch 41/45] [Batch 961/1488] [D loss: 0.000060] [G loss: 0.239803]\n",
            "[Epoch 41/45] [Batch 962/1488] [D loss: 0.000044] [G loss: 0.256429]\n",
            "[Epoch 41/45] [Batch 963/1488] [D loss: 0.000111] [G loss: 0.193417]\n",
            "[Epoch 41/45] [Batch 964/1488] [D loss: 0.000086] [G loss: 0.174086]\n",
            "[Epoch 41/45] [Batch 965/1488] [D loss: 0.000118] [G loss: 0.204222]\n",
            "[Epoch 41/45] [Batch 966/1488] [D loss: 0.000068] [G loss: 0.205638]\n",
            "[Epoch 41/45] [Batch 967/1488] [D loss: 0.017398] [G loss: 0.220381]\n",
            "[Epoch 41/45] [Batch 968/1488] [D loss: 0.007985] [G loss: 0.205673]\n",
            "[Epoch 41/45] [Batch 969/1488] [D loss: 0.010162] [G loss: 0.236444]\n",
            "[Epoch 41/45] [Batch 970/1488] [D loss: 0.005853] [G loss: 0.224490]\n",
            "[Epoch 41/45] [Batch 971/1488] [D loss: 0.002593] [G loss: 0.210107]\n",
            "[Epoch 41/45] [Batch 972/1488] [D loss: 0.001409] [G loss: 0.179331]\n",
            "[Epoch 41/45] [Batch 973/1488] [D loss: 0.001248] [G loss: 0.261723]\n",
            "[Epoch 41/45] [Batch 974/1488] [D loss: 0.000824] [G loss: 0.202163]\n",
            "[Epoch 41/45] [Batch 975/1488] [D loss: 0.000418] [G loss: 0.225001]\n",
            "[Epoch 41/45] [Batch 976/1488] [D loss: 0.000212] [G loss: 0.149645]\n",
            "[Epoch 41/45] [Batch 977/1488] [D loss: 0.000194] [G loss: 0.176437]\n",
            "[Epoch 41/45] [Batch 978/1488] [D loss: 0.000673] [G loss: 0.206513]\n",
            "[Epoch 41/45] [Batch 979/1488] [D loss: 0.000534] [G loss: 0.225716]\n",
            "[Epoch 41/45] [Batch 980/1488] [D loss: 0.000492] [G loss: 0.181442]\n",
            "[Epoch 41/45] [Batch 981/1488] [D loss: 0.000405] [G loss: 0.205355]\n",
            "[Epoch 41/45] [Batch 982/1488] [D loss: 0.000752] [G loss: 0.252279]\n",
            "[Epoch 41/45] [Batch 983/1488] [D loss: 0.000593] [G loss: 0.238875]\n",
            "[Epoch 41/45] [Batch 984/1488] [D loss: 0.000758] [G loss: 0.224181]\n",
            "[Epoch 41/45] [Batch 985/1488] [D loss: 0.000565] [G loss: 0.240424]\n",
            "[Epoch 41/45] [Batch 986/1488] [D loss: 0.000912] [G loss: 0.219237]\n",
            "[Epoch 41/45] [Batch 987/1488] [D loss: 0.020241] [G loss: 0.233857]\n",
            "[Epoch 41/45] [Batch 988/1488] [D loss: 0.006711] [G loss: 0.191420]\n",
            "[Epoch 41/45] [Batch 989/1488] [D loss: 0.010155] [G loss: 0.173958]\n",
            "[Epoch 41/45] [Batch 990/1488] [D loss: 0.005842] [G loss: 0.250636]\n",
            "[Epoch 41/45] [Batch 991/1488] [D loss: 0.002120] [G loss: 0.230303]\n",
            "[Epoch 41/45] [Batch 992/1488] [D loss: 0.001108] [G loss: 0.238497]\n",
            "[Epoch 41/45] [Batch 993/1488] [D loss: 0.000987] [G loss: 0.233583]\n",
            "[Epoch 41/45] [Batch 994/1488] [D loss: 0.000687] [G loss: 0.179819]\n",
            "[Epoch 41/45] [Batch 995/1488] [D loss: 0.000378] [G loss: 0.235045]\n",
            "[Epoch 41/45] [Batch 996/1488] [D loss: 0.000216] [G loss: 0.235178]\n",
            "[Epoch 41/45] [Batch 997/1488] [D loss: 0.000142] [G loss: 0.189688]\n",
            "[Epoch 41/45] [Batch 998/1488] [D loss: 0.000092] [G loss: 0.242166]\n",
            "[Epoch 41/45] [Batch 999/1488] [D loss: 0.000068] [G loss: 0.258445]\n",
            "[Epoch 41/45] [Batch 1000/1488] [D loss: 0.000074] [G loss: 0.241226]\n",
            "[Epoch 41/45] [Batch 1001/1488] [D loss: 0.000095] [G loss: 0.220447]\n",
            "[Epoch 41/45] [Batch 1002/1488] [D loss: 0.000136] [G loss: 0.234202]\n",
            "[Epoch 41/45] [Batch 1003/1488] [D loss: 0.000122] [G loss: 0.162390]\n",
            "[Epoch 41/45] [Batch 1004/1488] [D loss: 0.000134] [G loss: 0.233320]\n",
            "[Epoch 41/45] [Batch 1005/1488] [D loss: 0.000156] [G loss: 0.205830]\n",
            "[Epoch 41/45] [Batch 1006/1488] [D loss: 0.000138] [G loss: 0.219638]\n",
            "[Epoch 41/45] [Batch 1007/1488] [D loss: 0.000127] [G loss: 0.168722]\n",
            "[Epoch 41/45] [Batch 1008/1488] [D loss: 0.000100] [G loss: 0.207147]\n",
            "[Epoch 41/45] [Batch 1009/1488] [D loss: 0.000086] [G loss: 0.195446]\n",
            "[Epoch 41/45] [Batch 1010/1488] [D loss: 0.000080] [G loss: 0.238063]\n",
            "[Epoch 41/45] [Batch 1011/1488] [D loss: 0.000072] [G loss: 0.197799]\n",
            "[Epoch 41/45] [Batch 1012/1488] [D loss: 0.000138] [G loss: 0.205720]\n",
            "[Epoch 41/45] [Batch 1013/1488] [D loss: 0.000148] [G loss: 0.174024]\n",
            "[Epoch 41/45] [Batch 1014/1488] [D loss: 0.060277] [G loss: 0.205796]\n",
            "[Epoch 41/45] [Batch 1015/1488] [D loss: 0.023845] [G loss: 0.216232]\n",
            "[Epoch 41/45] [Batch 1016/1488] [D loss: 0.030532] [G loss: 0.220704]\n",
            "[Epoch 41/45] [Batch 1017/1488] [D loss: 0.013658] [G loss: 0.190493]\n",
            "[Epoch 41/45] [Batch 1018/1488] [D loss: 0.003367] [G loss: 0.295118]\n",
            "[Epoch 41/45] [Batch 1019/1488] [D loss: 0.003124] [G loss: 0.172873]\n",
            "[Epoch 41/45] [Batch 1020/1488] [D loss: 0.003465] [G loss: 0.216487]\n",
            "[Epoch 41/45] [Batch 1021/1488] [D loss: 0.002123] [G loss: 0.203476]\n",
            "[Epoch 41/45] [Batch 1022/1488] [D loss: 0.000741] [G loss: 0.244506]\n",
            "[Epoch 41/45] [Batch 1023/1488] [D loss: 0.000349] [G loss: 0.271316]\n",
            "[Epoch 41/45] [Batch 1024/1488] [D loss: 0.000244] [G loss: 0.213308]\n",
            "[Epoch 41/45] [Batch 1025/1488] [D loss: 0.000144] [G loss: 0.181052]\n",
            "[Epoch 41/45] [Batch 1026/1488] [D loss: 0.000082] [G loss: 0.193675]\n",
            "[Epoch 41/45] [Batch 1027/1488] [D loss: 0.000147] [G loss: 0.201743]\n",
            "[Epoch 41/45] [Batch 1028/1488] [D loss: 0.000092] [G loss: 0.217624]\n",
            "[Epoch 41/45] [Batch 1029/1488] [D loss: 0.000092] [G loss: 0.174757]\n",
            "[Epoch 41/45] [Batch 1030/1488] [D loss: 0.000129] [G loss: 0.211157]\n",
            "[Epoch 41/45] [Batch 1031/1488] [D loss: 0.000161] [G loss: 0.198294]\n",
            "[Epoch 41/45] [Batch 1032/1488] [D loss: 0.000103] [G loss: 0.226445]\n",
            "[Epoch 41/45] [Batch 1033/1488] [D loss: 0.000071] [G loss: 0.244614]\n",
            "[Epoch 41/45] [Batch 1034/1488] [D loss: 0.000090] [G loss: 0.182647]\n",
            "[Epoch 41/45] [Batch 1035/1488] [D loss: 0.000074] [G loss: 0.171264]\n",
            "[Epoch 41/45] [Batch 1036/1488] [D loss: 0.000068] [G loss: 0.226997]\n",
            "[Epoch 41/45] [Batch 1037/1488] [D loss: 0.000129] [G loss: 0.227002]\n",
            "[Epoch 41/45] [Batch 1038/1488] [D loss: 0.000081] [G loss: 0.206509]\n",
            "[Epoch 41/45] [Batch 1039/1488] [D loss: 0.000321] [G loss: 0.214819]\n",
            "[Epoch 41/45] [Batch 1040/1488] [D loss: 0.031548] [G loss: 0.210936]\n",
            "[Epoch 41/45] [Batch 1041/1488] [D loss: 0.011037] [G loss: 0.204158]\n",
            "[Epoch 41/45] [Batch 1042/1488] [D loss: 0.013277] [G loss: 0.180802]\n",
            "[Epoch 41/45] [Batch 1043/1488] [D loss: 0.069987] [G loss: 0.216574]\n",
            "[Epoch 41/45] [Batch 1044/1488] [D loss: 0.030170] [G loss: 0.267679]\n",
            "[Epoch 41/45] [Batch 1045/1488] [D loss: 0.023780] [G loss: 0.189058]\n",
            "[Epoch 41/45] [Batch 1046/1488] [D loss: 0.006152] [G loss: 0.218431]\n",
            "[Epoch 41/45] [Batch 1047/1488] [D loss: 0.001521] [G loss: 0.215418]\n",
            "[Epoch 41/45] [Batch 1048/1488] [D loss: 0.002433] [G loss: 0.191277]\n",
            "[Epoch 41/45] [Batch 1049/1488] [D loss: 0.001533] [G loss: 0.184144]\n",
            "[Epoch 41/45] [Batch 1050/1488] [D loss: 0.000505] [G loss: 0.210778]\n",
            "[Epoch 41/45] [Batch 1051/1488] [D loss: 0.000282] [G loss: 0.185926]\n",
            "[Epoch 41/45] [Batch 1052/1488] [D loss: 0.000351] [G loss: 0.204769]\n",
            "[Epoch 41/45] [Batch 1053/1488] [D loss: 0.000160] [G loss: 0.263487]\n",
            "[Epoch 41/45] [Batch 1054/1488] [D loss: 0.000091] [G loss: 0.195836]\n",
            "[Epoch 41/45] [Batch 1055/1488] [D loss: 0.000073] [G loss: 0.261429]\n",
            "[Epoch 41/45] [Batch 1056/1488] [D loss: 0.000088] [G loss: 0.228401]\n",
            "[Epoch 41/45] [Batch 1057/1488] [D loss: 0.000088] [G loss: 0.250568]\n",
            "[Epoch 41/45] [Batch 1058/1488] [D loss: 0.000048] [G loss: 0.216535]\n",
            "[Epoch 41/45] [Batch 1059/1488] [D loss: 0.000059] [G loss: 0.222121]\n",
            "[Epoch 41/45] [Batch 1060/1488] [D loss: 0.000057] [G loss: 0.221026]\n",
            "[Epoch 41/45] [Batch 1061/1488] [D loss: 0.000054] [G loss: 0.201700]\n",
            "[Epoch 41/45] [Batch 1062/1488] [D loss: 0.000182] [G loss: 0.185799]\n",
            "[Epoch 41/45] [Batch 1063/1488] [D loss: 0.000126] [G loss: 0.263344]\n",
            "[Epoch 41/45] [Batch 1064/1488] [D loss: 0.000107] [G loss: 0.187072]\n",
            "[Epoch 41/45] [Batch 1065/1488] [D loss: 0.000108] [G loss: 0.173877]\n",
            "[Epoch 41/45] [Batch 1066/1488] [D loss: 0.000117] [G loss: 0.188753]\n",
            "[Epoch 41/45] [Batch 1067/1488] [D loss: 0.000162] [G loss: 0.166702]\n",
            "[Epoch 41/45] [Batch 1068/1488] [D loss: 0.000096] [G loss: 0.204411]\n",
            "[Epoch 41/45] [Batch 1069/1488] [D loss: 0.000077] [G loss: 0.177015]\n",
            "[Epoch 41/45] [Batch 1070/1488] [D loss: 0.000076] [G loss: 0.248269]\n",
            "[Epoch 41/45] [Batch 1071/1488] [D loss: 0.000073] [G loss: 0.256359]\n",
            "[Epoch 41/45] [Batch 1072/1488] [D loss: 0.000053] [G loss: 0.233306]\n",
            "[Epoch 41/45] [Batch 1073/1488] [D loss: 0.000059] [G loss: 0.252418]\n",
            "[Epoch 41/45] [Batch 1074/1488] [D loss: 0.000052] [G loss: 0.162213]\n",
            "[Epoch 41/45] [Batch 1075/1488] [D loss: 0.000110] [G loss: 0.222182]\n",
            "[Epoch 41/45] [Batch 1076/1488] [D loss: 0.000053] [G loss: 0.212067]\n",
            "[Epoch 41/45] [Batch 1077/1488] [D loss: 0.000053] [G loss: 0.231208]\n",
            "[Epoch 41/45] [Batch 1078/1488] [D loss: 0.000074] [G loss: 0.239584]\n",
            "[Epoch 41/45] [Batch 1079/1488] [D loss: 0.000061] [G loss: 0.170947]\n",
            "[Epoch 41/45] [Batch 1080/1488] [D loss: 0.000042] [G loss: 0.194031]\n",
            "[Epoch 41/45] [Batch 1081/1488] [D loss: 0.000041] [G loss: 0.190144]\n",
            "[Epoch 41/45] [Batch 1082/1488] [D loss: 0.000117] [G loss: 0.189049]\n",
            "[Epoch 41/45] [Batch 1083/1488] [D loss: 0.000054] [G loss: 0.204408]\n",
            "[Epoch 41/45] [Batch 1084/1488] [D loss: 0.000074] [G loss: 0.212753]\n",
            "[Epoch 41/45] [Batch 1085/1488] [D loss: 0.000074] [G loss: 0.227043]\n",
            "[Epoch 41/45] [Batch 1086/1488] [D loss: 0.000082] [G loss: 0.189499]\n",
            "[Epoch 41/45] [Batch 1087/1488] [D loss: 0.000101] [G loss: 0.228896]\n",
            "[Epoch 41/45] [Batch 1088/1488] [D loss: 0.000092] [G loss: 0.241073]\n",
            "[Epoch 41/45] [Batch 1089/1488] [D loss: 0.000072] [G loss: 0.183865]\n",
            "[Epoch 41/45] [Batch 1090/1488] [D loss: 0.000065] [G loss: 0.239772]\n",
            "[Epoch 41/45] [Batch 1091/1488] [D loss: 0.000060] [G loss: 0.224752]\n",
            "[Epoch 41/45] [Batch 1092/1488] [D loss: 0.000040] [G loss: 0.230916]\n",
            "[Epoch 41/45] [Batch 1093/1488] [D loss: 0.000044] [G loss: 0.272594]\n",
            "[Epoch 41/45] [Batch 1094/1488] [D loss: 0.000071] [G loss: 0.204759]\n",
            "[Epoch 41/45] [Batch 1095/1488] [D loss: 0.000090] [G loss: 0.268981]\n",
            "[Epoch 41/45] [Batch 1096/1488] [D loss: 0.000074] [G loss: 0.204032]\n",
            "[Epoch 41/45] [Batch 1097/1488] [D loss: 0.000096] [G loss: 0.210757]\n",
            "[Epoch 41/45] [Batch 1098/1488] [D loss: 0.000072] [G loss: 0.235351]\n",
            "[Epoch 41/45] [Batch 1099/1488] [D loss: 0.000157] [G loss: 0.200422]\n",
            "[Epoch 41/45] [Batch 1100/1488] [D loss: 0.000086] [G loss: 0.196244]\n",
            "[Epoch 41/45] [Batch 1101/1488] [D loss: 0.000098] [G loss: 0.218378]\n",
            "[Epoch 41/45] [Batch 1102/1488] [D loss: 0.000092] [G loss: 0.197844]\n",
            "[Epoch 41/45] [Batch 1103/1488] [D loss: 0.000082] [G loss: 0.224554]\n",
            "[Epoch 41/45] [Batch 1104/1488] [D loss: 0.000060] [G loss: 0.255821]\n",
            "[Epoch 41/45] [Batch 1105/1488] [D loss: 0.000058] [G loss: 0.207180]\n",
            "[Epoch 41/45] [Batch 1106/1488] [D loss: 0.000062] [G loss: 0.244589]\n",
            "[Epoch 41/45] [Batch 1107/1488] [D loss: 0.000050] [G loss: 0.239183]\n",
            "[Epoch 41/45] [Batch 1108/1488] [D loss: 0.000039] [G loss: 0.229738]\n",
            "[Epoch 41/45] [Batch 1109/1488] [D loss: 0.000040] [G loss: 0.182007]\n",
            "[Epoch 41/45] [Batch 1110/1488] [D loss: 0.000041] [G loss: 0.232021]\n",
            "[Epoch 41/45] [Batch 1111/1488] [D loss: 0.000056] [G loss: 0.249477]\n",
            "[Epoch 41/45] [Batch 1112/1488] [D loss: 0.004487] [G loss: 0.216720]\n",
            "[Epoch 41/45] [Batch 1113/1488] [D loss: 0.001601] [G loss: 0.178922]\n",
            "[Epoch 41/45] [Batch 1114/1488] [D loss: 0.001625] [G loss: 0.161583]\n",
            "[Epoch 41/45] [Batch 1115/1488] [D loss: 0.000455] [G loss: 0.262478]\n",
            "[Epoch 41/45] [Batch 1116/1488] [D loss: 0.000173] [G loss: 0.244734]\n",
            "[Epoch 41/45] [Batch 1117/1488] [D loss: 0.000291] [G loss: 0.170075]\n",
            "[Epoch 41/45] [Batch 1118/1488] [D loss: 0.000262] [G loss: 0.199520]\n",
            "[Epoch 41/45] [Batch 1119/1488] [D loss: 0.000192] [G loss: 0.239470]\n",
            "[Epoch 41/45] [Batch 1120/1488] [D loss: 0.000081] [G loss: 0.234268]\n",
            "[Epoch 41/45] [Batch 1121/1488] [D loss: 0.000944] [G loss: 0.187910]\n",
            "[Epoch 41/45] [Batch 1122/1488] [D loss: 0.000560] [G loss: 0.230676]\n",
            "[Epoch 41/45] [Batch 1123/1488] [D loss: 0.000442] [G loss: 0.174528]\n",
            "[Epoch 41/45] [Batch 1124/1488] [D loss: 0.000922] [G loss: 0.169787]\n",
            "[Epoch 41/45] [Batch 1125/1488] [D loss: 0.000488] [G loss: 0.195965]\n",
            "[Epoch 41/45] [Batch 1126/1488] [D loss: 0.000218] [G loss: 0.219591]\n",
            "[Epoch 41/45] [Batch 1127/1488] [D loss: 0.000157] [G loss: 0.218273]\n",
            "[Epoch 41/45] [Batch 1128/1488] [D loss: 0.000134] [G loss: 0.220905]\n",
            "[Epoch 41/45] [Batch 1129/1488] [D loss: 0.000105] [G loss: 0.177989]\n",
            "[Epoch 41/45] [Batch 1130/1488] [D loss: 0.000116] [G loss: 0.167390]\n",
            "[Epoch 41/45] [Batch 1131/1488] [D loss: 0.000089] [G loss: 0.213415]\n",
            "[Epoch 41/45] [Batch 1132/1488] [D loss: 0.000101] [G loss: 0.227420]\n",
            "[Epoch 41/45] [Batch 1133/1488] [D loss: 0.000113] [G loss: 0.240643]\n",
            "[Epoch 41/45] [Batch 1134/1488] [D loss: 0.000090] [G loss: 0.209040]\n",
            "[Epoch 41/45] [Batch 1135/1488] [D loss: 0.000475] [G loss: 0.201160]\n",
            "[Epoch 41/45] [Batch 1136/1488] [D loss: 0.000217] [G loss: 0.205407]\n",
            "[Epoch 41/45] [Batch 1137/1488] [D loss: 0.000172] [G loss: 0.222244]\n",
            "[Epoch 41/45] [Batch 1138/1488] [D loss: 0.000129] [G loss: 0.228029]\n",
            "[Epoch 41/45] [Batch 1139/1488] [D loss: 0.000130] [G loss: 0.210615]\n",
            "[Epoch 41/45] [Batch 1140/1488] [D loss: 0.000160] [G loss: 0.191752]\n",
            "[Epoch 41/45] [Batch 1141/1488] [D loss: 0.000157] [G loss: 0.214195]\n",
            "[Epoch 41/45] [Batch 1142/1488] [D loss: 0.000101] [G loss: 0.239049]\n",
            "[Epoch 41/45] [Batch 1143/1488] [D loss: 0.000075] [G loss: 0.220124]\n",
            "[Epoch 41/45] [Batch 1144/1488] [D loss: 0.000066] [G loss: 0.217118]\n",
            "[Epoch 41/45] [Batch 1145/1488] [D loss: 0.000051] [G loss: 0.199064]\n",
            "[Epoch 41/45] [Batch 1146/1488] [D loss: 0.000049] [G loss: 0.216854]\n",
            "[Epoch 41/45] [Batch 1147/1488] [D loss: 0.000037] [G loss: 0.214515]\n",
            "[Epoch 41/45] [Batch 1148/1488] [D loss: 0.000043] [G loss: 0.199769]\n",
            "[Epoch 41/45] [Batch 1149/1488] [D loss: 0.000069] [G loss: 0.202217]\n",
            "[Epoch 41/45] [Batch 1150/1488] [D loss: 0.000047] [G loss: 0.241280]\n",
            "[Epoch 41/45] [Batch 1151/1488] [D loss: 0.000075] [G loss: 0.275388]\n",
            "[Epoch 41/45] [Batch 1152/1488] [D loss: 0.004261] [G loss: 0.192960]\n",
            "[Epoch 41/45] [Batch 1153/1488] [D loss: 0.001470] [G loss: 0.190563]\n",
            "[Epoch 41/45] [Batch 1154/1488] [D loss: 0.001593] [G loss: 0.191745]\n",
            "[Epoch 41/45] [Batch 1155/1488] [D loss: 0.000602] [G loss: 0.201498]\n",
            "[Epoch 41/45] [Batch 1156/1488] [D loss: 0.000131] [G loss: 0.224324]\n",
            "[Epoch 41/45] [Batch 1157/1488] [D loss: 0.000139] [G loss: 0.179703]\n",
            "[Epoch 41/45] [Batch 1158/1488] [D loss: 0.000181] [G loss: 0.228370]\n",
            "[Epoch 41/45] [Batch 1159/1488] [D loss: 0.000142] [G loss: 0.203086]\n",
            "[Epoch 41/45] [Batch 1160/1488] [D loss: 0.000099] [G loss: 0.236899]\n",
            "[Epoch 41/45] [Batch 1161/1488] [D loss: 0.000098] [G loss: 0.232634]\n",
            "[Epoch 41/45] [Batch 1162/1488] [D loss: 0.000066] [G loss: 0.242042]\n",
            "[Epoch 41/45] [Batch 1163/1488] [D loss: 0.000071] [G loss: 0.219361]\n",
            "[Epoch 41/45] [Batch 1164/1488] [D loss: 0.000074] [G loss: 0.182090]\n",
            "[Epoch 41/45] [Batch 1165/1488] [D loss: 0.000059] [G loss: 0.202833]\n",
            "[Epoch 41/45] [Batch 1166/1488] [D loss: 0.000035] [G loss: 0.195596]\n",
            "[Epoch 41/45] [Batch 1167/1488] [D loss: 0.000035] [G loss: 0.219067]\n",
            "[Epoch 41/45] [Batch 1168/1488] [D loss: 0.000044] [G loss: 0.264707]\n",
            "[Epoch 41/45] [Batch 1169/1488] [D loss: 0.000042] [G loss: 0.175346]\n",
            "[Epoch 41/45] [Batch 1170/1488] [D loss: 0.000040] [G loss: 0.248878]\n",
            "[Epoch 41/45] [Batch 1171/1488] [D loss: 0.000031] [G loss: 0.200223]\n",
            "[Epoch 41/45] [Batch 1172/1488] [D loss: 0.000037] [G loss: 0.238226]\n",
            "[Epoch 41/45] [Batch 1173/1488] [D loss: 0.000032] [G loss: 0.221771]\n",
            "[Epoch 41/45] [Batch 1174/1488] [D loss: 0.000093] [G loss: 0.188290]\n",
            "[Epoch 41/45] [Batch 1175/1488] [D loss: 0.000048] [G loss: 0.216977]\n",
            "[Epoch 41/45] [Batch 1176/1488] [D loss: 0.000046] [G loss: 0.208042]\n",
            "[Epoch 41/45] [Batch 1177/1488] [D loss: 0.000041] [G loss: 0.189191]\n",
            "[Epoch 41/45] [Batch 1178/1488] [D loss: 0.000074] [G loss: 0.188015]\n",
            "[Epoch 41/45] [Batch 1179/1488] [D loss: 0.000100] [G loss: 0.215962]\n",
            "[Epoch 41/45] [Batch 1180/1488] [D loss: 0.000090] [G loss: 0.190724]\n",
            "[Epoch 41/45] [Batch 1181/1488] [D loss: 0.000083] [G loss: 0.183128]\n",
            "[Epoch 41/45] [Batch 1182/1488] [D loss: 0.000085] [G loss: 0.215811]\n",
            "[Epoch 41/45] [Batch 1183/1488] [D loss: 0.000429] [G loss: 0.229093]\n",
            "[Epoch 41/45] [Batch 1184/1488] [D loss: 0.000266] [G loss: 0.240374]\n",
            "[Epoch 41/45] [Batch 1185/1488] [D loss: 0.000373] [G loss: 0.192345]\n",
            "[Epoch 41/45] [Batch 1186/1488] [D loss: 0.000229] [G loss: 0.190148]\n",
            "[Epoch 41/45] [Batch 1187/1488] [D loss: 0.000242] [G loss: 0.205295]\n",
            "[Epoch 41/45] [Batch 1188/1488] [D loss: 0.000247] [G loss: 0.207989]\n",
            "[Epoch 41/45] [Batch 1189/1488] [D loss: 0.000197] [G loss: 0.177680]\n",
            "[Epoch 41/45] [Batch 1190/1488] [D loss: 0.000688] [G loss: 0.184070]\n",
            "[Epoch 41/45] [Batch 1191/1488] [D loss: 0.000413] [G loss: 0.207239]\n",
            "[Epoch 41/45] [Batch 1192/1488] [D loss: 0.000450] [G loss: 0.229245]\n",
            "[Epoch 41/45] [Batch 1193/1488] [D loss: 0.000348] [G loss: 0.195870]\n",
            "[Epoch 41/45] [Batch 1194/1488] [D loss: 0.000323] [G loss: 0.269213]\n",
            "[Epoch 41/45] [Batch 1195/1488] [D loss: 0.000360] [G loss: 0.234111]\n",
            "[Epoch 41/45] [Batch 1196/1488] [D loss: 0.000369] [G loss: 0.242026]\n",
            "[Epoch 41/45] [Batch 1197/1488] [D loss: 0.000370] [G loss: 0.195603]\n",
            "[Epoch 41/45] [Batch 1198/1488] [D loss: 0.000398] [G loss: 0.221094]\n",
            "[Epoch 41/45] [Batch 1199/1488] [D loss: 0.000333] [G loss: 0.238921]\n",
            "[Epoch 41/45] [Batch 1200/1488] [D loss: 0.000331] [G loss: 0.185150]\n",
            "[Epoch 41/45] [Batch 1201/1488] [D loss: 0.000292] [G loss: 0.236261]\n",
            "[Epoch 41/45] [Batch 1202/1488] [D loss: 0.000259] [G loss: 0.261929]\n",
            "[Epoch 41/45] [Batch 1203/1488] [D loss: 0.000296] [G loss: 0.187845]\n",
            "[Epoch 41/45] [Batch 1204/1488] [D loss: 0.000293] [G loss: 0.192726]\n",
            "[Epoch 41/45] [Batch 1205/1488] [D loss: 0.000286] [G loss: 0.283705]\n",
            "[Epoch 41/45] [Batch 1206/1488] [D loss: 0.000285] [G loss: 0.238904]\n",
            "[Epoch 41/45] [Batch 1207/1488] [D loss: 0.000313] [G loss: 0.195230]\n",
            "[Epoch 41/45] [Batch 1208/1488] [D loss: 0.000314] [G loss: 0.203405]\n",
            "[Epoch 41/45] [Batch 1209/1488] [D loss: 0.000292] [G loss: 0.186861]\n",
            "[Epoch 41/45] [Batch 1210/1488] [D loss: 0.000232] [G loss: 0.236844]\n",
            "[Epoch 41/45] [Batch 1211/1488] [D loss: 0.000182] [G loss: 0.238311]\n",
            "[Epoch 41/45] [Batch 1212/1488] [D loss: 0.000145] [G loss: 0.194499]\n",
            "[Epoch 41/45] [Batch 1213/1488] [D loss: 0.000099] [G loss: 0.212991]\n",
            "[Epoch 41/45] [Batch 1214/1488] [D loss: 0.000076] [G loss: 0.223591]\n",
            "[Epoch 41/45] [Batch 1215/1488] [D loss: 0.000071] [G loss: 0.236107]\n",
            "[Epoch 41/45] [Batch 1216/1488] [D loss: 0.000070] [G loss: 0.227510]\n",
            "[Epoch 41/45] [Batch 1217/1488] [D loss: 0.000076] [G loss: 0.184522]\n",
            "[Epoch 41/45] [Batch 1218/1488] [D loss: 0.000072] [G loss: 0.208293]\n",
            "[Epoch 41/45] [Batch 1219/1488] [D loss: 0.000069] [G loss: 0.209423]\n",
            "[Epoch 41/45] [Batch 1220/1488] [D loss: 0.000068] [G loss: 0.180935]\n",
            "[Epoch 41/45] [Batch 1221/1488] [D loss: 0.000075] [G loss: 0.267579]\n",
            "[Epoch 41/45] [Batch 1222/1488] [D loss: 0.000086] [G loss: 0.234765]\n",
            "[Epoch 41/45] [Batch 1223/1488] [D loss: 0.000091] [G loss: 0.244890]\n",
            "[Epoch 41/45] [Batch 1224/1488] [D loss: 0.000102] [G loss: 0.279242]\n",
            "[Epoch 41/45] [Batch 1225/1488] [D loss: 0.019279] [G loss: 0.206396]\n",
            "[Epoch 41/45] [Batch 1226/1488] [D loss: 0.005852] [G loss: 0.161626]\n",
            "[Epoch 41/45] [Batch 1227/1488] [D loss: 0.007137] [G loss: 0.229533]\n",
            "[Epoch 41/45] [Batch 1228/1488] [D loss: 0.040992] [G loss: 0.198621]\n",
            "[Epoch 41/45] [Batch 1229/1488] [D loss: 0.019975] [G loss: 0.181992]\n",
            "[Epoch 41/45] [Batch 1230/1488] [D loss: 0.016579] [G loss: 0.231576]\n",
            "[Epoch 41/45] [Batch 1231/1488] [D loss: 0.006169] [G loss: 0.234130]\n",
            "[Epoch 41/45] [Batch 1232/1488] [D loss: 0.002754] [G loss: 0.290138]\n",
            "[Epoch 41/45] [Batch 1233/1488] [D loss: 0.003284] [G loss: 0.226705]\n",
            "[Epoch 41/45] [Batch 1234/1488] [D loss: 0.003055] [G loss: 0.212691]\n",
            "[Epoch 41/45] [Batch 1235/1488] [D loss: 0.002073] [G loss: 0.230651]\n",
            "[Epoch 41/45] [Batch 1236/1488] [D loss: 0.001516] [G loss: 0.196656]\n",
            "[Epoch 41/45] [Batch 1237/1488] [D loss: 0.001216] [G loss: 0.197673]\n",
            "[Epoch 41/45] [Batch 1238/1488] [D loss: 0.000963] [G loss: 0.211149]\n",
            "[Epoch 41/45] [Batch 1239/1488] [D loss: 0.000765] [G loss: 0.252798]\n",
            "[Epoch 41/45] [Batch 1240/1488] [D loss: 0.000625] [G loss: 0.242016]\n",
            "[Epoch 41/45] [Batch 1241/1488] [D loss: 0.000503] [G loss: 0.195551]\n",
            "[Epoch 41/45] [Batch 1242/1488] [D loss: 0.000421] [G loss: 0.232072]\n",
            "[Epoch 41/45] [Batch 1243/1488] [D loss: 0.000321] [G loss: 0.250195]\n",
            "[Epoch 41/45] [Batch 1244/1488] [D loss: 0.000236] [G loss: 0.173135]\n",
            "[Epoch 41/45] [Batch 1245/1488] [D loss: 0.000155] [G loss: 0.215504]\n",
            "[Epoch 41/45] [Batch 1246/1488] [D loss: 0.000092] [G loss: 0.193892]\n",
            "[Epoch 41/45] [Batch 1247/1488] [D loss: 0.000092] [G loss: 0.305841]\n",
            "[Epoch 41/45] [Batch 1248/1488] [D loss: 0.000057] [G loss: 0.211781]\n",
            "[Epoch 41/45] [Batch 1249/1488] [D loss: 0.000073] [G loss: 0.262865]\n",
            "[Epoch 41/45] [Batch 1250/1488] [D loss: 0.000066] [G loss: 0.225408]\n",
            "[Epoch 41/45] [Batch 1251/1488] [D loss: 0.000055] [G loss: 0.199163]\n",
            "[Epoch 41/45] [Batch 1252/1488] [D loss: 0.000061] [G loss: 0.219822]\n",
            "[Epoch 41/45] [Batch 1253/1488] [D loss: 0.000064] [G loss: 0.217842]\n",
            "[Epoch 41/45] [Batch 1254/1488] [D loss: 0.000066] [G loss: 0.252941]\n",
            "[Epoch 41/45] [Batch 1255/1488] [D loss: 0.000073] [G loss: 0.211617]\n",
            "[Epoch 41/45] [Batch 1256/1488] [D loss: 0.000062] [G loss: 0.181565]\n",
            "[Epoch 41/45] [Batch 1257/1488] [D loss: 0.000061] [G loss: 0.155880]\n",
            "[Epoch 41/45] [Batch 1258/1488] [D loss: 0.000053] [G loss: 0.218430]\n",
            "[Epoch 41/45] [Batch 1259/1488] [D loss: 0.000064] [G loss: 0.243652]\n",
            "[Epoch 41/45] [Batch 1260/1488] [D loss: 0.000064] [G loss: 0.229163]\n",
            "[Epoch 41/45] [Batch 1261/1488] [D loss: 0.000080] [G loss: 0.232392]\n",
            "[Epoch 41/45] [Batch 1262/1488] [D loss: 0.000104] [G loss: 0.169134]\n",
            "[Epoch 41/45] [Batch 1263/1488] [D loss: 0.000120] [G loss: 0.170800]\n",
            "[Epoch 41/45] [Batch 1264/1488] [D loss: 0.000272] [G loss: 0.187811]\n",
            "[Epoch 41/45] [Batch 1265/1488] [D loss: 0.000246] [G loss: 0.200442]\n",
            "[Epoch 41/45] [Batch 1266/1488] [D loss: 0.000268] [G loss: 0.197694]\n",
            "[Epoch 41/45] [Batch 1267/1488] [D loss: 0.000236] [G loss: 0.200364]\n",
            "[Epoch 41/45] [Batch 1268/1488] [D loss: 0.000220] [G loss: 0.210175]\n",
            "[Epoch 41/45] [Batch 1269/1488] [D loss: 0.000192] [G loss: 0.228195]\n",
            "[Epoch 41/45] [Batch 1270/1488] [D loss: 0.000166] [G loss: 0.196006]\n",
            "[Epoch 41/45] [Batch 1271/1488] [D loss: 0.000122] [G loss: 0.222923]\n",
            "[Epoch 41/45] [Batch 1272/1488] [D loss: 0.000095] [G loss: 0.193097]\n",
            "[Epoch 41/45] [Batch 1273/1488] [D loss: 0.000059] [G loss: 0.211342]\n",
            "[Epoch 41/45] [Batch 1274/1488] [D loss: 0.000056] [G loss: 0.224179]\n",
            "[Epoch 41/45] [Batch 1275/1488] [D loss: 0.000065] [G loss: 0.236813]\n",
            "[Epoch 41/45] [Batch 1276/1488] [D loss: 0.000055] [G loss: 0.192002]\n",
            "[Epoch 41/45] [Batch 1277/1488] [D loss: 0.000051] [G loss: 0.300106]\n",
            "[Epoch 41/45] [Batch 1278/1488] [D loss: 0.000053] [G loss: 0.222390]\n",
            "[Epoch 41/45] [Batch 1279/1488] [D loss: 0.000064] [G loss: 0.215942]\n",
            "[Epoch 41/45] [Batch 1280/1488] [D loss: 0.000045] [G loss: 0.270077]\n",
            "[Epoch 41/45] [Batch 1281/1488] [D loss: 0.000053] [G loss: 0.209690]\n",
            "[Epoch 41/45] [Batch 1282/1488] [D loss: 0.000062] [G loss: 0.215004]\n",
            "[Epoch 41/45] [Batch 1283/1488] [D loss: 0.000524] [G loss: 0.220682]\n",
            "[Epoch 41/45] [Batch 1284/1488] [D loss: 0.000256] [G loss: 0.263120]\n",
            "[Epoch 41/45] [Batch 1285/1488] [D loss: 0.000261] [G loss: 0.168283]\n",
            "[Epoch 41/45] [Batch 1286/1488] [D loss: 0.003382] [G loss: 0.161476]\n",
            "[Epoch 41/45] [Batch 1287/1488] [D loss: 0.001191] [G loss: 0.199510]\n",
            "[Epoch 41/45] [Batch 1288/1488] [D loss: 0.001550] [G loss: 0.189178]\n",
            "[Epoch 41/45] [Batch 1289/1488] [D loss: 0.000766] [G loss: 0.240351]\n",
            "[Epoch 41/45] [Batch 1290/1488] [D loss: 0.000197] [G loss: 0.189962]\n",
            "[Epoch 41/45] [Batch 1291/1488] [D loss: 0.000176] [G loss: 0.195024]\n",
            "[Epoch 41/45] [Batch 1292/1488] [D loss: 0.000200] [G loss: 0.214503]\n",
            "[Epoch 41/45] [Batch 1293/1488] [D loss: 0.000267] [G loss: 0.219427]\n",
            "[Epoch 41/45] [Batch 1294/1488] [D loss: 0.000288] [G loss: 0.193508]\n",
            "[Epoch 41/45] [Batch 1295/1488] [D loss: 0.004004] [G loss: 0.160766]\n",
            "[Epoch 41/45] [Batch 1296/1488] [D loss: 0.001685] [G loss: 0.235205]\n",
            "[Epoch 41/45] [Batch 1297/1488] [D loss: 0.001980] [G loss: 0.171234]\n",
            "[Epoch 41/45] [Batch 1298/1488] [D loss: 0.001162] [G loss: 0.248114]\n",
            "[Epoch 41/45] [Batch 1299/1488] [D loss: 0.000538] [G loss: 0.195580]\n",
            "[Epoch 41/45] [Batch 1300/1488] [D loss: 0.000470] [G loss: 0.156668]\n",
            "[Epoch 41/45] [Batch 1301/1488] [D loss: 0.000499] [G loss: 0.195326]\n",
            "[Epoch 41/45] [Batch 1302/1488] [D loss: 0.000453] [G loss: 0.179993]\n",
            "[Epoch 41/45] [Batch 1303/1488] [D loss: 0.000409] [G loss: 0.219034]\n",
            "[Epoch 41/45] [Batch 1304/1488] [D loss: 0.000394] [G loss: 0.188536]\n",
            "[Epoch 41/45] [Batch 1305/1488] [D loss: 0.000406] [G loss: 0.237471]\n",
            "[Epoch 41/45] [Batch 1306/1488] [D loss: 0.000473] [G loss: 0.204959]\n",
            "[Epoch 41/45] [Batch 1307/1488] [D loss: 0.000540] [G loss: 0.238663]\n",
            "[Epoch 41/45] [Batch 1308/1488] [D loss: 0.000577] [G loss: 0.193767]\n",
            "[Epoch 41/45] [Batch 1309/1488] [D loss: 0.000611] [G loss: 0.225823]\n",
            "[Epoch 41/45] [Batch 1310/1488] [D loss: 0.000617] [G loss: 0.228879]\n",
            "[Epoch 41/45] [Batch 1311/1488] [D loss: 0.000771] [G loss: 0.219064]\n",
            "[Epoch 41/45] [Batch 1312/1488] [D loss: 0.003501] [G loss: 0.131778]\n",
            "[Epoch 41/45] [Batch 1313/1488] [D loss: 0.002094] [G loss: 0.205884]\n",
            "[Epoch 41/45] [Batch 1314/1488] [D loss: 0.002168] [G loss: 0.243968]\n",
            "[Epoch 41/45] [Batch 1315/1488] [D loss: 0.001375] [G loss: 0.236082]\n",
            "[Epoch 41/45] [Batch 1316/1488] [D loss: 0.000864] [G loss: 0.187740]\n",
            "[Epoch 41/45] [Batch 1317/1488] [D loss: 0.000696] [G loss: 0.202824]\n",
            "[Epoch 41/45] [Batch 1318/1488] [D loss: 0.000621] [G loss: 0.253186]\n",
            "[Epoch 41/45] [Batch 1319/1488] [D loss: 0.000508] [G loss: 0.217694]\n",
            "[Epoch 41/45] [Batch 1320/1488] [D loss: 0.000381] [G loss: 0.242268]\n",
            "[Epoch 41/45] [Batch 1321/1488] [D loss: 0.000260] [G loss: 0.256625]\n",
            "[Epoch 41/45] [Batch 1322/1488] [D loss: 0.000308] [G loss: 0.209311]\n",
            "[Epoch 41/45] [Batch 1323/1488] [D loss: 0.000401] [G loss: 0.212844]\n",
            "[Epoch 41/45] [Batch 1324/1488] [D loss: 0.000203] [G loss: 0.232370]\n",
            "[Epoch 41/45] [Batch 1325/1488] [D loss: 0.000188] [G loss: 0.241272]\n",
            "[Epoch 41/45] [Batch 1326/1488] [D loss: 0.000191] [G loss: 0.203785]\n",
            "[Epoch 41/45] [Batch 1327/1488] [D loss: 0.000194] [G loss: 0.181344]\n",
            "[Epoch 41/45] [Batch 1328/1488] [D loss: 0.000285] [G loss: 0.189565]\n",
            "[Epoch 41/45] [Batch 1329/1488] [D loss: 0.000374] [G loss: 0.203981]\n",
            "[Epoch 41/45] [Batch 1330/1488] [D loss: 0.000336] [G loss: 0.233509]\n",
            "[Epoch 41/45] [Batch 1331/1488] [D loss: 0.000385] [G loss: 0.204212]\n",
            "[Epoch 41/45] [Batch 1332/1488] [D loss: 0.000384] [G loss: 0.226017]\n",
            "[Epoch 41/45] [Batch 1333/1488] [D loss: 0.000390] [G loss: 0.183096]\n",
            "[Epoch 41/45] [Batch 1334/1488] [D loss: 0.000404] [G loss: 0.242571]\n",
            "[Epoch 41/45] [Batch 1335/1488] [D loss: 0.000356] [G loss: 0.199582]\n",
            "[Epoch 41/45] [Batch 1336/1488] [D loss: 0.000939] [G loss: 0.212419]\n",
            "[Epoch 41/45] [Batch 1337/1488] [D loss: 0.000614] [G loss: 0.229880]\n",
            "[Epoch 41/45] [Batch 1338/1488] [D loss: 0.000483] [G loss: 0.218278]\n",
            "[Epoch 41/45] [Batch 1339/1488] [D loss: 0.000379] [G loss: 0.233351]\n",
            "[Epoch 41/45] [Batch 1340/1488] [D loss: 0.000304] [G loss: 0.216913]\n",
            "[Epoch 41/45] [Batch 1341/1488] [D loss: 0.000264] [G loss: 0.221453]\n",
            "[Epoch 41/45] [Batch 1342/1488] [D loss: 0.000827] [G loss: 0.200986]\n",
            "[Epoch 41/45] [Batch 1343/1488] [D loss: 0.000451] [G loss: 0.254426]\n",
            "[Epoch 41/45] [Batch 1344/1488] [D loss: 0.000534] [G loss: 0.149509]\n",
            "[Epoch 41/45] [Batch 1345/1488] [D loss: 0.000650] [G loss: 0.251578]\n",
            "[Epoch 41/45] [Batch 1346/1488] [D loss: 0.000349] [G loss: 0.196138]\n",
            "[Epoch 41/45] [Batch 1347/1488] [D loss: 0.000434] [G loss: 0.202627]\n",
            "[Epoch 41/45] [Batch 1348/1488] [D loss: 0.000355] [G loss: 0.198582]\n",
            "[Epoch 41/45] [Batch 1349/1488] [D loss: 0.000224] [G loss: 0.263897]\n",
            "[Epoch 41/45] [Batch 1350/1488] [D loss: 0.000234] [G loss: 0.178935]\n",
            "[Epoch 41/45] [Batch 1351/1488] [D loss: 0.000150] [G loss: 0.181487]\n",
            "[Epoch 41/45] [Batch 1352/1488] [D loss: 0.000170] [G loss: 0.187531]\n",
            "[Epoch 41/45] [Batch 1353/1488] [D loss: 0.000134] [G loss: 0.210328]\n",
            "[Epoch 41/45] [Batch 1354/1488] [D loss: 0.000089] [G loss: 0.201943]\n",
            "[Epoch 41/45] [Batch 1355/1488] [D loss: 0.000072] [G loss: 0.195373]\n",
            "[Epoch 41/45] [Batch 1356/1488] [D loss: 0.000066] [G loss: 0.254536]\n",
            "[Epoch 41/45] [Batch 1357/1488] [D loss: 0.000105] [G loss: 0.199466]\n",
            "[Epoch 41/45] [Batch 1358/1488] [D loss: 0.000102] [G loss: 0.215434]\n",
            "[Epoch 41/45] [Batch 1359/1488] [D loss: 0.000097] [G loss: 0.223758]\n",
            "[Epoch 41/45] [Batch 1360/1488] [D loss: 0.000113] [G loss: 0.208697]\n",
            "[Epoch 41/45] [Batch 1361/1488] [D loss: 0.000116] [G loss: 0.187593]\n",
            "[Epoch 41/45] [Batch 1362/1488] [D loss: 0.000117] [G loss: 0.210093]\n",
            "[Epoch 41/45] [Batch 1363/1488] [D loss: 0.000126] [G loss: 0.250508]\n",
            "[Epoch 41/45] [Batch 1364/1488] [D loss: 0.000134] [G loss: 0.180846]\n",
            "[Epoch 41/45] [Batch 1365/1488] [D loss: 0.000125] [G loss: 0.201752]\n",
            "[Epoch 41/45] [Batch 1366/1488] [D loss: 0.000124] [G loss: 0.225386]\n",
            "[Epoch 41/45] [Batch 1367/1488] [D loss: 0.000096] [G loss: 0.193611]\n",
            "[Epoch 41/45] [Batch 1368/1488] [D loss: 0.000116] [G loss: 0.157603]\n",
            "[Epoch 41/45] [Batch 1369/1488] [D loss: 0.000123] [G loss: 0.250446]\n",
            "[Epoch 41/45] [Batch 1370/1488] [D loss: 0.000111] [G loss: 0.240571]\n",
            "[Epoch 41/45] [Batch 1371/1488] [D loss: 0.000103] [G loss: 0.212434]\n",
            "[Epoch 41/45] [Batch 1372/1488] [D loss: 0.000090] [G loss: 0.255850]\n",
            "[Epoch 41/45] [Batch 1373/1488] [D loss: 0.000109] [G loss: 0.205060]\n",
            "[Epoch 41/45] [Batch 1374/1488] [D loss: 0.000086] [G loss: 0.247574]\n",
            "[Epoch 41/45] [Batch 1375/1488] [D loss: 0.000088] [G loss: 0.205840]\n",
            "[Epoch 41/45] [Batch 1376/1488] [D loss: 0.000092] [G loss: 0.189816]\n",
            "[Epoch 41/45] [Batch 1377/1488] [D loss: 0.000204] [G loss: 0.218993]\n",
            "[Epoch 41/45] [Batch 1378/1488] [D loss: 0.000137] [G loss: 0.251293]\n",
            "[Epoch 41/45] [Batch 1379/1488] [D loss: 0.000182] [G loss: 0.188912]\n",
            "[Epoch 41/45] [Batch 1380/1488] [D loss: 0.000158] [G loss: 0.213360]\n",
            "[Epoch 41/45] [Batch 1381/1488] [D loss: 0.000150] [G loss: 0.233311]\n",
            "[Epoch 41/45] [Batch 1382/1488] [D loss: 0.000143] [G loss: 0.232327]\n",
            "[Epoch 41/45] [Batch 1383/1488] [D loss: 0.000122] [G loss: 0.189885]\n",
            "[Epoch 41/45] [Batch 1384/1488] [D loss: 0.000111] [G loss: 0.200558]\n",
            "[Epoch 41/45] [Batch 1385/1488] [D loss: 0.000118] [G loss: 0.209451]\n",
            "[Epoch 41/45] [Batch 1386/1488] [D loss: 0.000085] [G loss: 0.212533]\n",
            "[Epoch 41/45] [Batch 1387/1488] [D loss: 0.000076] [G loss: 0.217869]\n",
            "[Epoch 41/45] [Batch 1388/1488] [D loss: 0.000061] [G loss: 0.262584]\n",
            "[Epoch 41/45] [Batch 1389/1488] [D loss: 0.000049] [G loss: 0.204869]\n",
            "[Epoch 41/45] [Batch 1390/1488] [D loss: 0.000069] [G loss: 0.185850]\n",
            "[Epoch 41/45] [Batch 1391/1488] [D loss: 0.000274] [G loss: 0.175679]\n",
            "[Epoch 41/45] [Batch 1392/1488] [D loss: 0.000203] [G loss: 0.207607]\n",
            "[Epoch 41/45] [Batch 1393/1488] [D loss: 0.000231] [G loss: 0.183690]\n",
            "[Epoch 41/45] [Batch 1394/1488] [D loss: 0.000212] [G loss: 0.208765]\n",
            "[Epoch 41/45] [Batch 1395/1488] [D loss: 0.000303] [G loss: 0.261883]\n",
            "[Epoch 41/45] [Batch 1396/1488] [D loss: 0.000383] [G loss: 0.208741]\n",
            "[Epoch 41/45] [Batch 1397/1488] [D loss: 0.000482] [G loss: 0.205846]\n",
            "[Epoch 41/45] [Batch 1398/1488] [D loss: 0.000561] [G loss: 0.213809]\n",
            "[Epoch 41/45] [Batch 1399/1488] [D loss: 0.000618] [G loss: 0.224626]\n",
            "[Epoch 41/45] [Batch 1400/1488] [D loss: 0.000641] [G loss: 0.252744]\n",
            "[Epoch 41/45] [Batch 1401/1488] [D loss: 0.000666] [G loss: 0.265530]\n",
            "[Epoch 41/45] [Batch 1402/1488] [D loss: 0.000710] [G loss: 0.223009]\n",
            "[Epoch 41/45] [Batch 1403/1488] [D loss: 0.000786] [G loss: 0.261297]\n",
            "[Epoch 41/45] [Batch 1404/1488] [D loss: 0.000844] [G loss: 0.213604]\n",
            "[Epoch 41/45] [Batch 1405/1488] [D loss: 0.000878] [G loss: 0.195984]\n",
            "[Epoch 41/45] [Batch 1406/1488] [D loss: 0.000873] [G loss: 0.176507]\n",
            "[Epoch 41/45] [Batch 1407/1488] [D loss: 0.000847] [G loss: 0.263438]\n",
            "[Epoch 41/45] [Batch 1408/1488] [D loss: 0.000793] [G loss: 0.206309]\n",
            "[Epoch 41/45] [Batch 1409/1488] [D loss: 0.000705] [G loss: 0.232139]\n",
            "[Epoch 41/45] [Batch 1410/1488] [D loss: 0.000619] [G loss: 0.234241]\n",
            "[Epoch 41/45] [Batch 1411/1488] [D loss: 0.000527] [G loss: 0.197613]\n",
            "[Epoch 41/45] [Batch 1412/1488] [D loss: 0.000467] [G loss: 0.243938]\n",
            "[Epoch 41/45] [Batch 1413/1488] [D loss: 0.000404] [G loss: 0.215691]\n",
            "[Epoch 41/45] [Batch 1414/1488] [D loss: 0.000324] [G loss: 0.169936]\n",
            "[Epoch 41/45] [Batch 1415/1488] [D loss: 0.000264] [G loss: 0.216242]\n",
            "[Epoch 41/45] [Batch 1416/1488] [D loss: 0.000236] [G loss: 0.179262]\n",
            "[Epoch 41/45] [Batch 1417/1488] [D loss: 0.000188] [G loss: 0.224946]\n",
            "[Epoch 41/45] [Batch 1418/1488] [D loss: 0.000148] [G loss: 0.245719]\n",
            "[Epoch 41/45] [Batch 1419/1488] [D loss: 0.013080] [G loss: 0.209428]\n",
            "[Epoch 41/45] [Batch 1420/1488] [D loss: 0.006286] [G loss: 0.216117]\n",
            "[Epoch 41/45] [Batch 1421/1488] [D loss: 0.009427] [G loss: 0.226090]\n",
            "[Epoch 41/45] [Batch 1422/1488] [D loss: 0.018199] [G loss: 0.227627]\n",
            "[Epoch 41/45] [Batch 1423/1488] [D loss: 0.023683] [G loss: 0.204427]\n",
            "[Epoch 41/45] [Batch 1424/1488] [D loss: 0.024419] [G loss: 0.262333]\n",
            "[Epoch 41/45] [Batch 1425/1488] [D loss: 0.015824] [G loss: 0.215513]\n",
            "[Epoch 41/45] [Batch 1426/1488] [D loss: 0.010790] [G loss: 0.220434]\n",
            "[Epoch 41/45] [Batch 1427/1488] [D loss: 0.011382] [G loss: 0.176895]\n",
            "[Epoch 41/45] [Batch 1428/1488] [D loss: 0.012263] [G loss: 0.203744]\n",
            "[Epoch 41/45] [Batch 1429/1488] [D loss: 0.009825] [G loss: 0.164068]\n",
            "[Epoch 41/45] [Batch 1430/1488] [D loss: 0.005423] [G loss: 0.210870]\n",
            "[Epoch 41/45] [Batch 1431/1488] [D loss: 0.002227] [G loss: 0.177378]\n",
            "[Epoch 41/45] [Batch 1432/1488] [D loss: 0.000961] [G loss: 0.253828]\n",
            "[Epoch 41/45] [Batch 1433/1488] [D loss: 0.000754] [G loss: 0.200395]\n",
            "[Epoch 41/45] [Batch 1434/1488] [D loss: 0.000606] [G loss: 0.202594]\n",
            "[Epoch 41/45] [Batch 1435/1488] [D loss: 0.000555] [G loss: 0.289373]\n",
            "[Epoch 41/45] [Batch 1436/1488] [D loss: 0.000453] [G loss: 0.254346]\n",
            "[Epoch 41/45] [Batch 1437/1488] [D loss: 0.000320] [G loss: 0.230520]\n",
            "[Epoch 41/45] [Batch 1438/1488] [D loss: 0.000297] [G loss: 0.253344]\n",
            "[Epoch 41/45] [Batch 1439/1488] [D loss: 0.000238] [G loss: 0.221794]\n",
            "[Epoch 41/45] [Batch 1440/1488] [D loss: 0.000195] [G loss: 0.221294]\n",
            "[Epoch 41/45] [Batch 1441/1488] [D loss: 0.000176] [G loss: 0.197575]\n",
            "[Epoch 41/45] [Batch 1442/1488] [D loss: 0.000178] [G loss: 0.220264]\n",
            "[Epoch 41/45] [Batch 1443/1488] [D loss: 0.000178] [G loss: 0.179637]\n",
            "[Epoch 41/45] [Batch 1444/1488] [D loss: 0.000178] [G loss: 0.202077]\n",
            "[Epoch 41/45] [Batch 1445/1488] [D loss: 0.000166] [G loss: 0.208402]\n",
            "[Epoch 41/45] [Batch 1446/1488] [D loss: 0.000193] [G loss: 0.226710]\n",
            "[Epoch 41/45] [Batch 1447/1488] [D loss: 0.000167] [G loss: 0.204401]\n",
            "[Epoch 41/45] [Batch 1448/1488] [D loss: 0.000152] [G loss: 0.246862]\n",
            "[Epoch 41/45] [Batch 1449/1488] [D loss: 0.000135] [G loss: 0.257498]\n",
            "[Epoch 41/45] [Batch 1450/1488] [D loss: 0.000119] [G loss: 0.276843]\n",
            "[Epoch 41/45] [Batch 1451/1488] [D loss: 0.000100] [G loss: 0.250839]\n",
            "[Epoch 41/45] [Batch 1452/1488] [D loss: 0.000086] [G loss: 0.243097]\n",
            "[Epoch 41/45] [Batch 1453/1488] [D loss: 0.000086] [G loss: 0.206702]\n",
            "[Epoch 41/45] [Batch 1454/1488] [D loss: 0.000081] [G loss: 0.222162]\n",
            "[Epoch 41/45] [Batch 1455/1488] [D loss: 0.000070] [G loss: 0.212991]\n",
            "[Epoch 41/45] [Batch 1456/1488] [D loss: 0.000067] [G loss: 0.189049]\n",
            "[Epoch 41/45] [Batch 1457/1488] [D loss: 0.000061] [G loss: 0.226596]\n",
            "[Epoch 41/45] [Batch 1458/1488] [D loss: 0.000083] [G loss: 0.228241]\n",
            "[Epoch 41/45] [Batch 1459/1488] [D loss: 0.000086] [G loss: 0.179773]\n",
            "[Epoch 41/45] [Batch 1460/1488] [D loss: 0.000089] [G loss: 0.172433]\n",
            "[Epoch 41/45] [Batch 1461/1488] [D loss: 0.010112] [G loss: 0.209756]\n",
            "[Epoch 41/45] [Batch 1462/1488] [D loss: 0.002136] [G loss: 0.212229]\n",
            "[Epoch 41/45] [Batch 1463/1488] [D loss: 0.002717] [G loss: 0.185882]\n",
            "[Epoch 41/45] [Batch 1464/1488] [D loss: 0.001508] [G loss: 0.198281]\n",
            "[Epoch 41/45] [Batch 1465/1488] [D loss: 0.000575] [G loss: 0.220879]\n",
            "[Epoch 41/45] [Batch 1466/1488] [D loss: 0.000340] [G loss: 0.216798]\n",
            "[Epoch 41/45] [Batch 1467/1488] [D loss: 0.000340] [G loss: 0.222414]\n",
            "[Epoch 41/45] [Batch 1468/1488] [D loss: 0.000338] [G loss: 0.194313]\n",
            "[Epoch 41/45] [Batch 1469/1488] [D loss: 0.000350] [G loss: 0.205904]\n",
            "[Epoch 41/45] [Batch 1470/1488] [D loss: 0.000314] [G loss: 0.199920]\n",
            "[Epoch 41/45] [Batch 1471/1488] [D loss: 0.058578] [G loss: 0.214856]\n",
            "[Epoch 41/45] [Batch 1472/1488] [D loss: 0.024869] [G loss: 0.217693]\n",
            "[Epoch 41/45] [Batch 1473/1488] [D loss: 0.031233] [G loss: 0.217701]\n",
            "[Epoch 41/45] [Batch 1474/1488] [D loss: 0.013699] [G loss: 0.232363]\n",
            "[Epoch 41/45] [Batch 1475/1488] [D loss: 0.002730] [G loss: 0.279179]\n",
            "[Epoch 41/45] [Batch 1476/1488] [D loss: 0.001764] [G loss: 0.243484]\n",
            "[Epoch 41/45] [Batch 1477/1488] [D loss: 0.002099] [G loss: 0.207367]\n",
            "[Epoch 41/45] [Batch 1478/1488] [D loss: 0.001393] [G loss: 0.190518]\n",
            "[Epoch 41/45] [Batch 1479/1488] [D loss: 0.000882] [G loss: 0.220624]\n",
            "[Epoch 41/45] [Batch 1480/1488] [D loss: 0.000569] [G loss: 0.211738]\n",
            "[Epoch 41/45] [Batch 1481/1488] [D loss: 0.000334] [G loss: 0.241861]\n",
            "[Epoch 41/45] [Batch 1482/1488] [D loss: 0.000182] [G loss: 0.220026]\n",
            "[Epoch 41/45] [Batch 1483/1488] [D loss: 0.000112] [G loss: 0.268849]\n",
            "[Epoch 41/45] [Batch 1484/1488] [D loss: 0.000085] [G loss: 0.218650]\n",
            "[Epoch 41/45] [Batch 1485/1488] [D loss: 0.000057] [G loss: 0.259864]\n",
            "[Epoch 41/45] [Batch 1486/1488] [D loss: 0.000103] [G loss: 0.244966]\n",
            "[Epoch 41/45] [Batch 1487/1488] [D loss: 0.000077] [G loss: 0.231280]\n",
            "[Epoch 42/45] [Batch 0/1488] [D loss: 0.000122] [G loss: 0.257796]\n",
            "[Epoch 42/45] [Batch 1/1488] [D loss: 0.000735] [G loss: 0.184625]\n",
            "[Epoch 42/45] [Batch 2/1488] [D loss: 0.000181] [G loss: 0.266179]\n",
            "[Epoch 42/45] [Batch 3/1488] [D loss: 0.000266] [G loss: 0.197668]\n",
            "[Epoch 42/45] [Batch 4/1488] [D loss: 0.000197] [G loss: 0.278467]\n",
            "[Epoch 42/45] [Batch 5/1488] [D loss: 0.000122] [G loss: 0.192514]\n",
            "[Epoch 42/45] [Batch 6/1488] [D loss: 0.000066] [G loss: 0.189163]\n",
            "[Epoch 42/45] [Batch 7/1488] [D loss: 0.000058] [G loss: 0.266634]\n",
            "[Epoch 42/45] [Batch 8/1488] [D loss: 0.000059] [G loss: 0.226282]\n",
            "[Epoch 42/45] [Batch 9/1488] [D loss: 0.000053] [G loss: 0.226622]\n",
            "[Epoch 42/45] [Batch 10/1488] [D loss: 0.000058] [G loss: 0.223108]\n",
            "[Epoch 42/45] [Batch 11/1488] [D loss: 0.000066] [G loss: 0.231250]\n",
            "[Epoch 42/45] [Batch 12/1488] [D loss: 0.000083] [G loss: 0.248183]\n",
            "[Epoch 42/45] [Batch 13/1488] [D loss: 0.000045] [G loss: 0.244271]\n",
            "[Epoch 42/45] [Batch 14/1488] [D loss: 0.000053] [G loss: 0.196791]\n",
            "[Epoch 42/45] [Batch 15/1488] [D loss: 0.003830] [G loss: 0.202424]\n",
            "[Epoch 42/45] [Batch 16/1488] [D loss: 0.001409] [G loss: 0.220724]\n",
            "[Epoch 42/45] [Batch 17/1488] [D loss: 0.001588] [G loss: 0.239176]\n",
            "[Epoch 42/45] [Batch 18/1488] [D loss: 0.000546] [G loss: 0.190855]\n",
            "[Epoch 42/45] [Batch 19/1488] [D loss: 0.000117] [G loss: 0.237916]\n",
            "[Epoch 42/45] [Batch 20/1488] [D loss: 0.000170] [G loss: 0.243038]\n",
            "[Epoch 42/45] [Batch 21/1488] [D loss: 0.000144] [G loss: 0.270038]\n",
            "[Epoch 42/45] [Batch 22/1488] [D loss: 0.000068] [G loss: 0.242929]\n",
            "[Epoch 42/45] [Batch 23/1488] [D loss: 0.000039] [G loss: 0.222634]\n",
            "[Epoch 42/45] [Batch 24/1488] [D loss: 0.000048] [G loss: 0.236055]\n",
            "[Epoch 42/45] [Batch 25/1488] [D loss: 0.000048] [G loss: 0.219196]\n",
            "[Epoch 42/45] [Batch 26/1488] [D loss: 0.000045] [G loss: 0.234078]\n",
            "[Epoch 42/45] [Batch 27/1488] [D loss: 0.000083] [G loss: 0.197197]\n",
            "[Epoch 42/45] [Batch 28/1488] [D loss: 0.000053] [G loss: 0.191721]\n",
            "[Epoch 42/45] [Batch 29/1488] [D loss: 0.000066] [G loss: 0.267799]\n",
            "[Epoch 42/45] [Batch 30/1488] [D loss: 0.000069] [G loss: 0.241898]\n",
            "[Epoch 42/45] [Batch 31/1488] [D loss: 0.000057] [G loss: 0.212613]\n",
            "[Epoch 42/45] [Batch 32/1488] [D loss: 0.000037] [G loss: 0.202384]\n",
            "[Epoch 42/45] [Batch 33/1488] [D loss: 0.000448] [G loss: 0.184575]\n",
            "[Epoch 42/45] [Batch 34/1488] [D loss: 0.000191] [G loss: 0.209187]\n",
            "[Epoch 42/45] [Batch 35/1488] [D loss: 0.000216] [G loss: 0.249637]\n",
            "[Epoch 42/45] [Batch 36/1488] [D loss: 0.000133] [G loss: 0.206162]\n",
            "[Epoch 42/45] [Batch 37/1488] [D loss: 0.000109] [G loss: 0.208851]\n",
            "[Epoch 42/45] [Batch 38/1488] [D loss: 0.000114] [G loss: 0.212833]\n",
            "[Epoch 42/45] [Batch 39/1488] [D loss: 0.000108] [G loss: 0.238708]\n",
            "[Epoch 42/45] [Batch 40/1488] [D loss: 0.000071] [G loss: 0.186932]\n",
            "[Epoch 42/45] [Batch 41/1488] [D loss: 0.000039] [G loss: 0.231271]\n",
            "[Epoch 42/45] [Batch 42/1488] [D loss: 0.000042] [G loss: 0.218727]\n",
            "[Epoch 42/45] [Batch 43/1488] [D loss: 0.000057] [G loss: 0.203050]\n",
            "[Epoch 42/45] [Batch 44/1488] [D loss: 0.000053] [G loss: 0.219013]\n",
            "[Epoch 42/45] [Batch 45/1488] [D loss: 0.000065] [G loss: 0.191574]\n",
            "[Epoch 42/45] [Batch 46/1488] [D loss: 0.000067] [G loss: 0.213055]\n",
            "[Epoch 42/45] [Batch 47/1488] [D loss: 0.000066] [G loss: 0.205486]\n",
            "[Epoch 42/45] [Batch 48/1488] [D loss: 0.000065] [G loss: 0.209712]\n",
            "[Epoch 42/45] [Batch 49/1488] [D loss: 0.000048] [G loss: 0.207765]\n",
            "[Epoch 42/45] [Batch 50/1488] [D loss: 0.000048] [G loss: 0.224215]\n",
            "[Epoch 42/45] [Batch 51/1488] [D loss: 0.000051] [G loss: 0.193115]\n",
            "[Epoch 42/45] [Batch 52/1488] [D loss: 0.000052] [G loss: 0.206575]\n",
            "[Epoch 42/45] [Batch 53/1488] [D loss: 0.000045] [G loss: 0.227685]\n",
            "[Epoch 42/45] [Batch 54/1488] [D loss: 0.000047] [G loss: 0.253440]\n",
            "[Epoch 42/45] [Batch 55/1488] [D loss: 0.000045] [G loss: 0.260195]\n",
            "[Epoch 42/45] [Batch 56/1488] [D loss: 0.000043] [G loss: 0.225417]\n",
            "[Epoch 42/45] [Batch 57/1488] [D loss: 0.000057] [G loss: 0.225412]\n",
            "[Epoch 42/45] [Batch 58/1488] [D loss: 0.000040] [G loss: 0.229209]\n",
            "[Epoch 42/45] [Batch 59/1488] [D loss: 0.000043] [G loss: 0.170262]\n",
            "[Epoch 42/45] [Batch 60/1488] [D loss: 0.000053] [G loss: 0.239902]\n",
            "[Epoch 42/45] [Batch 61/1488] [D loss: 0.000052] [G loss: 0.241093]\n",
            "[Epoch 42/45] [Batch 62/1488] [D loss: 0.000063] [G loss: 0.225217]\n",
            "[Epoch 42/45] [Batch 63/1488] [D loss: 0.000038] [G loss: 0.247797]\n",
            "[Epoch 42/45] [Batch 64/1488] [D loss: 0.000039] [G loss: 0.185223]\n",
            "[Epoch 42/45] [Batch 65/1488] [D loss: 0.000048] [G loss: 0.258951]\n",
            "[Epoch 42/45] [Batch 66/1488] [D loss: 0.000046] [G loss: 0.217657]\n",
            "[Epoch 42/45] [Batch 67/1488] [D loss: 0.000058] [G loss: 0.234813]\n",
            "[Epoch 42/45] [Batch 68/1488] [D loss: 0.000118] [G loss: 0.247028]\n",
            "[Epoch 42/45] [Batch 69/1488] [D loss: 0.000085] [G loss: 0.219029]\n",
            "[Epoch 42/45] [Batch 70/1488] [D loss: 0.000094] [G loss: 0.162389]\n",
            "[Epoch 42/45] [Batch 71/1488] [D loss: 0.000090] [G loss: 0.229265]\n",
            "[Epoch 42/45] [Batch 72/1488] [D loss: 0.000156] [G loss: 0.193742]\n",
            "[Epoch 42/45] [Batch 73/1488] [D loss: 0.000097] [G loss: 0.199789]\n",
            "[Epoch 42/45] [Batch 74/1488] [D loss: 0.000232] [G loss: 0.175008]\n",
            "[Epoch 42/45] [Batch 75/1488] [D loss: 0.000177] [G loss: 0.232997]\n",
            "[Epoch 42/45] [Batch 76/1488] [D loss: 0.000138] [G loss: 0.143436]\n",
            "[Epoch 42/45] [Batch 77/1488] [D loss: 0.000124] [G loss: 0.209034]\n",
            "[Epoch 42/45] [Batch 78/1488] [D loss: 0.000082] [G loss: 0.223246]\n",
            "[Epoch 42/45] [Batch 79/1488] [D loss: 0.000076] [G loss: 0.180229]\n",
            "[Epoch 42/45] [Batch 80/1488] [D loss: 0.000085] [G loss: 0.218965]\n",
            "[Epoch 42/45] [Batch 81/1488] [D loss: 0.000081] [G loss: 0.204483]\n",
            "[Epoch 42/45] [Batch 82/1488] [D loss: 0.000060] [G loss: 0.199245]\n",
            "[Epoch 42/45] [Batch 83/1488] [D loss: 0.000043] [G loss: 0.260112]\n",
            "[Epoch 42/45] [Batch 84/1488] [D loss: 0.000032] [G loss: 0.231199]\n",
            "[Epoch 42/45] [Batch 85/1488] [D loss: 0.000034] [G loss: 0.281672]\n",
            "[Epoch 42/45] [Batch 86/1488] [D loss: 0.000044] [G loss: 0.222610]\n",
            "[Epoch 42/45] [Batch 87/1488] [D loss: 0.000050] [G loss: 0.226841]\n",
            "[Epoch 42/45] [Batch 88/1488] [D loss: 0.000053] [G loss: 0.245949]\n",
            "[Epoch 42/45] [Batch 89/1488] [D loss: 0.000053] [G loss: 0.197622]\n",
            "[Epoch 42/45] [Batch 90/1488] [D loss: 0.000053] [G loss: 0.217712]\n",
            "[Epoch 42/45] [Batch 91/1488] [D loss: 0.000049] [G loss: 0.252782]\n",
            "[Epoch 42/45] [Batch 92/1488] [D loss: 0.000045] [G loss: 0.231749]\n",
            "[Epoch 42/45] [Batch 93/1488] [D loss: 0.000042] [G loss: 0.219197]\n",
            "[Epoch 42/45] [Batch 94/1488] [D loss: 0.000039] [G loss: 0.222321]\n",
            "[Epoch 42/45] [Batch 95/1488] [D loss: 0.000044] [G loss: 0.220263]\n",
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            "[Epoch 42/45] [Batch 565/1488] [D loss: 0.000078] [G loss: 0.202365]\n",
            "[Epoch 42/45] [Batch 566/1488] [D loss: 0.000063] [G loss: 0.222312]\n",
            "[Epoch 42/45] [Batch 567/1488] [D loss: 0.000065] [G loss: 0.190869]\n",
            "[Epoch 42/45] [Batch 568/1488] [D loss: 0.000052] [G loss: 0.223460]\n",
            "[Epoch 42/45] [Batch 569/1488] [D loss: 0.000046] [G loss: 0.234445]\n",
            "[Epoch 42/45] [Batch 570/1488] [D loss: 0.000057] [G loss: 0.176135]\n",
            "[Epoch 42/45] [Batch 571/1488] [D loss: 0.000041] [G loss: 0.225940]\n",
            "[Epoch 42/45] [Batch 572/1488] [D loss: 0.000053] [G loss: 0.206335]\n",
            "[Epoch 42/45] [Batch 573/1488] [D loss: 0.000057] [G loss: 0.234505]\n",
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            "[Epoch 42/45] [Batch 575/1488] [D loss: 0.000061] [G loss: 0.208119]\n",
            "[Epoch 42/45] [Batch 576/1488] [D loss: 0.000064] [G loss: 0.262074]\n",
            "[Epoch 42/45] [Batch 577/1488] [D loss: 0.000083] [G loss: 0.205095]\n",
            "[Epoch 42/45] [Batch 578/1488] [D loss: 0.000102] [G loss: 0.223761]\n",
            "[Epoch 42/45] [Batch 579/1488] [D loss: 0.000102] [G loss: 0.206781]\n",
            "[Epoch 42/45] [Batch 580/1488] [D loss: 0.000087] [G loss: 0.203452]\n",
            "[Epoch 42/45] [Batch 581/1488] [D loss: 0.000087] [G loss: 0.265878]\n",
            "[Epoch 42/45] [Batch 582/1488] [D loss: 0.000077] [G loss: 0.202441]\n",
            "[Epoch 42/45] [Batch 583/1488] [D loss: 0.000080] [G loss: 0.148202]\n",
            "[Epoch 42/45] [Batch 584/1488] [D loss: 0.000076] [G loss: 0.209753]\n",
            "[Epoch 42/45] [Batch 585/1488] [D loss: 0.000049] [G loss: 0.272899]\n",
            "[Epoch 42/45] [Batch 586/1488] [D loss: 0.000061] [G loss: 0.165432]\n",
            "[Epoch 42/45] [Batch 587/1488] [D loss: 0.000061] [G loss: 0.251754]\n",
            "[Epoch 42/45] [Batch 588/1488] [D loss: 0.000042] [G loss: 0.171021]\n",
            "[Epoch 42/45] [Batch 589/1488] [D loss: 0.000049] [G loss: 0.183891]\n",
            "[Epoch 42/45] [Batch 590/1488] [D loss: 0.000098] [G loss: 0.229350]\n",
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            "[Epoch 42/45] [Batch 592/1488] [D loss: 0.000095] [G loss: 0.220050]\n",
            "[Epoch 42/45] [Batch 593/1488] [D loss: 0.000087] [G loss: 0.206137]\n",
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            "[Epoch 42/45] [Batch 595/1488] [D loss: 0.000075] [G loss: 0.235906]\n",
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            "[Epoch 42/45] [Batch 597/1488] [D loss: 0.000097] [G loss: 0.198721]\n",
            "[Epoch 42/45] [Batch 598/1488] [D loss: 0.000122] [G loss: 0.194378]\n",
            "[Epoch 42/45] [Batch 599/1488] [D loss: 0.000129] [G loss: 0.203067]\n",
            "[Epoch 42/45] [Batch 600/1488] [D loss: 0.000138] [G loss: 0.253116]\n",
            "[Epoch 42/45] [Batch 601/1488] [D loss: 0.000263] [G loss: 0.205938]\n",
            "[Epoch 42/45] [Batch 602/1488] [D loss: 0.000128] [G loss: 0.288051]\n",
            "[Epoch 42/45] [Batch 603/1488] [D loss: 0.000157] [G loss: 0.195506]\n",
            "[Epoch 42/45] [Batch 604/1488] [D loss: 0.000182] [G loss: 0.239081]\n",
            "[Epoch 42/45] [Batch 605/1488] [D loss: 0.000888] [G loss: 0.187535]\n",
            "[Epoch 42/45] [Batch 606/1488] [D loss: 0.000618] [G loss: 0.222430]\n",
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            "[Epoch 42/45] [Batch 609/1488] [D loss: 0.000765] [G loss: 0.203691]\n",
            "[Epoch 42/45] [Batch 610/1488] [D loss: 0.000756] [G loss: 0.244410]\n",
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            "[Epoch 42/45] [Batch 612/1488] [D loss: 0.001303] [G loss: 0.199431]\n",
            "[Epoch 42/45] [Batch 613/1488] [D loss: 0.001482] [G loss: 0.193769]\n",
            "[Epoch 42/45] [Batch 614/1488] [D loss: 0.001328] [G loss: 0.235780]\n",
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            "[Epoch 42/45] [Batch 616/1488] [D loss: 0.001038] [G loss: 0.252672]\n",
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            "[Epoch 42/45] [Batch 618/1488] [D loss: 0.003000] [G loss: 0.217518]\n",
            "[Epoch 42/45] [Batch 619/1488] [D loss: 0.004429] [G loss: 0.224120]\n",
            "[Epoch 42/45] [Batch 620/1488] [D loss: 0.004380] [G loss: 0.207046]\n",
            "[Epoch 42/45] [Batch 621/1488] [D loss: 0.003542] [G loss: 0.249660]\n",
            "[Epoch 42/45] [Batch 622/1488] [D loss: 0.002742] [G loss: 0.159440]\n",
            "[Epoch 42/45] [Batch 623/1488] [D loss: 0.002199] [G loss: 0.205380]\n",
            "[Epoch 42/45] [Batch 624/1488] [D loss: 0.001911] [G loss: 0.161630]\n",
            "[Epoch 42/45] [Batch 625/1488] [D loss: 0.001536] [G loss: 0.232775]\n",
            "[Epoch 42/45] [Batch 626/1488] [D loss: 0.001004] [G loss: 0.206762]\n",
            "[Epoch 42/45] [Batch 627/1488] [D loss: 0.000590] [G loss: 0.155290]\n",
            "[Epoch 42/45] [Batch 628/1488] [D loss: 0.000363] [G loss: 0.213954]\n",
            "[Epoch 42/45] [Batch 629/1488] [D loss: 0.000297] [G loss: 0.227321]\n",
            "[Epoch 42/45] [Batch 630/1488] [D loss: 0.000286] [G loss: 0.192273]\n",
            "[Epoch 42/45] [Batch 631/1488] [D loss: 0.000293] [G loss: 0.220011]\n",
            "[Epoch 42/45] [Batch 632/1488] [D loss: 0.000302] [G loss: 0.205471]\n",
            "[Epoch 42/45] [Batch 633/1488] [D loss: 0.000321] [G loss: 0.192258]\n",
            "[Epoch 42/45] [Batch 634/1488] [D loss: 0.000334] [G loss: 0.195482]\n",
            "[Epoch 42/45] [Batch 635/1488] [D loss: 0.000350] [G loss: 0.180344]\n",
            "[Epoch 42/45] [Batch 636/1488] [D loss: 0.000351] [G loss: 0.267404]\n",
            "[Epoch 42/45] [Batch 637/1488] [D loss: 0.000706] [G loss: 0.187067]\n",
            "[Epoch 42/45] [Batch 638/1488] [D loss: 0.000534] [G loss: 0.212716]\n",
            "[Epoch 42/45] [Batch 639/1488] [D loss: 0.000571] [G loss: 0.189450]\n",
            "[Epoch 42/45] [Batch 640/1488] [D loss: 0.000522] [G loss: 0.218448]\n",
            "[Epoch 42/45] [Batch 641/1488] [D loss: 0.000496] [G loss: 0.208901]\n",
            "[Epoch 42/45] [Batch 642/1488] [D loss: 0.000474] [G loss: 0.174284]\n",
            "[Epoch 42/45] [Batch 643/1488] [D loss: 0.000455] [G loss: 0.242545]\n",
            "[Epoch 42/45] [Batch 644/1488] [D loss: 0.000439] [G loss: 0.211637]\n",
            "[Epoch 42/45] [Batch 645/1488] [D loss: 0.000449] [G loss: 0.252150]\n",
            "[Epoch 42/45] [Batch 646/1488] [D loss: 0.000402] [G loss: 0.184718]\n",
            "[Epoch 42/45] [Batch 647/1488] [D loss: 0.000440] [G loss: 0.211332]\n",
            "[Epoch 42/45] [Batch 648/1488] [D loss: 0.000438] [G loss: 0.232372]\n",
            "[Epoch 42/45] [Batch 649/1488] [D loss: 0.000481] [G loss: 0.218730]\n",
            "[Epoch 42/45] [Batch 650/1488] [D loss: 0.000522] [G loss: 0.233810]\n",
            "[Epoch 42/45] [Batch 651/1488] [D loss: 0.000514] [G loss: 0.204347]\n",
            "[Epoch 42/45] [Batch 652/1488] [D loss: 0.001019] [G loss: 0.202537]\n",
            "[Epoch 42/45] [Batch 653/1488] [D loss: 0.000550] [G loss: 0.235564]\n",
            "[Epoch 42/45] [Batch 654/1488] [D loss: 0.000509] [G loss: 0.185911]\n",
            "[Epoch 42/45] [Batch 655/1488] [D loss: 0.000410] [G loss: 0.218253]\n",
            "[Epoch 42/45] [Batch 656/1488] [D loss: 0.000317] [G loss: 0.219147]\n",
            "[Epoch 42/45] [Batch 657/1488] [D loss: 0.000245] [G loss: 0.205849]\n",
            "[Epoch 42/45] [Batch 658/1488] [D loss: 0.000175] [G loss: 0.239170]\n",
            "[Epoch 42/45] [Batch 659/1488] [D loss: 0.000132] [G loss: 0.260151]\n",
            "[Epoch 42/45] [Batch 660/1488] [D loss: 0.000254] [G loss: 0.193611]\n",
            "[Epoch 42/45] [Batch 661/1488] [D loss: 0.000129] [G loss: 0.199616]\n",
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            "[Epoch 42/45] [Batch 663/1488] [D loss: 0.000166] [G loss: 0.209108]\n",
            "[Epoch 42/45] [Batch 664/1488] [D loss: 0.000167] [G loss: 0.248019]\n",
            "[Epoch 42/45] [Batch 665/1488] [D loss: 0.000181] [G loss: 0.289079]\n",
            "[Epoch 42/45] [Batch 666/1488] [D loss: 0.000171] [G loss: 0.216405]\n",
            "[Epoch 42/45] [Batch 667/1488] [D loss: 0.000187] [G loss: 0.198485]\n",
            "[Epoch 42/45] [Batch 668/1488] [D loss: 0.000197] [G loss: 0.227909]\n",
            "[Epoch 42/45] [Batch 669/1488] [D loss: 0.000168] [G loss: 0.206443]\n",
            "[Epoch 42/45] [Batch 670/1488] [D loss: 0.000154] [G loss: 0.223585]\n",
            "[Epoch 42/45] [Batch 671/1488] [D loss: 0.000165] [G loss: 0.245215]\n",
            "[Epoch 42/45] [Batch 672/1488] [D loss: 0.000199] [G loss: 0.230226]\n",
            "[Epoch 42/45] [Batch 673/1488] [D loss: 0.000220] [G loss: 0.207631]\n",
            "[Epoch 42/45] [Batch 674/1488] [D loss: 0.000227] [G loss: 0.232664]\n",
            "[Epoch 42/45] [Batch 675/1488] [D loss: 0.000222] [G loss: 0.205617]\n",
            "[Epoch 42/45] [Batch 676/1488] [D loss: 0.000182] [G loss: 0.219716]\n",
            "[Epoch 42/45] [Batch 677/1488] [D loss: 0.000152] [G loss: 0.281735]\n",
            "[Epoch 42/45] [Batch 678/1488] [D loss: 0.000143] [G loss: 0.258220]\n",
            "[Epoch 42/45] [Batch 679/1488] [D loss: 0.000134] [G loss: 0.204239]\n",
            "[Epoch 42/45] [Batch 680/1488] [D loss: 0.000163] [G loss: 0.204460]\n",
            "[Epoch 42/45] [Batch 681/1488] [D loss: 0.001771] [G loss: 0.160784]\n",
            "[Epoch 42/45] [Batch 682/1488] [D loss: 0.000811] [G loss: 0.233114]\n",
            "[Epoch 42/45] [Batch 683/1488] [D loss: 0.001437] [G loss: 0.223019]\n",
            "[Epoch 42/45] [Batch 684/1488] [D loss: 0.001685] [G loss: 0.196863]\n",
            "[Epoch 42/45] [Batch 685/1488] [D loss: 0.001549] [G loss: 0.203910]\n",
            "[Epoch 42/45] [Batch 686/1488] [D loss: 0.001300] [G loss: 0.146112]\n",
            "[Epoch 42/45] [Batch 687/1488] [D loss: 0.001205] [G loss: 0.247217]\n",
            "[Epoch 42/45] [Batch 688/1488] [D loss: 0.001100] [G loss: 0.201849]\n",
            "[Epoch 42/45] [Batch 689/1488] [D loss: 0.001116] [G loss: 0.194710]\n",
            "[Epoch 42/45] [Batch 690/1488] [D loss: 0.001088] [G loss: 0.234524]\n",
            "[Epoch 42/45] [Batch 691/1488] [D loss: 0.001006] [G loss: 0.205600]\n",
            "[Epoch 42/45] [Batch 692/1488] [D loss: 0.000967] [G loss: 0.280789]\n",
            "[Epoch 42/45] [Batch 693/1488] [D loss: 0.000966] [G loss: 0.261020]\n",
            "[Epoch 42/45] [Batch 694/1488] [D loss: 0.000980] [G loss: 0.235617]\n",
            "[Epoch 42/45] [Batch 695/1488] [D loss: 0.000992] [G loss: 0.162345]\n",
            "[Epoch 42/45] [Batch 696/1488] [D loss: 0.000964] [G loss: 0.270091]\n",
            "[Epoch 42/45] [Batch 697/1488] [D loss: 0.000896] [G loss: 0.229467]\n",
            "[Epoch 42/45] [Batch 698/1488] [D loss: 0.000905] [G loss: 0.183291]\n",
            "[Epoch 42/45] [Batch 699/1488] [D loss: 0.000880] [G loss: 0.227809]\n",
            "[Epoch 42/45] [Batch 700/1488] [D loss: 0.000863] [G loss: 0.252585]\n",
            "[Epoch 42/45] [Batch 701/1488] [D loss: 0.000791] [G loss: 0.156688]\n",
            "[Epoch 42/45] [Batch 702/1488] [D loss: 0.000673] [G loss: 0.208227]\n",
            "[Epoch 42/45] [Batch 703/1488] [D loss: 0.000583] [G loss: 0.229070]\n",
            "[Epoch 42/45] [Batch 704/1488] [D loss: 0.000567] [G loss: 0.336394]\n",
            "[Epoch 42/45] [Batch 705/1488] [D loss: 0.000564] [G loss: 0.201073]\n",
            "[Epoch 42/45] [Batch 706/1488] [D loss: 0.000534] [G loss: 0.187981]\n",
            "[Epoch 42/45] [Batch 707/1488] [D loss: 0.000481] [G loss: 0.209596]\n",
            "[Epoch 42/45] [Batch 708/1488] [D loss: 0.000435] [G loss: 0.188759]\n",
            "[Epoch 42/45] [Batch 709/1488] [D loss: 0.000434] [G loss: 0.227398]\n",
            "[Epoch 42/45] [Batch 710/1488] [D loss: 0.000444] [G loss: 0.231578]\n",
            "[Epoch 42/45] [Batch 711/1488] [D loss: 0.000482] [G loss: 0.232540]\n",
            "[Epoch 42/45] [Batch 712/1488] [D loss: 0.000581] [G loss: 0.172428]\n",
            "[Epoch 42/45] [Batch 713/1488] [D loss: 0.000723] [G loss: 0.267555]\n",
            "[Epoch 42/45] [Batch 714/1488] [D loss: 0.000808] [G loss: 0.235677]\n",
            "[Epoch 42/45] [Batch 715/1488] [D loss: 0.000866] [G loss: 0.190617]\n",
            "[Epoch 42/45] [Batch 716/1488] [D loss: 0.000917] [G loss: 0.207680]\n",
            "[Epoch 42/45] [Batch 717/1488] [D loss: 0.000958] [G loss: 0.205499]\n",
            "[Epoch 42/45] [Batch 718/1488] [D loss: 0.000981] [G loss: 0.221121]\n",
            "[Epoch 42/45] [Batch 719/1488] [D loss: 0.000960] [G loss: 0.250723]\n",
            "[Epoch 42/45] [Batch 720/1488] [D loss: 0.000878] [G loss: 0.212947]\n",
            "[Epoch 42/45] [Batch 721/1488] [D loss: 0.000724] [G loss: 0.221871]\n",
            "[Epoch 42/45] [Batch 722/1488] [D loss: 0.000569] [G loss: 0.228889]\n",
            "[Epoch 42/45] [Batch 723/1488] [D loss: 0.000401] [G loss: 0.199686]\n",
            "[Epoch 42/45] [Batch 724/1488] [D loss: 0.000303] [G loss: 0.216360]\n",
            "[Epoch 42/45] [Batch 725/1488] [D loss: 0.000221] [G loss: 0.233469]\n",
            "[Epoch 42/45] [Batch 726/1488] [D loss: 0.000162] [G loss: 0.211184]\n",
            "[Epoch 42/45] [Batch 727/1488] [D loss: 0.000130] [G loss: 0.236264]\n",
            "[Epoch 42/45] [Batch 728/1488] [D loss: 0.000119] [G loss: 0.155509]\n",
            "[Epoch 42/45] [Batch 729/1488] [D loss: 0.000114] [G loss: 0.222952]\n",
            "[Epoch 42/45] [Batch 730/1488] [D loss: 0.000118] [G loss: 0.267251]\n",
            "[Epoch 42/45] [Batch 731/1488] [D loss: 0.000119] [G loss: 0.226301]\n",
            "[Epoch 42/45] [Batch 732/1488] [D loss: 0.000137] [G loss: 0.186164]\n",
            "[Epoch 42/45] [Batch 733/1488] [D loss: 0.000756] [G loss: 0.234669]\n",
            "[Epoch 42/45] [Batch 734/1488] [D loss: 0.000263] [G loss: 0.193185]\n",
            "[Epoch 42/45] [Batch 735/1488] [D loss: 0.000355] [G loss: 0.189030]\n",
            "[Epoch 42/45] [Batch 736/1488] [D loss: 0.000325] [G loss: 0.227092]\n",
            "[Epoch 42/45] [Batch 737/1488] [D loss: 0.000224] [G loss: 0.192696]\n",
            "[Epoch 42/45] [Batch 738/1488] [D loss: 0.000156] [G loss: 0.191656]\n",
            "[Epoch 42/45] [Batch 739/1488] [D loss: 0.000123] [G loss: 0.218562]\n",
            "[Epoch 42/45] [Batch 740/1488] [D loss: 0.000128] [G loss: 0.172889]\n",
            "[Epoch 42/45] [Batch 741/1488] [D loss: 0.000111] [G loss: 0.206647]\n",
            "[Epoch 42/45] [Batch 742/1488] [D loss: 0.000113] [G loss: 0.185047]\n",
            "[Epoch 42/45] [Batch 743/1488] [D loss: 0.000120] [G loss: 0.220408]\n",
            "[Epoch 42/45] [Batch 744/1488] [D loss: 0.000134] [G loss: 0.241426]\n",
            "[Epoch 42/45] [Batch 745/1488] [D loss: 0.000144] [G loss: 0.190360]\n",
            "[Epoch 42/45] [Batch 746/1488] [D loss: 0.000185] [G loss: 0.196402]\n",
            "[Epoch 42/45] [Batch 747/1488] [D loss: 0.000196] [G loss: 0.222261]\n",
            "[Epoch 42/45] [Batch 748/1488] [D loss: 0.000199] [G loss: 0.191006]\n",
            "[Epoch 42/45] [Batch 749/1488] [D loss: 0.000186] [G loss: 0.231852]\n",
            "[Epoch 42/45] [Batch 750/1488] [D loss: 0.000222] [G loss: 0.222020]\n",
            "[Epoch 42/45] [Batch 751/1488] [D loss: 0.000199] [G loss: 0.190260]\n",
            "[Epoch 42/45] [Batch 752/1488] [D loss: 0.000219] [G loss: 0.206040]\n",
            "[Epoch 42/45] [Batch 753/1488] [D loss: 0.000257] [G loss: 0.274737]\n",
            "[Epoch 42/45] [Batch 754/1488] [D loss: 0.000318] [G loss: 0.208091]\n",
            "[Epoch 42/45] [Batch 755/1488] [D loss: 0.000451] [G loss: 0.202432]\n",
            "[Epoch 42/45] [Batch 756/1488] [D loss: 0.000515] [G loss: 0.207195]\n",
            "[Epoch 42/45] [Batch 757/1488] [D loss: 0.000632] [G loss: 0.201861]\n",
            "[Epoch 42/45] [Batch 758/1488] [D loss: 0.000718] [G loss: 0.210703]\n",
            "[Epoch 42/45] [Batch 759/1488] [D loss: 0.000774] [G loss: 0.201324]\n",
            "[Epoch 42/45] [Batch 760/1488] [D loss: 0.000769] [G loss: 0.252113]\n",
            "[Epoch 42/45] [Batch 761/1488] [D loss: 0.000743] [G loss: 0.199499]\n",
            "[Epoch 42/45] [Batch 762/1488] [D loss: 0.000715] [G loss: 0.212365]\n",
            "[Epoch 42/45] [Batch 763/1488] [D loss: 0.000702] [G loss: 0.202554]\n",
            "[Epoch 42/45] [Batch 764/1488] [D loss: 0.000738] [G loss: 0.231953]\n",
            "[Epoch 42/45] [Batch 765/1488] [D loss: 0.000771] [G loss: 0.173440]\n",
            "[Epoch 42/45] [Batch 766/1488] [D loss: 0.000791] [G loss: 0.219875]\n",
            "[Epoch 42/45] [Batch 767/1488] [D loss: 0.000769] [G loss: 0.190603]\n",
            "[Epoch 42/45] [Batch 768/1488] [D loss: 0.000755] [G loss: 0.207628]\n",
            "[Epoch 42/45] [Batch 769/1488] [D loss: 0.000748] [G loss: 0.274268]\n",
            "[Epoch 42/45] [Batch 770/1488] [D loss: 0.000749] [G loss: 0.230037]\n",
            "[Epoch 42/45] [Batch 771/1488] [D loss: 0.000745] [G loss: 0.201777]\n",
            "[Epoch 42/45] [Batch 772/1488] [D loss: 0.000819] [G loss: 0.180659]\n",
            "[Epoch 42/45] [Batch 773/1488] [D loss: 0.000658] [G loss: 0.171266]\n",
            "[Epoch 42/45] [Batch 774/1488] [D loss: 0.000626] [G loss: 0.191392]\n",
            "[Epoch 42/45] [Batch 775/1488] [D loss: 0.000623] [G loss: 0.223143]\n",
            "[Epoch 42/45] [Batch 776/1488] [D loss: 0.000569] [G loss: 0.265523]\n",
            "[Epoch 42/45] [Batch 777/1488] [D loss: 0.000511] [G loss: 0.228916]\n",
            "[Epoch 42/45] [Batch 778/1488] [D loss: 0.000445] [G loss: 0.224134]\n",
            "[Epoch 42/45] [Batch 779/1488] [D loss: 0.000536] [G loss: 0.249493]\n",
            "[Epoch 42/45] [Batch 780/1488] [D loss: 0.003066] [G loss: 0.199914]\n",
            "[Epoch 42/45] [Batch 781/1488] [D loss: 0.001175] [G loss: 0.225274]\n",
            "[Epoch 42/45] [Batch 782/1488] [D loss: 0.002282] [G loss: 0.239965]\n",
            "[Epoch 42/45] [Batch 783/1488] [D loss: 0.003248] [G loss: 0.208155]\n",
            "[Epoch 42/45] [Batch 784/1488] [D loss: 0.003548] [G loss: 0.218772]\n",
            "[Epoch 42/45] [Batch 785/1488] [D loss: 0.003493] [G loss: 0.265833]\n",
            "[Epoch 42/45] [Batch 786/1488] [D loss: 0.003438] [G loss: 0.184215]\n",
            "[Epoch 42/45] [Batch 787/1488] [D loss: 0.002152] [G loss: 0.226768]\n",
            "[Epoch 42/45] [Batch 788/1488] [D loss: 0.001723] [G loss: 0.241916]\n",
            "[Epoch 42/45] [Batch 789/1488] [D loss: 0.001443] [G loss: 0.237136]\n",
            "[Epoch 42/45] [Batch 790/1488] [D loss: 0.001211] [G loss: 0.149059]\n",
            "[Epoch 42/45] [Batch 791/1488] [D loss: 0.000933] [G loss: 0.207460]\n",
            "[Epoch 42/45] [Batch 792/1488] [D loss: 0.000687] [G loss: 0.207759]\n",
            "[Epoch 42/45] [Batch 793/1488] [D loss: 0.000509] [G loss: 0.203241]\n",
            "[Epoch 42/45] [Batch 794/1488] [D loss: 0.000408] [G loss: 0.209528]\n",
            "[Epoch 42/45] [Batch 795/1488] [D loss: 0.000322] [G loss: 0.202413]\n",
            "[Epoch 42/45] [Batch 796/1488] [D loss: 0.000258] [G loss: 0.181220]\n",
            "[Epoch 42/45] [Batch 797/1488] [D loss: 0.000198] [G loss: 0.189978]\n",
            "[Epoch 42/45] [Batch 798/1488] [D loss: 0.000156] [G loss: 0.218890]\n",
            "[Epoch 42/45] [Batch 799/1488] [D loss: 0.000133] [G loss: 0.242857]\n",
            "[Epoch 42/45] [Batch 800/1488] [D loss: 0.000105] [G loss: 0.187965]\n",
            "[Epoch 42/45] [Batch 801/1488] [D loss: 0.000119] [G loss: 0.228411]\n",
            "[Epoch 42/45] [Batch 802/1488] [D loss: 0.000114] [G loss: 0.195867]\n",
            "[Epoch 42/45] [Batch 803/1488] [D loss: 0.000129] [G loss: 0.195797]\n",
            "[Epoch 42/45] [Batch 804/1488] [D loss: 0.000129] [G loss: 0.210109]\n",
            "[Epoch 42/45] [Batch 805/1488] [D loss: 0.000106] [G loss: 0.176925]\n",
            "[Epoch 42/45] [Batch 806/1488] [D loss: 0.000085] [G loss: 0.185086]\n",
            "[Epoch 42/45] [Batch 807/1488] [D loss: 0.000086] [G loss: 0.229994]\n",
            "[Epoch 42/45] [Batch 808/1488] [D loss: 0.000093] [G loss: 0.191515]\n",
            "[Epoch 42/45] [Batch 809/1488] [D loss: 0.000109] [G loss: 0.228330]\n",
            "[Epoch 42/45] [Batch 810/1488] [D loss: 0.000125] [G loss: 0.222111]\n",
            "[Epoch 42/45] [Batch 811/1488] [D loss: 0.000126] [G loss: 0.182948]\n",
            "[Epoch 42/45] [Batch 812/1488] [D loss: 0.000130] [G loss: 0.210485]\n",
            "[Epoch 42/45] [Batch 813/1488] [D loss: 0.000075] [G loss: 0.247040]\n",
            "[Epoch 42/45] [Batch 814/1488] [D loss: 0.000078] [G loss: 0.284779]\n",
            "[Epoch 42/45] [Batch 815/1488] [D loss: 0.000099] [G loss: 0.219471]\n",
            "[Epoch 42/45] [Batch 816/1488] [D loss: 0.000111] [G loss: 0.225775]\n",
            "[Epoch 42/45] [Batch 817/1488] [D loss: 0.000134] [G loss: 0.177927]\n",
            "[Epoch 42/45] [Batch 818/1488] [D loss: 0.000167] [G loss: 0.258273]\n",
            "[Epoch 42/45] [Batch 819/1488] [D loss: 0.001050] [G loss: 0.246470]\n",
            "[Epoch 42/45] [Batch 820/1488] [D loss: 0.000925] [G loss: 0.226016]\n",
            "[Epoch 42/45] [Batch 821/1488] [D loss: 0.001477] [G loss: 0.202332]\n",
            "[Epoch 42/45] [Batch 822/1488] [D loss: 0.001739] [G loss: 0.220648]\n",
            "[Epoch 42/45] [Batch 823/1488] [D loss: 0.001891] [G loss: 0.189925]\n",
            "[Epoch 42/45] [Batch 824/1488] [D loss: 0.002011] [G loss: 0.224671]\n",
            "[Epoch 42/45] [Batch 825/1488] [D loss: 0.002053] [G loss: 0.230720]\n",
            "[Epoch 42/45] [Batch 826/1488] [D loss: 0.002050] [G loss: 0.188757]\n",
            "[Epoch 42/45] [Batch 827/1488] [D loss: 0.001929] [G loss: 0.196125]\n",
            "[Epoch 42/45] [Batch 828/1488] [D loss: 0.001769] [G loss: 0.203082]\n",
            "[Epoch 42/45] [Batch 829/1488] [D loss: 0.001570] [G loss: 0.245454]\n",
            "[Epoch 42/45] [Batch 830/1488] [D loss: 0.002056] [G loss: 0.161371]\n",
            "[Epoch 42/45] [Batch 831/1488] [D loss: 0.001234] [G loss: 0.193824]\n",
            "[Epoch 42/45] [Batch 832/1488] [D loss: 0.001378] [G loss: 0.269651]\n",
            "[Epoch 42/45] [Batch 833/1488] [D loss: 0.001343] [G loss: 0.234700]\n",
            "[Epoch 42/45] [Batch 834/1488] [D loss: 0.001136] [G loss: 0.192100]\n",
            "[Epoch 42/45] [Batch 835/1488] [D loss: 0.000830] [G loss: 0.260871]\n",
            "[Epoch 42/45] [Batch 836/1488] [D loss: 0.000566] [G loss: 0.220794]\n",
            "[Epoch 42/45] [Batch 837/1488] [D loss: 0.000363] [G loss: 0.194691]\n",
            "[Epoch 42/45] [Batch 838/1488] [D loss: 0.000212] [G loss: 0.189156]\n",
            "[Epoch 42/45] [Batch 839/1488] [D loss: 0.000112] [G loss: 0.211334]\n",
            "[Epoch 42/45] [Batch 840/1488] [D loss: 0.000063] [G loss: 0.233459]\n",
            "[Epoch 42/45] [Batch 841/1488] [D loss: 0.000068] [G loss: 0.270529]\n",
            "[Epoch 42/45] [Batch 842/1488] [D loss: 0.000097] [G loss: 0.244557]\n",
            "[Epoch 42/45] [Batch 843/1488] [D loss: 0.000119] [G loss: 0.218539]\n",
            "[Epoch 42/45] [Batch 844/1488] [D loss: 0.000083] [G loss: 0.221964]\n",
            "[Epoch 42/45] [Batch 845/1488] [D loss: 0.000088] [G loss: 0.250014]\n",
            "[Epoch 42/45] [Batch 846/1488] [D loss: 0.000220] [G loss: 0.200202]\n",
            "[Epoch 42/45] [Batch 847/1488] [D loss: 0.000189] [G loss: 0.238032]\n",
            "[Epoch 42/45] [Batch 848/1488] [D loss: 0.000237] [G loss: 0.193247]\n",
            "[Epoch 42/45] [Batch 849/1488] [D loss: 0.000257] [G loss: 0.185795]\n",
            "[Epoch 42/45] [Batch 850/1488] [D loss: 0.000231] [G loss: 0.198470]\n",
            "[Epoch 42/45] [Batch 851/1488] [D loss: 0.000182] [G loss: 0.213485]\n",
            "[Epoch 42/45] [Batch 852/1488] [D loss: 0.000139] [G loss: 0.196449]\n",
            "[Epoch 42/45] [Batch 853/1488] [D loss: 0.000102] [G loss: 0.238061]\n",
            "[Epoch 42/45] [Batch 854/1488] [D loss: 0.000084] [G loss: 0.257332]\n",
            "[Epoch 42/45] [Batch 855/1488] [D loss: 0.000079] [G loss: 0.220804]\n",
            "[Epoch 42/45] [Batch 856/1488] [D loss: 0.000089] [G loss: 0.210643]\n",
            "[Epoch 42/45] [Batch 857/1488] [D loss: 0.000115] [G loss: 0.228503]\n",
            "[Epoch 42/45] [Batch 858/1488] [D loss: 0.000117] [G loss: 0.255035]\n",
            "[Epoch 42/45] [Batch 859/1488] [D loss: 0.000133] [G loss: 0.178498]\n",
            "[Epoch 42/45] [Batch 860/1488] [D loss: 0.000123] [G loss: 0.199191]\n",
            "[Epoch 42/45] [Batch 861/1488] [D loss: 0.000112] [G loss: 0.283927]\n",
            "[Epoch 42/45] [Batch 862/1488] [D loss: 0.000101] [G loss: 0.191661]\n",
            "[Epoch 42/45] [Batch 863/1488] [D loss: 0.000102] [G loss: 0.216331]\n",
            "[Epoch 42/45] [Batch 864/1488] [D loss: 0.000116] [G loss: 0.195589]\n",
            "[Epoch 42/45] [Batch 865/1488] [D loss: 0.000100] [G loss: 0.146026]\n",
            "[Epoch 42/45] [Batch 866/1488] [D loss: 0.000114] [G loss: 0.203754]\n",
            "[Epoch 42/45] [Batch 867/1488] [D loss: 0.000117] [G loss: 0.204526]\n",
            "[Epoch 42/45] [Batch 868/1488] [D loss: 0.000105] [G loss: 0.215472]\n",
            "[Epoch 42/45] [Batch 869/1488] [D loss: 0.000116] [G loss: 0.170739]\n",
            "[Epoch 42/45] [Batch 870/1488] [D loss: 0.000102] [G loss: 0.222042]\n",
            "[Epoch 42/45] [Batch 871/1488] [D loss: 0.000109] [G loss: 0.257832]\n",
            "[Epoch 42/45] [Batch 872/1488] [D loss: 0.000119] [G loss: 0.209394]\n",
            "[Epoch 42/45] [Batch 873/1488] [D loss: 0.000121] [G loss: 0.246407]\n",
            "[Epoch 42/45] [Batch 874/1488] [D loss: 0.000125] [G loss: 0.207751]\n",
            "[Epoch 42/45] [Batch 875/1488] [D loss: 0.000109] [G loss: 0.154503]\n",
            "[Epoch 42/45] [Batch 876/1488] [D loss: 0.000103] [G loss: 0.204076]\n",
            "[Epoch 42/45] [Batch 877/1488] [D loss: 0.000107] [G loss: 0.227154]\n",
            "[Epoch 42/45] [Batch 878/1488] [D loss: 0.000118] [G loss: 0.226282]\n",
            "[Epoch 42/45] [Batch 879/1488] [D loss: 0.000144] [G loss: 0.230319]\n",
            "[Epoch 42/45] [Batch 880/1488] [D loss: 0.000162] [G loss: 0.206507]\n",
            "[Epoch 42/45] [Batch 881/1488] [D loss: 0.000174] [G loss: 0.296879]\n",
            "[Epoch 42/45] [Batch 882/1488] [D loss: 0.000225] [G loss: 0.232826]\n",
            "[Epoch 42/45] [Batch 883/1488] [D loss: 0.000237] [G loss: 0.243689]\n",
            "[Epoch 42/45] [Batch 884/1488] [D loss: 0.000313] [G loss: 0.174324]\n",
            "[Epoch 42/45] [Batch 885/1488] [D loss: 0.000394] [G loss: 0.288165]\n",
            "[Epoch 42/45] [Batch 886/1488] [D loss: 0.000502] [G loss: 0.190495]\n",
            "[Epoch 42/45] [Batch 887/1488] [D loss: 0.000661] [G loss: 0.230650]\n",
            "[Epoch 42/45] [Batch 888/1488] [D loss: 0.000887] [G loss: 0.199183]\n",
            "[Epoch 42/45] [Batch 889/1488] [D loss: 0.001126] [G loss: 0.227956]\n",
            "[Epoch 42/45] [Batch 890/1488] [D loss: 0.001405] [G loss: 0.200820]\n",
            "[Epoch 42/45] [Batch 891/1488] [D loss: 0.001762] [G loss: 0.259380]\n",
            "[Epoch 42/45] [Batch 892/1488] [D loss: 0.002173] [G loss: 0.215433]\n",
            "[Epoch 42/45] [Batch 893/1488] [D loss: 0.002614] [G loss: 0.181045]\n",
            "[Epoch 42/45] [Batch 894/1488] [D loss: 0.002973] [G loss: 0.202602]\n",
            "[Epoch 42/45] [Batch 895/1488] [D loss: 0.003129] [G loss: 0.222360]\n",
            "[Epoch 42/45] [Batch 896/1488] [D loss: 0.003182] [G loss: 0.245194]\n",
            "[Epoch 42/45] [Batch 897/1488] [D loss: 0.004214] [G loss: 0.192425]\n",
            "[Epoch 42/45] [Batch 898/1488] [D loss: 0.003892] [G loss: 0.181504]\n",
            "[Epoch 42/45] [Batch 899/1488] [D loss: 0.004009] [G loss: 0.195429]\n",
            "[Epoch 42/45] [Batch 900/1488] [D loss: 0.003403] [G loss: 0.235133]\n",
            "[Epoch 42/45] [Batch 901/1488] [D loss: 0.002532] [G loss: 0.240156]\n",
            "[Epoch 42/45] [Batch 902/1488] [D loss: 0.001742] [G loss: 0.167270]\n",
            "[Epoch 42/45] [Batch 903/1488] [D loss: 0.001190] [G loss: 0.227913]\n",
            "[Epoch 42/45] [Batch 904/1488] [D loss: 0.000938] [G loss: 0.254767]\n",
            "[Epoch 42/45] [Batch 905/1488] [D loss: 0.000991] [G loss: 0.200045]\n",
            "[Epoch 42/45] [Batch 906/1488] [D loss: 0.001163] [G loss: 0.185748]\n",
            "[Epoch 42/45] [Batch 907/1488] [D loss: 0.001310] [G loss: 0.210338]\n",
            "[Epoch 42/45] [Batch 908/1488] [D loss: 0.001419] [G loss: 0.236341]\n",
            "[Epoch 42/45] [Batch 909/1488] [D loss: 0.001444] [G loss: 0.183040]\n",
            "[Epoch 42/45] [Batch 910/1488] [D loss: 0.001384] [G loss: 0.168718]\n",
            "[Epoch 42/45] [Batch 911/1488] [D loss: 0.001343] [G loss: 0.195683]\n",
            "[Epoch 42/45] [Batch 912/1488] [D loss: 0.001305] [G loss: 0.192562]\n",
            "[Epoch 42/45] [Batch 913/1488] [D loss: 0.001328] [G loss: 0.236353]\n",
            "[Epoch 42/45] [Batch 914/1488] [D loss: 0.001282] [G loss: 0.182482]\n",
            "[Epoch 42/45] [Batch 915/1488] [D loss: 0.001194] [G loss: 0.202724]\n",
            "[Epoch 42/45] [Batch 916/1488] [D loss: 0.001111] [G loss: 0.213075]\n",
            "[Epoch 42/45] [Batch 917/1488] [D loss: 0.001067] [G loss: 0.203858]\n",
            "[Epoch 42/45] [Batch 918/1488] [D loss: 0.001011] [G loss: 0.233058]\n",
            "[Epoch 42/45] [Batch 919/1488] [D loss: 0.000925] [G loss: 0.280227]\n",
            "[Epoch 42/45] [Batch 920/1488] [D loss: 0.000916] [G loss: 0.262189]\n",
            "[Epoch 42/45] [Batch 921/1488] [D loss: 0.000968] [G loss: 0.223852]\n",
            "[Epoch 42/45] [Batch 922/1488] [D loss: 0.000979] [G loss: 0.201033]\n",
            "[Epoch 42/45] [Batch 923/1488] [D loss: 0.000950] [G loss: 0.220485]\n",
            "[Epoch 42/45] [Batch 924/1488] [D loss: 0.000919] [G loss: 0.215365]\n",
            "[Epoch 42/45] [Batch 925/1488] [D loss: 0.000844] [G loss: 0.216566]\n",
            "[Epoch 42/45] [Batch 926/1488] [D loss: 0.000707] [G loss: 0.260449]\n",
            "[Epoch 42/45] [Batch 927/1488] [D loss: 0.000561] [G loss: 0.265580]\n",
            "[Epoch 42/45] [Batch 928/1488] [D loss: 0.000468] [G loss: 0.180286]\n",
            "[Epoch 42/45] [Batch 929/1488] [D loss: 0.000391] [G loss: 0.224519]\n",
            "[Epoch 42/45] [Batch 930/1488] [D loss: 0.000324] [G loss: 0.191957]\n",
            "[Epoch 42/45] [Batch 931/1488] [D loss: 0.000258] [G loss: 0.217622]\n",
            "[Epoch 42/45] [Batch 932/1488] [D loss: 0.000200] [G loss: 0.252094]\n",
            "[Epoch 42/45] [Batch 933/1488] [D loss: 0.000172] [G loss: 0.215543]\n",
            "[Epoch 42/45] [Batch 934/1488] [D loss: 0.000166] [G loss: 0.219227]\n",
            "[Epoch 42/45] [Batch 935/1488] [D loss: 0.000176] [G loss: 0.171959]\n",
            "[Epoch 42/45] [Batch 936/1488] [D loss: 0.000188] [G loss: 0.199811]\n",
            "[Epoch 42/45] [Batch 937/1488] [D loss: 0.000176] [G loss: 0.286959]\n",
            "[Epoch 42/45] [Batch 938/1488] [D loss: 0.000143] [G loss: 0.199989]\n",
            "[Epoch 42/45] [Batch 939/1488] [D loss: 0.000111] [G loss: 0.188866]\n",
            "[Epoch 42/45] [Batch 940/1488] [D loss: 0.000108] [G loss: 0.228090]\n",
            "[Epoch 42/45] [Batch 941/1488] [D loss: 0.000103] [G loss: 0.222540]\n",
            "[Epoch 42/45] [Batch 942/1488] [D loss: 0.000126] [G loss: 0.130589]\n",
            "[Epoch 42/45] [Batch 943/1488] [D loss: 0.000140] [G loss: 0.251459]\n",
            "[Epoch 42/45] [Batch 944/1488] [D loss: 0.000183] [G loss: 0.221786]\n",
            "[Epoch 42/45] [Batch 945/1488] [D loss: 0.000211] [G loss: 0.248169]\n",
            "[Epoch 42/45] [Batch 946/1488] [D loss: 0.000222] [G loss: 0.207368]\n",
            "[Epoch 42/45] [Batch 947/1488] [D loss: 0.000252] [G loss: 0.190420]\n",
            "[Epoch 42/45] [Batch 948/1488] [D loss: 0.000269] [G loss: 0.208320]\n",
            "[Epoch 42/45] [Batch 949/1488] [D loss: 0.000271] [G loss: 0.229499]\n",
            "[Epoch 42/45] [Batch 950/1488] [D loss: 0.000203] [G loss: 0.196508]\n",
            "[Epoch 42/45] [Batch 951/1488] [D loss: 0.000177] [G loss: 0.226990]\n",
            "[Epoch 42/45] [Batch 952/1488] [D loss: 0.000173] [G loss: 0.185932]\n",
            "[Epoch 42/45] [Batch 953/1488] [D loss: 0.000147] [G loss: 0.234499]\n",
            "[Epoch 42/45] [Batch 954/1488] [D loss: 0.000127] [G loss: 0.209075]\n",
            "[Epoch 42/45] [Batch 955/1488] [D loss: 0.000111] [G loss: 0.198588]\n",
            "[Epoch 42/45] [Batch 956/1488] [D loss: 0.000077] [G loss: 0.171033]\n",
            "[Epoch 42/45] [Batch 957/1488] [D loss: 0.000068] [G loss: 0.201280]\n",
            "[Epoch 42/45] [Batch 958/1488] [D loss: 0.000063] [G loss: 0.230674]\n",
            "[Epoch 42/45] [Batch 959/1488] [D loss: 0.000072] [G loss: 0.237604]\n",
            "[Epoch 42/45] [Batch 960/1488] [D loss: 0.000074] [G loss: 0.253217]\n",
            "[Epoch 42/45] [Batch 961/1488] [D loss: 0.000073] [G loss: 0.195992]\n",
            "[Epoch 42/45] [Batch 962/1488] [D loss: 0.000077] [G loss: 0.208814]\n",
            "[Epoch 42/45] [Batch 963/1488] [D loss: 0.000084] [G loss: 0.218864]\n",
            "[Epoch 42/45] [Batch 964/1488] [D loss: 0.000068] [G loss: 0.211425]\n",
            "[Epoch 42/45] [Batch 965/1488] [D loss: 0.000083] [G loss: 0.212157]\n",
            "[Epoch 42/45] [Batch 966/1488] [D loss: 0.000124] [G loss: 0.189645]\n",
            "[Epoch 42/45] [Batch 967/1488] [D loss: 0.000175] [G loss: 0.244070]\n",
            "[Epoch 42/45] [Batch 968/1488] [D loss: 0.000220] [G loss: 0.219275]\n",
            "[Epoch 42/45] [Batch 969/1488] [D loss: 0.000273] [G loss: 0.183325]\n",
            "[Epoch 42/45] [Batch 970/1488] [D loss: 0.000318] [G loss: 0.202949]\n",
            "[Epoch 42/45] [Batch 971/1488] [D loss: 0.000313] [G loss: 0.246034]\n",
            "[Epoch 42/45] [Batch 972/1488] [D loss: 0.000322] [G loss: 0.235804]\n",
            "[Epoch 42/45] [Batch 973/1488] [D loss: 0.000344] [G loss: 0.171550]\n",
            "[Epoch 42/45] [Batch 974/1488] [D loss: 0.000353] [G loss: 0.216260]\n",
            "[Epoch 42/45] [Batch 975/1488] [D loss: 0.000383] [G loss: 0.212205]\n",
            "[Epoch 42/45] [Batch 976/1488] [D loss: 0.000479] [G loss: 0.241916]\n",
            "[Epoch 42/45] [Batch 977/1488] [D loss: 0.000459] [G loss: 0.192844]\n",
            "[Epoch 42/45] [Batch 978/1488] [D loss: 0.000482] [G loss: 0.210977]\n",
            "[Epoch 42/45] [Batch 979/1488] [D loss: 0.000543] [G loss: 0.232172]\n",
            "[Epoch 42/45] [Batch 980/1488] [D loss: 0.000581] [G loss: 0.224512]\n",
            "[Epoch 42/45] [Batch 981/1488] [D loss: 0.000680] [G loss: 0.197242]\n",
            "[Epoch 42/45] [Batch 982/1488] [D loss: 0.000798] [G loss: 0.198762]\n",
            "[Epoch 42/45] [Batch 983/1488] [D loss: 0.000866] [G loss: 0.293343]\n",
            "[Epoch 42/45] [Batch 984/1488] [D loss: 0.000894] [G loss: 0.236253]\n",
            "[Epoch 42/45] [Batch 985/1488] [D loss: 0.000937] [G loss: 0.253403]\n",
            "[Epoch 42/45] [Batch 986/1488] [D loss: 0.010092] [G loss: 0.234007]\n",
            "[Epoch 42/45] [Batch 987/1488] [D loss: 0.006732] [G loss: 0.200374]\n",
            "[Epoch 42/45] [Batch 988/1488] [D loss: 0.012611] [G loss: 0.248900]\n",
            "[Epoch 42/45] [Batch 989/1488] [D loss: 0.017668] [G loss: 0.190447]\n",
            "[Epoch 42/45] [Batch 990/1488] [D loss: 0.020112] [G loss: 0.235805]\n",
            "[Epoch 42/45] [Batch 991/1488] [D loss: 0.018697] [G loss: 0.200907]\n",
            "[Epoch 42/45] [Batch 992/1488] [D loss: 0.014576] [G loss: 0.191414]\n",
            "[Epoch 42/45] [Batch 993/1488] [D loss: 0.010362] [G loss: 0.181312]\n",
            "[Epoch 42/45] [Batch 994/1488] [D loss: 0.014783] [G loss: 0.233440]\n",
            "[Epoch 42/45] [Batch 995/1488] [D loss: 0.014679] [G loss: 0.196528]\n",
            "[Epoch 42/45] [Batch 996/1488] [D loss: 0.022208] [G loss: 0.188801]\n",
            "[Epoch 42/45] [Batch 997/1488] [D loss: 0.017238] [G loss: 0.245895]\n",
            "[Epoch 42/45] [Batch 998/1488] [D loss: 0.005739] [G loss: 0.198707]\n",
            "[Epoch 42/45] [Batch 999/1488] [D loss: 0.001763] [G loss: 0.204474]\n",
            "[Epoch 42/45] [Batch 1000/1488] [D loss: 0.002761] [G loss: 0.191711]\n",
            "[Epoch 42/45] [Batch 1001/1488] [D loss: 0.004124] [G loss: 0.214696]\n",
            "[Epoch 42/45] [Batch 1002/1488] [D loss: 0.006321] [G loss: 0.207564]\n",
            "[Epoch 42/45] [Batch 1003/1488] [D loss: 0.009056] [G loss: 0.181709]\n",
            "[Epoch 42/45] [Batch 1004/1488] [D loss: 0.009545] [G loss: 0.239967]\n",
            "[Epoch 42/45] [Batch 1005/1488] [D loss: 0.007376] [G loss: 0.236217]\n",
            "[Epoch 42/45] [Batch 1006/1488] [D loss: 0.004112] [G loss: 0.215986]\n",
            "[Epoch 42/45] [Batch 1007/1488] [D loss: 0.001855] [G loss: 0.231948]\n",
            "[Epoch 42/45] [Batch 1008/1488] [D loss: 0.000709] [G loss: 0.163474]\n",
            "[Epoch 42/45] [Batch 1009/1488] [D loss: 0.000289] [G loss: 0.269605]\n",
            "[Epoch 42/45] [Batch 1010/1488] [D loss: 0.000206] [G loss: 0.203439]\n",
            "[Epoch 42/45] [Batch 1011/1488] [D loss: 0.000143] [G loss: 0.248516]\n",
            "[Epoch 42/45] [Batch 1012/1488] [D loss: 0.000151] [G loss: 0.212803]\n",
            "[Epoch 42/45] [Batch 1013/1488] [D loss: 0.000148] [G loss: 0.205518]\n",
            "[Epoch 42/45] [Batch 1014/1488] [D loss: 0.000181] [G loss: 0.175734]\n",
            "[Epoch 42/45] [Batch 1015/1488] [D loss: 0.000190] [G loss: 0.203181]\n",
            "[Epoch 42/45] [Batch 1016/1488] [D loss: 0.000276] [G loss: 0.245408]\n",
            "[Epoch 42/45] [Batch 1017/1488] [D loss: 0.000300] [G loss: 0.238359]\n",
            "[Epoch 42/45] [Batch 1018/1488] [D loss: 0.000230] [G loss: 0.194168]\n",
            "[Epoch 42/45] [Batch 1019/1488] [D loss: 0.000149] [G loss: 0.250339]\n",
            "[Epoch 42/45] [Batch 1020/1488] [D loss: 0.000124] [G loss: 0.215379]\n",
            "[Epoch 42/45] [Batch 1021/1488] [D loss: 0.000082] [G loss: 0.243896]\n",
            "[Epoch 42/45] [Batch 1022/1488] [D loss: 0.000087] [G loss: 0.204654]\n",
            "[Epoch 42/45] [Batch 1023/1488] [D loss: 0.000100] [G loss: 0.218682]\n",
            "[Epoch 42/45] [Batch 1024/1488] [D loss: 0.000129] [G loss: 0.188942]\n",
            "[Epoch 42/45] [Batch 1025/1488] [D loss: 0.000190] [G loss: 0.154319]\n",
            "[Epoch 42/45] [Batch 1026/1488] [D loss: 0.000172] [G loss: 0.190321]\n",
            "[Epoch 42/45] [Batch 1027/1488] [D loss: 0.000180] [G loss: 0.155959]\n",
            "[Epoch 42/45] [Batch 1028/1488] [D loss: 0.000186] [G loss: 0.201885]\n",
            "[Epoch 42/45] [Batch 1029/1488] [D loss: 0.000161] [G loss: 0.199315]\n",
            "[Epoch 42/45] [Batch 1030/1488] [D loss: 0.000143] [G loss: 0.245181]\n",
            "[Epoch 42/45] [Batch 1031/1488] [D loss: 0.000107] [G loss: 0.278674]\n",
            "[Epoch 42/45] [Batch 1032/1488] [D loss: 0.000118] [G loss: 0.293313]\n",
            "[Epoch 42/45] [Batch 1033/1488] [D loss: 0.000140] [G loss: 0.197685]\n",
            "[Epoch 42/45] [Batch 1034/1488] [D loss: 0.000124] [G loss: 0.216919]\n",
            "[Epoch 42/45] [Batch 1035/1488] [D loss: 0.000116] [G loss: 0.180125]\n",
            "[Epoch 42/45] [Batch 1036/1488] [D loss: 0.000088] [G loss: 0.220293]\n",
            "[Epoch 42/45] [Batch 1037/1488] [D loss: 0.000093] [G loss: 0.237872]\n",
            "[Epoch 42/45] [Batch 1038/1488] [D loss: 0.000071] [G loss: 0.228982]\n",
            "[Epoch 42/45] [Batch 1039/1488] [D loss: 0.000075] [G loss: 0.213951]\n",
            "[Epoch 42/45] [Batch 1040/1488] [D loss: 0.000093] [G loss: 0.187211]\n",
            "[Epoch 42/45] [Batch 1041/1488] [D loss: 0.000062] [G loss: 0.247883]\n",
            "[Epoch 42/45] [Batch 1042/1488] [D loss: 0.000051] [G loss: 0.226331]\n",
            "[Epoch 42/45] [Batch 1043/1488] [D loss: 0.000070] [G loss: 0.241032]\n",
            "[Epoch 42/45] [Batch 1044/1488] [D loss: 0.000089] [G loss: 0.214929]\n",
            "[Epoch 42/45] [Batch 1045/1488] [D loss: 0.000081] [G loss: 0.196348]\n",
            "[Epoch 42/45] [Batch 1046/1488] [D loss: 0.000085] [G loss: 0.287693]\n",
            "[Epoch 42/45] [Batch 1047/1488] [D loss: 0.000077] [G loss: 0.204721]\n",
            "[Epoch 42/45] [Batch 1048/1488] [D loss: 0.000078] [G loss: 0.194007]\n",
            "[Epoch 42/45] [Batch 1049/1488] [D loss: 0.000084] [G loss: 0.242363]\n",
            "[Epoch 42/45] [Batch 1050/1488] [D loss: 0.000077] [G loss: 0.203155]\n",
            "[Epoch 42/45] [Batch 1051/1488] [D loss: 0.000083] [G loss: 0.246743]\n",
            "[Epoch 42/45] [Batch 1052/1488] [D loss: 0.000077] [G loss: 0.227030]\n",
            "[Epoch 42/45] [Batch 1053/1488] [D loss: 0.000065] [G loss: 0.223695]\n",
            "[Epoch 42/45] [Batch 1054/1488] [D loss: 0.000057] [G loss: 0.190615]\n",
            "[Epoch 42/45] [Batch 1055/1488] [D loss: 0.000090] [G loss: 0.262589]\n",
            "[Epoch 42/45] [Batch 1056/1488] [D loss: 0.000124] [G loss: 0.235903]\n",
            "[Epoch 42/45] [Batch 1057/1488] [D loss: 0.008298] [G loss: 0.211027]\n",
            "[Epoch 42/45] [Batch 1058/1488] [D loss: 0.003115] [G loss: 0.217133]\n",
            "[Epoch 42/45] [Batch 1059/1488] [D loss: 0.004756] [G loss: 0.210445]\n",
            "[Epoch 42/45] [Batch 1060/1488] [D loss: 0.002647] [G loss: 0.174733]\n",
            "[Epoch 42/45] [Batch 1061/1488] [D loss: 0.104305] [G loss: 0.177654]\n",
            "[Epoch 42/45] [Batch 1062/1488] [D loss: 0.092211] [G loss: 0.213465]\n",
            "[Epoch 42/45] [Batch 1063/1488] [D loss: 0.116188] [G loss: 0.227901]\n",
            "[Epoch 42/45] [Batch 1064/1488] [D loss: 0.041017] [G loss: 0.209135]\n",
            "[Epoch 42/45] [Batch 1065/1488] [D loss: 0.015875] [G loss: 0.197673]\n",
            "[Epoch 42/45] [Batch 1066/1488] [D loss: 0.010744] [G loss: 0.213173]\n",
            "[Epoch 42/45] [Batch 1067/1488] [D loss: 0.007932] [G loss: 0.198997]\n",
            "[Epoch 42/45] [Batch 1068/1488] [D loss: 0.002951] [G loss: 0.257776]\n",
            "[Epoch 42/45] [Batch 1069/1488] [D loss: 0.001074] [G loss: 0.239136]\n",
            "[Epoch 42/45] [Batch 1070/1488] [D loss: 0.000777] [G loss: 0.260848]\n",
            "[Epoch 42/45] [Batch 1071/1488] [D loss: 0.000497] [G loss: 0.235262]\n",
            "[Epoch 42/45] [Batch 1072/1488] [D loss: 0.000317] [G loss: 0.243848]\n",
            "[Epoch 42/45] [Batch 1073/1488] [D loss: 0.000195] [G loss: 0.185495]\n",
            "[Epoch 42/45] [Batch 1074/1488] [D loss: 0.011213] [G loss: 0.178810]\n",
            "[Epoch 42/45] [Batch 1075/1488] [D loss: 0.003809] [G loss: 0.215903]\n",
            "[Epoch 42/45] [Batch 1076/1488] [D loss: 0.003058] [G loss: 0.229824]\n",
            "[Epoch 42/45] [Batch 1077/1488] [D loss: 0.001229] [G loss: 0.256771]\n",
            "[Epoch 42/45] [Batch 1078/1488] [D loss: 0.000453] [G loss: 0.187808]\n",
            "[Epoch 42/45] [Batch 1079/1488] [D loss: 0.001187] [G loss: 0.242331]\n",
            "[Epoch 42/45] [Batch 1080/1488] [D loss: 0.000283] [G loss: 0.227560]\n",
            "[Epoch 42/45] [Batch 1081/1488] [D loss: 0.000412] [G loss: 0.228553]\n",
            "[Epoch 42/45] [Batch 1082/1488] [D loss: 0.000283] [G loss: 0.207233]\n",
            "[Epoch 42/45] [Batch 1083/1488] [D loss: 0.000197] [G loss: 0.197974]\n",
            "[Epoch 42/45] [Batch 1084/1488] [D loss: 0.000201] [G loss: 0.206865]\n",
            "[Epoch 42/45] [Batch 1085/1488] [D loss: 0.000209] [G loss: 0.238871]\n",
            "[Epoch 42/45] [Batch 1086/1488] [D loss: 0.000136] [G loss: 0.228168]\n",
            "[Epoch 42/45] [Batch 1087/1488] [D loss: 0.000128] [G loss: 0.195345]\n",
            "[Epoch 42/45] [Batch 1088/1488] [D loss: 0.000143] [G loss: 0.236859]\n",
            "[Epoch 42/45] [Batch 1089/1488] [D loss: 0.000198] [G loss: 0.187382]\n",
            "[Epoch 42/45] [Batch 1090/1488] [D loss: 0.000185] [G loss: 0.231967]\n",
            "[Epoch 42/45] [Batch 1091/1488] [D loss: 0.000115] [G loss: 0.194996]\n",
            "[Epoch 42/45] [Batch 1092/1488] [D loss: 0.000120] [G loss: 0.251947]\n",
            "[Epoch 42/45] [Batch 1093/1488] [D loss: 0.000105] [G loss: 0.230288]\n",
            "[Epoch 42/45] [Batch 1094/1488] [D loss: 0.000113] [G loss: 0.221271]\n",
            "[Epoch 42/45] [Batch 1095/1488] [D loss: 0.000116] [G loss: 0.198542]\n",
            "[Epoch 42/45] [Batch 1096/1488] [D loss: 0.000078] [G loss: 0.226458]\n",
            "[Epoch 42/45] [Batch 1097/1488] [D loss: 0.000081] [G loss: 0.206186]\n",
            "[Epoch 42/45] [Batch 1098/1488] [D loss: 0.000081] [G loss: 0.233592]\n",
            "[Epoch 42/45] [Batch 1099/1488] [D loss: 0.000108] [G loss: 0.192224]\n",
            "[Epoch 42/45] [Batch 1100/1488] [D loss: 0.000085] [G loss: 0.253738]\n",
            "[Epoch 42/45] [Batch 1101/1488] [D loss: 0.000080] [G loss: 0.228683]\n",
            "[Epoch 42/45] [Batch 1102/1488] [D loss: 0.000085] [G loss: 0.216789]\n",
            "[Epoch 42/45] [Batch 1103/1488] [D loss: 0.000066] [G loss: 0.194769]\n",
            "[Epoch 42/45] [Batch 1104/1488] [D loss: 0.000202] [G loss: 0.248514]\n",
            "[Epoch 42/45] [Batch 1105/1488] [D loss: 0.000113] [G loss: 0.231886]\n",
            "[Epoch 42/45] [Batch 1106/1488] [D loss: 0.000114] [G loss: 0.224206]\n",
            "[Epoch 42/45] [Batch 1107/1488] [D loss: 0.000100] [G loss: 0.200626]\n",
            "[Epoch 42/45] [Batch 1108/1488] [D loss: 0.000099] [G loss: 0.186169]\n",
            "[Epoch 42/45] [Batch 1109/1488] [D loss: 0.000090] [G loss: 0.220904]\n",
            "[Epoch 42/45] [Batch 1110/1488] [D loss: 0.000064] [G loss: 0.178596]\n",
            "[Epoch 42/45] [Batch 1111/1488] [D loss: 0.000066] [G loss: 0.179513]\n",
            "[Epoch 42/45] [Batch 1112/1488] [D loss: 0.000098] [G loss: 0.153786]\n",
            "[Epoch 42/45] [Batch 1113/1488] [D loss: 0.000073] [G loss: 0.211742]\n",
            "[Epoch 42/45] [Batch 1114/1488] [D loss: 0.000077] [G loss: 0.207213]\n",
            "[Epoch 42/45] [Batch 1115/1488] [D loss: 0.000081] [G loss: 0.179643]\n",
            "[Epoch 42/45] [Batch 1116/1488] [D loss: 0.000059] [G loss: 0.213771]\n",
            "[Epoch 42/45] [Batch 1117/1488] [D loss: 0.000687] [G loss: 0.201463]\n",
            "[Epoch 42/45] [Batch 1118/1488] [D loss: 0.000251] [G loss: 0.211549]\n",
            "[Epoch 42/45] [Batch 1119/1488] [D loss: 0.000213] [G loss: 0.227978]\n",
            "[Epoch 42/45] [Batch 1120/1488] [D loss: 0.000105] [G loss: 0.210131]\n",
            "[Epoch 42/45] [Batch 1121/1488] [D loss: 0.000099] [G loss: 0.217387]\n",
            "[Epoch 42/45] [Batch 1122/1488] [D loss: 0.000126] [G loss: 0.225801]\n",
            "[Epoch 42/45] [Batch 1123/1488] [D loss: 0.000225] [G loss: 0.236663]\n",
            "[Epoch 42/45] [Batch 1124/1488] [D loss: 0.000097] [G loss: 0.203955]\n",
            "[Epoch 42/45] [Batch 1125/1488] [D loss: 0.002498] [G loss: 0.216186]\n",
            "[Epoch 42/45] [Batch 1126/1488] [D loss: 0.000802] [G loss: 0.210811]\n",
            "[Epoch 42/45] [Batch 1127/1488] [D loss: 0.000701] [G loss: 0.197980]\n",
            "[Epoch 42/45] [Batch 1128/1488] [D loss: 0.000323] [G loss: 0.159887]\n",
            "[Epoch 42/45] [Batch 1129/1488] [D loss: 0.000162] [G loss: 0.217301]\n",
            "[Epoch 42/45] [Batch 1130/1488] [D loss: 0.000115] [G loss: 0.218426]\n",
            "[Epoch 42/45] [Batch 1131/1488] [D loss: 0.000200] [G loss: 0.212029]\n",
            "[Epoch 42/45] [Batch 1132/1488] [D loss: 0.000119] [G loss: 0.177597]\n",
            "[Epoch 42/45] [Batch 1133/1488] [D loss: 0.000135] [G loss: 0.223964]\n",
            "[Epoch 42/45] [Batch 1134/1488] [D loss: 0.000140] [G loss: 0.165841]\n",
            "[Epoch 42/45] [Batch 1135/1488] [D loss: 0.000716] [G loss: 0.174719]\n",
            "[Epoch 42/45] [Batch 1136/1488] [D loss: 0.000333] [G loss: 0.230908]\n",
            "[Epoch 42/45] [Batch 1137/1488] [D loss: 0.000256] [G loss: 0.161819]\n",
            "[Epoch 42/45] [Batch 1138/1488] [D loss: 0.000097] [G loss: 0.225587]\n",
            "[Epoch 42/45] [Batch 1139/1488] [D loss: 0.000242] [G loss: 0.184907]\n",
            "[Epoch 42/45] [Batch 1140/1488] [D loss: 0.000114] [G loss: 0.184142]\n",
            "[Epoch 42/45] [Batch 1141/1488] [D loss: 0.000115] [G loss: 0.231097]\n",
            "[Epoch 42/45] [Batch 1142/1488] [D loss: 0.000081] [G loss: 0.202614]\n",
            "[Epoch 42/45] [Batch 1143/1488] [D loss: 0.000089] [G loss: 0.239285]\n",
            "[Epoch 42/45] [Batch 1144/1488] [D loss: 0.000053] [G loss: 0.195970]\n",
            "[Epoch 42/45] [Batch 1145/1488] [D loss: 0.000071] [G loss: 0.211241]\n",
            "[Epoch 42/45] [Batch 1146/1488] [D loss: 0.000052] [G loss: 0.188606]\n",
            "[Epoch 42/45] [Batch 1147/1488] [D loss: 0.000060] [G loss: 0.229662]\n",
            "[Epoch 42/45] [Batch 1148/1488] [D loss: 0.000045] [G loss: 0.233306]\n",
            "[Epoch 42/45] [Batch 1149/1488] [D loss: 0.000068] [G loss: 0.131913]\n",
            "[Epoch 42/45] [Batch 1150/1488] [D loss: 0.000079] [G loss: 0.251965]\n",
            "[Epoch 42/45] [Batch 1151/1488] [D loss: 0.000083] [G loss: 0.188434]\n",
            "[Epoch 42/45] [Batch 1152/1488] [D loss: 0.000059] [G loss: 0.272302]\n",
            "[Epoch 42/45] [Batch 1153/1488] [D loss: 0.000055] [G loss: 0.233382]\n",
            "[Epoch 42/45] [Batch 1154/1488] [D loss: 0.000066] [G loss: 0.216302]\n",
            "[Epoch 42/45] [Batch 1155/1488] [D loss: 0.000057] [G loss: 0.293630]\n",
            "[Epoch 42/45] [Batch 1156/1488] [D loss: 0.000074] [G loss: 0.214642]\n",
            "[Epoch 42/45] [Batch 1157/1488] [D loss: 0.000090] [G loss: 0.216451]\n",
            "[Epoch 42/45] [Batch 1158/1488] [D loss: 0.000089] [G loss: 0.262630]\n",
            "[Epoch 42/45] [Batch 1159/1488] [D loss: 0.000068] [G loss: 0.200470]\n",
            "[Epoch 42/45] [Batch 1160/1488] [D loss: 0.000057] [G loss: 0.269537]\n",
            "[Epoch 42/45] [Batch 1161/1488] [D loss: 0.000075] [G loss: 0.236175]\n",
            "[Epoch 42/45] [Batch 1162/1488] [D loss: 0.000037] [G loss: 0.211416]\n",
            "[Epoch 42/45] [Batch 1163/1488] [D loss: 0.000065] [G loss: 0.215295]\n",
            "[Epoch 42/45] [Batch 1164/1488] [D loss: 0.000061] [G loss: 0.186156]\n",
            "[Epoch 42/45] [Batch 1165/1488] [D loss: 0.000044] [G loss: 0.229941]\n",
            "[Epoch 42/45] [Batch 1166/1488] [D loss: 0.000075] [G loss: 0.227214]\n",
            "[Epoch 42/45] [Batch 1167/1488] [D loss: 0.000065] [G loss: 0.210816]\n",
            "[Epoch 42/45] [Batch 1168/1488] [D loss: 0.000053] [G loss: 0.204887]\n",
            "[Epoch 42/45] [Batch 1169/1488] [D loss: 0.000065] [G loss: 0.143139]\n",
            "[Epoch 42/45] [Batch 1170/1488] [D loss: 0.000055] [G loss: 0.244646]\n",
            "[Epoch 42/45] [Batch 1171/1488] [D loss: 0.000049] [G loss: 0.156686]\n",
            "[Epoch 42/45] [Batch 1172/1488] [D loss: 0.000050] [G loss: 0.216123]\n",
            "[Epoch 42/45] [Batch 1173/1488] [D loss: 0.000050] [G loss: 0.198248]\n",
            "[Epoch 42/45] [Batch 1174/1488] [D loss: 0.000075] [G loss: 0.202774]\n",
            "[Epoch 42/45] [Batch 1175/1488] [D loss: 0.000049] [G loss: 0.204494]\n",
            "[Epoch 42/45] [Batch 1176/1488] [D loss: 0.000041] [G loss: 0.179105]\n",
            "[Epoch 42/45] [Batch 1177/1488] [D loss: 0.000042] [G loss: 0.256469]\n",
            "[Epoch 42/45] [Batch 1178/1488] [D loss: 0.000041] [G loss: 0.206862]\n",
            "[Epoch 42/45] [Batch 1179/1488] [D loss: 0.000034] [G loss: 0.200328]\n",
            "[Epoch 42/45] [Batch 1180/1488] [D loss: 0.000113] [G loss: 0.255954]\n",
            "[Epoch 42/45] [Batch 1181/1488] [D loss: 0.001601] [G loss: 0.181415]\n",
            "[Epoch 42/45] [Batch 1182/1488] [D loss: 0.000218] [G loss: 0.224323]\n",
            "[Epoch 42/45] [Batch 1183/1488] [D loss: 0.000303] [G loss: 0.242276]\n",
            "[Epoch 42/45] [Batch 1184/1488] [D loss: 0.000243] [G loss: 0.226312]\n",
            "[Epoch 42/45] [Batch 1185/1488] [D loss: 0.000153] [G loss: 0.242317]\n",
            "[Epoch 42/45] [Batch 1186/1488] [D loss: 0.000105] [G loss: 0.197436]\n",
            "[Epoch 42/45] [Batch 1187/1488] [D loss: 0.000064] [G loss: 0.226888]\n",
            "[Epoch 42/45] [Batch 1188/1488] [D loss: 0.000075] [G loss: 0.220980]\n",
            "[Epoch 42/45] [Batch 1189/1488] [D loss: 0.000054] [G loss: 0.146898]\n",
            "[Epoch 42/45] [Batch 1190/1488] [D loss: 0.000050] [G loss: 0.202554]\n",
            "[Epoch 42/45] [Batch 1191/1488] [D loss: 0.000032] [G loss: 0.196495]\n",
            "[Epoch 42/45] [Batch 1192/1488] [D loss: 0.000039] [G loss: 0.220177]\n",
            "[Epoch 42/45] [Batch 1193/1488] [D loss: 0.000071] [G loss: 0.188694]\n",
            "[Epoch 42/45] [Batch 1194/1488] [D loss: 0.000069] [G loss: 0.222202]\n",
            "[Epoch 42/45] [Batch 1195/1488] [D loss: 0.000051] [G loss: 0.242778]\n",
            "[Epoch 42/45] [Batch 1196/1488] [D loss: 0.000041] [G loss: 0.163726]\n",
            "[Epoch 42/45] [Batch 1197/1488] [D loss: 0.000044] [G loss: 0.229511]\n",
            "[Epoch 42/45] [Batch 1198/1488] [D loss: 0.000050] [G loss: 0.216097]\n",
            "[Epoch 42/45] [Batch 1199/1488] [D loss: 0.000061] [G loss: 0.233655]\n",
            "[Epoch 42/45] [Batch 1200/1488] [D loss: 0.000060] [G loss: 0.197228]\n",
            "[Epoch 42/45] [Batch 1201/1488] [D loss: 0.000074] [G loss: 0.227990]\n",
            "[Epoch 42/45] [Batch 1202/1488] [D loss: 0.000048] [G loss: 0.193997]\n",
            "[Epoch 42/45] [Batch 1203/1488] [D loss: 0.000033] [G loss: 0.149776]\n",
            "[Epoch 42/45] [Batch 1204/1488] [D loss: 0.000056] [G loss: 0.191324]\n",
            "[Epoch 42/45] [Batch 1205/1488] [D loss: 0.000055] [G loss: 0.190482]\n",
            "[Epoch 42/45] [Batch 1206/1488] [D loss: 0.000048] [G loss: 0.198741]\n",
            "[Epoch 42/45] [Batch 1207/1488] [D loss: 0.000047] [G loss: 0.230389]\n",
            "[Epoch 42/45] [Batch 1208/1488] [D loss: 0.000051] [G loss: 0.232255]\n",
            "[Epoch 42/45] [Batch 1209/1488] [D loss: 0.000036] [G loss: 0.225766]\n",
            "[Epoch 42/45] [Batch 1210/1488] [D loss: 0.000032] [G loss: 0.241545]\n",
            "[Epoch 42/45] [Batch 1211/1488] [D loss: 0.000045] [G loss: 0.270486]\n",
            "[Epoch 42/45] [Batch 1212/1488] [D loss: 0.000046] [G loss: 0.185817]\n",
            "[Epoch 42/45] [Batch 1213/1488] [D loss: 0.000041] [G loss: 0.187538]\n",
            "[Epoch 42/45] [Batch 1214/1488] [D loss: 0.000053] [G loss: 0.225395]\n",
            "[Epoch 42/45] [Batch 1215/1488] [D loss: 0.000047] [G loss: 0.286535]\n",
            "[Epoch 42/45] [Batch 1216/1488] [D loss: 0.000042] [G loss: 0.209626]\n",
            "[Epoch 42/45] [Batch 1217/1488] [D loss: 0.000042] [G loss: 0.197810]\n",
            "[Epoch 42/45] [Batch 1218/1488] [D loss: 0.000037] [G loss: 0.173125]\n",
            "[Epoch 42/45] [Batch 1219/1488] [D loss: 0.000059] [G loss: 0.220698]\n",
            "[Epoch 42/45] [Batch 1220/1488] [D loss: 0.000055] [G loss: 0.185031]\n",
            "[Epoch 42/45] [Batch 1221/1488] [D loss: 0.000056] [G loss: 0.260544]\n",
            "[Epoch 42/45] [Batch 1222/1488] [D loss: 0.000059] [G loss: 0.198953]\n",
            "[Epoch 42/45] [Batch 1223/1488] [D loss: 0.000063] [G loss: 0.195395]\n",
            "[Epoch 42/45] [Batch 1224/1488] [D loss: 0.000058] [G loss: 0.193914]\n",
            "[Epoch 42/45] [Batch 1225/1488] [D loss: 0.000058] [G loss: 0.150308]\n",
            "[Epoch 42/45] [Batch 1226/1488] [D loss: 0.000074] [G loss: 0.209423]\n",
            "[Epoch 42/45] [Batch 1227/1488] [D loss: 0.000079] [G loss: 0.267180]\n",
            "[Epoch 42/45] [Batch 1228/1488] [D loss: 0.000186] [G loss: 0.178018]\n",
            "[Epoch 42/45] [Batch 1229/1488] [D loss: 0.000055] [G loss: 0.227021]\n",
            "[Epoch 42/45] [Batch 1230/1488] [D loss: 0.000063] [G loss: 0.240320]\n",
            "[Epoch 42/45] [Batch 1231/1488] [D loss: 0.000061] [G loss: 0.242036]\n",
            "[Epoch 42/45] [Batch 1232/1488] [D loss: 0.000044] [G loss: 0.206561]\n",
            "[Epoch 42/45] [Batch 1233/1488] [D loss: 0.000041] [G loss: 0.275755]\n",
            "[Epoch 42/45] [Batch 1234/1488] [D loss: 0.000046] [G loss: 0.224250]\n",
            "[Epoch 42/45] [Batch 1235/1488] [D loss: 0.000036] [G loss: 0.248508]\n",
            "[Epoch 42/45] [Batch 1236/1488] [D loss: 0.000035] [G loss: 0.252428]\n",
            "[Epoch 42/45] [Batch 1237/1488] [D loss: 0.000039] [G loss: 0.211326]\n",
            "[Epoch 42/45] [Batch 1238/1488] [D loss: 0.000049] [G loss: 0.238638]\n",
            "[Epoch 42/45] [Batch 1239/1488] [D loss: 0.000051] [G loss: 0.283590]\n",
            "[Epoch 42/45] [Batch 1240/1488] [D loss: 0.000054] [G loss: 0.203548]\n",
            "[Epoch 42/45] [Batch 1241/1488] [D loss: 0.000052] [G loss: 0.186697]\n",
            "[Epoch 42/45] [Batch 1242/1488] [D loss: 0.000079] [G loss: 0.190253]\n",
            "[Epoch 42/45] [Batch 1243/1488] [D loss: 0.000043] [G loss: 0.301251]\n",
            "[Epoch 42/45] [Batch 1244/1488] [D loss: 0.000108] [G loss: 0.174677]\n",
            "[Epoch 42/45] [Batch 1245/1488] [D loss: 0.000091] [G loss: 0.203860]\n",
            "[Epoch 42/45] [Batch 1246/1488] [D loss: 0.000097] [G loss: 0.211317]\n",
            "[Epoch 42/45] [Batch 1247/1488] [D loss: 0.000067] [G loss: 0.191066]\n",
            "[Epoch 42/45] [Batch 1248/1488] [D loss: 0.000057] [G loss: 0.217993]\n",
            "[Epoch 42/45] [Batch 1249/1488] [D loss: 0.000064] [G loss: 0.240112]\n",
            "[Epoch 42/45] [Batch 1250/1488] [D loss: 0.000068] [G loss: 0.200232]\n",
            "[Epoch 42/45] [Batch 1251/1488] [D loss: 0.000052] [G loss: 0.253314]\n",
            "[Epoch 42/45] [Batch 1252/1488] [D loss: 0.000046] [G loss: 0.287533]\n",
            "[Epoch 42/45] [Batch 1253/1488] [D loss: 0.000049] [G loss: 0.233603]\n",
            "[Epoch 42/45] [Batch 1254/1488] [D loss: 0.000055] [G loss: 0.224081]\n",
            "[Epoch 42/45] [Batch 1255/1488] [D loss: 0.000066] [G loss: 0.220334]\n",
            "[Epoch 42/45] [Batch 1256/1488] [D loss: 0.000078] [G loss: 0.207607]\n",
            "[Epoch 42/45] [Batch 1257/1488] [D loss: 0.000058] [G loss: 0.234270]\n",
            "[Epoch 42/45] [Batch 1258/1488] [D loss: 0.000041] [G loss: 0.261430]\n",
            "[Epoch 42/45] [Batch 1259/1488] [D loss: 0.000039] [G loss: 0.238780]\n",
            "[Epoch 42/45] [Batch 1260/1488] [D loss: 0.000035] [G loss: 0.210110]\n",
            "[Epoch 42/45] [Batch 1261/1488] [D loss: 0.000031] [G loss: 0.229615]\n",
            "[Epoch 42/45] [Batch 1262/1488] [D loss: 0.000053] [G loss: 0.224379]\n",
            "[Epoch 42/45] [Batch 1263/1488] [D loss: 0.000038] [G loss: 0.230735]\n",
            "[Epoch 42/45] [Batch 1264/1488] [D loss: 0.000052] [G loss: 0.217398]\n",
            "[Epoch 42/45] [Batch 1265/1488] [D loss: 0.000056] [G loss: 0.192914]\n",
            "[Epoch 42/45] [Batch 1266/1488] [D loss: 0.000087] [G loss: 0.184314]\n",
            "[Epoch 42/45] [Batch 1267/1488] [D loss: 0.000053] [G loss: 0.245064]\n",
            "[Epoch 42/45] [Batch 1268/1488] [D loss: 0.000029] [G loss: 0.221400]\n",
            "[Epoch 42/45] [Batch 1269/1488] [D loss: 0.000088] [G loss: 0.190031]\n",
            "[Epoch 42/45] [Batch 1270/1488] [D loss: 0.000097] [G loss: 0.235473]\n",
            "[Epoch 42/45] [Batch 1271/1488] [D loss: 0.000067] [G loss: 0.166829]\n",
            "[Epoch 42/45] [Batch 1272/1488] [D loss: 0.000078] [G loss: 0.260858]\n",
            "[Epoch 42/45] [Batch 1273/1488] [D loss: 0.000122] [G loss: 0.231327]\n",
            "[Epoch 42/45] [Batch 1274/1488] [D loss: 0.000110] [G loss: 0.186197]\n",
            "[Epoch 42/45] [Batch 1275/1488] [D loss: 0.000122] [G loss: 0.187818]\n",
            "[Epoch 42/45] [Batch 1276/1488] [D loss: 0.000123] [G loss: 0.212686]\n",
            "[Epoch 42/45] [Batch 1277/1488] [D loss: 0.000125] [G loss: 0.201297]\n",
            "[Epoch 42/45] [Batch 1278/1488] [D loss: 0.000128] [G loss: 0.220185]\n",
            "[Epoch 42/45] [Batch 1279/1488] [D loss: 0.000119] [G loss: 0.217711]\n",
            "[Epoch 42/45] [Batch 1280/1488] [D loss: 0.000112] [G loss: 0.307034]\n",
            "[Epoch 42/45] [Batch 1281/1488] [D loss: 0.000111] [G loss: 0.203176]\n",
            "[Epoch 42/45] [Batch 1282/1488] [D loss: 0.000095] [G loss: 0.237303]\n",
            "[Epoch 42/45] [Batch 1283/1488] [D loss: 0.000230] [G loss: 0.229677]\n",
            "[Epoch 42/45] [Batch 1284/1488] [D loss: 0.000138] [G loss: 0.193399]\n",
            "[Epoch 42/45] [Batch 1285/1488] [D loss: 0.000141] [G loss: 0.217656]\n",
            "[Epoch 42/45] [Batch 1286/1488] [D loss: 0.000124] [G loss: 0.210095]\n",
            "[Epoch 42/45] [Batch 1287/1488] [D loss: 0.000106] [G loss: 0.226440]\n",
            "[Epoch 42/45] [Batch 1288/1488] [D loss: 0.000103] [G loss: 0.167982]\n",
            "[Epoch 42/45] [Batch 1289/1488] [D loss: 0.000117] [G loss: 0.265567]\n",
            "[Epoch 42/45] [Batch 1290/1488] [D loss: 0.000092] [G loss: 0.194718]\n",
            "[Epoch 42/45] [Batch 1291/1488] [D loss: 0.000108] [G loss: 0.194385]\n",
            "[Epoch 42/45] [Batch 1292/1488] [D loss: 0.000099] [G loss: 0.213137]\n",
            "[Epoch 42/45] [Batch 1293/1488] [D loss: 0.000101] [G loss: 0.211444]\n",
            "[Epoch 42/45] [Batch 1294/1488] [D loss: 0.012264] [G loss: 0.180875]\n",
            "[Epoch 42/45] [Batch 1295/1488] [D loss: 0.004577] [G loss: 0.203839]\n",
            "[Epoch 42/45] [Batch 1296/1488] [D loss: 0.005439] [G loss: 0.184752]\n",
            "[Epoch 42/45] [Batch 1297/1488] [D loss: 0.002744] [G loss: 0.225110]\n",
            "[Epoch 42/45] [Batch 1298/1488] [D loss: 0.002045] [G loss: 0.239435]\n",
            "[Epoch 42/45] [Batch 1299/1488] [D loss: 0.001997] [G loss: 0.183443]\n",
            "[Epoch 42/45] [Batch 1300/1488] [D loss: 0.000948] [G loss: 0.241169]\n",
            "[Epoch 42/45] [Batch 1301/1488] [D loss: 0.001004] [G loss: 0.196187]\n",
            "[Epoch 42/45] [Batch 1302/1488] [D loss: 0.001213] [G loss: 0.189904]\n",
            "[Epoch 42/45] [Batch 1303/1488] [D loss: 0.003180] [G loss: 0.223186]\n",
            "[Epoch 42/45] [Batch 1304/1488] [D loss: 0.000911] [G loss: 0.215285]\n",
            "[Epoch 42/45] [Batch 1305/1488] [D loss: 0.001036] [G loss: 0.225887]\n",
            "[Epoch 42/45] [Batch 1306/1488] [D loss: 0.000658] [G loss: 0.204066]\n",
            "[Epoch 42/45] [Batch 1307/1488] [D loss: 0.000350] [G loss: 0.233475]\n",
            "[Epoch 42/45] [Batch 1308/1488] [D loss: 0.000312] [G loss: 0.172865]\n",
            "[Epoch 42/45] [Batch 1309/1488] [D loss: 0.000229] [G loss: 0.245786]\n",
            "[Epoch 42/45] [Batch 1310/1488] [D loss: 0.000225] [G loss: 0.213511]\n",
            "[Epoch 42/45] [Batch 1311/1488] [D loss: 0.000226] [G loss: 0.185069]\n",
            "[Epoch 42/45] [Batch 1312/1488] [D loss: 0.000166] [G loss: 0.235599]\n",
            "[Epoch 42/45] [Batch 1313/1488] [D loss: 0.000126] [G loss: 0.193104]\n",
            "[Epoch 42/45] [Batch 1314/1488] [D loss: 0.000074] [G loss: 0.182187]\n",
            "[Epoch 42/45] [Batch 1315/1488] [D loss: 0.000065] [G loss: 0.192031]\n",
            "[Epoch 42/45] [Batch 1316/1488] [D loss: 0.000066] [G loss: 0.237076]\n",
            "[Epoch 42/45] [Batch 1317/1488] [D loss: 0.000060] [G loss: 0.201408]\n",
            "[Epoch 42/45] [Batch 1318/1488] [D loss: 0.000056] [G loss: 0.234545]\n",
            "[Epoch 42/45] [Batch 1319/1488] [D loss: 0.000060] [G loss: 0.182183]\n",
            "[Epoch 42/45] [Batch 1320/1488] [D loss: 0.000065] [G loss: 0.242730]\n",
            "[Epoch 42/45] [Batch 1321/1488] [D loss: 0.000089] [G loss: 0.188683]\n",
            "[Epoch 42/45] [Batch 1322/1488] [D loss: 0.000092] [G loss: 0.182687]\n",
            "[Epoch 42/45] [Batch 1323/1488] [D loss: 0.000064] [G loss: 0.218691]\n",
            "[Epoch 42/45] [Batch 1324/1488] [D loss: 0.000062] [G loss: 0.208211]\n",
            "[Epoch 42/45] [Batch 1325/1488] [D loss: 0.000078] [G loss: 0.204768]\n",
            "[Epoch 42/45] [Batch 1326/1488] [D loss: 0.000079] [G loss: 0.211096]\n",
            "[Epoch 42/45] [Batch 1327/1488] [D loss: 0.000080] [G loss: 0.233414]\n",
            "[Epoch 42/45] [Batch 1328/1488] [D loss: 0.000268] [G loss: 0.245941]\n",
            "[Epoch 42/45] [Batch 1329/1488] [D loss: 0.000116] [G loss: 0.241704]\n",
            "[Epoch 42/45] [Batch 1330/1488] [D loss: 0.000125] [G loss: 0.216613]\n",
            "[Epoch 42/45] [Batch 1331/1488] [D loss: 0.000085] [G loss: 0.193080]\n",
            "[Epoch 42/45] [Batch 1332/1488] [D loss: 0.000068] [G loss: 0.167537]\n",
            "[Epoch 42/45] [Batch 1333/1488] [D loss: 0.000072] [G loss: 0.214174]\n",
            "[Epoch 42/45] [Batch 1334/1488] [D loss: 0.000064] [G loss: 0.272896]\n",
            "[Epoch 42/45] [Batch 1335/1488] [D loss: 0.000055] [G loss: 0.231663]\n",
            "[Epoch 42/45] [Batch 1336/1488] [D loss: 0.000229] [G loss: 0.269791]\n",
            "[Epoch 42/45] [Batch 1337/1488] [D loss: 0.000096] [G loss: 0.237592]\n",
            "[Epoch 42/45] [Batch 1338/1488] [D loss: 0.000100] [G loss: 0.191299]\n",
            "[Epoch 42/45] [Batch 1339/1488] [D loss: 0.000093] [G loss: 0.193140]\n",
            "[Epoch 42/45] [Batch 1340/1488] [D loss: 0.000087] [G loss: 0.208799]\n",
            "[Epoch 42/45] [Batch 1341/1488] [D loss: 0.000104] [G loss: 0.210246]\n",
            "[Epoch 42/45] [Batch 1342/1488] [D loss: 0.000076] [G loss: 0.163403]\n",
            "[Epoch 42/45] [Batch 1343/1488] [D loss: 0.000079] [G loss: 0.197829]\n",
            "[Epoch 42/45] [Batch 1344/1488] [D loss: 0.000062] [G loss: 0.194738]\n",
            "[Epoch 42/45] [Batch 1345/1488] [D loss: 0.000085] [G loss: 0.246853]\n",
            "[Epoch 42/45] [Batch 1346/1488] [D loss: 0.000083] [G loss: 0.185845]\n",
            "[Epoch 42/45] [Batch 1347/1488] [D loss: 0.000053] [G loss: 0.215244]\n",
            "[Epoch 42/45] [Batch 1348/1488] [D loss: 0.000045] [G loss: 0.262139]\n",
            "[Epoch 42/45] [Batch 1349/1488] [D loss: 0.000069] [G loss: 0.213512]\n",
            "[Epoch 42/45] [Batch 1350/1488] [D loss: 0.000048] [G loss: 0.203547]\n",
            "[Epoch 42/45] [Batch 1351/1488] [D loss: 0.000085] [G loss: 0.232816]\n",
            "[Epoch 42/45] [Batch 1352/1488] [D loss: 0.000039] [G loss: 0.172690]\n",
            "[Epoch 42/45] [Batch 1353/1488] [D loss: 0.000059] [G loss: 0.209770]\n",
            "[Epoch 42/45] [Batch 1354/1488] [D loss: 0.000059] [G loss: 0.205854]\n",
            "[Epoch 42/45] [Batch 1355/1488] [D loss: 0.000083] [G loss: 0.185873]\n",
            "[Epoch 42/45] [Batch 1356/1488] [D loss: 0.000081] [G loss: 0.175985]\n",
            "[Epoch 42/45] [Batch 1357/1488] [D loss: 0.000067] [G loss: 0.234846]\n",
            "[Epoch 42/45] [Batch 1358/1488] [D loss: 0.000070] [G loss: 0.247339]\n",
            "[Epoch 42/45] [Batch 1359/1488] [D loss: 0.000071] [G loss: 0.220312]\n",
            "[Epoch 42/45] [Batch 1360/1488] [D loss: 0.000080] [G loss: 0.222645]\n",
            "[Epoch 42/45] [Batch 1361/1488] [D loss: 0.000086] [G loss: 0.210132]\n",
            "[Epoch 42/45] [Batch 1362/1488] [D loss: 0.000142] [G loss: 0.223266]\n",
            "[Epoch 42/45] [Batch 1363/1488] [D loss: 0.000100] [G loss: 0.187773]\n",
            "[Epoch 42/45] [Batch 1364/1488] [D loss: 0.000099] [G loss: 0.230043]\n",
            "[Epoch 42/45] [Batch 1365/1488] [D loss: 0.000085] [G loss: 0.234717]\n",
            "[Epoch 42/45] [Batch 1366/1488] [D loss: 0.000078] [G loss: 0.240749]\n",
            "[Epoch 42/45] [Batch 1367/1488] [D loss: 0.000033] [G loss: 0.221453]\n",
            "[Epoch 42/45] [Batch 1368/1488] [D loss: 0.000046] [G loss: 0.164082]\n",
            "[Epoch 42/45] [Batch 1369/1488] [D loss: 0.000042] [G loss: 0.230094]\n",
            "[Epoch 42/45] [Batch 1370/1488] [D loss: 0.000036] [G loss: 0.189966]\n",
            "[Epoch 42/45] [Batch 1371/1488] [D loss: 0.000036] [G loss: 0.218537]\n",
            "[Epoch 42/45] [Batch 1372/1488] [D loss: 0.000047] [G loss: 0.261242]\n",
            "[Epoch 42/45] [Batch 1373/1488] [D loss: 0.000043] [G loss: 0.178123]\n",
            "[Epoch 42/45] [Batch 1374/1488] [D loss: 0.000046] [G loss: 0.188936]\n",
            "[Epoch 42/45] [Batch 1375/1488] [D loss: 0.000036] [G loss: 0.187869]\n",
            "[Epoch 42/45] [Batch 1376/1488] [D loss: 0.000069] [G loss: 0.184395]\n",
            "[Epoch 42/45] [Batch 1377/1488] [D loss: 0.000061] [G loss: 0.252074]\n",
            "[Epoch 42/45] [Batch 1378/1488] [D loss: 0.000046] [G loss: 0.200771]\n",
            "[Epoch 42/45] [Batch 1379/1488] [D loss: 0.000051] [G loss: 0.206514]\n",
            "[Epoch 42/45] [Batch 1380/1488] [D loss: 0.000042] [G loss: 0.222284]\n",
            "[Epoch 42/45] [Batch 1381/1488] [D loss: 0.000307] [G loss: 0.214283]\n",
            "[Epoch 42/45] [Batch 1382/1488] [D loss: 0.000140] [G loss: 0.198454]\n",
            "[Epoch 42/45] [Batch 1383/1488] [D loss: 0.000169] [G loss: 0.221103]\n",
            "[Epoch 42/45] [Batch 1384/1488] [D loss: 0.000128] [G loss: 0.210856]\n",
            "[Epoch 42/45] [Batch 1385/1488] [D loss: 0.000070] [G loss: 0.239324]\n",
            "[Epoch 42/45] [Batch 1386/1488] [D loss: 0.000052] [G loss: 0.220773]\n",
            "[Epoch 42/45] [Batch 1387/1488] [D loss: 0.000078] [G loss: 0.266642]\n",
            "[Epoch 42/45] [Batch 1388/1488] [D loss: 0.000060] [G loss: 0.211789]\n",
            "[Epoch 42/45] [Batch 1389/1488] [D loss: 0.000061] [G loss: 0.217486]\n",
            "[Epoch 42/45] [Batch 1390/1488] [D loss: 0.000057] [G loss: 0.255974]\n",
            "[Epoch 42/45] [Batch 1391/1488] [D loss: 0.000066] [G loss: 0.247036]\n",
            "[Epoch 42/45] [Batch 1392/1488] [D loss: 0.000068] [G loss: 0.196368]\n",
            "[Epoch 42/45] [Batch 1393/1488] [D loss: 0.000111] [G loss: 0.179793]\n",
            "[Epoch 42/45] [Batch 1394/1488] [D loss: 0.000121] [G loss: 0.224049]\n",
            "[Epoch 42/45] [Batch 1395/1488] [D loss: 0.000155] [G loss: 0.211510]\n",
            "[Epoch 42/45] [Batch 1396/1488] [D loss: 0.000154] [G loss: 0.243814]\n",
            "[Epoch 42/45] [Batch 1397/1488] [D loss: 0.000151] [G loss: 0.234185]\n",
            "[Epoch 42/45] [Batch 1398/1488] [D loss: 0.000172] [G loss: 0.224541]\n",
            "[Epoch 42/45] [Batch 1399/1488] [D loss: 0.000184] [G loss: 0.206167]\n",
            "[Epoch 42/45] [Batch 1400/1488] [D loss: 0.000206] [G loss: 0.216564]\n",
            "[Epoch 42/45] [Batch 1401/1488] [D loss: 0.000233] [G loss: 0.208661]\n",
            "[Epoch 42/45] [Batch 1402/1488] [D loss: 0.000257] [G loss: 0.235487]\n",
            "[Epoch 42/45] [Batch 1403/1488] [D loss: 0.000294] [G loss: 0.215854]\n",
            "[Epoch 42/45] [Batch 1404/1488] [D loss: 0.000337] [G loss: 0.197905]\n",
            "[Epoch 42/45] [Batch 1405/1488] [D loss: 0.000375] [G loss: 0.245492]\n",
            "[Epoch 42/45] [Batch 1406/1488] [D loss: 0.000455] [G loss: 0.245677]\n",
            "[Epoch 42/45] [Batch 1407/1488] [D loss: 0.000577] [G loss: 0.193995]\n",
            "[Epoch 42/45] [Batch 1408/1488] [D loss: 0.000705] [G loss: 0.193881]\n",
            "[Epoch 42/45] [Batch 1409/1488] [D loss: 0.000815] [G loss: 0.199355]\n",
            "[Epoch 42/45] [Batch 1410/1488] [D loss: 0.000903] [G loss: 0.207147]\n",
            "[Epoch 42/45] [Batch 1411/1488] [D loss: 0.000948] [G loss: 0.186556]\n",
            "[Epoch 42/45] [Batch 1412/1488] [D loss: 0.000984] [G loss: 0.170055]\n",
            "[Epoch 42/45] [Batch 1413/1488] [D loss: 0.001052] [G loss: 0.186207]\n",
            "[Epoch 42/45] [Batch 1414/1488] [D loss: 0.001079] [G loss: 0.186152]\n",
            "[Epoch 42/45] [Batch 1415/1488] [D loss: 0.001115] [G loss: 0.215437]\n",
            "[Epoch 42/45] [Batch 1416/1488] [D loss: 0.001038] [G loss: 0.215697]\n",
            "[Epoch 42/45] [Batch 1417/1488] [D loss: 0.000924] [G loss: 0.277331]\n",
            "[Epoch 42/45] [Batch 1418/1488] [D loss: 0.000857] [G loss: 0.203999]\n",
            "[Epoch 42/45] [Batch 1419/1488] [D loss: 0.000764] [G loss: 0.185437]\n",
            "[Epoch 42/45] [Batch 1420/1488] [D loss: 0.000648] [G loss: 0.211015]\n",
            "[Epoch 42/45] [Batch 1421/1488] [D loss: 0.000483] [G loss: 0.235680]\n",
            "[Epoch 42/45] [Batch 1422/1488] [D loss: 0.000398] [G loss: 0.225663]\n",
            "[Epoch 42/45] [Batch 1423/1488] [D loss: 0.000344] [G loss: 0.185548]\n",
            "[Epoch 42/45] [Batch 1424/1488] [D loss: 0.000300] [G loss: 0.207896]\n",
            "[Epoch 42/45] [Batch 1425/1488] [D loss: 0.000273] [G loss: 0.255747]\n",
            "[Epoch 42/45] [Batch 1426/1488] [D loss: 0.000279] [G loss: 0.211796]\n",
            "[Epoch 42/45] [Batch 1427/1488] [D loss: 0.000252] [G loss: 0.204027]\n",
            "[Epoch 42/45] [Batch 1428/1488] [D loss: 0.000242] [G loss: 0.224722]\n",
            "[Epoch 42/45] [Batch 1429/1488] [D loss: 0.000287] [G loss: 0.197701]\n",
            "[Epoch 42/45] [Batch 1430/1488] [D loss: 0.000279] [G loss: 0.204343]\n",
            "[Epoch 42/45] [Batch 1431/1488] [D loss: 0.000257] [G loss: 0.174540]\n",
            "[Epoch 42/45] [Batch 1432/1488] [D loss: 0.000195] [G loss: 0.210101]\n",
            "[Epoch 42/45] [Batch 1433/1488] [D loss: 0.000157] [G loss: 0.147115]\n",
            "[Epoch 42/45] [Batch 1434/1488] [D loss: 0.000124] [G loss: 0.207494]\n",
            "[Epoch 42/45] [Batch 1435/1488] [D loss: 0.000107] [G loss: 0.215791]\n",
            "[Epoch 42/45] [Batch 1436/1488] [D loss: 0.000096] [G loss: 0.195179]\n",
            "[Epoch 42/45] [Batch 1437/1488] [D loss: 0.000086] [G loss: 0.274520]\n",
            "[Epoch 42/45] [Batch 1438/1488] [D loss: 0.000079] [G loss: 0.231912]\n",
            "[Epoch 42/45] [Batch 1439/1488] [D loss: 0.000094] [G loss: 0.238294]\n",
            "[Epoch 42/45] [Batch 1440/1488] [D loss: 0.000092] [G loss: 0.224416]\n",
            "[Epoch 42/45] [Batch 1441/1488] [D loss: 0.000113] [G loss: 0.214391]\n",
            "[Epoch 42/45] [Batch 1442/1488] [D loss: 0.000121] [G loss: 0.239025]\n",
            "[Epoch 42/45] [Batch 1443/1488] [D loss: 0.000149] [G loss: 0.217725]\n",
            "[Epoch 42/45] [Batch 1444/1488] [D loss: 0.000140] [G loss: 0.214817]\n",
            "[Epoch 42/45] [Batch 1445/1488] [D loss: 0.000140] [G loss: 0.203737]\n",
            "[Epoch 42/45] [Batch 1446/1488] [D loss: 0.000127] [G loss: 0.154456]\n",
            "[Epoch 42/45] [Batch 1447/1488] [D loss: 0.000099] [G loss: 0.243282]\n",
            "[Epoch 42/45] [Batch 1448/1488] [D loss: 0.000088] [G loss: 0.222021]\n",
            "[Epoch 42/45] [Batch 1449/1488] [D loss: 0.000091] [G loss: 0.203988]\n",
            "[Epoch 42/45] [Batch 1450/1488] [D loss: 0.000098] [G loss: 0.233670]\n",
            "[Epoch 42/45] [Batch 1451/1488] [D loss: 0.000132] [G loss: 0.204861]\n",
            "[Epoch 42/45] [Batch 1452/1488] [D loss: 0.000137] [G loss: 0.268450]\n",
            "[Epoch 42/45] [Batch 1453/1488] [D loss: 0.000211] [G loss: 0.244960]\n",
            "[Epoch 42/45] [Batch 1454/1488] [D loss: 0.000219] [G loss: 0.240436]\n",
            "[Epoch 42/45] [Batch 1455/1488] [D loss: 0.000223] [G loss: 0.182470]\n",
            "[Epoch 42/45] [Batch 1456/1488] [D loss: 0.000206] [G loss: 0.211733]\n",
            "[Epoch 42/45] [Batch 1457/1488] [D loss: 0.000181] [G loss: 0.226369]\n",
            "[Epoch 42/45] [Batch 1458/1488] [D loss: 0.000188] [G loss: 0.254942]\n",
            "[Epoch 42/45] [Batch 1459/1488] [D loss: 0.000244] [G loss: 0.301962]\n",
            "[Epoch 42/45] [Batch 1460/1488] [D loss: 0.000215] [G loss: 0.224414]\n",
            "[Epoch 42/45] [Batch 1461/1488] [D loss: 0.000236] [G loss: 0.263449]\n",
            "[Epoch 42/45] [Batch 1462/1488] [D loss: 0.000246] [G loss: 0.218490]\n",
            "[Epoch 42/45] [Batch 1463/1488] [D loss: 0.001630] [G loss: 0.195286]\n",
            "[Epoch 42/45] [Batch 1464/1488] [D loss: 0.000672] [G loss: 0.213907]\n",
            "[Epoch 42/45] [Batch 1465/1488] [D loss: 0.001038] [G loss: 0.188823]\n",
            "[Epoch 42/45] [Batch 1466/1488] [D loss: 0.000852] [G loss: 0.162511]\n",
            "[Epoch 42/45] [Batch 1467/1488] [D loss: 0.000474] [G loss: 0.211567]\n",
            "[Epoch 42/45] [Batch 1468/1488] [D loss: 0.000228] [G loss: 0.245638]\n",
            "[Epoch 42/45] [Batch 1469/1488] [D loss: 0.000126] [G loss: 0.197441]\n",
            "[Epoch 42/45] [Batch 1470/1488] [D loss: 0.000093] [G loss: 0.225818]\n",
            "[Epoch 42/45] [Batch 1471/1488] [D loss: 0.000079] [G loss: 0.259840]\n",
            "[Epoch 42/45] [Batch 1472/1488] [D loss: 0.000072] [G loss: 0.171343]\n",
            "[Epoch 42/45] [Batch 1473/1488] [D loss: 0.000077] [G loss: 0.196581]\n",
            "[Epoch 42/45] [Batch 1474/1488] [D loss: 0.000090] [G loss: 0.225505]\n",
            "[Epoch 42/45] [Batch 1475/1488] [D loss: 0.000129] [G loss: 0.197077]\n",
            "[Epoch 42/45] [Batch 1476/1488] [D loss: 0.000156] [G loss: 0.230367]\n",
            "[Epoch 42/45] [Batch 1477/1488] [D loss: 0.000184] [G loss: 0.194810]\n",
            "[Epoch 42/45] [Batch 1478/1488] [D loss: 0.000202] [G loss: 0.231135]\n",
            "[Epoch 42/45] [Batch 1479/1488] [D loss: 0.000217] [G loss: 0.255624]\n",
            "[Epoch 42/45] [Batch 1480/1488] [D loss: 0.000215] [G loss: 0.205214]\n",
            "[Epoch 42/45] [Batch 1481/1488] [D loss: 0.000197] [G loss: 0.247216]\n",
            "[Epoch 42/45] [Batch 1482/1488] [D loss: 0.000552] [G loss: 0.200437]\n",
            "[Epoch 42/45] [Batch 1483/1488] [D loss: 0.000359] [G loss: 0.208789]\n",
            "[Epoch 42/45] [Batch 1484/1488] [D loss: 0.000549] [G loss: 0.181301]\n",
            "[Epoch 42/45] [Batch 1485/1488] [D loss: 0.000635] [G loss: 0.189472]\n",
            "[Epoch 42/45] [Batch 1486/1488] [D loss: 0.000666] [G loss: 0.222501]\n",
            "[Epoch 42/45] [Batch 1487/1488] [D loss: 0.000849] [G loss: 0.176500]\n",
            "[Epoch 43/45] [Batch 0/1488] [D loss: 0.000958] [G loss: 0.241347]\n",
            "[Epoch 43/45] [Batch 1/1488] [D loss: 0.001123] [G loss: 0.209278]\n",
            "[Epoch 43/45] [Batch 2/1488] [D loss: 0.001074] [G loss: 0.177201]\n",
            "[Epoch 43/45] [Batch 3/1488] [D loss: 0.006541] [G loss: 0.198885]\n",
            "[Epoch 43/45] [Batch 4/1488] [D loss: 0.004296] [G loss: 0.197436]\n",
            "[Epoch 43/45] [Batch 5/1488] [D loss: 0.005712] [G loss: 0.171168]\n",
            "[Epoch 43/45] [Batch 6/1488] [D loss: 0.005180] [G loss: 0.176769]\n",
            "[Epoch 43/45] [Batch 7/1488] [D loss: 0.004226] [G loss: 0.175143]\n",
            "[Epoch 43/45] [Batch 8/1488] [D loss: 0.003624] [G loss: 0.271555]\n",
            "[Epoch 43/45] [Batch 9/1488] [D loss: 0.003217] [G loss: 0.198728]\n",
            "[Epoch 43/45] [Batch 10/1488] [D loss: 0.002876] [G loss: 0.188111]\n",
            "[Epoch 43/45] [Batch 11/1488] [D loss: 0.002654] [G loss: 0.229729]\n",
            "[Epoch 43/45] [Batch 12/1488] [D loss: 0.002433] [G loss: 0.248961]\n",
            "[Epoch 43/45] [Batch 13/1488] [D loss: 0.002218] [G loss: 0.232774]\n",
            "[Epoch 43/45] [Batch 14/1488] [D loss: 0.002026] [G loss: 0.255295]\n",
            "[Epoch 43/45] [Batch 15/1488] [D loss: 0.001811] [G loss: 0.278463]\n",
            "[Epoch 43/45] [Batch 16/1488] [D loss: 0.001568] [G loss: 0.226938]\n",
            "[Epoch 43/45] [Batch 17/1488] [D loss: 0.001463] [G loss: 0.181204]\n",
            "[Epoch 43/45] [Batch 18/1488] [D loss: 0.001430] [G loss: 0.203691]\n",
            "[Epoch 43/45] [Batch 19/1488] [D loss: 0.001324] [G loss: 0.228373]\n",
            "[Epoch 43/45] [Batch 20/1488] [D loss: 0.001224] [G loss: 0.222430]\n",
            "[Epoch 43/45] [Batch 21/1488] [D loss: 0.001023] [G loss: 0.210814]\n",
            "[Epoch 43/45] [Batch 22/1488] [D loss: 0.000761] [G loss: 0.162331]\n",
            "[Epoch 43/45] [Batch 23/1488] [D loss: 0.000568] [G loss: 0.217864]\n",
            "[Epoch 43/45] [Batch 24/1488] [D loss: 0.000264] [G loss: 0.155257]\n",
            "[Epoch 43/45] [Batch 25/1488] [D loss: 0.000166] [G loss: 0.199301]\n",
            "[Epoch 43/45] [Batch 26/1488] [D loss: 0.000108] [G loss: 0.208134]\n",
            "[Epoch 43/45] [Batch 27/1488] [D loss: 0.000106] [G loss: 0.218564]\n",
            "[Epoch 43/45] [Batch 28/1488] [D loss: 0.000102] [G loss: 0.196455]\n",
            "[Epoch 43/45] [Batch 29/1488] [D loss: 0.000073] [G loss: 0.279196]\n",
            "[Epoch 43/45] [Batch 30/1488] [D loss: 0.000057] [G loss: 0.202668]\n",
            "[Epoch 43/45] [Batch 31/1488] [D loss: 0.000072] [G loss: 0.222171]\n",
            "[Epoch 43/45] [Batch 32/1488] [D loss: 0.000073] [G loss: 0.179057]\n",
            "[Epoch 43/45] [Batch 33/1488] [D loss: 0.000065] [G loss: 0.195525]\n",
            "[Epoch 43/45] [Batch 34/1488] [D loss: 0.000066] [G loss: 0.154401]\n",
            "[Epoch 43/45] [Batch 35/1488] [D loss: 0.000056] [G loss: 0.253668]\n",
            "[Epoch 43/45] [Batch 36/1488] [D loss: 0.000053] [G loss: 0.243105]\n",
            "[Epoch 43/45] [Batch 37/1488] [D loss: 0.000065] [G loss: 0.180573]\n",
            "[Epoch 43/45] [Batch 38/1488] [D loss: 0.000088] [G loss: 0.232050]\n",
            "[Epoch 43/45] [Batch 39/1488] [D loss: 0.000303] [G loss: 0.213138]\n",
            "[Epoch 43/45] [Batch 40/1488] [D loss: 0.000142] [G loss: 0.175902]\n",
            "[Epoch 43/45] [Batch 41/1488] [D loss: 0.000186] [G loss: 0.232690]\n",
            "[Epoch 43/45] [Batch 42/1488] [D loss: 0.000194] [G loss: 0.194551]\n",
            "[Epoch 43/45] [Batch 43/1488] [D loss: 0.000186] [G loss: 0.199409]\n",
            "[Epoch 43/45] [Batch 44/1488] [D loss: 0.000149] [G loss: 0.222810]\n",
            "[Epoch 43/45] [Batch 45/1488] [D loss: 0.000108] [G loss: 0.220806]\n",
            "[Epoch 43/45] [Batch 46/1488] [D loss: 0.000099] [G loss: 0.193831]\n",
            "[Epoch 43/45] [Batch 47/1488] [D loss: 0.000096] [G loss: 0.204652]\n",
            "[Epoch 43/45] [Batch 48/1488] [D loss: 0.000090] [G loss: 0.223844]\n",
            "[Epoch 43/45] [Batch 49/1488] [D loss: 0.000344] [G loss: 0.193505]\n",
            "[Epoch 43/45] [Batch 50/1488] [D loss: 0.000257] [G loss: 0.214142]\n",
            "[Epoch 43/45] [Batch 51/1488] [D loss: 0.000529] [G loss: 0.192466]\n",
            "[Epoch 43/45] [Batch 52/1488] [D loss: 0.000566] [G loss: 0.296413]\n",
            "[Epoch 43/45] [Batch 53/1488] [D loss: 0.000579] [G loss: 0.197973]\n",
            "[Epoch 43/45] [Batch 54/1488] [D loss: 0.000518] [G loss: 0.216088]\n",
            "[Epoch 43/45] [Batch 55/1488] [D loss: 0.000629] [G loss: 0.213575]\n",
            "[Epoch 43/45] [Batch 56/1488] [D loss: 0.000622] [G loss: 0.206939]\n",
            "[Epoch 43/45] [Batch 57/1488] [D loss: 0.000669] [G loss: 0.215031]\n",
            "[Epoch 43/45] [Batch 58/1488] [D loss: 0.000664] [G loss: 0.210541]\n",
            "[Epoch 43/45] [Batch 59/1488] [D loss: 0.000607] [G loss: 0.197755]\n",
            "[Epoch 43/45] [Batch 60/1488] [D loss: 0.000539] [G loss: 0.252411]\n",
            "[Epoch 43/45] [Batch 61/1488] [D loss: 0.000451] [G loss: 0.230247]\n",
            "[Epoch 43/45] [Batch 62/1488] [D loss: 0.000374] [G loss: 0.214480]\n",
            "[Epoch 43/45] [Batch 63/1488] [D loss: 0.000434] [G loss: 0.217198]\n",
            "[Epoch 43/45] [Batch 64/1488] [D loss: 0.000405] [G loss: 0.212822]\n",
            "[Epoch 43/45] [Batch 65/1488] [D loss: 0.000414] [G loss: 0.239996]\n",
            "[Epoch 43/45] [Batch 66/1488] [D loss: 0.000427] [G loss: 0.256425]\n",
            "[Epoch 43/45] [Batch 67/1488] [D loss: 0.000419] [G loss: 0.212536]\n",
            "[Epoch 43/45] [Batch 68/1488] [D loss: 0.000408] [G loss: 0.238360]\n",
            "[Epoch 43/45] [Batch 69/1488] [D loss: 0.000407] [G loss: 0.192447]\n",
            "[Epoch 43/45] [Batch 70/1488] [D loss: 0.000379] [G loss: 0.248104]\n",
            "[Epoch 43/45] [Batch 71/1488] [D loss: 0.000309] [G loss: 0.261692]\n",
            "[Epoch 43/45] [Batch 72/1488] [D loss: 0.000249] [G loss: 0.200237]\n",
            "[Epoch 43/45] [Batch 73/1488] [D loss: 0.000219] [G loss: 0.204444]\n",
            "[Epoch 43/45] [Batch 74/1488] [D loss: 0.000175] [G loss: 0.222804]\n",
            "[Epoch 43/45] [Batch 75/1488] [D loss: 0.000132] [G loss: 0.190696]\n",
            "[Epoch 43/45] [Batch 76/1488] [D loss: 0.000113] [G loss: 0.220078]\n",
            "[Epoch 43/45] [Batch 77/1488] [D loss: 0.000088] [G loss: 0.183669]\n",
            "[Epoch 43/45] [Batch 78/1488] [D loss: 0.000059] [G loss: 0.238807]\n",
            "[Epoch 43/45] [Batch 79/1488] [D loss: 0.000052] [G loss: 0.242108]\n",
            "[Epoch 43/45] [Batch 80/1488] [D loss: 0.000049] [G loss: 0.181133]\n",
            "[Epoch 43/45] [Batch 81/1488] [D loss: 0.000048] [G loss: 0.206401]\n",
            "[Epoch 43/45] [Batch 82/1488] [D loss: 0.000060] [G loss: 0.272601]\n",
            "[Epoch 43/45] [Batch 83/1488] [D loss: 0.000107] [G loss: 0.201104]\n",
            "[Epoch 43/45] [Batch 84/1488] [D loss: 0.000096] [G loss: 0.192581]\n",
            "[Epoch 43/45] [Batch 85/1488] [D loss: 0.000115] [G loss: 0.230293]\n",
            "[Epoch 43/45] [Batch 86/1488] [D loss: 0.000130] [G loss: 0.227175]\n",
            "[Epoch 43/45] [Batch 87/1488] [D loss: 0.000124] [G loss: 0.261819]\n",
            "[Epoch 43/45] [Batch 88/1488] [D loss: 0.000155] [G loss: 0.158387]\n",
            "[Epoch 43/45] [Batch 89/1488] [D loss: 0.000103] [G loss: 0.158758]\n",
            "[Epoch 43/45] [Batch 90/1488] [D loss: 0.000088] [G loss: 0.232823]\n",
            "[Epoch 43/45] [Batch 91/1488] [D loss: 0.000106] [G loss: 0.162245]\n",
            "[Epoch 43/45] [Batch 92/1488] [D loss: 0.000203] [G loss: 0.204412]\n",
            "[Epoch 43/45] [Batch 93/1488] [D loss: 0.000150] [G loss: 0.200130]\n",
            "[Epoch 43/45] [Batch 94/1488] [D loss: 0.000140] [G loss: 0.215271]\n",
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            "[Epoch 43/45] [Batch 568/1488] [D loss: 0.000206] [G loss: 0.197178]\n",
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            "[Epoch 43/45] [Batch 571/1488] [D loss: 0.000179] [G loss: 0.143478]\n",
            "[Epoch 43/45] [Batch 572/1488] [D loss: 0.000152] [G loss: 0.185020]\n",
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            "[Epoch 43/45] [Batch 578/1488] [D loss: 0.000056] [G loss: 0.203310]\n",
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            "[Epoch 43/45] [Batch 588/1488] [D loss: 0.000046] [G loss: 0.199603]\n",
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            "[Epoch 43/45] [Batch 592/1488] [D loss: 0.002589] [G loss: 0.241570]\n",
            "[Epoch 43/45] [Batch 593/1488] [D loss: 0.009980] [G loss: 0.195348]\n",
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            "[Epoch 43/45] [Batch 622/1488] [D loss: 0.000102] [G loss: 0.184366]\n",
            "[Epoch 43/45] [Batch 623/1488] [D loss: 0.000102] [G loss: 0.173972]\n",
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            "[Epoch 43/45] [Batch 625/1488] [D loss: 0.000115] [G loss: 0.180217]\n",
            "[Epoch 43/45] [Batch 626/1488] [D loss: 0.000113] [G loss: 0.232877]\n",
            "[Epoch 43/45] [Batch 627/1488] [D loss: 0.000138] [G loss: 0.259483]\n",
            "[Epoch 43/45] [Batch 628/1488] [D loss: 0.000160] [G loss: 0.270111]\n",
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            "[Epoch 43/45] [Batch 631/1488] [D loss: 0.000440] [G loss: 0.228103]\n",
            "[Epoch 43/45] [Batch 632/1488] [D loss: 0.000166] [G loss: 0.177265]\n",
            "[Epoch 43/45] [Batch 633/1488] [D loss: 0.000206] [G loss: 0.187231]\n",
            "[Epoch 43/45] [Batch 634/1488] [D loss: 0.000170] [G loss: 0.225918]\n",
            "[Epoch 43/45] [Batch 635/1488] [D loss: 0.000124] [G loss: 0.210673]\n",
            "[Epoch 43/45] [Batch 636/1488] [D loss: 0.000108] [G loss: 0.220876]\n",
            "[Epoch 43/45] [Batch 637/1488] [D loss: 0.000107] [G loss: 0.183270]\n",
            "[Epoch 43/45] [Batch 638/1488] [D loss: 0.000096] [G loss: 0.189754]\n",
            "[Epoch 43/45] [Batch 639/1488] [D loss: 0.000116] [G loss: 0.190206]\n",
            "[Epoch 43/45] [Batch 640/1488] [D loss: 0.000113] [G loss: 0.200821]\n",
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            "[Epoch 43/45] [Batch 643/1488] [D loss: 0.000143] [G loss: 0.204514]\n",
            "[Epoch 43/45] [Batch 644/1488] [D loss: 0.000180] [G loss: 0.218517]\n",
            "[Epoch 43/45] [Batch 645/1488] [D loss: 0.000220] [G loss: 0.248952]\n",
            "[Epoch 43/45] [Batch 646/1488] [D loss: 0.000250] [G loss: 0.247799]\n",
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            "[Epoch 43/45] [Batch 652/1488] [D loss: 0.000234] [G loss: 0.262335]\n",
            "[Epoch 43/45] [Batch 653/1488] [D loss: 0.000198] [G loss: 0.206383]\n",
            "[Epoch 43/45] [Batch 654/1488] [D loss: 0.000170] [G loss: 0.199346]\n",
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            "[Epoch 43/45] [Batch 657/1488] [D loss: 0.000211] [G loss: 0.272721]\n",
            "[Epoch 43/45] [Batch 658/1488] [D loss: 0.000248] [G loss: 0.225394]\n",
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            "[Epoch 43/45] [Batch 660/1488] [D loss: 0.000302] [G loss: 0.192369]\n",
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            "[Epoch 43/45] [Batch 663/1488] [D loss: 0.000225] [G loss: 0.205941]\n",
            "[Epoch 43/45] [Batch 664/1488] [D loss: 0.000210] [G loss: 0.223245]\n",
            "[Epoch 43/45] [Batch 665/1488] [D loss: 0.000236] [G loss: 0.239917]\n",
            "[Epoch 43/45] [Batch 666/1488] [D loss: 0.000236] [G loss: 0.237579]\n",
            "[Epoch 43/45] [Batch 667/1488] [D loss: 0.000209] [G loss: 0.243660]\n",
            "[Epoch 43/45] [Batch 668/1488] [D loss: 0.000154] [G loss: 0.199914]\n",
            "[Epoch 43/45] [Batch 669/1488] [D loss: 0.000122] [G loss: 0.242643]\n",
            "[Epoch 43/45] [Batch 670/1488] [D loss: 0.000105] [G loss: 0.224647]\n",
            "[Epoch 43/45] [Batch 671/1488] [D loss: 0.000104] [G loss: 0.220475]\n",
            "[Epoch 43/45] [Batch 672/1488] [D loss: 0.000130] [G loss: 0.186354]\n",
            "[Epoch 43/45] [Batch 673/1488] [D loss: 0.000147] [G loss: 0.180466]\n",
            "[Epoch 43/45] [Batch 674/1488] [D loss: 0.000183] [G loss: 0.253460]\n",
            "[Epoch 43/45] [Batch 675/1488] [D loss: 0.000145] [G loss: 0.190250]\n",
            "[Epoch 43/45] [Batch 676/1488] [D loss: 0.000142] [G loss: 0.265394]\n",
            "[Epoch 43/45] [Batch 677/1488] [D loss: 0.000152] [G loss: 0.228805]\n",
            "[Epoch 43/45] [Batch 678/1488] [D loss: 0.000179] [G loss: 0.183525]\n",
            "[Epoch 43/45] [Batch 679/1488] [D loss: 0.000226] [G loss: 0.214650]\n",
            "[Epoch 43/45] [Batch 680/1488] [D loss: 0.000263] [G loss: 0.240178]\n",
            "[Epoch 43/45] [Batch 681/1488] [D loss: 0.000287] [G loss: 0.235534]\n",
            "[Epoch 43/45] [Batch 682/1488] [D loss: 0.000279] [G loss: 0.225874]\n",
            "[Epoch 43/45] [Batch 683/1488] [D loss: 0.000271] [G loss: 0.174586]\n",
            "[Epoch 43/45] [Batch 684/1488] [D loss: 0.000263] [G loss: 0.201449]\n",
            "[Epoch 43/45] [Batch 685/1488] [D loss: 0.000251] [G loss: 0.247925]\n",
            "[Epoch 43/45] [Batch 686/1488] [D loss: 0.000216] [G loss: 0.205350]\n",
            "[Epoch 43/45] [Batch 687/1488] [D loss: 0.000196] [G loss: 0.199534]\n",
            "[Epoch 43/45] [Batch 688/1488] [D loss: 0.000175] [G loss: 0.205243]\n",
            "[Epoch 43/45] [Batch 689/1488] [D loss: 0.000170] [G loss: 0.198035]\n",
            "[Epoch 43/45] [Batch 690/1488] [D loss: 0.000150] [G loss: 0.210424]\n",
            "[Epoch 43/45] [Batch 691/1488] [D loss: 0.000132] [G loss: 0.200128]\n",
            "[Epoch 43/45] [Batch 692/1488] [D loss: 0.000145] [G loss: 0.248454]\n",
            "[Epoch 43/45] [Batch 693/1488] [D loss: 0.000178] [G loss: 0.208985]\n",
            "[Epoch 43/45] [Batch 694/1488] [D loss: 0.000221] [G loss: 0.262064]\n",
            "[Epoch 43/45] [Batch 695/1488] [D loss: 0.000266] [G loss: 0.195080]\n",
            "[Epoch 43/45] [Batch 696/1488] [D loss: 0.000296] [G loss: 0.239783]\n",
            "[Epoch 43/45] [Batch 697/1488] [D loss: 0.000335] [G loss: 0.243557]\n",
            "[Epoch 43/45] [Batch 698/1488] [D loss: 0.000359] [G loss: 0.208689]\n",
            "[Epoch 43/45] [Batch 699/1488] [D loss: 0.000388] [G loss: 0.231889]\n",
            "[Epoch 43/45] [Batch 700/1488] [D loss: 0.000427] [G loss: 0.233484]\n",
            "[Epoch 43/45] [Batch 701/1488] [D loss: 0.000458] [G loss: 0.233022]\n",
            "[Epoch 43/45] [Batch 702/1488] [D loss: 0.000461] [G loss: 0.211431]\n",
            "[Epoch 43/45] [Batch 703/1488] [D loss: 0.000422] [G loss: 0.223733]\n",
            "[Epoch 43/45] [Batch 704/1488] [D loss: 0.000401] [G loss: 0.173551]\n",
            "[Epoch 43/45] [Batch 705/1488] [D loss: 0.000412] [G loss: 0.197317]\n",
            "[Epoch 43/45] [Batch 706/1488] [D loss: 0.000432] [G loss: 0.197469]\n",
            "[Epoch 43/45] [Batch 707/1488] [D loss: 0.000439] [G loss: 0.253011]\n",
            "[Epoch 43/45] [Batch 708/1488] [D loss: 0.000435] [G loss: 0.194389]\n",
            "[Epoch 43/45] [Batch 709/1488] [D loss: 0.000396] [G loss: 0.207862]\n",
            "[Epoch 43/45] [Batch 710/1488] [D loss: 0.000359] [G loss: 0.216272]\n",
            "[Epoch 43/45] [Batch 711/1488] [D loss: 0.000333] [G loss: 0.180124]\n",
            "[Epoch 43/45] [Batch 712/1488] [D loss: 0.000316] [G loss: 0.246428]\n",
            "[Epoch 43/45] [Batch 713/1488] [D loss: 0.000314] [G loss: 0.185443]\n",
            "[Epoch 43/45] [Batch 714/1488] [D loss: 0.000295] [G loss: 0.209009]\n",
            "[Epoch 43/45] [Batch 715/1488] [D loss: 0.000275] [G loss: 0.206672]\n",
            "[Epoch 43/45] [Batch 716/1488] [D loss: 0.000246] [G loss: 0.236204]\n",
            "[Epoch 43/45] [Batch 717/1488] [D loss: 0.000225] [G loss: 0.241568]\n",
            "[Epoch 43/45] [Batch 718/1488] [D loss: 0.000223] [G loss: 0.237273]\n",
            "[Epoch 43/45] [Batch 719/1488] [D loss: 0.000268] [G loss: 0.190875]\n",
            "[Epoch 43/45] [Batch 720/1488] [D loss: 0.000229] [G loss: 0.235256]\n",
            "[Epoch 43/45] [Batch 721/1488] [D loss: 0.000227] [G loss: 0.211649]\n",
            "[Epoch 43/45] [Batch 722/1488] [D loss: 0.000177] [G loss: 0.169128]\n",
            "[Epoch 43/45] [Batch 723/1488] [D loss: 0.000127] [G loss: 0.216249]\n",
            "[Epoch 43/45] [Batch 724/1488] [D loss: 0.000113] [G loss: 0.222089]\n",
            "[Epoch 43/45] [Batch 725/1488] [D loss: 0.000115] [G loss: 0.195861]\n",
            "[Epoch 43/45] [Batch 726/1488] [D loss: 0.000116] [G loss: 0.210871]\n",
            "[Epoch 43/45] [Batch 727/1488] [D loss: 0.000147] [G loss: 0.217594]\n",
            "[Epoch 43/45] [Batch 728/1488] [D loss: 0.000184] [G loss: 0.235597]\n",
            "[Epoch 43/45] [Batch 729/1488] [D loss: 0.000172] [G loss: 0.243146]\n",
            "[Epoch 43/45] [Batch 730/1488] [D loss: 0.000172] [G loss: 0.201913]\n",
            "[Epoch 43/45] [Batch 731/1488] [D loss: 0.000197] [G loss: 0.220618]\n",
            "[Epoch 43/45] [Batch 732/1488] [D loss: 0.000227] [G loss: 0.206351]\n",
            "[Epoch 43/45] [Batch 733/1488] [D loss: 0.000280] [G loss: 0.233011]\n",
            "[Epoch 43/45] [Batch 734/1488] [D loss: 0.000380] [G loss: 0.188108]\n",
            "[Epoch 43/45] [Batch 735/1488] [D loss: 0.000510] [G loss: 0.210345]\n",
            "[Epoch 43/45] [Batch 736/1488] [D loss: 0.000668] [G loss: 0.225942]\n",
            "[Epoch 43/45] [Batch 737/1488] [D loss: 0.000827] [G loss: 0.253358]\n",
            "[Epoch 43/45] [Batch 738/1488] [D loss: 0.001036] [G loss: 0.249497]\n",
            "[Epoch 43/45] [Batch 739/1488] [D loss: 0.001375] [G loss: 0.231084]\n",
            "[Epoch 43/45] [Batch 740/1488] [D loss: 0.001737] [G loss: 0.238927]\n",
            "[Epoch 43/45] [Batch 741/1488] [D loss: 0.002092] [G loss: 0.208740]\n",
            "[Epoch 43/45] [Batch 742/1488] [D loss: 0.002429] [G loss: 0.226303]\n",
            "[Epoch 43/45] [Batch 743/1488] [D loss: 0.002732] [G loss: 0.169536]\n",
            "[Epoch 43/45] [Batch 744/1488] [D loss: 0.003137] [G loss: 0.206079]\n",
            "[Epoch 43/45] [Batch 745/1488] [D loss: 0.002984] [G loss: 0.199483]\n",
            "[Epoch 43/45] [Batch 746/1488] [D loss: 0.002834] [G loss: 0.195639]\n",
            "[Epoch 43/45] [Batch 747/1488] [D loss: 0.002457] [G loss: 0.196540]\n",
            "[Epoch 43/45] [Batch 748/1488] [D loss: 0.002026] [G loss: 0.216058]\n",
            "[Epoch 43/45] [Batch 749/1488] [D loss: 0.001600] [G loss: 0.250158]\n",
            "[Epoch 43/45] [Batch 750/1488] [D loss: 0.001604] [G loss: 0.192363]\n",
            "[Epoch 43/45] [Batch 751/1488] [D loss: 0.000782] [G loss: 0.204772]\n",
            "[Epoch 43/45] [Batch 752/1488] [D loss: 0.000566] [G loss: 0.234146]\n",
            "[Epoch 43/45] [Batch 753/1488] [D loss: 0.000407] [G loss: 0.190305]\n",
            "[Epoch 43/45] [Batch 754/1488] [D loss: 0.000292] [G loss: 0.220050]\n",
            "[Epoch 43/45] [Batch 755/1488] [D loss: 0.000290] [G loss: 0.201846]\n",
            "[Epoch 43/45] [Batch 756/1488] [D loss: 0.000366] [G loss: 0.180980]\n",
            "[Epoch 43/45] [Batch 757/1488] [D loss: 0.000446] [G loss: 0.225146]\n",
            "[Epoch 43/45] [Batch 758/1488] [D loss: 0.000509] [G loss: 0.202065]\n",
            "[Epoch 43/45] [Batch 759/1488] [D loss: 0.000542] [G loss: 0.189668]\n",
            "[Epoch 43/45] [Batch 760/1488] [D loss: 0.000573] [G loss: 0.232273]\n",
            "[Epoch 43/45] [Batch 761/1488] [D loss: 0.000641] [G loss: 0.168980]\n",
            "[Epoch 43/45] [Batch 762/1488] [D loss: 0.000699] [G loss: 0.204597]\n",
            "[Epoch 43/45] [Batch 763/1488] [D loss: 0.000701] [G loss: 0.161198]\n",
            "[Epoch 43/45] [Batch 764/1488] [D loss: 0.000619] [G loss: 0.229293]\n",
            "[Epoch 43/45] [Batch 765/1488] [D loss: 0.000579] [G loss: 0.235118]\n",
            "[Epoch 43/45] [Batch 766/1488] [D loss: 0.000548] [G loss: 0.254011]\n",
            "[Epoch 43/45] [Batch 767/1488] [D loss: 0.000529] [G loss: 0.195806]\n",
            "[Epoch 43/45] [Batch 768/1488] [D loss: 0.000586] [G loss: 0.186054]\n",
            "[Epoch 43/45] [Batch 769/1488] [D loss: 0.000512] [G loss: 0.185119]\n",
            "[Epoch 43/45] [Batch 770/1488] [D loss: 0.000447] [G loss: 0.224223]\n",
            "[Epoch 43/45] [Batch 771/1488] [D loss: 0.000405] [G loss: 0.237716]\n",
            "[Epoch 43/45] [Batch 772/1488] [D loss: 0.000397] [G loss: 0.208633]\n",
            "[Epoch 43/45] [Batch 773/1488] [D loss: 0.000372] [G loss: 0.177392]\n",
            "[Epoch 43/45] [Batch 774/1488] [D loss: 0.000330] [G loss: 0.238927]\n",
            "[Epoch 43/45] [Batch 775/1488] [D loss: 0.000272] [G loss: 0.205481]\n",
            "[Epoch 43/45] [Batch 776/1488] [D loss: 0.000223] [G loss: 0.191874]\n",
            "[Epoch 43/45] [Batch 777/1488] [D loss: 0.000192] [G loss: 0.234333]\n",
            "[Epoch 43/45] [Batch 778/1488] [D loss: 0.000167] [G loss: 0.250610]\n",
            "[Epoch 43/45] [Batch 779/1488] [D loss: 0.000172] [G loss: 0.235672]\n",
            "[Epoch 43/45] [Batch 780/1488] [D loss: 0.000121] [G loss: 0.225734]\n",
            "[Epoch 43/45] [Batch 781/1488] [D loss: 0.000093] [G loss: 0.208423]\n",
            "[Epoch 43/45] [Batch 782/1488] [D loss: 0.000083] [G loss: 0.173528]\n",
            "[Epoch 43/45] [Batch 783/1488] [D loss: 0.000053] [G loss: 0.234911]\n",
            "[Epoch 43/45] [Batch 784/1488] [D loss: 0.000040] [G loss: 0.201929]\n",
            "[Epoch 43/45] [Batch 785/1488] [D loss: 0.000047] [G loss: 0.257175]\n",
            "[Epoch 43/45] [Batch 786/1488] [D loss: 0.000038] [G loss: 0.215093]\n",
            "[Epoch 43/45] [Batch 787/1488] [D loss: 0.000043] [G loss: 0.242147]\n",
            "[Epoch 43/45] [Batch 788/1488] [D loss: 0.000080] [G loss: 0.239595]\n",
            "[Epoch 43/45] [Batch 789/1488] [D loss: 0.000056] [G loss: 0.218255]\n",
            "[Epoch 43/45] [Batch 790/1488] [D loss: 0.000062] [G loss: 0.207559]\n",
            "[Epoch 43/45] [Batch 791/1488] [D loss: 0.000082] [G loss: 0.257157]\n",
            "[Epoch 43/45] [Batch 792/1488] [D loss: 0.000103] [G loss: 0.200764]\n",
            "[Epoch 43/45] [Batch 793/1488] [D loss: 0.000138] [G loss: 0.193250]\n",
            "[Epoch 43/45] [Batch 794/1488] [D loss: 0.000167] [G loss: 0.210335]\n",
            "[Epoch 43/45] [Batch 795/1488] [D loss: 0.000209] [G loss: 0.239611]\n",
            "[Epoch 43/45] [Batch 796/1488] [D loss: 0.000202] [G loss: 0.176437]\n",
            "[Epoch 43/45] [Batch 797/1488] [D loss: 0.000195] [G loss: 0.222485]\n",
            "[Epoch 43/45] [Batch 798/1488] [D loss: 0.000187] [G loss: 0.231972]\n",
            "[Epoch 43/45] [Batch 799/1488] [D loss: 0.000161] [G loss: 0.277453]\n",
            "[Epoch 43/45] [Batch 800/1488] [D loss: 0.000149] [G loss: 0.215536]\n",
            "[Epoch 43/45] [Batch 801/1488] [D loss: 0.000155] [G loss: 0.241057]\n",
            "[Epoch 43/45] [Batch 802/1488] [D loss: 0.000161] [G loss: 0.219355]\n",
            "[Epoch 43/45] [Batch 803/1488] [D loss: 0.000191] [G loss: 0.270040]\n",
            "[Epoch 43/45] [Batch 804/1488] [D loss: 0.003358] [G loss: 0.153473]\n",
            "[Epoch 43/45] [Batch 805/1488] [D loss: 0.001514] [G loss: 0.227618]\n",
            "[Epoch 43/45] [Batch 806/1488] [D loss: 0.003103] [G loss: 0.200466]\n",
            "[Epoch 43/45] [Batch 807/1488] [D loss: 0.003671] [G loss: 0.192543]\n",
            "[Epoch 43/45] [Batch 808/1488] [D loss: 0.003412] [G loss: 0.180320]\n",
            "[Epoch 43/45] [Batch 809/1488] [D loss: 0.002889] [G loss: 0.223518]\n",
            "[Epoch 43/45] [Batch 810/1488] [D loss: 0.002449] [G loss: 0.264658]\n",
            "[Epoch 43/45] [Batch 811/1488] [D loss: 0.002134] [G loss: 0.237304]\n",
            "[Epoch 43/45] [Batch 812/1488] [D loss: 0.001879] [G loss: 0.200260]\n",
            "[Epoch 43/45] [Batch 813/1488] [D loss: 0.001791] [G loss: 0.210451]\n",
            "[Epoch 43/45] [Batch 814/1488] [D loss: 0.001765] [G loss: 0.165593]\n",
            "[Epoch 43/45] [Batch 815/1488] [D loss: 0.001729] [G loss: 0.191198]\n",
            "[Epoch 43/45] [Batch 816/1488] [D loss: 0.001709] [G loss: 0.229736]\n",
            "[Epoch 43/45] [Batch 817/1488] [D loss: 0.001603] [G loss: 0.201798]\n",
            "[Epoch 43/45] [Batch 818/1488] [D loss: 0.001527] [G loss: 0.254812]\n",
            "[Epoch 43/45] [Batch 819/1488] [D loss: 0.001448] [G loss: 0.200902]\n",
            "[Epoch 43/45] [Batch 820/1488] [D loss: 0.001208] [G loss: 0.220018]\n",
            "[Epoch 43/45] [Batch 821/1488] [D loss: 0.000939] [G loss: 0.209595]\n",
            "[Epoch 43/45] [Batch 822/1488] [D loss: 0.000723] [G loss: 0.169859]\n",
            "[Epoch 43/45] [Batch 823/1488] [D loss: 0.000548] [G loss: 0.196236]\n",
            "[Epoch 43/45] [Batch 824/1488] [D loss: 0.000402] [G loss: 0.210911]\n",
            "[Epoch 43/45] [Batch 825/1488] [D loss: 0.000320] [G loss: 0.201045]\n",
            "[Epoch 43/45] [Batch 826/1488] [D loss: 0.000281] [G loss: 0.234263]\n",
            "[Epoch 43/45] [Batch 827/1488] [D loss: 0.000264] [G loss: 0.224915]\n",
            "[Epoch 43/45] [Batch 828/1488] [D loss: 0.000231] [G loss: 0.181659]\n",
            "[Epoch 43/45] [Batch 829/1488] [D loss: 0.000210] [G loss: 0.223129]\n",
            "[Epoch 43/45] [Batch 830/1488] [D loss: 0.001339] [G loss: 0.173723]\n",
            "[Epoch 43/45] [Batch 831/1488] [D loss: 0.001015] [G loss: 0.208231]\n",
            "[Epoch 43/45] [Batch 832/1488] [D loss: 0.001537] [G loss: 0.221547]\n",
            "[Epoch 43/45] [Batch 833/1488] [D loss: 0.001649] [G loss: 0.211353]\n",
            "[Epoch 43/45] [Batch 834/1488] [D loss: 0.001472] [G loss: 0.217879]\n",
            "[Epoch 43/45] [Batch 835/1488] [D loss: 0.001060] [G loss: 0.269079]\n",
            "[Epoch 43/45] [Batch 836/1488] [D loss: 0.000709] [G loss: 0.199313]\n",
            "[Epoch 43/45] [Batch 837/1488] [D loss: 0.000600] [G loss: 0.165868]\n",
            "[Epoch 43/45] [Batch 838/1488] [D loss: 0.000423] [G loss: 0.220344]\n",
            "[Epoch 43/45] [Batch 839/1488] [D loss: 0.000366] [G loss: 0.270957]\n",
            "[Epoch 43/45] [Batch 840/1488] [D loss: 0.000324] [G loss: 0.192861]\n",
            "[Epoch 43/45] [Batch 841/1488] [D loss: 0.000313] [G loss: 0.209168]\n",
            "[Epoch 43/45] [Batch 842/1488] [D loss: 0.000329] [G loss: 0.241050]\n",
            "[Epoch 43/45] [Batch 843/1488] [D loss: 0.000436] [G loss: 0.222716]\n",
            "[Epoch 43/45] [Batch 844/1488] [D loss: 0.000492] [G loss: 0.283298]\n",
            "[Epoch 43/45] [Batch 845/1488] [D loss: 0.000553] [G loss: 0.216993]\n",
            "[Epoch 43/45] [Batch 846/1488] [D loss: 0.000554] [G loss: 0.205360]\n",
            "[Epoch 43/45] [Batch 847/1488] [D loss: 0.000503] [G loss: 0.207246]\n",
            "[Epoch 43/45] [Batch 848/1488] [D loss: 0.000487] [G loss: 0.240997]\n",
            "[Epoch 43/45] [Batch 849/1488] [D loss: 0.000518] [G loss: 0.230217]\n",
            "[Epoch 43/45] [Batch 850/1488] [D loss: 0.001343] [G loss: 0.230409]\n",
            "[Epoch 43/45] [Batch 851/1488] [D loss: 0.000690] [G loss: 0.205549]\n",
            "[Epoch 43/45] [Batch 852/1488] [D loss: 0.001074] [G loss: 0.191453]\n",
            "[Epoch 43/45] [Batch 853/1488] [D loss: 0.001197] [G loss: 0.187587]\n",
            "[Epoch 43/45] [Batch 854/1488] [D loss: 0.001091] [G loss: 0.211101]\n",
            "[Epoch 43/45] [Batch 855/1488] [D loss: 0.000987] [G loss: 0.210639]\n",
            "[Epoch 43/45] [Batch 856/1488] [D loss: 0.000982] [G loss: 0.262299]\n",
            "[Epoch 43/45] [Batch 857/1488] [D loss: 0.000878] [G loss: 0.237511]\n",
            "[Epoch 43/45] [Batch 858/1488] [D loss: 0.000812] [G loss: 0.206777]\n",
            "[Epoch 43/45] [Batch 859/1488] [D loss: 0.000786] [G loss: 0.230210]\n",
            "[Epoch 43/45] [Batch 860/1488] [D loss: 0.000766] [G loss: 0.269046]\n",
            "[Epoch 43/45] [Batch 861/1488] [D loss: 0.000726] [G loss: 0.214486]\n",
            "[Epoch 43/45] [Batch 862/1488] [D loss: 0.000640] [G loss: 0.198935]\n",
            "[Epoch 43/45] [Batch 863/1488] [D loss: 0.000514] [G loss: 0.242107]\n",
            "[Epoch 43/45] [Batch 864/1488] [D loss: 0.000406] [G loss: 0.200883]\n",
            "[Epoch 43/45] [Batch 865/1488] [D loss: 0.000362] [G loss: 0.218080]\n",
            "[Epoch 43/45] [Batch 866/1488] [D loss: 0.000371] [G loss: 0.208574]\n",
            "[Epoch 43/45] [Batch 867/1488] [D loss: 0.000387] [G loss: 0.220283]\n",
            "[Epoch 43/45] [Batch 868/1488] [D loss: 0.000348] [G loss: 0.203625]\n",
            "[Epoch 43/45] [Batch 869/1488] [D loss: 0.000300] [G loss: 0.210265]\n",
            "[Epoch 43/45] [Batch 870/1488] [D loss: 0.000255] [G loss: 0.200661]\n",
            "[Epoch 43/45] [Batch 871/1488] [D loss: 0.000230] [G loss: 0.251331]\n",
            "[Epoch 43/45] [Batch 872/1488] [D loss: 0.000195] [G loss: 0.174800]\n",
            "[Epoch 43/45] [Batch 873/1488] [D loss: 0.000182] [G loss: 0.218632]\n",
            "[Epoch 43/45] [Batch 874/1488] [D loss: 0.000220] [G loss: 0.211241]\n",
            "[Epoch 43/45] [Batch 875/1488] [D loss: 0.000269] [G loss: 0.183244]\n",
            "[Epoch 43/45] [Batch 876/1488] [D loss: 0.000307] [G loss: 0.211932]\n",
            "[Epoch 43/45] [Batch 877/1488] [D loss: 0.000361] [G loss: 0.228339]\n",
            "[Epoch 43/45] [Batch 878/1488] [D loss: 0.000418] [G loss: 0.166287]\n",
            "[Epoch 43/45] [Batch 879/1488] [D loss: 0.000475] [G loss: 0.241393]\n",
            "[Epoch 43/45] [Batch 880/1488] [D loss: 0.000521] [G loss: 0.175352]\n",
            "[Epoch 43/45] [Batch 881/1488] [D loss: 0.000613] [G loss: 0.271042]\n",
            "[Epoch 43/45] [Batch 882/1488] [D loss: 0.000453] [G loss: 0.242068]\n",
            "[Epoch 43/45] [Batch 883/1488] [D loss: 0.000370] [G loss: 0.226469]\n",
            "[Epoch 43/45] [Batch 884/1488] [D loss: 0.000278] [G loss: 0.250392]\n",
            "[Epoch 43/45] [Batch 885/1488] [D loss: 0.000181] [G loss: 0.311021]\n",
            "[Epoch 43/45] [Batch 886/1488] [D loss: 0.000126] [G loss: 0.228550]\n",
            "[Epoch 43/45] [Batch 887/1488] [D loss: 0.000107] [G loss: 0.198240]\n",
            "[Epoch 43/45] [Batch 888/1488] [D loss: 0.000127] [G loss: 0.207303]\n",
            "[Epoch 43/45] [Batch 889/1488] [D loss: 0.000155] [G loss: 0.239953]\n",
            "[Epoch 43/45] [Batch 890/1488] [D loss: 0.000157] [G loss: 0.133378]\n",
            "[Epoch 43/45] [Batch 891/1488] [D loss: 0.000174] [G loss: 0.163770]\n",
            "[Epoch 43/45] [Batch 892/1488] [D loss: 0.000178] [G loss: 0.215669]\n",
            "[Epoch 43/45] [Batch 893/1488] [D loss: 0.000167] [G loss: 0.235893]\n",
            "[Epoch 43/45] [Batch 894/1488] [D loss: 0.000172] [G loss: 0.214725]\n",
            "[Epoch 43/45] [Batch 895/1488] [D loss: 0.000203] [G loss: 0.218339]\n",
            "[Epoch 43/45] [Batch 896/1488] [D loss: 0.000187] [G loss: 0.200876]\n",
            "[Epoch 43/45] [Batch 897/1488] [D loss: 0.000207] [G loss: 0.219473]\n",
            "[Epoch 43/45] [Batch 898/1488] [D loss: 0.000173] [G loss: 0.235192]\n",
            "[Epoch 43/45] [Batch 899/1488] [D loss: 0.000149] [G loss: 0.252253]\n",
            "[Epoch 43/45] [Batch 900/1488] [D loss: 0.000143] [G loss: 0.181790]\n",
            "[Epoch 43/45] [Batch 901/1488] [D loss: 0.000126] [G loss: 0.209800]\n",
            "[Epoch 43/45] [Batch 902/1488] [D loss: 0.000130] [G loss: 0.164455]\n",
            "[Epoch 43/45] [Batch 903/1488] [D loss: 0.000140] [G loss: 0.228430]\n",
            "[Epoch 43/45] [Batch 904/1488] [D loss: 0.000159] [G loss: 0.172891]\n",
            "[Epoch 43/45] [Batch 905/1488] [D loss: 0.000196] [G loss: 0.226250]\n",
            "[Epoch 43/45] [Batch 906/1488] [D loss: 0.000259] [G loss: 0.152558]\n",
            "[Epoch 43/45] [Batch 907/1488] [D loss: 0.000300] [G loss: 0.231785]\n",
            "[Epoch 43/45] [Batch 908/1488] [D loss: 0.000324] [G loss: 0.203074]\n",
            "[Epoch 43/45] [Batch 909/1488] [D loss: 0.000360] [G loss: 0.191257]\n",
            "[Epoch 43/45] [Batch 910/1488] [D loss: 0.000445] [G loss: 0.206457]\n",
            "[Epoch 43/45] [Batch 911/1488] [D loss: 0.000519] [G loss: 0.179171]\n",
            "[Epoch 43/45] [Batch 912/1488] [D loss: 0.000836] [G loss: 0.160621]\n",
            "[Epoch 43/45] [Batch 913/1488] [D loss: 0.001107] [G loss: 0.191200]\n",
            "[Epoch 43/45] [Batch 914/1488] [D loss: 0.001447] [G loss: 0.250988]\n",
            "[Epoch 43/45] [Batch 915/1488] [D loss: 0.001665] [G loss: 0.220027]\n",
            "[Epoch 43/45] [Batch 916/1488] [D loss: 0.001815] [G loss: 0.225290]\n",
            "[Epoch 43/45] [Batch 917/1488] [D loss: 0.001999] [G loss: 0.176795]\n",
            "[Epoch 43/45] [Batch 918/1488] [D loss: 0.002210] [G loss: 0.189079]\n",
            "[Epoch 43/45] [Batch 919/1488] [D loss: 0.002314] [G loss: 0.188615]\n",
            "[Epoch 43/45] [Batch 920/1488] [D loss: 0.002367] [G loss: 0.186675]\n",
            "[Epoch 43/45] [Batch 921/1488] [D loss: 0.002356] [G loss: 0.186659]\n",
            "[Epoch 43/45] [Batch 922/1488] [D loss: 0.002242] [G loss: 0.268610]\n",
            "[Epoch 43/45] [Batch 923/1488] [D loss: 0.002037] [G loss: 0.204012]\n",
            "[Epoch 43/45] [Batch 924/1488] [D loss: 0.001858] [G loss: 0.241187]\n",
            "[Epoch 43/45] [Batch 925/1488] [D loss: 0.001656] [G loss: 0.216879]\n",
            "[Epoch 43/45] [Batch 926/1488] [D loss: 0.001454] [G loss: 0.223534]\n",
            "[Epoch 43/45] [Batch 927/1488] [D loss: 0.001267] [G loss: 0.163454]\n",
            "[Epoch 43/45] [Batch 928/1488] [D loss: 0.001071] [G loss: 0.217346]\n",
            "[Epoch 43/45] [Batch 929/1488] [D loss: 0.000914] [G loss: 0.253864]\n",
            "[Epoch 43/45] [Batch 930/1488] [D loss: 0.000816] [G loss: 0.181852]\n",
            "[Epoch 43/45] [Batch 931/1488] [D loss: 0.000742] [G loss: 0.237206]\n",
            "[Epoch 43/45] [Batch 932/1488] [D loss: 0.000706] [G loss: 0.270199]\n",
            "[Epoch 43/45] [Batch 933/1488] [D loss: 0.000661] [G loss: 0.182376]\n",
            "[Epoch 43/45] [Batch 934/1488] [D loss: 0.000577] [G loss: 0.231820]\n",
            "[Epoch 43/45] [Batch 935/1488] [D loss: 0.000489] [G loss: 0.252774]\n",
            "[Epoch 43/45] [Batch 936/1488] [D loss: 0.000439] [G loss: 0.190272]\n",
            "[Epoch 43/45] [Batch 937/1488] [D loss: 0.000375] [G loss: 0.230392]\n",
            "[Epoch 43/45] [Batch 938/1488] [D loss: 0.000349] [G loss: 0.230160]\n",
            "[Epoch 43/45] [Batch 939/1488] [D loss: 0.000520] [G loss: 0.159946]\n",
            "[Epoch 43/45] [Batch 940/1488] [D loss: 0.000285] [G loss: 0.208829]\n",
            "[Epoch 43/45] [Batch 941/1488] [D loss: 0.000260] [G loss: 0.247009]\n",
            "[Epoch 43/45] [Batch 942/1488] [D loss: 0.000234] [G loss: 0.213609]\n",
            "[Epoch 43/45] [Batch 943/1488] [D loss: 0.000213] [G loss: 0.220506]\n",
            "[Epoch 43/45] [Batch 944/1488] [D loss: 0.000180] [G loss: 0.242889]\n",
            "[Epoch 43/45] [Batch 945/1488] [D loss: 0.000163] [G loss: 0.189170]\n",
            "[Epoch 43/45] [Batch 946/1488] [D loss: 0.000166] [G loss: 0.265316]\n",
            "[Epoch 43/45] [Batch 947/1488] [D loss: 0.000166] [G loss: 0.253409]\n",
            "[Epoch 43/45] [Batch 948/1488] [D loss: 0.000179] [G loss: 0.202076]\n",
            "[Epoch 43/45] [Batch 949/1488] [D loss: 0.000201] [G loss: 0.198487]\n",
            "[Epoch 43/45] [Batch 950/1488] [D loss: 0.000203] [G loss: 0.211801]\n",
            "[Epoch 43/45] [Batch 951/1488] [D loss: 0.000207] [G loss: 0.219572]\n",
            "[Epoch 43/45] [Batch 952/1488] [D loss: 0.000188] [G loss: 0.263625]\n",
            "[Epoch 43/45] [Batch 953/1488] [D loss: 0.000182] [G loss: 0.256183]\n",
            "[Epoch 43/45] [Batch 954/1488] [D loss: 0.000217] [G loss: 0.219549]\n",
            "[Epoch 43/45] [Batch 955/1488] [D loss: 0.000272] [G loss: 0.168422]\n",
            "[Epoch 43/45] [Batch 956/1488] [D loss: 0.000327] [G loss: 0.231365]\n",
            "[Epoch 43/45] [Batch 957/1488] [D loss: 0.000423] [G loss: 0.238050]\n",
            "[Epoch 43/45] [Batch 958/1488] [D loss: 0.000500] [G loss: 0.230429]\n",
            "[Epoch 43/45] [Batch 959/1488] [D loss: 0.000600] [G loss: 0.260071]\n",
            "[Epoch 43/45] [Batch 960/1488] [D loss: 0.000730] [G loss: 0.191347]\n",
            "[Epoch 43/45] [Batch 961/1488] [D loss: 0.000883] [G loss: 0.227810]\n",
            "[Epoch 43/45] [Batch 962/1488] [D loss: 0.001005] [G loss: 0.202373]\n",
            "[Epoch 43/45] [Batch 963/1488] [D loss: 0.001031] [G loss: 0.216012]\n",
            "[Epoch 43/45] [Batch 964/1488] [D loss: 0.001026] [G loss: 0.190277]\n",
            "[Epoch 43/45] [Batch 965/1488] [D loss: 0.001038] [G loss: 0.251944]\n",
            "[Epoch 43/45] [Batch 966/1488] [D loss: 0.001071] [G loss: 0.188852]\n",
            "[Epoch 43/45] [Batch 967/1488] [D loss: 0.001146] [G loss: 0.229624]\n",
            "[Epoch 43/45] [Batch 968/1488] [D loss: 0.001179] [G loss: 0.252459]\n",
            "[Epoch 43/45] [Batch 969/1488] [D loss: 0.001171] [G loss: 0.225419]\n",
            "[Epoch 43/45] [Batch 970/1488] [D loss: 0.001186] [G loss: 0.138376]\n",
            "[Epoch 43/45] [Batch 971/1488] [D loss: 0.001214] [G loss: 0.197732]\n",
            "[Epoch 43/45] [Batch 972/1488] [D loss: 0.001321] [G loss: 0.265900]\n",
            "[Epoch 43/45] [Batch 973/1488] [D loss: 0.001468] [G loss: 0.205715]\n",
            "[Epoch 43/45] [Batch 974/1488] [D loss: 0.001579] [G loss: 0.217821]\n",
            "[Epoch 43/45] [Batch 975/1488] [D loss: 0.001596] [G loss: 0.228060]\n",
            "[Epoch 43/45] [Batch 976/1488] [D loss: 0.001586] [G loss: 0.205208]\n",
            "[Epoch 43/45] [Batch 977/1488] [D loss: 0.001516] [G loss: 0.202703]\n",
            "[Epoch 43/45] [Batch 978/1488] [D loss: 0.001426] [G loss: 0.215446]\n",
            "[Epoch 43/45] [Batch 979/1488] [D loss: 0.001272] [G loss: 0.226835]\n",
            "[Epoch 43/45] [Batch 980/1488] [D loss: 0.001053] [G loss: 0.212469]\n",
            "[Epoch 43/45] [Batch 981/1488] [D loss: 0.000833] [G loss: 0.182350]\n",
            "[Epoch 43/45] [Batch 982/1488] [D loss: 0.000683] [G loss: 0.248062]\n",
            "[Epoch 43/45] [Batch 983/1488] [D loss: 0.000607] [G loss: 0.241624]\n",
            "[Epoch 43/45] [Batch 984/1488] [D loss: 0.000523] [G loss: 0.285369]\n",
            "[Epoch 43/45] [Batch 985/1488] [D loss: 0.000407] [G loss: 0.195036]\n",
            "[Epoch 43/45] [Batch 986/1488] [D loss: 0.000293] [G loss: 0.237245]\n",
            "[Epoch 43/45] [Batch 987/1488] [D loss: 0.000212] [G loss: 0.195209]\n",
            "[Epoch 43/45] [Batch 988/1488] [D loss: 0.000162] [G loss: 0.164633]\n",
            "[Epoch 43/45] [Batch 989/1488] [D loss: 0.000114] [G loss: 0.213859]\n",
            "[Epoch 43/45] [Batch 990/1488] [D loss: 0.000097] [G loss: 0.228301]\n",
            "[Epoch 43/45] [Batch 991/1488] [D loss: 0.000100] [G loss: 0.208570]\n",
            "[Epoch 43/45] [Batch 992/1488] [D loss: 0.000103] [G loss: 0.203911]\n",
            "[Epoch 43/45] [Batch 993/1488] [D loss: 0.000119] [G loss: 0.173714]\n",
            "[Epoch 43/45] [Batch 994/1488] [D loss: 0.000136] [G loss: 0.256628]\n",
            "[Epoch 43/45] [Batch 995/1488] [D loss: 0.000154] [G loss: 0.240089]\n",
            "[Epoch 43/45] [Batch 996/1488] [D loss: 0.000150] [G loss: 0.190321]\n",
            "[Epoch 43/45] [Batch 997/1488] [D loss: 0.000121] [G loss: 0.186879]\n",
            "[Epoch 43/45] [Batch 998/1488] [D loss: 0.000102] [G loss: 0.290084]\n",
            "[Epoch 43/45] [Batch 999/1488] [D loss: 0.000100] [G loss: 0.204148]\n",
            "[Epoch 43/45] [Batch 1000/1488] [D loss: 0.000097] [G loss: 0.209230]\n",
            "[Epoch 43/45] [Batch 1001/1488] [D loss: 0.000105] [G loss: 0.237344]\n",
            "[Epoch 43/45] [Batch 1002/1488] [D loss: 0.000115] [G loss: 0.183557]\n",
            "[Epoch 43/45] [Batch 1003/1488] [D loss: 0.000114] [G loss: 0.183286]\n",
            "[Epoch 43/45] [Batch 1004/1488] [D loss: 0.000126] [G loss: 0.237584]\n",
            "[Epoch 43/45] [Batch 1005/1488] [D loss: 0.000128] [G loss: 0.234357]\n",
            "[Epoch 43/45] [Batch 1006/1488] [D loss: 0.000117] [G loss: 0.182462]\n",
            "[Epoch 43/45] [Batch 1007/1488] [D loss: 0.000121] [G loss: 0.163342]\n",
            "[Epoch 43/45] [Batch 1008/1488] [D loss: 0.000253] [G loss: 0.211673]\n",
            "[Epoch 43/45] [Batch 1009/1488] [D loss: 0.000100] [G loss: 0.180752]\n",
            "[Epoch 43/45] [Batch 1010/1488] [D loss: 0.000139] [G loss: 0.241508]\n",
            "[Epoch 43/45] [Batch 1011/1488] [D loss: 0.000172] [G loss: 0.213289]\n",
            "[Epoch 43/45] [Batch 1012/1488] [D loss: 0.000179] [G loss: 0.219115]\n",
            "[Epoch 43/45] [Batch 1013/1488] [D loss: 0.000186] [G loss: 0.191857]\n",
            "[Epoch 43/45] [Batch 1014/1488] [D loss: 0.000201] [G loss: 0.245604]\n",
            "[Epoch 43/45] [Batch 1015/1488] [D loss: 0.000220] [G loss: 0.195750]\n",
            "[Epoch 43/45] [Batch 1016/1488] [D loss: 0.000233] [G loss: 0.130578]\n",
            "[Epoch 43/45] [Batch 1017/1488] [D loss: 0.000209] [G loss: 0.261605]\n",
            "[Epoch 43/45] [Batch 1018/1488] [D loss: 0.000196] [G loss: 0.244687]\n",
            "[Epoch 43/45] [Batch 1019/1488] [D loss: 0.000209] [G loss: 0.223321]\n",
            "[Epoch 43/45] [Batch 1020/1488] [D loss: 0.000229] [G loss: 0.187745]\n",
            "[Epoch 43/45] [Batch 1021/1488] [D loss: 0.000267] [G loss: 0.213011]\n",
            "[Epoch 43/45] [Batch 1022/1488] [D loss: 0.000288] [G loss: 0.225920]\n",
            "[Epoch 43/45] [Batch 1023/1488] [D loss: 0.000286] [G loss: 0.213529]\n",
            "[Epoch 43/45] [Batch 1024/1488] [D loss: 0.000276] [G loss: 0.236336]\n",
            "[Epoch 43/45] [Batch 1025/1488] [D loss: 0.000263] [G loss: 0.283033]\n",
            "[Epoch 43/45] [Batch 1026/1488] [D loss: 0.000250] [G loss: 0.196264]\n",
            "[Epoch 43/45] [Batch 1027/1488] [D loss: 0.000249] [G loss: 0.237183]\n",
            "[Epoch 43/45] [Batch 1028/1488] [D loss: 0.000298] [G loss: 0.214028]\n",
            "[Epoch 43/45] [Batch 1029/1488] [D loss: 0.000408] [G loss: 0.278531]\n",
            "[Epoch 43/45] [Batch 1030/1488] [D loss: 0.000524] [G loss: 0.209883]\n",
            "[Epoch 43/45] [Batch 1031/1488] [D loss: 0.000651] [G loss: 0.206699]\n",
            "[Epoch 43/45] [Batch 1032/1488] [D loss: 0.000742] [G loss: 0.224513]\n",
            "[Epoch 43/45] [Batch 1033/1488] [D loss: 0.000817] [G loss: 0.242606]\n",
            "[Epoch 43/45] [Batch 1034/1488] [D loss: 0.005027] [G loss: 0.157682]\n",
            "[Epoch 43/45] [Batch 1035/1488] [D loss: 0.004891] [G loss: 0.205568]\n",
            "[Epoch 43/45] [Batch 1036/1488] [D loss: 0.008543] [G loss: 0.200780]\n",
            "[Epoch 43/45] [Batch 1037/1488] [D loss: 0.010651] [G loss: 0.178895]\n",
            "[Epoch 43/45] [Batch 1038/1488] [D loss: 0.011032] [G loss: 0.260879]\n",
            "[Epoch 43/45] [Batch 1039/1488] [D loss: 0.009769] [G loss: 0.217957]\n",
            "[Epoch 43/45] [Batch 1040/1488] [D loss: 0.007267] [G loss: 0.252617]\n",
            "[Epoch 43/45] [Batch 1041/1488] [D loss: 0.004516] [G loss: 0.280490]\n",
            "[Epoch 43/45] [Batch 1042/1488] [D loss: 0.002457] [G loss: 0.181159]\n",
            "[Epoch 43/45] [Batch 1043/1488] [D loss: 0.002899] [G loss: 0.209606]\n",
            "[Epoch 43/45] [Batch 1044/1488] [D loss: 0.002771] [G loss: 0.235437]\n",
            "[Epoch 43/45] [Batch 1045/1488] [D loss: 0.003171] [G loss: 0.185710]\n",
            "[Epoch 43/45] [Batch 1046/1488] [D loss: 0.003113] [G loss: 0.177140]\n",
            "[Epoch 43/45] [Batch 1047/1488] [D loss: 0.003268] [G loss: 0.226063]\n",
            "[Epoch 43/45] [Batch 1048/1488] [D loss: 0.003698] [G loss: 0.217460]\n",
            "[Epoch 43/45] [Batch 1049/1488] [D loss: 0.004083] [G loss: 0.222179]\n",
            "[Epoch 43/45] [Batch 1050/1488] [D loss: 0.004331] [G loss: 0.203797]\n",
            "[Epoch 43/45] [Batch 1051/1488] [D loss: 0.004439] [G loss: 0.203938]\n",
            "[Epoch 43/45] [Batch 1052/1488] [D loss: 0.004258] [G loss: 0.180753]\n",
            "[Epoch 43/45] [Batch 1053/1488] [D loss: 0.003593] [G loss: 0.224011]\n",
            "[Epoch 43/45] [Batch 1054/1488] [D loss: 0.002492] [G loss: 0.281681]\n",
            "[Epoch 43/45] [Batch 1055/1488] [D loss: 0.001358] [G loss: 0.208603]\n",
            "[Epoch 43/45] [Batch 1056/1488] [D loss: 0.000617] [G loss: 0.225302]\n",
            "[Epoch 43/45] [Batch 1057/1488] [D loss: 0.003670] [G loss: 0.239553]\n",
            "[Epoch 43/45] [Batch 1058/1488] [D loss: 0.001611] [G loss: 0.212370]\n",
            "[Epoch 43/45] [Batch 1059/1488] [D loss: 0.003001] [G loss: 0.197188]\n",
            "[Epoch 43/45] [Batch 1060/1488] [D loss: 0.003168] [G loss: 0.229471]\n",
            "[Epoch 43/45] [Batch 1061/1488] [D loss: 0.002726] [G loss: 0.187584]\n",
            "[Epoch 43/45] [Batch 1062/1488] [D loss: 0.002132] [G loss: 0.253506]\n",
            "[Epoch 43/45] [Batch 1063/1488] [D loss: 0.001464] [G loss: 0.208566]\n",
            "[Epoch 43/45] [Batch 1064/1488] [D loss: 0.000859] [G loss: 0.196132]\n",
            "[Epoch 43/45] [Batch 1065/1488] [D loss: 0.000476] [G loss: 0.231991]\n",
            "[Epoch 43/45] [Batch 1066/1488] [D loss: 0.000252] [G loss: 0.234164]\n",
            "[Epoch 43/45] [Batch 1067/1488] [D loss: 0.000140] [G loss: 0.205076]\n",
            "[Epoch 43/45] [Batch 1068/1488] [D loss: 0.000093] [G loss: 0.204925]\n",
            "[Epoch 43/45] [Batch 1069/1488] [D loss: 0.000106] [G loss: 0.170767]\n",
            "[Epoch 43/45] [Batch 1070/1488] [D loss: 0.000114] [G loss: 0.228268]\n",
            "[Epoch 43/45] [Batch 1071/1488] [D loss: 0.000185] [G loss: 0.171105]\n",
            "[Epoch 43/45] [Batch 1072/1488] [D loss: 0.000235] [G loss: 0.186319]\n",
            "[Epoch 43/45] [Batch 1073/1488] [D loss: 0.000226] [G loss: 0.233376]\n",
            "[Epoch 43/45] [Batch 1074/1488] [D loss: 0.000234] [G loss: 0.198819]\n",
            "[Epoch 43/45] [Batch 1075/1488] [D loss: 0.000239] [G loss: 0.211269]\n",
            "[Epoch 43/45] [Batch 1076/1488] [D loss: 0.000250] [G loss: 0.193710]\n",
            "[Epoch 43/45] [Batch 1077/1488] [D loss: 0.056487] [G loss: 0.158978]\n",
            "[Epoch 43/45] [Batch 1078/1488] [D loss: 0.024986] [G loss: 0.211085]\n",
            "[Epoch 43/45] [Batch 1079/1488] [D loss: 0.042526] [G loss: 0.222668]\n",
            "[Epoch 43/45] [Batch 1080/1488] [D loss: 0.031165] [G loss: 0.222891]\n",
            "[Epoch 43/45] [Batch 1081/1488] [D loss: 0.011174] [G loss: 0.238022]\n",
            "[Epoch 43/45] [Batch 1082/1488] [D loss: 0.001682] [G loss: 0.190886]\n",
            "[Epoch 43/45] [Batch 1083/1488] [D loss: 0.001298] [G loss: 0.160080]\n",
            "[Epoch 43/45] [Batch 1084/1488] [D loss: 0.001843] [G loss: 0.174711]\n",
            "[Epoch 43/45] [Batch 1085/1488] [D loss: 0.001065] [G loss: 0.261148]\n",
            "[Epoch 43/45] [Batch 1086/1488] [D loss: 0.001057] [G loss: 0.251649]\n",
            "[Epoch 43/45] [Batch 1087/1488] [D loss: 0.000809] [G loss: 0.217500]\n",
            "[Epoch 43/45] [Batch 1088/1488] [D loss: 0.001279] [G loss: 0.178536]\n",
            "[Epoch 43/45] [Batch 1089/1488] [D loss: 0.001551] [G loss: 0.196108]\n",
            "[Epoch 43/45] [Batch 1090/1488] [D loss: 0.000313] [G loss: 0.196902]\n",
            "[Epoch 43/45] [Batch 1091/1488] [D loss: 0.000368] [G loss: 0.186714]\n",
            "[Epoch 43/45] [Batch 1092/1488] [D loss: 0.000286] [G loss: 0.271899]\n",
            "[Epoch 43/45] [Batch 1093/1488] [D loss: 0.000157] [G loss: 0.202066]\n",
            "[Epoch 43/45] [Batch 1094/1488] [D loss: 0.000117] [G loss: 0.224331]\n",
            "[Epoch 43/45] [Batch 1095/1488] [D loss: 0.000092] [G loss: 0.225397]\n",
            "[Epoch 43/45] [Batch 1096/1488] [D loss: 0.000148] [G loss: 0.202680]\n",
            "[Epoch 43/45] [Batch 1097/1488] [D loss: 0.000099] [G loss: 0.183185]\n",
            "[Epoch 43/45] [Batch 1098/1488] [D loss: 0.000044] [G loss: 0.242908]\n",
            "[Epoch 43/45] [Batch 1099/1488] [D loss: 0.000055] [G loss: 0.228961]\n",
            "[Epoch 43/45] [Batch 1100/1488] [D loss: 0.000099] [G loss: 0.214266]\n",
            "[Epoch 43/45] [Batch 1101/1488] [D loss: 0.002168] [G loss: 0.198724]\n",
            "[Epoch 43/45] [Batch 1102/1488] [D loss: 0.000966] [G loss: 0.257207]\n",
            "[Epoch 43/45] [Batch 1103/1488] [D loss: 0.001327] [G loss: 0.244539]\n",
            "[Epoch 43/45] [Batch 1104/1488] [D loss: 0.000796] [G loss: 0.206445]\n",
            "[Epoch 43/45] [Batch 1105/1488] [D loss: 0.000250] [G loss: 0.226721]\n",
            "[Epoch 43/45] [Batch 1106/1488] [D loss: 0.000150] [G loss: 0.225747]\n",
            "[Epoch 43/45] [Batch 1107/1488] [D loss: 0.000058] [G loss: 0.202224]\n",
            "[Epoch 43/45] [Batch 1108/1488] [D loss: 0.000060] [G loss: 0.201169]\n",
            "[Epoch 43/45] [Batch 1109/1488] [D loss: 0.000050] [G loss: 0.214029]\n",
            "[Epoch 43/45] [Batch 1110/1488] [D loss: 0.000050] [G loss: 0.181083]\n",
            "[Epoch 43/45] [Batch 1111/1488] [D loss: 0.000108] [G loss: 0.180230]\n",
            "[Epoch 43/45] [Batch 1112/1488] [D loss: 0.000080] [G loss: 0.208409]\n",
            "[Epoch 43/45] [Batch 1113/1488] [D loss: 0.000230] [G loss: 0.227234]\n",
            "[Epoch 43/45] [Batch 1114/1488] [D loss: 0.000190] [G loss: 0.179310]\n",
            "[Epoch 43/45] [Batch 1115/1488] [D loss: 0.000119] [G loss: 0.192780]\n",
            "[Epoch 43/45] [Batch 1116/1488] [D loss: 0.000135] [G loss: 0.188750]\n",
            "[Epoch 43/45] [Batch 1117/1488] [D loss: 0.000125] [G loss: 0.229265]\n",
            "[Epoch 43/45] [Batch 1118/1488] [D loss: 0.000144] [G loss: 0.224679]\n",
            "[Epoch 43/45] [Batch 1119/1488] [D loss: 0.000093] [G loss: 0.187363]\n",
            "[Epoch 43/45] [Batch 1120/1488] [D loss: 0.000052] [G loss: 0.229299]\n",
            "[Epoch 43/45] [Batch 1121/1488] [D loss: 0.000134] [G loss: 0.182834]\n",
            "[Epoch 43/45] [Batch 1122/1488] [D loss: 0.000142] [G loss: 0.181675]\n",
            "[Epoch 43/45] [Batch 1123/1488] [D loss: 0.000183] [G loss: 0.218098]\n",
            "[Epoch 43/45] [Batch 1124/1488] [D loss: 0.000132] [G loss: 0.195016]\n",
            "[Epoch 43/45] [Batch 1125/1488] [D loss: 0.000121] [G loss: 0.244663]\n",
            "[Epoch 43/45] [Batch 1126/1488] [D loss: 0.000072] [G loss: 0.199001]\n",
            "[Epoch 43/45] [Batch 1127/1488] [D loss: 0.000059] [G loss: 0.220417]\n",
            "[Epoch 43/45] [Batch 1128/1488] [D loss: 0.000038] [G loss: 0.209653]\n",
            "[Epoch 43/45] [Batch 1129/1488] [D loss: 0.000050] [G loss: 0.205332]\n",
            "[Epoch 43/45] [Batch 1130/1488] [D loss: 0.000068] [G loss: 0.223503]\n",
            "[Epoch 43/45] [Batch 1131/1488] [D loss: 0.000077] [G loss: 0.239706]\n",
            "[Epoch 43/45] [Batch 1132/1488] [D loss: 0.000069] [G loss: 0.217643]\n",
            "[Epoch 43/45] [Batch 1133/1488] [D loss: 0.000049] [G loss: 0.261272]\n",
            "[Epoch 43/45] [Batch 1134/1488] [D loss: 0.000064] [G loss: 0.196265]\n",
            "[Epoch 43/45] [Batch 1135/1488] [D loss: 0.000055] [G loss: 0.194927]\n",
            "[Epoch 43/45] [Batch 1136/1488] [D loss: 0.000071] [G loss: 0.239357]\n",
            "[Epoch 43/45] [Batch 1137/1488] [D loss: 0.000057] [G loss: 0.214182]\n",
            "[Epoch 43/45] [Batch 1138/1488] [D loss: 0.000058] [G loss: 0.231111]\n",
            "[Epoch 43/45] [Batch 1139/1488] [D loss: 0.000064] [G loss: 0.234776]\n",
            "[Epoch 43/45] [Batch 1140/1488] [D loss: 0.000048] [G loss: 0.194502]\n",
            "[Epoch 43/45] [Batch 1141/1488] [D loss: 0.000055] [G loss: 0.181956]\n",
            "[Epoch 43/45] [Batch 1142/1488] [D loss: 0.000051] [G loss: 0.200515]\n",
            "[Epoch 43/45] [Batch 1143/1488] [D loss: 0.000048] [G loss: 0.207974]\n",
            "[Epoch 43/45] [Batch 1144/1488] [D loss: 0.000061] [G loss: 0.173257]\n",
            "[Epoch 43/45] [Batch 1145/1488] [D loss: 0.000076] [G loss: 0.214338]\n",
            "[Epoch 43/45] [Batch 1146/1488] [D loss: 0.000078] [G loss: 0.212494]\n",
            "[Epoch 43/45] [Batch 1147/1488] [D loss: 0.000050] [G loss: 0.197598]\n",
            "[Epoch 43/45] [Batch 1148/1488] [D loss: 0.000294] [G loss: 0.199776]\n",
            "[Epoch 43/45] [Batch 1149/1488] [D loss: 0.000128] [G loss: 0.210984]\n",
            "[Epoch 43/45] [Batch 1150/1488] [D loss: 0.000164] [G loss: 0.239221]\n",
            "[Epoch 43/45] [Batch 1151/1488] [D loss: 0.000139] [G loss: 0.194834]\n",
            "[Epoch 43/45] [Batch 1152/1488] [D loss: 0.000120] [G loss: 0.217613]\n",
            "[Epoch 43/45] [Batch 1153/1488] [D loss: 0.000091] [G loss: 0.200919]\n",
            "[Epoch 43/45] [Batch 1154/1488] [D loss: 0.000076] [G loss: 0.202326]\n",
            "[Epoch 43/45] [Batch 1155/1488] [D loss: 0.000052] [G loss: 0.219501]\n",
            "[Epoch 43/45] [Batch 1156/1488] [D loss: 0.000066] [G loss: 0.179288]\n",
            "[Epoch 43/45] [Batch 1157/1488] [D loss: 0.000061] [G loss: 0.224243]\n",
            "[Epoch 43/45] [Batch 1158/1488] [D loss: 0.000105] [G loss: 0.182700]\n",
            "[Epoch 43/45] [Batch 1159/1488] [D loss: 0.000110] [G loss: 0.151878]\n",
            "[Epoch 43/45] [Batch 1160/1488] [D loss: 0.000071] [G loss: 0.234705]\n",
            "[Epoch 43/45] [Batch 1161/1488] [D loss: 0.000080] [G loss: 0.166073]\n",
            "[Epoch 43/45] [Batch 1162/1488] [D loss: 0.000062] [G loss: 0.207944]\n",
            "[Epoch 43/45] [Batch 1163/1488] [D loss: 0.000034] [G loss: 0.174035]\n",
            "[Epoch 43/45] [Batch 1164/1488] [D loss: 0.000037] [G loss: 0.215820]\n",
            "[Epoch 43/45] [Batch 1165/1488] [D loss: 0.000072] [G loss: 0.192295]\n",
            "[Epoch 43/45] [Batch 1166/1488] [D loss: 0.000069] [G loss: 0.237379]\n",
            "[Epoch 43/45] [Batch 1167/1488] [D loss: 0.000145] [G loss: 0.168338]\n",
            "[Epoch 43/45] [Batch 1168/1488] [D loss: 0.000162] [G loss: 0.243388]\n",
            "[Epoch 43/45] [Batch 1169/1488] [D loss: 0.000156] [G loss: 0.195466]\n",
            "[Epoch 43/45] [Batch 1170/1488] [D loss: 0.000130] [G loss: 0.229231]\n",
            "[Epoch 43/45] [Batch 1171/1488] [D loss: 0.000153] [G loss: 0.180907]\n",
            "[Epoch 43/45] [Batch 1172/1488] [D loss: 0.000082] [G loss: 0.211486]\n",
            "[Epoch 43/45] [Batch 1173/1488] [D loss: 0.000060] [G loss: 0.214832]\n",
            "[Epoch 43/45] [Batch 1174/1488] [D loss: 0.000049] [G loss: 0.231538]\n",
            "[Epoch 43/45] [Batch 1175/1488] [D loss: 0.000047] [G loss: 0.146058]\n",
            "[Epoch 43/45] [Batch 1176/1488] [D loss: 0.000037] [G loss: 0.242457]\n",
            "[Epoch 43/45] [Batch 1177/1488] [D loss: 0.000044] [G loss: 0.267304]\n",
            "[Epoch 43/45] [Batch 1178/1488] [D loss: 0.000047] [G loss: 0.205102]\n",
            "[Epoch 43/45] [Batch 1179/1488] [D loss: 0.000060] [G loss: 0.240834]\n",
            "[Epoch 43/45] [Batch 1180/1488] [D loss: 0.000056] [G loss: 0.164079]\n",
            "[Epoch 43/45] [Batch 1181/1488] [D loss: 0.000060] [G loss: 0.222782]\n",
            "[Epoch 43/45] [Batch 1182/1488] [D loss: 0.000065] [G loss: 0.165720]\n",
            "[Epoch 43/45] [Batch 1183/1488] [D loss: 0.000072] [G loss: 0.157132]\n",
            "[Epoch 43/45] [Batch 1184/1488] [D loss: 0.000129] [G loss: 0.236468]\n",
            "[Epoch 43/45] [Batch 1185/1488] [D loss: 0.000071] [G loss: 0.210842]\n",
            "[Epoch 43/45] [Batch 1186/1488] [D loss: 0.000073] [G loss: 0.191893]\n",
            "[Epoch 43/45] [Batch 1187/1488] [D loss: 0.000057] [G loss: 0.208811]\n",
            "[Epoch 43/45] [Batch 1188/1488] [D loss: 0.000042] [G loss: 0.170752]\n",
            "[Epoch 43/45] [Batch 1189/1488] [D loss: 0.000046] [G loss: 0.255312]\n",
            "[Epoch 43/45] [Batch 1190/1488] [D loss: 0.000058] [G loss: 0.252573]\n",
            "[Epoch 43/45] [Batch 1191/1488] [D loss: 0.000046] [G loss: 0.214474]\n",
            "[Epoch 43/45] [Batch 1192/1488] [D loss: 0.000055] [G loss: 0.208419]\n",
            "[Epoch 43/45] [Batch 1193/1488] [D loss: 0.000061] [G loss: 0.186535]\n",
            "[Epoch 43/45] [Batch 1194/1488] [D loss: 0.000094] [G loss: 0.185647]\n",
            "[Epoch 43/45] [Batch 1195/1488] [D loss: 0.000107] [G loss: 0.236594]\n",
            "[Epoch 43/45] [Batch 1196/1488] [D loss: 0.000127] [G loss: 0.183064]\n",
            "[Epoch 43/45] [Batch 1197/1488] [D loss: 0.001630] [G loss: 0.304007]\n",
            "[Epoch 43/45] [Batch 1198/1488] [D loss: 0.000594] [G loss: 0.218128]\n",
            "[Epoch 43/45] [Batch 1199/1488] [D loss: 0.000626] [G loss: 0.235811]\n",
            "[Epoch 43/45] [Batch 1200/1488] [D loss: 0.000447] [G loss: 0.206537]\n",
            "[Epoch 43/45] [Batch 1201/1488] [D loss: 0.000321] [G loss: 0.204374]\n",
            "[Epoch 43/45] [Batch 1202/1488] [D loss: 0.000289] [G loss: 0.206956]\n",
            "[Epoch 43/45] [Batch 1203/1488] [D loss: 0.000297] [G loss: 0.171052]\n",
            "[Epoch 43/45] [Batch 1204/1488] [D loss: 0.000308] [G loss: 0.216614]\n",
            "[Epoch 43/45] [Batch 1205/1488] [D loss: 0.000362] [G loss: 0.188374]\n",
            "[Epoch 43/45] [Batch 1206/1488] [D loss: 0.000413] [G loss: 0.217097]\n",
            "[Epoch 43/45] [Batch 1207/1488] [D loss: 0.000462] [G loss: 0.222251]\n",
            "[Epoch 43/45] [Batch 1208/1488] [D loss: 0.000518] [G loss: 0.184955]\n",
            "[Epoch 43/45] [Batch 1209/1488] [D loss: 0.000613] [G loss: 0.203278]\n",
            "[Epoch 43/45] [Batch 1210/1488] [D loss: 0.000745] [G loss: 0.179746]\n",
            "[Epoch 43/45] [Batch 1211/1488] [D loss: 0.000888] [G loss: 0.188179]\n",
            "[Epoch 43/45] [Batch 1212/1488] [D loss: 0.000976] [G loss: 0.233370]\n",
            "[Epoch 43/45] [Batch 1213/1488] [D loss: 0.000981] [G loss: 0.242945]\n",
            "[Epoch 43/45] [Batch 1214/1488] [D loss: 0.000894] [G loss: 0.204601]\n",
            "[Epoch 43/45] [Batch 1215/1488] [D loss: 0.000825] [G loss: 0.222406]\n",
            "[Epoch 43/45] [Batch 1216/1488] [D loss: 0.000777] [G loss: 0.183283]\n",
            "[Epoch 43/45] [Batch 1217/1488] [D loss: 0.000724] [G loss: 0.208232]\n",
            "[Epoch 43/45] [Batch 1218/1488] [D loss: 0.000641] [G loss: 0.200854]\n",
            "[Epoch 43/45] [Batch 1219/1488] [D loss: 0.000589] [G loss: 0.215549]\n",
            "[Epoch 43/45] [Batch 1220/1488] [D loss: 0.000548] [G loss: 0.224636]\n",
            "[Epoch 43/45] [Batch 1221/1488] [D loss: 0.000468] [G loss: 0.195897]\n",
            "[Epoch 43/45] [Batch 1222/1488] [D loss: 0.000364] [G loss: 0.206893]\n",
            "[Epoch 43/45] [Batch 1223/1488] [D loss: 0.000256] [G loss: 0.227128]\n",
            "[Epoch 43/45] [Batch 1224/1488] [D loss: 0.000173] [G loss: 0.235480]\n",
            "[Epoch 43/45] [Batch 1225/1488] [D loss: 0.000112] [G loss: 0.207081]\n",
            "[Epoch 43/45] [Batch 1226/1488] [D loss: 0.000079] [G loss: 0.237745]\n",
            "[Epoch 43/45] [Batch 1227/1488] [D loss: 0.000063] [G loss: 0.245117]\n",
            "[Epoch 43/45] [Batch 1228/1488] [D loss: 0.000065] [G loss: 0.219332]\n",
            "[Epoch 43/45] [Batch 1229/1488] [D loss: 0.000052] [G loss: 0.185702]\n",
            "[Epoch 43/45] [Batch 1230/1488] [D loss: 0.000050] [G loss: 0.240159]\n",
            "[Epoch 43/45] [Batch 1231/1488] [D loss: 0.000942] [G loss: 0.181528]\n",
            "[Epoch 43/45] [Batch 1232/1488] [D loss: 0.000492] [G loss: 0.195087]\n",
            "[Epoch 43/45] [Batch 1233/1488] [D loss: 0.000730] [G loss: 0.205960]\n",
            "[Epoch 43/45] [Batch 1234/1488] [D loss: 0.000616] [G loss: 0.233207]\n",
            "[Epoch 43/45] [Batch 1235/1488] [D loss: 0.000375] [G loss: 0.241138]\n",
            "[Epoch 43/45] [Batch 1236/1488] [D loss: 0.000226] [G loss: 0.196163]\n",
            "[Epoch 43/45] [Batch 1237/1488] [D loss: 0.000150] [G loss: 0.200537]\n",
            "[Epoch 43/45] [Batch 1238/1488] [D loss: 0.000118] [G loss: 0.249766]\n",
            "[Epoch 43/45] [Batch 1239/1488] [D loss: 0.000126] [G loss: 0.201640]\n",
            "[Epoch 43/45] [Batch 1240/1488] [D loss: 0.000146] [G loss: 0.221719]\n",
            "[Epoch 43/45] [Batch 1241/1488] [D loss: 0.000168] [G loss: 0.196923]\n",
            "[Epoch 43/45] [Batch 1242/1488] [D loss: 0.000172] [G loss: 0.200443]\n",
            "[Epoch 43/45] [Batch 1243/1488] [D loss: 0.000182] [G loss: 0.171405]\n",
            "[Epoch 43/45] [Batch 1244/1488] [D loss: 0.000190] [G loss: 0.271433]\n",
            "[Epoch 43/45] [Batch 1245/1488] [D loss: 0.000182] [G loss: 0.237396]\n",
            "[Epoch 43/45] [Batch 1246/1488] [D loss: 0.000199] [G loss: 0.208841]\n",
            "[Epoch 43/45] [Batch 1247/1488] [D loss: 0.000201] [G loss: 0.178119]\n",
            "[Epoch 43/45] [Batch 1248/1488] [D loss: 0.000183] [G loss: 0.215737]\n",
            "[Epoch 43/45] [Batch 1249/1488] [D loss: 0.000170] [G loss: 0.255460]\n",
            "[Epoch 43/45] [Batch 1250/1488] [D loss: 0.000167] [G loss: 0.224113]\n",
            "[Epoch 43/45] [Batch 1251/1488] [D loss: 0.000160] [G loss: 0.246045]\n",
            "[Epoch 43/45] [Batch 1252/1488] [D loss: 0.000154] [G loss: 0.180691]\n",
            "[Epoch 43/45] [Batch 1253/1488] [D loss: 0.000138] [G loss: 0.247834]\n",
            "[Epoch 43/45] [Batch 1254/1488] [D loss: 0.000096] [G loss: 0.224038]\n",
            "[Epoch 43/45] [Batch 1255/1488] [D loss: 0.000080] [G loss: 0.201732]\n",
            "[Epoch 43/45] [Batch 1256/1488] [D loss: 0.000082] [G loss: 0.205716]\n",
            "[Epoch 43/45] [Batch 1257/1488] [D loss: 0.000092] [G loss: 0.208259]\n",
            "[Epoch 43/45] [Batch 1258/1488] [D loss: 0.000112] [G loss: 0.244349]\n",
            "[Epoch 43/45] [Batch 1259/1488] [D loss: 0.000184] [G loss: 0.226050]\n",
            "[Epoch 43/45] [Batch 1260/1488] [D loss: 0.000169] [G loss: 0.223631]\n",
            "[Epoch 43/45] [Batch 1261/1488] [D loss: 0.000191] [G loss: 0.225859]\n",
            "[Epoch 43/45] [Batch 1262/1488] [D loss: 0.000204] [G loss: 0.273661]\n",
            "[Epoch 43/45] [Batch 1263/1488] [D loss: 0.000222] [G loss: 0.244393]\n",
            "[Epoch 43/45] [Batch 1264/1488] [D loss: 0.000237] [G loss: 0.196969]\n",
            "[Epoch 43/45] [Batch 1265/1488] [D loss: 0.000244] [G loss: 0.205839]\n",
            "[Epoch 43/45] [Batch 1266/1488] [D loss: 0.000239] [G loss: 0.232309]\n",
            "[Epoch 43/45] [Batch 1267/1488] [D loss: 0.000267] [G loss: 0.176106]\n",
            "[Epoch 43/45] [Batch 1268/1488] [D loss: 0.000254] [G loss: 0.212409]\n",
            "[Epoch 43/45] [Batch 1269/1488] [D loss: 0.000275] [G loss: 0.220620]\n",
            "[Epoch 43/45] [Batch 1270/1488] [D loss: 0.000306] [G loss: 0.235547]\n",
            "[Epoch 43/45] [Batch 1271/1488] [D loss: 0.000312] [G loss: 0.224190]\n",
            "[Epoch 43/45] [Batch 1272/1488] [D loss: 0.000315] [G loss: 0.242070]\n",
            "[Epoch 43/45] [Batch 1273/1488] [D loss: 0.000306] [G loss: 0.189744]\n",
            "[Epoch 43/45] [Batch 1274/1488] [D loss: 0.000302] [G loss: 0.208138]\n",
            "[Epoch 43/45] [Batch 1275/1488] [D loss: 0.000325] [G loss: 0.248783]\n",
            "[Epoch 43/45] [Batch 1276/1488] [D loss: 0.000361] [G loss: 0.203624]\n",
            "[Epoch 43/45] [Batch 1277/1488] [D loss: 0.000362] [G loss: 0.204767]\n",
            "[Epoch 43/45] [Batch 1278/1488] [D loss: 0.000340] [G loss: 0.188680]\n",
            "[Epoch 43/45] [Batch 1279/1488] [D loss: 0.000315] [G loss: 0.211456]\n",
            "[Epoch 43/45] [Batch 1280/1488] [D loss: 0.000303] [G loss: 0.286267]\n",
            "[Epoch 43/45] [Batch 1281/1488] [D loss: 0.000300] [G loss: 0.222385]\n",
            "[Epoch 43/45] [Batch 1282/1488] [D loss: 0.000339] [G loss: 0.277947]\n",
            "[Epoch 43/45] [Batch 1283/1488] [D loss: 0.000353] [G loss: 0.237344]\n",
            "[Epoch 43/45] [Batch 1284/1488] [D loss: 0.000388] [G loss: 0.212724]\n",
            "[Epoch 43/45] [Batch 1285/1488] [D loss: 0.000373] [G loss: 0.196790]\n",
            "[Epoch 43/45] [Batch 1286/1488] [D loss: 0.000441] [G loss: 0.238151]\n",
            "[Epoch 43/45] [Batch 1287/1488] [D loss: 0.000475] [G loss: 0.202098]\n",
            "[Epoch 43/45] [Batch 1288/1488] [D loss: 0.000624] [G loss: 0.213342]\n",
            "[Epoch 43/45] [Batch 1289/1488] [D loss: 0.000680] [G loss: 0.249195]\n",
            "[Epoch 43/45] [Batch 1290/1488] [D loss: 0.000695] [G loss: 0.195428]\n",
            "[Epoch 43/45] [Batch 1291/1488] [D loss: 0.000682] [G loss: 0.179406]\n",
            "[Epoch 43/45] [Batch 1292/1488] [D loss: 0.000680] [G loss: 0.291545]\n",
            "[Epoch 43/45] [Batch 1293/1488] [D loss: 0.000710] [G loss: 0.174547]\n",
            "[Epoch 43/45] [Batch 1294/1488] [D loss: 0.000758] [G loss: 0.180486]\n",
            "[Epoch 43/45] [Batch 1295/1488] [D loss: 0.000760] [G loss: 0.202898]\n",
            "[Epoch 43/45] [Batch 1296/1488] [D loss: 0.000693] [G loss: 0.219365]\n",
            "[Epoch 43/45] [Batch 1297/1488] [D loss: 0.000606] [G loss: 0.230203]\n",
            "[Epoch 43/45] [Batch 1298/1488] [D loss: 0.000670] [G loss: 0.171306]\n",
            "[Epoch 43/45] [Batch 1299/1488] [D loss: 0.000684] [G loss: 0.144477]\n",
            "[Epoch 43/45] [Batch 1300/1488] [D loss: 0.000773] [G loss: 0.250863]\n",
            "[Epoch 43/45] [Batch 1301/1488] [D loss: 0.000816] [G loss: 0.206363]\n",
            "[Epoch 43/45] [Batch 1302/1488] [D loss: 0.000810] [G loss: 0.201011]\n",
            "[Epoch 43/45] [Batch 1303/1488] [D loss: 0.000772] [G loss: 0.203686]\n",
            "[Epoch 43/45] [Batch 1304/1488] [D loss: 0.000789] [G loss: 0.200201]\n",
            "[Epoch 43/45] [Batch 1305/1488] [D loss: 0.000735] [G loss: 0.217563]\n",
            "[Epoch 43/45] [Batch 1306/1488] [D loss: 0.000739] [G loss: 0.245047]\n",
            "[Epoch 43/45] [Batch 1307/1488] [D loss: 0.000716] [G loss: 0.188295]\n",
            "[Epoch 43/45] [Batch 1308/1488] [D loss: 0.000769] [G loss: 0.181363]\n",
            "[Epoch 43/45] [Batch 1309/1488] [D loss: 0.000713] [G loss: 0.182982]\n",
            "[Epoch 43/45] [Batch 1310/1488] [D loss: 0.000756] [G loss: 0.200408]\n",
            "[Epoch 43/45] [Batch 1311/1488] [D loss: 0.000755] [G loss: 0.226917]\n",
            "[Epoch 43/45] [Batch 1312/1488] [D loss: 0.000748] [G loss: 0.232533]\n",
            "[Epoch 43/45] [Batch 1313/1488] [D loss: 0.000750] [G loss: 0.195400]\n",
            "[Epoch 43/45] [Batch 1314/1488] [D loss: 0.000722] [G loss: 0.234815]\n",
            "[Epoch 43/45] [Batch 1315/1488] [D loss: 0.000673] [G loss: 0.256835]\n",
            "[Epoch 43/45] [Batch 1316/1488] [D loss: 0.000628] [G loss: 0.192922]\n",
            "[Epoch 43/45] [Batch 1317/1488] [D loss: 0.000669] [G loss: 0.215171]\n",
            "[Epoch 43/45] [Batch 1318/1488] [D loss: 0.000675] [G loss: 0.274292]\n",
            "[Epoch 43/45] [Batch 1319/1488] [D loss: 0.000647] [G loss: 0.242945]\n",
            "[Epoch 43/45] [Batch 1320/1488] [D loss: 0.000985] [G loss: 0.178566]\n",
            "[Epoch 43/45] [Batch 1321/1488] [D loss: 0.000365] [G loss: 0.163408]\n",
            "[Epoch 43/45] [Batch 1322/1488] [D loss: 0.000559] [G loss: 0.223117]\n",
            "[Epoch 43/45] [Batch 1323/1488] [D loss: 0.000888] [G loss: 0.193721]\n",
            "[Epoch 43/45] [Batch 1324/1488] [D loss: 0.000991] [G loss: 0.155887]\n",
            "[Epoch 43/45] [Batch 1325/1488] [D loss: 0.008007] [G loss: 0.243152]\n",
            "[Epoch 43/45] [Batch 1326/1488] [D loss: 0.005710] [G loss: 0.195191]\n",
            "[Epoch 43/45] [Batch 1327/1488] [D loss: 0.008652] [G loss: 0.195719]\n",
            "[Epoch 43/45] [Batch 1328/1488] [D loss: 0.008689] [G loss: 0.261097]\n",
            "[Epoch 43/45] [Batch 1329/1488] [D loss: 0.006596] [G loss: 0.183788]\n",
            "[Epoch 43/45] [Batch 1330/1488] [D loss: 0.004097] [G loss: 0.225174]\n",
            "[Epoch 43/45] [Batch 1331/1488] [D loss: 0.002364] [G loss: 0.187180]\n",
            "[Epoch 43/45] [Batch 1332/1488] [D loss: 0.001691] [G loss: 0.174727]\n",
            "[Epoch 43/45] [Batch 1333/1488] [D loss: 0.001411] [G loss: 0.184555]\n",
            "[Epoch 43/45] [Batch 1334/1488] [D loss: 0.001139] [G loss: 0.242189]\n",
            "[Epoch 43/45] [Batch 1335/1488] [D loss: 0.000972] [G loss: 0.233471]\n",
            "[Epoch 43/45] [Batch 1336/1488] [D loss: 0.000848] [G loss: 0.211529]\n",
            "[Epoch 43/45] [Batch 1337/1488] [D loss: 0.056090] [G loss: 0.170935]\n",
            "[Epoch 43/45] [Batch 1338/1488] [D loss: 0.026149] [G loss: 0.206039]\n",
            "[Epoch 43/45] [Batch 1339/1488] [D loss: 0.040181] [G loss: 0.232904]\n",
            "[Epoch 43/45] [Batch 1340/1488] [D loss: 0.029648] [G loss: 0.210974]\n",
            "[Epoch 43/45] [Batch 1341/1488] [D loss: 0.014177] [G loss: 0.210178]\n",
            "[Epoch 43/45] [Batch 1342/1488] [D loss: 0.004325] [G loss: 0.227767]\n",
            "[Epoch 43/45] [Batch 1343/1488] [D loss: 0.001258] [G loss: 0.194726]\n",
            "[Epoch 43/45] [Batch 1344/1488] [D loss: 0.001200] [G loss: 0.219328]\n",
            "[Epoch 43/45] [Batch 1345/1488] [D loss: 0.001302] [G loss: 0.197723]\n",
            "[Epoch 43/45] [Batch 1346/1488] [D loss: 0.000856] [G loss: 0.236936]\n",
            "[Epoch 43/45] [Batch 1347/1488] [D loss: 0.000438] [G loss: 0.204880]\n",
            "[Epoch 43/45] [Batch 1348/1488] [D loss: 0.000453] [G loss: 0.187960]\n",
            "[Epoch 43/45] [Batch 1349/1488] [D loss: 0.000667] [G loss: 0.188856]\n",
            "[Epoch 43/45] [Batch 1350/1488] [D loss: 0.000756] [G loss: 0.194862]\n",
            "[Epoch 43/45] [Batch 1351/1488] [D loss: 0.000806] [G loss: 0.210610]\n",
            "[Epoch 43/45] [Batch 1352/1488] [D loss: 0.000800] [G loss: 0.223470]\n",
            "[Epoch 43/45] [Batch 1353/1488] [D loss: 0.000836] [G loss: 0.199528]\n",
            "[Epoch 43/45] [Batch 1354/1488] [D loss: 0.000894] [G loss: 0.258459]\n",
            "[Epoch 43/45] [Batch 1355/1488] [D loss: 0.000937] [G loss: 0.227604]\n",
            "[Epoch 43/45] [Batch 1356/1488] [D loss: 0.000955] [G loss: 0.220596]\n",
            "[Epoch 43/45] [Batch 1357/1488] [D loss: 0.000906] [G loss: 0.264201]\n",
            "[Epoch 43/45] [Batch 1358/1488] [D loss: 0.004385] [G loss: 0.180412]\n",
            "[Epoch 43/45] [Batch 1359/1488] [D loss: 0.001726] [G loss: 0.210479]\n",
            "[Epoch 43/45] [Batch 1360/1488] [D loss: 0.001880] [G loss: 0.241913]\n",
            "[Epoch 43/45] [Batch 1361/1488] [D loss: 0.001515] [G loss: 0.247271]\n",
            "[Epoch 43/45] [Batch 1362/1488] [D loss: 0.000718] [G loss: 0.241411]\n",
            "[Epoch 43/45] [Batch 1363/1488] [D loss: 0.000552] [G loss: 0.220126]\n",
            "[Epoch 43/45] [Batch 1364/1488] [D loss: 0.000276] [G loss: 0.246905]\n",
            "[Epoch 43/45] [Batch 1365/1488] [D loss: 0.000160] [G loss: 0.279373]\n",
            "[Epoch 43/45] [Batch 1366/1488] [D loss: 0.000162] [G loss: 0.181568]\n",
            "[Epoch 43/45] [Batch 1367/1488] [D loss: 0.000127] [G loss: 0.260343]\n",
            "[Epoch 43/45] [Batch 1368/1488] [D loss: 0.000266] [G loss: 0.224251]\n",
            "[Epoch 43/45] [Batch 1369/1488] [D loss: 0.000198] [G loss: 0.207551]\n",
            "[Epoch 43/45] [Batch 1370/1488] [D loss: 0.000245] [G loss: 0.232741]\n",
            "[Epoch 43/45] [Batch 1371/1488] [D loss: 0.000264] [G loss: 0.201748]\n",
            "[Epoch 43/45] [Batch 1372/1488] [D loss: 0.001013] [G loss: 0.179255]\n",
            "[Epoch 43/45] [Batch 1373/1488] [D loss: 0.000675] [G loss: 0.218493]\n",
            "[Epoch 43/45] [Batch 1374/1488] [D loss: 0.000689] [G loss: 0.221992]\n",
            "[Epoch 43/45] [Batch 1375/1488] [D loss: 0.000550] [G loss: 0.190026]\n",
            "[Epoch 43/45] [Batch 1376/1488] [D loss: 0.000303] [G loss: 0.248362]\n",
            "[Epoch 43/45] [Batch 1377/1488] [D loss: 0.000159] [G loss: 0.228380]\n",
            "[Epoch 43/45] [Batch 1378/1488] [D loss: 0.000138] [G loss: 0.199747]\n",
            "[Epoch 43/45] [Batch 1379/1488] [D loss: 0.000138] [G loss: 0.228969]\n",
            "[Epoch 43/45] [Batch 1380/1488] [D loss: 0.000197] [G loss: 0.165407]\n",
            "[Epoch 43/45] [Batch 1381/1488] [D loss: 0.000167] [G loss: 0.237925]\n",
            "[Epoch 43/45] [Batch 1382/1488] [D loss: 0.000162] [G loss: 0.194147]\n",
            "[Epoch 43/45] [Batch 1383/1488] [D loss: 0.000099] [G loss: 0.214534]\n",
            "[Epoch 43/45] [Batch 1384/1488] [D loss: 0.000089] [G loss: 0.198974]\n",
            "[Epoch 43/45] [Batch 1385/1488] [D loss: 0.000064] [G loss: 0.219828]\n",
            "[Epoch 43/45] [Batch 1386/1488] [D loss: 0.000064] [G loss: 0.248848]\n",
            "[Epoch 43/45] [Batch 1387/1488] [D loss: 0.000074] [G loss: 0.230045]\n",
            "[Epoch 43/45] [Batch 1388/1488] [D loss: 0.000081] [G loss: 0.252715]\n",
            "[Epoch 43/45] [Batch 1389/1488] [D loss: 0.000085] [G loss: 0.250453]\n",
            "[Epoch 43/45] [Batch 1390/1488] [D loss: 0.000338] [G loss: 0.214988]\n",
            "[Epoch 43/45] [Batch 1391/1488] [D loss: 0.000162] [G loss: 0.203626]\n",
            "[Epoch 43/45] [Batch 1392/1488] [D loss: 0.000189] [G loss: 0.217630]\n",
            "[Epoch 43/45] [Batch 1393/1488] [D loss: 0.000143] [G loss: 0.175147]\n",
            "[Epoch 43/45] [Batch 1394/1488] [D loss: 0.000142] [G loss: 0.218817]\n",
            "[Epoch 43/45] [Batch 1395/1488] [D loss: 0.000095] [G loss: 0.228973]\n",
            "[Epoch 43/45] [Batch 1396/1488] [D loss: 0.000090] [G loss: 0.166231]\n",
            "[Epoch 43/45] [Batch 1397/1488] [D loss: 0.000073] [G loss: 0.213784]\n",
            "[Epoch 43/45] [Batch 1398/1488] [D loss: 0.000147] [G loss: 0.159800]\n",
            "[Epoch 43/45] [Batch 1399/1488] [D loss: 0.000097] [G loss: 0.219949]\n",
            "[Epoch 43/45] [Batch 1400/1488] [D loss: 0.000131] [G loss: 0.237667]\n",
            "[Epoch 43/45] [Batch 1401/1488] [D loss: 0.000104] [G loss: 0.214470]\n",
            "[Epoch 43/45] [Batch 1402/1488] [D loss: 0.000062] [G loss: 0.235995]\n",
            "[Epoch 43/45] [Batch 1403/1488] [D loss: 0.000051] [G loss: 0.220835]\n",
            "[Epoch 43/45] [Batch 1404/1488] [D loss: 0.000084] [G loss: 0.207419]\n",
            "[Epoch 43/45] [Batch 1405/1488] [D loss: 0.000070] [G loss: 0.147600]\n",
            "[Epoch 43/45] [Batch 1406/1488] [D loss: 0.000063] [G loss: 0.239476]\n",
            "[Epoch 43/45] [Batch 1407/1488] [D loss: 0.000101] [G loss: 0.188868]\n",
            "[Epoch 43/45] [Batch 1408/1488] [D loss: 0.000115] [G loss: 0.182673]\n",
            "[Epoch 43/45] [Batch 1409/1488] [D loss: 0.000101] [G loss: 0.207283]\n",
            "[Epoch 43/45] [Batch 1410/1488] [D loss: 0.000094] [G loss: 0.227943]\n",
            "[Epoch 43/45] [Batch 1411/1488] [D loss: 0.000090] [G loss: 0.208490]\n",
            "[Epoch 43/45] [Batch 1412/1488] [D loss: 0.000093] [G loss: 0.244924]\n",
            "[Epoch 43/45] [Batch 1413/1488] [D loss: 0.000105] [G loss: 0.188972]\n",
            "[Epoch 43/45] [Batch 1414/1488] [D loss: 0.000116] [G loss: 0.225897]\n",
            "[Epoch 43/45] [Batch 1415/1488] [D loss: 0.000121] [G loss: 0.180682]\n",
            "[Epoch 43/45] [Batch 1416/1488] [D loss: 0.000121] [G loss: 0.259165]\n",
            "[Epoch 43/45] [Batch 1417/1488] [D loss: 0.000132] [G loss: 0.188754]\n",
            "[Epoch 43/45] [Batch 1418/1488] [D loss: 0.001243] [G loss: 0.213799]\n",
            "[Epoch 43/45] [Batch 1419/1488] [D loss: 0.000613] [G loss: 0.179905]\n",
            "[Epoch 43/45] [Batch 1420/1488] [D loss: 0.000868] [G loss: 0.174099]\n",
            "[Epoch 43/45] [Batch 1421/1488] [D loss: 0.000691] [G loss: 0.209675]\n",
            "[Epoch 43/45] [Batch 1422/1488] [D loss: 0.000443] [G loss: 0.229920]\n",
            "[Epoch 43/45] [Batch 1423/1488] [D loss: 0.000313] [G loss: 0.249514]\n",
            "[Epoch 43/45] [Batch 1424/1488] [D loss: 0.000250] [G loss: 0.223181]\n",
            "[Epoch 43/45] [Batch 1425/1488] [D loss: 0.000195] [G loss: 0.231148]\n",
            "[Epoch 43/45] [Batch 1426/1488] [D loss: 0.000174] [G loss: 0.210868]\n",
            "[Epoch 43/45] [Batch 1427/1488] [D loss: 0.000156] [G loss: 0.179583]\n",
            "[Epoch 43/45] [Batch 1428/1488] [D loss: 0.000159] [G loss: 0.153472]\n",
            "[Epoch 43/45] [Batch 1429/1488] [D loss: 0.000179] [G loss: 0.218246]\n",
            "[Epoch 43/45] [Batch 1430/1488] [D loss: 0.000202] [G loss: 0.232900]\n",
            "[Epoch 43/45] [Batch 1431/1488] [D loss: 0.000195] [G loss: 0.182100]\n",
            "[Epoch 43/45] [Batch 1432/1488] [D loss: 0.000223] [G loss: 0.208121]\n",
            "[Epoch 43/45] [Batch 1433/1488] [D loss: 0.000231] [G loss: 0.272282]\n",
            "[Epoch 43/45] [Batch 1434/1488] [D loss: 0.000238] [G loss: 0.241378]\n",
            "[Epoch 43/45] [Batch 1435/1488] [D loss: 0.000213] [G loss: 0.212685]\n",
            "[Epoch 43/45] [Batch 1436/1488] [D loss: 0.000210] [G loss: 0.275376]\n",
            "[Epoch 43/45] [Batch 1437/1488] [D loss: 0.000221] [G loss: 0.232587]\n",
            "[Epoch 43/45] [Batch 1438/1488] [D loss: 0.000204] [G loss: 0.200115]\n",
            "[Epoch 43/45] [Batch 1439/1488] [D loss: 0.000167] [G loss: 0.172262]\n",
            "[Epoch 43/45] [Batch 1440/1488] [D loss: 0.004991] [G loss: 0.210341]\n",
            "[Epoch 43/45] [Batch 1441/1488] [D loss: 0.001424] [G loss: 0.234939]\n",
            "[Epoch 43/45] [Batch 1442/1488] [D loss: 0.001909] [G loss: 0.191570]\n",
            "[Epoch 43/45] [Batch 1443/1488] [D loss: 0.001338] [G loss: 0.243771]\n",
            "[Epoch 43/45] [Batch 1444/1488] [D loss: 0.048246] [G loss: 0.198769]\n",
            "[Epoch 43/45] [Batch 1445/1488] [D loss: 0.019735] [G loss: 0.207770]\n",
            "[Epoch 43/45] [Batch 1446/1488] [D loss: 0.031909] [G loss: 0.202286]\n",
            "[Epoch 43/45] [Batch 1447/1488] [D loss: 0.020281] [G loss: 0.172611]\n",
            "[Epoch 43/45] [Batch 1448/1488] [D loss: 0.007456] [G loss: 0.217368]\n",
            "[Epoch 43/45] [Batch 1449/1488] [D loss: 0.003713] [G loss: 0.185133]\n",
            "[Epoch 43/45] [Batch 1450/1488] [D loss: 0.003430] [G loss: 0.200787]\n",
            "[Epoch 43/45] [Batch 1451/1488] [D loss: 0.002349] [G loss: 0.259202]\n",
            "[Epoch 43/45] [Batch 1452/1488] [D loss: 0.001173] [G loss: 0.191787]\n",
            "[Epoch 43/45] [Batch 1453/1488] [D loss: 0.000569] [G loss: 0.231500]\n",
            "[Epoch 43/45] [Batch 1454/1488] [D loss: 0.000318] [G loss: 0.220253]\n",
            "[Epoch 43/45] [Batch 1455/1488] [D loss: 0.000216] [G loss: 0.209370]\n",
            "[Epoch 43/45] [Batch 1456/1488] [D loss: 0.000140] [G loss: 0.184152]\n",
            "[Epoch 43/45] [Batch 1457/1488] [D loss: 0.000123] [G loss: 0.211419]\n",
            "[Epoch 43/45] [Batch 1458/1488] [D loss: 0.000086] [G loss: 0.230593]\n",
            "[Epoch 43/45] [Batch 1459/1488] [D loss: 0.000056] [G loss: 0.203890]\n",
            "[Epoch 43/45] [Batch 1460/1488] [D loss: 0.000053] [G loss: 0.200369]\n",
            "[Epoch 43/45] [Batch 1461/1488] [D loss: 0.000062] [G loss: 0.203387]\n",
            "[Epoch 43/45] [Batch 1462/1488] [D loss: 0.000077] [G loss: 0.233486]\n",
            "[Epoch 43/45] [Batch 1463/1488] [D loss: 0.000068] [G loss: 0.214164]\n",
            "[Epoch 43/45] [Batch 1464/1488] [D loss: 0.000080] [G loss: 0.213129]\n",
            "[Epoch 43/45] [Batch 1465/1488] [D loss: 0.000063] [G loss: 0.215254]\n",
            "[Epoch 43/45] [Batch 1466/1488] [D loss: 0.000092] [G loss: 0.230264]\n",
            "[Epoch 43/45] [Batch 1467/1488] [D loss: 0.000108] [G loss: 0.176769]\n",
            "[Epoch 43/45] [Batch 1468/1488] [D loss: 0.000076] [G loss: 0.230355]\n",
            "[Epoch 43/45] [Batch 1469/1488] [D loss: 0.000106] [G loss: 0.146107]\n",
            "[Epoch 43/45] [Batch 1470/1488] [D loss: 0.000111] [G loss: 0.182753]\n",
            "[Epoch 43/45] [Batch 1471/1488] [D loss: 0.000078] [G loss: 0.215529]\n",
            "[Epoch 43/45] [Batch 1472/1488] [D loss: 0.000083] [G loss: 0.244913]\n",
            "[Epoch 43/45] [Batch 1473/1488] [D loss: 0.000136] [G loss: 0.189758]\n",
            "[Epoch 43/45] [Batch 1474/1488] [D loss: 0.000101] [G loss: 0.253459]\n",
            "[Epoch 43/45] [Batch 1475/1488] [D loss: 0.001752] [G loss: 0.187949]\n",
            "[Epoch 43/45] [Batch 1476/1488] [D loss: 0.000969] [G loss: 0.218225]\n",
            "[Epoch 43/45] [Batch 1477/1488] [D loss: 0.001019] [G loss: 0.170337]\n",
            "[Epoch 43/45] [Batch 1478/1488] [D loss: 0.000552] [G loss: 0.177241]\n",
            "[Epoch 43/45] [Batch 1479/1488] [D loss: 0.000239] [G loss: 0.245470]\n",
            "[Epoch 43/45] [Batch 1480/1488] [D loss: 0.000138] [G loss: 0.205538]\n",
            "[Epoch 43/45] [Batch 1481/1488] [D loss: 0.000131] [G loss: 0.214274]\n",
            "[Epoch 43/45] [Batch 1482/1488] [D loss: 0.000095] [G loss: 0.206356]\n",
            "[Epoch 43/45] [Batch 1483/1488] [D loss: 0.000113] [G loss: 0.301587]\n",
            "[Epoch 43/45] [Batch 1484/1488] [D loss: 0.000081] [G loss: 0.214601]\n",
            "[Epoch 43/45] [Batch 1485/1488] [D loss: 0.000060] [G loss: 0.194561]\n",
            "[Epoch 43/45] [Batch 1486/1488] [D loss: 0.000070] [G loss: 0.188501]\n",
            "[Epoch 43/45] [Batch 1487/1488] [D loss: 0.000086] [G loss: 0.185768]\n",
            "[Epoch 44/45] [Batch 0/1488] [D loss: 0.000079] [G loss: 0.273075]\n",
            "[Epoch 44/45] [Batch 1/1488] [D loss: 0.011661] [G loss: 0.172582]\n",
            "[Epoch 44/45] [Batch 2/1488] [D loss: 0.005364] [G loss: 0.193976]\n",
            "[Epoch 44/45] [Batch 3/1488] [D loss: 0.006407] [G loss: 0.232744]\n",
            "[Epoch 44/45] [Batch 4/1488] [D loss: 0.003222] [G loss: 0.212709]\n",
            "[Epoch 44/45] [Batch 5/1488] [D loss: 0.000930] [G loss: 0.196736]\n",
            "[Epoch 44/45] [Batch 6/1488] [D loss: 0.000422] [G loss: 0.241294]\n",
            "[Epoch 44/45] [Batch 7/1488] [D loss: 0.000406] [G loss: 0.202002]\n",
            "[Epoch 44/45] [Batch 8/1488] [D loss: 0.000354] [G loss: 0.201401]\n",
            "[Epoch 44/45] [Batch 9/1488] [D loss: 0.000231] [G loss: 0.252299]\n",
            "[Epoch 44/45] [Batch 10/1488] [D loss: 0.000173] [G loss: 0.292295]\n",
            "[Epoch 44/45] [Batch 11/1488] [D loss: 0.000145] [G loss: 0.192284]\n",
            "[Epoch 44/45] [Batch 12/1488] [D loss: 0.000128] [G loss: 0.206350]\n",
            "[Epoch 44/45] [Batch 13/1488] [D loss: 0.000601] [G loss: 0.178444]\n",
            "[Epoch 44/45] [Batch 14/1488] [D loss: 0.001185] [G loss: 0.194502]\n",
            "[Epoch 44/45] [Batch 15/1488] [D loss: 0.014307] [G loss: 0.249625]\n",
            "[Epoch 44/45] [Batch 16/1488] [D loss: 0.004620] [G loss: 0.239141]\n",
            "[Epoch 44/45] [Batch 17/1488] [D loss: 0.006458] [G loss: 0.257927]\n",
            "[Epoch 44/45] [Batch 18/1488] [D loss: 0.003698] [G loss: 0.276199]\n",
            "[Epoch 44/45] [Batch 19/1488] [D loss: 0.001133] [G loss: 0.231689]\n",
            "[Epoch 44/45] [Batch 20/1488] [D loss: 0.000326] [G loss: 0.187771]\n",
            "[Epoch 44/45] [Batch 21/1488] [D loss: 0.000345] [G loss: 0.194477]\n",
            "[Epoch 44/45] [Batch 22/1488] [D loss: 0.000246] [G loss: 0.193310]\n",
            "[Epoch 44/45] [Batch 23/1488] [D loss: 0.000107] [G loss: 0.229462]\n",
            "[Epoch 44/45] [Batch 24/1488] [D loss: 0.000114] [G loss: 0.219051]\n",
            "[Epoch 44/45] [Batch 25/1488] [D loss: 0.000163] [G loss: 0.200806]\n",
            "[Epoch 44/45] [Batch 26/1488] [D loss: 0.000180] [G loss: 0.187836]\n",
            "[Epoch 44/45] [Batch 27/1488] [D loss: 0.000181] [G loss: 0.287031]\n",
            "[Epoch 44/45] [Batch 28/1488] [D loss: 0.000149] [G loss: 0.236933]\n",
            "[Epoch 44/45] [Batch 29/1488] [D loss: 0.000164] [G loss: 0.163126]\n",
            "[Epoch 44/45] [Batch 30/1488] [D loss: 0.001942] [G loss: 0.217194]\n",
            "[Epoch 44/45] [Batch 31/1488] [D loss: 0.000836] [G loss: 0.175604]\n",
            "[Epoch 44/45] [Batch 32/1488] [D loss: 0.001194] [G loss: 0.226337]\n",
            "[Epoch 44/45] [Batch 33/1488] [D loss: 0.000774] [G loss: 0.163586]\n",
            "[Epoch 44/45] [Batch 34/1488] [D loss: 0.000348] [G loss: 0.179833]\n",
            "[Epoch 44/45] [Batch 35/1488] [D loss: 0.000234] [G loss: 0.173885]\n",
            "[Epoch 44/45] [Batch 36/1488] [D loss: 0.000214] [G loss: 0.203302]\n",
            "[Epoch 44/45] [Batch 37/1488] [D loss: 0.000166] [G loss: 0.213699]\n",
            "[Epoch 44/45] [Batch 38/1488] [D loss: 0.000117] [G loss: 0.241930]\n",
            "[Epoch 44/45] [Batch 39/1488] [D loss: 0.000073] [G loss: 0.259051]\n",
            "[Epoch 44/45] [Batch 40/1488] [D loss: 0.060636] [G loss: 0.173282]\n",
            "[Epoch 44/45] [Batch 41/1488] [D loss: 0.023571] [G loss: 0.157607]\n",
            "[Epoch 44/45] [Batch 42/1488] [D loss: 0.020161] [G loss: 0.189789]\n",
            "[Epoch 44/45] [Batch 43/1488] [D loss: 0.006362] [G loss: 0.241245]\n",
            "[Epoch 44/45] [Batch 44/1488] [D loss: 0.001469] [G loss: 0.231348]\n",
            "[Epoch 44/45] [Batch 45/1488] [D loss: 0.003118] [G loss: 0.265803]\n",
            "[Epoch 44/45] [Batch 46/1488] [D loss: 0.002345] [G loss: 0.208417]\n",
            "[Epoch 44/45] [Batch 47/1488] [D loss: 0.001005] [G loss: 0.177116]\n",
            "[Epoch 44/45] [Batch 48/1488] [D loss: 0.000667] [G loss: 0.247842]\n",
            "[Epoch 44/45] [Batch 49/1488] [D loss: 0.000547] [G loss: 0.201577]\n",
            "[Epoch 44/45] [Batch 50/1488] [D loss: 0.000264] [G loss: 0.205676]\n",
            "[Epoch 44/45] [Batch 51/1488] [D loss: 0.000159] [G loss: 0.218386]\n",
            "[Epoch 44/45] [Batch 52/1488] [D loss: 0.000541] [G loss: 0.184990]\n",
            "[Epoch 44/45] [Batch 53/1488] [D loss: 0.000278] [G loss: 0.205967]\n",
            "[Epoch 44/45] [Batch 54/1488] [D loss: 0.000302] [G loss: 0.203861]\n",
            "[Epoch 44/45] [Batch 55/1488] [D loss: 0.000202] [G loss: 0.236314]\n",
            "[Epoch 44/45] [Batch 56/1488] [D loss: 0.000141] [G loss: 0.167641]\n",
            "[Epoch 44/45] [Batch 57/1488] [D loss: 0.000112] [G loss: 0.221465]\n",
            "[Epoch 44/45] [Batch 58/1488] [D loss: 0.000093] [G loss: 0.219136]\n",
            "[Epoch 44/45] [Batch 59/1488] [D loss: 0.000071] [G loss: 0.207452]\n",
            "[Epoch 44/45] [Batch 60/1488] [D loss: 0.000055] [G loss: 0.234217]\n",
            "[Epoch 44/45] [Batch 61/1488] [D loss: 0.000061] [G loss: 0.306867]\n",
            "[Epoch 44/45] [Batch 62/1488] [D loss: 0.000063] [G loss: 0.214799]\n",
            "[Epoch 44/45] [Batch 63/1488] [D loss: 0.000058] [G loss: 0.225923]\n",
            "[Epoch 44/45] [Batch 64/1488] [D loss: 0.000055] [G loss: 0.229749]\n",
            "[Epoch 44/45] [Batch 65/1488] [D loss: 0.000042] [G loss: 0.165151]\n",
            "[Epoch 44/45] [Batch 66/1488] [D loss: 0.000043] [G loss: 0.204322]\n",
            "[Epoch 44/45] [Batch 67/1488] [D loss: 0.004141] [G loss: 0.147868]\n",
            "[Epoch 44/45] [Batch 68/1488] [D loss: 0.001348] [G loss: 0.173755]\n",
            "[Epoch 44/45] [Batch 69/1488] [D loss: 0.001601] [G loss: 0.194362]\n",
            "[Epoch 44/45] [Batch 70/1488] [D loss: 0.000749] [G loss: 0.177971]\n",
            "[Epoch 44/45] [Batch 71/1488] [D loss: 0.000274] [G loss: 0.222946]\n",
            "[Epoch 44/45] [Batch 72/1488] [D loss: 0.000277] [G loss: 0.199119]\n",
            "[Epoch 44/45] [Batch 73/1488] [D loss: 0.000259] [G loss: 0.195600]\n",
            "[Epoch 44/45] [Batch 74/1488] [D loss: 0.000182] [G loss: 0.222055]\n",
            "[Epoch 44/45] [Batch 75/1488] [D loss: 0.000075] [G loss: 0.265215]\n",
            "[Epoch 44/45] [Batch 76/1488] [D loss: 0.000059] [G loss: 0.230824]\n",
            "[Epoch 44/45] [Batch 77/1488] [D loss: 0.000075] [G loss: 0.172945]\n",
            "[Epoch 44/45] [Batch 78/1488] [D loss: 0.000064] [G loss: 0.216702]\n",
            "[Epoch 44/45] [Batch 79/1488] [D loss: 0.000114] [G loss: 0.205479]\n",
            "[Epoch 44/45] [Batch 80/1488] [D loss: 0.000078] [G loss: 0.286382]\n",
            "[Epoch 44/45] [Batch 81/1488] [D loss: 0.000110] [G loss: 0.257498]\n",
            "[Epoch 44/45] [Batch 82/1488] [D loss: 0.000079] [G loss: 0.187222]\n",
            "[Epoch 44/45] [Batch 83/1488] [D loss: 0.000052] [G loss: 0.226044]\n",
            "[Epoch 44/45] [Batch 84/1488] [D loss: 0.000041] [G loss: 0.229512]\n",
            "[Epoch 44/45] [Batch 85/1488] [D loss: 0.000038] [G loss: 0.202490]\n",
            "[Epoch 44/45] [Batch 86/1488] [D loss: 0.000038] [G loss: 0.194967]\n",
            "[Epoch 44/45] [Batch 87/1488] [D loss: 0.000652] [G loss: 0.177391]\n",
            "[Epoch 44/45] [Batch 88/1488] [D loss: 0.000403] [G loss: 0.244157]\n",
            "[Epoch 44/45] [Batch 89/1488] [D loss: 0.000560] [G loss: 0.177990]\n",
            "[Epoch 44/45] [Batch 90/1488] [D loss: 0.000354] [G loss: 0.178955]\n",
            "[Epoch 44/45] [Batch 91/1488] [D loss: 0.000269] [G loss: 0.208407]\n",
            "[Epoch 44/45] [Batch 92/1488] [D loss: 0.000122] [G loss: 0.230008]\n",
            "[Epoch 44/45] [Batch 93/1488] [D loss: 0.000093] [G loss: 0.203179]\n",
            "[Epoch 44/45] [Batch 94/1488] [D loss: 0.000048] [G loss: 0.270154]\n",
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            "[Epoch 44/45] [Batch 525/1488] [D loss: 0.000181] [G loss: 0.206666]\n",
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            "[Epoch 44/45] [Batch 540/1488] [D loss: 0.000434] [G loss: 0.223929]\n",
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            "[Epoch 44/45] [Batch 555/1488] [D loss: 0.000081] [G loss: 0.204824]\n",
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            "[Epoch 44/45] [Batch 563/1488] [D loss: 0.000040] [G loss: 0.228529]\n",
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            "[Epoch 44/45] [Batch 565/1488] [D loss: 0.000220] [G loss: 0.184162]\n",
            "[Epoch 44/45] [Batch 566/1488] [D loss: 0.000229] [G loss: 0.223510]\n",
            "[Epoch 44/45] [Batch 567/1488] [D loss: 0.000116] [G loss: 0.186665]\n",
            "[Epoch 44/45] [Batch 568/1488] [D loss: 0.000089] [G loss: 0.156851]\n",
            "[Epoch 44/45] [Batch 569/1488] [D loss: 0.000104] [G loss: 0.200786]\n",
            "[Epoch 44/45] [Batch 570/1488] [D loss: 0.000072] [G loss: 0.207164]\n",
            "[Epoch 44/45] [Batch 571/1488] [D loss: 0.000063] [G loss: 0.266829]\n",
            "[Epoch 44/45] [Batch 572/1488] [D loss: 0.000054] [G loss: 0.236393]\n",
            "[Epoch 44/45] [Batch 573/1488] [D loss: 0.002302] [G loss: 0.189863]\n",
            "[Epoch 44/45] [Batch 574/1488] [D loss: 0.000913] [G loss: 0.216532]\n",
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            "[Epoch 44/45] [Batch 576/1488] [D loss: 0.000505] [G loss: 0.231669]\n",
            "[Epoch 44/45] [Batch 577/1488] [D loss: 0.000482] [G loss: 0.188881]\n",
            "[Epoch 44/45] [Batch 578/1488] [D loss: 0.000293] [G loss: 0.201788]\n",
            "[Epoch 44/45] [Batch 579/1488] [D loss: 0.000301] [G loss: 0.189602]\n",
            "[Epoch 44/45] [Batch 580/1488] [D loss: 0.000295] [G loss: 0.232035]\n",
            "[Epoch 44/45] [Batch 581/1488] [D loss: 0.000333] [G loss: 0.170827]\n",
            "[Epoch 44/45] [Batch 582/1488] [D loss: 0.000315] [G loss: 0.226091]\n",
            "[Epoch 44/45] [Batch 583/1488] [D loss: 0.000299] [G loss: 0.239993]\n",
            "[Epoch 44/45] [Batch 584/1488] [D loss: 0.000247] [G loss: 0.239229]\n",
            "[Epoch 44/45] [Batch 585/1488] [D loss: 0.000210] [G loss: 0.220700]\n",
            "[Epoch 44/45] [Batch 586/1488] [D loss: 0.000162] [G loss: 0.180951]\n",
            "[Epoch 44/45] [Batch 587/1488] [D loss: 0.000134] [G loss: 0.236829]\n",
            "[Epoch 44/45] [Batch 588/1488] [D loss: 0.000165] [G loss: 0.197837]\n",
            "[Epoch 44/45] [Batch 589/1488] [D loss: 0.000152] [G loss: 0.200762]\n",
            "[Epoch 44/45] [Batch 590/1488] [D loss: 0.000140] [G loss: 0.226998]\n",
            "[Epoch 44/45] [Batch 591/1488] [D loss: 0.000147] [G loss: 0.201011]\n",
            "[Epoch 44/45] [Batch 592/1488] [D loss: 0.000189] [G loss: 0.198800]\n",
            "[Epoch 44/45] [Batch 593/1488] [D loss: 0.000242] [G loss: 0.199359]\n",
            "[Epoch 44/45] [Batch 594/1488] [D loss: 0.000244] [G loss: 0.235164]\n",
            "[Epoch 44/45] [Batch 595/1488] [D loss: 0.000258] [G loss: 0.208477]\n",
            "[Epoch 44/45] [Batch 596/1488] [D loss: 0.000234] [G loss: 0.216286]\n",
            "[Epoch 44/45] [Batch 597/1488] [D loss: 0.000225] [G loss: 0.239446]\n",
            "[Epoch 44/45] [Batch 598/1488] [D loss: 0.000212] [G loss: 0.222041]\n",
            "[Epoch 44/45] [Batch 599/1488] [D loss: 0.000258] [G loss: 0.231680]\n",
            "[Epoch 44/45] [Batch 600/1488] [D loss: 0.000185] [G loss: 0.211327]\n",
            "[Epoch 44/45] [Batch 601/1488] [D loss: 0.000193] [G loss: 0.212649]\n",
            "[Epoch 44/45] [Batch 602/1488] [D loss: 0.000160] [G loss: 0.201617]\n",
            "[Epoch 44/45] [Batch 603/1488] [D loss: 0.000124] [G loss: 0.206724]\n",
            "[Epoch 44/45] [Batch 604/1488] [D loss: 0.000101] [G loss: 0.238729]\n",
            "[Epoch 44/45] [Batch 605/1488] [D loss: 0.000108] [G loss: 0.196520]\n",
            "[Epoch 44/45] [Batch 606/1488] [D loss: 0.000071] [G loss: 0.190588]\n",
            "[Epoch 44/45] [Batch 607/1488] [D loss: 0.000052] [G loss: 0.179212]\n",
            "[Epoch 44/45] [Batch 608/1488] [D loss: 0.000083] [G loss: 0.219215]\n",
            "[Epoch 44/45] [Batch 609/1488] [D loss: 0.000061] [G loss: 0.242266]\n",
            "[Epoch 44/45] [Batch 610/1488] [D loss: 0.000071] [G loss: 0.245798]\n",
            "[Epoch 44/45] [Batch 611/1488] [D loss: 0.002709] [G loss: 0.191409]\n",
            "[Epoch 44/45] [Batch 612/1488] [D loss: 0.001164] [G loss: 0.146868]\n",
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            "[Epoch 44/45] [Batch 614/1488] [D loss: 0.000583] [G loss: 0.239270]\n",
            "[Epoch 44/45] [Batch 615/1488] [D loss: 0.000192] [G loss: 0.231166]\n",
            "[Epoch 44/45] [Batch 616/1488] [D loss: 0.000179] [G loss: 0.260866]\n",
            "[Epoch 44/45] [Batch 617/1488] [D loss: 0.000196] [G loss: 0.251845]\n",
            "[Epoch 44/45] [Batch 618/1488] [D loss: 0.000159] [G loss: 0.262777]\n",
            "[Epoch 44/45] [Batch 619/1488] [D loss: 0.000123] [G loss: 0.233615]\n",
            "[Epoch 44/45] [Batch 620/1488] [D loss: 0.000108] [G loss: 0.238694]\n",
            "[Epoch 44/45] [Batch 621/1488] [D loss: 0.000133] [G loss: 0.178544]\n",
            "[Epoch 44/45] [Batch 622/1488] [D loss: 0.000162] [G loss: 0.242732]\n",
            "[Epoch 44/45] [Batch 623/1488] [D loss: 0.000142] [G loss: 0.215375]\n",
            "[Epoch 44/45] [Batch 624/1488] [D loss: 0.000131] [G loss: 0.217918]\n",
            "[Epoch 44/45] [Batch 625/1488] [D loss: 0.000093] [G loss: 0.233827]\n",
            "[Epoch 44/45] [Batch 626/1488] [D loss: 0.000098] [G loss: 0.237724]\n",
            "[Epoch 44/45] [Batch 627/1488] [D loss: 0.000099] [G loss: 0.222156]\n",
            "[Epoch 44/45] [Batch 628/1488] [D loss: 0.000114] [G loss: 0.181529]\n",
            "[Epoch 44/45] [Batch 629/1488] [D loss: 0.000124] [G loss: 0.236953]\n",
            "[Epoch 44/45] [Batch 630/1488] [D loss: 0.000175] [G loss: 0.165660]\n",
            "[Epoch 44/45] [Batch 631/1488] [D loss: 0.000144] [G loss: 0.183854]\n",
            "[Epoch 44/45] [Batch 632/1488] [D loss: 0.000144] [G loss: 0.217692]\n",
            "[Epoch 44/45] [Batch 633/1488] [D loss: 0.000136] [G loss: 0.204340]\n",
            "[Epoch 44/45] [Batch 634/1488] [D loss: 0.037634] [G loss: 0.189123]\n",
            "[Epoch 44/45] [Batch 635/1488] [D loss: 0.015043] [G loss: 0.265118]\n",
            "[Epoch 44/45] [Batch 636/1488] [D loss: 0.016295] [G loss: 0.201942]\n",
            "[Epoch 44/45] [Batch 637/1488] [D loss: 0.006604] [G loss: 0.196810]\n",
            "[Epoch 44/45] [Batch 638/1488] [D loss: 0.001491] [G loss: 0.168775]\n",
            "[Epoch 44/45] [Batch 639/1488] [D loss: 0.001567] [G loss: 0.210086]\n",
            "[Epoch 44/45] [Batch 640/1488] [D loss: 0.002704] [G loss: 0.205058]\n",
            "[Epoch 44/45] [Batch 641/1488] [D loss: 0.002557] [G loss: 0.280653]\n",
            "[Epoch 44/45] [Batch 642/1488] [D loss: 0.003576] [G loss: 0.255998]\n",
            "[Epoch 44/45] [Batch 643/1488] [D loss: 0.002879] [G loss: 0.191917]\n",
            "[Epoch 44/45] [Batch 644/1488] [D loss: 0.002847] [G loss: 0.166656]\n",
            "[Epoch 44/45] [Batch 645/1488] [D loss: 0.002443] [G loss: 0.241193]\n",
            "[Epoch 44/45] [Batch 646/1488] [D loss: 0.002100] [G loss: 0.188226]\n",
            "[Epoch 44/45] [Batch 647/1488] [D loss: 0.004294] [G loss: 0.144900]\n",
            "[Epoch 44/45] [Batch 648/1488] [D loss: 0.003001] [G loss: 0.206448]\n",
            "[Epoch 44/45] [Batch 649/1488] [D loss: 0.008042] [G loss: 0.215725]\n",
            "[Epoch 44/45] [Batch 650/1488] [D loss: 0.003748] [G loss: 0.194662]\n",
            "[Epoch 44/45] [Batch 651/1488] [D loss: 0.004823] [G loss: 0.191752]\n",
            "[Epoch 44/45] [Batch 652/1488] [D loss: 0.003151] [G loss: 0.219287]\n",
            "[Epoch 44/45] [Batch 653/1488] [D loss: 0.001287] [G loss: 0.225780]\n",
            "[Epoch 44/45] [Batch 654/1488] [D loss: 0.000833] [G loss: 0.211592]\n",
            "[Epoch 44/45] [Batch 655/1488] [D loss: 0.000625] [G loss: 0.210182]\n",
            "[Epoch 44/45] [Batch 656/1488] [D loss: 0.000369] [G loss: 0.207571]\n",
            "[Epoch 44/45] [Batch 657/1488] [D loss: 0.000387] [G loss: 0.168159]\n",
            "[Epoch 44/45] [Batch 658/1488] [D loss: 0.000403] [G loss: 0.207661]\n",
            "[Epoch 44/45] [Batch 659/1488] [D loss: 0.000436] [G loss: 0.220532]\n",
            "[Epoch 44/45] [Batch 660/1488] [D loss: 0.000336] [G loss: 0.209757]\n",
            "[Epoch 44/45] [Batch 661/1488] [D loss: 0.000251] [G loss: 0.213533]\n",
            "[Epoch 44/45] [Batch 662/1488] [D loss: 0.000224] [G loss: 0.244756]\n",
            "[Epoch 44/45] [Batch 663/1488] [D loss: 0.000185] [G loss: 0.192090]\n",
            "[Epoch 44/45] [Batch 664/1488] [D loss: 0.000115] [G loss: 0.184546]\n",
            "[Epoch 44/45] [Batch 665/1488] [D loss: 0.000106] [G loss: 0.215920]\n",
            "[Epoch 44/45] [Batch 666/1488] [D loss: 0.000084] [G loss: 0.218595]\n",
            "[Epoch 44/45] [Batch 667/1488] [D loss: 0.000074] [G loss: 0.227435]\n",
            "[Epoch 44/45] [Batch 668/1488] [D loss: 0.000074] [G loss: 0.208182]\n",
            "[Epoch 44/45] [Batch 669/1488] [D loss: 0.061874] [G loss: 0.209409]\n",
            "[Epoch 44/45] [Batch 670/1488] [D loss: 0.023333] [G loss: 0.199899]\n",
            "[Epoch 44/45] [Batch 671/1488] [D loss: 0.024346] [G loss: 0.222604]\n",
            "[Epoch 44/45] [Batch 672/1488] [D loss: 0.007096] [G loss: 0.227068]\n",
            "[Epoch 44/45] [Batch 673/1488] [D loss: 0.022163] [G loss: 0.171103]\n",
            "[Epoch 44/45] [Batch 674/1488] [D loss: 0.014977] [G loss: 0.216771]\n",
            "[Epoch 44/45] [Batch 675/1488] [D loss: 0.012433] [G loss: 0.187015]\n",
            "[Epoch 44/45] [Batch 676/1488] [D loss: 0.002755] [G loss: 0.192423]\n",
            "[Epoch 44/45] [Batch 677/1488] [D loss: 0.000876] [G loss: 0.197631]\n",
            "[Epoch 44/45] [Batch 678/1488] [D loss: 0.001382] [G loss: 0.220565]\n",
            "[Epoch 44/45] [Batch 679/1488] [D loss: 0.041114] [G loss: 0.236821]\n",
            "[Epoch 44/45] [Batch 680/1488] [D loss: 0.014710] [G loss: 0.242689]\n",
            "[Epoch 44/45] [Batch 681/1488] [D loss: 0.009586] [G loss: 0.218982]\n",
            "[Epoch 44/45] [Batch 682/1488] [D loss: 0.001489] [G loss: 0.231417]\n",
            "[Epoch 44/45] [Batch 683/1488] [D loss: 0.001218] [G loss: 0.184744]\n",
            "[Epoch 44/45] [Batch 684/1488] [D loss: 0.001457] [G loss: 0.210427]\n",
            "[Epoch 44/45] [Batch 685/1488] [D loss: 0.013379] [G loss: 0.208423]\n",
            "[Epoch 44/45] [Batch 686/1488] [D loss: 0.003762] [G loss: 0.215023]\n",
            "[Epoch 44/45] [Batch 687/1488] [D loss: 0.002166] [G loss: 0.226762]\n",
            "[Epoch 44/45] [Batch 688/1488] [D loss: 0.000459] [G loss: 0.215332]\n",
            "[Epoch 44/45] [Batch 689/1488] [D loss: 0.000529] [G loss: 0.209983]\n",
            "[Epoch 44/45] [Batch 690/1488] [D loss: 0.000487] [G loss: 0.266613]\n",
            "[Epoch 44/45] [Batch 691/1488] [D loss: 0.027106] [G loss: 0.205974]\n",
            "[Epoch 44/45] [Batch 692/1488] [D loss: 0.008495] [G loss: 0.267349]\n",
            "[Epoch 44/45] [Batch 693/1488] [D loss: 0.005912] [G loss: 0.188127]\n",
            "[Epoch 44/45] [Batch 694/1488] [D loss: 0.006243] [G loss: 0.220811]\n",
            "[Epoch 44/45] [Batch 695/1488] [D loss: 0.000842] [G loss: 0.190046]\n",
            "[Epoch 44/45] [Batch 696/1488] [D loss: 0.000463] [G loss: 0.247586]\n",
            "[Epoch 44/45] [Batch 697/1488] [D loss: 0.001221] [G loss: 0.217336]\n",
            "[Epoch 44/45] [Batch 698/1488] [D loss: 0.000804] [G loss: 0.184933]\n",
            "[Epoch 44/45] [Batch 699/1488] [D loss: 0.000543] [G loss: 0.212737]\n",
            "[Epoch 44/45] [Batch 700/1488] [D loss: 0.000167] [G loss: 0.264861]\n",
            "[Epoch 44/45] [Batch 701/1488] [D loss: 0.000114] [G loss: 0.233934]\n",
            "[Epoch 44/45] [Batch 702/1488] [D loss: 0.000154] [G loss: 0.198364]\n",
            "[Epoch 44/45] [Batch 703/1488] [D loss: 0.000077] [G loss: 0.271779]\n",
            "[Epoch 44/45] [Batch 704/1488] [D loss: 0.000054] [G loss: 0.202188]\n",
            "[Epoch 44/45] [Batch 705/1488] [D loss: 0.011771] [G loss: 0.209281]\n",
            "[Epoch 44/45] [Batch 706/1488] [D loss: 0.004236] [G loss: 0.243209]\n",
            "[Epoch 44/45] [Batch 707/1488] [D loss: 0.003436] [G loss: 0.266642]\n",
            "[Epoch 44/45] [Batch 708/1488] [D loss: 0.001024] [G loss: 0.183768]\n",
            "[Epoch 44/45] [Batch 709/1488] [D loss: 0.000583] [G loss: 0.209696]\n",
            "[Epoch 44/45] [Batch 710/1488] [D loss: 0.000468] [G loss: 0.200710]\n",
            "[Epoch 44/45] [Batch 711/1488] [D loss: 0.000190] [G loss: 0.209913]\n",
            "[Epoch 44/45] [Batch 712/1488] [D loss: 0.000089] [G loss: 0.204737]\n",
            "[Epoch 44/45] [Batch 713/1488] [D loss: 0.000114] [G loss: 0.210448]\n",
            "[Epoch 44/45] [Batch 714/1488] [D loss: 0.000108] [G loss: 0.232127]\n",
            "[Epoch 44/45] [Batch 715/1488] [D loss: 0.000080] [G loss: 0.226563]\n",
            "[Epoch 44/45] [Batch 716/1488] [D loss: 0.016149] [G loss: 0.192086]\n",
            "[Epoch 44/45] [Batch 717/1488] [D loss: 0.005205] [G loss: 0.208334]\n",
            "[Epoch 44/45] [Batch 718/1488] [D loss: 0.003547] [G loss: 0.193926]\n",
            "[Epoch 44/45] [Batch 719/1488] [D loss: 0.000592] [G loss: 0.183082]\n",
            "[Epoch 44/45] [Batch 720/1488] [D loss: 0.000603] [G loss: 0.201099]\n",
            "[Epoch 44/45] [Batch 721/1488] [D loss: 0.000510] [G loss: 0.201332]\n",
            "[Epoch 44/45] [Batch 722/1488] [D loss: 0.000353] [G loss: 0.221992]\n",
            "[Epoch 44/45] [Batch 723/1488] [D loss: 0.000445] [G loss: 0.210933]\n",
            "[Epoch 44/45] [Batch 724/1488] [D loss: 0.000303] [G loss: 0.243653]\n",
            "[Epoch 44/45] [Batch 725/1488] [D loss: 0.000449] [G loss: 0.212361]\n",
            "[Epoch 44/45] [Batch 726/1488] [D loss: 0.000151] [G loss: 0.216841]\n",
            "[Epoch 44/45] [Batch 727/1488] [D loss: 0.000148] [G loss: 0.209718]\n",
            "[Epoch 44/45] [Batch 728/1488] [D loss: 0.000231] [G loss: 0.228763]\n",
            "[Epoch 44/45] [Batch 729/1488] [D loss: 0.000271] [G loss: 0.236719]\n",
            "[Epoch 44/45] [Batch 730/1488] [D loss: 0.000316] [G loss: 0.225056]\n",
            "[Epoch 44/45] [Batch 731/1488] [D loss: 0.000754] [G loss: 0.258653]\n",
            "[Epoch 44/45] [Batch 732/1488] [D loss: 0.001104] [G loss: 0.186764]\n",
            "[Epoch 44/45] [Batch 733/1488] [D loss: 0.000139] [G loss: 0.240601]\n",
            "[Epoch 44/45] [Batch 734/1488] [D loss: 0.000151] [G loss: 0.251182]\n",
            "[Epoch 44/45] [Batch 735/1488] [D loss: 0.000122] [G loss: 0.193313]\n",
            "[Epoch 44/45] [Batch 736/1488] [D loss: 0.000074] [G loss: 0.216739]\n",
            "[Epoch 44/45] [Batch 737/1488] [D loss: 0.012372] [G loss: 0.194555]\n",
            "[Epoch 44/45] [Batch 738/1488] [D loss: 0.002862] [G loss: 0.191547]\n",
            "[Epoch 44/45] [Batch 739/1488] [D loss: 0.002055] [G loss: 0.210844]\n",
            "[Epoch 44/45] [Batch 740/1488] [D loss: 0.001705] [G loss: 0.190658]\n",
            "[Epoch 44/45] [Batch 741/1488] [D loss: 0.002576] [G loss: 0.181263]\n",
            "[Epoch 44/45] [Batch 742/1488] [D loss: 0.000743] [G loss: 0.219600]\n",
            "[Epoch 44/45] [Batch 743/1488] [D loss: 0.000431] [G loss: 0.208763]\n",
            "[Epoch 44/45] [Batch 744/1488] [D loss: 0.000171] [G loss: 0.196481]\n",
            "[Epoch 44/45] [Batch 745/1488] [D loss: 0.000129] [G loss: 0.203528]\n",
            "[Epoch 44/45] [Batch 746/1488] [D loss: 0.000108] [G loss: 0.199070]\n",
            "[Epoch 44/45] [Batch 747/1488] [D loss: 0.000087] [G loss: 0.191876]\n",
            "[Epoch 44/45] [Batch 748/1488] [D loss: 0.000066] [G loss: 0.236400]\n",
            "[Epoch 44/45] [Batch 749/1488] [D loss: 0.000100] [G loss: 0.194799]\n",
            "[Epoch 44/45] [Batch 750/1488] [D loss: 0.005787] [G loss: 0.157792]\n",
            "[Epoch 44/45] [Batch 751/1488] [D loss: 0.001837] [G loss: 0.217421]\n",
            "[Epoch 44/45] [Batch 752/1488] [D loss: 0.001685] [G loss: 0.231973]\n",
            "[Epoch 44/45] [Batch 753/1488] [D loss: 0.000374] [G loss: 0.230116]\n",
            "[Epoch 44/45] [Batch 754/1488] [D loss: 0.000154] [G loss: 0.196570]\n",
            "[Epoch 44/45] [Batch 755/1488] [D loss: 0.001119] [G loss: 0.243804]\n",
            "[Epoch 44/45] [Batch 756/1488] [D loss: 0.000813] [G loss: 0.257680]\n",
            "[Epoch 44/45] [Batch 757/1488] [D loss: 0.000371] [G loss: 0.221511]\n",
            "[Epoch 44/45] [Batch 758/1488] [D loss: 0.000083] [G loss: 0.201303]\n",
            "[Epoch 44/45] [Batch 759/1488] [D loss: 0.000131] [G loss: 0.240171]\n",
            "[Epoch 44/45] [Batch 760/1488] [D loss: 0.000116] [G loss: 0.203013]\n",
            "[Epoch 44/45] [Batch 761/1488] [D loss: 0.000066] [G loss: 0.194885]\n",
            "[Epoch 44/45] [Batch 762/1488] [D loss: 0.001863] [G loss: 0.166135]\n",
            "[Epoch 44/45] [Batch 763/1488] [D loss: 0.000715] [G loss: 0.198396]\n",
            "[Epoch 44/45] [Batch 764/1488] [D loss: 0.000553] [G loss: 0.215025]\n",
            "[Epoch 44/45] [Batch 765/1488] [D loss: 0.000104] [G loss: 0.233841]\n",
            "[Epoch 44/45] [Batch 766/1488] [D loss: 0.000092] [G loss: 0.235042]\n",
            "[Epoch 44/45] [Batch 767/1488] [D loss: 0.001581] [G loss: 0.202303]\n",
            "[Epoch 44/45] [Batch 768/1488] [D loss: 0.000586] [G loss: 0.243790]\n",
            "[Epoch 44/45] [Batch 769/1488] [D loss: 0.000418] [G loss: 0.199171]\n",
            "[Epoch 44/45] [Batch 770/1488] [D loss: 0.000176] [G loss: 0.201714]\n",
            "[Epoch 44/45] [Batch 771/1488] [D loss: 0.000149] [G loss: 0.172320]\n",
            "[Epoch 44/45] [Batch 772/1488] [D loss: 0.000161] [G loss: 0.254101]\n",
            "[Epoch 44/45] [Batch 773/1488] [D loss: 0.000115] [G loss: 0.173104]\n",
            "[Epoch 44/45] [Batch 774/1488] [D loss: 0.000087] [G loss: 0.238914]\n",
            "[Epoch 44/45] [Batch 775/1488] [D loss: 0.000065] [G loss: 0.200057]\n",
            "[Epoch 44/45] [Batch 776/1488] [D loss: 0.000067] [G loss: 0.273586]\n",
            "[Epoch 44/45] [Batch 777/1488] [D loss: 0.000057] [G loss: 0.258456]\n",
            "[Epoch 44/45] [Batch 778/1488] [D loss: 0.000050] [G loss: 0.194400]\n",
            "[Epoch 44/45] [Batch 779/1488] [D loss: 0.000055] [G loss: 0.193018]\n",
            "[Epoch 44/45] [Batch 780/1488] [D loss: 0.000094] [G loss: 0.228791]\n",
            "[Epoch 44/45] [Batch 781/1488] [D loss: 0.000072] [G loss: 0.169341]\n",
            "[Epoch 44/45] [Batch 782/1488] [D loss: 0.000051] [G loss: 0.320255]\n",
            "[Epoch 44/45] [Batch 783/1488] [D loss: 0.000051] [G loss: 0.212035]\n",
            "[Epoch 44/45] [Batch 784/1488] [D loss: 0.000048] [G loss: 0.183863]\n",
            "[Epoch 44/45] [Batch 785/1488] [D loss: 0.000048] [G loss: 0.247062]\n",
            "[Epoch 44/45] [Batch 786/1488] [D loss: 0.000037] [G loss: 0.214235]\n",
            "[Epoch 44/45] [Batch 787/1488] [D loss: 0.000043] [G loss: 0.255147]\n",
            "[Epoch 44/45] [Batch 788/1488] [D loss: 0.000053] [G loss: 0.240531]\n",
            "[Epoch 44/45] [Batch 789/1488] [D loss: 0.000044] [G loss: 0.204158]\n",
            "[Epoch 44/45] [Batch 790/1488] [D loss: 0.000053] [G loss: 0.205232]\n",
            "[Epoch 44/45] [Batch 791/1488] [D loss: 0.000041] [G loss: 0.203967]\n",
            "[Epoch 44/45] [Batch 792/1488] [D loss: 0.000056] [G loss: 0.233820]\n",
            "[Epoch 44/45] [Batch 793/1488] [D loss: 0.000067] [G loss: 0.196307]\n",
            "[Epoch 44/45] [Batch 794/1488] [D loss: 0.000071] [G loss: 0.229263]\n",
            "[Epoch 44/45] [Batch 795/1488] [D loss: 0.000078] [G loss: 0.248243]\n",
            "[Epoch 44/45] [Batch 796/1488] [D loss: 0.000083] [G loss: 0.190112]\n",
            "[Epoch 44/45] [Batch 797/1488] [D loss: 0.000080] [G loss: 0.208742]\n",
            "[Epoch 44/45] [Batch 798/1488] [D loss: 0.000062] [G loss: 0.216256]\n",
            "[Epoch 44/45] [Batch 799/1488] [D loss: 0.000049] [G loss: 0.245279]\n",
            "[Epoch 44/45] [Batch 800/1488] [D loss: 0.000037] [G loss: 0.200476]\n",
            "[Epoch 44/45] [Batch 801/1488] [D loss: 0.000049] [G loss: 0.241282]\n",
            "[Epoch 44/45] [Batch 802/1488] [D loss: 0.000054] [G loss: 0.227926]\n",
            "[Epoch 44/45] [Batch 803/1488] [D loss: 0.000076] [G loss: 0.209838]\n",
            "[Epoch 44/45] [Batch 804/1488] [D loss: 0.000064] [G loss: 0.191408]\n",
            "[Epoch 44/45] [Batch 805/1488] [D loss: 0.000059] [G loss: 0.209094]\n",
            "[Epoch 44/45] [Batch 806/1488] [D loss: 0.000052] [G loss: 0.248758]\n",
            "[Epoch 44/45] [Batch 807/1488] [D loss: 0.000044] [G loss: 0.257424]\n",
            "[Epoch 44/45] [Batch 808/1488] [D loss: 0.000042] [G loss: 0.203424]\n",
            "[Epoch 44/45] [Batch 809/1488] [D loss: 0.000040] [G loss: 0.224513]\n",
            "[Epoch 44/45] [Batch 810/1488] [D loss: 0.000048] [G loss: 0.202890]\n",
            "[Epoch 44/45] [Batch 811/1488] [D loss: 0.000045] [G loss: 0.189481]\n",
            "[Epoch 44/45] [Batch 812/1488] [D loss: 0.000068] [G loss: 0.250243]\n",
            "[Epoch 44/45] [Batch 813/1488] [D loss: 0.000062] [G loss: 0.203405]\n",
            "[Epoch 44/45] [Batch 814/1488] [D loss: 0.000065] [G loss: 0.217691]\n",
            "[Epoch 44/45] [Batch 815/1488] [D loss: 0.000065] [G loss: 0.179882]\n",
            "[Epoch 44/45] [Batch 816/1488] [D loss: 0.000073] [G loss: 0.162581]\n",
            "[Epoch 44/45] [Batch 817/1488] [D loss: 0.000070] [G loss: 0.205500]\n",
            "[Epoch 44/45] [Batch 818/1488] [D loss: 0.000048] [G loss: 0.204331]\n",
            "[Epoch 44/45] [Batch 819/1488] [D loss: 0.000038] [G loss: 0.244485]\n",
            "[Epoch 44/45] [Batch 820/1488] [D loss: 0.000031] [G loss: 0.190886]\n",
            "[Epoch 44/45] [Batch 821/1488] [D loss: 0.000046] [G loss: 0.235687]\n",
            "[Epoch 44/45] [Batch 822/1488] [D loss: 0.000043] [G loss: 0.168555]\n",
            "[Epoch 44/45] [Batch 823/1488] [D loss: 0.000061] [G loss: 0.260614]\n",
            "[Epoch 44/45] [Batch 824/1488] [D loss: 0.000066] [G loss: 0.210127]\n",
            "[Epoch 44/45] [Batch 825/1488] [D loss: 0.000064] [G loss: 0.235190]\n",
            "[Epoch 44/45] [Batch 826/1488] [D loss: 0.000073] [G loss: 0.203840]\n",
            "[Epoch 44/45] [Batch 827/1488] [D loss: 0.000077] [G loss: 0.180593]\n",
            "[Epoch 44/45] [Batch 828/1488] [D loss: 0.000059] [G loss: 0.170316]\n",
            "[Epoch 44/45] [Batch 829/1488] [D loss: 0.000054] [G loss: 0.233884]\n",
            "[Epoch 44/45] [Batch 830/1488] [D loss: 0.000045] [G loss: 0.202112]\n",
            "[Epoch 44/45] [Batch 831/1488] [D loss: 0.000051] [G loss: 0.211648]\n",
            "[Epoch 44/45] [Batch 832/1488] [D loss: 0.000045] [G loss: 0.219117]\n",
            "[Epoch 44/45] [Batch 833/1488] [D loss: 0.000046] [G loss: 0.174869]\n",
            "[Epoch 44/45] [Batch 834/1488] [D loss: 0.000033] [G loss: 0.280349]\n",
            "[Epoch 44/45] [Batch 835/1488] [D loss: 0.000026] [G loss: 0.189380]\n",
            "[Epoch 44/45] [Batch 836/1488] [D loss: 0.000042] [G loss: 0.197371]\n",
            "[Epoch 44/45] [Batch 837/1488] [D loss: 0.000052] [G loss: 0.252756]\n",
            "[Epoch 44/45] [Batch 838/1488] [D loss: 0.000050] [G loss: 0.254707]\n",
            "[Epoch 44/45] [Batch 839/1488] [D loss: 0.000058] [G loss: 0.272172]\n",
            "[Epoch 44/45] [Batch 840/1488] [D loss: 0.000064] [G loss: 0.216974]\n",
            "[Epoch 44/45] [Batch 841/1488] [D loss: 0.000082] [G loss: 0.185990]\n",
            "[Epoch 44/45] [Batch 842/1488] [D loss: 0.000055] [G loss: 0.210581]\n",
            "[Epoch 44/45] [Batch 843/1488] [D loss: 0.000057] [G loss: 0.194629]\n",
            "[Epoch 44/45] [Batch 844/1488] [D loss: 0.000075] [G loss: 0.189789]\n",
            "[Epoch 44/45] [Batch 845/1488] [D loss: 0.000068] [G loss: 0.227192]\n",
            "[Epoch 44/45] [Batch 846/1488] [D loss: 0.000084] [G loss: 0.167858]\n",
            "[Epoch 44/45] [Batch 847/1488] [D loss: 0.000087] [G loss: 0.181770]\n",
            "[Epoch 44/45] [Batch 848/1488] [D loss: 0.000103] [G loss: 0.217379]\n",
            "[Epoch 44/45] [Batch 849/1488] [D loss: 0.000103] [G loss: 0.181871]\n",
            "[Epoch 44/45] [Batch 850/1488] [D loss: 0.000081] [G loss: 0.246788]\n",
            "[Epoch 44/45] [Batch 851/1488] [D loss: 0.000068] [G loss: 0.252238]\n",
            "[Epoch 44/45] [Batch 852/1488] [D loss: 0.000064] [G loss: 0.181092]\n",
            "[Epoch 44/45] [Batch 853/1488] [D loss: 0.000681] [G loss: 0.202268]\n",
            "[Epoch 44/45] [Batch 854/1488] [D loss: 0.000218] [G loss: 0.195543]\n",
            "[Epoch 44/45] [Batch 855/1488] [D loss: 0.000243] [G loss: 0.238656]\n",
            "[Epoch 44/45] [Batch 856/1488] [D loss: 0.000135] [G loss: 0.262761]\n",
            "[Epoch 44/45] [Batch 857/1488] [D loss: 0.000123] [G loss: 0.230916]\n",
            "[Epoch 44/45] [Batch 858/1488] [D loss: 0.000283] [G loss: 0.196611]\n",
            "[Epoch 44/45] [Batch 859/1488] [D loss: 0.000210] [G loss: 0.172763]\n",
            "[Epoch 44/45] [Batch 860/1488] [D loss: 0.000145] [G loss: 0.238417]\n",
            "[Epoch 44/45] [Batch 861/1488] [D loss: 0.000105] [G loss: 0.192828]\n",
            "[Epoch 44/45] [Batch 862/1488] [D loss: 0.000105] [G loss: 0.223785]\n",
            "[Epoch 44/45] [Batch 863/1488] [D loss: 0.000101] [G loss: 0.192933]\n",
            "[Epoch 44/45] [Batch 864/1488] [D loss: 0.000103] [G loss: 0.189766]\n",
            "[Epoch 44/45] [Batch 865/1488] [D loss: 0.000096] [G loss: 0.195142]\n",
            "[Epoch 44/45] [Batch 866/1488] [D loss: 0.000104] [G loss: 0.253821]\n",
            "[Epoch 44/45] [Batch 867/1488] [D loss: 0.000099] [G loss: 0.205353]\n",
            "[Epoch 44/45] [Batch 868/1488] [D loss: 0.000144] [G loss: 0.207654]\n",
            "[Epoch 44/45] [Batch 869/1488] [D loss: 0.000146] [G loss: 0.273343]\n",
            "[Epoch 44/45] [Batch 870/1488] [D loss: 0.000154] [G loss: 0.251126]\n",
            "[Epoch 44/45] [Batch 871/1488] [D loss: 0.000149] [G loss: 0.203794]\n",
            "[Epoch 44/45] [Batch 872/1488] [D loss: 0.000157] [G loss: 0.227172]\n",
            "[Epoch 44/45] [Batch 873/1488] [D loss: 0.000159] [G loss: 0.249485]\n",
            "[Epoch 44/45] [Batch 874/1488] [D loss: 0.000158] [G loss: 0.222783]\n",
            "[Epoch 44/45] [Batch 875/1488] [D loss: 0.000166] [G loss: 0.238551]\n",
            "[Epoch 44/45] [Batch 876/1488] [D loss: 0.000168] [G loss: 0.191417]\n",
            "[Epoch 44/45] [Batch 877/1488] [D loss: 0.000126] [G loss: 0.243903]\n",
            "[Epoch 44/45] [Batch 878/1488] [D loss: 0.000091] [G loss: 0.246639]\n",
            "[Epoch 44/45] [Batch 879/1488] [D loss: 0.000073] [G loss: 0.235792]\n",
            "[Epoch 44/45] [Batch 880/1488] [D loss: 0.000087] [G loss: 0.232556]\n",
            "[Epoch 44/45] [Batch 881/1488] [D loss: 0.000255] [G loss: 0.226997]\n",
            "[Epoch 44/45] [Batch 882/1488] [D loss: 0.000092] [G loss: 0.241888]\n",
            "[Epoch 44/45] [Batch 883/1488] [D loss: 0.000114] [G loss: 0.237511]\n",
            "[Epoch 44/45] [Batch 884/1488] [D loss: 0.000119] [G loss: 0.231638]\n",
            "[Epoch 44/45] [Batch 885/1488] [D loss: 0.000113] [G loss: 0.215756]\n",
            "[Epoch 44/45] [Batch 886/1488] [D loss: 0.000119] [G loss: 0.262116]\n",
            "[Epoch 44/45] [Batch 887/1488] [D loss: 0.000133] [G loss: 0.240310]\n",
            "[Epoch 44/45] [Batch 888/1488] [D loss: 0.000352] [G loss: 0.183185]\n",
            "[Epoch 44/45] [Batch 889/1488] [D loss: 0.000260] [G loss: 0.226359]\n",
            "[Epoch 44/45] [Batch 890/1488] [D loss: 0.000293] [G loss: 0.198830]\n",
            "[Epoch 44/45] [Batch 891/1488] [D loss: 0.000245] [G loss: 0.199904]\n",
            "[Epoch 44/45] [Batch 892/1488] [D loss: 0.000239] [G loss: 0.220588]\n",
            "[Epoch 44/45] [Batch 893/1488] [D loss: 0.000238] [G loss: 0.215202]\n",
            "[Epoch 44/45] [Batch 894/1488] [D loss: 0.000222] [G loss: 0.282120]\n",
            "[Epoch 44/45] [Batch 895/1488] [D loss: 0.000196] [G loss: 0.196819]\n",
            "[Epoch 44/45] [Batch 896/1488] [D loss: 0.000168] [G loss: 0.229559]\n",
            "[Epoch 44/45] [Batch 897/1488] [D loss: 0.000148] [G loss: 0.214086]\n",
            "[Epoch 44/45] [Batch 898/1488] [D loss: 0.000122] [G loss: 0.253290]\n",
            "[Epoch 44/45] [Batch 899/1488] [D loss: 0.000124] [G loss: 0.208465]\n",
            "[Epoch 44/45] [Batch 900/1488] [D loss: 0.000088] [G loss: 0.145712]\n",
            "[Epoch 44/45] [Batch 901/1488] [D loss: 0.000174] [G loss: 0.192000]\n",
            "[Epoch 44/45] [Batch 902/1488] [D loss: 0.000130] [G loss: 0.211500]\n",
            "[Epoch 44/45] [Batch 903/1488] [D loss: 0.000147] [G loss: 0.257802]\n",
            "[Epoch 44/45] [Batch 904/1488] [D loss: 0.000158] [G loss: 0.176874]\n",
            "[Epoch 44/45] [Batch 905/1488] [D loss: 0.000177] [G loss: 0.190882]\n",
            "[Epoch 44/45] [Batch 906/1488] [D loss: 0.000214] [G loss: 0.213062]\n",
            "[Epoch 44/45] [Batch 907/1488] [D loss: 0.000239] [G loss: 0.219444]\n",
            "[Epoch 44/45] [Batch 908/1488] [D loss: 0.000260] [G loss: 0.196481]\n",
            "[Epoch 44/45] [Batch 909/1488] [D loss: 0.000265] [G loss: 0.218535]\n",
            "[Epoch 44/45] [Batch 910/1488] [D loss: 0.000303] [G loss: 0.213012]\n",
            "[Epoch 44/45] [Batch 911/1488] [D loss: 0.000364] [G loss: 0.197595]\n",
            "[Epoch 44/45] [Batch 912/1488] [D loss: 0.000415] [G loss: 0.261712]\n",
            "[Epoch 44/45] [Batch 913/1488] [D loss: 0.000476] [G loss: 0.184061]\n",
            "[Epoch 44/45] [Batch 914/1488] [D loss: 0.000666] [G loss: 0.156700]\n",
            "[Epoch 44/45] [Batch 915/1488] [D loss: 0.028035] [G loss: 0.229817]\n",
            "[Epoch 44/45] [Batch 916/1488] [D loss: 0.012100] [G loss: 0.193526]\n",
            "[Epoch 44/45] [Batch 917/1488] [D loss: 0.012806] [G loss: 0.211062]\n",
            "[Epoch 44/45] [Batch 918/1488] [D loss: 0.004974] [G loss: 0.209851]\n",
            "[Epoch 44/45] [Batch 919/1488] [D loss: 0.001621] [G loss: 0.235871]\n",
            "[Epoch 44/45] [Batch 920/1488] [D loss: 0.002535] [G loss: 0.228430]\n",
            "[Epoch 44/45] [Batch 921/1488] [D loss: 0.001557] [G loss: 0.212029]\n",
            "[Epoch 44/45] [Batch 922/1488] [D loss: 0.001332] [G loss: 0.222571]\n",
            "[Epoch 44/45] [Batch 923/1488] [D loss: 0.001177] [G loss: 0.198466]\n",
            "[Epoch 44/45] [Batch 924/1488] [D loss: 0.000903] [G loss: 0.221021]\n",
            "[Epoch 44/45] [Batch 925/1488] [D loss: 0.000694] [G loss: 0.248386]\n",
            "[Epoch 44/45] [Batch 926/1488] [D loss: 0.000579] [G loss: 0.208423]\n",
            "[Epoch 44/45] [Batch 927/1488] [D loss: 0.000442] [G loss: 0.233320]\n",
            "[Epoch 44/45] [Batch 928/1488] [D loss: 0.000307] [G loss: 0.204338]\n",
            "[Epoch 44/45] [Batch 929/1488] [D loss: 0.000219] [G loss: 0.224572]\n",
            "[Epoch 44/45] [Batch 930/1488] [D loss: 0.000150] [G loss: 0.215128]\n",
            "[Epoch 44/45] [Batch 931/1488] [D loss: 0.000141] [G loss: 0.227586]\n",
            "[Epoch 44/45] [Batch 932/1488] [D loss: 0.000129] [G loss: 0.205980]\n",
            "[Epoch 44/45] [Batch 933/1488] [D loss: 0.000164] [G loss: 0.214701]\n",
            "[Epoch 44/45] [Batch 934/1488] [D loss: 0.000149] [G loss: 0.241803]\n",
            "[Epoch 44/45] [Batch 935/1488] [D loss: 0.000134] [G loss: 0.262396]\n",
            "[Epoch 44/45] [Batch 936/1488] [D loss: 0.000172] [G loss: 0.192063]\n",
            "[Epoch 44/45] [Batch 937/1488] [D loss: 0.000283] [G loss: 0.195690]\n",
            "[Epoch 44/45] [Batch 938/1488] [D loss: 0.000433] [G loss: 0.232561]\n",
            "[Epoch 44/45] [Batch 939/1488] [D loss: 0.000282] [G loss: 0.225880]\n",
            "[Epoch 44/45] [Batch 940/1488] [D loss: 0.000300] [G loss: 0.279231]\n",
            "[Epoch 44/45] [Batch 941/1488] [D loss: 0.000298] [G loss: 0.182393]\n",
            "[Epoch 44/45] [Batch 942/1488] [D loss: 0.000546] [G loss: 0.211142]\n",
            "[Epoch 44/45] [Batch 943/1488] [D loss: 0.000614] [G loss: 0.217529]\n",
            "[Epoch 44/45] [Batch 944/1488] [D loss: 0.000836] [G loss: 0.242417]\n",
            "[Epoch 44/45] [Batch 945/1488] [D loss: 0.000941] [G loss: 0.207809]\n",
            "[Epoch 44/45] [Batch 946/1488] [D loss: 0.001075] [G loss: 0.208999]\n",
            "[Epoch 44/45] [Batch 947/1488] [D loss: 0.001311] [G loss: 0.207545]\n",
            "[Epoch 44/45] [Batch 948/1488] [D loss: 0.001442] [G loss: 0.197574]\n",
            "[Epoch 44/45] [Batch 949/1488] [D loss: 0.001533] [G loss: 0.223360]\n",
            "[Epoch 44/45] [Batch 950/1488] [D loss: 0.001592] [G loss: 0.211042]\n",
            "[Epoch 44/45] [Batch 951/1488] [D loss: 0.001746] [G loss: 0.245824]\n",
            "[Epoch 44/45] [Batch 952/1488] [D loss: 0.002855] [G loss: 0.180157]\n",
            "[Epoch 44/45] [Batch 953/1488] [D loss: 0.003052] [G loss: 0.171677]\n",
            "[Epoch 44/45] [Batch 954/1488] [D loss: 0.003294] [G loss: 0.220793]\n",
            "[Epoch 44/45] [Batch 955/1488] [D loss: 0.003399] [G loss: 0.203788]\n",
            "[Epoch 44/45] [Batch 956/1488] [D loss: 0.002518] [G loss: 0.173048]\n",
            "[Epoch 44/45] [Batch 957/1488] [D loss: 0.001960] [G loss: 0.230315]\n",
            "[Epoch 44/45] [Batch 958/1488] [D loss: 0.001158] [G loss: 0.239465]\n",
            "[Epoch 44/45] [Batch 959/1488] [D loss: 0.000599] [G loss: 0.209575]\n",
            "[Epoch 44/45] [Batch 960/1488] [D loss: 0.000316] [G loss: 0.245057]\n",
            "[Epoch 44/45] [Batch 961/1488] [D loss: 0.000386] [G loss: 0.197127]\n",
            "[Epoch 44/45] [Batch 962/1488] [D loss: 0.000214] [G loss: 0.188400]\n",
            "[Epoch 44/45] [Batch 963/1488] [D loss: 0.000247] [G loss: 0.175418]\n",
            "[Epoch 44/45] [Batch 964/1488] [D loss: 0.000209] [G loss: 0.238863]\n",
            "[Epoch 44/45] [Batch 965/1488] [D loss: 0.000165] [G loss: 0.201852]\n",
            "[Epoch 44/45] [Batch 966/1488] [D loss: 0.000159] [G loss: 0.209232]\n",
            "[Epoch 44/45] [Batch 967/1488] [D loss: 0.002115] [G loss: 0.146857]\n",
            "[Epoch 44/45] [Batch 968/1488] [D loss: 0.000531] [G loss: 0.186558]\n",
            "[Epoch 44/45] [Batch 969/1488] [D loss: 0.000526] [G loss: 0.251002]\n",
            "[Epoch 44/45] [Batch 970/1488] [D loss: 0.000348] [G loss: 0.208342]\n",
            "[Epoch 44/45] [Batch 971/1488] [D loss: 0.000144] [G loss: 0.225772]\n",
            "[Epoch 44/45] [Batch 972/1488] [D loss: 0.000124] [G loss: 0.285550]\n",
            "[Epoch 44/45] [Batch 973/1488] [D loss: 0.000083] [G loss: 0.196878]\n",
            "[Epoch 44/45] [Batch 974/1488] [D loss: 0.000056] [G loss: 0.218008]\n",
            "[Epoch 44/45] [Batch 975/1488] [D loss: 0.000037] [G loss: 0.217156]\n",
            "[Epoch 44/45] [Batch 976/1488] [D loss: 0.000037] [G loss: 0.224205]\n",
            "[Epoch 44/45] [Batch 977/1488] [D loss: 0.000033] [G loss: 0.228834]\n",
            "[Epoch 44/45] [Batch 978/1488] [D loss: 0.000051] [G loss: 0.159645]\n",
            "[Epoch 44/45] [Batch 979/1488] [D loss: 0.000088] [G loss: 0.282624]\n",
            "[Epoch 44/45] [Batch 980/1488] [D loss: 0.000103] [G loss: 0.229285]\n",
            "[Epoch 44/45] [Batch 981/1488] [D loss: 0.000114] [G loss: 0.221834]\n",
            "[Epoch 44/45] [Batch 982/1488] [D loss: 0.000874] [G loss: 0.180084]\n",
            "[Epoch 44/45] [Batch 983/1488] [D loss: 0.000402] [G loss: 0.216568]\n",
            "[Epoch 44/45] [Batch 984/1488] [D loss: 0.000444] [G loss: 0.174754]\n",
            "[Epoch 44/45] [Batch 985/1488] [D loss: 0.000274] [G loss: 0.173239]\n",
            "[Epoch 44/45] [Batch 986/1488] [D loss: 0.000157] [G loss: 0.181306]\n",
            "[Epoch 44/45] [Batch 987/1488] [D loss: 0.000128] [G loss: 0.301461]\n",
            "[Epoch 44/45] [Batch 988/1488] [D loss: 0.000089] [G loss: 0.223905]\n",
            "[Epoch 44/45] [Batch 989/1488] [D loss: 0.000080] [G loss: 0.182821]\n",
            "[Epoch 44/45] [Batch 990/1488] [D loss: 0.000069] [G loss: 0.228314]\n",
            "[Epoch 44/45] [Batch 991/1488] [D loss: 0.000058] [G loss: 0.227918]\n",
            "[Epoch 44/45] [Batch 992/1488] [D loss: 0.000055] [G loss: 0.220978]\n",
            "[Epoch 44/45] [Batch 993/1488] [D loss: 0.000055] [G loss: 0.197646]\n",
            "[Epoch 44/45] [Batch 994/1488] [D loss: 0.000062] [G loss: 0.199843]\n",
            "[Epoch 44/45] [Batch 995/1488] [D loss: 0.000064] [G loss: 0.231609]\n",
            "[Epoch 44/45] [Batch 996/1488] [D loss: 0.000080] [G loss: 0.215350]\n",
            "[Epoch 44/45] [Batch 997/1488] [D loss: 0.000087] [G loss: 0.215186]\n",
            "[Epoch 44/45] [Batch 998/1488] [D loss: 0.000074] [G loss: 0.203424]\n",
            "[Epoch 44/45] [Batch 999/1488] [D loss: 0.000075] [G loss: 0.259875]\n",
            "[Epoch 44/45] [Batch 1000/1488] [D loss: 0.000094] [G loss: 0.226140]\n",
            "[Epoch 44/45] [Batch 1001/1488] [D loss: 0.000101] [G loss: 0.197851]\n",
            "[Epoch 44/45] [Batch 1002/1488] [D loss: 0.000105] [G loss: 0.221400]\n",
            "[Epoch 44/45] [Batch 1003/1488] [D loss: 0.000099] [G loss: 0.224629]\n",
            "[Epoch 44/45] [Batch 1004/1488] [D loss: 0.000102] [G loss: 0.178814]\n",
            "[Epoch 44/45] [Batch 1005/1488] [D loss: 0.000097] [G loss: 0.226015]\n",
            "[Epoch 44/45] [Batch 1006/1488] [D loss: 0.000118] [G loss: 0.245943]\n",
            "[Epoch 44/45] [Batch 1007/1488] [D loss: 0.000071] [G loss: 0.263922]\n",
            "[Epoch 44/45] [Batch 1008/1488] [D loss: 0.000046] [G loss: 0.275263]\n",
            "[Epoch 44/45] [Batch 1009/1488] [D loss: 0.000076] [G loss: 0.172873]\n",
            "[Epoch 44/45] [Batch 1010/1488] [D loss: 0.000032] [G loss: 0.236122]\n",
            "[Epoch 44/45] [Batch 1011/1488] [D loss: 0.000040] [G loss: 0.176285]\n",
            "[Epoch 44/45] [Batch 1012/1488] [D loss: 0.000042] [G loss: 0.228104]\n",
            "[Epoch 44/45] [Batch 1013/1488] [D loss: 0.000043] [G loss: 0.211391]\n",
            "[Epoch 44/45] [Batch 1014/1488] [D loss: 0.000054] [G loss: 0.171222]\n",
            "[Epoch 44/45] [Batch 1015/1488] [D loss: 0.000053] [G loss: 0.257645]\n",
            "[Epoch 44/45] [Batch 1016/1488] [D loss: 0.000043] [G loss: 0.202694]\n",
            "[Epoch 44/45] [Batch 1017/1488] [D loss: 0.000035] [G loss: 0.200647]\n",
            "[Epoch 44/45] [Batch 1018/1488] [D loss: 0.000044] [G loss: 0.216158]\n",
            "[Epoch 44/45] [Batch 1019/1488] [D loss: 0.000036] [G loss: 0.230877]\n",
            "[Epoch 44/45] [Batch 1020/1488] [D loss: 0.000031] [G loss: 0.214917]\n",
            "[Epoch 44/45] [Batch 1021/1488] [D loss: 0.000034] [G loss: 0.231717]\n",
            "[Epoch 44/45] [Batch 1022/1488] [D loss: 0.000035] [G loss: 0.224441]\n",
            "[Epoch 44/45] [Batch 1023/1488] [D loss: 0.000038] [G loss: 0.161929]\n",
            "[Epoch 44/45] [Batch 1024/1488] [D loss: 0.000036] [G loss: 0.234160]\n",
            "[Epoch 44/45] [Batch 1025/1488] [D loss: 0.000033] [G loss: 0.198783]\n",
            "[Epoch 44/45] [Batch 1026/1488] [D loss: 0.000030] [G loss: 0.213428]\n",
            "[Epoch 44/45] [Batch 1027/1488] [D loss: 0.000042] [G loss: 0.193742]\n",
            "[Epoch 44/45] [Batch 1028/1488] [D loss: 0.000043] [G loss: 0.207380]\n",
            "[Epoch 44/45] [Batch 1029/1488] [D loss: 0.000033] [G loss: 0.251466]\n",
            "[Epoch 44/45] [Batch 1030/1488] [D loss: 0.000036] [G loss: 0.213873]\n",
            "[Epoch 44/45] [Batch 1031/1488] [D loss: 0.000048] [G loss: 0.218830]\n",
            "[Epoch 44/45] [Batch 1032/1488] [D loss: 0.000058] [G loss: 0.192922]\n",
            "[Epoch 44/45] [Batch 1033/1488] [D loss: 0.000047] [G loss: 0.316082]\n",
            "[Epoch 44/45] [Batch 1034/1488] [D loss: 0.000043] [G loss: 0.235456]\n",
            "[Epoch 44/45] [Batch 1035/1488] [D loss: 0.000072] [G loss: 0.212872]\n",
            "[Epoch 44/45] [Batch 1036/1488] [D loss: 0.000063] [G loss: 0.219750]\n",
            "[Epoch 44/45] [Batch 1037/1488] [D loss: 0.000066] [G loss: 0.188570]\n",
            "[Epoch 44/45] [Batch 1038/1488] [D loss: 0.000064] [G loss: 0.205348]\n",
            "[Epoch 44/45] [Batch 1039/1488] [D loss: 0.000072] [G loss: 0.228300]\n",
            "[Epoch 44/45] [Batch 1040/1488] [D loss: 0.000086] [G loss: 0.261856]\n",
            "[Epoch 44/45] [Batch 1041/1488] [D loss: 0.000077] [G loss: 0.188897]\n",
            "[Epoch 44/45] [Batch 1042/1488] [D loss: 0.000058] [G loss: 0.201009]\n",
            "[Epoch 44/45] [Batch 1043/1488] [D loss: 0.000038] [G loss: 0.225499]\n",
            "[Epoch 44/45] [Batch 1044/1488] [D loss: 0.000049] [G loss: 0.207314]\n",
            "[Epoch 44/45] [Batch 1045/1488] [D loss: 0.000066] [G loss: 0.250026]\n",
            "[Epoch 44/45] [Batch 1046/1488] [D loss: 0.000073] [G loss: 0.231916]\n",
            "[Epoch 44/45] [Batch 1047/1488] [D loss: 0.000067] [G loss: 0.286473]\n",
            "[Epoch 44/45] [Batch 1048/1488] [D loss: 0.000066] [G loss: 0.212384]\n",
            "[Epoch 44/45] [Batch 1049/1488] [D loss: 0.000039] [G loss: 0.251449]\n",
            "[Epoch 44/45] [Batch 1050/1488] [D loss: 0.000051] [G loss: 0.212101]\n",
            "[Epoch 44/45] [Batch 1051/1488] [D loss: 0.000041] [G loss: 0.208929]\n",
            "[Epoch 44/45] [Batch 1052/1488] [D loss: 0.000043] [G loss: 0.192727]\n",
            "[Epoch 44/45] [Batch 1053/1488] [D loss: 0.000041] [G loss: 0.214262]\n",
            "[Epoch 44/45] [Batch 1054/1488] [D loss: 0.000050] [G loss: 0.168880]\n",
            "[Epoch 44/45] [Batch 1055/1488] [D loss: 0.000050] [G loss: 0.248653]\n",
            "[Epoch 44/45] [Batch 1056/1488] [D loss: 0.000063] [G loss: 0.238799]\n",
            "[Epoch 44/45] [Batch 1057/1488] [D loss: 0.000087] [G loss: 0.201822]\n",
            "[Epoch 44/45] [Batch 1058/1488] [D loss: 0.000089] [G loss: 0.218594]\n",
            "[Epoch 44/45] [Batch 1059/1488] [D loss: 0.000094] [G loss: 0.236227]\n",
            "[Epoch 44/45] [Batch 1060/1488] [D loss: 0.000100] [G loss: 0.242203]\n",
            "[Epoch 44/45] [Batch 1061/1488] [D loss: 0.000107] [G loss: 0.190326]\n",
            "[Epoch 44/45] [Batch 1062/1488] [D loss: 0.000106] [G loss: 0.233120]\n",
            "[Epoch 44/45] [Batch 1063/1488] [D loss: 0.000114] [G loss: 0.244496]\n",
            "[Epoch 44/45] [Batch 1064/1488] [D loss: 0.000121] [G loss: 0.219143]\n",
            "[Epoch 44/45] [Batch 1065/1488] [D loss: 0.000121] [G loss: 0.164110]\n",
            "[Epoch 44/45] [Batch 1066/1488] [D loss: 0.000124] [G loss: 0.176129]\n",
            "[Epoch 44/45] [Batch 1067/1488] [D loss: 0.000133] [G loss: 0.179159]\n",
            "[Epoch 44/45] [Batch 1068/1488] [D loss: 0.000161] [G loss: 0.185454]\n",
            "[Epoch 44/45] [Batch 1069/1488] [D loss: 0.000208] [G loss: 0.190583]\n",
            "[Epoch 44/45] [Batch 1070/1488] [D loss: 0.000284] [G loss: 0.222647]\n",
            "[Epoch 44/45] [Batch 1071/1488] [D loss: 0.000349] [G loss: 0.213670]\n",
            "[Epoch 44/45] [Batch 1072/1488] [D loss: 0.000395] [G loss: 0.177148]\n",
            "[Epoch 44/45] [Batch 1073/1488] [D loss: 0.000438] [G loss: 0.180270]\n",
            "[Epoch 44/45] [Batch 1074/1488] [D loss: 0.000502] [G loss: 0.184073]\n",
            "[Epoch 44/45] [Batch 1075/1488] [D loss: 0.000605] [G loss: 0.223410]\n",
            "[Epoch 44/45] [Batch 1076/1488] [D loss: 0.010507] [G loss: 0.213019]\n",
            "[Epoch 44/45] [Batch 1077/1488] [D loss: 0.005267] [G loss: 0.296321]\n",
            "[Epoch 44/45] [Batch 1078/1488] [D loss: 0.007626] [G loss: 0.217467]\n",
            "[Epoch 44/45] [Batch 1079/1488] [D loss: 0.006270] [G loss: 0.243110]\n",
            "[Epoch 44/45] [Batch 1080/1488] [D loss: 0.005510] [G loss: 0.234161]\n",
            "[Epoch 44/45] [Batch 1081/1488] [D loss: 0.005944] [G loss: 0.205774]\n",
            "[Epoch 44/45] [Batch 1082/1488] [D loss: 0.006886] [G loss: 0.295672]\n",
            "[Epoch 44/45] [Batch 1083/1488] [D loss: 0.013898] [G loss: 0.167978]\n",
            "[Epoch 44/45] [Batch 1084/1488] [D loss: 0.011535] [G loss: 0.203611]\n",
            "[Epoch 44/45] [Batch 1085/1488] [D loss: 0.012895] [G loss: 0.204641]\n",
            "[Epoch 44/45] [Batch 1086/1488] [D loss: 0.009489] [G loss: 0.193501]\n",
            "[Epoch 44/45] [Batch 1087/1488] [D loss: 0.005016] [G loss: 0.207773]\n",
            "[Epoch 44/45] [Batch 1088/1488] [D loss: 0.002551] [G loss: 0.223336]\n",
            "[Epoch 44/45] [Batch 1089/1488] [D loss: 0.001970] [G loss: 0.222444]\n",
            "[Epoch 44/45] [Batch 1090/1488] [D loss: 0.001693] [G loss: 0.274482]\n",
            "[Epoch 44/45] [Batch 1091/1488] [D loss: 0.001364] [G loss: 0.195487]\n",
            "[Epoch 44/45] [Batch 1092/1488] [D loss: 0.001041] [G loss: 0.207482]\n",
            "[Epoch 44/45] [Batch 1093/1488] [D loss: 0.000756] [G loss: 0.217777]\n",
            "[Epoch 44/45] [Batch 1094/1488] [D loss: 0.000516] [G loss: 0.211208]\n",
            "[Epoch 44/45] [Batch 1095/1488] [D loss: 0.000383] [G loss: 0.224525]\n",
            "[Epoch 44/45] [Batch 1096/1488] [D loss: 0.000217] [G loss: 0.197764]\n",
            "[Epoch 44/45] [Batch 1097/1488] [D loss: 0.000117] [G loss: 0.226759]\n",
            "[Epoch 44/45] [Batch 1098/1488] [D loss: 0.000073] [G loss: 0.276072]\n",
            "[Epoch 44/45] [Batch 1099/1488] [D loss: 0.000069] [G loss: 0.218186]\n",
            "[Epoch 44/45] [Batch 1100/1488] [D loss: 0.000072] [G loss: 0.250241]\n",
            "[Epoch 44/45] [Batch 1101/1488] [D loss: 0.000068] [G loss: 0.160914]\n",
            "[Epoch 44/45] [Batch 1102/1488] [D loss: 0.000059] [G loss: 0.263368]\n",
            "[Epoch 44/45] [Batch 1103/1488] [D loss: 0.000060] [G loss: 0.178895]\n",
            "[Epoch 44/45] [Batch 1104/1488] [D loss: 0.000061] [G loss: 0.180672]\n",
            "[Epoch 44/45] [Batch 1105/1488] [D loss: 0.000108] [G loss: 0.195156]\n",
            "[Epoch 44/45] [Batch 1106/1488] [D loss: 0.000137] [G loss: 0.216617]\n",
            "[Epoch 44/45] [Batch 1107/1488] [D loss: 0.000151] [G loss: 0.246530]\n",
            "[Epoch 44/45] [Batch 1108/1488] [D loss: 0.000120] [G loss: 0.258596]\n",
            "[Epoch 44/45] [Batch 1109/1488] [D loss: 0.000083] [G loss: 0.192737]\n",
            "[Epoch 44/45] [Batch 1110/1488] [D loss: 0.000065] [G loss: 0.266682]\n",
            "[Epoch 44/45] [Batch 1111/1488] [D loss: 0.000058] [G loss: 0.165892]\n",
            "[Epoch 44/45] [Batch 1112/1488] [D loss: 0.000065] [G loss: 0.223498]\n",
            "[Epoch 44/45] [Batch 1113/1488] [D loss: 0.040076] [G loss: 0.225303]\n",
            "[Epoch 44/45] [Batch 1114/1488] [D loss: 0.016475] [G loss: 0.253048]\n",
            "[Epoch 44/45] [Batch 1115/1488] [D loss: 0.020750] [G loss: 0.231763]\n",
            "[Epoch 44/45] [Batch 1116/1488] [D loss: 0.009800] [G loss: 0.177134]\n",
            "[Epoch 44/45] [Batch 1117/1488] [D loss: 0.001664] [G loss: 0.221786]\n",
            "[Epoch 44/45] [Batch 1118/1488] [D loss: 0.001317] [G loss: 0.216336]\n",
            "[Epoch 44/45] [Batch 1119/1488] [D loss: 0.048473] [G loss: 0.206108]\n",
            "[Epoch 44/45] [Batch 1120/1488] [D loss: 0.024974] [G loss: 0.244794]\n",
            "[Epoch 44/45] [Batch 1121/1488] [D loss: 0.073219] [G loss: 0.181437]\n",
            "[Epoch 44/45] [Batch 1122/1488] [D loss: 0.038570] [G loss: 0.197306]\n",
            "[Epoch 44/45] [Batch 1123/1488] [D loss: 0.017894] [G loss: 0.235097]\n",
            "[Epoch 44/45] [Batch 1124/1488] [D loss: 0.006823] [G loss: 0.227496]\n",
            "[Epoch 44/45] [Batch 1125/1488] [D loss: 0.006048] [G loss: 0.249842]\n",
            "[Epoch 44/45] [Batch 1126/1488] [D loss: 0.004781] [G loss: 0.214952]\n",
            "[Epoch 44/45] [Batch 1127/1488] [D loss: 0.002536] [G loss: 0.208833]\n",
            "[Epoch 44/45] [Batch 1128/1488] [D loss: 0.001272] [G loss: 0.168227]\n",
            "[Epoch 44/45] [Batch 1129/1488] [D loss: 0.000986] [G loss: 0.229312]\n",
            "[Epoch 44/45] [Batch 1130/1488] [D loss: 0.000757] [G loss: 0.242763]\n",
            "[Epoch 44/45] [Batch 1131/1488] [D loss: 0.000878] [G loss: 0.213460]\n",
            "[Epoch 44/45] [Batch 1132/1488] [D loss: 0.001670] [G loss: 0.262807]\n",
            "[Epoch 44/45] [Batch 1133/1488] [D loss: 0.002809] [G loss: 0.170952]\n",
            "[Epoch 44/45] [Batch 1134/1488] [D loss: 0.001713] [G loss: 0.258192]\n",
            "[Epoch 44/45] [Batch 1135/1488] [D loss: 0.001717] [G loss: 0.277002]\n",
            "[Epoch 44/45] [Batch 1136/1488] [D loss: 0.001016] [G loss: 0.209361]\n",
            "[Epoch 44/45] [Batch 1137/1488] [D loss: 0.000723] [G loss: 0.231864]\n",
            "[Epoch 44/45] [Batch 1138/1488] [D loss: 0.000288] [G loss: 0.226174]\n",
            "[Epoch 44/45] [Batch 1139/1488] [D loss: 0.000151] [G loss: 0.201807]\n",
            "[Epoch 44/45] [Batch 1140/1488] [D loss: 0.000091] [G loss: 0.239348]\n",
            "[Epoch 44/45] [Batch 1141/1488] [D loss: 0.000101] [G loss: 0.208927]\n",
            "[Epoch 44/45] [Batch 1142/1488] [D loss: 0.000101] [G loss: 0.204822]\n",
            "[Epoch 44/45] [Batch 1143/1488] [D loss: 0.000400] [G loss: 0.226514]\n",
            "[Epoch 44/45] [Batch 1144/1488] [D loss: 0.004079] [G loss: 0.181796]\n",
            "[Epoch 44/45] [Batch 1145/1488] [D loss: 0.001144] [G loss: 0.224548]\n",
            "[Epoch 44/45] [Batch 1146/1488] [D loss: 0.001641] [G loss: 0.240291]\n",
            "[Epoch 44/45] [Batch 1147/1488] [D loss: 0.000632] [G loss: 0.204493]\n",
            "[Epoch 44/45] [Batch 1148/1488] [D loss: 0.000154] [G loss: 0.162205]\n",
            "[Epoch 44/45] [Batch 1149/1488] [D loss: 0.000201] [G loss: 0.175731]\n",
            "[Epoch 44/45] [Batch 1150/1488] [D loss: 0.000305] [G loss: 0.225412]\n",
            "[Epoch 44/45] [Batch 1151/1488] [D loss: 0.000142] [G loss: 0.231006]\n",
            "[Epoch 44/45] [Batch 1152/1488] [D loss: 0.000095] [G loss: 0.251483]\n",
            "[Epoch 44/45] [Batch 1153/1488] [D loss: 0.000092] [G loss: 0.201953]\n",
            "[Epoch 44/45] [Batch 1154/1488] [D loss: 0.000072] [G loss: 0.197580]\n",
            "[Epoch 44/45] [Batch 1155/1488] [D loss: 0.030699] [G loss: 0.198137]\n",
            "[Epoch 44/45] [Batch 1156/1488] [D loss: 0.010978] [G loss: 0.203383]\n",
            "[Epoch 44/45] [Batch 1157/1488] [D loss: 0.009532] [G loss: 0.251841]\n",
            "[Epoch 44/45] [Batch 1158/1488] [D loss: 0.002687] [G loss: 0.162791]\n",
            "[Epoch 44/45] [Batch 1159/1488] [D loss: 0.000540] [G loss: 0.212832]\n",
            "[Epoch 44/45] [Batch 1160/1488] [D loss: 0.000816] [G loss: 0.223462]\n",
            "[Epoch 44/45] [Batch 1161/1488] [D loss: 0.000560] [G loss: 0.226787]\n",
            "[Epoch 44/45] [Batch 1162/1488] [D loss: 0.000260] [G loss: 0.245477]\n",
            "[Epoch 44/45] [Batch 1163/1488] [D loss: 0.000549] [G loss: 0.210168]\n",
            "[Epoch 44/45] [Batch 1164/1488] [D loss: 0.000188] [G loss: 0.223882]\n",
            "[Epoch 44/45] [Batch 1165/1488] [D loss: 0.000242] [G loss: 0.251566]\n",
            "[Epoch 44/45] [Batch 1166/1488] [D loss: 0.000158] [G loss: 0.191836]\n",
            "[Epoch 44/45] [Batch 1167/1488] [D loss: 0.000170] [G loss: 0.272936]\n",
            "[Epoch 44/45] [Batch 1168/1488] [D loss: 0.000105] [G loss: 0.240597]\n",
            "[Epoch 44/45] [Batch 1169/1488] [D loss: 0.003545] [G loss: 0.205959]\n",
            "[Epoch 44/45] [Batch 1170/1488] [D loss: 0.002049] [G loss: 0.214155]\n",
            "[Epoch 44/45] [Batch 1171/1488] [D loss: 0.001593] [G loss: 0.255811]\n",
            "[Epoch 44/45] [Batch 1172/1488] [D loss: 0.000381] [G loss: 0.165261]\n",
            "[Epoch 44/45] [Batch 1173/1488] [D loss: 0.000251] [G loss: 0.234054]\n",
            "[Epoch 44/45] [Batch 1174/1488] [D loss: 0.000235] [G loss: 0.237156]\n",
            "[Epoch 44/45] [Batch 1175/1488] [D loss: 0.000177] [G loss: 0.216655]\n",
            "[Epoch 44/45] [Batch 1176/1488] [D loss: 0.000157] [G loss: 0.226943]\n",
            "[Epoch 44/45] [Batch 1177/1488] [D loss: 0.000190] [G loss: 0.237763]\n",
            "[Epoch 44/45] [Batch 1178/1488] [D loss: 0.000153] [G loss: 0.198745]\n",
            "[Epoch 44/45] [Batch 1179/1488] [D loss: 0.000077] [G loss: 0.204210]\n",
            "[Epoch 44/45] [Batch 1180/1488] [D loss: 0.001782] [G loss: 0.175989]\n",
            "[Epoch 44/45] [Batch 1181/1488] [D loss: 0.001357] [G loss: 0.220390]\n",
            "[Epoch 44/45] [Batch 1182/1488] [D loss: 0.000986] [G loss: 0.196053]\n",
            "[Epoch 44/45] [Batch 1183/1488] [D loss: 0.000302] [G loss: 0.194304]\n",
            "[Epoch 44/45] [Batch 1184/1488] [D loss: 0.000228] [G loss: 0.219686]\n",
            "[Epoch 44/45] [Batch 1185/1488] [D loss: 0.000211] [G loss: 0.215668]\n",
            "[Epoch 44/45] [Batch 1186/1488] [D loss: 0.000129] [G loss: 0.273712]\n",
            "[Epoch 44/45] [Batch 1187/1488] [D loss: 0.001140] [G loss: 0.178675]\n",
            "[Epoch 44/45] [Batch 1188/1488] [D loss: 0.000399] [G loss: 0.200900]\n",
            "[Epoch 44/45] [Batch 1189/1488] [D loss: 0.000350] [G loss: 0.218723]\n",
            "[Epoch 44/45] [Batch 1190/1488] [D loss: 0.000167] [G loss: 0.207788]\n",
            "[Epoch 44/45] [Batch 1191/1488] [D loss: 0.000089] [G loss: 0.250349]\n",
            "[Epoch 44/45] [Batch 1192/1488] [D loss: 0.000089] [G loss: 0.260143]\n",
            "[Epoch 44/45] [Batch 1193/1488] [D loss: 0.000066] [G loss: 0.189645]\n",
            "[Epoch 44/45] [Batch 1194/1488] [D loss: 0.000089] [G loss: 0.219018]\n",
            "[Epoch 44/45] [Batch 1195/1488] [D loss: 0.000099] [G loss: 0.223571]\n",
            "[Epoch 44/45] [Batch 1196/1488] [D loss: 0.000118] [G loss: 0.238711]\n",
            "[Epoch 44/45] [Batch 1197/1488] [D loss: 0.000136] [G loss: 0.232934]\n",
            "[Epoch 44/45] [Batch 1198/1488] [D loss: 0.000168] [G loss: 0.204357]\n",
            "[Epoch 44/45] [Batch 1199/1488] [D loss: 0.000160] [G loss: 0.241930]\n",
            "[Epoch 44/45] [Batch 1200/1488] [D loss: 0.000118] [G loss: 0.169723]\n",
            "[Epoch 44/45] [Batch 1201/1488] [D loss: 0.000112] [G loss: 0.261835]\n",
            "[Epoch 44/45] [Batch 1202/1488] [D loss: 0.000085] [G loss: 0.254572]\n",
            "[Epoch 44/45] [Batch 1203/1488] [D loss: 0.000074] [G loss: 0.199185]\n",
            "[Epoch 44/45] [Batch 1204/1488] [D loss: 0.000071] [G loss: 0.201504]\n",
            "[Epoch 44/45] [Batch 1205/1488] [D loss: 0.000052] [G loss: 0.160388]\n",
            "[Epoch 44/45] [Batch 1206/1488] [D loss: 0.000062] [G loss: 0.267948]\n",
            "[Epoch 44/45] [Batch 1207/1488] [D loss: 0.000053] [G loss: 0.224732]\n",
            "[Epoch 44/45] [Batch 1208/1488] [D loss: 0.000039] [G loss: 0.193967]\n",
            "[Epoch 44/45] [Batch 1209/1488] [D loss: 0.000047] [G loss: 0.205676]\n",
            "[Epoch 44/45] [Batch 1210/1488] [D loss: 0.000079] [G loss: 0.249100]\n",
            "[Epoch 44/45] [Batch 1211/1488] [D loss: 0.000049] [G loss: 0.217696]\n",
            "[Epoch 44/45] [Batch 1212/1488] [D loss: 0.000044] [G loss: 0.258236]\n",
            "[Epoch 44/45] [Batch 1213/1488] [D loss: 0.000057] [G loss: 0.242916]\n",
            "[Epoch 44/45] [Batch 1214/1488] [D loss: 0.000091] [G loss: 0.196677]\n",
            "[Epoch 44/45] [Batch 1215/1488] [D loss: 0.000110] [G loss: 0.273127]\n",
            "[Epoch 44/45] [Batch 1216/1488] [D loss: 0.000106] [G loss: 0.214525]\n",
            "[Epoch 44/45] [Batch 1217/1488] [D loss: 0.000093] [G loss: 0.184747]\n",
            "[Epoch 44/45] [Batch 1218/1488] [D loss: 0.000068] [G loss: 0.163309]\n",
            "[Epoch 44/45] [Batch 1219/1488] [D loss: 0.000044] [G loss: 0.205393]\n",
            "[Epoch 44/45] [Batch 1220/1488] [D loss: 0.000071] [G loss: 0.223078]\n",
            "[Epoch 44/45] [Batch 1221/1488] [D loss: 0.010973] [G loss: 0.197093]\n",
            "[Epoch 44/45] [Batch 1222/1488] [D loss: 0.003632] [G loss: 0.247512]\n",
            "[Epoch 44/45] [Batch 1223/1488] [D loss: 0.003498] [G loss: 0.223702]\n",
            "[Epoch 44/45] [Batch 1224/1488] [D loss: 0.001014] [G loss: 0.153601]\n",
            "[Epoch 44/45] [Batch 1225/1488] [D loss: 0.000292] [G loss: 0.208741]\n",
            "[Epoch 44/45] [Batch 1226/1488] [D loss: 0.000367] [G loss: 0.266799]\n",
            "[Epoch 44/45] [Batch 1227/1488] [D loss: 0.000277] [G loss: 0.176357]\n",
            "[Epoch 44/45] [Batch 1228/1488] [D loss: 0.000164] [G loss: 0.238558]\n",
            "[Epoch 44/45] [Batch 1229/1488] [D loss: 0.000118] [G loss: 0.234094]\n",
            "[Epoch 44/45] [Batch 1230/1488] [D loss: 0.000083] [G loss: 0.261768]\n",
            "[Epoch 44/45] [Batch 1231/1488] [D loss: 0.000092] [G loss: 0.194507]\n",
            "[Epoch 44/45] [Batch 1232/1488] [D loss: 0.000078] [G loss: 0.214159]\n",
            "[Epoch 44/45] [Batch 1233/1488] [D loss: 0.000144] [G loss: 0.210738]\n",
            "[Epoch 44/45] [Batch 1234/1488] [D loss: 0.000117] [G loss: 0.238433]\n",
            "[Epoch 44/45] [Batch 1235/1488] [D loss: 0.000119] [G loss: 0.203548]\n",
            "[Epoch 44/45] [Batch 1236/1488] [D loss: 0.000212] [G loss: 0.203767]\n",
            "[Epoch 44/45] [Batch 1237/1488] [D loss: 0.000129] [G loss: 0.241711]\n",
            "[Epoch 44/45] [Batch 1238/1488] [D loss: 0.000123] [G loss: 0.177520]\n",
            "[Epoch 44/45] [Batch 1239/1488] [D loss: 0.000239] [G loss: 0.192924]\n",
            "[Epoch 44/45] [Batch 1240/1488] [D loss: 0.000753] [G loss: 0.217934]\n",
            "[Epoch 44/45] [Batch 1241/1488] [D loss: 0.000100] [G loss: 0.181876]\n",
            "[Epoch 44/45] [Batch 1242/1488] [D loss: 0.000118] [G loss: 0.209767]\n",
            "[Epoch 44/45] [Batch 1243/1488] [D loss: 0.000093] [G loss: 0.240813]\n",
            "[Epoch 44/45] [Batch 1244/1488] [D loss: 0.000071] [G loss: 0.199586]\n",
            "[Epoch 44/45] [Batch 1245/1488] [D loss: 0.000053] [G loss: 0.254956]\n",
            "[Epoch 44/45] [Batch 1246/1488] [D loss: 0.000048] [G loss: 0.223269]\n",
            "[Epoch 44/45] [Batch 1247/1488] [D loss: 0.000038] [G loss: 0.227685]\n",
            "[Epoch 44/45] [Batch 1248/1488] [D loss: 0.000036] [G loss: 0.252508]\n",
            "[Epoch 44/45] [Batch 1249/1488] [D loss: 0.000036] [G loss: 0.264922]\n",
            "[Epoch 44/45] [Batch 1250/1488] [D loss: 0.000038] [G loss: 0.189477]\n",
            "[Epoch 44/45] [Batch 1251/1488] [D loss: 0.000041] [G loss: 0.186774]\n",
            "[Epoch 44/45] [Batch 1252/1488] [D loss: 0.000327] [G loss: 0.202848]\n",
            "[Epoch 44/45] [Batch 1253/1488] [D loss: 0.000168] [G loss: 0.190449]\n",
            "[Epoch 44/45] [Batch 1254/1488] [D loss: 0.000174] [G loss: 0.218795]\n",
            "[Epoch 44/45] [Batch 1255/1488] [D loss: 0.000081] [G loss: 0.198191]\n",
            "[Epoch 44/45] [Batch 1256/1488] [D loss: 0.000094] [G loss: 0.242079]\n",
            "[Epoch 44/45] [Batch 1257/1488] [D loss: 0.000092] [G loss: 0.183616]\n",
            "[Epoch 44/45] [Batch 1258/1488] [D loss: 0.000062] [G loss: 0.179828]\n",
            "[Epoch 44/45] [Batch 1259/1488] [D loss: 0.000052] [G loss: 0.196463]\n",
            "[Epoch 44/45] [Batch 1260/1488] [D loss: 0.000059] [G loss: 0.204568]\n",
            "[Epoch 44/45] [Batch 1261/1488] [D loss: 0.000053] [G loss: 0.208968]\n",
            "[Epoch 44/45] [Batch 1262/1488] [D loss: 0.000048] [G loss: 0.192423]\n",
            "[Epoch 44/45] [Batch 1263/1488] [D loss: 0.000046] [G loss: 0.196968]\n",
            "[Epoch 44/45] [Batch 1264/1488] [D loss: 0.000045] [G loss: 0.228172]\n",
            "[Epoch 44/45] [Batch 1265/1488] [D loss: 0.000065] [G loss: 0.233140]\n",
            "[Epoch 44/45] [Batch 1266/1488] [D loss: 0.000058] [G loss: 0.175417]\n",
            "[Epoch 44/45] [Batch 1267/1488] [D loss: 0.000045] [G loss: 0.195931]\n",
            "[Epoch 44/45] [Batch 1268/1488] [D loss: 0.000076] [G loss: 0.209275]\n",
            "[Epoch 44/45] [Batch 1269/1488] [D loss: 0.000048] [G loss: 0.219764]\n",
            "[Epoch 44/45] [Batch 1270/1488] [D loss: 0.000060] [G loss: 0.201504]\n",
            "[Epoch 44/45] [Batch 1271/1488] [D loss: 0.000053] [G loss: 0.233921]\n",
            "[Epoch 44/45] [Batch 1272/1488] [D loss: 0.000056] [G loss: 0.165646]\n",
            "[Epoch 44/45] [Batch 1273/1488] [D loss: 0.003637] [G loss: 0.207512]\n",
            "[Epoch 44/45] [Batch 1274/1488] [D loss: 0.001370] [G loss: 0.190024]\n",
            "[Epoch 44/45] [Batch 1275/1488] [D loss: 0.001361] [G loss: 0.220447]\n",
            "[Epoch 44/45] [Batch 1276/1488] [D loss: 0.000399] [G loss: 0.206853]\n",
            "[Epoch 44/45] [Batch 1277/1488] [D loss: 0.000089] [G loss: 0.220513]\n",
            "[Epoch 44/45] [Batch 1278/1488] [D loss: 0.000180] [G loss: 0.222544]\n",
            "[Epoch 44/45] [Batch 1279/1488] [D loss: 0.000152] [G loss: 0.214740]\n",
            "[Epoch 44/45] [Batch 1280/1488] [D loss: 0.000067] [G loss: 0.206892]\n",
            "[Epoch 44/45] [Batch 1281/1488] [D loss: 0.000054] [G loss: 0.249213]\n",
            "[Epoch 44/45] [Batch 1282/1488] [D loss: 0.000096] [G loss: 0.211197]\n",
            "[Epoch 44/45] [Batch 1283/1488] [D loss: 0.000073] [G loss: 0.173875]\n",
            "[Epoch 44/45] [Batch 1284/1488] [D loss: 0.000084] [G loss: 0.257519]\n",
            "[Epoch 44/45] [Batch 1285/1488] [D loss: 0.000114] [G loss: 0.203899]\n",
            "[Epoch 44/45] [Batch 1286/1488] [D loss: 0.000136] [G loss: 0.234299]\n",
            "[Epoch 44/45] [Batch 1287/1488] [D loss: 0.000112] [G loss: 0.204332]\n",
            "[Epoch 44/45] [Batch 1288/1488] [D loss: 0.000086] [G loss: 0.221933]\n",
            "[Epoch 44/45] [Batch 1289/1488] [D loss: 0.000085] [G loss: 0.236303]\n",
            "[Epoch 44/45] [Batch 1290/1488] [D loss: 0.000086] [G loss: 0.223431]\n",
            "[Epoch 44/45] [Batch 1291/1488] [D loss: 0.000085] [G loss: 0.234562]\n",
            "[Epoch 44/45] [Batch 1292/1488] [D loss: 0.000081] [G loss: 0.223999]\n",
            "[Epoch 44/45] [Batch 1293/1488] [D loss: 0.000085] [G loss: 0.233836]\n",
            "[Epoch 44/45] [Batch 1294/1488] [D loss: 0.000069] [G loss: 0.176373]\n",
            "[Epoch 44/45] [Batch 1295/1488] [D loss: 0.000047] [G loss: 0.207892]\n",
            "[Epoch 44/45] [Batch 1296/1488] [D loss: 0.000053] [G loss: 0.242210]\n",
            "[Epoch 44/45] [Batch 1297/1488] [D loss: 0.000057] [G loss: 0.180699]\n",
            "[Epoch 44/45] [Batch 1298/1488] [D loss: 0.000059] [G loss: 0.230280]\n",
            "[Epoch 44/45] [Batch 1299/1488] [D loss: 0.000065] [G loss: 0.203619]\n",
            "[Epoch 44/45] [Batch 1300/1488] [D loss: 0.000080] [G loss: 0.209570]\n",
            "[Epoch 44/45] [Batch 1301/1488] [D loss: 0.000059] [G loss: 0.196472]\n",
            "[Epoch 44/45] [Batch 1302/1488] [D loss: 0.000059] [G loss: 0.199214]\n",
            "[Epoch 44/45] [Batch 1303/1488] [D loss: 0.000087] [G loss: 0.191774]\n",
            "[Epoch 44/45] [Batch 1304/1488] [D loss: 0.000095] [G loss: 0.182415]\n",
            "[Epoch 44/45] [Batch 1305/1488] [D loss: 0.003180] [G loss: 0.184732]\n",
            "[Epoch 44/45] [Batch 1306/1488] [D loss: 0.001359] [G loss: 0.202454]\n",
            "[Epoch 44/45] [Batch 1307/1488] [D loss: 0.001312] [G loss: 0.206363]\n",
            "[Epoch 44/45] [Batch 1308/1488] [D loss: 0.000420] [G loss: 0.177723]\n",
            "[Epoch 44/45] [Batch 1309/1488] [D loss: 0.000086] [G loss: 0.196932]\n",
            "[Epoch 44/45] [Batch 1310/1488] [D loss: 0.000130] [G loss: 0.193397]\n",
            "[Epoch 44/45] [Batch 1311/1488] [D loss: 0.001053] [G loss: 0.183813]\n",
            "[Epoch 44/45] [Batch 1312/1488] [D loss: 0.000555] [G loss: 0.234955]\n",
            "[Epoch 44/45] [Batch 1313/1488] [D loss: 0.000440] [G loss: 0.244739]\n",
            "[Epoch 44/45] [Batch 1314/1488] [D loss: 0.000186] [G loss: 0.194968]\n",
            "[Epoch 44/45] [Batch 1315/1488] [D loss: 0.000109] [G loss: 0.226001]\n",
            "[Epoch 44/45] [Batch 1316/1488] [D loss: 0.000114] [G loss: 0.204182]\n",
            "[Epoch 44/45] [Batch 1317/1488] [D loss: 0.000089] [G loss: 0.166912]\n",
            "[Epoch 44/45] [Batch 1318/1488] [D loss: 0.000058] [G loss: 0.198056]\n",
            "[Epoch 44/45] [Batch 1319/1488] [D loss: 0.000037] [G loss: 0.220732]\n",
            "[Epoch 44/45] [Batch 1320/1488] [D loss: 0.000036] [G loss: 0.208570]\n",
            "[Epoch 44/45] [Batch 1321/1488] [D loss: 0.000041] [G loss: 0.173197]\n",
            "[Epoch 44/45] [Batch 1322/1488] [D loss: 0.000034] [G loss: 0.158069]\n",
            "[Epoch 44/45] [Batch 1323/1488] [D loss: 0.000079] [G loss: 0.192288]\n",
            "[Epoch 44/45] [Batch 1324/1488] [D loss: 0.000051] [G loss: 0.208568]\n",
            "[Epoch 44/45] [Batch 1325/1488] [D loss: 0.000045] [G loss: 0.193389]\n",
            "[Epoch 44/45] [Batch 1326/1488] [D loss: 0.000046] [G loss: 0.142869]\n",
            "[Epoch 44/45] [Batch 1327/1488] [D loss: 0.000065] [G loss: 0.172764]\n",
            "[Epoch 44/45] [Batch 1328/1488] [D loss: 0.000069] [G loss: 0.215611]\n",
            "[Epoch 44/45] [Batch 1329/1488] [D loss: 0.000062] [G loss: 0.216270]\n",
            "[Epoch 44/45] [Batch 1330/1488] [D loss: 0.000062] [G loss: 0.207358]\n",
            "[Epoch 44/45] [Batch 1331/1488] [D loss: 0.000080] [G loss: 0.255762]\n",
            "[Epoch 44/45] [Batch 1332/1488] [D loss: 0.000092] [G loss: 0.222988]\n",
            "[Epoch 44/45] [Batch 1333/1488] [D loss: 0.000100] [G loss: 0.181582]\n",
            "[Epoch 44/45] [Batch 1334/1488] [D loss: 0.000102] [G loss: 0.198387]\n",
            "[Epoch 44/45] [Batch 1335/1488] [D loss: 0.000091] [G loss: 0.193952]\n",
            "[Epoch 44/45] [Batch 1336/1488] [D loss: 0.000076] [G loss: 0.222936]\n",
            "[Epoch 44/45] [Batch 1337/1488] [D loss: 0.000066] [G loss: 0.199199]\n",
            "[Epoch 44/45] [Batch 1338/1488] [D loss: 0.000080] [G loss: 0.239349]\n",
            "[Epoch 44/45] [Batch 1339/1488] [D loss: 0.000089] [G loss: 0.220131]\n",
            "[Epoch 44/45] [Batch 1340/1488] [D loss: 0.000090] [G loss: 0.202183]\n",
            "[Epoch 44/45] [Batch 1341/1488] [D loss: 0.000082] [G loss: 0.194817]\n",
            "[Epoch 44/45] [Batch 1342/1488] [D loss: 0.000067] [G loss: 0.199026]\n",
            "[Epoch 44/45] [Batch 1343/1488] [D loss: 0.000044] [G loss: 0.178111]\n",
            "[Epoch 44/45] [Batch 1344/1488] [D loss: 0.000033] [G loss: 0.178920]\n",
            "[Epoch 44/45] [Batch 1345/1488] [D loss: 0.000044] [G loss: 0.245621]\n",
            "[Epoch 44/45] [Batch 1346/1488] [D loss: 0.000041] [G loss: 0.256377]\n",
            "[Epoch 44/45] [Batch 1347/1488] [D loss: 0.000039] [G loss: 0.220186]\n",
            "[Epoch 44/45] [Batch 1348/1488] [D loss: 0.000042] [G loss: 0.263931]\n",
            "[Epoch 44/45] [Batch 1349/1488] [D loss: 0.000033] [G loss: 0.175341]\n",
            "[Epoch 44/45] [Batch 1350/1488] [D loss: 0.000029] [G loss: 0.209815]\n",
            "[Epoch 44/45] [Batch 1351/1488] [D loss: 0.000039] [G loss: 0.281450]\n",
            "[Epoch 44/45] [Batch 1352/1488] [D loss: 0.000054] [G loss: 0.234754]\n",
            "[Epoch 44/45] [Batch 1353/1488] [D loss: 0.000117] [G loss: 0.205666]\n",
            "[Epoch 44/45] [Batch 1354/1488] [D loss: 0.000055] [G loss: 0.280840]\n",
            "[Epoch 44/45] [Batch 1355/1488] [D loss: 0.000213] [G loss: 0.189350]\n",
            "[Epoch 44/45] [Batch 1356/1488] [D loss: 0.000111] [G loss: 0.197275]\n",
            "[Epoch 44/45] [Batch 1357/1488] [D loss: 0.000133] [G loss: 0.210097]\n",
            "[Epoch 44/45] [Batch 1358/1488] [D loss: 0.000102] [G loss: 0.210574]\n",
            "[Epoch 44/45] [Batch 1359/1488] [D loss: 0.000076] [G loss: 0.249539]\n",
            "[Epoch 44/45] [Batch 1360/1488] [D loss: 0.000064] [G loss: 0.215550]\n",
            "[Epoch 44/45] [Batch 1361/1488] [D loss: 0.000071] [G loss: 0.232388]\n",
            "[Epoch 44/45] [Batch 1362/1488] [D loss: 0.000066] [G loss: 0.173259]\n",
            "[Epoch 44/45] [Batch 1363/1488] [D loss: 0.000051] [G loss: 0.154133]\n",
            "[Epoch 44/45] [Batch 1364/1488] [D loss: 0.000040] [G loss: 0.232816]\n",
            "[Epoch 44/45] [Batch 1365/1488] [D loss: 0.000032] [G loss: 0.229665]\n",
            "[Epoch 44/45] [Batch 1366/1488] [D loss: 0.000036] [G loss: 0.183540]\n",
            "[Epoch 44/45] [Batch 1367/1488] [D loss: 0.000033] [G loss: 0.159376]\n",
            "[Epoch 44/45] [Batch 1368/1488] [D loss: 0.000027] [G loss: 0.258294]\n",
            "[Epoch 44/45] [Batch 1369/1488] [D loss: 0.000030] [G loss: 0.223446]\n",
            "[Epoch 44/45] [Batch 1370/1488] [D loss: 0.000034] [G loss: 0.274860]\n",
            "[Epoch 44/45] [Batch 1371/1488] [D loss: 0.000080] [G loss: 0.190185]\n",
            "[Epoch 44/45] [Batch 1372/1488] [D loss: 0.000236] [G loss: 0.217499]\n",
            "[Epoch 44/45] [Batch 1373/1488] [D loss: 0.000212] [G loss: 0.224622]\n",
            "[Epoch 44/45] [Batch 1374/1488] [D loss: 0.000250] [G loss: 0.219223]\n",
            "[Epoch 44/45] [Batch 1375/1488] [D loss: 0.000185] [G loss: 0.225316]\n",
            "[Epoch 44/45] [Batch 1376/1488] [D loss: 0.000159] [G loss: 0.231177]\n",
            "[Epoch 44/45] [Batch 1377/1488] [D loss: 0.000170] [G loss: 0.252582]\n",
            "[Epoch 44/45] [Batch 1378/1488] [D loss: 0.000190] [G loss: 0.179361]\n",
            "[Epoch 44/45] [Batch 1379/1488] [D loss: 0.000190] [G loss: 0.184993]\n",
            "[Epoch 44/45] [Batch 1380/1488] [D loss: 0.000213] [G loss: 0.209252]\n",
            "[Epoch 44/45] [Batch 1381/1488] [D loss: 0.000241] [G loss: 0.173686]\n",
            "[Epoch 44/45] [Batch 1382/1488] [D loss: 0.000294] [G loss: 0.203719]\n",
            "[Epoch 44/45] [Batch 1383/1488] [D loss: 0.000348] [G loss: 0.241684]\n",
            "[Epoch 44/45] [Batch 1384/1488] [D loss: 0.000408] [G loss: 0.229504]\n",
            "[Epoch 44/45] [Batch 1385/1488] [D loss: 0.000453] [G loss: 0.224580]\n",
            "[Epoch 44/45] [Batch 1386/1488] [D loss: 0.000450] [G loss: 0.198867]\n",
            "[Epoch 44/45] [Batch 1387/1488] [D loss: 0.000435] [G loss: 0.245703]\n",
            "[Epoch 44/45] [Batch 1388/1488] [D loss: 0.000439] [G loss: 0.208444]\n",
            "[Epoch 44/45] [Batch 1389/1488] [D loss: 0.000479] [G loss: 0.199649]\n",
            "[Epoch 44/45] [Batch 1390/1488] [D loss: 0.000545] [G loss: 0.176948]\n",
            "[Epoch 44/45] [Batch 1391/1488] [D loss: 0.000633] [G loss: 0.237300]\n",
            "[Epoch 44/45] [Batch 1392/1488] [D loss: 0.000735] [G loss: 0.241024]\n",
            "[Epoch 44/45] [Batch 1393/1488] [D loss: 0.000843] [G loss: 0.197134]\n",
            "[Epoch 44/45] [Batch 1394/1488] [D loss: 0.000940] [G loss: 0.212121]\n",
            "[Epoch 44/45] [Batch 1395/1488] [D loss: 0.001003] [G loss: 0.212411]\n",
            "[Epoch 44/45] [Batch 1396/1488] [D loss: 0.001007] [G loss: 0.166383]\n",
            "[Epoch 44/45] [Batch 1397/1488] [D loss: 0.000972] [G loss: 0.210809]\n",
            "[Epoch 44/45] [Batch 1398/1488] [D loss: 0.000923] [G loss: 0.252205]\n",
            "[Epoch 44/45] [Batch 1399/1488] [D loss: 0.000855] [G loss: 0.214287]\n",
            "[Epoch 44/45] [Batch 1400/1488] [D loss: 0.000830] [G loss: 0.207481]\n",
            "[Epoch 44/45] [Batch 1401/1488] [D loss: 0.000791] [G loss: 0.184138]\n",
            "[Epoch 44/45] [Batch 1402/1488] [D loss: 0.000691] [G loss: 0.213797]\n",
            "[Epoch 44/45] [Batch 1403/1488] [D loss: 0.000572] [G loss: 0.232295]\n",
            "[Epoch 44/45] [Batch 1404/1488] [D loss: 0.000456] [G loss: 0.182602]\n",
            "[Epoch 44/45] [Batch 1405/1488] [D loss: 0.000333] [G loss: 0.201031]\n",
            "[Epoch 44/45] [Batch 1406/1488] [D loss: 0.000397] [G loss: 0.197082]\n",
            "[Epoch 44/45] [Batch 1407/1488] [D loss: 0.000244] [G loss: 0.204080]\n",
            "[Epoch 44/45] [Batch 1408/1488] [D loss: 0.000235] [G loss: 0.212937]\n",
            "[Epoch 44/45] [Batch 1409/1488] [D loss: 0.000222] [G loss: 0.247764]\n",
            "[Epoch 44/45] [Batch 1410/1488] [D loss: 0.000181] [G loss: 0.222714]\n",
            "[Epoch 44/45] [Batch 1411/1488] [D loss: 0.000152] [G loss: 0.199601]\n",
            "[Epoch 44/45] [Batch 1412/1488] [D loss: 0.000143] [G loss: 0.163129]\n",
            "[Epoch 44/45] [Batch 1413/1488] [D loss: 0.000170] [G loss: 0.139982]\n",
            "[Epoch 44/45] [Batch 1414/1488] [D loss: 0.000157] [G loss: 0.202205]\n",
            "[Epoch 44/45] [Batch 1415/1488] [D loss: 0.000171] [G loss: 0.199369]\n",
            "[Epoch 44/45] [Batch 1416/1488] [D loss: 0.000182] [G loss: 0.247946]\n",
            "[Epoch 44/45] [Batch 1417/1488] [D loss: 0.000184] [G loss: 0.215050]\n",
            "[Epoch 44/45] [Batch 1418/1488] [D loss: 0.000198] [G loss: 0.187402]\n",
            "[Epoch 44/45] [Batch 1419/1488] [D loss: 0.000224] [G loss: 0.162225]\n",
            "[Epoch 44/45] [Batch 1420/1488] [D loss: 0.000255] [G loss: 0.209751]\n",
            "[Epoch 44/45] [Batch 1421/1488] [D loss: 0.000292] [G loss: 0.219469]\n",
            "[Epoch 44/45] [Batch 1422/1488] [D loss: 0.000322] [G loss: 0.195976]\n",
            "[Epoch 44/45] [Batch 1423/1488] [D loss: 0.000347] [G loss: 0.233671]\n",
            "[Epoch 44/45] [Batch 1424/1488] [D loss: 0.000372] [G loss: 0.188194]\n",
            "[Epoch 44/45] [Batch 1425/1488] [D loss: 0.000384] [G loss: 0.207972]\n",
            "[Epoch 44/45] [Batch 1426/1488] [D loss: 0.000392] [G loss: 0.212658]\n",
            "[Epoch 44/45] [Batch 1427/1488] [D loss: 0.000369] [G loss: 0.245109]\n",
            "[Epoch 44/45] [Batch 1428/1488] [D loss: 0.000367] [G loss: 0.284550]\n",
            "[Epoch 44/45] [Batch 1429/1488] [D loss: 0.000378] [G loss: 0.201865]\n",
            "[Epoch 44/45] [Batch 1430/1488] [D loss: 0.000392] [G loss: 0.217985]\n",
            "[Epoch 44/45] [Batch 1431/1488] [D loss: 0.000393] [G loss: 0.210731]\n",
            "[Epoch 44/45] [Batch 1432/1488] [D loss: 0.000370] [G loss: 0.227197]\n",
            "[Epoch 44/45] [Batch 1433/1488] [D loss: 0.000349] [G loss: 0.253648]\n",
            "[Epoch 44/45] [Batch 1434/1488] [D loss: 0.000344] [G loss: 0.189326]\n",
            "[Epoch 44/45] [Batch 1435/1488] [D loss: 0.000345] [G loss: 0.192750]\n",
            "[Epoch 44/45] [Batch 1436/1488] [D loss: 0.000349] [G loss: 0.218481]\n",
            "[Epoch 44/45] [Batch 1437/1488] [D loss: 0.000343] [G loss: 0.184056]\n",
            "[Epoch 44/45] [Batch 1438/1488] [D loss: 0.000305] [G loss: 0.257693]\n",
            "[Epoch 44/45] [Batch 1439/1488] [D loss: 0.000260] [G loss: 0.178959]\n",
            "[Epoch 44/45] [Batch 1440/1488] [D loss: 0.000160] [G loss: 0.191216]\n",
            "[Epoch 44/45] [Batch 1441/1488] [D loss: 0.000135] [G loss: 0.224715]\n",
            "[Epoch 44/45] [Batch 1442/1488] [D loss: 0.000098] [G loss: 0.199636]\n",
            "[Epoch 44/45] [Batch 1443/1488] [D loss: 0.000068] [G loss: 0.231964]\n",
            "[Epoch 44/45] [Batch 1444/1488] [D loss: 0.000073] [G loss: 0.222905]\n",
            "[Epoch 44/45] [Batch 1445/1488] [D loss: 0.000052] [G loss: 0.204031]\n",
            "[Epoch 44/45] [Batch 1446/1488] [D loss: 0.001521] [G loss: 0.210710]\n",
            "[Epoch 44/45] [Batch 1447/1488] [D loss: 0.000602] [G loss: 0.209984]\n",
            "[Epoch 44/45] [Batch 1448/1488] [D loss: 0.000884] [G loss: 0.231538]\n",
            "[Epoch 44/45] [Batch 1449/1488] [D loss: 0.000658] [G loss: 0.237476]\n",
            "[Epoch 44/45] [Batch 1450/1488] [D loss: 0.000384] [G loss: 0.245511]\n",
            "[Epoch 44/45] [Batch 1451/1488] [D loss: 0.000266] [G loss: 0.173670]\n",
            "[Epoch 44/45] [Batch 1452/1488] [D loss: 0.000355] [G loss: 0.225650]\n",
            "[Epoch 44/45] [Batch 1453/1488] [D loss: 0.000497] [G loss: 0.217870]\n",
            "[Epoch 44/45] [Batch 1454/1488] [D loss: 0.000638] [G loss: 0.220007]\n",
            "[Epoch 44/45] [Batch 1455/1488] [D loss: 0.000737] [G loss: 0.189369]\n",
            "[Epoch 44/45] [Batch 1456/1488] [D loss: 0.000788] [G loss: 0.184853]\n",
            "[Epoch 44/45] [Batch 1457/1488] [D loss: 0.000871] [G loss: 0.202255]\n",
            "[Epoch 44/45] [Batch 1458/1488] [D loss: 0.000940] [G loss: 0.207365]\n",
            "[Epoch 44/45] [Batch 1459/1488] [D loss: 0.000927] [G loss: 0.154467]\n",
            "[Epoch 44/45] [Batch 1460/1488] [D loss: 0.000837] [G loss: 0.227993]\n",
            "[Epoch 44/45] [Batch 1461/1488] [D loss: 0.000733] [G loss: 0.260714]\n",
            "[Epoch 44/45] [Batch 1462/1488] [D loss: 0.000645] [G loss: 0.213467]\n",
            "[Epoch 44/45] [Batch 1463/1488] [D loss: 0.000535] [G loss: 0.201292]\n",
            "[Epoch 44/45] [Batch 1464/1488] [D loss: 0.000412] [G loss: 0.166945]\n",
            "[Epoch 44/45] [Batch 1465/1488] [D loss: 0.000303] [G loss: 0.253170]\n",
            "[Epoch 44/45] [Batch 1466/1488] [D loss: 0.000209] [G loss: 0.255824]\n",
            "[Epoch 44/45] [Batch 1467/1488] [D loss: 0.000152] [G loss: 0.231820]\n",
            "[Epoch 44/45] [Batch 1468/1488] [D loss: 0.000140] [G loss: 0.195020]\n",
            "[Epoch 44/45] [Batch 1469/1488] [D loss: 0.000124] [G loss: 0.247795]\n",
            "[Epoch 44/45] [Batch 1470/1488] [D loss: 0.000136] [G loss: 0.186037]\n",
            "[Epoch 44/45] [Batch 1471/1488] [D loss: 0.000124] [G loss: 0.216984]\n",
            "[Epoch 44/45] [Batch 1472/1488] [D loss: 0.000147] [G loss: 0.252413]\n",
            "[Epoch 44/45] [Batch 1473/1488] [D loss: 0.000154] [G loss: 0.204581]\n",
            "[Epoch 44/45] [Batch 1474/1488] [D loss: 0.000162] [G loss: 0.238074]\n",
            "[Epoch 44/45] [Batch 1475/1488] [D loss: 0.000217] [G loss: 0.180590]\n",
            "[Epoch 44/45] [Batch 1476/1488] [D loss: 0.000385] [G loss: 0.154465]\n",
            "[Epoch 44/45] [Batch 1477/1488] [D loss: 0.000311] [G loss: 0.217984]\n",
            "[Epoch 44/45] [Batch 1478/1488] [D loss: 0.000362] [G loss: 0.208765]\n",
            "[Epoch 44/45] [Batch 1479/1488] [D loss: 0.000372] [G loss: 0.230031]\n",
            "[Epoch 44/45] [Batch 1480/1488] [D loss: 0.000500] [G loss: 0.225788]\n",
            "[Epoch 44/45] [Batch 1481/1488] [D loss: 0.000613] [G loss: 0.187347]\n",
            "[Epoch 44/45] [Batch 1482/1488] [D loss: 0.000799] [G loss: 0.235496]\n",
            "[Epoch 44/45] [Batch 1483/1488] [D loss: 0.000955] [G loss: 0.210194]\n",
            "[Epoch 44/45] [Batch 1484/1488] [D loss: 0.001139] [G loss: 0.243226]\n",
            "[Epoch 44/45] [Batch 1485/1488] [D loss: 0.001305] [G loss: 0.231798]\n",
            "[Epoch 44/45] [Batch 1486/1488] [D loss: 0.001439] [G loss: 0.166839]\n",
            "[Epoch 44/45] [Batch 1487/1488] [D loss: 0.001569] [G loss: 0.183022]\n",
            "Training Ends !!!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vx50V4GuCEBC"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gK3-AiGsH6Ew"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}