mnist_ConditionalGAN.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "mnist-ConditionalGAN.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "authorship_tag": "ABX9TyOZ3nC4OkNxoXLyKMUES1tM",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/choiking10/ML-tutorial/blob/main/mnist_ConditionalGAN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9iv2tHGUK2jV"
      },
      "source": [
        "# Contidiontal GAN Implementation\r\n",
        "\r\n",
        "MLP + Conditional Training by MNIST."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oZD6kkKtK330"
      },
      "source": [
        "# Result\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145
        },
        "id": "TXCrvEPsvbrd",
        "outputId": "5cc6c650-2c2f-4e6b-eeec-513312886bdb"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "# filepaths\n",
        "fp_in = \"samples_500/*.png\"\n",
        "fp_out = \"result.gif\"\n",
        "stop_while = 5\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "sorted_images = sorted(glob.glob(fp_in))\n",
        "\n",
        "for i in range(5):\n",
        "  sorted_images.append(sorted_images[-1])\n",
        "\n",
        "img, *imgs = [Image.open(f).resize((320, 128), Image.NEAREST) for f in (sorted_images)]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)\n",
        "\n",
        "from IPython.display import Image, display\n",
        "with open(fp_out,'rb') as f:\n",
        "    display(Image(data=f.read(), format='png'))\n"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UvqqBMaR3vwI"
      },
      "source": [
        "# Training Step"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "nGp9nOefJwCF",
        "outputId": "38f4d7b2-2674-4515-98d0-89326f1412b8"
      },
      "source": [
        "import os\r\n",
        "import torch\r\n",
        "import torchvision\r\n",
        "import torch.nn as nn\r\n",
        "from torchvision import transforms\r\n",
        "from torchvision.utils import save_image\r\n",
        "from IPython.display import Image\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "\r\n",
        "def grid_image(tensor_images, size=10, nrow=5):\r\n",
        "  tensor_images = ((tensor_images + 1) / 2 ).clamp(0, 1)\r\n",
        "  return torchvision.utils.make_grid(tensor_images[:size], nrow=nrow)\r\n",
        "\r\n",
        "def show_image(tensor_images, size=10, nrow=5):\r\n",
        "  to_pil = transforms.ToPILImage()\r\n",
        "  grid_img = grid_image(tensor_images)\r\n",
        "  plt.imshow(to_pil(grid_img), interpolation=\"bicubic\")\r\n",
        "\r\n",
        "class Discriminator(nn.Module):\r\n",
        "  def __init__(self, image_size, hidden_size):\r\n",
        "    super(Discriminator, self).__init__()\r\n",
        "    condition_size = image_size\r\n",
        "    self.main = nn.Sequential(\r\n",
        "        nn.Linear(image_size+condition_size, hidden_size),\r\n",
        "        nn.LeakyReLU(0.2),\r\n",
        "        nn.Linear(hidden_size, hidden_size),\r\n",
        "        nn.BatchNorm1d(hidden_size),\r\n",
        "        nn.LeakyReLU(0.2),\r\n",
        "        nn.Linear(hidden_size, hidden_size),\r\n",
        "        nn.BatchNorm1d(hidden_size),\r\n",
        "        nn.LeakyReLU(0.2),\r\n",
        "        nn.Linear(hidden_size, 1),\r\n",
        "        nn.Sigmoid()\r\n",
        "    )\r\n",
        "  def forward(self, image, y):\r\n",
        "    y = y.repeat_interleave(image.shape[1]).view(image.shape[0], -1)\r\n",
        "    x = torch.cat((image, y), 1)\r\n",
        "    return self.main(x)\r\n",
        "\r\n",
        "class Generator(nn.Module):\r\n",
        "  def __init__(self, latent_size, hidden_size, image_size):\r\n",
        "    super(Generator, self).__init__()\r\n",
        "    condition_size = latent_size\r\n",
        "    self.main = nn.Sequential(\r\n",
        "        nn.Linear(latent_size + condition_size, hidden_size),\r\n",
        "        nn.ReLU(0.2),\r\n",
        "        nn.Linear(hidden_size, hidden_size),\r\n",
        "        nn.BatchNorm1d(hidden_size),\r\n",
        "        nn.ReLU(0.2),\r\n",
        "        nn.Linear(hidden_size, hidden_size),\r\n",
        "        nn.BatchNorm1d(hidden_size),\r\n",
        "        nn.ReLU(0.2),\r\n",
        "        nn.Linear(hidden_size, image_size),\r\n",
        "        nn.Tanh()\r\n",
        "    )\r\n",
        "  def forward(self, z, y):\r\n",
        "    y = y.repeat_interleave(z.shape[1]).view(z.shape[0], -1)\r\n",
        "    z = torch.cat((z, y), 1)\r\n",
        "    return self.main(z)\r\n",
        "\r\n",
        "def binary_cross_entropy(out, target):\r\n",
        "  return - torch.mean(target * torch.log(out + 1e-10) + (1-target) * torch.log(1-out+1e-10))\r\n",
        "\r\n",
        "def main():\r\n",
        "  \r\n",
        "  device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\r\n",
        "  print(f\"using device {device}\")\r\n",
        "  # Hyper-parameters\r\n",
        "\r\n",
        "  latent_size = 64\r\n",
        "  hidden_size = 256\r\n",
        "  image_size = 784\r\n",
        "\r\n",
        "  num_epochs = 100\r\n",
        "  batch_size = 100\r\n",
        "  sample_dir = 'samples_500'\r\n",
        "\r\n",
        "  if not os.path.exists(sample_dir):\r\n",
        "    os.makedirs(sample_dir)\r\n",
        "\r\n",
        "  transform = transforms.Compose([\r\n",
        "    transforms.ToTensor(),\r\n",
        "    transforms.Normalize(mean=[0.5], std=[0.5])                              \r\n",
        "  ])\r\n",
        "\r\n",
        "  mnist = torchvision.datasets.MNIST(root='../../data/',\r\n",
        "                                    train=True,\r\n",
        "                                    transform=transform,\r\n",
        "                                    download=True)\r\n",
        "\r\n",
        "  data_loader = torch.utils.data.DataLoader(dataset=mnist,\r\n",
        "                                            batch_size=batch_size,\r\n",
        "                                            shuffle=True)\r\n",
        "\r\n",
        "  D = Discriminator(image_size, hidden_size).to(device)\r\n",
        "  G = Generator(latent_size, hidden_size, image_size).to(device)\r\n",
        "\r\n",
        "  criterion = nn.BCELoss()\r\n",
        "  d_optimizer = torch.optim.Adam(D.parameters(), lr=0.0002)\r\n",
        "  g_optimizer = torch.optim.Adam(G.parameters(), lr=0.0002)\r\n",
        "\r\n",
        "  total_step = len(data_loader)\r\n",
        "  def reset_grad():\r\n",
        "    d_optimizer.zero_grad()\r\n",
        "    g_optimizer.zero_grad()\r\n",
        "  \r\n",
        "  def rand_z(bat=batch_size, lat=latent_size):\r\n",
        "    return torch.randn(bat, lat).to(device)\r\n",
        "\r\n",
        "  for epoch in range(num_epochs):\r\n",
        "    fake_images = None\r\n",
        "    for i, (images, y) in enumerate(data_loader):\r\n",
        "      images = images.view(batch_size, -1).to(device)\r\n",
        "      y = y.to(device)\r\n",
        "\r\n",
        "      real_label = torch.ones(batch_size, 1).to(device)\r\n",
        "      fake_label = torch.zeros(batch_size, 1).to(device)\r\n",
        "\r\n",
        "      # ---- D ----\r\n",
        "      z = rand_z()\r\n",
        "\r\n",
        "      # real\r\n",
        "      real_outputs = D(images, y)\r\n",
        "      d_loss_real = binary_cross_entropy(real_outputs, real_label)\r\n",
        "      real_score = real_outputs\r\n",
        "\r\n",
        "      # fake\r\n",
        "      fake_images = G(z, y)\r\n",
        "      fake_outputs = D(fake_images, y)\r\n",
        "      d_loss_fake = binary_cross_entropy(fake_outputs, fake_label)\r\n",
        "      fake_score = fake_outputs\r\n",
        "      \r\n",
        "      # loss\r\n",
        "      d_loss = d_loss_real + d_loss_fake\r\n",
        "      \r\n",
        "      # backprop\r\n",
        "      reset_grad()\r\n",
        "      d_loss.backward()\r\n",
        "      d_optimizer.step()\r\n",
        "\r\n",
        "      # ---- G ----\r\n",
        "      z = rand_z()\r\n",
        "      fake_images = G(z, y)\r\n",
        "      outputs = D(fake_images, y)\r\n",
        "      g_loss = binary_cross_entropy(outputs, real_label)\r\n",
        "      \r\n",
        "      reset_grad()\r\n",
        "      g_loss.backward()\r\n",
        "      g_optimizer.step()\r\n",
        "\r\n",
        "      if (i + 1) % 300 == 0:\r\n",
        "        print(f'Epoch [{epoch}/{num_epochs}], Step [{i+1}/{total_step}],' + \r\n",
        "        f'd_loss: {d_loss:.8f}, g_loss: {g_loss:.8f}, ' + \r\n",
        "        f'D(x): {real_score.mean():.2f}, D(G(z)): {fake_score.mean():.2f}')\r\n",
        "\r\n",
        "    if (epoch + 1) % 5 == 0:\r\n",
        "      # save_image(grid_image(fake_images.view(batch_size, 1, 28, 28)),\r\n",
        "      #            os.path.join(sample_dir, f'real_images_{epoch+1:03d}.png'))\r\n",
        "      with torch.no_grad():\r\n",
        "        zs = rand_z(10)\r\n",
        "        test = torch.tensor([i for i in range(10)]).to(device).view(-1)\r\n",
        "        images = G(zs, test)\r\n",
        "        save_image(grid_image(torch.tensor(images).view(10, 1, 28, 28)),\r\n",
        "                  os.path.join(sample_dir, f'fake_images_{epoch+1:03d}.png'))\r\n",
        "        show_image(grid_image(torch.tensor(images).view(10, 1, 28, 28)))\r\n",
        "    # if (epoch + 1) % 50 == 0:\r\n",
        "    #   show_image(fake_images.view(batch_size, 1, 28, 28))\r\n",
        "    \r\n",
        "main()\r\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "using device cuda\n",
            "Epoch [0/100], Step [300/600],d_loss: 0.83075321, g_loss: 1.18925822, D(x): 0.67, D(G(z)): 0.33\n",
            "Epoch [0/100], Step [600/600],d_loss: 0.99629545, g_loss: 1.06473577, D(x): 0.58, D(G(z)): 0.34\n",
            "Epoch [1/100], Step [300/600],d_loss: 0.97139978, g_loss: 1.04819441, D(x): 0.61, D(G(z)): 0.37\n",
            "Epoch [1/100], Step [600/600],d_loss: 0.87613422, g_loss: 1.23082232, D(x): 0.64, D(G(z)): 0.32\n",
            "Epoch [2/100], Step [300/600],d_loss: 0.89770210, g_loss: 1.19757330, D(x): 0.65, D(G(z)): 0.35\n",
            "Epoch [2/100], Step [600/600],d_loss: 0.94515646, g_loss: 1.08447111, D(x): 0.64, D(G(z)): 0.36\n",
            "Epoch [3/100], Step [300/600],d_loss: 0.97616053, g_loss: 1.35187125, D(x): 0.56, D(G(z)): 0.30\n",
            "Epoch [3/100], Step [600/600],d_loss: 0.59526426, g_loss: 1.81048906, D(x): 0.70, D(G(z)): 0.19\n",
            "Epoch [4/100], Step [300/600],d_loss: 0.82395995, g_loss: 1.39575195, D(x): 0.65, D(G(z)): 0.29\n",
            "Epoch [4/100], Step [600/600],d_loss: 0.98363221, g_loss: 1.23480546, D(x): 0.65, D(G(z)): 0.36\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:163: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:165: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch [5/100], Step [300/600],d_loss: 0.82432640, g_loss: 1.29797757, D(x): 0.65, D(G(z)): 0.27\n",
            "Epoch [5/100], Step [600/600],d_loss: 0.70577681, g_loss: 1.41895759, D(x): 0.81, D(G(z)): 0.36\n",
            "Epoch [6/100], Step [300/600],d_loss: 0.57761371, g_loss: 1.69583678, D(x): 0.78, D(G(z)): 0.25\n",
            "Epoch [6/100], Step [600/600],d_loss: 0.60982621, g_loss: 1.72513318, D(x): 0.71, D(G(z)): 0.21\n",
            "Epoch [7/100], Step [300/600],d_loss: 0.85424626, g_loss: 1.33298445, D(x): 0.66, D(G(z)): 0.28\n",
            "Epoch [7/100], Step [600/600],d_loss: 0.37200391, g_loss: 1.98512292, D(x): 0.89, D(G(z)): 0.21\n",
            "Epoch [8/100], Step [300/600],d_loss: 0.39863306, g_loss: 2.07974005, D(x): 0.84, D(G(z)): 0.19\n",
            "Epoch [8/100], Step [600/600],d_loss: 1.12220907, g_loss: 1.34967875, D(x): 0.53, D(G(z)): 0.30\n",
            "Epoch [9/100], Step [300/600],d_loss: 0.57630521, g_loss: 1.51998568, D(x): 0.85, D(G(z)): 0.32\n",
            "Epoch [9/100], Step [600/600],d_loss: 0.78483427, g_loss: 1.34936631, D(x): 0.68, D(G(z)): 0.29\n",
            "Epoch [10/100], Step [300/600],d_loss: 0.81188393, g_loss: 1.49295747, D(x): 0.72, D(G(z)): 0.34\n",
            "Epoch [10/100], Step [600/600],d_loss: 0.68415552, g_loss: 1.23666835, D(x): 0.74, D(G(z)): 0.29\n",
            "Epoch [11/100], Step [300/600],d_loss: 0.69903672, g_loss: 1.20594728, D(x): 0.81, D(G(z)): 0.34\n",
            "Epoch [11/100], Step [600/600],d_loss: 0.70080823, g_loss: 1.67578673, D(x): 0.69, D(G(z)): 0.24\n",
            "Epoch [12/100], Step [300/600],d_loss: 0.97818440, g_loss: 1.48938286, D(x): 0.64, D(G(z)): 0.37\n",
            "Epoch [12/100], Step [600/600],d_loss: 0.80447531, g_loss: 1.06240976, D(x): 0.77, D(G(z)): 0.39\n",
            "Epoch [13/100], Step [300/600],d_loss: 0.55806470, g_loss: 1.73450601, D(x): 0.82, D(G(z)): 0.26\n",
            "Epoch [13/100], Step [600/600],d_loss: 0.68670762, g_loss: 1.57477510, D(x): 0.67, D(G(z)): 0.19\n",
            "Epoch [14/100], Step [300/600],d_loss: 0.82144803, g_loss: 1.70184684, D(x): 0.65, D(G(z)): 0.28\n",
            "Epoch [14/100], Step [600/600],d_loss: 1.01597500, g_loss: 1.88694990, D(x): 0.53, D(G(z)): 0.21\n",
            "Epoch [15/100], Step [300/600],d_loss: 0.59832996, g_loss: 1.61781526, D(x): 0.80, D(G(z)): 0.27\n",
            "Epoch [15/100], Step [600/600],d_loss: 0.80380654, g_loss: 1.41855514, D(x): 0.74, D(G(z)): 0.33\n",
            "Epoch [16/100], Step [300/600],d_loss: 0.76566905, g_loss: 1.41551328, D(x): 0.74, D(G(z)): 0.33\n",
            "Epoch [16/100], Step [600/600],d_loss: 0.75131339, g_loss: 1.73290217, D(x): 0.77, D(G(z)): 0.33\n",
            "Epoch [17/100], Step [300/600],d_loss: 0.97975016, g_loss: 1.54997861, D(x): 0.63, D(G(z)): 0.31\n",
            "Epoch [17/100], Step [600/600],d_loss: 0.45693883, g_loss: 2.68126631, D(x): 0.74, D(G(z)): 0.11\n",
            "Epoch [18/100], Step [300/600],d_loss: 0.89749646, g_loss: 1.30499971, D(x): 0.64, D(G(z)): 0.30\n",
            "Epoch [18/100], Step [600/600],d_loss: 0.76062357, g_loss: 1.22002411, D(x): 0.72, D(G(z)): 0.31\n",
            "Epoch [19/100], Step [300/600],d_loss: 0.55484736, g_loss: 2.34052134, D(x): 0.74, D(G(z)): 0.17\n",
            "Epoch [19/100], Step [600/600],d_loss: 1.22363210, g_loss: 1.49457979, D(x): 0.58, D(G(z)): 0.37\n",
            "Epoch [20/100], Step [300/600],d_loss: 0.72208560, g_loss: 1.46431684, D(x): 0.68, D(G(z)): 0.23\n",
            "Epoch [20/100], Step [600/600],d_loss: 0.46219611, g_loss: 2.07011628, D(x): 0.88, D(G(z)): 0.25\n",
            "Epoch [21/100], Step [300/600],d_loss: 0.54836959, g_loss: 1.75139356, D(x): 0.84, D(G(z)): 0.27\n",
            "Epoch [21/100], Step [600/600],d_loss: 0.64783114, g_loss: 1.55976892, D(x): 0.76, D(G(z)): 0.28\n",
            "Epoch [22/100], Step [300/600],d_loss: 1.23883295, g_loss: 1.48197174, D(x): 0.46, D(G(z)): 0.27\n",
            "Epoch [22/100], Step [600/600],d_loss: 0.66864127, g_loss: 1.44025254, D(x): 0.74, D(G(z)): 0.27\n",
            "Epoch [23/100], Step [300/600],d_loss: 0.84874260, g_loss: 1.13884568, D(x): 0.72, D(G(z)): 0.35\n",
            "Epoch [23/100], Step [600/600],d_loss: 0.81007636, g_loss: 1.42478955, D(x): 0.67, D(G(z)): 0.27\n",
            "Epoch [24/100], Step [300/600],d_loss: 0.88317674, g_loss: 1.25556958, D(x): 0.77, D(G(z)): 0.42\n",
            "Epoch [24/100], Step [600/600],d_loss: 0.61399341, g_loss: 2.39363480, D(x): 0.65, D(G(z)): 0.10\n",
            "Epoch [25/100], Step [300/600],d_loss: 0.55797821, g_loss: 2.28730989, D(x): 0.89, D(G(z)): 0.32\n",
            "Epoch [25/100], Step [600/600],d_loss: 0.39017603, g_loss: 2.49554348, D(x): 0.91, D(G(z)): 0.22\n",
            "Epoch [26/100], Step [300/600],d_loss: 1.03842402, g_loss: 1.67667711, D(x): 0.59, D(G(z)): 0.30\n",
            "Epoch [26/100], Step [600/600],d_loss: 0.80120897, g_loss: 1.68187892, D(x): 0.72, D(G(z)): 0.33\n",
            "Epoch [27/100], Step [300/600],d_loss: 0.53231555, g_loss: 2.17836380, D(x): 0.71, D(G(z)): 0.13\n",
            "Epoch [27/100], Step [600/600],d_loss: 0.83616757, g_loss: 1.32046998, D(x): 0.79, D(G(z)): 0.40\n",
            "Epoch [28/100], Step [300/600],d_loss: 0.55929285, g_loss: 1.50251460, D(x): 0.84, D(G(z)): 0.29\n",
            "Epoch [28/100], Step [600/600],d_loss: 0.74207908, g_loss: 1.30975950, D(x): 0.76, D(G(z)): 0.33\n",
            "Epoch [29/100], Step [300/600],d_loss: 0.55474818, g_loss: 2.00532794, D(x): 0.84, D(G(z)): 0.27\n",
            "Epoch [29/100], Step [600/600],d_loss: 0.26123619, g_loss: 3.44535446, D(x): 0.83, D(G(z)): 0.05\n",
            "Epoch [30/100], Step [300/600],d_loss: 0.62727839, g_loss: 1.54530632, D(x): 0.83, D(G(z)): 0.30\n",
            "Epoch [30/100], Step [600/600],d_loss: 0.91500384, g_loss: 1.12359452, D(x): 0.76, D(G(z)): 0.42\n",
            "Epoch [31/100], Step [300/600],d_loss: 0.93696219, g_loss: 1.45498383, D(x): 0.71, D(G(z)): 0.36\n",
            "Epoch [31/100], Step [600/600],d_loss: 1.08861685, g_loss: 1.44306052, D(x): 0.51, D(G(z)): 0.27\n",
            "Epoch [32/100], Step [300/600],d_loss: 0.82737494, g_loss: 1.30604279, D(x): 0.70, D(G(z)): 0.32\n",
            "Epoch [32/100], Step [600/600],d_loss: 0.84246016, g_loss: 1.20884728, D(x): 0.71, D(G(z)): 0.35\n",
            "Epoch [33/100], Step [300/600],d_loss: 0.63510716, g_loss: 1.74287379, D(x): 0.74, D(G(z)): 0.25\n",
            "Epoch [33/100], Step [600/600],d_loss: 0.85265446, g_loss: 1.23225808, D(x): 0.80, D(G(z)): 0.42\n",
            "Epoch [34/100], Step [300/600],d_loss: 1.28056324, g_loss: 0.86097717, D(x): 0.83, D(G(z)): 0.58\n",
            "Epoch [34/100], Step [600/600],d_loss: 0.58289242, g_loss: 1.54487026, D(x): 0.76, D(G(z)): 0.22\n",
            "Epoch [35/100], Step [300/600],d_loss: 0.49356517, g_loss: 2.23455143, D(x): 0.88, D(G(z)): 0.28\n",
            "Epoch [35/100], Step [600/600],d_loss: 0.19691098, g_loss: 2.28938103, D(x): 0.90, D(G(z)): 0.07\n",
            "Epoch [36/100], Step [300/600],d_loss: 0.07105173, g_loss: 3.75089216, D(x): 0.97, D(G(z)): 0.04\n",
            "Epoch [36/100], Step [600/600],d_loss: 0.66831899, g_loss: 1.81328559, D(x): 0.77, D(G(z)): 0.28\n",
            "Epoch [37/100], Step [300/600],d_loss: 0.96076310, g_loss: 1.31533766, D(x): 0.90, D(G(z)): 0.51\n",
            "Epoch [37/100], Step [600/600],d_loss: 0.77708626, g_loss: 2.05082965, D(x): 0.70, D(G(z)): 0.26\n",
            "Epoch [38/100], Step [300/600],d_loss: 0.28373173, g_loss: 2.38167334, D(x): 0.91, D(G(z)): 0.16\n",
            "Epoch [38/100], Step [600/600],d_loss: 0.18872014, g_loss: 3.41396976, D(x): 0.95, D(G(z)): 0.11\n",
            "Epoch [39/100], Step [300/600],d_loss: 0.06592719, g_loss: 3.88680959, D(x): 0.97, D(G(z)): 0.04\n",
            "Epoch [39/100], Step [600/600],d_loss: 0.04703681, g_loss: 4.15374565, D(x): 0.99, D(G(z)): 0.03\n",
            "Epoch [40/100], Step [300/600],d_loss: 0.72320890, g_loss: 1.70287013, D(x): 0.86, D(G(z)): 0.38\n",
            "Epoch [40/100], Step [600/600],d_loss: 0.88484502, g_loss: 1.59123039, D(x): 0.74, D(G(z)): 0.35\n",
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            "Epoch [41/100], Step [600/600],d_loss: 0.93866491, g_loss: 1.20302308, D(x): 0.70, D(G(z)): 0.36\n",
            "Epoch [42/100], Step [300/600],d_loss: 0.62908876, g_loss: 2.57320619, D(x): 0.68, D(G(z)): 0.15\n",
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            "Epoch [43/100], Step [300/600],d_loss: 0.14294723, g_loss: 3.73912096, D(x): 0.94, D(G(z)): 0.07\n",
            "Epoch [43/100], Step [600/600],d_loss: 0.64497793, g_loss: 2.84660792, D(x): 0.79, D(G(z)): 0.28\n",
            "Epoch [44/100], Step [300/600],d_loss: 0.77764928, g_loss: 1.70147443, D(x): 0.62, D(G(z)): 0.19\n",
            "Epoch [44/100], Step [600/600],d_loss: 0.91382998, g_loss: 1.04856575, D(x): 0.70, D(G(z)): 0.39\n",
            "Epoch [45/100], Step [300/600],d_loss: 0.95890671, g_loss: 1.21332455, D(x): 0.65, D(G(z)): 0.37\n",
            "Epoch [45/100], Step [600/600],d_loss: 0.71649384, g_loss: 1.51350677, D(x): 0.76, D(G(z)): 0.31\n",
            "Epoch [46/100], Step [300/600],d_loss: 0.92873371, g_loss: 1.19611382, D(x): 0.64, D(G(z)): 0.31\n",
            "Epoch [46/100], Step [600/600],d_loss: 0.82243448, g_loss: 1.32474601, D(x): 0.72, D(G(z)): 0.32\n",
            "Epoch [47/100], Step [300/600],d_loss: 1.05388546, g_loss: 1.61260605, D(x): 0.55, D(G(z)): 0.25\n",
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            "Epoch [48/100], Step [300/600],d_loss: 0.69837469, g_loss: 1.80096376, D(x): 0.76, D(G(z)): 0.30\n",
            "Epoch [48/100], Step [600/600],d_loss: 0.57920378, g_loss: 1.11080897, D(x): 0.87, D(G(z)): 0.31\n",
            "Epoch [49/100], Step [300/600],d_loss: 0.75107825, g_loss: 1.97522688, D(x): 0.68, D(G(z)): 0.23\n",
            "Epoch [49/100], Step [600/600],d_loss: 0.29160550, g_loss: 2.81342030, D(x): 0.85, D(G(z)): 0.08\n",
            "Epoch [50/100], Step [300/600],d_loss: 0.13347073, g_loss: 3.53146577, D(x): 0.92, D(G(z)): 0.05\n",
            "Epoch [50/100], Step [600/600],d_loss: 0.07142307, g_loss: 4.23994398, D(x): 0.96, D(G(z)): 0.03\n",
            "Epoch [51/100], Step [300/600],d_loss: 0.19531369, g_loss: 3.20494318, D(x): 0.89, D(G(z)): 0.07\n",
            "Epoch [51/100], Step [600/600],d_loss: 0.04441473, g_loss: 5.13111925, D(x): 0.97, D(G(z)): 0.01\n",
            "Epoch [52/100], Step [300/600],d_loss: 0.04469126, g_loss: 4.17295265, D(x): 0.98, D(G(z)): 0.02\n",
            "Epoch [52/100], Step [600/600],d_loss: 0.28711614, g_loss: 3.09581232, D(x): 0.89, D(G(z)): 0.13\n",
            "Epoch [53/100], Step [300/600],d_loss: 0.45239866, g_loss: 2.39530492, D(x): 0.85, D(G(z)): 0.21\n",
            "Epoch [53/100], Step [600/600],d_loss: 0.66470337, g_loss: 1.72437477, D(x): 0.78, D(G(z)): 0.30\n",
            "Epoch [54/100], Step [300/600],d_loss: 0.76282358, g_loss: 1.64910078, D(x): 0.74, D(G(z)): 0.30\n",
            "Epoch [54/100], Step [600/600],d_loss: 0.86773980, g_loss: 1.44290864, D(x): 0.61, D(G(z)): 0.24\n",
            "Epoch [55/100], Step [300/600],d_loss: 1.04078770, g_loss: 1.44531953, D(x): 0.53, D(G(z)): 0.24\n",
            "Epoch [55/100], Step [600/600],d_loss: 1.17083502, g_loss: 0.99678022, D(x): 0.66, D(G(z)): 0.41\n",
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            "Epoch [57/100], Step [300/600],d_loss: 0.72272217, g_loss: 1.61486626, D(x): 0.81, D(G(z)): 0.34\n",
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            "Epoch [66/100], Step [300/600],d_loss: 0.89635116, g_loss: 2.21698785, D(x): 0.50, D(G(z)): 0.10\n",
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            "Epoch [69/100], Step [300/600],d_loss: 0.53209698, g_loss: 2.36326933, D(x): 0.72, D(G(z)): 0.14\n",
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            "Epoch [75/100], Step [300/600],d_loss: 1.61159670, g_loss: 1.37393570, D(x): 0.89, D(G(z)): 0.66\n",
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            "Epoch [78/100], Step [300/600],d_loss: 0.05189065, g_loss: 4.34642363, D(x): 0.98, D(G(z)): 0.03\n",
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            "Epoch [84/100], Step [300/600],d_loss: 0.72604179, g_loss: 2.07088232, D(x): 0.86, D(G(z)): 0.39\n",
            "Epoch [84/100], Step [600/600],d_loss: 0.54117322, g_loss: 2.02194452, D(x): 0.72, D(G(z)): 0.15\n",
            "Epoch [85/100], Step [300/600],d_loss: 1.18726659, g_loss: 1.36285591, D(x): 0.71, D(G(z)): 0.46\n",
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            "Epoch [86/100], Step [300/600],d_loss: 0.20437902, g_loss: 2.78638244, D(x): 0.92, D(G(z)): 0.11\n",
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            "Epoch [87/100], Step [300/600],d_loss: 0.25462154, g_loss: 2.20175266, D(x): 0.96, D(G(z)): 0.13\n",
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            "Epoch [88/100], Step [300/600],d_loss: 0.49459827, g_loss: 1.67013061, D(x): 0.83, D(G(z)): 0.22\n",
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            "Epoch [89/100], Step [300/600],d_loss: 0.03968119, g_loss: 4.34292459, D(x): 0.98, D(G(z)): 0.02\n",
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            "Epoch [91/100], Step [300/600],d_loss: 0.38012576, g_loss: 2.15859795, D(x): 0.80, D(G(z)): 0.12\n",
            "Epoch [91/100], Step [600/600],d_loss: 0.46679276, g_loss: 2.70657134, D(x): 0.92, D(G(z)): 0.28\n",
            "Epoch [92/100], Step [300/600],d_loss: 0.09875263, g_loss: 2.86693358, D(x): 0.94, D(G(z)): 0.03\n",
            "Epoch [92/100], Step [600/600],d_loss: 0.03777847, g_loss: 3.90161490, D(x): 0.99, D(G(z)): 0.02\n",
            "Epoch [93/100], Step [300/600],d_loss: 0.04950605, g_loss: 4.61043072, D(x): 0.98, D(G(z)): 0.02\n",
            "Epoch [93/100], Step [600/600],d_loss: 1.01236284, g_loss: 1.34139609, D(x): 0.92, D(G(z)): 0.50\n",
            "Epoch [94/100], Step [300/600],d_loss: 0.68799973, g_loss: 1.87465250, D(x): 0.80, D(G(z)): 0.28\n",
            "Epoch [94/100], Step [600/600],d_loss: 0.52746320, g_loss: 1.27109444, D(x): 0.77, D(G(z)): 0.20\n",
            "Epoch [95/100], Step [300/600],d_loss: 0.89384937, g_loss: 2.03004384, D(x): 0.60, D(G(z)): 0.20\n",
            "Epoch [95/100], Step [600/600],d_loss: 0.50291264, g_loss: 2.69337034, D(x): 0.85, D(G(z)): 0.24\n",
            "Epoch [96/100], Step [300/600],d_loss: 0.43743587, g_loss: 2.41371965, D(x): 0.81, D(G(z)): 0.16\n",
            "Epoch [96/100], Step [600/600],d_loss: 0.64227593, g_loss: 1.53256619, D(x): 0.77, D(G(z)): 0.26\n",
            "Epoch [97/100], Step [300/600],d_loss: 0.75760764, g_loss: 1.12785232, D(x): 0.80, D(G(z)): 0.37\n",
            "Epoch [97/100], Step [600/600],d_loss: 0.75246352, g_loss: 2.27171254, D(x): 0.67, D(G(z)): 0.24\n",
            "Epoch [98/100], Step [300/600],d_loss: 0.65725946, g_loss: 1.46431422, D(x): 0.75, D(G(z)): 0.24\n",
            "Epoch [98/100], Step [600/600],d_loss: 0.98453265, g_loss: 1.57312894, D(x): 0.55, D(G(z)): 0.22\n",
            "Epoch [99/100], Step [300/600],d_loss: 0.38326955, g_loss: 3.65464997, D(x): 0.77, D(G(z)): 0.03\n",
            "Epoch [99/100], Step [600/600],d_loss: 0.13598607, g_loss: 3.00371146, D(x): 0.93, D(G(z)): 0.05\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}