Cycle_GAN.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "Jw6ArdT44_9m"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "from torch.utils.data import DataLoader, Dataset\n",
        "from torchvision import datasets, transforms\n",
        "from PIL import Image\n",
        "import os\n",
        "\n",
        "class ImageDataset(Dataset):\n",
        "    def __init__(self, root_X, root_Y, transforms=None):\n",
        "        self.transform = transforms\n",
        "        self.files_X = sorted([os.path.join(root_X, f) for f in os.listdir(root_X) if f.endswith('.jpg') or f.endswith('.png')])\n",
        "        self.files_Y = sorted([os.path.join(root_Y, f) for f in os.listdir(root_Y) if f.endswith('.jpg') or f.endswith('.png')])\n",
        "\n",
        "    def __getitem__(self, index):\n",
        "        image_X = Image.open(self.files_X[index % len(self.files_X)])\n",
        "        image_Y = Image.open(self.files_Y[index % len(self.files_Y)])\n",
        "\n",
        "        if self.transform:\n",
        "            image_X = self.transform(image_X)\n",
        "            image_Y = self.transform(image_Y)\n",
        "\n",
        "        return image_X, image_Y\n",
        "\n",
        "    def __len__(self):\n",
        "        return max(len(self.files_X), len(self.files_Y))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "transform = transforms.Compose([\n",
        "    transforms.Resize((256, 256), Image.BICUBIC),\n",
        "    transforms.RandomCrop((256, 256)),\n",
        "    # transforms.RandomHorizontalFlip(),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))  # Normalize to [-1, 1]\n",
        "])\n"
      ],
      "metadata": {
        "id": "WgjtTBhy5P5z"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/images.zip"
      ],
      "metadata": {
        "id": "Si49V_KO51Dk"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "root_X = '/content/Semantic segmentation dataset/Tile_1/images'\n",
        "root_Y = '/content/Semantic segmentation dataset/Tile_1/masks'\n",
        "\n",
        "# Create the dataset\n",
        "dataset = ImageDataset(root_X=root_X, root_Y=root_Y, transforms=transform)\n",
        "\n",
        "# Create the dataloader\n",
        "dataloader = DataLoader(dataset, batch_size=1, shuffle=True)"
      ],
      "metadata": {
        "id": "waaEB1t95yBV"
      },
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sum(data.size(0) for data, mask in dataloader)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LTeCXyA45vm1",
        "outputId": "ca13cc42-294e-4358-fa30-d10826c1a183"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "9"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "\n",
        "# Define the Residual Block for the Generator\n",
        "class ResidualBlock(nn.Module):\n",
        "    def __init__(self, in_features):\n",
        "        super(ResidualBlock, self).__init__()\n",
        "        self.block = nn.Sequential(\n",
        "            nn.Conv2d(in_features, in_features, kernel_size=3, padding=1, padding_mode='reflect'),\n",
        "            nn.InstanceNorm2d(in_features),\n",
        "            nn.ReLU(inplace=True),\n",
        "            nn.Conv2d(in_features, in_features, kernel_size=3, padding=1, padding_mode='reflect'),\n",
        "            nn.InstanceNorm2d(in_features)\n",
        "        )\n",
        "\n",
        "    def forward(self, x):\n",
        "        return x + self.block(x)\n",
        "\n",
        "# Define the Generator Model\n",
        "class Generator(nn.Module):\n",
        "    def __init__(self, input_channels, output_channels, num_residual_blocks=9):\n",
        "        super(Generator, self).__init__()\n",
        "        # Initial convolution block\n",
        "        model = [\n",
        "            nn.Conv2d(input_channels, 64, kernel_size=7, padding=3, padding_mode='reflect'),\n",
        "            nn.InstanceNorm2d(64),\n",
        "            nn.ReLU(inplace=True)\n",
        "        ]\n",
        "        # Downsampling\n",
        "        in_features = 64\n",
        "        out_features = in_features*2\n",
        "        for _ in range(2):\n",
        "            model += [\n",
        "                nn.Conv2d(in_features, out_features, kernel_size=3, stride=2, padding=1),\n",
        "                nn.InstanceNorm2d(out_features),\n",
        "                nn.ReLU(inplace=True)\n",
        "            ]\n",
        "            in_features = out_features\n",
        "            out_features = in_features*2\n",
        "\n",
        "        # Residual blocks\n",
        "        for _ in range(num_residual_blocks):\n",
        "            model.append(ResidualBlock(in_features))\n",
        "\n",
        "        # Upsampling\n",
        "        out_features = in_features // 2\n",
        "        for _ in range(2):\n",
        "            model += [\n",
        "                nn.ConvTranspose2d(in_features, out_features, kernel_size=3, stride=2, padding=1, output_padding=1),\n",
        "                nn.InstanceNorm2d(out_features),\n",
        "                nn.ReLU(inplace=True)\n",
        "            ]\n",
        "            in_features = out_features\n",
        "            out_features = in_features // 2\n",
        "\n",
        "        # Output layer\n",
        "        model += [\n",
        "            nn.Conv2d(64, output_channels, kernel_size=7, padding=3, padding_mode='reflect'),\n",
        "            nn.Tanh()\n",
        "        ]\n",
        "        self.model = nn.Sequential(*model)\n",
        "\n",
        "    def forward(self, x):\n",
        "        return self.model(x)\n",
        "\n",
        "# Define the Discriminator Model\n",
        "class Discriminator(nn.Module):\n",
        "    def __init__(self, input_channels):\n",
        "        super(Discriminator, self).__init__()\n",
        "        model = [\n",
        "            nn.Conv2d(input_channels, 64, kernel_size=4, stride=2, padding=1),\n",
        "            nn.LeakyReLU(0.2, inplace=True)\n",
        "        ]\n",
        "\n",
        "        model += [\n",
        "            nn.Conv2d(64, 128, kernel_size=4, stride=2, padding=1),\n",
        "            nn.InstanceNorm2d(128),\n",
        "            nn.LeakyReLU(0.2, inplace=True)\n",
        "        ]\n",
        "\n",
        "        model += [\n",
        "            nn.Conv2d(128, 256, kernel_size=4, stride=2, padding=1),\n",
        "            nn.InstanceNorm2d(256),\n",
        "            nn.LeakyReLU(0.2, inplace=True)\n",
        "        ]\n",
        "\n",
        "        model += [\n",
        "            nn.Conv2d(256, 512, kernel_size=4, padding=1),\n",
        "            nn.InstanceNorm2d(512),\n",
        "            nn.LeakyReLU(0.2, inplace=True)\n",
        "        ]\n",
        "\n",
        "        # Patch output\n",
        "        model += [nn.Conv2d(512, 1, kernel_size=4, padding=1)]\n",
        "\n",
        "        self.model = nn.Sequential(*model)\n",
        "\n",
        "    def forward(self, x):\n",
        "        return self.model(x)"
      ],
      "metadata": {
        "id": "OR26rO356QH7"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Losses\n",
        "class GANLoss(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(GANLoss, self).__init__()\n",
        "        self.loss = nn.MSELoss()\n",
        "\n",
        "    def forward(self, fake, real):\n",
        "        real_loss = self.loss(fake, real)\n",
        "        return real_loss\n",
        "\n",
        "class CycleConsistencyLoss(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(CycleConsistencyLoss, self).__init__()\n",
        "        self.loss = nn.L1Loss()\n",
        "\n",
        "    def forward(self, reconstructed, original):\n",
        "        return self.loss(reconstructed, original)"
      ],
      "metadata": {
        "id": "sYkaxSik6Wz9"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def weight_init(m):\n",
        "    classname = m.__class__.__name__\n",
        "\n",
        "    if classname.find(\"Conv\") != -1:\n",
        "        nn.init.normal_(m.weight.data, 0.0, 0.02)\n",
        "\n",
        "    elif classname.find(\"BatchNorm\") != -1:\n",
        "        nn.init.normal_(m.weight.data, 1.0, 0.02)\n",
        "        nn.init.constant_(m.bias.data, 0)"
      ],
      "metadata": {
        "id": "ACjwMX---R7R"
      },
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming we have defined everything needed and have data loaders for domain X and Y\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "# Initialize models\n",
        "G_XtoY = Generator(3, 3).to(device)\n",
        "G_YtoX = Generator(3, 3).to(device)\n",
        "D_X = Discriminator(3).to(device)\n",
        "D_Y = Discriminator(3).to(device)\n",
        "\n",
        "G_XtoY.apply(weight_init)\n",
        "G_YtoX.apply(weight_init)\n",
        "D_X.apply(weight_init)\n",
        "D_Y.apply(weight_init)\n",
        "\n",
        "# Optimizers\n",
        "optimizer_G = torch.optim.Adam(list(G_XtoY.parameters()) + list(G_YtoX.parameters()), lr=0.0002, betas=(0.5, 0.999))\n",
        "optimizer_D_X = torch.optim.Adam(D_X.parameters(), lr=0.0002, betas=(0.5, 0.999))\n",
        "optimizer_D_Y = torch.optim.Adam(D_Y.parameters(), lr=0.0002, betas=(0.5, 0.999))\n",
        "\n",
        "# Losses\n",
        "adversarial_loss = GANLoss().to(device)\n",
        "cycle_consistency_loss = CycleConsistencyLoss().to(device)\n",
        "\n",
        "# Training Loop\n",
        "num_epochs = 2000\n",
        "for epoch in range(num_epochs):\n",
        "    for x, y in dataloader:\n",
        "        x = x.to(device)\n",
        "        y = y.to(device)\n",
        "\n",
        "        # Train Generators G_XtoY & G_YtoX\n",
        "        optimizer_G.zero_grad()\n",
        "\n",
        "        # Identity loss\n",
        "        # (omitted for simplicity, you can add this to improve performance)\n",
        "\n",
        "        # GAN Loss\n",
        "        fake_y = G_XtoY(x)\n",
        "        pred_fake_y = D_Y(fake_y)\n",
        "        loss_GAN_XtoY = adversarial_loss(pred_fake_y, torch.ones_like(pred_fake_y))\n",
        "\n",
        "        fake_x = G_YtoX(y)\n",
        "        pred_fake_x = D_X(fake_x)\n",
        "        loss_GAN_YtoX = adversarial_loss(pred_fake_x, torch.ones_like(pred_fake_x))\n",
        "\n",
        "        # Cycle consistency loss\n",
        "        reconstructed_x = G_YtoX(fake_y)\n",
        "        loss_cycle_X = cycle_consistency_loss(reconstructed_x, x)\n",
        "\n",
        "        reconstructed_y = G_XtoY(fake_x)\n",
        "        loss_cycle_Y = cycle_consistency_loss(reconstructed_y, y)\n",
        "\n",
        "        # Total loss\n",
        "        total_loss_G = loss_GAN_XtoY + loss_GAN_YtoX + loss_cycle_X * 10.0 + loss_cycle_Y * 10.0\n",
        "        total_loss_G.backward()\n",
        "        optimizer_G.step()\n",
        "\n",
        "        # Train Discriminator D_X\n",
        "        optimizer_D_X.zero_grad()\n",
        "\n",
        "        pred_real_x = D_X(x)\n",
        "        loss_D_real = adversarial_loss(pred_real_x, torch.ones_like(pred_real_x))\n",
        "\n",
        "        pred_fake_x = D_X(fake_x.detach())\n",
        "        loss_D_fake = adversarial_loss(pred_fake_x, torch.zeros_like(pred_fake_x))\n",
        "\n",
        "        # Total Discriminator X loss\n",
        "        total_loss_D_X = (loss_D_real + loss_D_fake) * 0.5\n",
        "        total_loss_D_X.backward()\n",
        "        optimizer_D_X.step()\n",
        "\n",
        "        # Train Discriminator D_Y\n",
        "        optimizer_D_Y.zero_grad()\n",
        "\n",
        "        pred_real_y = D_Y(y)\n",
        "        loss_D_real_y = adversarial_loss(pred_real_y, torch.ones_like(pred_real_y))\n",
        "\n",
        "        pred_fake_y = D_Y(fake_y.detach())\n",
        "        loss_D_fake_y = adversarial_loss(pred_fake_y, torch.zeros_like(pred_fake_y))\n",
        "\n",
        "        # Total Discriminator Y loss\n",
        "        total_loss_D_Y = (loss_D_real_y + loss_D_fake_y) * 0.5\n",
        "        total_loss_D_Y.backward()\n",
        "        optimizer_D_Y.step()\n",
        "\n",
        "        print(f\"Epoch [{epoch+1}/{num_epochs}], Loss_G: {total_loss_G.item()}, Loss_D_X: {total_loss_D_X.item()}, Loss_D_Y: {total_loss_D_Y.item()}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oDop7Zlo6aYx",
        "outputId": "bf6fa48b-b49c-419e-a683-65aa27cc8451"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "Epoch [810/2000], Loss_G: 3.1854496002197266, Loss_D_X: 0.02279803343117237, Loss_D_Y: 0.04254557564854622\n",
            "Epoch [810/2000], Loss_G: 3.0247390270233154, Loss_D_X: 0.017173990607261658, Loss_D_Y: 0.09722720086574554\n",
            "Epoch [810/2000], Loss_G: 3.558319568634033, Loss_D_X: 0.022475363686680794, Loss_D_Y: 0.09877438843250275\n",
            "Epoch [810/2000], Loss_G: 2.7616770267486572, Loss_D_X: 0.022703317925333977, Loss_D_Y: 0.06339096277952194\n",
            "Epoch [810/2000], Loss_G: 2.938981771469116, Loss_D_X: 0.014597882516682148, Loss_D_Y: 0.06427156925201416\n",
            "Epoch [810/2000], Loss_G: 3.496487855911255, Loss_D_X: 0.051931291818618774, Loss_D_Y: 0.11308109760284424\n",
            "Epoch [811/2000], Loss_G: 3.1593685150146484, Loss_D_X: 0.027964439243078232, Loss_D_Y: 0.08386798202991486\n",
            "Epoch [811/2000], Loss_G: 3.079641103744507, Loss_D_X: 0.027787018567323685, Loss_D_Y: 0.03735942393541336\n",
            "Epoch [811/2000], Loss_G: 3.0233447551727295, Loss_D_X: 0.017302358523011208, Loss_D_Y: 0.09697653353214264\n",
            "Epoch [811/2000], Loss_G: 3.4461746215820312, Loss_D_X: 0.02013002336025238, Loss_D_Y: 0.05565726384520531\n",
            "Epoch [811/2000], Loss_G: 3.4148950576782227, Loss_D_X: 0.02096513845026493, Loss_D_Y: 0.03957405686378479\n",
            "Epoch [811/2000], Loss_G: 2.5629100799560547, Loss_D_X: 0.0179111510515213, Loss_D_Y: 0.09823688119649887\n",
            "Epoch [811/2000], Loss_G: 2.4956793785095215, Loss_D_X: 0.03218130022287369, Loss_D_Y: 0.08020050823688507\n",
            "Epoch [811/2000], Loss_G: 4.404543876647949, Loss_D_X: 0.04209885001182556, Loss_D_Y: 0.1142500638961792\n",
            "Epoch [811/2000], Loss_G: 2.1900179386138916, Loss_D_X: 0.040165554732084274, Loss_D_Y: 0.07142955809831619\n",
            "Epoch [812/2000], Loss_G: 2.839306116104126, Loss_D_X: 0.01177922822535038, Loss_D_Y: 0.05851723998785019\n",
            "Epoch [812/2000], Loss_G: 3.0445988178253174, Loss_D_X: 0.021627839654684067, Loss_D_Y: 0.08131982386112213\n",
            "Epoch [812/2000], Loss_G: 3.5838606357574463, Loss_D_X: 0.013953281566500664, Loss_D_Y: 0.10308513045310974\n",
            "Epoch [812/2000], Loss_G: 3.176673412322998, Loss_D_X: 0.015295859426259995, Loss_D_Y: 0.10457859933376312\n",
            "Epoch [812/2000], Loss_G: 2.8043203353881836, Loss_D_X: 0.035991765558719635, Loss_D_Y: 0.13334304094314575\n",
            "Epoch [812/2000], Loss_G: 2.783255100250244, Loss_D_X: 0.025080587714910507, Loss_D_Y: 0.05441464111208916\n",
            "Epoch [812/2000], Loss_G: 2.529977798461914, Loss_D_X: 0.01612389087677002, Loss_D_Y: 0.09576696157455444\n",
            "Epoch [812/2000], Loss_G: 3.2072877883911133, Loss_D_X: 0.02367565594613552, Loss_D_Y: 0.22050999104976654\n",
            "Epoch [812/2000], Loss_G: 2.146723747253418, Loss_D_X: 0.03243362903594971, Loss_D_Y: 0.2364928424358368\n",
            "Epoch [813/2000], Loss_G: 2.647541046142578, Loss_D_X: 0.02937893755733967, Loss_D_Y: 0.15647006034851074\n",
            "Epoch [813/2000], Loss_G: 3.608156681060791, Loss_D_X: 0.019831135869026184, Loss_D_Y: 0.1193886548280716\n",
            "Epoch [813/2000], Loss_G: 2.995690107345581, Loss_D_X: 0.03325338661670685, Loss_D_Y: 0.07773373275995255\n",
            "Epoch [813/2000], Loss_G: 2.6420555114746094, Loss_D_X: 0.015070062130689621, Loss_D_Y: 0.04115040600299835\n",
            "Epoch [813/2000], Loss_G: 2.433048725128174, Loss_D_X: 0.025107188150286674, Loss_D_Y: 0.16855120658874512\n",
            "Epoch [813/2000], Loss_G: 2.028693675994873, Loss_D_X: 0.025673750787973404, Loss_D_Y: 0.21345560252666473\n",
            "Epoch [813/2000], Loss_G: 3.14670467376709, Loss_D_X: 0.020818274468183517, Loss_D_Y: 0.24818919599056244\n",
            "Epoch [813/2000], Loss_G: 3.146484851837158, Loss_D_X: 0.022956812754273415, Loss_D_Y: 0.059181638062000275\n",
            "Epoch [813/2000], Loss_G: 2.4087860584259033, Loss_D_X: 0.029417335987091064, Loss_D_Y: 0.13029256463050842\n",
            "Epoch [814/2000], Loss_G: 2.955915689468384, Loss_D_X: 0.02513221651315689, Loss_D_Y: 0.11803950369358063\n",
            "Epoch [814/2000], Loss_G: 2.790647029876709, Loss_D_X: 0.035368114709854126, Loss_D_Y: 0.1870225965976715\n",
            "Epoch [814/2000], Loss_G: 2.4607739448547363, Loss_D_X: 0.026780996471643448, Loss_D_Y: 0.18849310278892517\n",
            "Epoch [814/2000], Loss_G: 2.794374942779541, Loss_D_X: 0.024292126297950745, Loss_D_Y: 0.04706259071826935\n",
            "Epoch [814/2000], Loss_G: 2.1675519943237305, Loss_D_X: 0.04662693664431572, Loss_D_Y: 0.14436043798923492\n",
            "Epoch [814/2000], Loss_G: 2.8141255378723145, Loss_D_X: 0.03587416931986809, Loss_D_Y: 0.22052913904190063\n",
            "Epoch [814/2000], Loss_G: 2.4446592330932617, Loss_D_X: 0.03479311615228653, Loss_D_Y: 0.15568989515304565\n",
            "Epoch [814/2000], Loss_G: 2.8595826625823975, Loss_D_X: 0.026306070387363434, Loss_D_Y: 0.15467014908790588\n",
            "Epoch [814/2000], Loss_G: 2.568420886993408, Loss_D_X: 0.02291950210928917, Loss_D_Y: 0.10350342839956284\n",
            "Epoch [815/2000], Loss_G: 2.777294158935547, Loss_D_X: 0.032783087342977524, Loss_D_Y: 0.07810388505458832\n",
            "Epoch [815/2000], Loss_G: 3.141310691833496, Loss_D_X: 0.024159837514162064, Loss_D_Y: 0.1267276555299759\n",
            "Epoch [815/2000], Loss_G: 2.472060203552246, Loss_D_X: 0.02881297469139099, Loss_D_Y: 0.19565193355083466\n",
            "Epoch [815/2000], Loss_G: 2.5070807933807373, Loss_D_X: 0.04045259952545166, Loss_D_Y: 0.1298181116580963\n",
            "Epoch [815/2000], Loss_G: 2.544133424758911, Loss_D_X: 0.0265121441334486, Loss_D_Y: 0.09425850212574005\n",
            "Epoch [815/2000], Loss_G: 2.8621528148651123, Loss_D_X: 0.03227237984538078, Loss_D_Y: 0.11782347410917282\n",
            "Epoch [815/2000], Loss_G: 3.2233238220214844, Loss_D_X: 0.025486592203378677, Loss_D_Y: 0.08652931451797485\n",
            "Epoch [815/2000], Loss_G: 2.7664289474487305, Loss_D_X: 0.027509087696671486, Loss_D_Y: 0.1102968156337738\n",
            "Epoch [815/2000], Loss_G: 2.8703365325927734, Loss_D_X: 0.06689650565385818, Loss_D_Y: 0.047718070447444916\n",
            "Epoch [816/2000], Loss_G: 3.6346185207366943, Loss_D_X: 0.02469000220298767, Loss_D_Y: 0.11641737818717957\n",
            "Epoch [816/2000], Loss_G: 2.563728094100952, Loss_D_X: 0.0381481796503067, Loss_D_Y: 0.11760441958904266\n",
            "Epoch [816/2000], Loss_G: 3.524277925491333, Loss_D_X: 0.032282158732414246, Loss_D_Y: 0.11139045655727386\n",
            "Epoch [816/2000], Loss_G: 2.789154529571533, Loss_D_X: 0.02550959400832653, Loss_D_Y: 0.06023181229829788\n",
            "Epoch [816/2000], Loss_G: 3.1775431632995605, Loss_D_X: 0.09609762579202652, Loss_D_Y: 0.12003937363624573\n",
            "Epoch [816/2000], Loss_G: 3.293306350708008, Loss_D_X: 0.07064934819936752, Loss_D_Y: 0.2957124710083008\n",
            "Epoch [816/2000], Loss_G: 2.180224657058716, Loss_D_X: 0.04393158480525017, Loss_D_Y: 0.1999337375164032\n",
            "Epoch [816/2000], Loss_G: 3.4769675731658936, Loss_D_X: 0.06888408958911896, Loss_D_Y: 0.1510283201932907\n",
            "Epoch [816/2000], Loss_G: 2.4128620624542236, Loss_D_X: 0.06045232340693474, Loss_D_Y: 0.07674559950828552\n",
            "Epoch [817/2000], Loss_G: 2.4290764331817627, Loss_D_X: 0.041193801909685135, Loss_D_Y: 0.2155713438987732\n",
            "Epoch [817/2000], Loss_G: 2.824613571166992, Loss_D_X: 0.11530675739049911, Loss_D_Y: 0.2103777378797531\n",
            "Epoch [817/2000], Loss_G: 2.8213348388671875, Loss_D_X: 0.048559825867414474, Loss_D_Y: 0.11123230308294296\n",
            "Epoch [817/2000], Loss_G: 1.8827623128890991, Loss_D_X: 0.045031558722257614, Loss_D_Y: 0.31875741481781006\n",
            "Epoch [817/2000], Loss_G: 2.51387882232666, Loss_D_X: 0.04470929503440857, Loss_D_Y: 0.254355251789093\n",
            "Epoch [817/2000], Loss_G: 2.5117592811584473, Loss_D_X: 0.05543507635593414, Loss_D_Y: 0.1940627098083496\n",
            "Epoch [817/2000], Loss_G: 2.9015674591064453, Loss_D_X: 0.0809369906783104, Loss_D_Y: 0.08709117770195007\n",
            "Epoch [817/2000], Loss_G: 2.7062158584594727, Loss_D_X: 0.030892593786120415, Loss_D_Y: 0.17457781732082367\n",
            "Epoch [817/2000], Loss_G: 2.3680222034454346, Loss_D_X: 0.04473600536584854, Loss_D_Y: 0.2080860733985901\n",
            "Epoch [818/2000], Loss_G: 2.6824262142181396, Loss_D_X: 0.04637260362505913, Loss_D_Y: 0.3592398166656494\n",
            "Epoch [818/2000], Loss_G: 2.2171592712402344, Loss_D_X: 0.04373785853385925, Loss_D_Y: 0.18670855462551117\n",
            "Epoch [818/2000], Loss_G: 2.211496591567993, Loss_D_X: 0.03588183969259262, Loss_D_Y: 0.1345338225364685\n",
            "Epoch [818/2000], Loss_G: 2.3864858150482178, Loss_D_X: 0.04299593344330788, Loss_D_Y: 0.13722042739391327\n",
            "Epoch [818/2000], Loss_G: 3.774949073791504, Loss_D_X: 0.056486211717128754, Loss_D_Y: 0.2710535526275635\n",
            "Epoch [818/2000], Loss_G: 2.292367458343506, Loss_D_X: 0.03845802694559097, Loss_D_Y: 0.22416044771671295\n",
            "Epoch [818/2000], Loss_G: 2.4741673469543457, Loss_D_X: 0.02537359483540058, Loss_D_Y: 0.09422367811203003\n",
            "Epoch [818/2000], Loss_G: 2.6884665489196777, Loss_D_X: 0.03310364484786987, Loss_D_Y: 0.051645323634147644\n",
            "Epoch [818/2000], Loss_G: 2.432495594024658, Loss_D_X: 0.059326332062482834, Loss_D_Y: 0.1521453559398651\n",
            "Epoch [819/2000], Loss_G: 3.192171812057495, Loss_D_X: 0.037053026258945465, Loss_D_Y: 0.2897319793701172\n",
            "Epoch [819/2000], Loss_G: 2.0944974422454834, Loss_D_X: 0.06275559216737747, Loss_D_Y: 0.3863944709300995\n",
            "Epoch [819/2000], Loss_G: 3.0130202770233154, Loss_D_X: 0.029072146862745285, Loss_D_Y: 0.13527297973632812\n",
            "Epoch [819/2000], Loss_G: 3.18129563331604, Loss_D_X: 0.07843264192342758, Loss_D_Y: 0.21673716604709625\n",
            "Epoch [819/2000], Loss_G: 2.783334255218506, Loss_D_X: 0.06019722297787666, Loss_D_Y: 0.18595269322395325\n",
            "Epoch [819/2000], Loss_G: 2.257744550704956, Loss_D_X: 0.09079663455486298, Loss_D_Y: 0.33379021286964417\n",
            "Epoch [819/2000], Loss_G: 2.1411521434783936, Loss_D_X: 0.06469161808490753, Loss_D_Y: 0.2799372375011444\n",
            "Epoch [819/2000], Loss_G: 2.612327814102173, Loss_D_X: 0.04303630441427231, Loss_D_Y: 0.29919669032096863\n",
            "Epoch [819/2000], Loss_G: 2.4264049530029297, Loss_D_X: 0.038409389555454254, Loss_D_Y: 0.18522346019744873\n",
            "Epoch [820/2000], Loss_G: 2.0149283409118652, Loss_D_X: 0.04864342510700226, Loss_D_Y: 0.23946012556552887\n",
            "Epoch [820/2000], Loss_G: 2.5803308486938477, Loss_D_X: 0.03440475091338158, Loss_D_Y: 0.17133589088916779\n",
            "Epoch [820/2000], Loss_G: 2.264070987701416, Loss_D_X: 0.052989304065704346, Loss_D_Y: 0.1726677417755127\n",
            "Epoch [820/2000], Loss_G: 1.9987589120864868, Loss_D_X: 0.0696471706032753, Loss_D_Y: 0.26332396268844604\n",
            "Epoch [820/2000], Loss_G: 2.521728992462158, Loss_D_X: 0.11565357446670532, Loss_D_Y: 0.1663278043270111\n",
            "Epoch [820/2000], Loss_G: 2.9682564735412598, Loss_D_X: 0.06504151225090027, Loss_D_Y: 0.26836299896240234\n",
            "Epoch [820/2000], Loss_G: 2.7361462116241455, Loss_D_X: 0.12168315052986145, Loss_D_Y: 0.3299312889575958\n",
            "Epoch [820/2000], Loss_G: 2.4812560081481934, Loss_D_X: 0.06507038325071335, Loss_D_Y: 0.31107741594314575\n",
            "Epoch [820/2000], Loss_G: 2.55051851272583, Loss_D_X: 0.07842999696731567, Loss_D_Y: 0.28226518630981445\n",
            "Epoch [821/2000], Loss_G: 2.3987860679626465, Loss_D_X: 0.07565180212259293, Loss_D_Y: 0.176189124584198\n",
            "Epoch [821/2000], Loss_G: 2.644183874130249, Loss_D_X: 0.037274882197380066, Loss_D_Y: 0.12649644911289215\n",
            "Epoch [821/2000], Loss_G: 2.267566680908203, Loss_D_X: 0.09538428485393524, Loss_D_Y: 0.16814535856246948\n",
            "Epoch [821/2000], Loss_G: 2.464647054672241, Loss_D_X: 0.1559518724679947, Loss_D_Y: 0.205109640955925\n",
            "Epoch [821/2000], Loss_G: 2.576869487762451, Loss_D_X: 0.08939188718795776, Loss_D_Y: 0.22690635919570923\n",
            "Epoch [821/2000], Loss_G: 3.055840015411377, Loss_D_X: 0.10934813320636749, Loss_D_Y: 0.1724490374326706\n",
            "Epoch [821/2000], Loss_G: 2.0104029178619385, Loss_D_X: 0.16083282232284546, Loss_D_Y: 0.2361515462398529\n",
            "Epoch [821/2000], Loss_G: 2.251047134399414, Loss_D_X: 0.12467192113399506, Loss_D_Y: 0.17051905393600464\n",
            "Epoch [821/2000], Loss_G: 2.465012311935425, Loss_D_X: 0.13115541636943817, Loss_D_Y: 0.23968657851219177\n",
            "Epoch [822/2000], Loss_G: 2.628582239151001, Loss_D_X: 0.16430455446243286, Loss_D_Y: 0.15000620484352112\n",
            "Epoch [822/2000], Loss_G: 2.0550084114074707, Loss_D_X: 0.08152475208044052, Loss_D_Y: 0.2038079798221588\n",
            "Epoch [822/2000], Loss_G: 2.5535151958465576, Loss_D_X: 0.1179514154791832, Loss_D_Y: 0.20322458446025848\n",
            "Epoch [822/2000], Loss_G: 2.7271809577941895, Loss_D_X: 0.05953548103570938, Loss_D_Y: 0.2540397047996521\n",
            "Epoch [822/2000], Loss_G: 2.4364566802978516, Loss_D_X: 0.06384386122226715, Loss_D_Y: 0.11221950501203537\n",
            "Epoch [822/2000], Loss_G: 2.586225986480713, Loss_D_X: 0.2251274138689041, Loss_D_Y: 0.1713176816701889\n",
            "Epoch [822/2000], Loss_G: 1.9808545112609863, Loss_D_X: 0.11391055583953857, Loss_D_Y: 0.16285064816474915\n",
            "Epoch [822/2000], Loss_G: 2.300316095352173, Loss_D_X: 0.11661802232265472, Loss_D_Y: 0.1496051549911499\n",
            "Epoch [822/2000], Loss_G: 2.392437696456909, Loss_D_X: 0.26635676622390747, Loss_D_Y: 0.22376544773578644\n",
            "Epoch [823/2000], Loss_G: 2.2966794967651367, Loss_D_X: 0.1828109174966812, Loss_D_Y: 0.10286165773868561\n",
            "Epoch [823/2000], Loss_G: 2.9420175552368164, Loss_D_X: 0.21358710527420044, Loss_D_Y: 0.16566452383995056\n",
            "Epoch [823/2000], Loss_G: 2.164487838745117, Loss_D_X: 0.28212130069732666, Loss_D_Y: 0.11800111830234528\n",
            "Epoch [823/2000], Loss_G: 1.9291359186172485, Loss_D_X: 0.09501492232084274, Loss_D_Y: 0.1694435477256775\n",
            "Epoch [823/2000], Loss_G: 3.146028757095337, Loss_D_X: 0.23135696351528168, Loss_D_Y: 0.15450704097747803\n",
            "Epoch [823/2000], Loss_G: 2.6249423027038574, Loss_D_X: 0.2669432461261749, Loss_D_Y: 0.12812195718288422\n",
            "Epoch [823/2000], Loss_G: 2.172877073287964, Loss_D_X: 0.18074430525302887, Loss_D_Y: 0.12988121807575226\n",
            "Epoch [823/2000], Loss_G: 2.6130218505859375, Loss_D_X: 0.09930509328842163, Loss_D_Y: 0.13110879063606262\n",
            "Epoch [823/2000], Loss_G: 2.0469555854797363, Loss_D_X: 0.14517666399478912, Loss_D_Y: 0.15679842233657837\n",
            "Epoch [824/2000], Loss_G: 1.913895845413208, Loss_D_X: 0.2185533344745636, Loss_D_Y: 0.12805819511413574\n",
            "Epoch [824/2000], Loss_G: 3.0336437225341797, Loss_D_X: 0.2926054000854492, Loss_D_Y: 0.12191310524940491\n",
            "Epoch [824/2000], Loss_G: 2.6894702911376953, Loss_D_X: 0.21501269936561584, Loss_D_Y: 0.1496012955904007\n",
            "Epoch [824/2000], Loss_G: 1.6566967964172363, Loss_D_X: 0.3090292513370514, Loss_D_Y: 0.22289463877677917\n",
            "Epoch [824/2000], Loss_G: 3.243281126022339, Loss_D_X: 0.29982638359069824, Loss_D_Y: 0.15178227424621582\n",
            "Epoch [824/2000], Loss_G: 2.3982088565826416, Loss_D_X: 0.2099578082561493, Loss_D_Y: 0.09899049252271652\n",
            "Epoch [824/2000], Loss_G: 2.461451292037964, Loss_D_X: 0.1832016110420227, Loss_D_Y: 0.14679895341396332\n",
            "Epoch [824/2000], Loss_G: 2.4361748695373535, Loss_D_X: 0.1636795997619629, Loss_D_Y: 0.16966572403907776\n",
            "Epoch [824/2000], Loss_G: 2.4088351726531982, Loss_D_X: 0.1546115279197693, Loss_D_Y: 0.08625833690166473\n",
            "Epoch [825/2000], Loss_G: 2.220691204071045, Loss_D_X: 0.1704014092683792, Loss_D_Y: 0.13055427372455597\n",
            "Epoch [825/2000], Loss_G: 2.2961175441741943, Loss_D_X: 0.31550759077072144, Loss_D_Y: 0.1784074306488037\n",
            "Epoch [825/2000], Loss_G: 2.775860071182251, Loss_D_X: 0.17065350711345673, Loss_D_Y: 0.09022363275289536\n",
            "Epoch [825/2000], Loss_G: 1.884280800819397, Loss_D_X: 0.20865343511104584, Loss_D_Y: 0.15653538703918457\n",
            "Epoch [825/2000], Loss_G: 2.3812994956970215, Loss_D_X: 0.17273560166358948, Loss_D_Y: 0.11734078824520111\n",
            "Epoch [825/2000], Loss_G: 3.2988131046295166, Loss_D_X: 0.11743682622909546, Loss_D_Y: 0.0728287547826767\n",
            "Epoch [825/2000], Loss_G: 2.3644754886627197, Loss_D_X: 0.13982173800468445, Loss_D_Y: 0.11214002966880798\n",
            "Epoch [825/2000], Loss_G: 2.4958150386810303, Loss_D_X: 0.10782583802938461, Loss_D_Y: 0.06298580765724182\n",
            "Epoch [825/2000], Loss_G: 2.6815428733825684, Loss_D_X: 0.190106600522995, Loss_D_Y: 0.09117040783166885\n",
            "Epoch [826/2000], Loss_G: 2.815526008605957, Loss_D_X: 0.18154945969581604, Loss_D_Y: 0.11987605690956116\n",
            "Epoch [826/2000], Loss_G: 2.6995081901550293, Loss_D_X: 0.06810611486434937, Loss_D_Y: 0.14938873052597046\n",
            "Epoch [826/2000], Loss_G: 2.589618444442749, Loss_D_X: 0.09131728857755661, Loss_D_Y: 0.10850412398576736\n",
            "Epoch [826/2000], Loss_G: 2.607633352279663, Loss_D_X: 0.19967971742153168, Loss_D_Y: 0.18197400867938995\n",
            "Epoch [826/2000], Loss_G: 2.1615490913391113, Loss_D_X: 0.32778725028038025, Loss_D_Y: 0.14993810653686523\n",
            "Epoch [826/2000], Loss_G: 2.995408296585083, Loss_D_X: 0.1229645311832428, Loss_D_Y: 0.07941295206546783\n",
            "Epoch [826/2000], Loss_G: 1.82552170753479, Loss_D_X: 0.17600375413894653, Loss_D_Y: 0.23394353687763214\n",
            "Epoch [826/2000], Loss_G: 3.522334098815918, Loss_D_X: 0.17581330239772797, Loss_D_Y: 0.3562631607055664\n",
            "Epoch [826/2000], Loss_G: 2.682865619659424, Loss_D_X: 0.1561724841594696, Loss_D_Y: 0.04586886614561081\n",
            "Epoch [827/2000], Loss_G: 2.2811777591705322, Loss_D_X: 0.15344761312007904, Loss_D_Y: 0.22419920563697815\n",
            "Epoch [827/2000], Loss_G: 1.9319345951080322, Loss_D_X: 0.19737865030765533, Loss_D_Y: 0.3825341463088989\n",
            "Epoch [827/2000], Loss_G: 2.4240496158599854, Loss_D_X: 0.22735168039798737, Loss_D_Y: 0.25365668535232544\n",
            "Epoch [827/2000], Loss_G: 2.8431777954101562, Loss_D_X: 0.4227209985256195, Loss_D_Y: 0.13720476627349854\n",
            "Epoch [827/2000], Loss_G: 2.1344480514526367, Loss_D_X: 0.3900480270385742, Loss_D_Y: 0.1402171105146408\n",
            "Epoch [827/2000], Loss_G: 2.6863296031951904, Loss_D_X: 0.32209157943725586, Loss_D_Y: 0.20530875027179718\n",
            "Epoch [827/2000], Loss_G: 2.828017234802246, Loss_D_X: 0.3698047399520874, Loss_D_Y: 0.15559563040733337\n",
            "Epoch [827/2000], Loss_G: 2.1774821281433105, Loss_D_X: 0.2278820425271988, Loss_D_Y: 0.1878921389579773\n",
            "Epoch [827/2000], Loss_G: 1.9778964519500732, Loss_D_X: 0.1652892529964447, Loss_D_Y: 0.15303441882133484\n",
            "Epoch [828/2000], Loss_G: 2.611891269683838, Loss_D_X: 0.20101620256900787, Loss_D_Y: 0.15039798617362976\n",
            "Epoch [828/2000], Loss_G: 2.3522720336914062, Loss_D_X: 0.4982854425907135, Loss_D_Y: 0.3614260256290436\n",
            "Epoch [828/2000], Loss_G: 1.9700301885604858, Loss_D_X: 0.3577920198440552, Loss_D_Y: 0.29062986373901367\n",
            "Epoch [828/2000], Loss_G: 2.038501501083374, Loss_D_X: 0.18340502679347992, Loss_D_Y: 0.2844914495944977\n",
            "Epoch [828/2000], Loss_G: 2.68186616897583, Loss_D_X: 0.3529362380504608, Loss_D_Y: 0.15966710448265076\n",
            "Epoch [828/2000], Loss_G: 1.692878007888794, Loss_D_X: 0.1507216989994049, Loss_D_Y: 0.23266024887561798\n",
            "Epoch [828/2000], Loss_G: 2.527070999145508, Loss_D_X: 0.35425251722335815, Loss_D_Y: 0.1040060818195343\n",
            "Epoch [828/2000], Loss_G: 2.5123977661132812, Loss_D_X: 0.20721866190433502, Loss_D_Y: 0.11160596460103989\n",
            "Epoch [828/2000], Loss_G: 1.7117830514907837, Loss_D_X: 0.11715982854366302, Loss_D_Y: 0.20269708335399628\n",
            "Epoch [829/2000], Loss_G: 2.6714348793029785, Loss_D_X: 0.27257078886032104, Loss_D_Y: 0.3025355339050293\n",
            "Epoch [829/2000], Loss_G: 2.6083738803863525, Loss_D_X: 0.6775738000869751, Loss_D_Y: 0.3238547742366791\n",
            "Epoch [829/2000], Loss_G: 3.0912442207336426, Loss_D_X: 0.5412090420722961, Loss_D_Y: 0.27318835258483887\n",
            "Epoch [829/2000], Loss_G: 1.6743398904800415, Loss_D_X: 0.5642752647399902, Loss_D_Y: 0.17021313309669495\n",
            "Epoch [829/2000], Loss_G: 2.967240810394287, Loss_D_X: 0.24397951364517212, Loss_D_Y: 0.11708100140094757\n",
            "Epoch [829/2000], Loss_G: 2.3397786617279053, Loss_D_X: 0.2519999146461487, Loss_D_Y: 0.15346868336200714\n",
            "Epoch [829/2000], Loss_G: 1.983067274093628, Loss_D_X: 0.3910749554634094, Loss_D_Y: 0.1800255924463272\n",
            "Epoch [829/2000], Loss_G: 2.4340388774871826, Loss_D_X: 0.8632875084877014, Loss_D_Y: 0.21936409175395966\n",
            "Epoch [829/2000], Loss_G: 3.7441813945770264, Loss_D_X: 0.9997758269309998, Loss_D_Y: 0.2795763313770294\n",
            "Epoch [830/2000], Loss_G: 2.0728468894958496, Loss_D_X: 0.30559980869293213, Loss_D_Y: 0.11987973749637604\n",
            "Epoch [830/2000], Loss_G: 1.6388219594955444, Loss_D_X: 0.3529964089393616, Loss_D_Y: 0.41744381189346313\n",
            "Epoch [830/2000], Loss_G: 2.207385540008545, Loss_D_X: 0.2633266746997833, Loss_D_Y: 0.20110784471035004\n",
            "Epoch [830/2000], Loss_G: 3.2367241382598877, Loss_D_X: 0.3228483200073242, Loss_D_Y: 0.32389214634895325\n",
            "Epoch [830/2000], Loss_G: 2.074885129928589, Loss_D_X: 0.2908891439437866, Loss_D_Y: 0.13985782861709595\n",
            "Epoch [830/2000], Loss_G: 1.4244714975357056, Loss_D_X: 0.22196075320243835, Loss_D_Y: 0.22637823224067688\n",
            "Epoch [830/2000], Loss_G: 2.188262462615967, Loss_D_X: 0.21133562922477722, Loss_D_Y: 0.09793022274971008\n",
            "Epoch [830/2000], Loss_G: 2.1974594593048096, Loss_D_X: 0.30293866991996765, Loss_D_Y: 0.1985805779695511\n",
            "Epoch [830/2000], Loss_G: 1.9855762720108032, Loss_D_X: 0.18707862496376038, Loss_D_Y: 0.18053950369358063\n",
            "Epoch [831/2000], Loss_G: 2.090740442276001, Loss_D_X: 0.20215779542922974, Loss_D_Y: 0.08247391879558563\n",
            "Epoch [831/2000], Loss_G: 1.8236186504364014, Loss_D_X: 0.2060675472021103, Loss_D_Y: 0.17475903034210205\n",
            "Epoch [831/2000], Loss_G: 1.681062936782837, Loss_D_X: 0.19596217572689056, Loss_D_Y: 0.18926465511322021\n",
            "Epoch [831/2000], Loss_G: 2.0782604217529297, Loss_D_X: 0.22586171329021454, Loss_D_Y: 0.23830130696296692\n",
            "Epoch [831/2000], Loss_G: 1.792343020439148, Loss_D_X: 0.17358243465423584, Loss_D_Y: 0.16663530468940735\n",
            "Epoch [831/2000], Loss_G: 2.245365619659424, Loss_D_X: 0.17063069343566895, Loss_D_Y: 0.16301357746124268\n",
            "Epoch [831/2000], Loss_G: 2.570864677429199, Loss_D_X: 0.482649564743042, Loss_D_Y: 0.09746347367763519\n",
            "Epoch [831/2000], Loss_G: 2.437617063522339, Loss_D_X: 0.38644880056381226, Loss_D_Y: 0.1923070251941681\n",
            "Epoch [831/2000], Loss_G: 2.312523603439331, Loss_D_X: 0.11503637582063675, Loss_D_Y: 0.17896929383277893\n",
            "Epoch [832/2000], Loss_G: 2.069352626800537, Loss_D_X: 0.18256574869155884, Loss_D_Y: 0.19721639156341553\n",
            "Epoch [832/2000], Loss_G: 2.8007659912109375, Loss_D_X: 0.17455285787582397, Loss_D_Y: 0.16812369227409363\n",
            "Epoch [832/2000], Loss_G: 2.169015407562256, Loss_D_X: 0.2026112675666809, Loss_D_Y: 0.1469002664089203\n",
            "Epoch [832/2000], Loss_G: 1.599816918373108, Loss_D_X: 0.18491598963737488, Loss_D_Y: 0.17766588926315308\n",
            "Epoch [832/2000], Loss_G: 2.7814221382141113, Loss_D_X: 0.1470625400543213, Loss_D_Y: 0.11787880212068558\n",
            "Epoch [832/2000], Loss_G: 2.0703659057617188, Loss_D_X: 0.15957021713256836, Loss_D_Y: 0.1408206671476364\n",
            "Epoch [832/2000], Loss_G: 2.2044622898101807, Loss_D_X: 0.17361611127853394, Loss_D_Y: 0.1793818324804306\n",
            "Epoch [832/2000], Loss_G: 2.1671321392059326, Loss_D_X: 0.0962904840707779, Loss_D_Y: 0.10712520778179169\n",
            "Epoch [832/2000], Loss_G: 3.036248207092285, Loss_D_X: 0.14531828463077545, Loss_D_Y: 0.18996649980545044\n",
            "Epoch [833/2000], Loss_G: 1.5606898069381714, Loss_D_X: 0.12742343544960022, Loss_D_Y: 0.3019327223300934\n",
            "Epoch [833/2000], Loss_G: 2.787567138671875, Loss_D_X: 0.1469285488128662, Loss_D_Y: 0.19936910271644592\n",
            "Epoch [833/2000], Loss_G: 2.4622573852539062, Loss_D_X: 0.10080092400312424, Loss_D_Y: 0.039826035499572754\n",
            "Epoch [833/2000], Loss_G: 2.3254661560058594, Loss_D_X: 0.1208881065249443, Loss_D_Y: 0.14245390892028809\n",
            "Epoch [833/2000], Loss_G: 2.239924907684326, Loss_D_X: 0.10845670849084854, Loss_D_Y: 0.0726897120475769\n",
            "Epoch [833/2000], Loss_G: 2.9479031562805176, Loss_D_X: 0.1309996247291565, Loss_D_Y: 0.17400091886520386\n",
            "Epoch [833/2000], Loss_G: 1.6785553693771362, Loss_D_X: 0.21491709351539612, Loss_D_Y: 0.15295906364917755\n",
            "Epoch [833/2000], Loss_G: 1.9672757387161255, Loss_D_X: 0.13506226241588593, Loss_D_Y: 0.22152188420295715\n",
            "Epoch [833/2000], Loss_G: 2.5019371509552, Loss_D_X: 0.1202879548072815, Loss_D_Y: 0.05443042516708374\n",
            "Epoch [834/2000], Loss_G: 2.23948335647583, Loss_D_X: 0.11800263822078705, Loss_D_Y: 0.126563161611557\n",
            "Epoch [834/2000], Loss_G: 1.5291064977645874, Loss_D_X: 0.12455938756465912, Loss_D_Y: 0.15784497559070587\n",
            "Epoch [834/2000], Loss_G: 2.369663715362549, Loss_D_X: 0.10998896509408951, Loss_D_Y: 0.18651190400123596\n",
            "Epoch [834/2000], Loss_G: 2.326650381088257, Loss_D_X: 0.10137040168046951, Loss_D_Y: 0.04558325558900833\n",
            "Epoch [834/2000], Loss_G: 2.6337170600891113, Loss_D_X: 0.0990704596042633, Loss_D_Y: 0.13387170433998108\n",
            "Epoch [834/2000], Loss_G: 2.8727364540100098, Loss_D_X: 0.07711845636367798, Loss_D_Y: 0.09518550336360931\n",
            "Epoch [834/2000], Loss_G: 1.9869954586029053, Loss_D_X: 0.11086271703243256, Loss_D_Y: 0.12639746069908142\n",
            "Epoch [834/2000], Loss_G: 2.8502449989318848, Loss_D_X: 0.13718396425247192, Loss_D_Y: 0.188502699136734\n",
            "Epoch [834/2000], Loss_G: 2.354698419570923, Loss_D_X: 0.071523018181324, Loss_D_Y: 0.036566466093063354\n",
            "Epoch [835/2000], Loss_G: 1.5239635705947876, Loss_D_X: 0.09244415163993835, Loss_D_Y: 0.22873426973819733\n",
            "Epoch [835/2000], Loss_G: 2.846817970275879, Loss_D_X: 0.05632762610912323, Loss_D_Y: 0.175837904214859\n",
            "Epoch [835/2000], Loss_G: 2.1616406440734863, Loss_D_X: 0.13041818141937256, Loss_D_Y: 0.21189716458320618\n",
            "Epoch [835/2000], Loss_G: 2.3485310077667236, Loss_D_X: 0.12721671164035797, Loss_D_Y: 0.14500589668750763\n",
            "Epoch [835/2000], Loss_G: 2.2539753913879395, Loss_D_X: 0.07452721893787384, Loss_D_Y: 0.11205706000328064\n",
            "Epoch [835/2000], Loss_G: 2.304147720336914, Loss_D_X: 0.14627648890018463, Loss_D_Y: 0.20365510880947113\n",
            "Epoch [835/2000], Loss_G: 2.3560383319854736, Loss_D_X: 0.13365012407302856, Loss_D_Y: 0.2914254665374756\n",
            "Epoch [835/2000], Loss_G: 2.5587637424468994, Loss_D_X: 0.06961625069379807, Loss_D_Y: 0.049146633595228195\n",
            "Epoch [835/2000], Loss_G: 2.6449084281921387, Loss_D_X: 0.13480636477470398, Loss_D_Y: 0.0820886492729187\n",
            "Epoch [836/2000], Loss_G: 2.554694175720215, Loss_D_X: 0.13715320825576782, Loss_D_Y: 0.10930299758911133\n",
            "Epoch [836/2000], Loss_G: 2.134488582611084, Loss_D_X: 0.0819968432188034, Loss_D_Y: 0.09561458230018616\n",
            "Epoch [836/2000], Loss_G: 2.0602152347564697, Loss_D_X: 0.08157346397638321, Loss_D_Y: 0.1624985933303833\n",
            "Epoch [836/2000], Loss_G: 2.625364065170288, Loss_D_X: 0.11361025273799896, Loss_D_Y: 0.08602432161569595\n",
            "Epoch [836/2000], Loss_G: 3.1468749046325684, Loss_D_X: 0.09726348519325256, Loss_D_Y: 0.09083356708288193\n",
            "Epoch [836/2000], Loss_G: 2.0089528560638428, Loss_D_X: 0.19100087881088257, Loss_D_Y: 0.3344429135322571\n",
            "Epoch [836/2000], Loss_G: 3.1423797607421875, Loss_D_X: 0.22619229555130005, Loss_D_Y: 0.2457251250743866\n",
            "Epoch [836/2000], Loss_G: 2.949904680252075, Loss_D_X: 0.13570065796375275, Loss_D_Y: 0.09502261132001877\n",
            "Epoch [836/2000], Loss_G: 2.383596658706665, Loss_D_X: 0.15054327249526978, Loss_D_Y: 0.07012621313333511\n",
            "Epoch [837/2000], Loss_G: 1.9281442165374756, Loss_D_X: 0.15003016591072083, Loss_D_Y: 0.5130992531776428\n",
            "Epoch [837/2000], Loss_G: 4.34401798248291, Loss_D_X: 0.17899806797504425, Loss_D_Y: 0.7781273126602173\n",
            "Epoch [837/2000], Loss_G: 2.2498135566711426, Loss_D_X: 0.181425541639328, Loss_D_Y: 0.18646582961082458\n",
            "Epoch [837/2000], Loss_G: 1.652133822441101, Loss_D_X: 0.13467711210250854, Loss_D_Y: 0.33253714442253113\n",
            "Epoch [837/2000], Loss_G: 2.304201602935791, Loss_D_X: 0.13186751306056976, Loss_D_Y: 0.2636934518814087\n",
            "Epoch [837/2000], Loss_G: 2.2908718585968018, Loss_D_X: 0.11193748563528061, Loss_D_Y: 0.18069206178188324\n",
            "Epoch [837/2000], Loss_G: 2.791111946105957, Loss_D_X: 0.09848345816135406, Loss_D_Y: 0.360598087310791\n",
            "Epoch [837/2000], Loss_G: 2.2918992042541504, Loss_D_X: 0.16354084014892578, Loss_D_Y: 0.42165955901145935\n",
            "Epoch [837/2000], Loss_G: 1.8657385110855103, Loss_D_X: 0.12225230038166046, Loss_D_Y: 0.134433776140213\n",
            "Epoch [838/2000], Loss_G: 1.737779140472412, Loss_D_X: 0.16155816614627838, Loss_D_Y: 0.2206963449716568\n",
            "Epoch [838/2000], Loss_G: 2.166069746017456, Loss_D_X: 0.1322839856147766, Loss_D_Y: 0.2460363507270813\n",
            "Epoch [838/2000], Loss_G: 2.116499185562134, Loss_D_X: 0.10032588243484497, Loss_D_Y: 0.18227490782737732\n",
            "Epoch [838/2000], Loss_G: 1.700446605682373, Loss_D_X: 0.14159908890724182, Loss_D_Y: 0.20468494296073914\n",
            "Epoch [838/2000], Loss_G: 3.037668228149414, Loss_D_X: 0.1413801610469818, Loss_D_Y: 0.30887117981910706\n",
            "Epoch [838/2000], Loss_G: 2.437068462371826, Loss_D_X: 0.10102183371782303, Loss_D_Y: 0.26562926173210144\n",
            "Epoch [838/2000], Loss_G: 1.9611016511917114, Loss_D_X: 0.0689210444688797, Loss_D_Y: 0.1740444451570511\n",
            "Epoch [838/2000], Loss_G: 1.6989717483520508, Loss_D_X: 0.16329044103622437, Loss_D_Y: 0.2139858901500702\n",
            "Epoch [838/2000], Loss_G: 2.8328921794891357, Loss_D_X: 0.1530497521162033, Loss_D_Y: 0.18095487356185913\n",
            "Epoch [839/2000], Loss_G: 2.1337013244628906, Loss_D_X: 0.15196488797664642, Loss_D_Y: 0.2821725010871887\n",
            "Epoch [839/2000], Loss_G: 2.3748977184295654, Loss_D_X: 0.07766138017177582, Loss_D_Y: 0.26810652017593384\n",
            "Epoch [839/2000], Loss_G: 2.0996322631835938, Loss_D_X: 0.14182990789413452, Loss_D_Y: 0.2249743938446045\n",
            "Epoch [839/2000], Loss_G: 2.1753358840942383, Loss_D_X: 0.0487256720662117, Loss_D_Y: 0.12485824525356293\n",
            "Epoch [839/2000], Loss_G: 1.727500319480896, Loss_D_X: 0.12509511411190033, Loss_D_Y: 0.1931191384792328\n",
            "Epoch [839/2000], Loss_G: 2.293180227279663, Loss_D_X: 0.08456523716449738, Loss_D_Y: 0.15220142900943756\n",
            "Epoch [839/2000], Loss_G: 2.1247966289520264, Loss_D_X: 0.07034812867641449, Loss_D_Y: 0.1606587916612625\n",
            "Epoch [839/2000], Loss_G: 2.3336780071258545, Loss_D_X: 0.0906788781285286, Loss_D_Y: 0.30232852697372437\n",
            "Epoch [839/2000], Loss_G: 2.0004920959472656, Loss_D_X: 0.09782357513904572, Loss_D_Y: 0.20720848441123962\n",
            "Epoch [840/2000], Loss_G: 1.9207689762115479, Loss_D_X: 0.10392776131629944, Loss_D_Y: 0.1720885932445526\n",
            "Epoch [840/2000], Loss_G: 2.387977123260498, Loss_D_X: 0.07461029291152954, Loss_D_Y: 0.16461975872516632\n",
            "Epoch [840/2000], Loss_G: 1.907914400100708, Loss_D_X: 0.11352851241827011, Loss_D_Y: 0.234501913189888\n",
            "Epoch [840/2000], Loss_G: 2.0434746742248535, Loss_D_X: 0.09417258203029633, Loss_D_Y: 0.08969913423061371\n",
            "Epoch [840/2000], Loss_G: 2.2987499237060547, Loss_D_X: 0.04886426031589508, Loss_D_Y: 0.10332124680280685\n",
            "Epoch [840/2000], Loss_G: 2.1565821170806885, Loss_D_X: 0.10151924192905426, Loss_D_Y: 0.17264986038208008\n",
            "Epoch [840/2000], Loss_G: 2.1296849250793457, Loss_D_X: 0.11741681396961212, Loss_D_Y: 0.1414204239845276\n",
            "Epoch [840/2000], Loss_G: 1.8181196451187134, Loss_D_X: 0.10141274333000183, Loss_D_Y: 0.22804908454418182\n",
            "Epoch [840/2000], Loss_G: 2.9625539779663086, Loss_D_X: 0.0826425701379776, Loss_D_Y: 0.26733219623565674\n",
            "Epoch [841/2000], Loss_G: 1.667480707168579, Loss_D_X: 0.084727942943573, Loss_D_Y: 0.2234710156917572\n",
            "Epoch [841/2000], Loss_G: 1.9962587356567383, Loss_D_X: 0.08390149474143982, Loss_D_Y: 0.18489530682563782\n",
            "Epoch [841/2000], Loss_G: 2.2037127017974854, Loss_D_X: 0.07284271717071533, Loss_D_Y: 0.14440065622329712\n",
            "Epoch [841/2000], Loss_G: 2.3617353439331055, Loss_D_X: 0.05888473987579346, Loss_D_Y: 0.24201726913452148\n",
            "Epoch [841/2000], Loss_G: 2.6191437244415283, Loss_D_X: 0.1535872220993042, Loss_D_Y: 0.19179603457450867\n",
            "Epoch [841/2000], Loss_G: 2.655531406402588, Loss_D_X: 0.09576954692602158, Loss_D_Y: 0.17493343353271484\n",
            "Epoch [841/2000], Loss_G: 2.046595811843872, Loss_D_X: 0.15728311240673065, Loss_D_Y: 0.14988918602466583\n",
            "Epoch [841/2000], Loss_G: 1.7607438564300537, Loss_D_X: 0.10091036558151245, Loss_D_Y: 0.20026656985282898\n",
            "Epoch [841/2000], Loss_G: 2.720438003540039, Loss_D_X: 0.17972052097320557, Loss_D_Y: 0.11612412333488464\n",
            "Epoch [842/2000], Loss_G: 2.5656967163085938, Loss_D_X: 0.08961319178342819, Loss_D_Y: 0.19414933025836945\n",
            "Epoch [842/2000], Loss_G: 2.136180877685547, Loss_D_X: 0.06665953993797302, Loss_D_Y: 0.1538321077823639\n",
            "Epoch [842/2000], Loss_G: 1.9443202018737793, Loss_D_X: 0.09414778649806976, Loss_D_Y: 0.17817535996437073\n",
            "Epoch [842/2000], Loss_G: 2.208420515060425, Loss_D_X: 0.13278880715370178, Loss_D_Y: 0.1511787474155426\n",
            "Epoch [842/2000], Loss_G: 1.9736770391464233, Loss_D_X: 0.07177760452032089, Loss_D_Y: 0.20361727476119995\n",
            "Epoch [842/2000], Loss_G: 1.8106722831726074, Loss_D_X: 0.1455211043357849, Loss_D_Y: 0.1375766545534134\n",
            "Epoch [842/2000], Loss_G: 2.781039237976074, Loss_D_X: 0.15931691229343414, Loss_D_Y: 0.11586342751979828\n",
            "Epoch [842/2000], Loss_G: 2.233051061630249, Loss_D_X: 0.15229001641273499, Loss_D_Y: 0.10877391695976257\n",
            "Epoch [842/2000], Loss_G: 2.061722993850708, Loss_D_X: 0.10413266718387604, Loss_D_Y: 0.12768962979316711\n",
            "Epoch [843/2000], Loss_G: 1.9175751209259033, Loss_D_X: 0.09791521728038788, Loss_D_Y: 0.14535567164421082\n",
            "Epoch [843/2000], Loss_G: 2.208158254623413, Loss_D_X: 0.07796849310398102, Loss_D_Y: 0.14389483630657196\n",
            "Epoch [843/2000], Loss_G: 2.398716449737549, Loss_D_X: 0.1143048107624054, Loss_D_Y: 0.14474433660507202\n",
            "Epoch [843/2000], Loss_G: 2.696928024291992, Loss_D_X: 0.0691583901643753, Loss_D_Y: 0.13585013151168823\n",
            "Epoch [843/2000], Loss_G: 1.928206443786621, Loss_D_X: 0.08818347752094269, Loss_D_Y: 0.21840208768844604\n",
            "Epoch [843/2000], Loss_G: 2.811955213546753, Loss_D_X: 0.06509051471948624, Loss_D_Y: 0.09564540535211563\n",
            "Epoch [843/2000], Loss_G: 2.2797908782958984, Loss_D_X: 0.06509511917829514, Loss_D_Y: 0.14338840544223785\n",
            "Epoch [843/2000], Loss_G: 2.143207550048828, Loss_D_X: 0.08700895309448242, Loss_D_Y: 0.08839517831802368\n",
            "Epoch [843/2000], Loss_G: 1.7818361520767212, Loss_D_X: 0.10207600891590118, Loss_D_Y: 0.20591020584106445\n",
            "Epoch [844/2000], Loss_G: 1.8594846725463867, Loss_D_X: 0.08647992461919785, Loss_D_Y: 0.21822968125343323\n",
            "Epoch [844/2000], Loss_G: 2.883108615875244, Loss_D_X: 0.05830904096364975, Loss_D_Y: 0.136484295129776\n",
            "Epoch [844/2000], Loss_G: 2.2000784873962402, Loss_D_X: 0.07536868751049042, Loss_D_Y: 0.13216930627822876\n",
            "Epoch [844/2000], Loss_G: 2.099302291870117, Loss_D_X: 0.10020184516906738, Loss_D_Y: 0.1853744387626648\n",
            "Epoch [844/2000], Loss_G: 2.172909736633301, Loss_D_X: 0.08414414525032043, Loss_D_Y: 0.16380923986434937\n",
            "Epoch [844/2000], Loss_G: 2.010098457336426, Loss_D_X: 0.0954986959695816, Loss_D_Y: 0.20646287500858307\n",
            "Epoch [844/2000], Loss_G: 2.3791074752807617, Loss_D_X: 0.10026277601718903, Loss_D_Y: 0.11685629189014435\n",
            "Epoch [844/2000], Loss_G: 2.3329739570617676, Loss_D_X: 0.042941540479660034, Loss_D_Y: 0.12162904441356659\n",
            "Epoch [844/2000], Loss_G: 2.8647167682647705, Loss_D_X: 0.10078160464763641, Loss_D_Y: 0.14028964936733246\n",
            "Epoch [845/2000], Loss_G: 2.175926923751831, Loss_D_X: 0.06919150054454803, Loss_D_Y: 0.07666917145252228\n",
            "Epoch [845/2000], Loss_G: 2.0069305896759033, Loss_D_X: 0.0810798704624176, Loss_D_Y: 0.13034909963607788\n",
            "Epoch [845/2000], Loss_G: 2.749772548675537, Loss_D_X: 0.08473850786685944, Loss_D_Y: 0.18145376443862915\n",
            "Epoch [845/2000], Loss_G: 2.9203248023986816, Loss_D_X: 0.03945183753967285, Loss_D_Y: 0.04686173051595688\n",
            "Epoch [845/2000], Loss_G: 2.361118793487549, Loss_D_X: 0.0658913180232048, Loss_D_Y: 0.11871829628944397\n",
            "Epoch [845/2000], Loss_G: 1.7635005712509155, Loss_D_X: 0.13654281198978424, Loss_D_Y: 0.15969109535217285\n",
            "Epoch [845/2000], Loss_G: 2.7546870708465576, Loss_D_X: 0.04299825429916382, Loss_D_Y: 0.07656131684780121\n",
            "Epoch [845/2000], Loss_G: 2.4919631481170654, Loss_D_X: 0.09649583697319031, Loss_D_Y: 0.13810166716575623\n",
            "Epoch [845/2000], Loss_G: 2.3106706142425537, Loss_D_X: 0.10899140685796738, Loss_D_Y: 0.0868302509188652\n",
            "Epoch [846/2000], Loss_G: 2.4742045402526855, Loss_D_X: 0.05164002627134323, Loss_D_Y: 0.08323279023170471\n",
            "Epoch [846/2000], Loss_G: 2.6626462936401367, Loss_D_X: 0.04837570711970329, Loss_D_Y: 0.07610321044921875\n",
            "Epoch [846/2000], Loss_G: 2.1721699237823486, Loss_D_X: 0.07057741284370422, Loss_D_Y: 0.08185744285583496\n",
            "Epoch [846/2000], Loss_G: 2.1915981769561768, Loss_D_X: 0.09998896718025208, Loss_D_Y: 0.1334555745124817\n",
            "Epoch [846/2000], Loss_G: 1.9476165771484375, Loss_D_X: 0.07563942670822144, Loss_D_Y: 0.1489429771900177\n",
            "Epoch [846/2000], Loss_G: 2.384561538696289, Loss_D_X: 0.0793963074684143, Loss_D_Y: 0.2069212794303894\n",
            "Epoch [846/2000], Loss_G: 2.4603219032287598, Loss_D_X: 0.05857141688466072, Loss_D_Y: 0.1394067257642746\n",
            "Epoch [846/2000], Loss_G: 2.181349754333496, Loss_D_X: 0.057150669395923615, Loss_D_Y: 0.05970092862844467\n",
            "Epoch [846/2000], Loss_G: 3.516801595687866, Loss_D_X: 0.08957234025001526, Loss_D_Y: 0.11444764584302902\n",
            "Epoch [847/2000], Loss_G: 2.145599842071533, Loss_D_X: 0.061516329646110535, Loss_D_Y: 0.05808661878108978\n",
            "Epoch [847/2000], Loss_G: 2.495096206665039, Loss_D_X: 0.06816799193620682, Loss_D_Y: 0.11702381074428558\n",
            "Epoch [847/2000], Loss_G: 2.7398464679718018, Loss_D_X: 0.039119791239500046, Loss_D_Y: 0.12432655692100525\n",
            "Epoch [847/2000], Loss_G: 3.3085715770721436, Loss_D_X: 0.09528467059135437, Loss_D_Y: 0.32929134368896484\n",
            "Epoch [847/2000], Loss_G: 2.2859561443328857, Loss_D_X: 0.06522171944379807, Loss_D_Y: 0.10969491302967072\n",
            "Epoch [847/2000], Loss_G: 2.3875327110290527, Loss_D_X: 0.1108856201171875, Loss_D_Y: 0.24861279129981995\n",
            "Epoch [847/2000], Loss_G: 1.8080980777740479, Loss_D_X: 0.07600526511669159, Loss_D_Y: 0.3370405435562134\n",
            "Epoch [847/2000], Loss_G: 2.681396484375, Loss_D_X: 0.07078248262405396, Loss_D_Y: 0.20302410423755646\n",
            "Epoch [847/2000], Loss_G: 2.6700491905212402, Loss_D_X: 0.08462798595428467, Loss_D_Y: 0.29912105202674866\n",
            "Epoch [848/2000], Loss_G: 2.2426064014434814, Loss_D_X: 0.11503884196281433, Loss_D_Y: 0.3025670349597931\n",
            "Epoch [848/2000], Loss_G: 2.085580825805664, Loss_D_X: 0.06976637244224548, Loss_D_Y: 0.22142893075942993\n",
            "Epoch [848/2000], Loss_G: 2.6782290935516357, Loss_D_X: 0.07885272800922394, Loss_D_Y: 0.1516607403755188\n",
            "Epoch [848/2000], Loss_G: 2.219684600830078, Loss_D_X: 0.09372438490390778, Loss_D_Y: 0.2464655637741089\n",
            "Epoch [848/2000], Loss_G: 2.6197824478149414, Loss_D_X: 0.0774315819144249, Loss_D_Y: 0.19296301901340485\n",
            "Epoch [848/2000], Loss_G: 2.309162139892578, Loss_D_X: 0.05964632332324982, Loss_D_Y: 0.21952779591083527\n",
            "Epoch [848/2000], Loss_G: 2.3111531734466553, Loss_D_X: 0.10015859454870224, Loss_D_Y: 0.2418694794178009\n",
            "Epoch [848/2000], Loss_G: 2.353410005569458, Loss_D_X: 0.1794864535331726, Loss_D_Y: 0.23787833750247955\n",
            "Epoch [848/2000], Loss_G: 2.2812600135803223, Loss_D_X: 0.07352396845817566, Loss_D_Y: 0.2996562123298645\n",
            "Epoch [849/2000], Loss_G: 2.325279712677002, Loss_D_X: 0.07248424738645554, Loss_D_Y: 0.2443244606256485\n",
            "Epoch [849/2000], Loss_G: 1.8708839416503906, Loss_D_X: 0.07631128281354904, Loss_D_Y: 0.25836703181266785\n",
            "Epoch [849/2000], Loss_G: 2.7873353958129883, Loss_D_X: 0.07769117504358292, Loss_D_Y: 0.13717487454414368\n",
            "Epoch [849/2000], Loss_G: 2.124699354171753, Loss_D_X: 0.08363733440637589, Loss_D_Y: 0.2868608236312866\n",
            "Epoch [849/2000], Loss_G: 1.7259836196899414, Loss_D_X: 0.07743149995803833, Loss_D_Y: 0.18846401572227478\n",
            "Epoch [849/2000], Loss_G: 3.4189436435699463, Loss_D_X: 0.10408206284046173, Loss_D_Y: 0.40536177158355713\n",
            "Epoch [849/2000], Loss_G: 2.0221242904663086, Loss_D_X: 0.07215511053800583, Loss_D_Y: 0.40741097927093506\n",
            "Epoch [849/2000], Loss_G: 1.8836300373077393, Loss_D_X: 0.24076960980892181, Loss_D_Y: 0.23043768107891083\n",
            "Epoch [849/2000], Loss_G: 3.099820613861084, Loss_D_X: 0.1623993217945099, Loss_D_Y: 0.27041202783584595\n",
            "Epoch [850/2000], Loss_G: 2.133484363555908, Loss_D_X: 0.16011139750480652, Loss_D_Y: 0.30528318881988525\n",
            "Epoch [850/2000], Loss_G: 1.388999581336975, Loss_D_X: 0.19591042399406433, Loss_D_Y: 0.2695460617542267\n",
            "Epoch [850/2000], Loss_G: 2.271503210067749, Loss_D_X: 0.194504052400589, Loss_D_Y: 0.28187376260757446\n",
            "Epoch [850/2000], Loss_G: 2.189403772354126, Loss_D_X: 0.09507251530885696, Loss_D_Y: 0.12949931621551514\n",
            "Epoch [850/2000], Loss_G: 2.336519718170166, Loss_D_X: 0.14193236827850342, Loss_D_Y: 0.16329741477966309\n",
            "Epoch [850/2000], Loss_G: 1.9711265563964844, Loss_D_X: 0.11202344298362732, Loss_D_Y: 0.27330389618873596\n",
            "Epoch [850/2000], Loss_G: 2.2262086868286133, Loss_D_X: 0.12555569410324097, Loss_D_Y: 0.14312538504600525\n",
            "Epoch [850/2000], Loss_G: 2.424949884414673, Loss_D_X: 0.07231754064559937, Loss_D_Y: 0.18190059065818787\n",
            "Epoch [850/2000], Loss_G: 2.5037589073181152, Loss_D_X: 0.0758543461561203, Loss_D_Y: 0.21906888484954834\n",
            "Epoch [851/2000], Loss_G: 2.292370319366455, Loss_D_X: 0.07747252285480499, Loss_D_Y: 0.17285577952861786\n",
            "Epoch [851/2000], Loss_G: 2.3804118633270264, Loss_D_X: 0.08575759828090668, Loss_D_Y: 0.2561076283454895\n",
            "Epoch [851/2000], Loss_G: 1.9496351480484009, Loss_D_X: 0.151335209608078, Loss_D_Y: 0.22605645656585693\n",
            "Epoch [851/2000], Loss_G: 1.7073196172714233, Loss_D_X: 0.08896250277757645, Loss_D_Y: 0.22639349102973938\n",
            "Epoch [851/2000], Loss_G: 1.9453415870666504, Loss_D_X: 0.1368245929479599, Loss_D_Y: 0.2363385409116745\n",
            "Epoch [851/2000], Loss_G: 2.000943422317505, Loss_D_X: 0.07021719217300415, Loss_D_Y: 0.14901533722877502\n",
            "Epoch [851/2000], Loss_G: 2.23807430267334, Loss_D_X: 0.0755072832107544, Loss_D_Y: 0.11072602868080139\n",
            "Epoch [851/2000], Loss_G: 2.4602837562561035, Loss_D_X: 0.16362105309963226, Loss_D_Y: 0.09529681503772736\n",
            "Epoch [851/2000], Loss_G: 2.6891138553619385, Loss_D_X: 0.16239139437675476, Loss_D_Y: 0.2469634711742401\n",
            "Epoch [852/2000], Loss_G: 1.9267135858535767, Loss_D_X: 0.0803026333451271, Loss_D_Y: 0.18956473469734192\n",
            "Epoch [852/2000], Loss_G: 2.756155490875244, Loss_D_X: 0.23780576884746552, Loss_D_Y: 0.22338180243968964\n",
            "Epoch [852/2000], Loss_G: 2.801565408706665, Loss_D_X: 0.23650576174259186, Loss_D_Y: 0.2481793761253357\n",
            "Epoch [852/2000], Loss_G: 2.52364182472229, Loss_D_X: 0.04743132367730141, Loss_D_Y: 0.07555800676345825\n",
            "Epoch [852/2000], Loss_G: 2.188983678817749, Loss_D_X: 0.29692113399505615, Loss_D_Y: 0.15278691053390503\n",
            "Epoch [852/2000], Loss_G: 1.6466320753097534, Loss_D_X: 0.19131018221378326, Loss_D_Y: 0.2348465919494629\n",
            "Epoch [852/2000], Loss_G: 2.340590238571167, Loss_D_X: 0.09895650297403336, Loss_D_Y: 0.12266819924116135\n",
            "Epoch [852/2000], Loss_G: 2.122899293899536, Loss_D_X: 0.227077454328537, Loss_D_Y: 0.20167779922485352\n",
            "Epoch [852/2000], Loss_G: 2.1496150493621826, Loss_D_X: 0.2040194422006607, Loss_D_Y: 0.11737444996833801\n",
            "Epoch [853/2000], Loss_G: 1.9851958751678467, Loss_D_X: 0.12752029299736023, Loss_D_Y: 0.2034604251384735\n",
            "Epoch [853/2000], Loss_G: 1.9780535697937012, Loss_D_X: 0.10810539871454239, Loss_D_Y: 0.17849600315093994\n",
            "Epoch [853/2000], Loss_G: 2.2788100242614746, Loss_D_X: 0.16002655029296875, Loss_D_Y: 0.16603007912635803\n",
            "Epoch [853/2000], Loss_G: 2.6929404735565186, Loss_D_X: 0.25037726759910583, Loss_D_Y: 0.10602839291095734\n",
            "Epoch [853/2000], Loss_G: 1.7365093231201172, Loss_D_X: 0.10626215487718582, Loss_D_Y: 0.2071567326784134\n",
            "Epoch [853/2000], Loss_G: 2.191697359085083, Loss_D_X: 0.07990183681249619, Loss_D_Y: 0.06090538948774338\n",
            "Epoch [853/2000], Loss_G: 2.6825826168060303, Loss_D_X: 0.12281696498394012, Loss_D_Y: 0.17333991825580597\n",
            "Epoch [853/2000], Loss_G: 2.3194990158081055, Loss_D_X: 0.21519406139850616, Loss_D_Y: 0.12226968258619308\n",
            "Epoch [853/2000], Loss_G: 2.175673723220825, Loss_D_X: 0.24345947802066803, Loss_D_Y: 0.16483792662620544\n",
            "Epoch [854/2000], Loss_G: 1.6764233112335205, Loss_D_X: 0.3379102051258087, Loss_D_Y: 0.22951383888721466\n",
            "Epoch [854/2000], Loss_G: 2.8259177207946777, Loss_D_X: 0.30748113989830017, Loss_D_Y: 0.15339802205562592\n",
            "Epoch [854/2000], Loss_G: 2.4439072608947754, Loss_D_X: 0.09430785477161407, Loss_D_Y: 0.1123492419719696\n",
            "Epoch [854/2000], Loss_G: 2.4558823108673096, Loss_D_X: 0.3970349133014679, Loss_D_Y: 0.12917953729629517\n",
            "Epoch [854/2000], Loss_G: 1.8963501453399658, Loss_D_X: 0.5284211039543152, Loss_D_Y: 0.22175604104995728\n",
            "Epoch [854/2000], Loss_G: 2.9155473709106445, Loss_D_X: 0.21596457064151764, Loss_D_Y: 0.1921648383140564\n",
            "Epoch [854/2000], Loss_G: 2.8726608753204346, Loss_D_X: 0.3365805447101593, Loss_D_Y: 0.08367621898651123\n",
            "Epoch [854/2000], Loss_G: 2.0980064868927, Loss_D_X: 0.4283190369606018, Loss_D_Y: 0.19727875292301178\n",
            "Epoch [854/2000], Loss_G: 2.0398008823394775, Loss_D_X: 0.23347792029380798, Loss_D_Y: 0.09402629733085632\n",
            "Epoch [855/2000], Loss_G: 2.6379733085632324, Loss_D_X: 0.5194937586784363, Loss_D_Y: 0.17482224106788635\n",
            "Epoch [855/2000], Loss_G: 1.8236432075500488, Loss_D_X: 0.21066582202911377, Loss_D_Y: 0.17937135696411133\n",
            "Epoch [855/2000], Loss_G: 2.567490577697754, Loss_D_X: 0.3092995882034302, Loss_D_Y: 0.06628339737653732\n",
            "Epoch [855/2000], Loss_G: 2.590803623199463, Loss_D_X: 0.4797510504722595, Loss_D_Y: 0.1981145143508911\n",
            "Epoch [855/2000], Loss_G: 1.8843896389007568, Loss_D_X: 0.26244717836380005, Loss_D_Y: 0.14142844080924988\n",
            "Epoch [855/2000], Loss_G: 2.4249229431152344, Loss_D_X: 0.32285425066947937, Loss_D_Y: 0.09840590506792068\n",
            "Epoch [855/2000], Loss_G: 2.5364863872528076, Loss_D_X: 0.21722683310508728, Loss_D_Y: 0.12997429072856903\n",
            "Epoch [855/2000], Loss_G: 2.385120153427124, Loss_D_X: 0.5121774077415466, Loss_D_Y: 0.20367150008678436\n",
            "Epoch [855/2000], Loss_G: 2.832406759262085, Loss_D_X: 0.3604692816734314, Loss_D_Y: 0.12057654559612274\n",
            "Epoch [856/2000], Loss_G: 2.0926613807678223, Loss_D_X: 0.41384148597717285, Loss_D_Y: 0.2383575737476349\n",
            "Epoch [856/2000], Loss_G: 3.0744071006774902, Loss_D_X: 1.7387475967407227, Loss_D_Y: 0.08570113778114319\n",
            "Epoch [856/2000], Loss_G: 3.050029993057251, Loss_D_X: 0.5758230686187744, Loss_D_Y: 0.10006310790777206\n",
            "Epoch [856/2000], Loss_G: 3.1039304733276367, Loss_D_X: 0.7392210960388184, Loss_D_Y: 0.1461830586194992\n",
            "Epoch [856/2000], Loss_G: 5.842772483825684, Loss_D_X: 4.099815368652344, Loss_D_Y: 0.22079317271709442\n",
            "Epoch [856/2000], Loss_G: 4.266900539398193, Loss_D_X: 1.268472671508789, Loss_D_Y: 0.22937679290771484\n",
            "Epoch [856/2000], Loss_G: 8.89361572265625, Loss_D_X: 2.5845208168029785, Loss_D_Y: 0.30482685565948486\n",
            "Epoch [856/2000], Loss_G: 10.604884147644043, Loss_D_X: 5.37550163269043, Loss_D_Y: 0.05137357488274574\n",
            "Epoch [856/2000], Loss_G: 15.107421875, Loss_D_X: 8.685871124267578, Loss_D_Y: 0.0541045106947422\n",
            "Epoch [857/2000], Loss_G: 13.475068092346191, Loss_D_X: 5.948899745941162, Loss_D_Y: 0.11538751423358917\n",
            "Epoch [857/2000], Loss_G: 8.528202056884766, Loss_D_X: 1.6581023931503296, Loss_D_Y: 0.18375733494758606\n",
            "Epoch [857/2000], Loss_G: 10.848812103271484, Loss_D_X: 0.4720616340637207, Loss_D_Y: 0.0690629631280899\n",
            "Epoch [857/2000], Loss_G: 9.667997360229492, Loss_D_X: 0.8961355686187744, Loss_D_Y: 0.06594900786876678\n",
            "Epoch [857/2000], Loss_G: 5.796273231506348, Loss_D_X: 0.4079970121383667, Loss_D_Y: 0.04007892683148384\n",
            "Epoch [857/2000], Loss_G: 6.206729888916016, Loss_D_X: 0.4055771231651306, Loss_D_Y: 0.06549856811761856\n",
            "Epoch [857/2000], Loss_G: 7.199042797088623, Loss_D_X: 0.43349674344062805, Loss_D_Y: 0.1629229336977005\n",
            "Epoch [857/2000], Loss_G: 6.475296974182129, Loss_D_X: 0.39010822772979736, Loss_D_Y: 0.07347214221954346\n",
            "Epoch [857/2000], Loss_G: 6.727479457855225, Loss_D_X: 0.3340032696723938, Loss_D_Y: 0.09858614951372147\n",
            "Epoch [858/2000], Loss_G: 5.4711713790893555, Loss_D_X: 0.2569112777709961, Loss_D_Y: 0.05966484546661377\n",
            "Epoch [858/2000], Loss_G: 4.597807884216309, Loss_D_X: 0.31279850006103516, Loss_D_Y: 0.03832262009382248\n",
            "Epoch [858/2000], Loss_G: 3.555300235748291, Loss_D_X: 0.31517380475997925, Loss_D_Y: 0.05167555436491966\n",
            "Epoch [858/2000], Loss_G: 4.7401556968688965, Loss_D_X: 0.301643967628479, Loss_D_Y: 0.06982740759849548\n",
            "Epoch [858/2000], Loss_G: 6.788451671600342, Loss_D_X: 0.2791275978088379, Loss_D_Y: 0.06757760047912598\n",
            "Epoch [858/2000], Loss_G: 4.779945373535156, Loss_D_X: 0.28610628843307495, Loss_D_Y: 0.056695353239774704\n",
            "Epoch [858/2000], Loss_G: 6.717787742614746, Loss_D_X: 0.21914365887641907, Loss_D_Y: 0.04473818466067314\n",
            "Epoch [858/2000], Loss_G: 3.481400728225708, Loss_D_X: 0.25525641441345215, Loss_D_Y: 0.05084028095006943\n",
            "Epoch [858/2000], Loss_G: 7.992679595947266, Loss_D_X: 0.24916887283325195, Loss_D_Y: 0.10319763422012329\n",
            "Epoch [859/2000], Loss_G: 4.179646968841553, Loss_D_X: 0.24544799327850342, Loss_D_Y: 0.023499423637986183\n",
            "Epoch [859/2000], Loss_G: 4.052451133728027, Loss_D_X: 0.27136850357055664, Loss_D_Y: 0.16261786222457886\n",
            "Epoch [859/2000], Loss_G: 7.185307502746582, Loss_D_X: 0.23191602528095245, Loss_D_Y: 0.18952563405036926\n",
            "Epoch [859/2000], Loss_G: 8.171987533569336, Loss_D_X: 0.24435213208198547, Loss_D_Y: 0.12290829420089722\n",
            "Epoch [859/2000], Loss_G: 4.025484085083008, Loss_D_X: 0.27043065428733826, Loss_D_Y: 0.12469220161437988\n",
            "Epoch [859/2000], Loss_G: 3.18747615814209, Loss_D_X: 0.24313996732234955, Loss_D_Y: 0.08870270103216171\n",
            "Epoch [859/2000], Loss_G: 5.165322303771973, Loss_D_X: 0.2305201292037964, Loss_D_Y: 0.08230702579021454\n",
            "Epoch [859/2000], Loss_G: 3.191502332687378, Loss_D_X: 0.26924777030944824, Loss_D_Y: 0.05471562594175339\n",
            "Epoch [859/2000], Loss_G: 3.723832130432129, Loss_D_X: 0.2521091103553772, Loss_D_Y: 0.04141625016927719\n",
            "Epoch [860/2000], Loss_G: 5.48844051361084, Loss_D_X: 0.20705418288707733, Loss_D_Y: 0.05754698067903519\n",
            "Epoch [860/2000], Loss_G: 4.344188690185547, Loss_D_X: 0.24164733290672302, Loss_D_Y: 0.06283509731292725\n",
            "Epoch [860/2000], Loss_G: 3.5474250316619873, Loss_D_X: 0.2679184377193451, Loss_D_Y: 0.027967378497123718\n",
            "Epoch [860/2000], Loss_G: 3.6454789638519287, Loss_D_X: 0.2918424904346466, Loss_D_Y: 0.08491881191730499\n",
            "Epoch [860/2000], Loss_G: 4.71550178527832, Loss_D_X: 0.2562764286994934, Loss_D_Y: 0.0727030485868454\n",
            "Epoch [860/2000], Loss_G: 4.726477146148682, Loss_D_X: 0.23774772882461548, Loss_D_Y: 0.03965538367629051\n",
            "Epoch [860/2000], Loss_G: 3.3467278480529785, Loss_D_X: 0.26447612047195435, Loss_D_Y: 0.023873627185821533\n",
            "Epoch [860/2000], Loss_G: 2.7616519927978516, Loss_D_X: 0.298999547958374, Loss_D_Y: 0.04356472194194794\n",
            "Epoch [860/2000], Loss_G: 6.161015510559082, Loss_D_X: 0.2791549563407898, Loss_D_Y: 0.02872617542743683\n",
            "Epoch [861/2000], Loss_G: 4.80189323425293, Loss_D_X: 0.25347158312797546, Loss_D_Y: 0.024963971227407455\n",
            "Epoch [861/2000], Loss_G: 3.5249500274658203, Loss_D_X: 0.23775610327720642, Loss_D_Y: 0.030731404200196266\n",
            "Epoch [861/2000], Loss_G: 3.1491763591766357, Loss_D_X: 0.28693315386772156, Loss_D_Y: 0.016321757808327675\n",
            "Epoch [861/2000], Loss_G: 2.2940802574157715, Loss_D_X: 0.2812381982803345, Loss_D_Y: 0.05321608483791351\n",
            "Epoch [861/2000], Loss_G: 3.106858491897583, Loss_D_X: 0.30901625752449036, Loss_D_Y: 0.03467754274606705\n",
            "Epoch [861/2000], Loss_G: 4.007565498352051, Loss_D_X: 0.29527854919433594, Loss_D_Y: 0.019153404980897903\n",
            "Epoch [861/2000], Loss_G: 3.0281591415405273, Loss_D_X: 0.2672386169433594, Loss_D_Y: 0.02654164284467697\n",
            "Epoch [861/2000], Loss_G: 5.295090198516846, Loss_D_X: 0.2622857391834259, Loss_D_Y: 0.019820159301161766\n",
            "Epoch [861/2000], Loss_G: 4.781676292419434, Loss_D_X: 0.2181309163570404, Loss_D_Y: 0.05188910663127899\n",
            "Epoch [862/2000], Loss_G: 8.52306079864502, Loss_D_X: 0.20358657836914062, Loss_D_Y: 0.011915802024304867\n",
            "Epoch [862/2000], Loss_G: 8.07031536102295, Loss_D_X: 0.2114097774028778, Loss_D_Y: 0.03270299360156059\n",
            "Epoch [862/2000], Loss_G: 7.122165679931641, Loss_D_X: 0.2727621793746948, Loss_D_Y: 0.029506899416446686\n",
            "Epoch [862/2000], Loss_G: 5.4117207527160645, Loss_D_X: 0.29184308648109436, Loss_D_Y: 0.03270035982131958\n",
            "Epoch [862/2000], Loss_G: 5.917747974395752, Loss_D_X: 0.26668673753738403, Loss_D_Y: 0.02375531569123268\n",
            "Epoch [862/2000], Loss_G: 4.774415016174316, Loss_D_X: 0.27796632051467896, Loss_D_Y: 0.021327894181013107\n",
            "Epoch [862/2000], Loss_G: 3.737809896469116, Loss_D_X: 0.2836989164352417, Loss_D_Y: 0.03451742231845856\n",
            "Epoch [862/2000], Loss_G: 3.844805955886841, Loss_D_X: 0.2601156234741211, Loss_D_Y: 0.01624591089785099\n",
            "Epoch [862/2000], Loss_G: 6.063662528991699, Loss_D_X: 0.20602530241012573, Loss_D_Y: 0.018486380577087402\n",
            "Epoch [863/2000], Loss_G: 3.6478776931762695, Loss_D_X: 0.25363510847091675, Loss_D_Y: 0.02991819567978382\n",
            "Epoch [863/2000], Loss_G: 4.473705768585205, Loss_D_X: 0.18888640403747559, Loss_D_Y: 0.02401362732052803\n",
            "Epoch [863/2000], Loss_G: 4.158621788024902, Loss_D_X: 0.2359614372253418, Loss_D_Y: 0.011852099560201168\n",
            "Epoch [863/2000], Loss_G: 4.765284538269043, Loss_D_X: 0.2333776354789734, Loss_D_Y: 0.020336193963885307\n",
            "Epoch [863/2000], Loss_G: 3.559335231781006, Loss_D_X: 0.27035871148109436, Loss_D_Y: 0.01767616905272007\n",
            "Epoch [863/2000], Loss_G: 5.972725868225098, Loss_D_X: 0.25248974561691284, Loss_D_Y: 0.02158346399664879\n",
            "Epoch [863/2000], Loss_G: 5.197317123413086, Loss_D_X: 0.22533509135246277, Loss_D_Y: 0.021420443430542946\n",
            "Epoch [863/2000], Loss_G: 4.0266876220703125, Loss_D_X: 0.2636091411113739, Loss_D_Y: 0.014377742074429989\n",
            "Epoch [863/2000], Loss_G: 3.980787992477417, Loss_D_X: 0.2800138294696808, Loss_D_Y: 0.024337265640497208\n",
            "Epoch [864/2000], Loss_G: 4.15671968460083, Loss_D_X: 0.2304566204547882, Loss_D_Y: 0.02222752571105957\n",
            "Epoch [864/2000], Loss_G: 5.42510986328125, Loss_D_X: 0.20164820551872253, Loss_D_Y: 0.019280871376395226\n",
            "Epoch [864/2000], Loss_G: 4.173494815826416, Loss_D_X: 0.23156751692295074, Loss_D_Y: 0.023326631635427475\n",
            "Epoch [864/2000], Loss_G: 3.5834622383117676, Loss_D_X: 0.2394651472568512, Loss_D_Y: 0.013464956544339657\n",
            "Epoch [864/2000], Loss_G: 4.455833435058594, Loss_D_X: 0.20698848366737366, Loss_D_Y: 0.01790645718574524\n",
            "Epoch [864/2000], Loss_G: 3.1729636192321777, Loss_D_X: 0.26195698976516724, Loss_D_Y: 0.03191505745053291\n",
            "Epoch [864/2000], Loss_G: 3.1090118885040283, Loss_D_X: 0.27715766429901123, Loss_D_Y: 0.02073642611503601\n",
            "Epoch [864/2000], Loss_G: 6.152923583984375, Loss_D_X: 0.24439622461795807, Loss_D_Y: 0.011363600380718708\n",
            "Epoch [864/2000], Loss_G: 3.816162109375, Loss_D_X: 0.2933843731880188, Loss_D_Y: 0.0302685908973217\n",
            "Epoch [865/2000], Loss_G: 2.654235601425171, Loss_D_X: 0.28378984332084656, Loss_D_Y: 0.028678391128778458\n",
            "Epoch [865/2000], Loss_G: 3.830516815185547, Loss_D_X: 0.28137803077697754, Loss_D_Y: 0.011960091069340706\n",
            "Epoch [865/2000], Loss_G: 3.542151927947998, Loss_D_X: 0.275881290435791, Loss_D_Y: 0.014038298279047012\n",
            "Epoch [865/2000], Loss_G: 5.136804580688477, Loss_D_X: 0.23817911744117737, Loss_D_Y: 0.022513166069984436\n",
            "Epoch [865/2000], Loss_G: 2.9753170013427734, Loss_D_X: 0.279415100812912, Loss_D_Y: 0.02239270880818367\n",
            "Epoch [865/2000], Loss_G: 4.04202938079834, Loss_D_X: 0.3049183487892151, Loss_D_Y: 0.02374720573425293\n",
            "Epoch [865/2000], Loss_G: 4.156060695648193, Loss_D_X: 0.2493458390235901, Loss_D_Y: 0.03596019744873047\n",
            "Epoch [865/2000], Loss_G: 4.819855213165283, Loss_D_X: 0.19345176219940186, Loss_D_Y: 0.013142342679202557\n",
            "Epoch [865/2000], Loss_G: 3.5082333087921143, Loss_D_X: 0.29283633828163147, Loss_D_Y: 0.022114817053079605\n",
            "Epoch [866/2000], Loss_G: 3.644131898880005, Loss_D_X: 0.26925474405288696, Loss_D_Y: 0.011542811058461666\n",
            "Epoch [866/2000], Loss_G: 2.5556321144104004, Loss_D_X: 0.255165159702301, Loss_D_Y: 0.033053960651159286\n",
            "Epoch [866/2000], Loss_G: 5.488844871520996, Loss_D_X: 0.23348760604858398, Loss_D_Y: 0.01668527163565159\n",
            "Epoch [866/2000], Loss_G: 4.518589973449707, Loss_D_X: 0.20543000102043152, Loss_D_Y: 0.022772284224629402\n",
            "Epoch [866/2000], Loss_G: 3.73866605758667, Loss_D_X: 0.23626090586185455, Loss_D_Y: 0.022022724151611328\n",
            "Epoch [866/2000], Loss_G: 4.279946327209473, Loss_D_X: 0.2026602178812027, Loss_D_Y: 0.008955413475632668\n",
            "Epoch [866/2000], Loss_G: 3.145437240600586, Loss_D_X: 0.28906071186065674, Loss_D_Y: 0.015117153525352478\n",
            "Epoch [866/2000], Loss_G: 3.1514439582824707, Loss_D_X: 0.33354634046554565, Loss_D_Y: 0.025788601487874985\n",
            "Epoch [866/2000], Loss_G: 3.7628304958343506, Loss_D_X: 0.2469918429851532, Loss_D_Y: 0.014950789511203766\n",
            "Epoch [867/2000], Loss_G: 5.834722995758057, Loss_D_X: 0.2365042120218277, Loss_D_Y: 0.02834501303732395\n",
            "Epoch [867/2000], Loss_G: 2.886610746383667, Loss_D_X: 0.2729785442352295, Loss_D_Y: 0.02524575963616371\n",
            "Epoch [867/2000], Loss_G: 4.169859409332275, Loss_D_X: 0.2835754454135895, Loss_D_Y: 0.0466141514480114\n",
            "Epoch [867/2000], Loss_G: 2.529876232147217, Loss_D_X: 0.27362096309661865, Loss_D_Y: 0.054468099027872086\n",
            "Epoch [867/2000], Loss_G: 3.5548713207244873, Loss_D_X: 0.23996883630752563, Loss_D_Y: 0.01280253753066063\n",
            "Epoch [867/2000], Loss_G: 4.644716262817383, Loss_D_X: 0.18968355655670166, Loss_D_Y: 0.014972041361033916\n",
            "Epoch [867/2000], Loss_G: 2.852112293243408, Loss_D_X: 0.23806187510490417, Loss_D_Y: 0.01820349507033825\n",
            "Epoch [867/2000], Loss_G: 3.6189794540405273, Loss_D_X: 0.21305274963378906, Loss_D_Y: 0.013005884364247322\n",
            "Epoch [867/2000], Loss_G: 3.0151214599609375, Loss_D_X: 0.2531692385673523, Loss_D_Y: 0.02394353598356247\n",
            "Epoch [868/2000], Loss_G: 2.6562578678131104, Loss_D_X: 0.2588962912559509, Loss_D_Y: 0.052896976470947266\n",
            "Epoch [868/2000], Loss_G: 3.1496920585632324, Loss_D_X: 0.21117855608463287, Loss_D_Y: 0.013576388359069824\n",
            "Epoch [868/2000], Loss_G: 2.6455085277557373, Loss_D_X: 0.28401902318000793, Loss_D_Y: 0.016754036769270897\n",
            "Epoch [868/2000], Loss_G: 4.0134453773498535, Loss_D_X: 0.2700597047805786, Loss_D_Y: 0.03834347426891327\n",
            "Epoch [868/2000], Loss_G: 3.5617029666900635, Loss_D_X: 0.32673007249832153, Loss_D_Y: 0.016627170145511627\n",
            "Epoch [868/2000], Loss_G: 3.8861472606658936, Loss_D_X: 0.23039904236793518, Loss_D_Y: 0.020186670124530792\n",
            "Epoch [868/2000], Loss_G: 3.193331241607666, Loss_D_X: 0.25382471084594727, Loss_D_Y: 0.012018670327961445\n",
            "Epoch [868/2000], Loss_G: 2.979112148284912, Loss_D_X: 0.23769596219062805, Loss_D_Y: 0.017620394006371498\n",
            "Epoch [868/2000], Loss_G: 4.740100860595703, Loss_D_X: 0.23623329401016235, Loss_D_Y: 0.01307925395667553\n",
            "Epoch [869/2000], Loss_G: 3.4957098960876465, Loss_D_X: 0.2878229022026062, Loss_D_Y: 0.041110098361968994\n",
            "Epoch [869/2000], Loss_G: 3.6419596672058105, Loss_D_X: 0.21583643555641174, Loss_D_Y: 0.013644259423017502\n",
            "Epoch [869/2000], Loss_G: 2.7196779251098633, Loss_D_X: 0.2332620918750763, Loss_D_Y: 0.020626936107873917\n",
            "Epoch [869/2000], Loss_G: 2.8201029300689697, Loss_D_X: 0.23108479380607605, Loss_D_Y: 0.013842420652508736\n",
            "Epoch [869/2000], Loss_G: 4.278826713562012, Loss_D_X: 0.2319713830947876, Loss_D_Y: 0.014426236972212791\n",
            "Epoch [869/2000], Loss_G: 3.4364917278289795, Loss_D_X: 0.2558569610118866, Loss_D_Y: 0.021332889795303345\n",
            "Epoch [869/2000], Loss_G: 2.9731051921844482, Loss_D_X: 0.2681897282600403, Loss_D_Y: 0.01833529956638813\n",
            "Epoch [869/2000], Loss_G: 2.544502019882202, Loss_D_X: 0.2836593687534332, Loss_D_Y: 0.03108358010649681\n",
            "Epoch [869/2000], Loss_G: 3.5457229614257812, Loss_D_X: 0.23330636322498322, Loss_D_Y: 0.010521017014980316\n",
            "Epoch [870/2000], Loss_G: 2.9652371406555176, Loss_D_X: 0.30484142899513245, Loss_D_Y: 0.00796051137149334\n",
            "Epoch [870/2000], Loss_G: 2.574526309967041, Loss_D_X: 0.2643176019191742, Loss_D_Y: 0.027799809351563454\n",
            "Epoch [870/2000], Loss_G: 3.65419340133667, Loss_D_X: 0.25835371017456055, Loss_D_Y: 0.016915520653128624\n",
            "Epoch [870/2000], Loss_G: 3.264214515686035, Loss_D_X: 0.2257569432258606, Loss_D_Y: 0.011075658723711967\n",
            "Epoch [870/2000], Loss_G: 3.158430337905884, Loss_D_X: 0.277498334646225, Loss_D_Y: 0.01980285346508026\n",
            "Epoch [870/2000], Loss_G: 3.6024680137634277, Loss_D_X: 0.25448423624038696, Loss_D_Y: 0.015180636197328568\n",
            "Epoch [870/2000], Loss_G: 3.0811591148376465, Loss_D_X: 0.2547701895236969, Loss_D_Y: 0.05215276777744293\n",
            "Epoch [870/2000], Loss_G: 4.310558795928955, Loss_D_X: 0.21119937300682068, Loss_D_Y: 0.023714037612080574\n",
            "Epoch [870/2000], Loss_G: 4.277006149291992, Loss_D_X: 0.23818594217300415, Loss_D_Y: 0.01527266763150692\n",
            "Epoch [871/2000], Loss_G: 3.6830642223358154, Loss_D_X: 0.2315911054611206, Loss_D_Y: 0.010312316007912159\n",
            "Epoch [871/2000], Loss_G: 3.329045057296753, Loss_D_X: 0.2747819423675537, Loss_D_Y: 0.011945078149437904\n",
            "Epoch [871/2000], Loss_G: 3.095776081085205, Loss_D_X: 0.2593851387500763, Loss_D_Y: 0.011250926181674004\n",
            "Epoch [871/2000], Loss_G: 2.467745542526245, Loss_D_X: 0.2607576251029968, Loss_D_Y: 0.03300132229924202\n",
            "Epoch [871/2000], Loss_G: 2.527055025100708, Loss_D_X: 0.26980215311050415, Loss_D_Y: 0.01945662498474121\n",
            "Epoch [871/2000], Loss_G: 3.3318228721618652, Loss_D_X: 0.24779298901557922, Loss_D_Y: 0.015888463705778122\n",
            "Epoch [871/2000], Loss_G: 3.4777491092681885, Loss_D_X: 0.20763179659843445, Loss_D_Y: 0.011818243190646172\n",
            "Epoch [871/2000], Loss_G: 2.7341413497924805, Loss_D_X: 0.2856022119522095, Loss_D_Y: 0.016914118081331253\n",
            "Epoch [871/2000], Loss_G: 3.922482490539551, Loss_D_X: 0.2597213387489319, Loss_D_Y: 0.013712936080992222\n",
            "Epoch [872/2000], Loss_G: 3.18403959274292, Loss_D_X: 0.20130875706672668, Loss_D_Y: 0.019182084128260612\n",
            "Epoch [872/2000], Loss_G: 3.243717908859253, Loss_D_X: 0.27213379740715027, Loss_D_Y: 0.009215871803462505\n",
            "Epoch [872/2000], Loss_G: 2.7662744522094727, Loss_D_X: 0.27702561020851135, Loss_D_Y: 0.018250174820423126\n",
            "Epoch [872/2000], Loss_G: 4.200103759765625, Loss_D_X: 0.22934181988239288, Loss_D_Y: 0.01832849532365799\n",
            "Epoch [872/2000], Loss_G: 3.211505889892578, Loss_D_X: 0.2675899863243103, Loss_D_Y: 0.011927615851163864\n",
            "Epoch [872/2000], Loss_G: 2.7262730598449707, Loss_D_X: 0.270070344209671, Loss_D_Y: 0.013605760410428047\n",
            "Epoch [872/2000], Loss_G: 3.2024829387664795, Loss_D_X: 0.28328052163124084, Loss_D_Y: 0.012831710278987885\n",
            "Epoch [872/2000], Loss_G: 3.667419910430908, Loss_D_X: 0.2451573610305786, Loss_D_Y: 0.00898318737745285\n",
            "Epoch [872/2000], Loss_G: 2.504955768585205, Loss_D_X: 0.2677789330482483, Loss_D_Y: 0.030239233747124672\n",
            "Epoch [873/2000], Loss_G: 2.5690805912017822, Loss_D_X: 0.2714651823043823, Loss_D_Y: 0.01890367642045021\n",
            "Epoch [873/2000], Loss_G: 2.9925551414489746, Loss_D_X: 0.274506151676178, Loss_D_Y: 0.015177177265286446\n",
            "Epoch [873/2000], Loss_G: 2.6587531566619873, Loss_D_X: 0.2656821608543396, Loss_D_Y: 0.020400725305080414\n",
            "Epoch [873/2000], Loss_G: 3.2131853103637695, Loss_D_X: 0.24668319523334503, Loss_D_Y: 0.01604267582297325\n",
            "Epoch [873/2000], Loss_G: 3.472531318664551, Loss_D_X: 0.2956189215183258, Loss_D_Y: 0.011231627315282822\n",
            "Epoch [873/2000], Loss_G: 3.7117836475372314, Loss_D_X: 0.2617639899253845, Loss_D_Y: 0.00934888981282711\n",
            "Epoch [873/2000], Loss_G: 3.0296623706817627, Loss_D_X: 0.2617287039756775, Loss_D_Y: 0.010174237191677094\n",
            "Epoch [873/2000], Loss_G: 2.8170361518859863, Loss_D_X: 0.24211156368255615, Loss_D_Y: 0.014721497893333435\n",
            "Epoch [873/2000], Loss_G: 3.2352418899536133, Loss_D_X: 0.2783466577529907, Loss_D_Y: 0.01827898621559143\n",
            "Epoch [874/2000], Loss_G: 3.3415544033050537, Loss_D_X: 0.30709582567214966, Loss_D_Y: 0.020682796835899353\n",
            "Epoch [874/2000], Loss_G: 2.0654964447021484, Loss_D_X: 0.2737218141555786, Loss_D_Y: 0.07153259962797165\n",
            "Epoch [874/2000], Loss_G: 3.2381179332733154, Loss_D_X: 0.23857468366622925, Loss_D_Y: 0.013705331832170486\n",
            "Epoch [874/2000], Loss_G: 3.199784994125366, Loss_D_X: 0.273454487323761, Loss_D_Y: 0.012167087756097317\n",
            "Epoch [874/2000], Loss_G: 3.4905455112457275, Loss_D_X: 0.2697756886482239, Loss_D_Y: 0.00894937664270401\n",
            "Epoch [874/2000], Loss_G: 3.6088063716888428, Loss_D_X: 0.25850701332092285, Loss_D_Y: 0.026573073118925095\n",
            "Epoch [874/2000], Loss_G: 2.8744308948516846, Loss_D_X: 0.24063128232955933, Loss_D_Y: 0.015671100467443466\n",
            "Epoch [874/2000], Loss_G: 2.6509759426116943, Loss_D_X: 0.2656293511390686, Loss_D_Y: 0.018512118607759476\n",
            "Epoch [874/2000], Loss_G: 2.832120180130005, Loss_D_X: 0.2600965201854706, Loss_D_Y: 0.01242892537266016\n",
            "Epoch [875/2000], Loss_G: 2.7670698165893555, Loss_D_X: 0.26592886447906494, Loss_D_Y: 0.010430652648210526\n",
            "Epoch [875/2000], Loss_G: 2.508960723876953, Loss_D_X: 0.26980388164520264, Loss_D_Y: 0.009391640312969685\n",
            "Epoch [875/2000], Loss_G: 3.86163330078125, Loss_D_X: 0.24588598310947418, Loss_D_Y: 0.022741243243217468\n",
            "Epoch [875/2000], Loss_G: 2.768173933029175, Loss_D_X: 0.24450722336769104, Loss_D_Y: 0.010271159000694752\n",
            "Epoch [875/2000], Loss_G: 2.3381335735321045, Loss_D_X: 0.2557072937488556, Loss_D_Y: 0.03748200088739395\n",
            "Epoch [875/2000], Loss_G: 2.6667425632476807, Loss_D_X: 0.25557559728622437, Loss_D_Y: 0.017458254471421242\n",
            "Epoch [875/2000], Loss_G: 3.430279016494751, Loss_D_X: 0.2291603982448578, Loss_D_Y: 0.010156963020563126\n",
            "Epoch [875/2000], Loss_G: 2.8970370292663574, Loss_D_X: 0.2468598484992981, Loss_D_Y: 0.009236915968358517\n",
            "Epoch [875/2000], Loss_G: 3.128089666366577, Loss_D_X: 0.26762115955352783, Loss_D_Y: 0.01412135362625122\n",
            "Epoch [876/2000], Loss_G: 2.9858193397521973, Loss_D_X: 0.26225709915161133, Loss_D_Y: 0.006980806589126587\n",
            "Epoch [876/2000], Loss_G: 2.484703540802002, Loss_D_X: 0.24590837955474854, Loss_D_Y: 0.011778434738516808\n",
            "Epoch [876/2000], Loss_G: 2.406895160675049, Loss_D_X: 0.25600215792655945, Loss_D_Y: 0.037989020347595215\n",
            "Epoch [876/2000], Loss_G: 3.1015374660491943, Loss_D_X: 0.2479865849018097, Loss_D_Y: 0.012475354596972466\n",
            "Epoch [876/2000], Loss_G: 2.3826394081115723, Loss_D_X: 0.26157811284065247, Loss_D_Y: 0.013858616352081299\n",
            "Epoch [876/2000], Loss_G: 3.8831396102905273, Loss_D_X: 0.27630341053009033, Loss_D_Y: 0.015875916928052902\n",
            "Epoch [876/2000], Loss_G: 2.9426767826080322, Loss_D_X: 0.2759614586830139, Loss_D_Y: 0.009456520900130272\n",
            "Epoch [876/2000], Loss_G: 3.080392360687256, Loss_D_X: 0.2795923948287964, Loss_D_Y: 0.020113687962293625\n",
            "Epoch [876/2000], Loss_G: 2.3660759925842285, Loss_D_X: 0.26468929648399353, Loss_D_Y: 0.07059946656227112\n",
            "Epoch [877/2000], Loss_G: 3.6292359828948975, Loss_D_X: 0.26255789399147034, Loss_D_Y: 0.012474363669753075\n",
            "Epoch [877/2000], Loss_G: 2.8383843898773193, Loss_D_X: 0.2735886871814728, Loss_D_Y: 0.07014897465705872\n",
            "Epoch [877/2000], Loss_G: 2.3372013568878174, Loss_D_X: 0.2673313617706299, Loss_D_Y: 0.027544744312763214\n",
            "Epoch [877/2000], Loss_G: 2.807896852493286, Loss_D_X: 0.25583314895629883, Loss_D_Y: 0.020558159798383713\n",
            "Epoch [877/2000], Loss_G: 2.860828161239624, Loss_D_X: 0.27043816447257996, Loss_D_Y: 0.023216791450977325\n",
            "Epoch [877/2000], Loss_G: 2.7820324897766113, Loss_D_X: 0.26878559589385986, Loss_D_Y: 0.01145960669964552\n",
            "Epoch [877/2000], Loss_G: 2.8186593055725098, Loss_D_X: 0.2571752071380615, Loss_D_Y: 0.011781017296016216\n",
            "Epoch [877/2000], Loss_G: 2.494138240814209, Loss_D_X: 0.24968022108078003, Loss_D_Y: 0.018503807485103607\n",
            "Epoch [877/2000], Loss_G: 3.4913251399993896, Loss_D_X: 0.2302320897579193, Loss_D_Y: 0.012661183252930641\n",
            "Epoch [878/2000], Loss_G: 2.5539026260375977, Loss_D_X: 0.25650474429130554, Loss_D_Y: 0.015699706971645355\n",
            "Epoch [878/2000], Loss_G: 3.111288547515869, Loss_D_X: 0.25733792781829834, Loss_D_Y: 0.013052355498075485\n",
            "Epoch [878/2000], Loss_G: 2.87904691696167, Loss_D_X: 0.22742880880832672, Loss_D_Y: 0.03250573202967644\n",
            "Epoch [878/2000], Loss_G: 2.4743430614471436, Loss_D_X: 0.26289546489715576, Loss_D_Y: 0.04137226939201355\n",
            "Epoch [878/2000], Loss_G: 2.7398738861083984, Loss_D_X: 0.2615191340446472, Loss_D_Y: 0.02059171348810196\n",
            "Epoch [878/2000], Loss_G: 2.754750967025757, Loss_D_X: 0.25121167302131653, Loss_D_Y: 0.011927971616387367\n",
            "Epoch [878/2000], Loss_G: 2.6222927570343018, Loss_D_X: 0.2558225095272064, Loss_D_Y: 0.014256156980991364\n",
            "Epoch [878/2000], Loss_G: 3.3493244647979736, Loss_D_X: 0.24900609254837036, Loss_D_Y: 0.022802207618951797\n",
            "Epoch [878/2000], Loss_G: 3.0549118518829346, Loss_D_X: 0.25490838289260864, Loss_D_Y: 0.05376726761460304\n",
            "Epoch [879/2000], Loss_G: 3.618365526199341, Loss_D_X: 0.2412242591381073, Loss_D_Y: 0.010535178706049919\n",
            "Epoch [879/2000], Loss_G: 2.527230739593506, Loss_D_X: 0.24695292115211487, Loss_D_Y: 0.02111842669546604\n",
            "Epoch [879/2000], Loss_G: 2.8678500652313232, Loss_D_X: 0.24318142235279083, Loss_D_Y: 0.009490357711911201\n",
            "Epoch [879/2000], Loss_G: 2.8196048736572266, Loss_D_X: 0.2519746422767639, Loss_D_Y: 0.009951313026249409\n",
            "Epoch [879/2000], Loss_G: 3.4263880252838135, Loss_D_X: 0.243557870388031, Loss_D_Y: 0.009738079272210598\n",
            "Epoch [879/2000], Loss_G: 2.3753607273101807, Loss_D_X: 0.25137943029403687, Loss_D_Y: 0.053194403648376465\n",
            "Epoch [879/2000], Loss_G: 2.8926093578338623, Loss_D_X: 0.2641592025756836, Loss_D_Y: 0.02963743358850479\n",
            "Epoch [879/2000], Loss_G: 2.795450448989868, Loss_D_X: 0.25627967715263367, Loss_D_Y: 0.023917248472571373\n",
            "Epoch [879/2000], Loss_G: 2.616243839263916, Loss_D_X: 0.2678631842136383, Loss_D_Y: 0.030706703662872314\n",
            "Epoch [880/2000], Loss_G: 2.8482654094696045, Loss_D_X: 0.2489837408065796, Loss_D_Y: 0.019343752413988113\n",
            "Epoch [880/2000], Loss_G: 2.4784626960754395, Loss_D_X: 0.21733234822750092, Loss_D_Y: 0.010985275730490685\n",
            "Epoch [880/2000], Loss_G: 2.428764820098877, Loss_D_X: 0.29308027029037476, Loss_D_Y: 0.0138626117259264\n",
            "Epoch [880/2000], Loss_G: 3.49538516998291, Loss_D_X: 0.33501601219177246, Loss_D_Y: 0.059012480080127716\n",
            "Epoch [880/2000], Loss_G: 2.205319404602051, Loss_D_X: 0.32464712858200073, Loss_D_Y: 0.05613644793629646\n",
            "Epoch [880/2000], Loss_G: 2.540384292602539, Loss_D_X: 0.25608593225479126, Loss_D_Y: 0.016812605783343315\n",
            "Epoch [880/2000], Loss_G: 3.543825626373291, Loss_D_X: 0.2610017955303192, Loss_D_Y: 0.021129002794623375\n",
            "Epoch [880/2000], Loss_G: 2.727008819580078, Loss_D_X: 0.27902016043663025, Loss_D_Y: 0.02598794549703598\n",
            "Epoch [880/2000], Loss_G: 2.9825291633605957, Loss_D_X: 0.28141772747039795, Loss_D_Y: 0.03245105966925621\n",
            "Epoch [881/2000], Loss_G: 2.9785003662109375, Loss_D_X: 0.2673546075820923, Loss_D_Y: 0.01564434915781021\n",
            "Epoch [881/2000], Loss_G: 2.671375274658203, Loss_D_X: 0.24254149198532104, Loss_D_Y: 0.028600234538316727\n",
            "Epoch [881/2000], Loss_G: 2.2743747234344482, Loss_D_X: 0.25582993030548096, Loss_D_Y: 0.03269583359360695\n",
            "Epoch [881/2000], Loss_G: 2.6237974166870117, Loss_D_X: 0.24716469645500183, Loss_D_Y: 0.014277195557951927\n",
            "Epoch [881/2000], Loss_G: 2.8147621154785156, Loss_D_X: 0.24523338675498962, Loss_D_Y: 0.013034263625741005\n",
            "Epoch [881/2000], Loss_G: 2.1519293785095215, Loss_D_X: 0.25756728649139404, Loss_D_Y: 0.04027237743139267\n",
            "Epoch [881/2000], Loss_G: 2.2750661373138428, Loss_D_X: 0.2717410922050476, Loss_D_Y: 0.02703031525015831\n",
            "Epoch [881/2000], Loss_G: 2.5511698722839355, Loss_D_X: 0.2804256081581116, Loss_D_Y: 0.022448468953371048\n",
            "Epoch [881/2000], Loss_G: 3.5215916633605957, Loss_D_X: 0.2461313009262085, Loss_D_Y: 0.012009807862341404\n",
            "Epoch [882/2000], Loss_G: 2.4293127059936523, Loss_D_X: 0.26593780517578125, Loss_D_Y: 0.020283490419387817\n",
            "Epoch [882/2000], Loss_G: 2.652329921722412, Loss_D_X: 0.2847893238067627, Loss_D_Y: 0.01184818521142006\n",
            "Epoch [882/2000], Loss_G: 2.7369301319122314, Loss_D_X: 0.2559688091278076, Loss_D_Y: 0.01091170497238636\n",
            "Epoch [882/2000], Loss_G: 2.9178154468536377, Loss_D_X: 0.259092777967453, Loss_D_Y: 0.018057066947221756\n",
            "Epoch [882/2000], Loss_G: 2.123241424560547, Loss_D_X: 0.27096742391586304, Loss_D_Y: 0.05320108309388161\n",
            "Epoch [882/2000], Loss_G: 2.6166305541992188, Loss_D_X: 0.2596895694732666, Loss_D_Y: 0.01032213680446148\n",
            "Epoch [882/2000], Loss_G: 2.9622256755828857, Loss_D_X: 0.25670596957206726, Loss_D_Y: 0.027019957080483437\n",
            "Epoch [882/2000], Loss_G: 3.4274091720581055, Loss_D_X: 0.24311116337776184, Loss_D_Y: 0.013689795508980751\n",
            "Epoch [882/2000], Loss_G: 3.506467342376709, Loss_D_X: 0.23938336968421936, Loss_D_Y: 0.01607663556933403\n",
            "Epoch [883/2000], Loss_G: 2.50577974319458, Loss_D_X: 0.25436466932296753, Loss_D_Y: 0.02053072117269039\n",
            "Epoch [883/2000], Loss_G: 2.4956467151641846, Loss_D_X: 0.24357834458351135, Loss_D_Y: 0.025093335658311844\n",
            "Epoch [883/2000], Loss_G: 3.2991554737091064, Loss_D_X: 0.2467167228460312, Loss_D_Y: 0.021472305059432983\n",
            "Epoch [883/2000], Loss_G: 3.3740200996398926, Loss_D_X: 0.24085986614227295, Loss_D_Y: 0.03068486787378788\n",
            "Epoch [883/2000], Loss_G: 2.4633758068084717, Loss_D_X: 0.2158416211605072, Loss_D_Y: 0.017362751066684723\n",
            "Epoch [883/2000], Loss_G: 2.5618667602539062, Loss_D_X: 0.2512938380241394, Loss_D_Y: 0.019528701901435852\n",
            "Epoch [883/2000], Loss_G: 3.18630051612854, Loss_D_X: 0.27529552578926086, Loss_D_Y: 0.017171747982501984\n",
            "Epoch [883/2000], Loss_G: 2.177640676498413, Loss_D_X: 0.2680568993091583, Loss_D_Y: 0.0551665760576725\n",
            "Epoch [883/2000], Loss_G: 2.7058815956115723, Loss_D_X: 0.2527815103530884, Loss_D_Y: 0.02571060135960579\n",
            "Epoch [884/2000], Loss_G: 3.444518566131592, Loss_D_X: 0.23085451126098633, Loss_D_Y: 0.01606355607509613\n",
            "Epoch [884/2000], Loss_G: 3.0610132217407227, Loss_D_X: 0.28264960646629333, Loss_D_Y: 0.03500053659081459\n",
            "Epoch [884/2000], Loss_G: 2.859734535217285, Loss_D_X: 0.2817500829696655, Loss_D_Y: 0.025981418788433075\n",
            "Epoch [884/2000], Loss_G: 2.1209933757781982, Loss_D_X: 0.2536194324493408, Loss_D_Y: 0.06377153098583221\n",
            "Epoch [884/2000], Loss_G: 3.091336965560913, Loss_D_X: 0.24575641751289368, Loss_D_Y: 0.048813000321388245\n",
            "Epoch [884/2000], Loss_G: 3.0369582176208496, Loss_D_X: 0.248124897480011, Loss_D_Y: 0.08116129040718079\n",
            "Epoch [884/2000], Loss_G: 2.4256253242492676, Loss_D_X: 0.25402581691741943, Loss_D_Y: 0.017105747014284134\n",
            "Epoch [884/2000], Loss_G: 2.3062920570373535, Loss_D_X: 0.23800580203533173, Loss_D_Y: 0.04669257253408432\n",
            "Epoch [884/2000], Loss_G: 2.494919538497925, Loss_D_X: 0.25900518894195557, Loss_D_Y: 0.023394297808408737\n",
            "Epoch [885/2000], Loss_G: 2.6221723556518555, Loss_D_X: 0.26055824756622314, Loss_D_Y: 0.02883305773139\n",
            "Epoch [885/2000], Loss_G: 3.1952390670776367, Loss_D_X: 0.2495766580104828, Loss_D_Y: 0.021714020520448685\n",
            "Epoch [885/2000], Loss_G: 2.296409845352173, Loss_D_X: 0.2498772144317627, Loss_D_Y: 0.02717704325914383\n",
            "Epoch [885/2000], Loss_G: 3.032632350921631, Loss_D_X: 0.24346216022968292, Loss_D_Y: 0.037033796310424805\n",
            "Epoch [885/2000], Loss_G: 2.380098581314087, Loss_D_X: 0.270883709192276, Loss_D_Y: 0.022138889878988266\n",
            "Epoch [885/2000], Loss_G: 2.5112123489379883, Loss_D_X: 0.2597814202308655, Loss_D_Y: 0.019012855365872383\n",
            "Epoch [885/2000], Loss_G: 2.2619857788085938, Loss_D_X: 0.25898298621177673, Loss_D_Y: 0.07046995311975479\n",
            "Epoch [885/2000], Loss_G: 2.2943341732025146, Loss_D_X: 0.24276858568191528, Loss_D_Y: 0.05921604484319687\n",
            "Epoch [885/2000], Loss_G: 3.286768913269043, Loss_D_X: 0.24133633077144623, Loss_D_Y: 0.023580245673656464\n",
            "Epoch [886/2000], Loss_G: 3.2970476150512695, Loss_D_X: 0.2625541687011719, Loss_D_Y: 0.02236015908420086\n",
            "Epoch [886/2000], Loss_G: 3.056333065032959, Loss_D_X: 0.25263285636901855, Loss_D_Y: 0.02984924614429474\n",
            "Epoch [886/2000], Loss_G: 3.14958119392395, Loss_D_X: 0.24932250380516052, Loss_D_Y: 0.03377922996878624\n",
            "Epoch [886/2000], Loss_G: 2.9589474201202393, Loss_D_X: 0.24238482117652893, Loss_D_Y: 0.06954339891672134\n",
            "Epoch [886/2000], Loss_G: 2.283898115158081, Loss_D_X: 0.253868043422699, Loss_D_Y: 0.07964561879634857\n",
            "Epoch [886/2000], Loss_G: 2.7281789779663086, Loss_D_X: 0.2726902663707733, Loss_D_Y: 0.02135290578007698\n",
            "Epoch [886/2000], Loss_G: 2.323821544647217, Loss_D_X: 0.2520001530647278, Loss_D_Y: 0.04214031994342804\n",
            "Epoch [886/2000], Loss_G: 2.375722646713257, Loss_D_X: 0.26105859875679016, Loss_D_Y: 0.03872823342680931\n",
            "Epoch [886/2000], Loss_G: 2.84494948387146, Loss_D_X: 0.2271205335855484, Loss_D_Y: 0.04811231791973114\n",
            "Epoch [887/2000], Loss_G: 2.2393620014190674, Loss_D_X: 0.2620662748813629, Loss_D_Y: 0.06642186641693115\n",
            "Epoch [887/2000], Loss_G: 2.477282762527466, Loss_D_X: 0.260752409696579, Loss_D_Y: 0.01885952427983284\n",
            "Epoch [887/2000], Loss_G: 2.811049699783325, Loss_D_X: 0.24992097914218903, Loss_D_Y: 0.01646239683032036\n",
            "Epoch [887/2000], Loss_G: 2.9259378910064697, Loss_D_X: 0.24375715851783752, Loss_D_Y: 0.024699246510863304\n",
            "Epoch [887/2000], Loss_G: 2.727750301361084, Loss_D_X: 0.2581633925437927, Loss_D_Y: 0.017012465745210648\n",
            "Epoch [887/2000], Loss_G: 2.874303102493286, Loss_D_X: 0.26886993646621704, Loss_D_Y: 0.023509914055466652\n",
            "Epoch [887/2000], Loss_G: 2.842040777206421, Loss_D_X: 0.24764828383922577, Loss_D_Y: 0.03793148696422577\n",
            "Epoch [887/2000], Loss_G: 2.6618123054504395, Loss_D_X: 0.2533707618713379, Loss_D_Y: 0.017874661833047867\n",
            "Epoch [887/2000], Loss_G: 3.3930983543395996, Loss_D_X: 0.2849615216255188, Loss_D_Y: 0.020256182178854942\n",
            "Epoch [888/2000], Loss_G: 3.009352684020996, Loss_D_X: 0.29240307211875916, Loss_D_Y: 0.024088047444820404\n",
            "Epoch [888/2000], Loss_G: 2.586916923522949, Loss_D_X: 0.24957090616226196, Loss_D_Y: 0.009645807556807995\n",
            "Epoch [888/2000], Loss_G: 3.1376006603240967, Loss_D_X: 0.2521668076515198, Loss_D_Y: 0.012630913406610489\n",
            "Epoch [888/2000], Loss_G: 2.0963172912597656, Loss_D_X: 0.3119316101074219, Loss_D_Y: 0.044317733496427536\n",
            "Epoch [888/2000], Loss_G: 2.3493192195892334, Loss_D_X: 0.2571990489959717, Loss_D_Y: 0.017655599862337112\n",
            "Epoch [888/2000], Loss_G: 2.911206007003784, Loss_D_X: 0.29261764883995056, Loss_D_Y: 0.02724357508122921\n",
            "Epoch [888/2000], Loss_G: 2.746425151824951, Loss_D_X: 0.2575589418411255, Loss_D_Y: 0.009007329121232033\n",
            "Epoch [888/2000], Loss_G: 2.6151511669158936, Loss_D_X: 0.27911901473999023, Loss_D_Y: 0.01718311943113804\n",
            "Epoch [888/2000], Loss_G: 2.9073290824890137, Loss_D_X: 0.2580064535140991, Loss_D_Y: 0.023313309997320175\n",
            "Epoch [889/2000], Loss_G: 2.2681422233581543, Loss_D_X: 0.2557598948478699, Loss_D_Y: 0.0246332548558712\n",
            "Epoch [889/2000], Loss_G: 2.132420778274536, Loss_D_X: 0.2703128755092621, Loss_D_Y: 0.0683482438325882\n",
            "Epoch [889/2000], Loss_G: 2.7263810634613037, Loss_D_X: 0.25247928500175476, Loss_D_Y: 0.037853360176086426\n",
            "Epoch [889/2000], Loss_G: 2.4466068744659424, Loss_D_X: 0.2641543447971344, Loss_D_Y: 0.02595270425081253\n",
            "Epoch [889/2000], Loss_G: 3.3358373641967773, Loss_D_X: 0.2539634704589844, Loss_D_Y: 0.017409324645996094\n",
            "Epoch [889/2000], Loss_G: 2.7625322341918945, Loss_D_X: 0.24622005224227905, Loss_D_Y: 0.027732230722904205\n",
            "Epoch [889/2000], Loss_G: 2.062861919403076, Loss_D_X: 0.25181102752685547, Loss_D_Y: 0.04377256706357002\n",
            "Epoch [889/2000], Loss_G: 2.84272837638855, Loss_D_X: 0.24709706008434296, Loss_D_Y: 0.043976329267024994\n",
            "Epoch [889/2000], Loss_G: 2.42623233795166, Loss_D_X: 0.22537541389465332, Loss_D_Y: 0.008878843858838081\n",
            "Epoch [890/2000], Loss_G: 2.1399953365325928, Loss_D_X: 0.2189788818359375, Loss_D_Y: 0.013010385446250439\n",
            "Epoch [890/2000], Loss_G: 2.4440665245056152, Loss_D_X: 0.2566738724708557, Loss_D_Y: 0.010644569993019104\n",
            "Epoch [890/2000], Loss_G: 2.8571267127990723, Loss_D_X: 0.256431519985199, Loss_D_Y: 0.022800378501415253\n",
            "Epoch [890/2000], Loss_G: 2.833650588989258, Loss_D_X: 0.2603418231010437, Loss_D_Y: 0.01957283727824688\n",
            "Epoch [890/2000], Loss_G: 2.2979793548583984, Loss_D_X: 0.2786962389945984, Loss_D_Y: 0.04356086254119873\n",
            "Epoch [890/2000], Loss_G: 2.541745662689209, Loss_D_X: 0.30184096097946167, Loss_D_Y: 0.028174307197332382\n",
            "Epoch [890/2000], Loss_G: 3.303739309310913, Loss_D_X: 0.24965474009513855, Loss_D_Y: 0.024415066465735435\n",
            "Epoch [890/2000], Loss_G: 2.15956449508667, Loss_D_X: 0.2669133245944977, Loss_D_Y: 0.06952555477619171\n",
            "Epoch [890/2000], Loss_G: 2.8957982063293457, Loss_D_X: 0.27745404839515686, Loss_D_Y: 0.015481321141123772\n",
            "Epoch [891/2000], Loss_G: 2.53666615486145, Loss_D_X: 0.27390196919441223, Loss_D_Y: 0.04625217616558075\n",
            "Epoch [891/2000], Loss_G: 3.1417815685272217, Loss_D_X: 0.2548055946826935, Loss_D_Y: 0.03403520584106445\n",
            "Epoch [891/2000], Loss_G: 2.255911350250244, Loss_D_X: 0.2523738443851471, Loss_D_Y: 0.04369305819272995\n",
            "Epoch [891/2000], Loss_G: 3.388899564743042, Loss_D_X: 0.2492525279521942, Loss_D_Y: 0.04567784070968628\n",
            "Epoch [891/2000], Loss_G: 2.3819334506988525, Loss_D_X: 0.24775685369968414, Loss_D_Y: 0.025760533288121223\n",
            "Epoch [891/2000], Loss_G: 2.0383286476135254, Loss_D_X: 0.26907625794410706, Loss_D_Y: 0.07848195731639862\n",
            "Epoch [891/2000], Loss_G: 2.4693055152893066, Loss_D_X: 0.3145270347595215, Loss_D_Y: 0.01666705682873726\n",
            "Epoch [891/2000], Loss_G: 2.530428409576416, Loss_D_X: 0.27754509449005127, Loss_D_Y: 0.012114730663597584\n",
            "Epoch [891/2000], Loss_G: 2.2539753913879395, Loss_D_X: 0.25135236978530884, Loss_D_Y: 0.019842207431793213\n",
            "Epoch [892/2000], Loss_G: 1.9805477857589722, Loss_D_X: 0.25354593992233276, Loss_D_Y: 0.042013391852378845\n",
            "Epoch [892/2000], Loss_G: 2.712582588195801, Loss_D_X: 0.26593562960624695, Loss_D_Y: 0.034450922161340714\n",
            "Epoch [892/2000], Loss_G: 3.117361545562744, Loss_D_X: 0.25192487239837646, Loss_D_Y: 0.0384981632232666\n",
            "Epoch [892/2000], Loss_G: 2.149427890777588, Loss_D_X: 0.25527241826057434, Loss_D_Y: 0.0751832127571106\n",
            "Epoch [892/2000], Loss_G: 2.7593889236450195, Loss_D_X: 0.2691393196582794, Loss_D_Y: 0.059082187712192535\n",
            "Epoch [892/2000], Loss_G: 2.4817159175872803, Loss_D_X: 0.26018762588500977, Loss_D_Y: 0.02183958888053894\n",
            "Epoch [892/2000], Loss_G: 2.9711530208587646, Loss_D_X: 0.27786412835121155, Loss_D_Y: 0.03274480625987053\n",
            "Epoch [892/2000], Loss_G: 3.4025731086730957, Loss_D_X: 0.2799249291419983, Loss_D_Y: 0.08730586618185043\n",
            "Epoch [892/2000], Loss_G: 2.3020682334899902, Loss_D_X: 0.2589714825153351, Loss_D_Y: 0.021301552653312683\n",
            "Epoch [893/2000], Loss_G: 2.8592514991760254, Loss_D_X: 0.23384621739387512, Loss_D_Y: 0.029853280633687973\n",
            "Epoch [893/2000], Loss_G: 2.4534645080566406, Loss_D_X: 0.2713354229927063, Loss_D_Y: 0.030742090195417404\n",
            "Epoch [893/2000], Loss_G: 2.3507261276245117, Loss_D_X: 0.28088581562042236, Loss_D_Y: 0.025636959820985794\n",
            "Epoch [893/2000], Loss_G: 1.9000434875488281, Loss_D_X: 0.27129900455474854, Loss_D_Y: 0.07741572707891464\n",
            "Epoch [893/2000], Loss_G: 2.8291780948638916, Loss_D_X: 0.24589695036411285, Loss_D_Y: 0.021973220631480217\n",
            "Epoch [893/2000], Loss_G: 3.038325548171997, Loss_D_X: 0.24383771419525146, Loss_D_Y: 0.13211731612682343\n",
            "Epoch [893/2000], Loss_G: 2.529183864593506, Loss_D_X: 0.24557846784591675, Loss_D_Y: 0.07510066032409668\n",
            "Epoch [893/2000], Loss_G: 2.2086329460144043, Loss_D_X: 0.2527206242084503, Loss_D_Y: 0.04895135387778282\n",
            "Epoch [893/2000], Loss_G: 2.6451563835144043, Loss_D_X: 0.23884081840515137, Loss_D_Y: 0.05238420516252518\n",
            "Epoch [894/2000], Loss_G: 3.007239818572998, Loss_D_X: 0.24178823828697205, Loss_D_Y: 0.04559864103794098\n",
            "Epoch [894/2000], Loss_G: 1.6988537311553955, Loss_D_X: 0.2510890066623688, Loss_D_Y: 0.1274619847536087\n",
            "Epoch [894/2000], Loss_G: 2.517378330230713, Loss_D_X: 0.2616414427757263, Loss_D_Y: 0.05670984461903572\n",
            "Epoch [894/2000], Loss_G: 2.369396924972534, Loss_D_X: 0.250829815864563, Loss_D_Y: 0.040632035583257675\n",
            "Epoch [894/2000], Loss_G: 2.070453643798828, Loss_D_X: 0.25436636805534363, Loss_D_Y: 0.042238589376211166\n",
            "Epoch [894/2000], Loss_G: 2.350046157836914, Loss_D_X: 0.247848778963089, Loss_D_Y: 0.057975780218839645\n",
            "Epoch [894/2000], Loss_G: 2.345571994781494, Loss_D_X: 0.23997080326080322, Loss_D_Y: 0.02767135202884674\n",
            "Epoch [894/2000], Loss_G: 2.8979408740997314, Loss_D_X: 0.24688628315925598, Loss_D_Y: 0.022656185552477837\n",
            "Epoch [894/2000], Loss_G: 2.6387743949890137, Loss_D_X: 0.2503989338874817, Loss_D_Y: 0.04242890328168869\n",
            "Epoch [895/2000], Loss_G: 2.536017656326294, Loss_D_X: 0.2599204182624817, Loss_D_Y: 0.026729237288236618\n",
            "Epoch [895/2000], Loss_G: 1.8251184225082397, Loss_D_X: 0.2540929913520813, Loss_D_Y: 0.09841784834861755\n",
            "Epoch [895/2000], Loss_G: 2.3545079231262207, Loss_D_X: 0.2143641710281372, Loss_D_Y: 0.02393888309597969\n",
            "Epoch [895/2000], Loss_G: 2.1864352226257324, Loss_D_X: 0.2476804554462433, Loss_D_Y: 0.028540777042508125\n",
            "Epoch [895/2000], Loss_G: 2.915684938430786, Loss_D_X: 0.25380879640579224, Loss_D_Y: 0.05435777083039284\n",
            "Epoch [895/2000], Loss_G: 2.7949600219726562, Loss_D_X: 0.24594615399837494, Loss_D_Y: 0.059591732919216156\n",
            "Epoch [895/2000], Loss_G: 2.1748151779174805, Loss_D_X: 0.2600689232349396, Loss_D_Y: 0.02601005509495735\n",
            "Epoch [895/2000], Loss_G: 3.2899231910705566, Loss_D_X: 0.2665668725967407, Loss_D_Y: 0.06918714940547943\n",
            "Epoch [895/2000], Loss_G: 2.7184295654296875, Loss_D_X: 0.2532074451446533, Loss_D_Y: 0.051616109907627106\n",
            "Epoch [896/2000], Loss_G: 3.0573947429656982, Loss_D_X: 0.2437424510717392, Loss_D_Y: 0.025540079921483994\n",
            "Epoch [896/2000], Loss_G: 2.0124504566192627, Loss_D_X: 0.24394437670707703, Loss_D_Y: 0.06268542259931564\n",
            "Epoch [896/2000], Loss_G: 2.5677690505981445, Loss_D_X: 0.2476297914981842, Loss_D_Y: 0.023300521075725555\n",
            "Epoch [896/2000], Loss_G: 2.722132682800293, Loss_D_X: 0.25020816922187805, Loss_D_Y: 0.06273553520441055\n",
            "Epoch [896/2000], Loss_G: 2.5903067588806152, Loss_D_X: 0.25606292486190796, Loss_D_Y: 0.02140590362250805\n",
            "Epoch [896/2000], Loss_G: 2.008552074432373, Loss_D_X: 0.25024276971817017, Loss_D_Y: 0.07432235777378082\n",
            "Epoch [896/2000], Loss_G: 3.0814876556396484, Loss_D_X: 0.20709320902824402, Loss_D_Y: 0.06071653962135315\n",
            "Epoch [896/2000], Loss_G: 3.6476173400878906, Loss_D_X: 0.2538255751132965, Loss_D_Y: 0.04052886739373207\n",
            "Epoch [896/2000], Loss_G: 2.0776214599609375, Loss_D_X: 0.24752700328826904, Loss_D_Y: 0.0846257209777832\n",
            "Epoch [897/2000], Loss_G: 1.9907021522521973, Loss_D_X: 0.2563978433609009, Loss_D_Y: 0.08399946242570877\n",
            "Epoch [897/2000], Loss_G: 2.729055881500244, Loss_D_X: 0.2554852366447449, Loss_D_Y: 0.09497211873531342\n",
            "Epoch [897/2000], Loss_G: 2.860869884490967, Loss_D_X: 0.24283377826213837, Loss_D_Y: 0.024673178791999817\n",
            "Epoch [897/2000], Loss_G: 1.95395827293396, Loss_D_X: 0.2471517026424408, Loss_D_Y: 0.1543140858411789\n",
            "Epoch [897/2000], Loss_G: 2.718242645263672, Loss_D_X: 0.25454166531562805, Loss_D_Y: 0.3068104386329651\n",
            "Epoch [897/2000], Loss_G: 2.5533318519592285, Loss_D_X: 0.2355676144361496, Loss_D_Y: 0.07245177030563354\n",
            "Epoch [897/2000], Loss_G: 2.2642292976379395, Loss_D_X: 0.21547052264213562, Loss_D_Y: 0.06746967136859894\n",
            "Epoch [897/2000], Loss_G: 3.6707584857940674, Loss_D_X: 0.25095459818840027, Loss_D_Y: 0.20578569173812866\n",
            "Epoch [897/2000], Loss_G: 2.0274109840393066, Loss_D_X: 0.2614349126815796, Loss_D_Y: 0.06305499374866486\n",
            "Epoch [898/2000], Loss_G: 2.727564811706543, Loss_D_X: 0.2517750561237335, Loss_D_Y: 0.03877862170338631\n",
            "Epoch [898/2000], Loss_G: 2.0679876804351807, Loss_D_X: 0.2577918767929077, Loss_D_Y: 0.05691525340080261\n",
            "Epoch [898/2000], Loss_G: 2.7114205360412598, Loss_D_X: 0.2486688196659088, Loss_D_Y: 0.08245724439620972\n",
            "Epoch [898/2000], Loss_G: 2.4797656536102295, Loss_D_X: 0.25118154287338257, Loss_D_Y: 0.08443278074264526\n",
            "Epoch [898/2000], Loss_G: 3.0319161415100098, Loss_D_X: 0.2326989471912384, Loss_D_Y: 0.028457824140787125\n",
            "Epoch [898/2000], Loss_G: 3.0660738945007324, Loss_D_X: 0.2540949285030365, Loss_D_Y: 0.08092811703681946\n",
            "Epoch [898/2000], Loss_G: 2.3432772159576416, Loss_D_X: 0.2490016520023346, Loss_D_Y: 0.04714911803603172\n",
            "Epoch [898/2000], Loss_G: 2.5527496337890625, Loss_D_X: 0.25404518842697144, Loss_D_Y: 0.05805003643035889\n",
            "Epoch [898/2000], Loss_G: 2.445836067199707, Loss_D_X: 0.2615751326084137, Loss_D_Y: 0.10613003373146057\n",
            "Epoch [899/2000], Loss_G: 3.5230374336242676, Loss_D_X: 0.24349284172058105, Loss_D_Y: 0.02861945703625679\n",
            "Epoch [899/2000], Loss_G: 2.004903793334961, Loss_D_X: 0.2525220215320587, Loss_D_Y: 0.09214325249195099\n",
            "Epoch [899/2000], Loss_G: 2.4419851303100586, Loss_D_X: 0.2779409885406494, Loss_D_Y: 0.033132873475551605\n",
            "Epoch [899/2000], Loss_G: 2.371159791946411, Loss_D_X: 0.2678208649158478, Loss_D_Y: 0.0543094128370285\n",
            "Epoch [899/2000], Loss_G: 3.0901143550872803, Loss_D_X: 0.23840655386447906, Loss_D_Y: 0.022287238389253616\n",
            "Epoch [899/2000], Loss_G: 2.0750010013580322, Loss_D_X: 0.24311599135398865, Loss_D_Y: 0.08111733943223953\n",
            "Epoch [899/2000], Loss_G: 3.069859027862549, Loss_D_X: 0.24361425638198853, Loss_D_Y: 0.02217710018157959\n",
            "Epoch [899/2000], Loss_G: 3.013911724090576, Loss_D_X: 0.24291831254959106, Loss_D_Y: 0.06878523528575897\n",
            "Epoch [899/2000], Loss_G: 2.2400801181793213, Loss_D_X: 0.24661388993263245, Loss_D_Y: 0.041991427540779114\n",
            "Epoch [900/2000], Loss_G: 2.0538525581359863, Loss_D_X: 0.24577976763248444, Loss_D_Y: 0.06816079467535019\n",
            "Epoch [900/2000], Loss_G: 2.751035213470459, Loss_D_X: 0.23410235345363617, Loss_D_Y: 0.03963823989033699\n",
            "Epoch [900/2000], Loss_G: 2.8194854259490967, Loss_D_X: 0.2655496299266815, Loss_D_Y: 0.09593058377504349\n",
            "Epoch [900/2000], Loss_G: 2.621051549911499, Loss_D_X: 0.26610279083251953, Loss_D_Y: 0.023447662591934204\n",
            "Epoch [900/2000], Loss_G: 2.7168753147125244, Loss_D_X: 0.266981303691864, Loss_D_Y: 0.02944125421345234\n",
            "Epoch [900/2000], Loss_G: 1.8487012386322021, Loss_D_X: 0.2519892454147339, Loss_D_Y: 0.09318766742944717\n",
            "Epoch [900/2000], Loss_G: 2.9003405570983887, Loss_D_X: 0.24162131547927856, Loss_D_Y: 0.038024649024009705\n",
            "Epoch [900/2000], Loss_G: 2.937021493911743, Loss_D_X: 0.24251306056976318, Loss_D_Y: 0.07085758447647095\n",
            "Epoch [900/2000], Loss_G: 2.7122905254364014, Loss_D_X: 0.2460591197013855, Loss_D_Y: 0.017691899091005325\n",
            "Epoch [901/2000], Loss_G: 2.2140517234802246, Loss_D_X: 0.24794036149978638, Loss_D_Y: 0.05870657414197922\n",
            "Epoch [901/2000], Loss_G: 3.34977388381958, Loss_D_X: 0.25400763750076294, Loss_D_Y: 0.0573335736989975\n",
            "Epoch [901/2000], Loss_G: 2.552264451980591, Loss_D_X: 0.22016796469688416, Loss_D_Y: 0.026788251474499702\n",
            "Epoch [901/2000], Loss_G: 1.6120105981826782, Loss_D_X: 0.24472534656524658, Loss_D_Y: 0.1177949458360672\n",
            "Epoch [901/2000], Loss_G: 2.5724313259124756, Loss_D_X: 0.2500474452972412, Loss_D_Y: 0.0726616308093071\n",
            "Epoch [901/2000], Loss_G: 1.9126760959625244, Loss_D_X: 0.2759419083595276, Loss_D_Y: 0.21127012372016907\n",
            "Epoch [901/2000], Loss_G: 3.42366099357605, Loss_D_X: 0.2812539339065552, Loss_D_Y: 0.10595030337572098\n",
            "Epoch [901/2000], Loss_G: 2.43621563911438, Loss_D_X: 0.27250218391418457, Loss_D_Y: 0.04461829736828804\n",
            "Epoch [901/2000], Loss_G: 2.4215850830078125, Loss_D_X: 0.25353381037712097, Loss_D_Y: 0.02973252162337303\n",
            "Epoch [902/2000], Loss_G: 2.699962615966797, Loss_D_X: 0.2351933866739273, Loss_D_Y: 0.052153121680021286\n",
            "Epoch [902/2000], Loss_G: 2.62801194190979, Loss_D_X: 0.2521062195301056, Loss_D_Y: 0.08890868723392487\n",
            "Epoch [902/2000], Loss_G: 1.778182864189148, Loss_D_X: 0.25475940108299255, Loss_D_Y: 0.12559863924980164\n",
            "Epoch [902/2000], Loss_G: 2.2025110721588135, Loss_D_X: 0.2285022884607315, Loss_D_Y: 0.03496132045984268\n",
            "Epoch [902/2000], Loss_G: 2.696645975112915, Loss_D_X: 0.2516339123249054, Loss_D_Y: 0.034338776022195816\n",
            "Epoch [902/2000], Loss_G: 2.554287910461426, Loss_D_X: 0.24584028124809265, Loss_D_Y: 0.05751325562596321\n",
            "Epoch [902/2000], Loss_G: 2.106250762939453, Loss_D_X: 0.2446925938129425, Loss_D_Y: 0.05837481841444969\n",
            "Epoch [902/2000], Loss_G: 2.3687520027160645, Loss_D_X: 0.2441290020942688, Loss_D_Y: 0.024288203567266464\n",
            "Epoch [902/2000], Loss_G: 2.741494655609131, Loss_D_X: 0.2556200623512268, Loss_D_Y: 0.02876187115907669\n",
            "Epoch [903/2000], Loss_G: 3.2402398586273193, Loss_D_X: 0.23758149147033691, Loss_D_Y: 0.12196337431669235\n",
            "Epoch [903/2000], Loss_G: 2.7948248386383057, Loss_D_X: 0.2533121705055237, Loss_D_Y: 0.023294731974601746\n",
            "Epoch [903/2000], Loss_G: 1.5286729335784912, Loss_D_X: 0.2521410584449768, Loss_D_Y: 0.1619785875082016\n",
            "Epoch [903/2000], Loss_G: 2.8603148460388184, Loss_D_X: 0.24748125672340393, Loss_D_Y: 0.045604459941387177\n",
            "Epoch [903/2000], Loss_G: 3.0582988262176514, Loss_D_X: 0.24761003255844116, Loss_D_Y: 0.04155072569847107\n",
            "Epoch [903/2000], Loss_G: 2.507551908493042, Loss_D_X: 0.23909085988998413, Loss_D_Y: 0.0768473669886589\n",
            "Epoch [903/2000], Loss_G: 1.8398818969726562, Loss_D_X: 0.25204741954803467, Loss_D_Y: 0.047867029905319214\n",
            "Epoch [903/2000], Loss_G: 2.192923069000244, Loss_D_X: 0.24570052325725555, Loss_D_Y: 0.035789355635643005\n",
            "Epoch [903/2000], Loss_G: 2.4484453201293945, Loss_D_X: 0.24594619870185852, Loss_D_Y: 0.02608565054833889\n",
            "Epoch [904/2000], Loss_G: 2.7113237380981445, Loss_D_X: 0.24471959471702576, Loss_D_Y: 0.09993802011013031\n",
            "Epoch [904/2000], Loss_G: 1.718212366104126, Loss_D_X: 0.24004331231117249, Loss_D_Y: 0.1763412207365036\n",
            "Epoch [904/2000], Loss_G: 2.342452049255371, Loss_D_X: 0.2440800815820694, Loss_D_Y: 0.02774897590279579\n",
            "Epoch [904/2000], Loss_G: 2.357814311981201, Loss_D_X: 0.26395750045776367, Loss_D_Y: 0.04504834860563278\n",
            "Epoch [904/2000], Loss_G: 2.228161334991455, Loss_D_X: 0.26078909635543823, Loss_D_Y: 0.02120238170027733\n",
            "Epoch [904/2000], Loss_G: 2.5774574279785156, Loss_D_X: 0.2587010860443115, Loss_D_Y: 0.06067609786987305\n",
            "Epoch [904/2000], Loss_G: 2.6281514167785645, Loss_D_X: 0.2503352761268616, Loss_D_Y: 0.414961576461792\n",
            "Epoch [904/2000], Loss_G: 2.244415283203125, Loss_D_X: 0.25236889719963074, Loss_D_Y: 0.14919525384902954\n",
            "Epoch [904/2000], Loss_G: 2.1360385417938232, Loss_D_X: 0.2179850935935974, Loss_D_Y: 0.04380280524492264\n",
            "Epoch [905/2000], Loss_G: 3.780886650085449, Loss_D_X: 0.24590808153152466, Loss_D_Y: 0.21621716022491455\n",
            "Epoch [905/2000], Loss_G: 2.3663549423217773, Loss_D_X: 0.24637538194656372, Loss_D_Y: 0.13588052988052368\n",
            "Epoch [905/2000], Loss_G: 2.070394992828369, Loss_D_X: 0.2513761818408966, Loss_D_Y: 0.053838036954402924\n",
            "Epoch [905/2000], Loss_G: 2.394829273223877, Loss_D_X: 0.2497091144323349, Loss_D_Y: 0.14335176348686218\n",
            "Epoch [905/2000], Loss_G: 1.5186448097229004, Loss_D_X: 0.26035255193710327, Loss_D_Y: 0.25977596640586853\n",
            "Epoch [905/2000], Loss_G: 2.372127056121826, Loss_D_X: 0.27914291620254517, Loss_D_Y: 0.20762330293655396\n",
            "Epoch [905/2000], Loss_G: 2.134425163269043, Loss_D_X: 0.28489476442337036, Loss_D_Y: 0.08089490979909897\n",
            "Epoch [905/2000], Loss_G: 2.287586212158203, Loss_D_X: 0.27935755252838135, Loss_D_Y: 0.18445435166358948\n",
            "Epoch [905/2000], Loss_G: 2.634967088699341, Loss_D_X: 0.25171780586242676, Loss_D_Y: 0.5385997891426086\n",
            "Epoch [906/2000], Loss_G: 2.2545716762542725, Loss_D_X: 0.23921135067939758, Loss_D_Y: 0.36683130264282227\n",
            "Epoch [906/2000], Loss_G: 2.922579526901245, Loss_D_X: 0.24798288941383362, Loss_D_Y: 0.7636339664459229\n",
            "Epoch [906/2000], Loss_G: 2.523012161254883, Loss_D_X: 0.25881579518318176, Loss_D_Y: 0.5952038764953613\n",
            "Epoch [906/2000], Loss_G: 6.516767501831055, Loss_D_X: 0.2327631115913391, Loss_D_Y: 3.800393581390381\n",
            "Epoch [906/2000], Loss_G: 3.772064685821533, Loss_D_X: 0.2605246305465698, Loss_D_Y: 1.5206282138824463\n",
            "Epoch [906/2000], Loss_G: 5.052443027496338, Loss_D_X: 0.2530028223991394, Loss_D_Y: 3.4482128620147705\n",
            "Epoch [906/2000], Loss_G: 22.505218505859375, Loss_D_X: 0.24474823474884033, Loss_D_Y: 21.728302001953125\n",
            "Epoch [906/2000], Loss_G: 16.872926712036133, Loss_D_X: 0.24521565437316895, Loss_D_Y: 13.15550422668457\n",
            "Epoch [906/2000], Loss_G: 30.703229904174805, Loss_D_X: 0.25271064043045044, Loss_D_Y: 19.127670288085938\n",
            "Epoch [907/2000], Loss_G: 17.40389060974121, Loss_D_X: 0.25988394021987915, Loss_D_Y: 7.598299026489258\n",
            "Epoch [907/2000], Loss_G: 11.185626983642578, Loss_D_X: 0.26797017455101013, Loss_D_Y: 3.691880702972412\n",
            "Epoch [907/2000], Loss_G: 12.596814155578613, Loss_D_X: 0.2854651212692261, Loss_D_Y: 1.940856695175171\n",
            "Epoch [907/2000], Loss_G: 9.305889129638672, Loss_D_X: 0.2458747923374176, Loss_D_Y: 1.0595707893371582\n",
            "Epoch [907/2000], Loss_G: 7.187639236450195, Loss_D_X: 0.29722416400909424, Loss_D_Y: 0.5737115144729614\n",
            "Epoch [907/2000], Loss_G: 8.247695922851562, Loss_D_X: 0.2827994227409363, Loss_D_Y: 0.8058443069458008\n",
            "Epoch [907/2000], Loss_G: 7.450492858886719, Loss_D_X: 0.24550548195838928, Loss_D_Y: 0.46029624342918396\n",
            "Epoch [907/2000], Loss_G: 5.524089813232422, Loss_D_X: 0.2684735357761383, Loss_D_Y: 0.5189563035964966\n",
            "Epoch [907/2000], Loss_G: 8.855538368225098, Loss_D_X: 0.23677249252796173, Loss_D_Y: 0.4156133234500885\n",
            "Epoch [908/2000], Loss_G: 8.11878490447998, Loss_D_X: 0.21869027614593506, Loss_D_Y: 0.3199390470981598\n",
            "Epoch [908/2000], Loss_G: 5.160452842712402, Loss_D_X: 0.26380112767219543, Loss_D_Y: 0.3452410399913788\n",
            "Epoch [908/2000], Loss_G: 5.303056716918945, Loss_D_X: 0.24392738938331604, Loss_D_Y: 0.30120745301246643\n",
            "Epoch [908/2000], Loss_G: 4.795792102813721, Loss_D_X: 0.2569744884967804, Loss_D_Y: 0.3407130241394043\n",
            "Epoch [908/2000], Loss_G: 4.895354270935059, Loss_D_X: 0.24159185588359833, Loss_D_Y: 0.4230462908744812\n",
            "Epoch [908/2000], Loss_G: 9.297450065612793, Loss_D_X: 0.2652478814125061, Loss_D_Y: 0.33196723461151123\n",
            "Epoch [908/2000], Loss_G: 5.987266540527344, Loss_D_X: 0.24674329161643982, Loss_D_Y: 0.3540993332862854\n",
            "Epoch [908/2000], Loss_G: 5.243495941162109, Loss_D_X: 0.2520063817501068, Loss_D_Y: 0.3178763687610626\n",
            "Epoch [908/2000], Loss_G: 5.523453235626221, Loss_D_X: 0.29640406370162964, Loss_D_Y: 0.29428547620773315\n",
            "Epoch [909/2000], Loss_G: 4.730611801147461, Loss_D_X: 0.31383016705513, Loss_D_Y: 0.29196324944496155\n",
            "Epoch [909/2000], Loss_G: 4.046084880828857, Loss_D_X: 0.2998134195804596, Loss_D_Y: 0.2612614035606384\n",
            "Epoch [909/2000], Loss_G: 5.457400321960449, Loss_D_X: 0.22870680689811707, Loss_D_Y: 0.26471343636512756\n",
            "Epoch [909/2000], Loss_G: 7.057291030883789, Loss_D_X: 0.2462240308523178, Loss_D_Y: 0.26441124081611633\n",
            "Epoch [909/2000], Loss_G: 4.96806001663208, Loss_D_X: 0.23158946633338928, Loss_D_Y: 0.31192582845687866\n",
            "Epoch [909/2000], Loss_G: 6.001747131347656, Loss_D_X: 0.2444128394126892, Loss_D_Y: 0.39847737550735474\n",
            "Epoch [909/2000], Loss_G: 3.640505313873291, Loss_D_X: 0.26555874943733215, Loss_D_Y: 0.2968747317790985\n",
            "Epoch [909/2000], Loss_G: 4.277016639709473, Loss_D_X: 0.2472015917301178, Loss_D_Y: 0.30462878942489624\n",
            "Epoch [909/2000], Loss_G: 5.643421173095703, Loss_D_X: 0.19770054519176483, Loss_D_Y: 0.26765650510787964\n",
            "Epoch [910/2000], Loss_G: 4.133233547210693, Loss_D_X: 0.19145417213439941, Loss_D_Y: 0.2800741195678711\n",
            "Epoch [910/2000], Loss_G: 3.1511902809143066, Loss_D_X: 0.23385870456695557, Loss_D_Y: 0.25424838066101074\n",
            "Epoch [910/2000], Loss_G: 4.145425796508789, Loss_D_X: 0.2587956190109253, Loss_D_Y: 0.28253746032714844\n",
            "Epoch [910/2000], Loss_G: 4.057441234588623, Loss_D_X: 0.21701793372631073, Loss_D_Y: 0.3425631523132324\n",
            "Epoch [910/2000], Loss_G: 3.8478031158447266, Loss_D_X: 0.22995582222938538, Loss_D_Y: 0.30133405327796936\n",
            "Epoch [910/2000], Loss_G: 4.7075700759887695, Loss_D_X: 0.19534170627593994, Loss_D_Y: 0.2241242527961731\n",
            "Epoch [910/2000], Loss_G: 6.509120464324951, Loss_D_X: 0.22410430014133453, Loss_D_Y: 0.25920531153678894\n",
            "Epoch [910/2000], Loss_G: 4.165785789489746, Loss_D_X: 0.19478094577789307, Loss_D_Y: 0.2766004800796509\n",
            "Epoch [910/2000], Loss_G: 4.782946586608887, Loss_D_X: 0.22591155767440796, Loss_D_Y: 0.2851703464984894\n",
            "Epoch [911/2000], Loss_G: 4.312708854675293, Loss_D_X: 0.199183851480484, Loss_D_Y: 0.24455466866493225\n",
            "Epoch [911/2000], Loss_G: 3.640533924102783, Loss_D_X: 0.24312596023082733, Loss_D_Y: 0.3297131657600403\n",
            "Epoch [911/2000], Loss_G: 3.5489401817321777, Loss_D_X: 0.25463420152664185, Loss_D_Y: 0.28210365772247314\n",
            "Epoch [911/2000], Loss_G: 4.0491461753845215, Loss_D_X: 0.19447413086891174, Loss_D_Y: 0.28221598267555237\n",
            "Epoch [911/2000], Loss_G: 4.205140113830566, Loss_D_X: 0.22626852989196777, Loss_D_Y: 0.346464067697525\n",
            "Epoch [911/2000], Loss_G: 5.79668664932251, Loss_D_X: 0.18355874717235565, Loss_D_Y: 0.2805420458316803\n",
            "Epoch [911/2000], Loss_G: 5.991630554199219, Loss_D_X: 0.20487207174301147, Loss_D_Y: 0.23139941692352295\n",
            "Epoch [911/2000], Loss_G: 4.809919357299805, Loss_D_X: 0.2033255398273468, Loss_D_Y: 0.29333314299583435\n",
            "Epoch [911/2000], Loss_G: 3.227969169616699, Loss_D_X: 0.22840207815170288, Loss_D_Y: 0.2668251395225525\n",
            "Epoch [912/2000], Loss_G: 3.2125039100646973, Loss_D_X: 0.23368459939956665, Loss_D_Y: 0.28257909417152405\n",
            "Epoch [912/2000], Loss_G: 3.3193917274475098, Loss_D_X: 0.26554104685783386, Loss_D_Y: 0.27217406034469604\n",
            "Epoch [912/2000], Loss_G: 3.2275543212890625, Loss_D_X: 0.2154998481273651, Loss_D_Y: 0.2995922565460205\n",
            "Epoch [912/2000], Loss_G: 4.594211101531982, Loss_D_X: 0.18596263229846954, Loss_D_Y: 0.2881372570991516\n",
            "Epoch [912/2000], Loss_G: 5.807762622833252, Loss_D_X: 0.19666877388954163, Loss_D_Y: 0.23009127378463745\n",
            "Epoch [912/2000], Loss_G: 2.9769105911254883, Loss_D_X: 0.22591198980808258, Loss_D_Y: 0.26647841930389404\n",
            "Epoch [912/2000], Loss_G: 4.347260475158691, Loss_D_X: 0.21073424816131592, Loss_D_Y: 0.2749653160572052\n",
            "Epoch [912/2000], Loss_G: 4.799084186553955, Loss_D_X: 0.24789968132972717, Loss_D_Y: 0.3059515655040741\n",
            "Epoch [912/2000], Loss_G: 3.8832077980041504, Loss_D_X: 0.2239653766155243, Loss_D_Y: 0.2693331241607666\n",
            "Epoch [913/2000], Loss_G: 5.460693359375, Loss_D_X: 0.21393248438835144, Loss_D_Y: 0.2974992096424103\n",
            "Epoch [913/2000], Loss_G: 3.0118765830993652, Loss_D_X: 0.21014967560768127, Loss_D_Y: 0.28531739115715027\n",
            "Epoch [913/2000], Loss_G: 2.7551026344299316, Loss_D_X: 0.22009393572807312, Loss_D_Y: 0.24045994877815247\n",
            "Epoch [913/2000], Loss_G: 5.497442245483398, Loss_D_X: 0.20190812647342682, Loss_D_Y: 0.2685679793357849\n",
            "Epoch [913/2000], Loss_G: 5.04302978515625, Loss_D_X: 0.17370210587978363, Loss_D_Y: 0.21542873978614807\n",
            "Epoch [913/2000], Loss_G: 4.2507710456848145, Loss_D_X: 0.2855498492717743, Loss_D_Y: 0.27517595887184143\n",
            "Epoch [913/2000], Loss_G: 6.407032012939453, Loss_D_X: 0.1880631297826767, Loss_D_Y: 0.22577854990959167\n",
            "Epoch [913/2000], Loss_G: 4.594986915588379, Loss_D_X: 0.17281660437583923, Loss_D_Y: 0.2419774830341339\n",
            "Epoch [913/2000], Loss_G: 4.142362117767334, Loss_D_X: 0.21184974908828735, Loss_D_Y: 0.24664348363876343\n",
            "Epoch [914/2000], Loss_G: 5.948045253753662, Loss_D_X: 0.20501354336738586, Loss_D_Y: 0.27857476472854614\n",
            "Epoch [914/2000], Loss_G: 3.5447704792022705, Loss_D_X: 0.2421017289161682, Loss_D_Y: 0.2549351453781128\n",
            "Epoch [914/2000], Loss_G: 4.81784725189209, Loss_D_X: 0.18652395904064178, Loss_D_Y: 0.21138286590576172\n",
            "Epoch [914/2000], Loss_G: 6.205882549285889, Loss_D_X: 0.21655583381652832, Loss_D_Y: 0.23810897767543793\n",
            "Epoch [914/2000], Loss_G: 2.9435505867004395, Loss_D_X: 0.22652235627174377, Loss_D_Y: 0.24657654762268066\n",
            "Epoch [914/2000], Loss_G: 3.159440517425537, Loss_D_X: 0.24946358799934387, Loss_D_Y: 0.2909128665924072\n",
            "Epoch [914/2000], Loss_G: 3.455648422241211, Loss_D_X: 0.19864422082901, Loss_D_Y: 0.25329911708831787\n",
            "Epoch [914/2000], Loss_G: 3.496371269226074, Loss_D_X: 0.1819896697998047, Loss_D_Y: 0.2647300660610199\n",
            "Epoch [914/2000], Loss_G: 4.130342483520508, Loss_D_X: 0.20664897561073303, Loss_D_Y: 0.26303210854530334\n",
            "Epoch [915/2000], Loss_G: 3.5102944374084473, Loss_D_X: 0.1650264859199524, Loss_D_Y: 0.2234714776277542\n",
            "Epoch [915/2000], Loss_G: 3.3024611473083496, Loss_D_X: 0.25926631689071655, Loss_D_Y: 0.293688029050827\n",
            "Epoch [915/2000], Loss_G: 3.2246358394622803, Loss_D_X: 0.18529225885868073, Loss_D_Y: 0.2628660500049591\n",
            "Epoch [915/2000], Loss_G: 3.93691349029541, Loss_D_X: 0.21525277197360992, Loss_D_Y: 0.2611098289489746\n",
            "Epoch [915/2000], Loss_G: 2.6245741844177246, Loss_D_X: 0.25886237621307373, Loss_D_Y: 0.24983204901218414\n",
            "Epoch [915/2000], Loss_G: 4.330456256866455, Loss_D_X: 0.24259281158447266, Loss_D_Y: 0.2776090204715729\n",
            "Epoch [915/2000], Loss_G: 2.7975945472717285, Loss_D_X: 0.23297828435897827, Loss_D_Y: 0.2843446135520935\n",
            "Epoch [915/2000], Loss_G: 3.7644083499908447, Loss_D_X: 0.20179802179336548, Loss_D_Y: 0.2534925043582916\n",
            "Epoch [915/2000], Loss_G: 5.037287712097168, Loss_D_X: 0.2195817530155182, Loss_D_Y: 0.22888591885566711\n",
            "Epoch [916/2000], Loss_G: 4.722332954406738, Loss_D_X: 0.24080410599708557, Loss_D_Y: 0.22125597298145294\n",
            "Epoch [916/2000], Loss_G: 2.9926185607910156, Loss_D_X: 0.265192449092865, Loss_D_Y: 0.24511006474494934\n",
            "Epoch [916/2000], Loss_G: 2.5956945419311523, Loss_D_X: 0.24407029151916504, Loss_D_Y: 0.27680665254592896\n",
            "Epoch [916/2000], Loss_G: 2.9984073638916016, Loss_D_X: 0.18509672582149506, Loss_D_Y: 0.21283912658691406\n",
            "Epoch [916/2000], Loss_G: 3.4028985500335693, Loss_D_X: 0.2288610339164734, Loss_D_Y: 0.2827804386615753\n",
            "Epoch [916/2000], Loss_G: 3.525881767272949, Loss_D_X: 0.19917619228363037, Loss_D_Y: 0.26239651441574097\n",
            "Epoch [916/2000], Loss_G: 3.761941909790039, Loss_D_X: 0.22123165428638458, Loss_D_Y: 0.26746994256973267\n",
            "Epoch [916/2000], Loss_G: 3.24776029586792, Loss_D_X: 0.216343492269516, Loss_D_Y: 0.25655168294906616\n",
            "Epoch [916/2000], Loss_G: 3.0259087085723877, Loss_D_X: 0.36875230073928833, Loss_D_Y: 0.2574961185455322\n",
            "Epoch [917/2000], Loss_G: 2.6996753215789795, Loss_D_X: 0.23426486551761627, Loss_D_Y: 0.2599741220474243\n",
            "Epoch [917/2000], Loss_G: 3.089872360229492, Loss_D_X: 0.20077911019325256, Loss_D_Y: 0.2225043773651123\n",
            "Epoch [917/2000], Loss_G: 2.8131661415100098, Loss_D_X: 0.2543152868747711, Loss_D_Y: 0.2824181914329529\n",
            "Epoch [917/2000], Loss_G: 2.994469165802002, Loss_D_X: 0.2041482776403427, Loss_D_Y: 0.24901100993156433\n",
            "Epoch [917/2000], Loss_G: 2.5826666355133057, Loss_D_X: 0.2692177891731262, Loss_D_Y: 0.25939416885375977\n",
            "Epoch [917/2000], Loss_G: 2.3369650840759277, Loss_D_X: 0.2240881621837616, Loss_D_Y: 0.24769409000873566\n",
            "Epoch [917/2000], Loss_G: 2.852792739868164, Loss_D_X: 0.17121121287345886, Loss_D_Y: 0.253756582736969\n",
            "Epoch [917/2000], Loss_G: 3.598597764968872, Loss_D_X: 0.2058698534965515, Loss_D_Y: 0.25355738401412964\n",
            "Epoch [917/2000], Loss_G: 4.742203712463379, Loss_D_X: 0.19649046659469604, Loss_D_Y: 0.23011502623558044\n",
            "Epoch [918/2000], Loss_G: 2.3332600593566895, Loss_D_X: 0.23125377297401428, Loss_D_Y: 0.2595215439796448\n",
            "Epoch [918/2000], Loss_G: 2.783273935317993, Loss_D_X: 0.272449254989624, Loss_D_Y: 0.27321553230285645\n",
            "Epoch [918/2000], Loss_G: 3.501328229904175, Loss_D_X: 0.19887661933898926, Loss_D_Y: 0.2469840943813324\n",
            "Epoch [918/2000], Loss_G: 2.7595529556274414, Loss_D_X: 0.2147120088338852, Loss_D_Y: 0.25323426723480225\n",
            "Epoch [918/2000], Loss_G: 3.0379600524902344, Loss_D_X: 0.16522985696792603, Loss_D_Y: 0.2190885692834854\n",
            "Epoch [918/2000], Loss_G: 3.044837474822998, Loss_D_X: 0.1694578230381012, Loss_D_Y: 0.24646621942520142\n",
            "Epoch [918/2000], Loss_G: 2.7334985733032227, Loss_D_X: 0.28986698389053345, Loss_D_Y: 0.2507513165473938\n",
            "Epoch [918/2000], Loss_G: 2.9266223907470703, Loss_D_X: 0.1939154863357544, Loss_D_Y: 0.24582329392433167\n",
            "Epoch [918/2000], Loss_G: 4.460427761077881, Loss_D_X: 0.19960789382457733, Loss_D_Y: 0.21327537298202515\n",
            "Epoch [919/2000], Loss_G: 2.5624608993530273, Loss_D_X: 0.22851978242397308, Loss_D_Y: 0.2789822220802307\n",
            "Epoch [919/2000], Loss_G: 4.374093055725098, Loss_D_X: 0.1868857741355896, Loss_D_Y: 0.23030290007591248\n",
            "Epoch [919/2000], Loss_G: 3.0029892921447754, Loss_D_X: 0.1523161679506302, Loss_D_Y: 0.2558053731918335\n",
            "Epoch [919/2000], Loss_G: 2.6843016147613525, Loss_D_X: 0.17405566573143005, Loss_D_Y: 0.21477654576301575\n",
            "Epoch [919/2000], Loss_G: 2.577162027359009, Loss_D_X: 0.2270360141992569, Loss_D_Y: 0.246019184589386\n",
            "Epoch [919/2000], Loss_G: 3.048752784729004, Loss_D_X: 0.22892412543296814, Loss_D_Y: 0.2519572079181671\n",
            "Epoch [919/2000], Loss_G: 2.570422887802124, Loss_D_X: 0.25919079780578613, Loss_D_Y: 0.2541423738002777\n",
            "Epoch [919/2000], Loss_G: 3.432384490966797, Loss_D_X: 0.2083372175693512, Loss_D_Y: 0.245500385761261\n",
            "Epoch [919/2000], Loss_G: 2.9995064735412598, Loss_D_X: 0.22616323828697205, Loss_D_Y: 0.2440207302570343\n",
            "Epoch [920/2000], Loss_G: 2.2607827186584473, Loss_D_X: 0.22112709283828735, Loss_D_Y: 0.24426522850990295\n",
            "Epoch [920/2000], Loss_G: 2.192078113555908, Loss_D_X: 0.25120359659194946, Loss_D_Y: 0.2694031298160553\n",
            "Epoch [920/2000], Loss_G: 4.076432228088379, Loss_D_X: 0.20825663208961487, Loss_D_Y: 0.21944300830364227\n",
            "Epoch [920/2000], Loss_G: 2.635277271270752, Loss_D_X: 0.1555986851453781, Loss_D_Y: 0.21825021505355835\n",
            "Epoch [920/2000], Loss_G: 3.412142038345337, Loss_D_X: 0.19446831941604614, Loss_D_Y: 0.23869025707244873\n",
            "Epoch [920/2000], Loss_G: 2.776043653488159, Loss_D_X: 0.17520463466644287, Loss_D_Y: 0.2535446882247925\n",
            "Epoch [920/2000], Loss_G: 2.733241081237793, Loss_D_X: 0.27525594830513, Loss_D_Y: 0.2490314096212387\n",
            "Epoch [920/2000], Loss_G: 2.7237961292266846, Loss_D_X: 0.33489522337913513, Loss_D_Y: 0.2464837282896042\n",
            "Epoch [920/2000], Loss_G: 2.378669500350952, Loss_D_X: 0.21947340667247772, Loss_D_Y: 0.2355670928955078\n",
            "Epoch [921/2000], Loss_G: 2.7360501289367676, Loss_D_X: 0.22859549522399902, Loss_D_Y: 0.2738397419452667\n",
            "Epoch [921/2000], Loss_G: 2.662355422973633, Loss_D_X: 0.24619337916374207, Loss_D_Y: 0.2238762378692627\n",
            "Epoch [921/2000], Loss_G: 2.2882437705993652, Loss_D_X: 0.33648258447647095, Loss_D_Y: 0.24276286363601685\n",
            "Epoch [921/2000], Loss_G: 2.427248239517212, Loss_D_X: 0.3388593792915344, Loss_D_Y: 0.2413296103477478\n",
            "Epoch [921/2000], Loss_G: 2.7232728004455566, Loss_D_X: 0.18597403168678284, Loss_D_Y: 0.2393655627965927\n",
            "Epoch [921/2000], Loss_G: 4.237350940704346, Loss_D_X: 0.25261324644088745, Loss_D_Y: 0.2054336667060852\n",
            "Epoch [921/2000], Loss_G: 2.8868536949157715, Loss_D_X: 0.2932767868041992, Loss_D_Y: 0.21231010556221008\n",
            "Epoch [921/2000], Loss_G: 3.457033157348633, Loss_D_X: 0.3917805552482605, Loss_D_Y: 0.2359093874692917\n",
            "Epoch [921/2000], Loss_G: 2.965601921081543, Loss_D_X: 0.32664841413497925, Loss_D_Y: 0.22658812999725342\n",
            "Epoch [922/2000], Loss_G: 2.461064577102661, Loss_D_X: 0.20635274052619934, Loss_D_Y: 0.21507754921913147\n",
            "Epoch [922/2000], Loss_G: 5.072785377502441, Loss_D_X: 0.20559322834014893, Loss_D_Y: 0.21868757903575897\n",
            "Epoch [922/2000], Loss_G: 3.0835697650909424, Loss_D_X: 0.21192900836467743, Loss_D_Y: 0.2477247416973114\n",
            "Epoch [922/2000], Loss_G: 3.0505170822143555, Loss_D_X: 0.2509428858757019, Loss_D_Y: 0.2577431797981262\n",
            "Epoch [922/2000], Loss_G: 2.78591251373291, Loss_D_X: 0.1562548577785492, Loss_D_Y: 0.23110483586788177\n",
            "Epoch [922/2000], Loss_G: 3.4165701866149902, Loss_D_X: 0.1617022156715393, Loss_D_Y: 0.24230295419692993\n",
            "Epoch [922/2000], Loss_G: 2.6023902893066406, Loss_D_X: 0.23647625744342804, Loss_D_Y: 0.2290560007095337\n",
            "Epoch [922/2000], Loss_G: 2.607367992401123, Loss_D_X: 0.24111001193523407, Loss_D_Y: 0.24253994226455688\n",
            "Epoch [922/2000], Loss_G: 2.461766242980957, Loss_D_X: 0.1910157948732376, Loss_D_Y: 0.2053937166929245\n",
            "Epoch [923/2000], Loss_G: 3.372269630432129, Loss_D_X: 0.1762179434299469, Loss_D_Y: 0.2291787564754486\n",
            "Epoch [923/2000], Loss_G: 2.5255064964294434, Loss_D_X: 0.2626532316207886, Loss_D_Y: 0.2303558588027954\n",
            "Epoch [923/2000], Loss_G: 2.759361743927002, Loss_D_X: 0.20859882235527039, Loss_D_Y: 0.21691586077213287\n",
            "Epoch [923/2000], Loss_G: 2.4937381744384766, Loss_D_X: 0.19447913765907288, Loss_D_Y: 0.22461190819740295\n",
            "Epoch [923/2000], Loss_G: 2.584355115890503, Loss_D_X: 0.16585460305213928, Loss_D_Y: 0.20074531435966492\n",
            "Epoch [923/2000], Loss_G: 4.387823581695557, Loss_D_X: 0.21142035722732544, Loss_D_Y: 0.22895866632461548\n",
            "Epoch [923/2000], Loss_G: 4.131138801574707, Loss_D_X: 0.23627430200576782, Loss_D_Y: 0.2845092713832855\n",
            "Epoch [923/2000], Loss_G: 3.340193748474121, Loss_D_X: 0.2662082016468048, Loss_D_Y: 0.2792346477508545\n",
            "Epoch [923/2000], Loss_G: 5.002649307250977, Loss_D_X: 0.1779894381761551, Loss_D_Y: 0.19485479593276978\n",
            "Epoch [924/2000], Loss_G: 3.2626280784606934, Loss_D_X: 0.16081270575523376, Loss_D_Y: 0.18829205632209778\n",
            "Epoch [924/2000], Loss_G: 3.4461288452148438, Loss_D_X: 0.19818967580795288, Loss_D_Y: 0.20964381098747253\n",
            "Epoch [924/2000], Loss_G: 3.580087900161743, Loss_D_X: 0.20845705270767212, Loss_D_Y: 0.23354212939739227\n",
            "Epoch [924/2000], Loss_G: 2.5614936351776123, Loss_D_X: 0.24280641973018646, Loss_D_Y: 0.23329666256904602\n",
            "Epoch [924/2000], Loss_G: 2.434638738632202, Loss_D_X: 0.2283613383769989, Loss_D_Y: 0.2551671862602234\n",
            "Epoch [924/2000], Loss_G: 3.939121723175049, Loss_D_X: 0.18496447801589966, Loss_D_Y: 0.21536611020565033\n",
            "Epoch [924/2000], Loss_G: 2.6318798065185547, Loss_D_X: 0.25882163643836975, Loss_D_Y: 0.24858471751213074\n",
            "Epoch [924/2000], Loss_G: 2.7534561157226562, Loss_D_X: 0.22196483612060547, Loss_D_Y: 0.2288421243429184\n",
            "Epoch [924/2000], Loss_G: 2.65464186668396, Loss_D_X: 0.18014180660247803, Loss_D_Y: 0.22432246804237366\n",
            "Epoch [925/2000], Loss_G: 2.516576051712036, Loss_D_X: 0.2568453252315521, Loss_D_Y: 0.22516947984695435\n",
            "Epoch [925/2000], Loss_G: 2.3699400424957275, Loss_D_X: 0.17382219433784485, Loss_D_Y: 0.19930246472358704\n",
            "Epoch [925/2000], Loss_G: 2.493875026702881, Loss_D_X: 0.2369486540555954, Loss_D_Y: 0.23536795377731323\n",
            "Epoch [925/2000], Loss_G: 2.791142463684082, Loss_D_X: 0.1746775060892105, Loss_D_Y: 0.19455167651176453\n",
            "Epoch [925/2000], Loss_G: 4.631722927093506, Loss_D_X: 0.22009867429733276, Loss_D_Y: 0.2091875970363617\n",
            "Epoch [925/2000], Loss_G: 3.0910587310791016, Loss_D_X: 0.19805648922920227, Loss_D_Y: 0.22909465432167053\n",
            "Epoch [925/2000], Loss_G: 2.427471399307251, Loss_D_X: 0.2763798236846924, Loss_D_Y: 0.2627294957637787\n",
            "Epoch [925/2000], Loss_G: 2.8197834491729736, Loss_D_X: 0.17155654728412628, Loss_D_Y: 0.2310146689414978\n",
            "Epoch [925/2000], Loss_G: 3.7331533432006836, Loss_D_X: 0.24358269572257996, Loss_D_Y: 0.2317165583372116\n",
            "Epoch [926/2000], Loss_G: 3.344809055328369, Loss_D_X: 0.21869945526123047, Loss_D_Y: 0.21965563297271729\n",
            "Epoch [926/2000], Loss_G: 2.715643882751465, Loss_D_X: 0.24449756741523743, Loss_D_Y: 0.22565875947475433\n",
            "Epoch [926/2000], Loss_G: 2.5838980674743652, Loss_D_X: 0.2150651514530182, Loss_D_Y: 0.20398101210594177\n",
            "Epoch [926/2000], Loss_G: 3.77533221244812, Loss_D_X: 0.1917494386434555, Loss_D_Y: 0.2125520408153534\n",
            "Epoch [926/2000], Loss_G: 2.9454782009124756, Loss_D_X: 0.16516956686973572, Loss_D_Y: 0.2184886932373047\n",
            "Epoch [926/2000], Loss_G: 2.2884840965270996, Loss_D_X: 0.2454742044210434, Loss_D_Y: 0.22625857591629028\n",
            "Epoch [926/2000], Loss_G: 2.2531514167785645, Loss_D_X: 0.2513245940208435, Loss_D_Y: 0.25669538974761963\n",
            "Epoch [926/2000], Loss_G: 2.333770990371704, Loss_D_X: 0.2564586400985718, Loss_D_Y: 0.22743433713912964\n",
            "Epoch [926/2000], Loss_G: 2.7673897743225098, Loss_D_X: 0.17297634482383728, Loss_D_Y: 0.21871724724769592\n",
            "Epoch [927/2000], Loss_G: 2.621065139770508, Loss_D_X: 0.2634595036506653, Loss_D_Y: 0.21142080426216125\n",
            "Epoch [927/2000], Loss_G: 3.8289992809295654, Loss_D_X: 0.2645326256752014, Loss_D_Y: 0.18747255206108093\n",
            "Epoch [927/2000], Loss_G: 2.4783878326416016, Loss_D_X: 0.2913602888584137, Loss_D_Y: 0.2507503628730774\n",
            "Epoch [927/2000], Loss_G: 2.248267412185669, Loss_D_X: 0.18108567595481873, Loss_D_Y: 0.21050646901130676\n",
            "Epoch [927/2000], Loss_G: 2.5819833278656006, Loss_D_X: 0.16992899775505066, Loss_D_Y: 0.22212636470794678\n",
            "Epoch [927/2000], Loss_G: 2.6142489910125732, Loss_D_X: 0.24892327189445496, Loss_D_Y: 0.22813203930854797\n",
            "Epoch [927/2000], Loss_G: 2.4499030113220215, Loss_D_X: 0.1817915439605713, Loss_D_Y: 0.2331307828426361\n",
            "Epoch [927/2000], Loss_G: 2.281696319580078, Loss_D_X: 0.31431734561920166, Loss_D_Y: 0.22356578707695007\n",
            "Epoch [927/2000], Loss_G: 3.158783197402954, Loss_D_X: 0.2770412862300873, Loss_D_Y: 0.2230663001537323\n",
            "Epoch [928/2000], Loss_G: 2.23492431640625, Loss_D_X: 0.17904819548130035, Loss_D_Y: 0.221181720495224\n",
            "Epoch [928/2000], Loss_G: 2.35028076171875, Loss_D_X: 0.30536413192749023, Loss_D_Y: 0.25504010915756226\n",
            "Epoch [928/2000], Loss_G: 2.4360270500183105, Loss_D_X: 0.3168806731700897, Loss_D_Y: 0.22502195835113525\n",
            "Epoch [928/2000], Loss_G: 2.4417505264282227, Loss_D_X: 0.193743035197258, Loss_D_Y: 0.2048102766275406\n",
            "Epoch [928/2000], Loss_G: 3.388033628463745, Loss_D_X: 0.21567228436470032, Loss_D_Y: 0.18962985277175903\n",
            "Epoch [928/2000], Loss_G: 2.419037342071533, Loss_D_X: 0.22286993265151978, Loss_D_Y: 0.1922972947359085\n",
            "Epoch [928/2000], Loss_G: 3.0384061336517334, Loss_D_X: 0.3111322522163391, Loss_D_Y: 0.2182537019252777\n",
            "Epoch [928/2000], Loss_G: 2.360995054244995, Loss_D_X: 0.2521708607673645, Loss_D_Y: 0.18868497014045715\n",
            "Epoch [928/2000], Loss_G: 2.3507611751556396, Loss_D_X: 0.25903767347335815, Loss_D_Y: 0.23481741547584534\n",
            "Epoch [929/2000], Loss_G: 2.102280616760254, Loss_D_X: 0.2530897855758667, Loss_D_Y: 0.2137957364320755\n",
            "Epoch [929/2000], Loss_G: 3.266639232635498, Loss_D_X: 0.2279399335384369, Loss_D_Y: 0.18637795746326447\n",
            "Epoch [929/2000], Loss_G: 3.0496573448181152, Loss_D_X: 0.22255365550518036, Loss_D_Y: 0.18107116222381592\n",
            "Epoch [929/2000], Loss_G: 2.2770471572875977, Loss_D_X: 0.32515329122543335, Loss_D_Y: 0.2412523329257965\n",
            "Epoch [929/2000], Loss_G: 3.5434086322784424, Loss_D_X: 0.24174629151821136, Loss_D_Y: 0.21743163466453552\n",
            "Epoch [929/2000], Loss_G: 2.223029613494873, Loss_D_X: 0.2593209743499756, Loss_D_Y: 0.2502628266811371\n",
            "Epoch [929/2000], Loss_G: 2.3735270500183105, Loss_D_X: 0.17150083184242249, Loss_D_Y: 0.2193109393119812\n",
            "Epoch [929/2000], Loss_G: 2.4603538513183594, Loss_D_X: 0.25607478618621826, Loss_D_Y: 0.2075410783290863\n",
            "Epoch [929/2000], Loss_G: 2.538731098175049, Loss_D_X: 0.2032630741596222, Loss_D_Y: 0.188176691532135\n",
            "Epoch [930/2000], Loss_G: 2.689774990081787, Loss_D_X: 0.16583475470542908, Loss_D_Y: 0.1768321394920349\n",
            "Epoch [930/2000], Loss_G: 3.684852361679077, Loss_D_X: 0.1947942078113556, Loss_D_Y: 0.20102772116661072\n",
            "Epoch [930/2000], Loss_G: 3.6452295780181885, Loss_D_X: 0.15232175588607788, Loss_D_Y: 0.18334275484085083\n",
            "Epoch [930/2000], Loss_G: 4.017413139343262, Loss_D_X: 0.14893469214439392, Loss_D_Y: 0.2333602011203766\n",
            "Epoch [930/2000], Loss_G: 3.145965576171875, Loss_D_X: 0.2206912636756897, Loss_D_Y: 0.2417227327823639\n",
            "Epoch [930/2000], Loss_G: 2.9730348587036133, Loss_D_X: 0.1976313591003418, Loss_D_Y: 0.26119160652160645\n",
            "Epoch [930/2000], Loss_G: 4.042759895324707, Loss_D_X: 0.20235157012939453, Loss_D_Y: 0.20377758145332336\n",
            "Epoch [930/2000], Loss_G: 2.4321236610412598, Loss_D_X: 0.28017282485961914, Loss_D_Y: 0.24192151427268982\n",
            "Epoch [930/2000], Loss_G: 3.1798646450042725, Loss_D_X: 0.2328271120786667, Loss_D_Y: 0.19921723008155823\n",
            "Epoch [931/2000], Loss_G: 2.5047767162323, Loss_D_X: 0.26098915934562683, Loss_D_Y: 0.22137385606765747\n",
            "Epoch [931/2000], Loss_G: 2.3389759063720703, Loss_D_X: 0.2255675047636032, Loss_D_Y: 0.2785502076148987\n",
            "Epoch [931/2000], Loss_G: 2.208615303039551, Loss_D_X: 0.1934763640165329, Loss_D_Y: 0.2271873652935028\n",
            "Epoch [931/2000], Loss_G: 4.030574798583984, Loss_D_X: 0.15694564580917358, Loss_D_Y: 0.17824587225914001\n",
            "Epoch [931/2000], Loss_G: 2.73128080368042, Loss_D_X: 0.12216919660568237, Loss_D_Y: 0.17530055344104767\n",
            "Epoch [931/2000], Loss_G: 2.726530075073242, Loss_D_X: 0.12044620513916016, Loss_D_Y: 0.1878446638584137\n",
            "Epoch [931/2000], Loss_G: 3.371300220489502, Loss_D_X: 0.11156194657087326, Loss_D_Y: 0.16635970771312714\n",
            "Epoch [931/2000], Loss_G: 6.227343559265137, Loss_D_X: 0.15673822164535522, Loss_D_Y: 0.2377408891916275\n",
            "Epoch [931/2000], Loss_G: 4.784635543823242, Loss_D_X: 0.14237886667251587, Loss_D_Y: 0.19816073775291443\n",
            "Epoch [932/2000], Loss_G: 4.362664222717285, Loss_D_X: 0.15385088324546814, Loss_D_Y: 0.20007109642028809\n",
            "Epoch [932/2000], Loss_G: 4.0164899826049805, Loss_D_X: 0.1447037309408188, Loss_D_Y: 0.19535429775714874\n",
            "Epoch [932/2000], Loss_G: 3.246222496032715, Loss_D_X: 0.22804230451583862, Loss_D_Y: 0.2342003434896469\n",
            "Epoch [932/2000], Loss_G: 5.310650825500488, Loss_D_X: 0.18046297132968903, Loss_D_Y: 0.17079851031303406\n",
            "Epoch [932/2000], Loss_G: 3.415952205657959, Loss_D_X: 0.23181581497192383, Loss_D_Y: 0.22022132575511932\n",
            "Epoch [932/2000], Loss_G: 3.44028377532959, Loss_D_X: 0.15812456607818604, Loss_D_Y: 0.1703302413225174\n",
            "Epoch [932/2000], Loss_G: 3.6972620487213135, Loss_D_X: 0.1368430256843567, Loss_D_Y: 0.2064492106437683\n",
            "Epoch [932/2000], Loss_G: 2.3640942573547363, Loss_D_X: 0.21725188195705414, Loss_D_Y: 0.2143608033657074\n",
            "Epoch [932/2000], Loss_G: 2.786252021789551, Loss_D_X: 0.1447417140007019, Loss_D_Y: 0.17056261003017426\n",
            "Epoch [933/2000], Loss_G: 2.5028042793273926, Loss_D_X: 0.21734890341758728, Loss_D_Y: 0.24324816465377808\n",
            "Epoch [933/2000], Loss_G: 3.1956417560577393, Loss_D_X: 0.14841988682746887, Loss_D_Y: 0.20107120275497437\n",
            "Epoch [933/2000], Loss_G: 2.724907636642456, Loss_D_X: 0.12837541103363037, Loss_D_Y: 0.16203346848487854\n",
            "Epoch [933/2000], Loss_G: 2.73102068901062, Loss_D_X: 0.1333095133304596, Loss_D_Y: 0.17067821323871613\n",
            "Epoch [933/2000], Loss_G: 2.6436784267425537, Loss_D_X: 0.16022548079490662, Loss_D_Y: 0.19326549768447876\n",
            "Epoch [933/2000], Loss_G: 2.647541046142578, Loss_D_X: 0.28730714321136475, Loss_D_Y: 0.20962324738502502\n",
            "Epoch [933/2000], Loss_G: 3.7613072395324707, Loss_D_X: 0.16514304280281067, Loss_D_Y: 0.1709233522415161\n",
            "Epoch [933/2000], Loss_G: 2.671757459640503, Loss_D_X: 0.22408246994018555, Loss_D_Y: 0.2162725031375885\n",
            "Epoch [933/2000], Loss_G: 2.8249592781066895, Loss_D_X: 0.1704307198524475, Loss_D_Y: 0.20152878761291504\n",
            "Epoch [934/2000], Loss_G: 2.5499958992004395, Loss_D_X: 0.1452798843383789, Loss_D_Y: 0.19518382847309113\n",
            "Epoch [934/2000], Loss_G: 2.5786807537078857, Loss_D_X: 0.13634617626667023, Loss_D_Y: 0.1638880968093872\n",
            "Epoch [934/2000], Loss_G: 3.2400333881378174, Loss_D_X: 0.13316325843334198, Loss_D_Y: 0.2080317735671997\n",
            "Epoch [934/2000], Loss_G: 2.802766799926758, Loss_D_X: 0.1721685826778412, Loss_D_Y: 0.2176589071750641\n",
            "Epoch [934/2000], Loss_G: 3.339311122894287, Loss_D_X: 0.17525632679462433, Loss_D_Y: 0.20466789603233337\n",
            "Epoch [934/2000], Loss_G: 2.6497557163238525, Loss_D_X: 0.24593892693519592, Loss_D_Y: 0.22781580686569214\n",
            "Epoch [934/2000], Loss_G: 2.6773433685302734, Loss_D_X: 0.18267956376075745, Loss_D_Y: 0.16420018672943115\n",
            "Epoch [934/2000], Loss_G: 2.338634490966797, Loss_D_X: 0.26930180191993713, Loss_D_Y: 0.2142663598060608\n",
            "Epoch [934/2000], Loss_G: 2.342451572418213, Loss_D_X: 0.2984561324119568, Loss_D_Y: 0.26173269748687744\n",
            "Epoch [935/2000], Loss_G: 2.2570953369140625, Loss_D_X: 0.283022403717041, Loss_D_Y: 0.2217634618282318\n",
            "Epoch [935/2000], Loss_G: 3.130424976348877, Loss_D_X: 0.1843646764755249, Loss_D_Y: 0.195377379655838\n",
            "Epoch [935/2000], Loss_G: 2.5732715129852295, Loss_D_X: 0.1263110339641571, Loss_D_Y: 0.15057912468910217\n",
            "Epoch [935/2000], Loss_G: 2.8060922622680664, Loss_D_X: 0.1893121898174286, Loss_D_Y: 0.19558051228523254\n",
            "Epoch [935/2000], Loss_G: 2.758715867996216, Loss_D_X: 0.161916121840477, Loss_D_Y: 0.15178556740283966\n",
            "Epoch [935/2000], Loss_G: 2.868629217147827, Loss_D_X: 0.279278427362442, Loss_D_Y: 0.21993839740753174\n",
            "Epoch [935/2000], Loss_G: 2.598186492919922, Loss_D_X: 0.33191049098968506, Loss_D_Y: 0.2514978349208832\n",
            "Epoch [935/2000], Loss_G: 4.389409065246582, Loss_D_X: 0.25048792362213135, Loss_D_Y: 0.19016024470329285\n",
            "Epoch [935/2000], Loss_G: 2.961576461791992, Loss_D_X: 0.15113629400730133, Loss_D_Y: 0.2137635052204132\n",
            "Epoch [936/2000], Loss_G: 3.0990138053894043, Loss_D_X: 0.2434946745634079, Loss_D_Y: 0.21600456535816193\n",
            "Epoch [936/2000], Loss_G: 2.475182056427002, Loss_D_X: 0.12413125485181808, Loss_D_Y: 0.14612562954425812\n",
            "Epoch [936/2000], Loss_G: 2.8768460750579834, Loss_D_X: 0.22539427876472473, Loss_D_Y: 0.22876688838005066\n",
            "Epoch [936/2000], Loss_G: 2.807929515838623, Loss_D_X: 0.19000203907489777, Loss_D_Y: 0.18546953797340393\n",
            "Epoch [936/2000], Loss_G: 3.2539291381835938, Loss_D_X: 0.22182321548461914, Loss_D_Y: 0.19581238925457\n",
            "Epoch [936/2000], Loss_G: 2.83318829536438, Loss_D_X: 0.19843313097953796, Loss_D_Y: 0.14462827146053314\n",
            "Epoch [936/2000], Loss_G: 2.766974687576294, Loss_D_X: 0.14315113425254822, Loss_D_Y: 0.20128369331359863\n",
            "Epoch [936/2000], Loss_G: 3.5224480628967285, Loss_D_X: 0.16688978672027588, Loss_D_Y: 0.18058815598487854\n",
            "Epoch [936/2000], Loss_G: 2.6626715660095215, Loss_D_X: 0.23185285925865173, Loss_D_Y: 0.2233307957649231\n",
            "Epoch [937/2000], Loss_G: 2.292813777923584, Loss_D_X: 0.20594963431358337, Loss_D_Y: 0.19713521003723145\n",
            "Epoch [937/2000], Loss_G: 2.2722644805908203, Loss_D_X: 0.11722959578037262, Loss_D_Y: 0.15070772171020508\n",
            "Epoch [937/2000], Loss_G: 2.6214537620544434, Loss_D_X: 0.14018341898918152, Loss_D_Y: 0.21156656742095947\n",
            "Epoch [937/2000], Loss_G: 2.8854074478149414, Loss_D_X: 0.2029467076063156, Loss_D_Y: 0.15285299718379974\n",
            "Epoch [937/2000], Loss_G: 2.6496753692626953, Loss_D_X: 0.36727917194366455, Loss_D_Y: 0.23573458194732666\n",
            "Epoch [937/2000], Loss_G: 3.015432357788086, Loss_D_X: 0.24099135398864746, Loss_D_Y: 0.20443513989448547\n",
            "Epoch [937/2000], Loss_G: 2.374983072280884, Loss_D_X: 0.21357181668281555, Loss_D_Y: 0.20117242634296417\n",
            "Epoch [937/2000], Loss_G: 2.3383960723876953, Loss_D_X: 0.1828661561012268, Loss_D_Y: 0.18141652643680573\n",
            "Epoch [937/2000], Loss_G: 3.721240282058716, Loss_D_X: 0.17361727356910706, Loss_D_Y: 0.1717822253704071\n",
            "Epoch [938/2000], Loss_G: 2.547041893005371, Loss_D_X: 0.13494986295700073, Loss_D_Y: 0.14328491687774658\n",
            "Epoch [938/2000], Loss_G: 2.484593629837036, Loss_D_X: 0.24037660658359528, Loss_D_Y: 0.2286165952682495\n",
            "Epoch [938/2000], Loss_G: 2.5203804969787598, Loss_D_X: 0.285648375749588, Loss_D_Y: 0.24013090133666992\n",
            "Epoch [938/2000], Loss_G: 2.413071870803833, Loss_D_X: 0.3157563805580139, Loss_D_Y: 0.21778251230716705\n",
            "Epoch [938/2000], Loss_G: 3.372220277786255, Loss_D_X: 0.1661403924226761, Loss_D_Y: 0.1671995222568512\n",
            "Epoch [938/2000], Loss_G: 2.6800570487976074, Loss_D_X: 0.11989337205886841, Loss_D_Y: 0.2126753330230713\n",
            "Epoch [938/2000], Loss_G: 2.802283763885498, Loss_D_X: 0.19402861595153809, Loss_D_Y: 0.20360682904720306\n",
            "Epoch [938/2000], Loss_G: 2.3995440006256104, Loss_D_X: 0.3480226993560791, Loss_D_Y: 0.23047634959220886\n",
            "Epoch [938/2000], Loss_G: 2.2817633152008057, Loss_D_X: 0.1997087299823761, Loss_D_Y: 0.14612554013729095\n",
            "Epoch [939/2000], Loss_G: 2.3233423233032227, Loss_D_X: 0.2445405125617981, Loss_D_Y: 0.23427894711494446\n",
            "Epoch [939/2000], Loss_G: 2.3599228858947754, Loss_D_X: 0.2407331019639969, Loss_D_Y: 0.16884906589984894\n",
            "Epoch [939/2000], Loss_G: 2.2136075496673584, Loss_D_X: 0.19728565216064453, Loss_D_Y: 0.14649264514446259\n",
            "Epoch [939/2000], Loss_G: 2.5902297496795654, Loss_D_X: 0.12313293665647507, Loss_D_Y: 0.16965852677822113\n",
            "Epoch [939/2000], Loss_G: 2.4866621494293213, Loss_D_X: 0.2828047275543213, Loss_D_Y: 0.20582173764705658\n",
            "Epoch [939/2000], Loss_G: 2.7729625701904297, Loss_D_X: 0.2545092701911926, Loss_D_Y: 0.19528278708457947\n",
            "Epoch [939/2000], Loss_G: 2.3742690086364746, Loss_D_X: 0.18994443118572235, Loss_D_Y: 0.17830152809619904\n",
            "Epoch [939/2000], Loss_G: 3.4025940895080566, Loss_D_X: 0.2372390329837799, Loss_D_Y: 0.1634577512741089\n",
            "Epoch [939/2000], Loss_G: 2.175995349884033, Loss_D_X: 0.2653411626815796, Loss_D_Y: 0.20132675766944885\n",
            "Epoch [940/2000], Loss_G: 2.0314769744873047, Loss_D_X: 0.21414506435394287, Loss_D_Y: 0.20813344419002533\n",
            "Epoch [940/2000], Loss_G: 2.0852441787719727, Loss_D_X: 0.23014861345291138, Loss_D_Y: 0.23873427510261536\n",
            "Epoch [940/2000], Loss_G: 2.253687858581543, Loss_D_X: 0.2530280649662018, Loss_D_Y: 0.24329233169555664\n",
            "Epoch [940/2000], Loss_G: 2.4691851139068604, Loss_D_X: 0.12312940508127213, Loss_D_Y: 0.2072674036026001\n",
            "Epoch [940/2000], Loss_G: 2.719374656677246, Loss_D_X: 0.19630959630012512, Loss_D_Y: 0.23951560258865356\n",
            "Epoch [940/2000], Loss_G: 2.5382423400878906, Loss_D_X: 0.13659627735614777, Loss_D_Y: 0.21631158888339996\n",
            "Epoch [940/2000], Loss_G: 2.1135878562927246, Loss_D_X: 0.13717561960220337, Loss_D_Y: 0.15433013439178467\n",
            "Epoch [940/2000], Loss_G: 3.236851930618286, Loss_D_X: 0.21765290200710297, Loss_D_Y: 0.20487314462661743\n",
            "Epoch [940/2000], Loss_G: 2.231903076171875, Loss_D_X: 0.3137419819831848, Loss_D_Y: 0.3116148114204407\n",
            "Epoch [941/2000], Loss_G: 1.9265501499176025, Loss_D_X: 0.21553178131580353, Loss_D_Y: 0.23113344609737396\n",
            "Epoch [941/2000], Loss_G: 2.467695713043213, Loss_D_X: 0.23806965351104736, Loss_D_Y: 0.2094613015651703\n",
            "Epoch [941/2000], Loss_G: 2.4407386779785156, Loss_D_X: 0.32919949293136597, Loss_D_Y: 0.22183288633823395\n",
            "Epoch [941/2000], Loss_G: 2.35811448097229, Loss_D_X: 0.283367782831192, Loss_D_Y: 0.21285593509674072\n",
            "Epoch [941/2000], Loss_G: 2.024620771408081, Loss_D_X: 0.14221006631851196, Loss_D_Y: 0.1466304063796997\n",
            "Epoch [941/2000], Loss_G: 3.3366708755493164, Loss_D_X: 0.20846934616565704, Loss_D_Y: 0.16050271689891815\n",
            "Epoch [941/2000], Loss_G: 2.3012051582336426, Loss_D_X: 0.17034678161144257, Loss_D_Y: 0.1925002932548523\n",
            "Epoch [941/2000], Loss_G: 2.3681082725524902, Loss_D_X: 0.15163715183734894, Loss_D_Y: 0.1349545121192932\n",
            "Epoch [941/2000], Loss_G: 2.287064552307129, Loss_D_X: 0.19410955905914307, Loss_D_Y: 0.20140588283538818\n",
            "Epoch [942/2000], Loss_G: 2.15956711769104, Loss_D_X: 0.25983524322509766, Loss_D_Y: 0.2363683134317398\n",
            "Epoch [942/2000], Loss_G: 2.742246627807617, Loss_D_X: 0.20266936719417572, Loss_D_Y: 0.20522715151309967\n",
            "Epoch [942/2000], Loss_G: 2.251697301864624, Loss_D_X: 0.10012069344520569, Loss_D_Y: 0.14781984686851501\n",
            "Epoch [942/2000], Loss_G: 2.7251534461975098, Loss_D_X: 0.2452898472547531, Loss_D_Y: 0.18709047138690948\n",
            "Epoch [942/2000], Loss_G: 1.9764487743377686, Loss_D_X: 0.2814086675643921, Loss_D_Y: 0.2110978662967682\n",
            "Epoch [942/2000], Loss_G: 2.046219825744629, Loss_D_X: 0.31046760082244873, Loss_D_Y: 0.20635583996772766\n",
            "Epoch [942/2000], Loss_G: 2.405755043029785, Loss_D_X: 0.21110829710960388, Loss_D_Y: 0.18297693133354187\n",
            "Epoch [942/2000], Loss_G: 2.6993608474731445, Loss_D_X: 0.21003183722496033, Loss_D_Y: 0.14926669001579285\n",
            "Epoch [942/2000], Loss_G: 2.8682827949523926, Loss_D_X: 0.2701820433139801, Loss_D_Y: 0.2506699860095978\n",
            "Epoch [943/2000], Loss_G: 2.1805479526519775, Loss_D_X: 0.14970093965530396, Loss_D_Y: 0.27534031867980957\n",
            "Epoch [943/2000], Loss_G: 2.5621485710144043, Loss_D_X: 0.2591764032840729, Loss_D_Y: 0.3169746994972229\n",
            "Epoch [943/2000], Loss_G: 2.791248083114624, Loss_D_X: 0.15453727543354034, Loss_D_Y: 0.20090320706367493\n",
            "Epoch [943/2000], Loss_G: 2.9828367233276367, Loss_D_X: 0.19983629882335663, Loss_D_Y: 0.19186021387577057\n",
            "Epoch [943/2000], Loss_G: 2.013436794281006, Loss_D_X: 0.19580385088920593, Loss_D_Y: 0.298686146736145\n",
            "Epoch [943/2000], Loss_G: 2.4917986392974854, Loss_D_X: 0.23072417080402374, Loss_D_Y: 0.24468055367469788\n",
            "Epoch [943/2000], Loss_G: 2.6048293113708496, Loss_D_X: 0.2156226485967636, Loss_D_Y: 0.2766147255897522\n",
            "Epoch [943/2000], Loss_G: 2.5468215942382812, Loss_D_X: 0.20555567741394043, Loss_D_Y: 0.21440720558166504\n",
            "Epoch [943/2000], Loss_G: 2.166698932647705, Loss_D_X: 0.32368946075439453, Loss_D_Y: 0.2845146059989929\n",
            "Epoch [944/2000], Loss_G: 2.2387986183166504, Loss_D_X: 0.21521209180355072, Loss_D_Y: 0.25604569911956787\n",
            "Epoch [944/2000], Loss_G: 2.7715628147125244, Loss_D_X: 0.19773975014686584, Loss_D_Y: 0.22552254796028137\n",
            "Epoch [944/2000], Loss_G: 3.3244948387145996, Loss_D_X: 0.2352766990661621, Loss_D_Y: 0.17015162110328674\n",
            "Epoch [944/2000], Loss_G: 2.480384588241577, Loss_D_X: 0.16309498250484467, Loss_D_Y: 0.15513214468955994\n",
            "Epoch [944/2000], Loss_G: 2.135620355606079, Loss_D_X: 0.18333680927753448, Loss_D_Y: 0.29670006036758423\n",
            "Epoch [944/2000], Loss_G: 2.567737579345703, Loss_D_X: 0.30644679069519043, Loss_D_Y: 0.2759721577167511\n",
            "Epoch [944/2000], Loss_G: 2.6839916706085205, Loss_D_X: 0.20998555421829224, Loss_D_Y: 0.216622993350029\n",
            "Epoch [944/2000], Loss_G: 2.030531406402588, Loss_D_X: 0.1775122731924057, Loss_D_Y: 0.2810211181640625\n",
            "Epoch [944/2000], Loss_G: 2.0739951133728027, Loss_D_X: 0.20511753857135773, Loss_D_Y: 0.2175672948360443\n",
            "Epoch [945/2000], Loss_G: 2.0935819149017334, Loss_D_X: 0.2384534478187561, Loss_D_Y: 0.22382432222366333\n",
            "Epoch [945/2000], Loss_G: 2.187201976776123, Loss_D_X: 0.22397801280021667, Loss_D_Y: 0.269861102104187\n",
            "Epoch [945/2000], Loss_G: 2.728916645050049, Loss_D_X: 0.1384134590625763, Loss_D_Y: 0.2336215227842331\n",
            "Epoch [945/2000], Loss_G: 2.4837491512298584, Loss_D_X: 0.19733335077762604, Loss_D_Y: 0.5025467872619629\n",
            "Epoch [945/2000], Loss_G: 2.815042734146118, Loss_D_X: 0.1929977983236313, Loss_D_Y: 0.453664094209671\n",
            "Epoch [945/2000], Loss_G: 3.4299721717834473, Loss_D_X: 0.16160595417022705, Loss_D_Y: 0.8004069328308105\n",
            "Epoch [945/2000], Loss_G: 4.548689365386963, Loss_D_X: 0.2615719437599182, Loss_D_Y: 0.3362578749656677\n",
            "Epoch [945/2000], Loss_G: 2.77837872505188, Loss_D_X: 0.1430601179599762, Loss_D_Y: 0.23458510637283325\n",
            "Epoch [945/2000], Loss_G: 3.4182066917419434, Loss_D_X: 0.2038603276014328, Loss_D_Y: 0.3268495798110962\n",
            "Epoch [946/2000], Loss_G: 2.5332300662994385, Loss_D_X: 0.10146892070770264, Loss_D_Y: 0.21158365905284882\n",
            "Epoch [946/2000], Loss_G: 2.5389623641967773, Loss_D_X: 0.11558842658996582, Loss_D_Y: 0.20635917782783508\n",
            "Epoch [946/2000], Loss_G: 2.605773687362671, Loss_D_X: 0.13020311295986176, Loss_D_Y: 0.2007453888654709\n",
            "Epoch [946/2000], Loss_G: 2.2461788654327393, Loss_D_X: 0.12342186272144318, Loss_D_Y: 0.20805013179779053\n",
            "Epoch [946/2000], Loss_G: 3.4398698806762695, Loss_D_X: 0.2727760076522827, Loss_D_Y: 0.17739620804786682\n",
            "Epoch [946/2000], Loss_G: 2.736403465270996, Loss_D_X: 0.2559158205986023, Loss_D_Y: 0.23989138007164001\n",
            "Epoch [946/2000], Loss_G: 2.826014280319214, Loss_D_X: 0.15702219307422638, Loss_D_Y: 0.19489282369613647\n",
            "Epoch [946/2000], Loss_G: 2.412015676498413, Loss_D_X: 0.2541347146034241, Loss_D_Y: 0.20618635416030884\n",
            "Epoch [946/2000], Loss_G: 2.3243536949157715, Loss_D_X: 0.28061485290527344, Loss_D_Y: 0.18753722310066223\n",
            "Epoch [947/2000], Loss_G: 1.98073410987854, Loss_D_X: 0.2505500316619873, Loss_D_Y: 0.18745723366737366\n",
            "Epoch [947/2000], Loss_G: 2.6642255783081055, Loss_D_X: 0.2602384686470032, Loss_D_Y: 0.20393532514572144\n",
            "Epoch [947/2000], Loss_G: 2.903757095336914, Loss_D_X: 0.3049657344818115, Loss_D_Y: 0.1679379791021347\n",
            "Epoch [947/2000], Loss_G: 2.0971035957336426, Loss_D_X: 0.28519755601882935, Loss_D_Y: 0.19354480504989624\n",
            "Epoch [947/2000], Loss_G: 2.096576690673828, Loss_D_X: 0.1591259241104126, Loss_D_Y: 0.18220026791095734\n",
            "Epoch [947/2000], Loss_G: 3.0150527954101562, Loss_D_X: 0.17988501489162445, Loss_D_Y: 0.1471879482269287\n",
            "Epoch [947/2000], Loss_G: 2.459730625152588, Loss_D_X: 0.1495606005191803, Loss_D_Y: 0.18422086536884308\n",
            "Epoch [947/2000], Loss_G: 2.2405354976654053, Loss_D_X: 0.12159639596939087, Loss_D_Y: 0.1331603229045868\n",
            "Epoch [947/2000], Loss_G: 2.33929181098938, Loss_D_X: 0.22728097438812256, Loss_D_Y: 0.18902283906936646\n",
            "Epoch [948/2000], Loss_G: 2.7620010375976562, Loss_D_X: 0.22738677263259888, Loss_D_Y: 0.18341508507728577\n",
            "Epoch [948/2000], Loss_G: 2.183588743209839, Loss_D_X: 0.2147439420223236, Loss_D_Y: 0.1979869306087494\n",
            "Epoch [948/2000], Loss_G: 2.8121747970581055, Loss_D_X: 0.16186651587486267, Loss_D_Y: 0.17582014203071594\n",
            "Epoch [948/2000], Loss_G: 3.1260032653808594, Loss_D_X: 0.16247031092643738, Loss_D_Y: 0.14512436091899872\n",
            "Epoch [948/2000], Loss_G: 2.2674479484558105, Loss_D_X: 0.14818242192268372, Loss_D_Y: 0.16668780148029327\n",
            "Epoch [948/2000], Loss_G: 2.136603355407715, Loss_D_X: 0.12072276324033737, Loss_D_Y: 0.17071843147277832\n",
            "Epoch [948/2000], Loss_G: 2.299349308013916, Loss_D_X: 0.14383257925510406, Loss_D_Y: 0.12343655526638031\n",
            "Epoch [948/2000], Loss_G: 2.316488265991211, Loss_D_X: 0.17390689253807068, Loss_D_Y: 0.15977291762828827\n",
            "Epoch [948/2000], Loss_G: 2.1773486137390137, Loss_D_X: 0.18405723571777344, Loss_D_Y: 0.15243281424045563\n",
            "Epoch [949/2000], Loss_G: 2.6004409790039062, Loss_D_X: 0.23145274817943573, Loss_D_Y: 0.18083447217941284\n",
            "Epoch [949/2000], Loss_G: 2.657186508178711, Loss_D_X: 0.22905583679676056, Loss_D_Y: 0.1950119286775589\n",
            "Epoch [949/2000], Loss_G: 2.159564733505249, Loss_D_X: 0.13840724527835846, Loss_D_Y: 0.17685054242610931\n",
            "Epoch [949/2000], Loss_G: 2.289134979248047, Loss_D_X: 0.15414457023143768, Loss_D_Y: 0.14547140896320343\n",
            "Epoch [949/2000], Loss_G: 2.3533127307891846, Loss_D_X: 0.1952618956565857, Loss_D_Y: 0.1828489899635315\n",
            "Epoch [949/2000], Loss_G: 2.9573545455932617, Loss_D_X: 0.24164587259292603, Loss_D_Y: 0.18684250116348267\n",
            "Epoch [949/2000], Loss_G: 2.4572033882141113, Loss_D_X: 0.3096059560775757, Loss_D_Y: 0.2698453664779663\n",
            "Epoch [949/2000], Loss_G: 2.0955710411071777, Loss_D_X: 0.22524064779281616, Loss_D_Y: 0.31674471497535706\n",
            "Epoch [949/2000], Loss_G: 2.275698184967041, Loss_D_X: 0.20811223983764648, Loss_D_Y: 0.3277556300163269\n",
            "Epoch [950/2000], Loss_G: 2.5395138263702393, Loss_D_X: 0.22303622961044312, Loss_D_Y: 0.21562044322490692\n",
            "Epoch [950/2000], Loss_G: 2.358506917953491, Loss_D_X: 0.1987692266702652, Loss_D_Y: 0.16840887069702148\n",
            "Epoch [950/2000], Loss_G: 2.4404451847076416, Loss_D_X: 0.23219265043735504, Loss_D_Y: 0.22595909237861633\n",
            "Epoch [950/2000], Loss_G: 2.1625356674194336, Loss_D_X: 0.19606509804725647, Loss_D_Y: 0.21136420965194702\n",
            "Epoch [950/2000], Loss_G: 2.313386917114258, Loss_D_X: 0.30619150400161743, Loss_D_Y: 0.22272811830043793\n",
            "Epoch [950/2000], Loss_G: 2.086484432220459, Loss_D_X: 0.2961559593677521, Loss_D_Y: 0.18903596699237823\n",
            "Epoch [950/2000], Loss_G: 2.9685425758361816, Loss_D_X: 0.23794953525066376, Loss_D_Y: 0.17355722188949585\n",
            "Epoch [950/2000], Loss_G: 2.3761401176452637, Loss_D_X: 0.25937092304229736, Loss_D_Y: 0.20414012670516968\n",
            "Epoch [950/2000], Loss_G: 1.9278080463409424, Loss_D_X: 0.2844957113265991, Loss_D_Y: 0.21142175793647766\n",
            "Epoch [951/2000], Loss_G: 2.198019504547119, Loss_D_X: 0.2403724640607834, Loss_D_Y: 0.2025206983089447\n",
            "Epoch [951/2000], Loss_G: 2.3413569927215576, Loss_D_X: 0.2242746651172638, Loss_D_Y: 0.19276535511016846\n",
            "Epoch [951/2000], Loss_G: 2.249757766723633, Loss_D_X: 0.2280551642179489, Loss_D_Y: 0.17702141404151917\n",
            "Epoch [951/2000], Loss_G: 2.3698244094848633, Loss_D_X: 0.28588682413101196, Loss_D_Y: 0.1992613673210144\n",
            "Epoch [951/2000], Loss_G: 2.8495383262634277, Loss_D_X: 0.32715776562690735, Loss_D_Y: 0.2849101424217224\n",
            "Epoch [951/2000], Loss_G: 2.209672689437866, Loss_D_X: 0.29728421568870544, Loss_D_Y: 0.32674551010131836\n",
            "Epoch [951/2000], Loss_G: 2.133526563644409, Loss_D_X: 0.3404482901096344, Loss_D_Y: 0.40996795892715454\n",
            "Epoch [951/2000], Loss_G: 2.7228190898895264, Loss_D_X: 0.25785666704177856, Loss_D_Y: 0.23637321591377258\n",
            "Epoch [951/2000], Loss_G: 2.35809063911438, Loss_D_X: 0.22133466601371765, Loss_D_Y: 0.16080889105796814\n",
            "Epoch [952/2000], Loss_G: 2.0316433906555176, Loss_D_X: 0.2290794998407364, Loss_D_Y: 0.20752473175525665\n",
            "Epoch [952/2000], Loss_G: 2.0936882495880127, Loss_D_X: 0.14164412021636963, Loss_D_Y: 0.19326962530612946\n",
            "Epoch [952/2000], Loss_G: 2.3796889781951904, Loss_D_X: 0.27642709016799927, Loss_D_Y: 0.2159421443939209\n",
            "Epoch [952/2000], Loss_G: 2.286247730255127, Loss_D_X: 0.4302294850349426, Loss_D_Y: 0.2080988883972168\n",
            "Epoch [952/2000], Loss_G: 1.956017255783081, Loss_D_X: 0.428557813167572, Loss_D_Y: 0.2195359170436859\n",
            "Epoch [952/2000], Loss_G: 2.4778308868408203, Loss_D_X: 0.15361091494560242, Loss_D_Y: 0.13633020222187042\n",
            "Epoch [952/2000], Loss_G: 7.80600643157959, Loss_D_X: 0.2141052931547165, Loss_D_Y: 0.18568789958953857\n",
            "Epoch [952/2000], Loss_G: 5.16249942779541, Loss_D_X: 0.1731836497783661, Loss_D_Y: 0.18983212113380432\n",
            "Epoch [952/2000], Loss_G: 6.153822898864746, Loss_D_X: 0.12597590684890747, Loss_D_Y: 0.177305668592453\n",
            "Epoch [953/2000], Loss_G: 4.779177665710449, Loss_D_X: 0.11902958154678345, Loss_D_Y: 0.1435846984386444\n",
            "Epoch [953/2000], Loss_G: 3.6815030574798584, Loss_D_X: 0.20762565732002258, Loss_D_Y: 0.1848762333393097\n",
            "Epoch [953/2000], Loss_G: 3.5372745990753174, Loss_D_X: 0.11803697049617767, Loss_D_Y: 0.1331302523612976\n",
            "Epoch [953/2000], Loss_G: 4.311797142028809, Loss_D_X: 0.1266629546880722, Loss_D_Y: 0.11604778468608856\n",
            "Epoch [953/2000], Loss_G: 3.150649070739746, Loss_D_X: 0.17079615592956543, Loss_D_Y: 0.1611160933971405\n",
            "Epoch [953/2000], Loss_G: 4.287116527557373, Loss_D_X: 0.10524340718984604, Loss_D_Y: 0.08709168434143066\n",
            "Epoch [953/2000], Loss_G: 3.8183071613311768, Loss_D_X: 0.08744862675666809, Loss_D_Y: 0.17748436331748962\n",
            "Epoch [953/2000], Loss_G: 3.951549768447876, Loss_D_X: 0.14899660646915436, Loss_D_Y: 0.1978728175163269\n",
            "Epoch [953/2000], Loss_G: 3.437620162963867, Loss_D_X: 0.09489788860082626, Loss_D_Y: 0.18709637224674225\n",
            "Epoch [954/2000], Loss_G: 5.064675331115723, Loss_D_X: 0.13551321625709534, Loss_D_Y: 0.14658083021640778\n",
            "Epoch [954/2000], Loss_G: 5.574228763580322, Loss_D_X: 0.13397055864334106, Loss_D_Y: 0.16434518992900848\n",
            "Epoch [954/2000], Loss_G: 3.242875099182129, Loss_D_X: 0.07942736148834229, Loss_D_Y: 0.17067576944828033\n",
            "Epoch [954/2000], Loss_G: 3.27972412109375, Loss_D_X: 0.19611027836799622, Loss_D_Y: 0.1735617220401764\n",
            "Epoch [954/2000], Loss_G: 3.131463050842285, Loss_D_X: 0.1499563604593277, Loss_D_Y: 0.19721707701683044\n",
            "Epoch [954/2000], Loss_G: 2.8943610191345215, Loss_D_X: 0.17883923649787903, Loss_D_Y: 0.23042280972003937\n",
            "Epoch [954/2000], Loss_G: 3.297729969024658, Loss_D_X: 0.16480550169944763, Loss_D_Y: 0.19021844863891602\n",
            "Epoch [954/2000], Loss_G: 2.7431817054748535, Loss_D_X: 0.109542116522789, Loss_D_Y: 0.1621173620223999\n",
            "Epoch [954/2000], Loss_G: 3.9268808364868164, Loss_D_X: 0.09777751564979553, Loss_D_Y: 0.1805272400379181\n",
            "Epoch [955/2000], Loss_G: 4.425276756286621, Loss_D_X: 0.1067943125963211, Loss_D_Y: 0.23011711239814758\n",
            "Epoch [955/2000], Loss_G: 2.856264114379883, Loss_D_X: 0.1393759846687317, Loss_D_Y: 0.2249404788017273\n",
            "Epoch [955/2000], Loss_G: 4.324481964111328, Loss_D_X: 0.08975574374198914, Loss_D_Y: 0.16841068863868713\n",
            "Epoch [955/2000], Loss_G: 3.642334461212158, Loss_D_X: 0.2112235724925995, Loss_D_Y: 0.24131366610527039\n",
            "Epoch [955/2000], Loss_G: 3.2867374420166016, Loss_D_X: 0.31945085525512695, Loss_D_Y: 0.21890762448310852\n",
            "Epoch [955/2000], Loss_G: 2.6525368690490723, Loss_D_X: 0.2668198347091675, Loss_D_Y: 0.22269004583358765\n",
            "Epoch [955/2000], Loss_G: 3.0665488243103027, Loss_D_X: 0.2006203979253769, Loss_D_Y: 0.16649697721004486\n",
            "Epoch [955/2000], Loss_G: 3.1016151905059814, Loss_D_X: 0.22475500404834747, Loss_D_Y: 0.20840823650360107\n",
            "Epoch [955/2000], Loss_G: 2.620553493499756, Loss_D_X: 0.14086785912513733, Loss_D_Y: 0.15804889798164368\n",
            "Epoch [956/2000], Loss_G: 2.705824851989746, Loss_D_X: 0.1957133561372757, Loss_D_Y: 0.1577972024679184\n",
            "Epoch [956/2000], Loss_G: 2.665414810180664, Loss_D_X: 0.1162431538105011, Loss_D_Y: 0.16529971361160278\n",
            "Epoch [956/2000], Loss_G: 2.628558874130249, Loss_D_X: 0.1019686758518219, Loss_D_Y: 0.20255053043365479\n",
            "Epoch [956/2000], Loss_G: 2.5826714038848877, Loss_D_X: 0.14510056376457214, Loss_D_Y: 0.20217156410217285\n",
            "Epoch [956/2000], Loss_G: 2.3712620735168457, Loss_D_X: 0.10256874561309814, Loss_D_Y: 0.179568812251091\n",
            "Epoch [956/2000], Loss_G: 2.848827362060547, Loss_D_X: 0.07586634159088135, Loss_D_Y: 0.1020391434431076\n",
            "Epoch [956/2000], Loss_G: 3.9867918491363525, Loss_D_X: 0.12963633239269257, Loss_D_Y: 0.149728924036026\n",
            "Epoch [956/2000], Loss_G: 2.2917323112487793, Loss_D_X: 0.19318601489067078, Loss_D_Y: 0.15551552176475525\n",
            "Epoch [956/2000], Loss_G: 2.444143295288086, Loss_D_X: 0.1923634558916092, Loss_D_Y: 0.19745436310768127\n",
            "Epoch [957/2000], Loss_G: 2.8341946601867676, Loss_D_X: 0.20413313806056976, Loss_D_Y: 0.18969027698040009\n",
            "Epoch [957/2000], Loss_G: 2.8191723823547363, Loss_D_X: 0.10373638570308685, Loss_D_Y: 0.09099693596363068\n",
            "Epoch [957/2000], Loss_G: 2.8031468391418457, Loss_D_X: 0.1295350044965744, Loss_D_Y: 0.17160290479660034\n",
            "Epoch [957/2000], Loss_G: 2.59641695022583, Loss_D_X: 0.1454881727695465, Loss_D_Y: 0.19640779495239258\n",
            "Epoch [957/2000], Loss_G: 2.024250030517578, Loss_D_X: 0.29675355553627014, Loss_D_Y: 0.13790547847747803\n",
            "Epoch [957/2000], Loss_G: 3.654047966003418, Loss_D_X: 0.27744224667549133, Loss_D_Y: 0.14462414383888245\n",
            "Epoch [957/2000], Loss_G: 2.7882227897644043, Loss_D_X: 0.3857262432575226, Loss_D_Y: 0.20344403386116028\n",
            "Epoch [957/2000], Loss_G: 2.2654531002044678, Loss_D_X: 0.15162396430969238, Loss_D_Y: 0.15930576622486115\n",
            "Epoch [957/2000], Loss_G: 2.10921573638916, Loss_D_X: 0.19267211854457855, Loss_D_Y: 0.17257368564605713\n",
            "Epoch [958/2000], Loss_G: 2.608227491378784, Loss_D_X: 0.1255161464214325, Loss_D_Y: 0.18501894176006317\n",
            "Epoch [958/2000], Loss_G: 3.0446784496307373, Loss_D_X: 0.22676219046115875, Loss_D_Y: 0.19557155668735504\n",
            "Epoch [958/2000], Loss_G: 2.976752281188965, Loss_D_X: 0.322070449590683, Loss_D_Y: 0.24657221138477325\n",
            "Epoch [958/2000], Loss_G: 2.461857795715332, Loss_D_X: 0.29394376277923584, Loss_D_Y: 0.2279536873102188\n",
            "Epoch [958/2000], Loss_G: 2.4443655014038086, Loss_D_X: 0.18100930750370026, Loss_D_Y: 0.14391577243804932\n",
            "Epoch [958/2000], Loss_G: 2.5941579341888428, Loss_D_X: 0.1518232822418213, Loss_D_Y: 0.2660543918609619\n",
            "Epoch [958/2000], Loss_G: 2.199932098388672, Loss_D_X: 0.10683538019657135, Loss_D_Y: 0.19503256678581238\n",
            "Epoch [958/2000], Loss_G: 2.498365640640259, Loss_D_X: 0.24256065487861633, Loss_D_Y: 0.29776063561439514\n",
            "Epoch [958/2000], Loss_G: 2.4510819911956787, Loss_D_X: 0.2687479555606842, Loss_D_Y: 0.24725237488746643\n",
            "Epoch [959/2000], Loss_G: 2.135202407836914, Loss_D_X: 0.1646389663219452, Loss_D_Y: 0.22692929208278656\n",
            "Epoch [959/2000], Loss_G: 2.1196370124816895, Loss_D_X: 0.08961822092533112, Loss_D_Y: 0.19137130677700043\n",
            "Epoch [959/2000], Loss_G: 2.3606882095336914, Loss_D_X: 0.22530502080917358, Loss_D_Y: 0.287866473197937\n",
            "Epoch [959/2000], Loss_G: 2.365983009338379, Loss_D_X: 0.17563089728355408, Loss_D_Y: 0.2665117383003235\n",
            "Epoch [959/2000], Loss_G: 2.0507500171661377, Loss_D_X: 0.16344740986824036, Loss_D_Y: 0.2327183187007904\n",
            "Epoch [959/2000], Loss_G: 2.6063523292541504, Loss_D_X: 0.2593647837638855, Loss_D_Y: 0.20524561405181885\n",
            "Epoch [959/2000], Loss_G: 2.8595757484436035, Loss_D_X: 0.20059135556221008, Loss_D_Y: 0.23090696334838867\n",
            "Epoch [959/2000], Loss_G: 2.401780128479004, Loss_D_X: 0.20381301641464233, Loss_D_Y: 0.16283486783504486\n",
            "Epoch [959/2000], Loss_G: 2.199267864227295, Loss_D_X: 0.1629261076450348, Loss_D_Y: 0.27908915281295776\n",
            "Epoch [960/2000], Loss_G: 1.8967723846435547, Loss_D_X: 0.13838505744934082, Loss_D_Y: 0.18742206692695618\n",
            "Epoch [960/2000], Loss_G: 2.7099976539611816, Loss_D_X: 0.2358425408601761, Loss_D_Y: 0.29015517234802246\n",
            "Epoch [960/2000], Loss_G: 2.192854881286621, Loss_D_X: 0.2265830636024475, Loss_D_Y: 0.2806064486503601\n",
            "Epoch [960/2000], Loss_G: 2.485633611679077, Loss_D_X: 0.10753851383924484, Loss_D_Y: 0.2366657257080078\n",
            "Epoch [960/2000], Loss_G: 2.9461841583251953, Loss_D_X: 0.1887630671262741, Loss_D_Y: 0.23553594946861267\n",
            "Epoch [960/2000], Loss_G: 2.7002344131469727, Loss_D_X: 0.15346232056617737, Loss_D_Y: 0.25003644824028015\n",
            "Epoch [960/2000], Loss_G: 2.5603771209716797, Loss_D_X: 0.16498340666294098, Loss_D_Y: 0.23878344893455505\n",
            "Epoch [960/2000], Loss_G: 2.403186321258545, Loss_D_X: 0.15188050270080566, Loss_D_Y: 0.20018234848976135\n",
            "Epoch [960/2000], Loss_G: 2.4874825477600098, Loss_D_X: 0.15917883813381195, Loss_D_Y: 0.24796053767204285\n",
            "Epoch [961/2000], Loss_G: 1.8933955430984497, Loss_D_X: 0.14483241736888885, Loss_D_Y: 0.21851083636283875\n",
            "Epoch [961/2000], Loss_G: 2.269733428955078, Loss_D_X: 0.1512048989534378, Loss_D_Y: 0.2700302302837372\n",
            "Epoch [961/2000], Loss_G: 2.8844141960144043, Loss_D_X: 0.1587216705083847, Loss_D_Y: 0.21775157749652863\n",
            "Epoch [961/2000], Loss_G: 3.3019843101501465, Loss_D_X: 0.17566083371639252, Loss_D_Y: 0.1713179498910904\n",
            "Epoch [961/2000], Loss_G: 2.4120969772338867, Loss_D_X: 0.07667367905378342, Loss_D_Y: 0.2629542052745819\n",
            "Epoch [961/2000], Loss_G: 2.399794578552246, Loss_D_X: 0.15249906480312347, Loss_D_Y: 0.26200127601623535\n",
            "Epoch [961/2000], Loss_G: 3.118201971054077, Loss_D_X: 0.5237513780593872, Loss_D_Y: 0.37097108364105225\n",
            "Epoch [961/2000], Loss_G: 2.7953197956085205, Loss_D_X: 0.5057052373886108, Loss_D_Y: 0.3403327465057373\n",
            "Epoch [961/2000], Loss_G: 3.6032638549804688, Loss_D_X: 0.4911123812198639, Loss_D_Y: 0.5303136110305786\n",
            "Epoch [962/2000], Loss_G: 2.487076759338379, Loss_D_X: 0.270775705575943, Loss_D_Y: 0.22523874044418335\n",
            "Epoch [962/2000], Loss_G: 2.3345940113067627, Loss_D_X: 0.22757621109485626, Loss_D_Y: 0.2212456315755844\n",
            "Epoch [962/2000], Loss_G: 2.8060498237609863, Loss_D_X: 0.21584230661392212, Loss_D_Y: 0.23845699429512024\n",
            "Epoch [962/2000], Loss_G: 2.4516568183898926, Loss_D_X: 0.15410545468330383, Loss_D_Y: 0.24473455548286438\n",
            "Epoch [962/2000], Loss_G: 2.5019989013671875, Loss_D_X: 0.10619820654392242, Loss_D_Y: 0.16948869824409485\n",
            "Epoch [962/2000], Loss_G: 2.4081764221191406, Loss_D_X: 0.09600307047367096, Loss_D_Y: 0.209977924823761\n",
            "Epoch [962/2000], Loss_G: 2.270328998565674, Loss_D_X: 0.24153855443000793, Loss_D_Y: 0.30795717239379883\n",
            "Epoch [962/2000], Loss_G: 2.8678407669067383, Loss_D_X: 0.24680083990097046, Loss_D_Y: 0.2807517349720001\n",
            "Epoch [962/2000], Loss_G: 2.5253167152404785, Loss_D_X: 0.23346516489982605, Loss_D_Y: 0.1985614001750946\n",
            "Epoch [963/2000], Loss_G: 1.9677172899246216, Loss_D_X: 0.19039887189865112, Loss_D_Y: 0.19570569694042206\n",
            "Epoch [963/2000], Loss_G: 2.265538215637207, Loss_D_X: 0.2263903170824051, Loss_D_Y: 0.20681068301200867\n",
            "Epoch [963/2000], Loss_G: 2.5674686431884766, Loss_D_X: 0.1502103954553604, Loss_D_Y: 0.19967055320739746\n",
            "Epoch [963/2000], Loss_G: 2.534369945526123, Loss_D_X: 0.15098300576210022, Loss_D_Y: 0.21208499372005463\n",
            "Epoch [963/2000], Loss_G: 2.6569581031799316, Loss_D_X: 0.19163993000984192, Loss_D_Y: 0.2305687516927719\n",
            "Epoch [963/2000], Loss_G: 2.1478686332702637, Loss_D_X: 0.13522759079933167, Loss_D_Y: 0.188772514462471\n",
            "Epoch [963/2000], Loss_G: 2.8689029216766357, Loss_D_X: 0.2957618832588196, Loss_D_Y: 0.16913123428821564\n",
            "Epoch [963/2000], Loss_G: 2.4788269996643066, Loss_D_X: 0.3377864360809326, Loss_D_Y: 0.245232954621315\n",
            "Epoch [963/2000], Loss_G: 2.293649673461914, Loss_D_X: 0.4083424210548401, Loss_D_Y: 0.23143145442008972\n",
            "Epoch [964/2000], Loss_G: 2.0128297805786133, Loss_D_X: 0.14163066446781158, Loss_D_Y: 0.22977909445762634\n",
            "Epoch [964/2000], Loss_G: 2.2783238887786865, Loss_D_X: 0.4058844745159149, Loss_D_Y: 0.1796330064535141\n",
            "Epoch [964/2000], Loss_G: 2.7185239791870117, Loss_D_X: 0.34557658433914185, Loss_D_Y: 0.1988641321659088\n",
            "Epoch [964/2000], Loss_G: 2.4653055667877197, Loss_D_X: 0.1929766833782196, Loss_D_Y: 0.23501664400100708\n",
            "Epoch [964/2000], Loss_G: 2.0752217769622803, Loss_D_X: 0.3612334132194519, Loss_D_Y: 0.14705094695091248\n",
            "Epoch [964/2000], Loss_G: 2.0598831176757812, Loss_D_X: 0.14939945936203003, Loss_D_Y: 0.2088092714548111\n",
            "Epoch [964/2000], Loss_G: 2.544497013092041, Loss_D_X: 0.18181964755058289, Loss_D_Y: 0.1981583535671234\n",
            "Epoch [964/2000], Loss_G: 2.2796058654785156, Loss_D_X: 0.16243602335453033, Loss_D_Y: 0.2445295751094818\n",
            "Epoch [964/2000], Loss_G: 1.992638111114502, Loss_D_X: 0.11062632501125336, Loss_D_Y: 0.2655161917209625\n",
            "Epoch [965/2000], Loss_G: 2.389024496078491, Loss_D_X: 0.10684767365455627, Loss_D_Y: 0.2558645009994507\n",
            "Epoch [965/2000], Loss_G: 3.371277093887329, Loss_D_X: 0.19296903908252716, Loss_D_Y: 0.27811431884765625\n",
            "Epoch [965/2000], Loss_G: 2.7778115272521973, Loss_D_X: 0.2941482365131378, Loss_D_Y: 0.21948756277561188\n",
            "Epoch [965/2000], Loss_G: 2.6060566902160645, Loss_D_X: 0.30405300855636597, Loss_D_Y: 0.21609929203987122\n",
            "Epoch [965/2000], Loss_G: 2.607003927230835, Loss_D_X: 0.2266811579465866, Loss_D_Y: 0.26077696681022644\n",
            "Epoch [965/2000], Loss_G: 2.380824565887451, Loss_D_X: 0.3097531795501709, Loss_D_Y: 0.26237592101097107\n",
            "Epoch [965/2000], Loss_G: 3.635413646697998, Loss_D_X: 0.26296526193618774, Loss_D_Y: 0.3256017863750458\n",
            "Epoch [965/2000], Loss_G: 2.6202590465545654, Loss_D_X: 0.22877418994903564, Loss_D_Y: 0.2694850564002991\n",
            "Epoch [965/2000], Loss_G: 2.053403854370117, Loss_D_X: 0.22383005917072296, Loss_D_Y: 0.18412882089614868\n",
            "Epoch [966/2000], Loss_G: 2.178189754486084, Loss_D_X: 0.1970730721950531, Loss_D_Y: 0.19781577587127686\n",
            "Epoch [966/2000], Loss_G: 2.023386240005493, Loss_D_X: 0.15714947879314423, Loss_D_Y: 0.17745211720466614\n",
            "Epoch [966/2000], Loss_G: 2.9702773094177246, Loss_D_X: 0.2492791712284088, Loss_D_Y: 0.2021268904209137\n",
            "Epoch [966/2000], Loss_G: 2.084944009780884, Loss_D_X: 0.2470087856054306, Loss_D_Y: 0.16658934950828552\n",
            "Epoch [966/2000], Loss_G: 1.7386454343795776, Loss_D_X: 0.2614552080631256, Loss_D_Y: 0.24938932061195374\n",
            "Epoch [966/2000], Loss_G: 2.6745264530181885, Loss_D_X: 0.19393451511859894, Loss_D_Y: 0.30936115980148315\n",
            "Epoch [966/2000], Loss_G: 2.200274705886841, Loss_D_X: 0.17072653770446777, Loss_D_Y: 0.2633220851421356\n",
            "Epoch [966/2000], Loss_G: 2.862727165222168, Loss_D_X: 0.1847396343946457, Loss_D_Y: 0.28573256731033325\n",
            "Epoch [966/2000], Loss_G: 1.9890203475952148, Loss_D_X: 0.23359036445617676, Loss_D_Y: 0.25941622257232666\n",
            "Epoch [967/2000], Loss_G: 2.0700438022613525, Loss_D_X: 0.25684598088264465, Loss_D_Y: 0.28299686312675476\n",
            "Epoch [967/2000], Loss_G: 2.0504918098449707, Loss_D_X: 0.19263963401317596, Loss_D_Y: 0.24833944439888\n",
            "Epoch [967/2000], Loss_G: 1.912036657333374, Loss_D_X: 0.2268058955669403, Loss_D_Y: 0.175404891371727\n",
            "Epoch [967/2000], Loss_G: 2.3680410385131836, Loss_D_X: 0.3270345628261566, Loss_D_Y: 0.27363792061805725\n",
            "Epoch [967/2000], Loss_G: 2.7575252056121826, Loss_D_X: 0.2247472107410431, Loss_D_Y: 0.2777867615222931\n",
            "Epoch [967/2000], Loss_G: 1.9441981315612793, Loss_D_X: 0.29784101247787476, Loss_D_Y: 0.23702698945999146\n",
            "Epoch [967/2000], Loss_G: 2.178895950317383, Loss_D_X: 0.30306926369667053, Loss_D_Y: 0.18189750611782074\n",
            "Epoch [967/2000], Loss_G: 2.436577081680298, Loss_D_X: 0.26496464014053345, Loss_D_Y: 0.24252480268478394\n",
            "Epoch [967/2000], Loss_G: 1.7163562774658203, Loss_D_X: 0.30879929661750793, Loss_D_Y: 0.21188148856163025\n",
            "Epoch [968/2000], Loss_G: 2.944927453994751, Loss_D_X: 0.3692125082015991, Loss_D_Y: 0.2573254108428955\n",
            "Epoch [968/2000], Loss_G: 2.0469589233398438, Loss_D_X: 0.2949235141277313, Loss_D_Y: 0.20715036988258362\n",
            "Epoch [968/2000], Loss_G: 1.9304616451263428, Loss_D_X: 0.2631683349609375, Loss_D_Y: 0.23803973197937012\n",
            "Epoch [968/2000], Loss_G: 2.2337005138397217, Loss_D_X: 0.2616267204284668, Loss_D_Y: 0.24472194910049438\n",
            "Epoch [968/2000], Loss_G: 1.9401816129684448, Loss_D_X: 0.24884295463562012, Loss_D_Y: 0.2522863745689392\n",
            "Epoch [968/2000], Loss_G: 2.3558075428009033, Loss_D_X: 0.20432335138320923, Loss_D_Y: 0.23636044561862946\n",
            "Epoch [968/2000], Loss_G: 1.7835538387298584, Loss_D_X: 0.22315645217895508, Loss_D_Y: 0.25441187620162964\n",
            "Epoch [968/2000], Loss_G: 1.9334475994110107, Loss_D_X: 0.26455822587013245, Loss_D_Y: 0.22418127954006195\n",
            "Epoch [968/2000], Loss_G: 2.392073154449463, Loss_D_X: 0.24396201968193054, Loss_D_Y: 0.24701234698295593\n",
            "Epoch [969/2000], Loss_G: 2.6486825942993164, Loss_D_X: 0.21646486222743988, Loss_D_Y: 0.2594124376773834\n",
            "Epoch [969/2000], Loss_G: 2.0746572017669678, Loss_D_X: 0.1508440375328064, Loss_D_Y: 0.16387531161308289\n",
            "Epoch [969/2000], Loss_G: 2.0255956649780273, Loss_D_X: 0.2254079133272171, Loss_D_Y: 0.24710118770599365\n",
            "Epoch [969/2000], Loss_G: 1.9957585334777832, Loss_D_X: 0.17519782483577728, Loss_D_Y: 0.2942529320716858\n",
            "Epoch [969/2000], Loss_G: 1.822770595550537, Loss_D_X: 0.24477720260620117, Loss_D_Y: 0.23570910096168518\n",
            "Epoch [969/2000], Loss_G: 1.5919671058654785, Loss_D_X: 0.26049479842185974, Loss_D_Y: 0.19253191351890564\n",
            "Epoch [969/2000], Loss_G: 2.1554312705993652, Loss_D_X: 0.2130965292453766, Loss_D_Y: 0.225923553109169\n",
            "Epoch [969/2000], Loss_G: 2.458444118499756, Loss_D_X: 0.1889623999595642, Loss_D_Y: 0.21904852986335754\n",
            "Epoch [969/2000], Loss_G: 1.9044920206069946, Loss_D_X: 0.20609846711158752, Loss_D_Y: 0.21152561902999878\n",
            "Epoch [970/2000], Loss_G: 2.503438949584961, Loss_D_X: 0.24971430003643036, Loss_D_Y: 0.25050777196884155\n",
            "Epoch [970/2000], Loss_G: 2.115225076675415, Loss_D_X: 0.20228934288024902, Loss_D_Y: 0.25306710600852966\n",
            "Epoch [970/2000], Loss_G: 1.7835232019424438, Loss_D_X: 0.22412806749343872, Loss_D_Y: 0.21727776527404785\n",
            "Epoch [970/2000], Loss_G: 2.218027114868164, Loss_D_X: 0.21701255440711975, Loss_D_Y: 0.23003682494163513\n",
            "Epoch [970/2000], Loss_G: 1.7679736614227295, Loss_D_X: 0.2257370948791504, Loss_D_Y: 0.18425890803337097\n",
            "Epoch [970/2000], Loss_G: 2.170846462249756, Loss_D_X: 0.15433567762374878, Loss_D_Y: 0.19658483564853668\n",
            "Epoch [970/2000], Loss_G: 2.0911664962768555, Loss_D_X: 0.37276017665863037, Loss_D_Y: 0.2587739825248718\n",
            "Epoch [970/2000], Loss_G: 2.237969398498535, Loss_D_X: 0.413232684135437, Loss_D_Y: 0.2419934868812561\n",
            "Epoch [970/2000], Loss_G: 2.087386131286621, Loss_D_X: 0.3128553628921509, Loss_D_Y: 0.2281750738620758\n",
            "Epoch [971/2000], Loss_G: 1.8396916389465332, Loss_D_X: 0.17204183340072632, Loss_D_Y: 0.24319693446159363\n",
            "Epoch [971/2000], Loss_G: 2.657597064971924, Loss_D_X: 0.1942582130432129, Loss_D_Y: 0.23218485713005066\n",
            "Epoch [971/2000], Loss_G: 2.320368528366089, Loss_D_X: 0.16627389192581177, Loss_D_Y: 0.20655182003974915\n",
            "Epoch [971/2000], Loss_G: 2.2212085723876953, Loss_D_X: 0.24768735468387604, Loss_D_Y: 0.22839733958244324\n",
            "Epoch [971/2000], Loss_G: 1.8211047649383545, Loss_D_X: 0.2358745038509369, Loss_D_Y: 0.20282995700836182\n",
            "Epoch [971/2000], Loss_G: 1.9754273891448975, Loss_D_X: 0.2777179181575775, Loss_D_Y: 0.23392939567565918\n",
            "Epoch [971/2000], Loss_G: 2.7088418006896973, Loss_D_X: 0.2572178840637207, Loss_D_Y: 0.2402801811695099\n",
            "Epoch [971/2000], Loss_G: 1.9879382848739624, Loss_D_X: 0.2427850067615509, Loss_D_Y: 0.22925026714801788\n",
            "Epoch [971/2000], Loss_G: 2.014972686767578, Loss_D_X: 0.25133684277534485, Loss_D_Y: 0.24181140959262848\n",
            "Epoch [972/2000], Loss_G: 1.800704002380371, Loss_D_X: 0.3130914568901062, Loss_D_Y: 0.273218035697937\n",
            "Epoch [972/2000], Loss_G: 2.728672504425049, Loss_D_X: 0.37414759397506714, Loss_D_Y: 0.2548556923866272\n",
            "Epoch [972/2000], Loss_G: 2.048919677734375, Loss_D_X: 0.21010185778141022, Loss_D_Y: 0.19928723573684692\n",
            "Epoch [972/2000], Loss_G: 2.6230876445770264, Loss_D_X: 0.29520049691200256, Loss_D_Y: 0.2869335412979126\n",
            "Epoch [972/2000], Loss_G: 2.1989922523498535, Loss_D_X: 0.4010156989097595, Loss_D_Y: 0.2279135137796402\n",
            "Epoch [972/2000], Loss_G: 1.7746407985687256, Loss_D_X: 0.28268927335739136, Loss_D_Y: 0.22264772653579712\n",
            "Epoch [972/2000], Loss_G: 2.2076005935668945, Loss_D_X: 0.2918645739555359, Loss_D_Y: 0.26519984006881714\n",
            "Epoch [972/2000], Loss_G: 1.8489224910736084, Loss_D_X: 0.20612409710884094, Loss_D_Y: 0.3311093747615814\n",
            "Epoch [972/2000], Loss_G: 2.046172857284546, Loss_D_X: 0.2452455461025238, Loss_D_Y: 0.27373579144477844\n",
            "Epoch [973/2000], Loss_G: 1.7149393558502197, Loss_D_X: 0.20753233134746552, Loss_D_Y: 0.2608627378940582\n",
            "Epoch [973/2000], Loss_G: 1.8366994857788086, Loss_D_X: 0.2562240958213806, Loss_D_Y: 0.20715266466140747\n",
            "Epoch [973/2000], Loss_G: 2.59474778175354, Loss_D_X: 0.25866591930389404, Loss_D_Y: 0.3069427013397217\n",
            "Epoch [973/2000], Loss_G: 1.9558606147766113, Loss_D_X: 0.21481570601463318, Loss_D_Y: 0.2695978879928589\n",
            "Epoch [973/2000], Loss_G: 2.555262804031372, Loss_D_X: 0.25965604186058044, Loss_D_Y: 0.2565711438655853\n",
            "Epoch [973/2000], Loss_G: 2.0878348350524902, Loss_D_X: 0.371511846780777, Loss_D_Y: 0.212253600358963\n",
            "Epoch [973/2000], Loss_G: 2.1856424808502197, Loss_D_X: 0.3548797369003296, Loss_D_Y: 0.235093355178833\n",
            "Epoch [973/2000], Loss_G: 2.215207576751709, Loss_D_X: 0.23510125279426575, Loss_D_Y: 0.277854323387146\n",
            "Epoch [973/2000], Loss_G: 2.3722174167633057, Loss_D_X: 0.16072051227092743, Loss_D_Y: 0.22766219079494476\n",
            "Epoch [974/2000], Loss_G: 1.8973472118377686, Loss_D_X: 0.2268356829881668, Loss_D_Y: 0.2374972105026245\n",
            "Epoch [974/2000], Loss_G: 1.9995934963226318, Loss_D_X: 0.22861789166927338, Loss_D_Y: 0.2547244131565094\n",
            "Epoch [974/2000], Loss_G: 2.39280104637146, Loss_D_X: 0.2005167007446289, Loss_D_Y: 0.24162277579307556\n",
            "Epoch [974/2000], Loss_G: 1.9010629653930664, Loss_D_X: 0.2287869155406952, Loss_D_Y: 0.21752721071243286\n",
            "Epoch [974/2000], Loss_G: 1.9283696413040161, Loss_D_X: 0.2658746838569641, Loss_D_Y: 0.24212710559368134\n",
            "Epoch [974/2000], Loss_G: 1.990635871887207, Loss_D_X: 0.24433192610740662, Loss_D_Y: 0.23478730022907257\n",
            "Epoch [974/2000], Loss_G: 2.7248990535736084, Loss_D_X: 0.3697105050086975, Loss_D_Y: 0.2392929047346115\n",
            "Epoch [974/2000], Loss_G: 2.3088419437408447, Loss_D_X: 0.31219062209129333, Loss_D_Y: 0.2804047763347626\n",
            "Epoch [974/2000], Loss_G: 1.6910003423690796, Loss_D_X: 0.28650856018066406, Loss_D_Y: 0.23543468117713928\n",
            "Epoch [975/2000], Loss_G: 2.2008512020111084, Loss_D_X: 0.23224171996116638, Loss_D_Y: 0.2934899926185608\n",
            "Epoch [975/2000], Loss_G: 2.11217999458313, Loss_D_X: 0.39425018429756165, Loss_D_Y: 0.23330529034137726\n",
            "Epoch [975/2000], Loss_G: 2.069324493408203, Loss_D_X: 0.22973528504371643, Loss_D_Y: 0.3441433906555176\n",
            "Epoch [975/2000], Loss_G: 1.9738552570343018, Loss_D_X: 0.2342909872531891, Loss_D_Y: 0.2912382483482361\n",
            "Epoch [975/2000], Loss_G: 1.6145398616790771, Loss_D_X: 0.2619319558143616, Loss_D_Y: 0.2216208279132843\n",
            "Epoch [975/2000], Loss_G: 2.390432357788086, Loss_D_X: 0.2557753920555115, Loss_D_Y: 0.2507566213607788\n",
            "Epoch [975/2000], Loss_G: 2.0591344833374023, Loss_D_X: 0.2570282816886902, Loss_D_Y: 0.22757872939109802\n",
            "Epoch [975/2000], Loss_G: 2.4139041900634766, Loss_D_X: 0.250444233417511, Loss_D_Y: 0.23274457454681396\n",
            "Epoch [975/2000], Loss_G: 2.0073933601379395, Loss_D_X: 0.24856947362422943, Loss_D_Y: 0.231329083442688\n",
            "Epoch [976/2000], Loss_G: 1.6502256393432617, Loss_D_X: 0.23984962701797485, Loss_D_Y: 0.2796289920806885\n",
            "Epoch [976/2000], Loss_G: 2.5364575386047363, Loss_D_X: 0.21030762791633606, Loss_D_Y: 0.31536033749580383\n",
            "Epoch [976/2000], Loss_G: 1.917824387550354, Loss_D_X: 0.2116391360759735, Loss_D_Y: 0.24194276332855225\n",
            "Epoch [976/2000], Loss_G: 1.7101221084594727, Loss_D_X: 0.22643165290355682, Loss_D_Y: 0.27381372451782227\n",
            "Epoch [976/2000], Loss_G: 2.374722480773926, Loss_D_X: 0.2176969349384308, Loss_D_Y: 0.2685081958770752\n",
            "Epoch [976/2000], Loss_G: 1.689692735671997, Loss_D_X: 0.18526747822761536, Loss_D_Y: 0.2389201819896698\n",
            "Epoch [976/2000], Loss_G: 2.1908252239227295, Loss_D_X: 0.18490861356258392, Loss_D_Y: 0.30845171213150024\n",
            "Epoch [976/2000], Loss_G: 2.5204806327819824, Loss_D_X: 0.22206471860408783, Loss_D_Y: 0.31167954206466675\n",
            "Epoch [976/2000], Loss_G: 1.8183305263519287, Loss_D_X: 0.22245651483535767, Loss_D_Y: 0.2634531557559967\n",
            "Epoch [977/2000], Loss_G: 1.7500085830688477, Loss_D_X: 0.23192307353019714, Loss_D_Y: 0.22424235939979553\n",
            "Epoch [977/2000], Loss_G: 1.7541780471801758, Loss_D_X: 0.17062702775001526, Loss_D_Y: 0.2867799699306488\n",
            "Epoch [977/2000], Loss_G: 2.079282283782959, Loss_D_X: 0.22764483094215393, Loss_D_Y: 0.2606149911880493\n",
            "Epoch [977/2000], Loss_G: 1.9066449403762817, Loss_D_X: 0.13154327869415283, Loss_D_Y: 0.23459181189537048\n",
            "Epoch [977/2000], Loss_G: 1.9794037342071533, Loss_D_X: 0.21179254353046417, Loss_D_Y: 0.23482584953308105\n",
            "Epoch [977/2000], Loss_G: 1.7795885801315308, Loss_D_X: 0.21236607432365417, Loss_D_Y: 0.23742374777793884\n",
            "Epoch [977/2000], Loss_G: 2.414381980895996, Loss_D_X: 0.20304971933364868, Loss_D_Y: 0.2563513517379761\n",
            "Epoch [977/2000], Loss_G: 1.743906021118164, Loss_D_X: 0.20847134292125702, Loss_D_Y: 0.2853052318096161\n",
            "Epoch [977/2000], Loss_G: 2.5634889602661133, Loss_D_X: 0.24052900075912476, Loss_D_Y: 0.33685022592544556\n",
            "Epoch [978/2000], Loss_G: 1.830906867980957, Loss_D_X: 0.35149770975112915, Loss_D_Y: 0.28212112188339233\n",
            "Epoch [978/2000], Loss_G: 2.660015821456909, Loss_D_X: 0.26848167181015015, Loss_D_Y: 0.2725350260734558\n",
            "Epoch [978/2000], Loss_G: 1.8225071430206299, Loss_D_X: 0.18773001432418823, Loss_D_Y: 0.26689180731773376\n",
            "Epoch [978/2000], Loss_G: 1.9531569480895996, Loss_D_X: 0.11748303472995758, Loss_D_Y: 0.24508461356163025\n",
            "Epoch [978/2000], Loss_G: 2.4059009552001953, Loss_D_X: 0.22060295939445496, Loss_D_Y: 0.24712663888931274\n",
            "Epoch [978/2000], Loss_G: 1.6319178342819214, Loss_D_X: 0.2131102979183197, Loss_D_Y: 0.25050148367881775\n",
            "Epoch [978/2000], Loss_G: 1.4657390117645264, Loss_D_X: 0.2518919110298157, Loss_D_Y: 0.2368846833705902\n",
            "Epoch [978/2000], Loss_G: 2.1715099811553955, Loss_D_X: 0.2531358599662781, Loss_D_Y: 0.26741039752960205\n",
            "Epoch [978/2000], Loss_G: 1.9654369354248047, Loss_D_X: 0.2445245385169983, Loss_D_Y: 0.273084431886673\n",
            "Epoch [979/2000], Loss_G: 2.1998889446258545, Loss_D_X: 0.20442911982536316, Loss_D_Y: 0.29257357120513916\n",
            "Epoch [979/2000], Loss_G: 2.4398579597473145, Loss_D_X: 0.24111828207969666, Loss_D_Y: 0.28737950325012207\n",
            "Epoch [979/2000], Loss_G: 1.8750216960906982, Loss_D_X: 0.1934724897146225, Loss_D_Y: 0.26684850454330444\n",
            "Epoch [979/2000], Loss_G: 1.5797115564346313, Loss_D_X: 0.2165236622095108, Loss_D_Y: 0.2259293794631958\n",
            "Epoch [979/2000], Loss_G: 1.5263671875, Loss_D_X: 0.21424606442451477, Loss_D_Y: 0.21761572360992432\n",
            "Epoch [979/2000], Loss_G: 2.020388126373291, Loss_D_X: 0.2189835011959076, Loss_D_Y: 0.2617306709289551\n",
            "Epoch [979/2000], Loss_G: 1.8475463390350342, Loss_D_X: 0.2560290992259979, Loss_D_Y: 0.24541670083999634\n",
            "Epoch [979/2000], Loss_G: 2.0779473781585693, Loss_D_X: 0.1837511956691742, Loss_D_Y: 0.22351834177970886\n",
            "Epoch [979/2000], Loss_G: 1.7507379055023193, Loss_D_X: 0.1553715616464615, Loss_D_Y: 0.21587668359279633\n",
            "Epoch [980/2000], Loss_G: 2.0662689208984375, Loss_D_X: 0.1928538978099823, Loss_D_Y: 0.23129349946975708\n",
            "Epoch [980/2000], Loss_G: 2.105464458465576, Loss_D_X: 0.23568803071975708, Loss_D_Y: 0.21616481244564056\n",
            "Epoch [980/2000], Loss_G: 2.1711678504943848, Loss_D_X: 0.24036604166030884, Loss_D_Y: 0.22533297538757324\n",
            "Epoch [980/2000], Loss_G: 2.017298698425293, Loss_D_X: 0.23485064506530762, Loss_D_Y: 0.22708141803741455\n",
            "Epoch [980/2000], Loss_G: 2.564267158508301, Loss_D_X: 0.2562684714794159, Loss_D_Y: 0.22093310952186584\n",
            "Epoch [980/2000], Loss_G: 2.6625821590423584, Loss_D_X: 0.29904675483703613, Loss_D_Y: 0.23557177186012268\n",
            "Epoch [980/2000], Loss_G: 2.104954719543457, Loss_D_X: 0.17705491185188293, Loss_D_Y: 0.23527491092681885\n",
            "Epoch [980/2000], Loss_G: 2.689518690109253, Loss_D_X: 0.1997535079717636, Loss_D_Y: 0.24974793195724487\n",
            "Epoch [980/2000], Loss_G: 1.727858543395996, Loss_D_X: 0.2267562448978424, Loss_D_Y: 0.2338724136352539\n",
            "Epoch [981/2000], Loss_G: 2.6447274684906006, Loss_D_X: 0.17774219810962677, Loss_D_Y: 0.29560306668281555\n",
            "Epoch [981/2000], Loss_G: 2.1874637603759766, Loss_D_X: 0.315761536359787, Loss_D_Y: 0.26916518807411194\n",
            "Epoch [981/2000], Loss_G: 1.6797144412994385, Loss_D_X: 0.2981175482273102, Loss_D_Y: 0.23554570972919464\n",
            "Epoch [981/2000], Loss_G: 2.0718135833740234, Loss_D_X: 0.15154263377189636, Loss_D_Y: 0.21473199129104614\n",
            "Epoch [981/2000], Loss_G: 2.497443675994873, Loss_D_X: 0.22696274518966675, Loss_D_Y: 0.22737237811088562\n",
            "Epoch [981/2000], Loss_G: 1.6818580627441406, Loss_D_X: 0.2553718090057373, Loss_D_Y: 0.22570639848709106\n",
            "Epoch [981/2000], Loss_G: 2.533529281616211, Loss_D_X: 0.23391017317771912, Loss_D_Y: 0.26347965002059937\n",
            "Epoch [981/2000], Loss_G: 2.065995693206787, Loss_D_X: 0.20676285028457642, Loss_D_Y: 0.22897690534591675\n",
            "Epoch [981/2000], Loss_G: 1.943342924118042, Loss_D_X: 0.1984688639640808, Loss_D_Y: 0.2653842568397522\n",
            "Epoch [982/2000], Loss_G: 1.6718811988830566, Loss_D_X: 0.1433747410774231, Loss_D_Y: 0.23810982704162598\n",
            "Epoch [982/2000], Loss_G: 1.9738171100616455, Loss_D_X: 0.18681775033473969, Loss_D_Y: 0.27590411901474\n",
            "Epoch [982/2000], Loss_G: 2.3450443744659424, Loss_D_X: 0.22350993752479553, Loss_D_Y: 0.29228174686431885\n",
            "Epoch [982/2000], Loss_G: 1.607161283493042, Loss_D_X: 0.22719839215278625, Loss_D_Y: 0.2836236357688904\n",
            "Epoch [982/2000], Loss_G: 2.012660026550293, Loss_D_X: 0.24967733025550842, Loss_D_Y: 0.24253690242767334\n",
            "Epoch [982/2000], Loss_G: 2.4229695796966553, Loss_D_X: 0.22520855069160461, Loss_D_Y: 0.26256459951400757\n",
            "Epoch [982/2000], Loss_G: 1.6751010417938232, Loss_D_X: 0.22516502439975739, Loss_D_Y: 0.3018011450767517\n",
            "Epoch [982/2000], Loss_G: 1.9297587871551514, Loss_D_X: 0.20659978687763214, Loss_D_Y: 0.35453030467033386\n",
            "Epoch [982/2000], Loss_G: 2.262948989868164, Loss_D_X: 0.07492204755544662, Loss_D_Y: 0.20161426067352295\n",
            "Epoch [983/2000], Loss_G: 1.653430461883545, Loss_D_X: 0.24370907247066498, Loss_D_Y: 0.28147584199905396\n",
            "Epoch [983/2000], Loss_G: 1.8354789018630981, Loss_D_X: 0.277792751789093, Loss_D_Y: 0.33797216415405273\n",
            "Epoch [983/2000], Loss_G: 2.3204407691955566, Loss_D_X: 0.08969694375991821, Loss_D_Y: 0.32807934284210205\n",
            "Epoch [983/2000], Loss_G: 2.32373046875, Loss_D_X: 0.24595479667186737, Loss_D_Y: 0.3117504417896271\n",
            "Epoch [983/2000], Loss_G: 1.45815110206604, Loss_D_X: 0.22588703036308289, Loss_D_Y: 0.2966320216655731\n",
            "Epoch [983/2000], Loss_G: 1.7717671394348145, Loss_D_X: 0.26057058572769165, Loss_D_Y: 0.27620816230773926\n",
            "Epoch [983/2000], Loss_G: 2.376694917678833, Loss_D_X: 0.20139683783054352, Loss_D_Y: 0.2902463674545288\n",
            "Epoch [983/2000], Loss_G: 1.998415470123291, Loss_D_X: 0.17404766380786896, Loss_D_Y: 0.2637197971343994\n",
            "Epoch [983/2000], Loss_G: 2.548426628112793, Loss_D_X: 0.2093154639005661, Loss_D_Y: 0.29359862208366394\n",
            "Epoch [984/2000], Loss_G: 2.211320638656616, Loss_D_X: 0.2164633572101593, Loss_D_Y: 0.2918342649936676\n",
            "Epoch [984/2000], Loss_G: 1.8585772514343262, Loss_D_X: 0.1990032196044922, Loss_D_Y: 0.2587214708328247\n",
            "Epoch [984/2000], Loss_G: 1.771571159362793, Loss_D_X: 0.18023350834846497, Loss_D_Y: 0.25034600496292114\n",
            "Epoch [984/2000], Loss_G: 1.5316376686096191, Loss_D_X: 0.22092261910438538, Loss_D_Y: 0.2525750994682312\n",
            "Epoch [984/2000], Loss_G: 1.6813894510269165, Loss_D_X: 0.21944162249565125, Loss_D_Y: 0.24672931432724\n",
            "Epoch [984/2000], Loss_G: 1.9744919538497925, Loss_D_X: 0.15820752084255219, Loss_D_Y: 0.25484126806259155\n",
            "Epoch [984/2000], Loss_G: 2.55070161819458, Loss_D_X: 0.212925523519516, Loss_D_Y: 0.2846815586090088\n",
            "Epoch [984/2000], Loss_G: 1.6493163108825684, Loss_D_X: 0.24500751495361328, Loss_D_Y: 0.24804897606372833\n",
            "Epoch [984/2000], Loss_G: 2.1813104152679443, Loss_D_X: 0.12428655475378036, Loss_D_Y: 0.2239426076412201\n",
            "Epoch [985/2000], Loss_G: 2.1173412799835205, Loss_D_X: 0.18601393699645996, Loss_D_Y: 0.3111560046672821\n",
            "Epoch [985/2000], Loss_G: 1.5275702476501465, Loss_D_X: 0.22555255889892578, Loss_D_Y: 0.27033716440200806\n",
            "Epoch [985/2000], Loss_G: 2.104726552963257, Loss_D_X: 0.19758868217468262, Loss_D_Y: 0.24408631026744843\n",
            "Epoch [985/2000], Loss_G: 2.1823294162750244, Loss_D_X: 0.24688011407852173, Loss_D_Y: 0.29495346546173096\n",
            "Epoch [985/2000], Loss_G: 1.7907254695892334, Loss_D_X: 0.21588876843452454, Loss_D_Y: 0.27391600608825684\n",
            "Epoch [985/2000], Loss_G: 1.7455639839172363, Loss_D_X: 0.22547213733196259, Loss_D_Y: 0.23791810870170593\n",
            "Epoch [985/2000], Loss_G: 2.7212278842926025, Loss_D_X: 0.3122009038925171, Loss_D_Y: 0.29941296577453613\n",
            "Epoch [985/2000], Loss_G: 2.080728054046631, Loss_D_X: 0.13325399160385132, Loss_D_Y: 0.2720959186553955\n",
            "Epoch [985/2000], Loss_G: 2.133988380432129, Loss_D_X: 0.6509135961532593, Loss_D_Y: 0.22896814346313477\n",
            "Epoch [986/2000], Loss_G: 2.9561901092529297, Loss_D_X: 0.5064281821250916, Loss_D_Y: 0.248419851064682\n",
            "Epoch [986/2000], Loss_G: 2.169633626937866, Loss_D_X: 0.5681012272834778, Loss_D_Y: 0.2565745711326599\n",
            "Epoch [986/2000], Loss_G: 1.7818148136138916, Loss_D_X: 0.6115670204162598, Loss_D_Y: 0.288889616727829\n",
            "Epoch [986/2000], Loss_G: 2.7503011226654053, Loss_D_X: 0.5199058651924133, Loss_D_Y: 0.28671759366989136\n",
            "Epoch [986/2000], Loss_G: 2.000297784805298, Loss_D_X: 0.35234999656677246, Loss_D_Y: 0.24897095561027527\n",
            "Epoch [986/2000], Loss_G: 1.663069486618042, Loss_D_X: 0.29475003480911255, Loss_D_Y: 0.24569301307201385\n",
            "Epoch [986/2000], Loss_G: 1.6880940198898315, Loss_D_X: 0.2885921895503998, Loss_D_Y: 0.2455601692199707\n",
            "Epoch [986/2000], Loss_G: 1.691614031791687, Loss_D_X: 0.32434433698654175, Loss_D_Y: 0.20987755060195923\n",
            "Epoch [986/2000], Loss_G: 1.7654716968536377, Loss_D_X: 0.31952014565467834, Loss_D_Y: 0.2515448331832886\n",
            "Epoch [987/2000], Loss_G: 1.8769097328186035, Loss_D_X: 0.30759453773498535, Loss_D_Y: 0.26701322197914124\n",
            "Epoch [987/2000], Loss_G: 1.5888969898223877, Loss_D_X: 0.26686543226242065, Loss_D_Y: 0.2454589158296585\n",
            "Epoch [987/2000], Loss_G: 2.0717058181762695, Loss_D_X: 0.279113233089447, Loss_D_Y: 0.2272290587425232\n",
            "Epoch [987/2000], Loss_G: 1.7616811990737915, Loss_D_X: 0.4209216833114624, Loss_D_Y: 0.2335403561592102\n",
            "Epoch [987/2000], Loss_G: 1.7490354776382446, Loss_D_X: 0.4244295358657837, Loss_D_Y: 0.2561722993850708\n",
            "Epoch [987/2000], Loss_G: 1.3312366008758545, Loss_D_X: 0.308663934469223, Loss_D_Y: 0.2581351399421692\n",
            "Epoch [987/2000], Loss_G: 1.6482574939727783, Loss_D_X: 0.19649247825145721, Loss_D_Y: 0.22854381799697876\n",
            "Epoch [987/2000], Loss_G: 1.7511835098266602, Loss_D_X: 0.28914931416511536, Loss_D_Y: 0.21268893778324127\n",
            "Epoch [987/2000], Loss_G: 2.143871784210205, Loss_D_X: 0.2678143382072449, Loss_D_Y: 0.2439277470111847\n",
            "Epoch [988/2000], Loss_G: 1.893432855606079, Loss_D_X: 0.33440661430358887, Loss_D_Y: 0.26923227310180664\n",
            "Epoch [988/2000], Loss_G: 1.6396350860595703, Loss_D_X: 0.27904558181762695, Loss_D_Y: 0.22491827607154846\n",
            "Epoch [988/2000], Loss_G: 2.2061846256256104, Loss_D_X: 0.3317291736602783, Loss_D_Y: 0.2432468831539154\n",
            "Epoch [988/2000], Loss_G: 2.233466148376465, Loss_D_X: 0.5172695517539978, Loss_D_Y: 0.23694822192192078\n",
            "Epoch [988/2000], Loss_G: 1.663618564605713, Loss_D_X: 0.45932233333587646, Loss_D_Y: 0.24344706535339355\n",
            "Epoch [988/2000], Loss_G: 2.0291502475738525, Loss_D_X: 0.29340365529060364, Loss_D_Y: 0.22317183017730713\n",
            "Epoch [988/2000], Loss_G: 1.6551114320755005, Loss_D_X: 0.30271440744400024, Loss_D_Y: 0.24261316657066345\n",
            "Epoch [988/2000], Loss_G: 1.5855703353881836, Loss_D_X: 0.29630210995674133, Loss_D_Y: 0.23641444742679596\n",
            "Epoch [988/2000], Loss_G: 1.5619381666183472, Loss_D_X: 0.27659472823143005, Loss_D_Y: 0.21757254004478455\n",
            "Epoch [989/2000], Loss_G: 1.8534128665924072, Loss_D_X: 0.2674176096916199, Loss_D_Y: 0.2860274612903595\n",
            "Epoch [989/2000], Loss_G: 1.4579428434371948, Loss_D_X: 0.20547787845134735, Loss_D_Y: 0.2438661903142929\n",
            "Epoch [989/2000], Loss_G: 1.5568591356277466, Loss_D_X: 0.25895076990127563, Loss_D_Y: 0.249439999461174\n",
            "Epoch [989/2000], Loss_G: 2.074151039123535, Loss_D_X: 0.2673744857311249, Loss_D_Y: 0.24590423703193665\n",
            "Epoch [989/2000], Loss_G: 2.09012770652771, Loss_D_X: 0.2527899146080017, Loss_D_Y: 0.23142534494400024\n",
            "Epoch [989/2000], Loss_G: 1.4295426607131958, Loss_D_X: 0.2569756507873535, Loss_D_Y: 0.23610922694206238\n",
            "Epoch [989/2000], Loss_G: 1.6997337341308594, Loss_D_X: 0.25096559524536133, Loss_D_Y: 0.2522086799144745\n",
            "Epoch [989/2000], Loss_G: 1.7160344123840332, Loss_D_X: 0.25659945607185364, Loss_D_Y: 0.2175443470478058\n",
            "Epoch [989/2000], Loss_G: 1.429793119430542, Loss_D_X: 0.2502453923225403, Loss_D_Y: 0.23892036080360413\n",
            "Epoch [990/2000], Loss_G: 1.5866481065750122, Loss_D_X: 0.25750550627708435, Loss_D_Y: 0.20320677757263184\n",
            "Epoch [990/2000], Loss_G: 1.9929637908935547, Loss_D_X: 0.2895757555961609, Loss_D_Y: 0.21750211715698242\n",
            "Epoch [990/2000], Loss_G: 1.8703818321228027, Loss_D_X: 0.28466546535491943, Loss_D_Y: 0.23009835183620453\n",
            "Epoch [990/2000], Loss_G: 1.546257495880127, Loss_D_X: 0.31459784507751465, Loss_D_Y: 0.24088989198207855\n",
            "Epoch [990/2000], Loss_G: 1.7884870767593384, Loss_D_X: 0.2816290259361267, Loss_D_Y: 0.2634468972682953\n",
            "Epoch [990/2000], Loss_G: 1.473182201385498, Loss_D_X: 0.2580052316188812, Loss_D_Y: 0.24460169672966003\n",
            "Epoch [990/2000], Loss_G: 1.6360830068588257, Loss_D_X: 0.29831206798553467, Loss_D_Y: 0.25132811069488525\n",
            "Epoch [990/2000], Loss_G: 1.800861120223999, Loss_D_X: 0.3367173969745636, Loss_D_Y: 0.26987534761428833\n",
            "Epoch [990/2000], Loss_G: 1.9821150302886963, Loss_D_X: 0.27851495146751404, Loss_D_Y: 0.29557275772094727\n",
            "Epoch [991/2000], Loss_G: 1.6349245309829712, Loss_D_X: 0.26310068368911743, Loss_D_Y: 0.3148840665817261\n",
            "Epoch [991/2000], Loss_G: 1.6312131881713867, Loss_D_X: 0.25210854411125183, Loss_D_Y: 0.283951997756958\n",
            "Epoch [991/2000], Loss_G: 1.7277590036392212, Loss_D_X: 0.2627316415309906, Loss_D_Y: 0.2609996497631073\n",
            "Epoch [991/2000], Loss_G: 1.9785573482513428, Loss_D_X: 0.2702910006046295, Loss_D_Y: 0.2523859739303589\n",
            "Epoch [991/2000], Loss_G: 1.9175359010696411, Loss_D_X: 0.2515825629234314, Loss_D_Y: 0.21986418962478638\n",
            "Epoch [991/2000], Loss_G: 1.511643886566162, Loss_D_X: 0.20682218670845032, Loss_D_Y: 0.22729641199111938\n",
            "Epoch [991/2000], Loss_G: 1.6605768203735352, Loss_D_X: 0.2532203793525696, Loss_D_Y: 0.22392091155052185\n",
            "Epoch [991/2000], Loss_G: 1.3988754749298096, Loss_D_X: 0.263674259185791, Loss_D_Y: 0.23546841740608215\n",
            "Epoch [991/2000], Loss_G: 1.7329343557357788, Loss_D_X: 0.2858020067214966, Loss_D_Y: 0.23937048017978668\n",
            "Epoch [992/2000], Loss_G: 1.984702706336975, Loss_D_X: 0.26934814453125, Loss_D_Y: 0.22444333136081696\n",
            "Epoch [992/2000], Loss_G: 1.5930835008621216, Loss_D_X: 0.21495236456394196, Loss_D_Y: 0.2228837013244629\n",
            "Epoch [992/2000], Loss_G: 1.4268994331359863, Loss_D_X: 0.2607598900794983, Loss_D_Y: 0.2508305609226227\n",
            "Epoch [992/2000], Loss_G: 1.5930390357971191, Loss_D_X: 0.2551122307777405, Loss_D_Y: 0.24290642142295837\n",
            "Epoch [992/2000], Loss_G: 1.5315885543823242, Loss_D_X: 0.2520430088043213, Loss_D_Y: 0.24745965003967285\n",
            "Epoch [992/2000], Loss_G: 1.6194531917572021, Loss_D_X: 0.2682197391986847, Loss_D_Y: 0.22270873188972473\n",
            "Epoch [992/2000], Loss_G: 1.728264331817627, Loss_D_X: 0.2598298192024231, Loss_D_Y: 0.24530795216560364\n",
            "Epoch [992/2000], Loss_G: 2.0728249549865723, Loss_D_X: 0.2575533390045166, Loss_D_Y: 0.24705219268798828\n",
            "Epoch [992/2000], Loss_G: 1.6908471584320068, Loss_D_X: 0.2500702440738678, Loss_D_Y: 0.27648189663887024\n",
            "Epoch [993/2000], Loss_G: 1.2637741565704346, Loss_D_X: 0.2500212788581848, Loss_D_Y: 0.26152119040489197\n",
            "Epoch [993/2000], Loss_G: 1.5810439586639404, Loss_D_X: 0.24522921442985535, Loss_D_Y: 0.24652189016342163\n",
            "Epoch [993/2000], Loss_G: 1.594294548034668, Loss_D_X: 0.20714300870895386, Loss_D_Y: 0.23082834482192993\n",
            "Epoch [993/2000], Loss_G: 1.6762672662734985, Loss_D_X: 0.2487766146659851, Loss_D_Y: 0.25451627373695374\n",
            "Epoch [993/2000], Loss_G: 1.9028557538986206, Loss_D_X: 0.24892333149909973, Loss_D_Y: 0.24774891138076782\n",
            "Epoch [993/2000], Loss_G: 1.5268057584762573, Loss_D_X: 0.2583119869232178, Loss_D_Y: 0.2465077042579651\n",
            "Epoch [993/2000], Loss_G: 1.5723612308502197, Loss_D_X: 0.2744781970977783, Loss_D_Y: 0.255799263715744\n",
            "Epoch [993/2000], Loss_G: 1.5356807708740234, Loss_D_X: 0.2531282305717468, Loss_D_Y: 0.24608108401298523\n",
            "Epoch [993/2000], Loss_G: 1.9717307090759277, Loss_D_X: 0.25332653522491455, Loss_D_Y: 0.2475496083498001\n",
            "Epoch [994/2000], Loss_G: 1.8640320301055908, Loss_D_X: 0.25728893280029297, Loss_D_Y: 0.2367400825023651\n",
            "Epoch [994/2000], Loss_G: 1.5759057998657227, Loss_D_X: 0.2545835077762604, Loss_D_Y: 0.24567055702209473\n",
            "Epoch [994/2000], Loss_G: 1.6799489259719849, Loss_D_X: 0.2501958906650543, Loss_D_Y: 0.2500114440917969\n",
            "Epoch [994/2000], Loss_G: 1.5101102590560913, Loss_D_X: 0.25100383162498474, Loss_D_Y: 0.2390257865190506\n",
            "Epoch [994/2000], Loss_G: 1.362254023551941, Loss_D_X: 0.27867698669433594, Loss_D_Y: 0.24285301566123962\n",
            "Epoch [994/2000], Loss_G: 1.790724277496338, Loss_D_X: 0.3395709991455078, Loss_D_Y: 0.3088095784187317\n",
            "Epoch [994/2000], Loss_G: 1.7021205425262451, Loss_D_X: 0.25260645151138306, Loss_D_Y: 0.23894573748111725\n",
            "Epoch [994/2000], Loss_G: 1.5349504947662354, Loss_D_X: 0.2524804472923279, Loss_D_Y: 0.2522023916244507\n",
            "Epoch [994/2000], Loss_G: 2.0453436374664307, Loss_D_X: 0.25405725836753845, Loss_D_Y: 0.27265554666519165\n",
            "Epoch [995/2000], Loss_G: 1.3679015636444092, Loss_D_X: 0.25382140278816223, Loss_D_Y: 0.2589036226272583\n",
            "Epoch [995/2000], Loss_G: 1.5831310749053955, Loss_D_X: 0.25838106870651245, Loss_D_Y: 0.29435425996780396\n",
            "Epoch [995/2000], Loss_G: 1.6242231130599976, Loss_D_X: 0.24825015664100647, Loss_D_Y: 0.24715328216552734\n",
            "Epoch [995/2000], Loss_G: 1.4991586208343506, Loss_D_X: 0.19436919689178467, Loss_D_Y: 0.24103282392024994\n",
            "Epoch [995/2000], Loss_G: 1.6571521759033203, Loss_D_X: 0.2534552216529846, Loss_D_Y: 0.2780459523200989\n",
            "Epoch [995/2000], Loss_G: 2.1069955825805664, Loss_D_X: 0.25034046173095703, Loss_D_Y: 0.2443632036447525\n",
            "Epoch [995/2000], Loss_G: 1.9018685817718506, Loss_D_X: 0.251523494720459, Loss_D_Y: 0.25335273146629333\n",
            "Epoch [995/2000], Loss_G: 1.7077202796936035, Loss_D_X: 0.24518060684204102, Loss_D_Y: 0.25014814734458923\n",
            "Epoch [995/2000], Loss_G: 1.558920979499817, Loss_D_X: 0.2438471019268036, Loss_D_Y: 0.24051766097545624\n",
            "Epoch [996/2000], Loss_G: 1.5677881240844727, Loss_D_X: 0.25775057077407837, Loss_D_Y: 0.2500808835029602\n",
            "Epoch [996/2000], Loss_G: 1.620574712753296, Loss_D_X: 0.2134554535150528, Loss_D_Y: 0.2237902283668518\n",
            "Epoch [996/2000], Loss_G: 1.341166615486145, Loss_D_X: 0.2539072632789612, Loss_D_Y: 0.2685258984565735\n",
            "Epoch [996/2000], Loss_G: 1.357236623764038, Loss_D_X: 0.25500625371932983, Loss_D_Y: 0.22835823893547058\n",
            "Epoch [996/2000], Loss_G: 2.1861138343811035, Loss_D_X: 0.25565409660339355, Loss_D_Y: 0.2595084309577942\n",
            "Epoch [996/2000], Loss_G: 1.6193829774856567, Loss_D_X: 0.2431943118572235, Loss_D_Y: 0.24205930531024933\n",
            "Epoch [996/2000], Loss_G: 1.9888966083526611, Loss_D_X: 0.2459154725074768, Loss_D_Y: 0.23225417733192444\n",
            "Epoch [996/2000], Loss_G: 1.579312801361084, Loss_D_X: 0.2649596035480499, Loss_D_Y: 0.2308160662651062\n",
            "Epoch [996/2000], Loss_G: 1.566085696220398, Loss_D_X: 0.2553099989891052, Loss_D_Y: 0.2489737570285797\n",
            "Epoch [997/2000], Loss_G: 1.689093828201294, Loss_D_X: 0.24710595607757568, Loss_D_Y: 0.24983340501785278\n",
            "Epoch [997/2000], Loss_G: 1.6196157932281494, Loss_D_X: 0.2688884735107422, Loss_D_Y: 0.23846401274204254\n",
            "Epoch [997/2000], Loss_G: 1.6100624799728394, Loss_D_X: 0.265115886926651, Loss_D_Y: 0.24861259758472443\n",
            "Epoch [997/2000], Loss_G: 1.492950677871704, Loss_D_X: 0.19144722819328308, Loss_D_Y: 0.22984443604946136\n",
            "Epoch [997/2000], Loss_G: 1.254550814628601, Loss_D_X: 0.2504938840866089, Loss_D_Y: 0.2618706226348877\n",
            "Epoch [997/2000], Loss_G: 2.2768588066101074, Loss_D_X: 0.24058960378170013, Loss_D_Y: 0.3102443516254425\n",
            "Epoch [997/2000], Loss_G: 1.586472511291504, Loss_D_X: 0.25648367404937744, Loss_D_Y: 0.2772687077522278\n",
            "Epoch [997/2000], Loss_G: 2.0201990604400635, Loss_D_X: 0.26787227392196655, Loss_D_Y: 0.2560247480869293\n",
            "Epoch [997/2000], Loss_G: 1.63717782497406, Loss_D_X: 0.2677140235900879, Loss_D_Y: 0.25395190715789795\n",
            "Epoch [998/2000], Loss_G: 1.5973503589630127, Loss_D_X: 0.19015854597091675, Loss_D_Y: 0.2353261113166809\n",
            "Epoch [998/2000], Loss_G: 1.620618462562561, Loss_D_X: 0.27669233083724976, Loss_D_Y: 0.2461337149143219\n",
            "Epoch [998/2000], Loss_G: 2.1108336448669434, Loss_D_X: 0.3135322332382202, Loss_D_Y: 0.2512017488479614\n",
            "Epoch [998/2000], Loss_G: 1.9074289798736572, Loss_D_X: 0.29149937629699707, Loss_D_Y: 0.260428786277771\n",
            "Epoch [998/2000], Loss_G: 1.7269610166549683, Loss_D_X: 0.252652645111084, Loss_D_Y: 0.27078601717948914\n",
            "Epoch [998/2000], Loss_G: 1.4661047458648682, Loss_D_X: 0.2534494996070862, Loss_D_Y: 0.23687225580215454\n",
            "Epoch [998/2000], Loss_G: 1.5065948963165283, Loss_D_X: 0.24957646429538727, Loss_D_Y: 0.2419985830783844\n",
            "Epoch [998/2000], Loss_G: 1.391249418258667, Loss_D_X: 0.25077587366104126, Loss_D_Y: 0.2498699426651001\n",
            "Epoch [998/2000], Loss_G: 1.5854319334030151, Loss_D_X: 0.24827271699905396, Loss_D_Y: 0.2378864288330078\n",
            "Epoch [999/2000], Loss_G: 1.6031638383865356, Loss_D_X: 0.24138492345809937, Loss_D_Y: 0.24635140597820282\n",
            "Epoch [999/2000], Loss_G: 1.9895915985107422, Loss_D_X: 0.24076808989048004, Loss_D_Y: 0.23233740031719208\n",
            "Epoch [999/2000], Loss_G: 1.6626063585281372, Loss_D_X: 0.24511954188346863, Loss_D_Y: 0.24683219194412231\n",
            "Epoch [999/2000], Loss_G: 1.3399708271026611, Loss_D_X: 0.2557333707809448, Loss_D_Y: 0.2490760087966919\n",
            "Epoch [999/2000], Loss_G: 2.2332851886749268, Loss_D_X: 0.23998355865478516, Loss_D_Y: 0.26585960388183594\n",
            "Epoch [999/2000], Loss_G: 1.6791963577270508, Loss_D_X: 0.24319452047348022, Loss_D_Y: 0.24862375855445862\n",
            "Epoch [999/2000], Loss_G: 1.4041688442230225, Loss_D_X: 0.2553621530532837, Loss_D_Y: 0.2558775544166565\n",
            "Epoch [999/2000], Loss_G: 1.602393627166748, Loss_D_X: 0.23798564076423645, Loss_D_Y: 0.24054482579231262\n",
            "Epoch [999/2000], Loss_G: 1.5339610576629639, Loss_D_X: 0.19559936225414276, Loss_D_Y: 0.21760372817516327\n",
            "Epoch [1000/2000], Loss_G: 1.6637609004974365, Loss_D_X: 0.24133144319057465, Loss_D_Y: 0.2453385889530182\n",
            "Epoch [1000/2000], Loss_G: 1.3630917072296143, Loss_D_X: 0.24400457739830017, Loss_D_Y: 0.22555601596832275\n",
            "Epoch [1000/2000], Loss_G: 1.6499766111373901, Loss_D_X: 0.23962920904159546, Loss_D_Y: 0.2354385107755661\n",
            "Epoch [1000/2000], Loss_G: 1.805039644241333, Loss_D_X: 0.24082478880882263, Loss_D_Y: 0.23736463487148285\n",
            "Epoch [1000/2000], Loss_G: 1.6949598789215088, Loss_D_X: 0.24243246018886566, Loss_D_Y: 0.24845847487449646\n",
            "Epoch [1000/2000], Loss_G: 1.9468294382095337, Loss_D_X: 0.2518562972545624, Loss_D_Y: 0.2475641667842865\n",
            "Epoch [1000/2000], Loss_G: 1.7520294189453125, Loss_D_X: 0.2077573537826538, Loss_D_Y: 0.23372995853424072\n",
            "Epoch [1000/2000], Loss_G: 1.9902669191360474, Loss_D_X: 0.2353193461894989, Loss_D_Y: 0.24282659590244293\n",
            "Epoch [1000/2000], Loss_G: 1.4208723306655884, Loss_D_X: 0.24756665527820587, Loss_D_Y: 0.2506319284439087\n",
            "Epoch [1001/2000], Loss_G: 1.5172791481018066, Loss_D_X: 0.2538360357284546, Loss_D_Y: 0.23711809515953064\n",
            "Epoch [1001/2000], Loss_G: 1.5889524221420288, Loss_D_X: 0.2462923526763916, Loss_D_Y: 0.2446240484714508\n",
            "Epoch [1001/2000], Loss_G: 1.6990900039672852, Loss_D_X: 0.2347988784313202, Loss_D_Y: 0.24928615987300873\n",
            "Epoch [1001/2000], Loss_G: 1.2957093715667725, Loss_D_X: 0.24567967653274536, Loss_D_Y: 0.22790378332138062\n",
            "Epoch [1001/2000], Loss_G: 1.487176775932312, Loss_D_X: 0.2482946515083313, Loss_D_Y: 0.2542540729045868\n",
            "Epoch [1001/2000], Loss_G: 1.520196557044983, Loss_D_X: 0.25119081139564514, Loss_D_Y: 0.22945991158485413\n",
            "Epoch [1001/2000], Loss_G: 2.0771126747131348, Loss_D_X: 0.25359728932380676, Loss_D_Y: 0.24505731463432312\n",
            "Epoch [1001/2000], Loss_G: 1.9307113885879517, Loss_D_X: 0.23860488831996918, Loss_D_Y: 0.23749729990959167\n",
            "Epoch [1001/2000], Loss_G: 1.4732969999313354, Loss_D_X: 0.23948094248771667, Loss_D_Y: 0.23862004280090332\n",
            "Epoch [1002/2000], Loss_G: 1.569535255432129, Loss_D_X: 0.2566676735877991, Loss_D_Y: 0.22368113696575165\n",
            "Epoch [1002/2000], Loss_G: 2.1686527729034424, Loss_D_X: 0.2360554039478302, Loss_D_Y: 0.2446550577878952\n",
            "Epoch [1002/2000], Loss_G: 1.790968894958496, Loss_D_X: 0.24280589818954468, Loss_D_Y: 0.2601383328437805\n",
            "Epoch [1002/2000], Loss_G: 1.6662769317626953, Loss_D_X: 0.2378847450017929, Loss_D_Y: 0.25510305166244507\n",
            "Epoch [1002/2000], Loss_G: 2.2647876739501953, Loss_D_X: 0.22890986502170563, Loss_D_Y: 0.24042584002017975\n",
            "Epoch [1002/2000], Loss_G: 1.4934810400009155, Loss_D_X: 0.24901768565177917, Loss_D_Y: 0.23860497772693634\n",
            "Epoch [1002/2000], Loss_G: 1.7520174980163574, Loss_D_X: 0.25317758321762085, Loss_D_Y: 0.26537439227104187\n",
            "Epoch [1002/2000], Loss_G: 1.9556884765625, Loss_D_X: 0.2397918999195099, Loss_D_Y: 0.2232998013496399\n",
            "Epoch [1002/2000], Loss_G: 1.7853111028671265, Loss_D_X: 0.23760055005550385, Loss_D_Y: 0.21614833176136017\n",
            "Epoch [1003/2000], Loss_G: 1.4928101301193237, Loss_D_X: 0.2562953233718872, Loss_D_Y: 0.24381722509860992\n",
            "Epoch [1003/2000], Loss_G: 2.8705692291259766, Loss_D_X: 0.24632489681243896, Loss_D_Y: 0.28960418701171875\n",
            "Epoch [1003/2000], Loss_G: 1.9423878192901611, Loss_D_X: 0.17293700575828552, Loss_D_Y: 0.18815204501152039\n",
            "Epoch [1003/2000], Loss_G: 2.305917739868164, Loss_D_X: 0.2448263168334961, Loss_D_Y: 0.25828757882118225\n",
            "Epoch [1003/2000], Loss_G: 1.917720079421997, Loss_D_X: 0.2537897825241089, Loss_D_Y: 0.29150390625\n",
            "Epoch [1003/2000], Loss_G: 1.8999555110931396, Loss_D_X: 0.23683634400367737, Loss_D_Y: 0.2353946715593338\n",
            "Epoch [1003/2000], Loss_G: 1.5535476207733154, Loss_D_X: 0.22984540462493896, Loss_D_Y: 0.2483786642551422\n",
            "Epoch [1003/2000], Loss_G: 1.473549723625183, Loss_D_X: 0.2968508303165436, Loss_D_Y: 0.28871726989746094\n",
            "Epoch [1003/2000], Loss_G: 1.8200104236602783, Loss_D_X: 0.3064291775226593, Loss_D_Y: 0.27035829424858093\n",
            "Epoch [1004/2000], Loss_G: 1.6592485904693604, Loss_D_X: 0.2701566815376282, Loss_D_Y: 0.3152366876602173\n",
            "Epoch [1004/2000], Loss_G: 1.6595399379730225, Loss_D_X: 0.24269789457321167, Loss_D_Y: 0.24432745575904846\n",
            "Epoch [1004/2000], Loss_G: 1.686314344406128, Loss_D_X: 0.24105753004550934, Loss_D_Y: 0.2641010880470276\n",
            "Epoch [1004/2000], Loss_G: 1.7556620836257935, Loss_D_X: 0.16854596138000488, Loss_D_Y: 0.19651058316230774\n",
            "Epoch [1004/2000], Loss_G: 1.6930174827575684, Loss_D_X: 0.22825977206230164, Loss_D_Y: 0.2336878776550293\n",
            "Epoch [1004/2000], Loss_G: 1.4802685976028442, Loss_D_X: 0.2353476583957672, Loss_D_Y: 0.2597973942756653\n",
            "Epoch [1004/2000], Loss_G: 1.6371753215789795, Loss_D_X: 0.2425791621208191, Loss_D_Y: 0.2393413782119751\n",
            "Epoch [1004/2000], Loss_G: 2.6745240688323975, Loss_D_X: 0.23593872785568237, Loss_D_Y: 0.2509002685546875\n",
            "Epoch [1004/2000], Loss_G: 2.20689058303833, Loss_D_X: 0.22513538599014282, Loss_D_Y: 0.24427606165409088\n",
            "Epoch [1005/2000], Loss_G: 1.6196403503417969, Loss_D_X: 0.19178378582000732, Loss_D_Y: 0.22840258479118347\n",
            "Epoch [1005/2000], Loss_G: 1.7095739841461182, Loss_D_X: 0.22142960131168365, Loss_D_Y: 0.265207976102829\n",
            "Epoch [1005/2000], Loss_G: 1.7180877923965454, Loss_D_X: 0.22858217358589172, Loss_D_Y: 0.24815717339515686\n",
            "Epoch [1005/2000], Loss_G: 2.0016252994537354, Loss_D_X: 0.22752788662910461, Loss_D_Y: 0.22683709859848022\n",
            "Epoch [1005/2000], Loss_G: 1.6859443187713623, Loss_D_X: 0.22844216227531433, Loss_D_Y: 0.23983857035636902\n",
            "Epoch [1005/2000], Loss_G: 1.5695178508758545, Loss_D_X: 0.2482966184616089, Loss_D_Y: 0.2195943295955658\n",
            "Epoch [1005/2000], Loss_G: 1.5460543632507324, Loss_D_X: 0.25628215074539185, Loss_D_Y: 0.2491661012172699\n",
            "Epoch [1005/2000], Loss_G: 2.1908743381500244, Loss_D_X: 0.2238404005765915, Loss_D_Y: 0.2326044738292694\n",
            "Epoch [1005/2000], Loss_G: 1.6868301630020142, Loss_D_X: 0.23802997171878815, Loss_D_Y: 0.22566929459571838\n",
            "Epoch [1006/2000], Loss_G: 1.6407465934753418, Loss_D_X: 0.19349835813045502, Loss_D_Y: 0.2051195204257965\n",
            "Epoch [1006/2000], Loss_G: 2.063878297805786, Loss_D_X: 0.23630520701408386, Loss_D_Y: 0.21548105776309967\n",
            "Epoch [1006/2000], Loss_G: 1.658635139465332, Loss_D_X: 0.248338982462883, Loss_D_Y: 0.2268945574760437\n",
            "Epoch [1006/2000], Loss_G: 1.3922942876815796, Loss_D_X: 0.2515755593776703, Loss_D_Y: 0.23892608284950256\n",
            "Epoch [1006/2000], Loss_G: 2.0974299907684326, Loss_D_X: 0.21993154287338257, Loss_D_Y: 0.2340194284915924\n",
            "Epoch [1006/2000], Loss_G: 1.6887643337249756, Loss_D_X: 0.24301496148109436, Loss_D_Y: 0.23933088779449463\n",
            "Epoch [1006/2000], Loss_G: 1.730137586593628, Loss_D_X: 0.23230265080928802, Loss_D_Y: 0.25343891978263855\n",
            "Epoch [1006/2000], Loss_G: 1.5068837404251099, Loss_D_X: 0.23949672281742096, Loss_D_Y: 0.24459891021251678\n",
            "Epoch [1006/2000], Loss_G: 1.5404746532440186, Loss_D_X: 0.2299412488937378, Loss_D_Y: 0.2401922047138214\n",
            "Epoch [1007/2000], Loss_G: 1.488709568977356, Loss_D_X: 0.24423691630363464, Loss_D_Y: 0.26122188568115234\n",
            "Epoch [1007/2000], Loss_G: 1.727345585823059, Loss_D_X: 0.2275463342666626, Loss_D_Y: 0.2405383586883545\n",
            "Epoch [1007/2000], Loss_G: 2.00980806350708, Loss_D_X: 0.2656867802143097, Loss_D_Y: 0.22306980192661285\n",
            "Epoch [1007/2000], Loss_G: 1.6701958179473877, Loss_D_X: 0.3034316301345825, Loss_D_Y: 0.23542508482933044\n",
            "Epoch [1007/2000], Loss_G: 1.6073099374771118, Loss_D_X: 0.3456057906150818, Loss_D_Y: 0.23686440289020538\n",
            "Epoch [1007/2000], Loss_G: 1.82533860206604, Loss_D_X: 0.3066577613353729, Loss_D_Y: 0.2702188193798065\n",
            "Epoch [1007/2000], Loss_G: 1.4649267196655273, Loss_D_X: 0.28141671419143677, Loss_D_Y: 0.3058318793773651\n",
            "Epoch [1007/2000], Loss_G: 2.479935646057129, Loss_D_X: 0.25722062587738037, Loss_D_Y: 0.3146180808544159\n",
            "Epoch [1007/2000], Loss_G: 1.610589623451233, Loss_D_X: 0.21511685848236084, Loss_D_Y: 0.23376230895519257\n",
            "Epoch [1008/2000], Loss_G: 1.7253161668777466, Loss_D_X: 0.24511846899986267, Loss_D_Y: 0.24620839953422546\n",
            "Epoch [1008/2000], Loss_G: 1.9932469129562378, Loss_D_X: 0.2503892481327057, Loss_D_Y: 0.27876925468444824\n",
            "Epoch [1008/2000], Loss_G: 1.9839829206466675, Loss_D_X: 0.25209689140319824, Loss_D_Y: 0.24065345525741577\n",
            "Epoch [1008/2000], Loss_G: 1.6289273500442505, Loss_D_X: 0.24249309301376343, Loss_D_Y: 0.23961080610752106\n",
            "Epoch [1008/2000], Loss_G: 1.6645503044128418, Loss_D_X: 0.30887898802757263, Loss_D_Y: 0.2869412302970886\n",
            "Epoch [1008/2000], Loss_G: 1.9336692094802856, Loss_D_X: 0.2918241322040558, Loss_D_Y: 0.3369371294975281\n",
            "Epoch [1008/2000], Loss_G: 1.483199119567871, Loss_D_X: 0.25424084067344666, Loss_D_Y: 0.25401628017425537\n",
            "Epoch [1008/2000], Loss_G: 2.2666709423065186, Loss_D_X: 0.24903029203414917, Loss_D_Y: 0.28242385387420654\n",
            "Epoch [1008/2000], Loss_G: 1.4678806066513062, Loss_D_X: 0.2818309962749481, Loss_D_Y: 0.35849529504776\n",
            "Epoch [1009/2000], Loss_G: 1.8360466957092285, Loss_D_X: 0.22905853390693665, Loss_D_Y: 0.2913467586040497\n",
            "Epoch [1009/2000], Loss_G: 2.1677067279815674, Loss_D_X: 0.25379806756973267, Loss_D_Y: 0.24186044931411743\n",
            "Epoch [1009/2000], Loss_G: 1.80766761302948, Loss_D_X: 0.30086249113082886, Loss_D_Y: 0.27210909128189087\n",
            "Epoch [1009/2000], Loss_G: 1.5603382587432861, Loss_D_X: 0.2238876223564148, Loss_D_Y: 0.23076385259628296\n",
            "Epoch [1009/2000], Loss_G: 1.7332054376602173, Loss_D_X: 0.3381742835044861, Loss_D_Y: 0.39720648527145386\n",
            "Epoch [1009/2000], Loss_G: 2.5157532691955566, Loss_D_X: 0.3744877576828003, Loss_D_Y: 0.5609657168388367\n",
            "Epoch [1009/2000], Loss_G: 2.016749382019043, Loss_D_X: 0.3281962275505066, Loss_D_Y: 0.3040354549884796\n",
            "Epoch [1009/2000], Loss_G: 1.6794923543930054, Loss_D_X: 0.33006858825683594, Loss_D_Y: 0.2800711393356323\n",
            "Epoch [1009/2000], Loss_G: 1.7344508171081543, Loss_D_X: 0.37772729992866516, Loss_D_Y: 0.3389015197753906\n",
            "Epoch [1010/2000], Loss_G: 2.055767059326172, Loss_D_X: 0.278201699256897, Loss_D_Y: 0.2814081311225891\n",
            "Epoch [1010/2000], Loss_G: 1.6695811748504639, Loss_D_X: 0.23800015449523926, Loss_D_Y: 0.2590501606464386\n",
            "Epoch [1010/2000], Loss_G: 1.7257380485534668, Loss_D_X: 0.2606883943080902, Loss_D_Y: 0.2825312614440918\n",
            "Epoch [1010/2000], Loss_G: 1.6782963275909424, Loss_D_X: 0.2536718249320984, Loss_D_Y: 0.2911694049835205\n",
            "Epoch [1010/2000], Loss_G: 2.046801805496216, Loss_D_X: 0.2895500063896179, Loss_D_Y: 0.3194575607776642\n",
            "Epoch [1010/2000], Loss_G: 1.6515337228775024, Loss_D_X: 0.2712242603302002, Loss_D_Y: 0.3085871636867523\n",
            "Epoch [1010/2000], Loss_G: 1.7426469326019287, Loss_D_X: 0.2479115128517151, Loss_D_Y: 0.23823869228363037\n",
            "Epoch [1010/2000], Loss_G: 1.8751227855682373, Loss_D_X: 0.41652292013168335, Loss_D_Y: 0.31038811802864075\n",
            "Epoch [1010/2000], Loss_G: 1.6743866205215454, Loss_D_X: 0.48389214277267456, Loss_D_Y: 0.3509615361690521\n",
            "Epoch [1011/2000], Loss_G: 1.489071249961853, Loss_D_X: 0.38773006200790405, Loss_D_Y: 0.30866315960884094\n",
            "Epoch [1011/2000], Loss_G: 2.0206847190856934, Loss_D_X: 0.29125094413757324, Loss_D_Y: 0.2659298777580261\n",
            "Epoch [1011/2000], Loss_G: 1.6576493978500366, Loss_D_X: 0.2747717499732971, Loss_D_Y: 0.22809073328971863\n",
            "Epoch [1011/2000], Loss_G: 1.6306232213974, Loss_D_X: 0.24697110056877136, Loss_D_Y: 0.28091543912887573\n",
            "Epoch [1011/2000], Loss_G: 1.6627544164657593, Loss_D_X: 0.23636087775230408, Loss_D_Y: 0.2593176066875458\n",
            "Epoch [1011/2000], Loss_G: 1.5510056018829346, Loss_D_X: 0.23768383264541626, Loss_D_Y: 0.24773913621902466\n",
            "Epoch [1011/2000], Loss_G: 1.6234917640686035, Loss_D_X: 0.25429248809814453, Loss_D_Y: 0.2820459306240082\n",
            "Epoch [1011/2000], Loss_G: 1.9375982284545898, Loss_D_X: 0.2376384735107422, Loss_D_Y: 0.2421468049287796\n",
            "Epoch [1011/2000], Loss_G: 1.5250084400177002, Loss_D_X: 0.24727500975131989, Loss_D_Y: 0.2523387670516968\n",
            "Epoch [1012/2000], Loss_G: 1.5955510139465332, Loss_D_X: 0.21051275730133057, Loss_D_Y: 0.22985589504241943\n",
            "Epoch [1012/2000], Loss_G: 1.6274356842041016, Loss_D_X: 0.24455386400222778, Loss_D_Y: 0.3259303569793701\n",
            "Epoch [1012/2000], Loss_G: 1.7983574867248535, Loss_D_X: 0.24834944307804108, Loss_D_Y: 0.47937846183776855\n",
            "Epoch [1012/2000], Loss_G: 2.158421754837036, Loss_D_X: 0.22155073285102844, Loss_D_Y: 0.36665427684783936\n",
            "Epoch [1012/2000], Loss_G: 1.6137945652008057, Loss_D_X: 0.21615070104599, Loss_D_Y: 0.27960100769996643\n",
            "Epoch [1012/2000], Loss_G: 2.055685520172119, Loss_D_X: 0.23398613929748535, Loss_D_Y: 0.23684196174144745\n",
            "Epoch [1012/2000], Loss_G: 1.4755961894989014, Loss_D_X: 0.2284228652715683, Loss_D_Y: 0.2513212561607361\n",
            "Epoch [1012/2000], Loss_G: 1.5029267072677612, Loss_D_X: 0.2344658523797989, Loss_D_Y: 0.24646282196044922\n",
            "Epoch [1012/2000], Loss_G: 1.544872522354126, Loss_D_X: 0.22238683700561523, Loss_D_Y: 0.2527216672897339\n",
            "Epoch [1013/2000], Loss_G: 1.3161647319793701, Loss_D_X: 0.24206756055355072, Loss_D_Y: 0.2643187642097473\n",
            "Epoch [1013/2000], Loss_G: 1.41270911693573, Loss_D_X: 0.21093076467514038, Loss_D_Y: 0.23877686262130737\n",
            "Epoch [1013/2000], Loss_G: 1.660341501235962, Loss_D_X: 0.22826704382896423, Loss_D_Y: 0.25878483057022095\n",
            "Epoch [1013/2000], Loss_G: 1.6462714672088623, Loss_D_X: 0.2320089042186737, Loss_D_Y: 0.2513834834098816\n",
            "Epoch [1013/2000], Loss_G: 1.946411371231079, Loss_D_X: 0.22239139676094055, Loss_D_Y: 0.2520442008972168\n",
            "Epoch [1013/2000], Loss_G: 1.992339849472046, Loss_D_X: 0.23159274458885193, Loss_D_Y: 0.25643783807754517\n",
            "Epoch [1013/2000], Loss_G: 1.5634914636611938, Loss_D_X: 0.21639737486839294, Loss_D_Y: 0.2526513636112213\n",
            "Epoch [1013/2000], Loss_G: 1.3931381702423096, Loss_D_X: 0.2414608597755432, Loss_D_Y: 0.2504068613052368\n",
            "Epoch [1013/2000], Loss_G: 1.712899923324585, Loss_D_X: 0.22937138378620148, Loss_D_Y: 0.26772212982177734\n",
            "Epoch [1014/2000], Loss_G: 1.564124584197998, Loss_D_X: 0.22011184692382812, Loss_D_Y: 0.241586834192276\n",
            "Epoch [1014/2000], Loss_G: 1.8489984273910522, Loss_D_X: 0.23674269020557404, Loss_D_Y: 0.2448348104953766\n",
            "Epoch [1014/2000], Loss_G: 1.5272266864776611, Loss_D_X: 0.26873278617858887, Loss_D_Y: 0.2559123933315277\n",
            "Epoch [1014/2000], Loss_G: 1.4053754806518555, Loss_D_X: 0.2729167342185974, Loss_D_Y: 0.2891850173473358\n",
            "Epoch [1014/2000], Loss_G: 1.960302472114563, Loss_D_X: 0.21911971271038055, Loss_D_Y: 0.2801513373851776\n",
            "Epoch [1014/2000], Loss_G: 1.5823454856872559, Loss_D_X: 0.2415342926979065, Loss_D_Y: 0.24139174818992615\n",
            "Epoch [1014/2000], Loss_G: 1.511247992515564, Loss_D_X: 0.22043809294700623, Loss_D_Y: 0.2648574709892273\n",
            "Epoch [1014/2000], Loss_G: 1.3208192586898804, Loss_D_X: 0.23819003999233246, Loss_D_Y: 0.2479386031627655\n",
            "Epoch [1014/2000], Loss_G: 1.5523505210876465, Loss_D_X: 0.2074156403541565, Loss_D_Y: 0.24663415551185608\n",
            "Epoch [1015/2000], Loss_G: 1.668946385383606, Loss_D_X: 0.2297368347644806, Loss_D_Y: 0.2742515206336975\n",
            "Epoch [1015/2000], Loss_G: 1.3081789016723633, Loss_D_X: 0.2519333064556122, Loss_D_Y: 0.26359888911247253\n",
            "Epoch [1015/2000], Loss_G: 1.4262301921844482, Loss_D_X: 0.20923204720020294, Loss_D_Y: 0.23742049932479858\n",
            "Epoch [1015/2000], Loss_G: 1.9247534275054932, Loss_D_X: 0.2371932566165924, Loss_D_Y: 0.24444365501403809\n",
            "Epoch [1015/2000], Loss_G: 1.3626586198806763, Loss_D_X: 0.24889865517616272, Loss_D_Y: 0.24107560515403748\n",
            "Epoch [1015/2000], Loss_G: 1.656684398651123, Loss_D_X: 0.24717730283737183, Loss_D_Y: 0.2505350112915039\n",
            "Epoch [1015/2000], Loss_G: 1.5119574069976807, Loss_D_X: 0.22768735885620117, Loss_D_Y: 0.24438440799713135\n",
            "Epoch [1015/2000], Loss_G: 1.442712426185608, Loss_D_X: 0.2376052737236023, Loss_D_Y: 0.24621489644050598\n",
            "Epoch [1015/2000], Loss_G: 1.9008901119232178, Loss_D_X: 0.21414771676063538, Loss_D_Y: 0.2403518706560135\n",
            "Epoch [1016/2000], Loss_G: 1.5902363061904907, Loss_D_X: 0.21654489636421204, Loss_D_Y: 0.24974551796913147\n",
            "Epoch [1016/2000], Loss_G: 1.7178559303283691, Loss_D_X: 0.23883812129497528, Loss_D_Y: 0.2586691677570343\n",
            "Epoch [1016/2000], Loss_G: 1.336427927017212, Loss_D_X: 0.23003548383712769, Loss_D_Y: 0.23925086855888367\n",
            "Epoch [1016/2000], Loss_G: 1.6760412454605103, Loss_D_X: 0.23147925734519958, Loss_D_Y: 0.26890456676483154\n",
            "Epoch [1016/2000], Loss_G: 1.5380096435546875, Loss_D_X: 0.21216964721679688, Loss_D_Y: 0.2655525803565979\n",
            "Epoch [1016/2000], Loss_G: 1.9392633438110352, Loss_D_X: 0.2229953557252884, Loss_D_Y: 0.2346251755952835\n",
            "Epoch [1016/2000], Loss_G: 1.606507658958435, Loss_D_X: 0.22883400321006775, Loss_D_Y: 0.2558445334434509\n",
            "Epoch [1016/2000], Loss_G: 1.8621488809585571, Loss_D_X: 0.22005416452884674, Loss_D_Y: 0.2687438726425171\n",
            "Epoch [1016/2000], Loss_G: 1.4435491561889648, Loss_D_X: 0.245584174990654, Loss_D_Y: 0.2750757336616516\n",
            "Epoch [1017/2000], Loss_G: 1.624794840812683, Loss_D_X: 0.22841019928455353, Loss_D_Y: 0.23863902688026428\n",
            "Epoch [1017/2000], Loss_G: 1.4521011114120483, Loss_D_X: 0.21380510926246643, Loss_D_Y: 0.24107512831687927\n",
            "Epoch [1017/2000], Loss_G: 1.4765596389770508, Loss_D_X: 0.23727163672447205, Loss_D_Y: 0.2680000066757202\n",
            "Epoch [1017/2000], Loss_G: 1.9379756450653076, Loss_D_X: 0.240413635969162, Loss_D_Y: 0.24771592020988464\n",
            "Epoch [1017/2000], Loss_G: 1.4482539892196655, Loss_D_X: 0.21247506141662598, Loss_D_Y: 0.22985559701919556\n",
            "Epoch [1017/2000], Loss_G: 1.9560341835021973, Loss_D_X: 0.24915030598640442, Loss_D_Y: 0.2448645681142807\n",
            "Epoch [1017/2000], Loss_G: 1.5321012735366821, Loss_D_X: 0.27227282524108887, Loss_D_Y: 0.2612716555595398\n",
            "Epoch [1017/2000], Loss_G: 1.4423608779907227, Loss_D_X: 0.2325519621372223, Loss_D_Y: 0.2390497624874115\n",
            "Epoch [1017/2000], Loss_G: 1.5702964067459106, Loss_D_X: 0.24109520018100739, Loss_D_Y: 0.24426878988742828\n",
            "Epoch [1018/2000], Loss_G: 1.3591399192810059, Loss_D_X: 0.2636210024356842, Loss_D_Y: 0.27137160301208496\n",
            "Epoch [1018/2000], Loss_G: 1.518606424331665, Loss_D_X: 0.2660820782184601, Loss_D_Y: 0.28589391708374023\n",
            "Epoch [1018/2000], Loss_G: 1.594601035118103, Loss_D_X: 0.21900057792663574, Loss_D_Y: 0.2458955943584442\n",
            "Epoch [1018/2000], Loss_G: 1.6306190490722656, Loss_D_X: 0.23137417435646057, Loss_D_Y: 0.26812687516212463\n",
            "Epoch [1018/2000], Loss_G: 1.5525720119476318, Loss_D_X: 0.24642670154571533, Loss_D_Y: 0.28568094968795776\n",
            "Epoch [1018/2000], Loss_G: 1.6060718297958374, Loss_D_X: 0.2204371988773346, Loss_D_Y: 0.25471630692481995\n",
            "Epoch [1018/2000], Loss_G: 1.8893234729766846, Loss_D_X: 0.2415258288383484, Loss_D_Y: 0.24593321979045868\n",
            "Epoch [1018/2000], Loss_G: 1.4348796606063843, Loss_D_X: 0.20099171996116638, Loss_D_Y: 0.26390522718429565\n",
            "Epoch [1018/2000], Loss_G: 1.9497618675231934, Loss_D_X: 0.22347737848758698, Loss_D_Y: 0.2932952642440796\n",
            "Epoch [1019/2000], Loss_G: 2.0891246795654297, Loss_D_X: 0.23611696064472198, Loss_D_Y: 0.28363728523254395\n",
            "Epoch [1019/2000], Loss_G: 1.3571245670318604, Loss_D_X: 0.23664362728595734, Loss_D_Y: 0.25172120332717896\n",
            "Epoch [1019/2000], Loss_G: 1.4726530313491821, Loss_D_X: 0.23243066668510437, Loss_D_Y: 0.2659642696380615\n",
            "Epoch [1019/2000], Loss_G: 1.363553762435913, Loss_D_X: 0.23175764083862305, Loss_D_Y: 0.26657259464263916\n",
            "Epoch [1019/2000], Loss_G: 1.5696104764938354, Loss_D_X: 0.23375116288661957, Loss_D_Y: 0.25786012411117554\n",
            "Epoch [1019/2000], Loss_G: 1.451404333114624, Loss_D_X: 0.2178657054901123, Loss_D_Y: 0.23778444528579712\n",
            "Epoch [1019/2000], Loss_G: 1.8691620826721191, Loss_D_X: 0.20594188570976257, Loss_D_Y: 0.2669760584831238\n",
            "Epoch [1019/2000], Loss_G: 1.9178190231323242, Loss_D_X: 0.2450226992368698, Loss_D_Y: 0.307014524936676\n",
            "Epoch [1019/2000], Loss_G: 1.4360926151275635, Loss_D_X: 0.24081739783287048, Loss_D_Y: 0.24836258590221405\n",
            "Epoch [1020/2000], Loss_G: 1.5058565139770508, Loss_D_X: 0.21202842891216278, Loss_D_Y: 0.23956672847270966\n",
            "Epoch [1020/2000], Loss_G: 1.3225796222686768, Loss_D_X: 0.24684078991413116, Loss_D_Y: 0.2521846890449524\n",
            "Epoch [1020/2000], Loss_G: 1.4697718620300293, Loss_D_X: 0.2863113284111023, Loss_D_Y: 0.2469489425420761\n",
            "Epoch [1020/2000], Loss_G: 1.8217476606369019, Loss_D_X: 0.2644865810871124, Loss_D_Y: 0.23631036281585693\n",
            "Epoch [1020/2000], Loss_G: 1.5205157995224, Loss_D_X: 0.22643962502479553, Loss_D_Y: 0.23240426182746887\n",
            "Epoch [1020/2000], Loss_G: 1.7148972749710083, Loss_D_X: 0.25179576873779297, Loss_D_Y: 0.2502467930316925\n",
            "Epoch [1020/2000], Loss_G: 1.5035152435302734, Loss_D_X: 0.2360193431377411, Loss_D_Y: 0.24693608283996582\n",
            "Epoch [1020/2000], Loss_G: 1.499152660369873, Loss_D_X: 0.2573498487472534, Loss_D_Y: 0.23200282454490662\n",
            "Epoch [1020/2000], Loss_G: 1.9924699068069458, Loss_D_X: 0.2223960906267166, Loss_D_Y: 0.2396124005317688\n",
            "Epoch [1021/2000], Loss_G: 1.9207122325897217, Loss_D_X: 0.21895994246006012, Loss_D_Y: 0.2416919469833374\n",
            "Epoch [1021/2000], Loss_G: 1.4869961738586426, Loss_D_X: 0.1855747103691101, Loss_D_Y: 0.22971367835998535\n",
            "Epoch [1021/2000], Loss_G: 1.90800142288208, Loss_D_X: 0.2087903618812561, Loss_D_Y: 0.2570643126964569\n",
            "Epoch [1021/2000], Loss_G: 1.8247774839401245, Loss_D_X: 0.2312491238117218, Loss_D_Y: 0.2897804379463196\n",
            "Epoch [1021/2000], Loss_G: 1.6231496334075928, Loss_D_X: 0.298238605260849, Loss_D_Y: 0.2645135223865509\n",
            "Epoch [1021/2000], Loss_G: 1.62079656124115, Loss_D_X: 0.2697486877441406, Loss_D_Y: 0.23367959260940552\n",
            "Epoch [1021/2000], Loss_G: 1.471771240234375, Loss_D_X: 0.23688071966171265, Loss_D_Y: 0.24748021364212036\n",
            "Epoch [1021/2000], Loss_G: 1.4251173734664917, Loss_D_X: 0.29217639565467834, Loss_D_Y: 0.259339302778244\n",
            "Epoch [1021/2000], Loss_G: 1.4117175340652466, Loss_D_X: 0.31108683347702026, Loss_D_Y: 0.2432003915309906\n",
            "Epoch [1022/2000], Loss_G: 1.4061660766601562, Loss_D_X: 0.2560040354728699, Loss_D_Y: 0.2451130598783493\n",
            "Epoch [1022/2000], Loss_G: 1.569560170173645, Loss_D_X: 0.2315431833267212, Loss_D_Y: 0.24001190066337585\n",
            "Epoch [1022/2000], Loss_G: 1.7422494888305664, Loss_D_X: 0.28377729654312134, Loss_D_Y: 0.23991261422634125\n",
            "Epoch [1022/2000], Loss_G: 1.3290624618530273, Loss_D_X: 0.22387102246284485, Loss_D_Y: 0.22839294373989105\n",
            "Epoch [1022/2000], Loss_G: 1.6485077142715454, Loss_D_X: 0.2238439917564392, Loss_D_Y: 0.2398664355278015\n",
            "Epoch [1022/2000], Loss_G: 1.3698374032974243, Loss_D_X: 0.2357260286808014, Loss_D_Y: 0.24221816658973694\n",
            "Epoch [1022/2000], Loss_G: 1.4437761306762695, Loss_D_X: 0.26721885800361633, Loss_D_Y: 0.2812715172767639\n",
            "Epoch [1022/2000], Loss_G: 1.9816073179244995, Loss_D_X: 0.26375827193260193, Loss_D_Y: 0.2623336613178253\n",
            "Epoch [1022/2000], Loss_G: 1.9834434986114502, Loss_D_X: 0.20775941014289856, Loss_D_Y: 0.23999303579330444\n",
            "Epoch [1023/2000], Loss_G: 1.860823392868042, Loss_D_X: 0.19709086418151855, Loss_D_Y: 0.2367284744977951\n",
            "Epoch [1023/2000], Loss_G: 1.5331783294677734, Loss_D_X: 0.18514209985733032, Loss_D_Y: 0.2337796986103058\n",
            "Epoch [1023/2000], Loss_G: 1.4645463228225708, Loss_D_X: 0.3346908688545227, Loss_D_Y: 0.25373268127441406\n",
            "Epoch [1023/2000], Loss_G: 2.2706196308135986, Loss_D_X: 0.45255011320114136, Loss_D_Y: 0.2629988193511963\n",
            "Epoch [1023/2000], Loss_G: 1.4542455673217773, Loss_D_X: 0.38202381134033203, Loss_D_Y: 0.2674635946750641\n",
            "Epoch [1023/2000], Loss_G: 1.959686040878296, Loss_D_X: 0.3163503110408783, Loss_D_Y: 0.3023940622806549\n",
            "Epoch [1023/2000], Loss_G: 1.6951217651367188, Loss_D_X: 0.2258206605911255, Loss_D_Y: 0.25703153014183044\n",
            "Epoch [1023/2000], Loss_G: 1.50844407081604, Loss_D_X: 0.23158514499664307, Loss_D_Y: 0.24687449634075165\n",
            "Epoch [1023/2000], Loss_G: 1.5110063552856445, Loss_D_X: 0.20954552292823792, Loss_D_Y: 0.2657161355018616\n",
            "Epoch [1024/2000], Loss_G: 1.8477256298065186, Loss_D_X: 0.24117305874824524, Loss_D_Y: 0.24259844422340393\n",
            "Epoch [1024/2000], Loss_G: 2.2414326667785645, Loss_D_X: 0.2582722008228302, Loss_D_Y: 0.2321542203426361\n",
            "Epoch [1024/2000], Loss_G: 1.6685792207717896, Loss_D_X: 0.21219128370285034, Loss_D_Y: 0.2536156475543976\n",
            "Epoch [1024/2000], Loss_G: 1.7077574729919434, Loss_D_X: 0.2297222912311554, Loss_D_Y: 0.24864697456359863\n",
            "Epoch [1024/2000], Loss_G: 1.4657331705093384, Loss_D_X: 0.23104095458984375, Loss_D_Y: 0.24721446633338928\n",
            "Epoch [1024/2000], Loss_G: 1.8306138515472412, Loss_D_X: 0.291873574256897, Loss_D_Y: 0.25003188848495483\n",
            "Epoch [1024/2000], Loss_G: 1.4201688766479492, Loss_D_X: 0.22577160596847534, Loss_D_Y: 0.2584945857524872\n",
            "Epoch [1024/2000], Loss_G: 1.4890928268432617, Loss_D_X: 0.2632790803909302, Loss_D_Y: 0.24090363085269928\n",
            "Epoch [1024/2000], Loss_G: 1.6402853727340698, Loss_D_X: 0.14820632338523865, Loss_D_Y: 0.2398989349603653\n",
            "Epoch [1025/2000], Loss_G: 1.7120167016983032, Loss_D_X: 0.2103537619113922, Loss_D_Y: 0.2603512406349182\n",
            "Epoch [1025/2000], Loss_G: 1.8212871551513672, Loss_D_X: 0.19466295838356018, Loss_D_Y: 0.24334609508514404\n",
            "Epoch [1025/2000], Loss_G: 1.4519256353378296, Loss_D_X: 0.22350698709487915, Loss_D_Y: 0.24383999407291412\n",
            "Epoch [1025/2000], Loss_G: 1.4667556285858154, Loss_D_X: 0.25030726194381714, Loss_D_Y: 0.2543850541114807\n",
            "Epoch [1025/2000], Loss_G: 1.8578572273254395, Loss_D_X: 0.13037070631980896, Loss_D_Y: 0.2340441346168518\n",
            "Epoch [1025/2000], Loss_G: 1.761141061782837, Loss_D_X: 0.2545750141143799, Loss_D_Y: 0.244125097990036\n",
            "Epoch [1025/2000], Loss_G: 2.0928103923797607, Loss_D_X: 0.20802301168441772, Loss_D_Y: 0.23325631022453308\n",
            "Epoch [1025/2000], Loss_G: 2.000293731689453, Loss_D_X: 0.21048077940940857, Loss_D_Y: 0.23852595686912537\n",
            "Epoch [1025/2000], Loss_G: 2.253962516784668, Loss_D_X: 0.23832201957702637, Loss_D_Y: 0.2398356944322586\n",
            "Epoch [1026/2000], Loss_G: 1.575448751449585, Loss_D_X: 0.2491459846496582, Loss_D_Y: 0.25078749656677246\n",
            "Epoch [1026/2000], Loss_G: 1.4694019556045532, Loss_D_X: 0.29684555530548096, Loss_D_Y: 0.2431507259607315\n",
            "Epoch [1026/2000], Loss_G: 1.66511869430542, Loss_D_X: 0.12886646389961243, Loss_D_Y: 0.22615543007850647\n",
            "Epoch [1026/2000], Loss_G: 1.9433213472366333, Loss_D_X: 0.17247550189495087, Loss_D_Y: 0.23706196248531342\n",
            "Epoch [1026/2000], Loss_G: 2.308006525039673, Loss_D_X: 0.17560915648937225, Loss_D_Y: 0.23108290135860443\n",
            "Epoch [1026/2000], Loss_G: 1.712470293045044, Loss_D_X: 0.19605475664138794, Loss_D_Y: 0.23655158281326294\n",
            "Epoch [1026/2000], Loss_G: 1.933539628982544, Loss_D_X: 0.24456605315208435, Loss_D_Y: 0.23830920457839966\n",
            "Epoch [1026/2000], Loss_G: 2.526660680770874, Loss_D_X: 0.8221237659454346, Loss_D_Y: 0.24598786234855652\n",
            "Epoch [1026/2000], Loss_G: 1.5929789543151855, Loss_D_X: 0.4773370623588562, Loss_D_Y: 0.23382268846035004\n",
            "Epoch [1027/2000], Loss_G: 1.8798387050628662, Loss_D_X: 0.6354078650474548, Loss_D_Y: 0.2437031865119934\n",
            "Epoch [1027/2000], Loss_G: 2.3578503131866455, Loss_D_X: 0.893724799156189, Loss_D_Y: 0.23913949728012085\n",
            "Epoch [1027/2000], Loss_G: 1.7741488218307495, Loss_D_X: 0.6096657514572144, Loss_D_Y: 0.24946296215057373\n",
            "Epoch [1027/2000], Loss_G: 2.0682976245880127, Loss_D_X: 0.33007463812828064, Loss_D_Y: 0.23456650972366333\n",
            "Epoch [1027/2000], Loss_G: 1.792467713356018, Loss_D_X: 0.41647398471832275, Loss_D_Y: 0.24721667170524597\n",
            "Epoch [1027/2000], Loss_G: 1.779275894165039, Loss_D_X: 0.5594668984413147, Loss_D_Y: 0.22765514254570007\n",
            "Epoch [1027/2000], Loss_G: 2.1527585983276367, Loss_D_X: 0.26616454124450684, Loss_D_Y: 0.23361673951148987\n",
            "Epoch [1027/2000], Loss_G: 1.6756800413131714, Loss_D_X: 0.33824023604393005, Loss_D_Y: 0.23585200309753418\n",
            "Epoch [1027/2000], Loss_G: 1.6738550662994385, Loss_D_X: 0.34333354234695435, Loss_D_Y: 0.23963375389575958\n",
            "Epoch [1028/2000], Loss_G: 1.6489099264144897, Loss_D_X: 0.2638643980026245, Loss_D_Y: 0.2493974268436432\n",
            "Epoch [1028/2000], Loss_G: 2.035086154937744, Loss_D_X: 0.32934701442718506, Loss_D_Y: 0.24378037452697754\n",
            "Epoch [1028/2000], Loss_G: 1.8933792114257812, Loss_D_X: 0.25780439376831055, Loss_D_Y: 0.23939695954322815\n",
            "Epoch [1028/2000], Loss_G: 1.4996358156204224, Loss_D_X: 0.2628953754901886, Loss_D_Y: 0.2275373935699463\n",
            "Epoch [1028/2000], Loss_G: 2.0660009384155273, Loss_D_X: 0.31039977073669434, Loss_D_Y: 0.23487445712089539\n",
            "Epoch [1028/2000], Loss_G: 1.882731318473816, Loss_D_X: 0.6279119253158569, Loss_D_Y: 0.25451231002807617\n",
            "Epoch [1028/2000], Loss_G: 1.9024856090545654, Loss_D_X: 0.4557509422302246, Loss_D_Y: 0.23046991229057312\n",
            "Epoch [1028/2000], Loss_G: 1.3820587396621704, Loss_D_X: 0.2881004810333252, Loss_D_Y: 0.245076984167099\n",
            "Epoch [1028/2000], Loss_G: 1.9943273067474365, Loss_D_X: 0.4753323197364807, Loss_D_Y: 0.2888503968715668\n",
            "Epoch [1029/2000], Loss_G: 1.5814998149871826, Loss_D_X: 0.34701085090637207, Loss_D_Y: 0.289578378200531\n",
            "Epoch [1029/2000], Loss_G: 1.7439792156219482, Loss_D_X: 0.26959002017974854, Loss_D_Y: 0.2768051326274872\n",
            "Epoch [1029/2000], Loss_G: 1.7851165533065796, Loss_D_X: 0.4110144376754761, Loss_D_Y: 0.22129905223846436\n",
            "Epoch [1029/2000], Loss_G: 2.293707847595215, Loss_D_X: 0.5578203201293945, Loss_D_Y: 0.2802971601486206\n",
            "Epoch [1029/2000], Loss_G: 1.9069154262542725, Loss_D_X: 0.3350931406021118, Loss_D_Y: 0.2866809368133545\n",
            "Epoch [1029/2000], Loss_G: 2.117173671722412, Loss_D_X: 0.3273220360279083, Loss_D_Y: 0.2564965784549713\n",
            "Epoch [1029/2000], Loss_G: 1.5333943367004395, Loss_D_X: 0.4555819630622864, Loss_D_Y: 0.2493007779121399\n",
            "Epoch [1029/2000], Loss_G: 1.5993897914886475, Loss_D_X: 0.32540246844291687, Loss_D_Y: 0.24479812383651733\n",
            "Epoch [1029/2000], Loss_G: 1.4157004356384277, Loss_D_X: 0.267941415309906, Loss_D_Y: 0.25280696153640747\n",
            "Epoch [1030/2000], Loss_G: 1.8832218647003174, Loss_D_X: 0.2615740895271301, Loss_D_Y: 0.23359552025794983\n",
            "Epoch [1030/2000], Loss_G: 1.4619953632354736, Loss_D_X: 0.25439924001693726, Loss_D_Y: 0.2460698038339615\n",
            "Epoch [1030/2000], Loss_G: 1.417104721069336, Loss_D_X: 0.27583229541778564, Loss_D_Y: 0.23805588483810425\n",
            "Epoch [1030/2000], Loss_G: 1.6486350297927856, Loss_D_X: 0.28737059235572815, Loss_D_Y: 0.2549811005592346\n",
            "Epoch [1030/2000], Loss_G: 1.4104602336883545, Loss_D_X: 0.30600517988204956, Loss_D_Y: 0.3176964521408081\n",
            "Epoch [1030/2000], Loss_G: 1.5236523151397705, Loss_D_X: 0.25291475653648376, Loss_D_Y: 0.2896783947944641\n",
            "Epoch [1030/2000], Loss_G: 1.860769510269165, Loss_D_X: 0.23613238334655762, Loss_D_Y: 0.26253220438957214\n",
            "Epoch [1030/2000], Loss_G: 1.7012652158737183, Loss_D_X: 0.26096311211586, Loss_D_Y: 0.24958623945713043\n",
            "Epoch [1030/2000], Loss_G: 1.5856764316558838, Loss_D_X: 0.2061462700366974, Loss_D_Y: 0.24443319439888\n",
            "Epoch [1031/2000], Loss_G: 1.5502547025680542, Loss_D_X: 0.24688279628753662, Loss_D_Y: 0.25575342774391174\n",
            "Epoch [1031/2000], Loss_G: 1.4496904611587524, Loss_D_X: 0.24463127553462982, Loss_D_Y: 0.24377694725990295\n",
            "Epoch [1031/2000], Loss_G: 1.496778964996338, Loss_D_X: 0.24348707497119904, Loss_D_Y: 0.26981329917907715\n",
            "Epoch [1031/2000], Loss_G: 1.8461971282958984, Loss_D_X: 0.23502936959266663, Loss_D_Y: 0.2565634250640869\n",
            "Epoch [1031/2000], Loss_G: 1.5314762592315674, Loss_D_X: 0.23460787534713745, Loss_D_Y: 0.236859992146492\n",
            "Epoch [1031/2000], Loss_G: 1.3111474514007568, Loss_D_X: 0.22781649231910706, Loss_D_Y: 0.24824346601963043\n",
            "Epoch [1031/2000], Loss_G: 1.3819315433502197, Loss_D_X: 0.24965521693229675, Loss_D_Y: 0.2546983063220978\n",
            "Epoch [1031/2000], Loss_G: 1.4288769960403442, Loss_D_X: 0.20807045698165894, Loss_D_Y: 0.21258357167243958\n",
            "Epoch [1031/2000], Loss_G: 1.918665885925293, Loss_D_X: 0.22763119637966156, Loss_D_Y: 0.23967570066452026\n",
            "Epoch [1032/2000], Loss_G: 1.5144023895263672, Loss_D_X: 0.24199482798576355, Loss_D_Y: 0.2507767379283905\n",
            "Epoch [1032/2000], Loss_G: 1.4862931966781616, Loss_D_X: 0.2368062138557434, Loss_D_Y: 0.24426037073135376\n",
            "Epoch [1032/2000], Loss_G: 1.3864353895187378, Loss_D_X: 0.20902274549007416, Loss_D_Y: 0.2272932231426239\n",
            "Epoch [1032/2000], Loss_G: 1.9615569114685059, Loss_D_X: 0.22598707675933838, Loss_D_Y: 0.23663192987442017\n",
            "Epoch [1032/2000], Loss_G: 2.017887592315674, Loss_D_X: 0.2339073270559311, Loss_D_Y: 0.25257351994514465\n",
            "Epoch [1032/2000], Loss_G: 1.4029638767242432, Loss_D_X: 0.22540143132209778, Loss_D_Y: 0.24068403244018555\n",
            "Epoch [1032/2000], Loss_G: 1.5309659242630005, Loss_D_X: 0.23774711787700653, Loss_D_Y: 0.23867127299308777\n",
            "Epoch [1032/2000], Loss_G: 1.2271934747695923, Loss_D_X: 0.24896666407585144, Loss_D_Y: 0.24910852313041687\n",
            "Epoch [1032/2000], Loss_G: 1.4384782314300537, Loss_D_X: 0.24264895915985107, Loss_D_Y: 0.24645107984542847\n",
            "Epoch [1033/2000], Loss_G: 1.5036065578460693, Loss_D_X: 0.24189487099647522, Loss_D_Y: 0.23879042267799377\n",
            "Epoch [1033/2000], Loss_G: 1.3951306343078613, Loss_D_X: 0.23563316464424133, Loss_D_Y: 0.2368699163198471\n",
            "Epoch [1033/2000], Loss_G: 1.4201576709747314, Loss_D_X: 0.19350051879882812, Loss_D_Y: 0.22620093822479248\n",
            "Epoch [1033/2000], Loss_G: 1.452713131904602, Loss_D_X: 0.23903241753578186, Loss_D_Y: 0.24555286765098572\n",
            "Epoch [1033/2000], Loss_G: 1.8732210397720337, Loss_D_X: 0.21953079104423523, Loss_D_Y: 0.2301195114850998\n",
            "Epoch [1033/2000], Loss_G: 1.5932908058166504, Loss_D_X: 0.2430652379989624, Loss_D_Y: 0.24345725774765015\n",
            "Epoch [1033/2000], Loss_G: 1.8037879467010498, Loss_D_X: 0.23487767577171326, Loss_D_Y: 0.2335556149482727\n",
            "Epoch [1033/2000], Loss_G: 1.2784394025802612, Loss_D_X: 0.24821951985359192, Loss_D_Y: 0.24803674221038818\n",
            "Epoch [1033/2000], Loss_G: 1.2956302165985107, Loss_D_X: 0.22293931245803833, Loss_D_Y: 0.2347416877746582\n",
            "Epoch [1034/2000], Loss_G: 1.455912709236145, Loss_D_X: 0.2363104522228241, Loss_D_Y: 0.23241667449474335\n",
            "Epoch [1034/2000], Loss_G: 1.35324227809906, Loss_D_X: 0.2302238494157791, Loss_D_Y: 0.23256522417068481\n",
            "Epoch [1034/2000], Loss_G: 1.5516490936279297, Loss_D_X: 0.23082391917705536, Loss_D_Y: 0.24182090163230896\n",
            "Epoch [1034/2000], Loss_G: 1.3970410823822021, Loss_D_X: 0.26146504282951355, Loss_D_Y: 0.24756354093551636\n",
            "Epoch [1034/2000], Loss_G: 1.3032948970794678, Loss_D_X: 0.22009599208831787, Loss_D_Y: 0.2308201789855957\n",
            "Epoch [1034/2000], Loss_G: 1.7559341192245483, Loss_D_X: 0.24279442429542542, Loss_D_Y: 0.2355162650346756\n",
            "Epoch [1034/2000], Loss_G: 1.5182527303695679, Loss_D_X: 0.24081078171730042, Loss_D_Y: 0.24346207082271576\n",
            "Epoch [1034/2000], Loss_G: 1.5186532735824585, Loss_D_X: 0.2445456087589264, Loss_D_Y: 0.2387181520462036\n",
            "Epoch [1034/2000], Loss_G: 1.8680866956710815, Loss_D_X: 0.21851053833961487, Loss_D_Y: 0.23012743890285492\n",
            "Epoch [1035/2000], Loss_G: 1.8480325937271118, Loss_D_X: 0.2124977707862854, Loss_D_Y: 0.23096969723701477\n",
            "Epoch [1035/2000], Loss_G: 1.569652795791626, Loss_D_X: 0.23345619440078735, Loss_D_Y: 0.23887762427330017\n",
            "Epoch [1035/2000], Loss_G: 1.403364658355713, Loss_D_X: 0.24037852883338928, Loss_D_Y: 0.24162493646144867\n",
            "Epoch [1035/2000], Loss_G: 1.3153221607208252, Loss_D_X: 0.22791746258735657, Loss_D_Y: 0.23528727889060974\n",
            "Epoch [1035/2000], Loss_G: 1.9236698150634766, Loss_D_X: 0.2477511167526245, Loss_D_Y: 0.24006128311157227\n",
            "Epoch [1035/2000], Loss_G: 1.4277089834213257, Loss_D_X: 0.22671523690223694, Loss_D_Y: 0.23182672262191772\n",
            "Epoch [1035/2000], Loss_G: 1.4023958444595337, Loss_D_X: 0.21168212592601776, Loss_D_Y: 0.2206733524799347\n",
            "Epoch [1035/2000], Loss_G: 1.3651230335235596, Loss_D_X: 0.2522275149822235, Loss_D_Y: 0.25704339146614075\n",
            "Epoch [1035/2000], Loss_G: 1.449934482574463, Loss_D_X: 0.23929646611213684, Loss_D_Y: 0.25321346521377563\n",
            "Epoch [1036/2000], Loss_G: 1.5499927997589111, Loss_D_X: 0.2388952076435089, Loss_D_Y: 0.24470651149749756\n",
            "Epoch [1036/2000], Loss_G: 1.435978889465332, Loss_D_X: 0.21465489268302917, Loss_D_Y: 0.23012888431549072\n",
            "Epoch [1036/2000], Loss_G: 1.4480253458023071, Loss_D_X: 0.2220292091369629, Loss_D_Y: 0.23095524311065674\n",
            "Epoch [1036/2000], Loss_G: 1.495369553565979, Loss_D_X: 0.2596082091331482, Loss_D_Y: 0.24092590808868408\n",
            "Epoch [1036/2000], Loss_G: 1.3733527660369873, Loss_D_X: 0.24922558665275574, Loss_D_Y: 0.24786338210105896\n",
            "Epoch [1036/2000], Loss_G: 1.5086867809295654, Loss_D_X: 0.23389500379562378, Loss_D_Y: 0.2333289086818695\n",
            "Epoch [1036/2000], Loss_G: 1.7670636177062988, Loss_D_X: 0.2193211317062378, Loss_D_Y: 0.2369975447654724\n",
            "Epoch [1036/2000], Loss_G: 1.6419126987457275, Loss_D_X: 0.21446742117404938, Loss_D_Y: 0.24876374006271362\n",
            "Epoch [1036/2000], Loss_G: 2.0176961421966553, Loss_D_X: 0.2732186019420624, Loss_D_Y: 0.24044907093048096\n",
            "Epoch [1037/2000], Loss_G: 1.341628074645996, Loss_D_X: 0.2682954967021942, Loss_D_Y: 0.22334785759449005\n",
            "Epoch [1037/2000], Loss_G: 1.5405223369598389, Loss_D_X: 0.22536462545394897, Loss_D_Y: 0.2359911948442459\n",
            "Epoch [1037/2000], Loss_G: 1.5435223579406738, Loss_D_X: 0.25736087560653687, Loss_D_Y: 0.24582815170288086\n",
            "Epoch [1037/2000], Loss_G: 1.4867427349090576, Loss_D_X: 0.24116060137748718, Loss_D_Y: 0.2530374526977539\n",
            "Epoch [1037/2000], Loss_G: 1.3087308406829834, Loss_D_X: 0.24655431509017944, Loss_D_Y: 0.2557019591331482\n",
            "Epoch [1037/2000], Loss_G: 1.9630295038223267, Loss_D_X: 0.2169136255979538, Loss_D_Y: 0.23131480813026428\n",
            "Epoch [1037/2000], Loss_G: 1.9417335987091064, Loss_D_X: 0.2299477756023407, Loss_D_Y: 0.2377946674823761\n",
            "Epoch [1037/2000], Loss_G: 1.4971535205841064, Loss_D_X: 0.2133980691432953, Loss_D_Y: 0.23913517594337463\n",
            "Epoch [1037/2000], Loss_G: 1.380489706993103, Loss_D_X: 0.22823789715766907, Loss_D_Y: 0.23440280556678772\n",
            "Epoch [1038/2000], Loss_G: 1.5407500267028809, Loss_D_X: 0.22535505890846252, Loss_D_Y: 0.23314806818962097\n",
            "Epoch [1038/2000], Loss_G: 1.4851930141448975, Loss_D_X: 0.2321406900882721, Loss_D_Y: 0.24196860194206238\n",
            "Epoch [1038/2000], Loss_G: 1.4341129064559937, Loss_D_X: 0.2485932856798172, Loss_D_Y: 0.22948051989078522\n",
            "Epoch [1038/2000], Loss_G: 1.4685312509536743, Loss_D_X: 0.2662537395954132, Loss_D_Y: 0.2319013476371765\n",
            "Epoch [1038/2000], Loss_G: 1.9030206203460693, Loss_D_X: 0.2030373513698578, Loss_D_Y: 0.2413455843925476\n",
            "Epoch [1038/2000], Loss_G: 1.8013603687286377, Loss_D_X: 0.3217541575431824, Loss_D_Y: 0.24290937185287476\n",
            "Epoch [1038/2000], Loss_G: 1.8628654479980469, Loss_D_X: 0.3716779947280884, Loss_D_Y: 0.2687901556491852\n",
            "Epoch [1038/2000], Loss_G: 1.3110265731811523, Loss_D_X: 0.24203944206237793, Loss_D_Y: 0.2568494975566864\n",
            "Epoch [1038/2000], Loss_G: 1.8000121116638184, Loss_D_X: 0.26233968138694763, Loss_D_Y: 0.24504095315933228\n",
            "Epoch [1039/2000], Loss_G: 1.5610644817352295, Loss_D_X: 0.2481597661972046, Loss_D_Y: 0.23533053696155548\n",
            "Epoch [1039/2000], Loss_G: 1.4570711851119995, Loss_D_X: 0.23597340285778046, Loss_D_Y: 0.2532300055027008\n",
            "Epoch [1039/2000], Loss_G: 1.4987800121307373, Loss_D_X: 0.2648540735244751, Loss_D_Y: 0.2524539530277252\n",
            "Epoch [1039/2000], Loss_G: 1.8268290758132935, Loss_D_X: 0.20927661657333374, Loss_D_Y: 0.23762236535549164\n",
            "Epoch [1039/2000], Loss_G: 1.7136681079864502, Loss_D_X: 0.2012796849012375, Loss_D_Y: 0.21881964802742004\n",
            "Epoch [1039/2000], Loss_G: 1.8089041709899902, Loss_D_X: 0.2338358461856842, Loss_D_Y: 0.2535277009010315\n",
            "Epoch [1039/2000], Loss_G: 1.5055058002471924, Loss_D_X: 0.22542425990104675, Loss_D_Y: 0.2433619201183319\n",
            "Epoch [1039/2000], Loss_G: 1.3018836975097656, Loss_D_X: 0.2325819581747055, Loss_D_Y: 0.24958059191703796\n",
            "Epoch [1039/2000], Loss_G: 2.1606054306030273, Loss_D_X: 0.23445433378219604, Loss_D_Y: 0.2855689525604248\n",
            "Epoch [1040/2000], Loss_G: 1.7311019897460938, Loss_D_X: 0.245866060256958, Loss_D_Y: 0.2914541959762573\n",
            "Epoch [1040/2000], Loss_G: 1.5954349040985107, Loss_D_X: 0.17557229101657867, Loss_D_Y: 0.26737284660339355\n",
            "Epoch [1040/2000], Loss_G: 1.5417958498001099, Loss_D_X: 0.23429089784622192, Loss_D_Y: 0.2393966019153595\n",
            "Epoch [1040/2000], Loss_G: 2.008808135986328, Loss_D_X: 0.2235223352909088, Loss_D_Y: 0.24468623101711273\n",
            "Epoch [1040/2000], Loss_G: 1.748119831085205, Loss_D_X: 0.2889140248298645, Loss_D_Y: 0.2797090411186218\n",
            "Epoch [1040/2000], Loss_G: 1.4521594047546387, Loss_D_X: 0.24478542804718018, Loss_D_Y: 0.24327223002910614\n",
            "Epoch [1040/2000], Loss_G: 1.9756615161895752, Loss_D_X: 0.23366785049438477, Loss_D_Y: 0.23824083805084229\n",
            "Epoch [1040/2000], Loss_G: 1.4837894439697266, Loss_D_X: 0.24397781491279602, Loss_D_Y: 0.2569580674171448\n",
            "Epoch [1040/2000], Loss_G: 1.3772202730178833, Loss_D_X: 0.2493586540222168, Loss_D_Y: 0.24636071920394897\n",
            "Epoch [1041/2000], Loss_G: 1.5311206579208374, Loss_D_X: 0.20498040318489075, Loss_D_Y: 0.24149614572525024\n",
            "Epoch [1041/2000], Loss_G: 1.5745630264282227, Loss_D_X: 0.2341150939464569, Loss_D_Y: 0.234075129032135\n",
            "Epoch [1041/2000], Loss_G: 2.019916296005249, Loss_D_X: 0.24653077125549316, Loss_D_Y: 0.2401660680770874\n",
            "Epoch [1041/2000], Loss_G: 1.6134309768676758, Loss_D_X: 0.2883338928222656, Loss_D_Y: 0.2666126489639282\n",
            "Epoch [1041/2000], Loss_G: 1.9185893535614014, Loss_D_X: 0.24674826860427856, Loss_D_Y: 0.26137304306030273\n",
            "Epoch [1041/2000], Loss_G: 1.5553998947143555, Loss_D_X: 0.2431708425283432, Loss_D_Y: 0.2489711046218872\n",
            "Epoch [1041/2000], Loss_G: 1.5827834606170654, Loss_D_X: 0.2692891061306, Loss_D_Y: 0.23258215188980103\n",
            "Epoch [1041/2000], Loss_G: 1.2511799335479736, Loss_D_X: 0.26590365171432495, Loss_D_Y: 0.254369854927063\n",
            "Epoch [1041/2000], Loss_G: 1.551800012588501, Loss_D_X: 0.19637274742126465, Loss_D_Y: 0.2355024218559265\n",
            "Epoch [1042/2000], Loss_G: 1.2435911893844604, Loss_D_X: 0.24608317017555237, Loss_D_Y: 0.25021764636039734\n",
            "Epoch [1042/2000], Loss_G: 1.4546903371810913, Loss_D_X: 0.20786747336387634, Loss_D_Y: 0.2174873799085617\n",
            "Epoch [1042/2000], Loss_G: 1.6765644550323486, Loss_D_X: 0.22419270873069763, Loss_D_Y: 0.24498458206653595\n",
            "Epoch [1042/2000], Loss_G: 2.044262170791626, Loss_D_X: 0.18942666053771973, Loss_D_Y: 0.22768203914165497\n",
            "Epoch [1042/2000], Loss_G: 1.5732922554016113, Loss_D_X: 0.2098536640405655, Loss_D_Y: 0.23409704864025116\n",
            "Epoch [1042/2000], Loss_G: 1.8354167938232422, Loss_D_X: 0.23597046732902527, Loss_D_Y: 0.23949047923088074\n",
            "Epoch [1042/2000], Loss_G: 1.6074965000152588, Loss_D_X: 0.24454325437545776, Loss_D_Y: 0.2319452166557312\n",
            "Epoch [1042/2000], Loss_G: 1.523228406906128, Loss_D_X: 0.23550966382026672, Loss_D_Y: 0.2507350444793701\n",
            "Epoch [1042/2000], Loss_G: 1.5179574489593506, Loss_D_X: 0.187917098402977, Loss_D_Y: 0.2535971999168396\n",
            "Epoch [1043/2000], Loss_G: 1.4151049852371216, Loss_D_X: 0.18684808909893036, Loss_D_Y: 0.24323992431163788\n",
            "Epoch [1043/2000], Loss_G: 1.444408655166626, Loss_D_X: 0.22728091478347778, Loss_D_Y: 0.23030227422714233\n",
            "Epoch [1043/2000], Loss_G: 1.3478796482086182, Loss_D_X: 0.2452830970287323, Loss_D_Y: 0.2545073926448822\n",
            "Epoch [1043/2000], Loss_G: 1.6278654336929321, Loss_D_X: 0.24190475046634674, Loss_D_Y: 0.23638790845870972\n",
            "Epoch [1043/2000], Loss_G: 1.7391350269317627, Loss_D_X: 0.2396126389503479, Loss_D_Y: 0.23400837182998657\n",
            "Epoch [1043/2000], Loss_G: 1.7883493900299072, Loss_D_X: 0.2301369309425354, Loss_D_Y: 0.25344181060791016\n",
            "Epoch [1043/2000], Loss_G: 2.2960801124572754, Loss_D_X: 0.2804609537124634, Loss_D_Y: 0.2517511546611786\n",
            "Epoch [1043/2000], Loss_G: 1.513171911239624, Loss_D_X: 0.26042866706848145, Loss_D_Y: 0.2558142840862274\n",
            "Epoch [1043/2000], Loss_G: 1.5114654302597046, Loss_D_X: 0.15453769266605377, Loss_D_Y: 0.2269703447818756\n",
            "Epoch [1044/2000], Loss_G: 1.6222138404846191, Loss_D_X: 0.1947377622127533, Loss_D_Y: 0.23263177275657654\n",
            "Epoch [1044/2000], Loss_G: 1.582541823387146, Loss_D_X: 0.16928981244564056, Loss_D_Y: 0.23252607882022858\n",
            "Epoch [1044/2000], Loss_G: 2.0869314670562744, Loss_D_X: 0.1705065667629242, Loss_D_Y: 0.24089404940605164\n",
            "Epoch [1044/2000], Loss_G: 1.5794477462768555, Loss_D_X: 0.26141780614852905, Loss_D_Y: 0.2504520118236542\n",
            "Epoch [1044/2000], Loss_G: 1.865593671798706, Loss_D_X: 0.30904901027679443, Loss_D_Y: 0.23955701291561127\n",
            "Epoch [1044/2000], Loss_G: 1.8264814615249634, Loss_D_X: 0.33980727195739746, Loss_D_Y: 0.2295455038547516\n",
            "Epoch [1044/2000], Loss_G: 1.5067474842071533, Loss_D_X: 0.33185625076293945, Loss_D_Y: 0.257649689912796\n",
            "Epoch [1044/2000], Loss_G: 1.4049464464187622, Loss_D_X: 0.28261634707450867, Loss_D_Y: 0.2453402876853943\n",
            "Epoch [1044/2000], Loss_G: 1.5888983011245728, Loss_D_X: 0.1795583814382553, Loss_D_Y: 0.22537899017333984\n",
            "Epoch [1045/2000], Loss_G: 1.8561453819274902, Loss_D_X: 0.2675861418247223, Loss_D_Y: 0.24123255908489227\n",
            "Epoch [1045/2000], Loss_G: 1.532135248184204, Loss_D_X: 0.2912648320198059, Loss_D_Y: 0.24857380986213684\n",
            "Epoch [1045/2000], Loss_G: 1.4670408964157104, Loss_D_X: 0.1848260760307312, Loss_D_Y: 0.23251931369304657\n",
            "Epoch [1045/2000], Loss_G: 1.4597142934799194, Loss_D_X: 0.25876083970069885, Loss_D_Y: 0.2309059351682663\n",
            "Epoch [1045/2000], Loss_G: 1.903489589691162, Loss_D_X: 0.24724984169006348, Loss_D_Y: 0.24059785902500153\n",
            "Epoch [1045/2000], Loss_G: 1.8855501413345337, Loss_D_X: 0.2010924220085144, Loss_D_Y: 0.23609334230422974\n",
            "Epoch [1045/2000], Loss_G: 1.5425657033920288, Loss_D_X: 0.24015015363693237, Loss_D_Y: 0.25666311383247375\n",
            "Epoch [1045/2000], Loss_G: 1.3019096851348877, Loss_D_X: 0.24281899631023407, Loss_D_Y: 0.23409134149551392\n",
            "Epoch [1045/2000], Loss_G: 1.7264328002929688, Loss_D_X: 0.1656556874513626, Loss_D_Y: 0.2288753241300583\n",
            "Epoch [1046/2000], Loss_G: 2.0141406059265137, Loss_D_X: 0.20284435153007507, Loss_D_Y: 0.25081396102905273\n",
            "Epoch [1046/2000], Loss_G: 1.599102258682251, Loss_D_X: 0.18445691466331482, Loss_D_Y: 0.23256425559520721\n",
            "Epoch [1046/2000], Loss_G: 1.851125955581665, Loss_D_X: 0.1584082394838333, Loss_D_Y: 0.24594591557979584\n",
            "Epoch [1046/2000], Loss_G: 1.8262568712234497, Loss_D_X: 0.20741279423236847, Loss_D_Y: 0.2354060560464859\n",
            "Epoch [1046/2000], Loss_G: 1.6056851148605347, Loss_D_X: 0.1372181922197342, Loss_D_Y: 0.22555594146251678\n",
            "Epoch [1046/2000], Loss_G: 1.6069409847259521, Loss_D_X: 0.23920807242393494, Loss_D_Y: 0.23635214567184448\n",
            "Epoch [1046/2000], Loss_G: 1.745201587677002, Loss_D_X: 0.29942649602890015, Loss_D_Y: 0.2798221707344055\n",
            "Epoch [1046/2000], Loss_G: 1.6785920858383179, Loss_D_X: 0.2315492033958435, Loss_D_Y: 0.29044783115386963\n",
            "Epoch [1046/2000], Loss_G: 1.3741366863250732, Loss_D_X: 0.22594627737998962, Loss_D_Y: 0.2754025459289551\n",
            "Epoch [1047/2000], Loss_G: 1.5047776699066162, Loss_D_X: 0.2549504041671753, Loss_D_Y: 0.24465088546276093\n",
            "Epoch [1047/2000], Loss_G: 2.1048898696899414, Loss_D_X: 0.15315721929073334, Loss_D_Y: 0.27208077907562256\n",
            "Epoch [1047/2000], Loss_G: 1.6233937740325928, Loss_D_X: 0.2184976041316986, Loss_D_Y: 0.30943888425827026\n",
            "Epoch [1047/2000], Loss_G: 1.7132841348648071, Loss_D_X: 0.29207760095596313, Loss_D_Y: 0.3150520920753479\n",
            "Epoch [1047/2000], Loss_G: 1.747981309890747, Loss_D_X: 0.26255854964256287, Loss_D_Y: 0.31685733795166016\n",
            "Epoch [1047/2000], Loss_G: 1.857292652130127, Loss_D_X: 0.14663633704185486, Loss_D_Y: 0.2570173740386963\n",
            "Epoch [1047/2000], Loss_G: 1.7150213718414307, Loss_D_X: 0.20448732376098633, Loss_D_Y: 0.2661401927471161\n",
            "Epoch [1047/2000], Loss_G: 1.718130111694336, Loss_D_X: 0.16147467494010925, Loss_D_Y: 0.269170343875885\n",
            "Epoch [1047/2000], Loss_G: 2.046024799346924, Loss_D_X: 0.4316210150718689, Loss_D_Y: 0.27568376064300537\n",
            "Epoch [1048/2000], Loss_G: 2.3451433181762695, Loss_D_X: 0.5674856901168823, Loss_D_Y: 0.25090470910072327\n",
            "Epoch [1048/2000], Loss_G: 1.6283507347106934, Loss_D_X: 0.42885416746139526, Loss_D_Y: 0.2195921689271927\n",
            "Epoch [1048/2000], Loss_G: 1.5065187215805054, Loss_D_X: 0.29019761085510254, Loss_D_Y: 0.27626481652259827\n",
            "Epoch [1048/2000], Loss_G: 2.6420228481292725, Loss_D_X: 0.28753286600112915, Loss_D_Y: 0.2811378836631775\n",
            "Epoch [1048/2000], Loss_G: 1.8673752546310425, Loss_D_X: 0.29321789741516113, Loss_D_Y: 0.2853308320045471\n",
            "Epoch [1048/2000], Loss_G: 2.47440767288208, Loss_D_X: 0.256700724363327, Loss_D_Y: 0.2830318212509155\n",
            "Epoch [1048/2000], Loss_G: 2.1480278968811035, Loss_D_X: 0.2907801568508148, Loss_D_Y: 0.31087034940719604\n",
            "Epoch [1048/2000], Loss_G: 1.7631361484527588, Loss_D_X: 0.30820533633232117, Loss_D_Y: 0.28343701362609863\n",
            "Epoch [1048/2000], Loss_G: 3.758866310119629, Loss_D_X: 0.26986485719680786, Loss_D_Y: 0.26196545362472534\n",
            "Epoch [1049/2000], Loss_G: 3.0475213527679443, Loss_D_X: 0.22756129503250122, Loss_D_Y: 0.2521034777164459\n",
            "Epoch [1049/2000], Loss_G: 2.8157153129577637, Loss_D_X: 0.2398339807987213, Loss_D_Y: 0.23634716868400574\n",
            "Epoch [1049/2000], Loss_G: 2.367077350616455, Loss_D_X: 0.1980050504207611, Loss_D_Y: 0.21468916535377502\n",
            "Epoch [1049/2000], Loss_G: 2.1840462684631348, Loss_D_X: 0.21486863493919373, Loss_D_Y: 0.21344155073165894\n",
            "Epoch [1049/2000], Loss_G: 2.935628890991211, Loss_D_X: 0.2055017203092575, Loss_D_Y: 0.18688727915287018\n",
            "Epoch [1049/2000], Loss_G: 2.937234878540039, Loss_D_X: 0.18966713547706604, Loss_D_Y: 0.25672125816345215\n",
            "Epoch [1049/2000], Loss_G: 3.6395390033721924, Loss_D_X: 0.21290431916713715, Loss_D_Y: 0.23476670682430267\n",
            "Epoch [1049/2000], Loss_G: 3.048799514770508, Loss_D_X: 0.2114304155111313, Loss_D_Y: 0.22561782598495483\n",
            "Epoch [1049/2000], Loss_G: 4.11788272857666, Loss_D_X: 0.18296459317207336, Loss_D_Y: 0.2052513062953949\n",
            "Epoch [1050/2000], Loss_G: 2.831345558166504, Loss_D_X: 0.23921169340610504, Loss_D_Y: 0.21422934532165527\n",
            "Epoch [1050/2000], Loss_G: 4.702369213104248, Loss_D_X: 0.14634643495082855, Loss_D_Y: 0.13892339169979095\n",
            "Epoch [1050/2000], Loss_G: 2.8645901679992676, Loss_D_X: 0.2547765076160431, Loss_D_Y: 0.185028538107872\n",
            "Epoch [1050/2000], Loss_G: 3.066551923751831, Loss_D_X: 0.1965232789516449, Loss_D_Y: 0.2070915400981903\n",
            "Epoch [1050/2000], Loss_G: 3.068866491317749, Loss_D_X: 0.1630380004644394, Loss_D_Y: 0.19555795192718506\n",
            "Epoch [1050/2000], Loss_G: 2.316052198410034, Loss_D_X: 0.14403975009918213, Loss_D_Y: 0.2002512663602829\n",
            "Epoch [1050/2000], Loss_G: 2.402435779571533, Loss_D_X: 0.17656849324703217, Loss_D_Y: 0.20107853412628174\n",
            "Epoch [1050/2000], Loss_G: 3.0322213172912598, Loss_D_X: 0.14580300450325012, Loss_D_Y: 0.1927315890789032\n",
            "Epoch [1050/2000], Loss_G: 2.284632682800293, Loss_D_X: 0.16829869151115417, Loss_D_Y: 0.20472586154937744\n",
            "Epoch [1051/2000], Loss_G: 2.2658846378326416, Loss_D_X: 0.1635344922542572, Loss_D_Y: 0.19307652115821838\n",
            "Epoch [1051/2000], Loss_G: 2.632556676864624, Loss_D_X: 0.1462685465812683, Loss_D_Y: 0.1841290295124054\n",
            "Epoch [1051/2000], Loss_G: 2.101924419403076, Loss_D_X: 0.16294753551483154, Loss_D_Y: 0.2073661983013153\n",
            "Epoch [1051/2000], Loss_G: 2.151859760284424, Loss_D_X: 0.22230951488018036, Loss_D_Y: 0.22334717214107513\n",
            "Epoch [1051/2000], Loss_G: 1.811750888824463, Loss_D_X: 0.2565785050392151, Loss_D_Y: 0.2238914966583252\n",
            "Epoch [1051/2000], Loss_G: 1.9086889028549194, Loss_D_X: 0.21662351489067078, Loss_D_Y: 0.2130601406097412\n",
            "Epoch [1051/2000], Loss_G: 2.294715642929077, Loss_D_X: 0.17828622460365295, Loss_D_Y: 0.26184993982315063\n",
            "Epoch [1051/2000], Loss_G: 2.714082956314087, Loss_D_X: 0.14280344545841217, Loss_D_Y: 0.2512619197368622\n",
            "Epoch [1051/2000], Loss_G: 2.1637613773345947, Loss_D_X: 0.12755632400512695, Loss_D_Y: 0.1484374850988388\n",
            "Epoch [1052/2000], Loss_G: 2.2929420471191406, Loss_D_X: 0.23191191256046295, Loss_D_Y: 0.20360662043094635\n",
            "Epoch [1052/2000], Loss_G: 2.4396400451660156, Loss_D_X: 0.21774998307228088, Loss_D_Y: 0.23002511262893677\n",
            "Epoch [1052/2000], Loss_G: 2.2799715995788574, Loss_D_X: 0.12483976781368256, Loss_D_Y: 0.2721504271030426\n",
            "Epoch [1052/2000], Loss_G: 2.120201349258423, Loss_D_X: 0.2375066578388214, Loss_D_Y: 0.232025608420372\n",
            "Epoch [1052/2000], Loss_G: 1.8352330923080444, Loss_D_X: 0.2539958357810974, Loss_D_Y: 0.24384811520576477\n",
            "Epoch [1052/2000], Loss_G: 1.7652231454849243, Loss_D_X: 0.2290225327014923, Loss_D_Y: 0.23590973019599915\n",
            "Epoch [1052/2000], Loss_G: 1.916429042816162, Loss_D_X: 0.19322703778743744, Loss_D_Y: 0.21728041768074036\n",
            "Epoch [1052/2000], Loss_G: 2.9279351234436035, Loss_D_X: 0.12331084907054901, Loss_D_Y: 0.22852680087089539\n",
            "Epoch [1052/2000], Loss_G: 2.3733363151550293, Loss_D_X: 0.20323580503463745, Loss_D_Y: 0.30457037687301636\n",
            "Epoch [1053/2000], Loss_G: 2.370549440383911, Loss_D_X: 0.16392090916633606, Loss_D_Y: 0.37224745750427246\n",
            "Epoch [1053/2000], Loss_G: 2.7328591346740723, Loss_D_X: 0.18975487351417542, Loss_D_Y: 0.2861219346523285\n",
            "Epoch [1053/2000], Loss_G: 1.8040639162063599, Loss_D_X: 0.21267950534820557, Loss_D_Y: 0.2667972445487976\n",
            "Epoch [1053/2000], Loss_G: 2.360527753829956, Loss_D_X: 0.1412215679883957, Loss_D_Y: 0.21013757586479187\n",
            "Epoch [1053/2000], Loss_G: 2.509129047393799, Loss_D_X: 0.1830940544605255, Loss_D_Y: 0.30625858902931213\n",
            "Epoch [1053/2000], Loss_G: 1.5343286991119385, Loss_D_X: 0.244132861495018, Loss_D_Y: 0.3843202590942383\n",
            "Epoch [1053/2000], Loss_G: 2.19655179977417, Loss_D_X: 0.16806885600090027, Loss_D_Y: 0.5064491033554077\n",
            "Epoch [1053/2000], Loss_G: 1.9911375045776367, Loss_D_X: 0.1166590005159378, Loss_D_Y: 0.43085795640945435\n",
            "Epoch [1053/2000], Loss_G: 2.4970076084136963, Loss_D_X: 0.13181158900260925, Loss_D_Y: 0.23696593940258026\n",
            "Epoch [1054/2000], Loss_G: 1.7387728691101074, Loss_D_X: 0.11916442215442657, Loss_D_Y: 0.23527541756629944\n",
            "Epoch [1054/2000], Loss_G: 2.1099905967712402, Loss_D_X: 0.2714530825614929, Loss_D_Y: 0.31734955310821533\n",
            "Epoch [1054/2000], Loss_G: 2.0681920051574707, Loss_D_X: 0.16854125261306763, Loss_D_Y: 0.2637418210506439\n",
            "Epoch [1054/2000], Loss_G: 2.030635118484497, Loss_D_X: 0.11513116210699081, Loss_D_Y: 0.2242511808872223\n",
            "Epoch [1054/2000], Loss_G: 1.9862366914749146, Loss_D_X: 0.18241381645202637, Loss_D_Y: 0.3271004557609558\n",
            "Epoch [1054/2000], Loss_G: 1.9878318309783936, Loss_D_X: 0.17539840936660767, Loss_D_Y: 0.3732989728450775\n",
            "Epoch [1054/2000], Loss_G: 1.7805428504943848, Loss_D_X: 0.22233667969703674, Loss_D_Y: 0.32090696692466736\n",
            "Epoch [1054/2000], Loss_G: 2.333936929702759, Loss_D_X: 0.2716650664806366, Loss_D_Y: 0.28871768712997437\n",
            "Epoch [1054/2000], Loss_G: 2.30596923828125, Loss_D_X: 0.18307162821292877, Loss_D_Y: 0.231979101896286\n",
            "Epoch [1055/2000], Loss_G: 1.5277284383773804, Loss_D_X: 0.13963350653648376, Loss_D_Y: 0.22910775244235992\n",
            "Epoch [1055/2000], Loss_G: 2.372981548309326, Loss_D_X: 0.18738490343093872, Loss_D_Y: 0.2123943269252777\n",
            "Epoch [1055/2000], Loss_G: 1.9681878089904785, Loss_D_X: 0.3583453595638275, Loss_D_Y: 0.2359931319952011\n",
            "Epoch [1055/2000], Loss_G: 2.042997360229492, Loss_D_X: 0.1947227418422699, Loss_D_Y: 0.2606423497200012\n",
            "Epoch [1055/2000], Loss_G: 1.8080532550811768, Loss_D_X: 0.22529318928718567, Loss_D_Y: 0.29312005639076233\n",
            "Epoch [1055/2000], Loss_G: 1.5666327476501465, Loss_D_X: 0.2506521940231323, Loss_D_Y: 0.21747836470603943\n",
            "Epoch [1055/2000], Loss_G: 1.6890385150909424, Loss_D_X: 0.23377522826194763, Loss_D_Y: 0.27949386835098267\n",
            "Epoch [1055/2000], Loss_G: 1.7214041948318481, Loss_D_X: 0.18992510437965393, Loss_D_Y: 0.33792704343795776\n",
            "Epoch [1055/2000], Loss_G: 2.2335610389709473, Loss_D_X: 0.15207074582576752, Loss_D_Y: 0.302296906709671\n",
            "Epoch [1056/2000], Loss_G: 1.866439700126648, Loss_D_X: 0.18697166442871094, Loss_D_Y: 0.2604750096797943\n",
            "Epoch [1056/2000], Loss_G: 1.849084496498108, Loss_D_X: 0.1886644959449768, Loss_D_Y: 0.22111018002033234\n",
            "Epoch [1056/2000], Loss_G: 1.7818872928619385, Loss_D_X: 0.389009028673172, Loss_D_Y: 0.21013617515563965\n",
            "Epoch [1056/2000], Loss_G: 2.327425003051758, Loss_D_X: 0.2188451737165451, Loss_D_Y: 0.2251712679862976\n",
            "Epoch [1056/2000], Loss_G: 1.8236324787139893, Loss_D_X: 0.2548825740814209, Loss_D_Y: 0.22151488065719604\n",
            "Epoch [1056/2000], Loss_G: 1.9995182752609253, Loss_D_X: 0.287295937538147, Loss_D_Y: 0.220331072807312\n",
            "Epoch [1056/2000], Loss_G: 1.7442479133605957, Loss_D_X: 0.23760472238063812, Loss_D_Y: 0.25526177883148193\n",
            "Epoch [1056/2000], Loss_G: 1.6443979740142822, Loss_D_X: 0.22122147679328918, Loss_D_Y: 0.2794184386730194\n",
            "Epoch [1056/2000], Loss_G: 2.18243408203125, Loss_D_X: 0.21814769506454468, Loss_D_Y: 0.2754592299461365\n",
            "Epoch [1057/2000], Loss_G: 1.7008328437805176, Loss_D_X: 0.17720122635364532, Loss_D_Y: 0.2342992126941681\n",
            "Epoch [1057/2000], Loss_G: 1.9858486652374268, Loss_D_X: 0.23130187392234802, Loss_D_Y: 0.24241861701011658\n",
            "Epoch [1057/2000], Loss_G: 1.6462268829345703, Loss_D_X: 0.14774513244628906, Loss_D_Y: 0.23427924513816833\n",
            "Epoch [1057/2000], Loss_G: 1.7596065998077393, Loss_D_X: 0.1848527491092682, Loss_D_Y: 0.23561659455299377\n",
            "Epoch [1057/2000], Loss_G: 1.5839482545852661, Loss_D_X: 0.22697904706001282, Loss_D_Y: 0.2412956953048706\n",
            "Epoch [1057/2000], Loss_G: 1.494138240814209, Loss_D_X: 0.21891458332538605, Loss_D_Y: 0.21907086670398712\n",
            "Epoch [1057/2000], Loss_G: 2.381910800933838, Loss_D_X: 0.2579869031906128, Loss_D_Y: 0.22841373085975647\n",
            "Epoch [1057/2000], Loss_G: 1.7080258131027222, Loss_D_X: 0.2043985277414322, Loss_D_Y: 0.24562129378318787\n",
            "Epoch [1057/2000], Loss_G: 2.2453696727752686, Loss_D_X: 0.19011139869689941, Loss_D_Y: 0.2312425971031189\n",
            "Epoch [1058/2000], Loss_G: 1.6629117727279663, Loss_D_X: 0.20414619147777557, Loss_D_Y: 0.2580646574497223\n",
            "Epoch [1058/2000], Loss_G: 1.8519232273101807, Loss_D_X: 0.16983380913734436, Loss_D_Y: 0.26067495346069336\n",
            "Epoch [1058/2000], Loss_G: 2.125844955444336, Loss_D_X: 0.25015267729759216, Loss_D_Y: 0.23609641194343567\n",
            "Epoch [1058/2000], Loss_G: 2.2043826580047607, Loss_D_X: 0.4939112067222595, Loss_D_Y: 0.2162972390651703\n",
            "Epoch [1058/2000], Loss_G: 1.5485644340515137, Loss_D_X: 0.2563260793685913, Loss_D_Y: 0.23317749798297882\n",
            "Epoch [1058/2000], Loss_G: 1.6427934169769287, Loss_D_X: 0.17662814259529114, Loss_D_Y: 0.19818443059921265\n",
            "Epoch [1058/2000], Loss_G: 1.9152042865753174, Loss_D_X: 0.16555559635162354, Loss_D_Y: 0.2342372089624405\n",
            "Epoch [1058/2000], Loss_G: 1.5654629468917847, Loss_D_X: 0.20900598168373108, Loss_D_Y: 0.2537071406841278\n",
            "Epoch [1058/2000], Loss_G: 2.1117451190948486, Loss_D_X: 0.1895211637020111, Loss_D_Y: 0.2324283868074417\n",
            "Epoch [1059/2000], Loss_G: 1.6762173175811768, Loss_D_X: 0.2753533720970154, Loss_D_Y: 0.22832435369491577\n",
            "Epoch [1059/2000], Loss_G: 1.7560863494873047, Loss_D_X: 0.20954111218452454, Loss_D_Y: 0.23777645826339722\n",
            "Epoch [1059/2000], Loss_G: 1.8811185359954834, Loss_D_X: 0.19818493723869324, Loss_D_Y: 0.2408812940120697\n",
            "Epoch [1059/2000], Loss_G: 2.2875070571899414, Loss_D_X: 0.14908209443092346, Loss_D_Y: 0.2850410044193268\n",
            "Epoch [1059/2000], Loss_G: 1.493137240409851, Loss_D_X: 0.2559548020362854, Loss_D_Y: 0.25268810987472534\n",
            "Epoch [1059/2000], Loss_G: 2.145612955093384, Loss_D_X: 0.16104727983474731, Loss_D_Y: 0.2730146050453186\n",
            "Epoch [1059/2000], Loss_G: 1.879250407218933, Loss_D_X: 0.21386320888996124, Loss_D_Y: 0.37134653329849243\n",
            "Epoch [1059/2000], Loss_G: 2.008970260620117, Loss_D_X: 0.17968721687793732, Loss_D_Y: 0.61142897605896\n",
            "Epoch [1059/2000], Loss_G: 2.180198907852173, Loss_D_X: 0.11509788781404495, Loss_D_Y: 0.5372118949890137\n",
            "Epoch [1060/2000], Loss_G: 1.648714542388916, Loss_D_X: 0.12128552794456482, Loss_D_Y: 0.2743327021598816\n",
            "Epoch [1060/2000], Loss_G: 2.1276755332946777, Loss_D_X: 0.13859471678733826, Loss_D_Y: 0.27177566289901733\n",
            "Epoch [1060/2000], Loss_G: 1.7231452465057373, Loss_D_X: 0.7092471122741699, Loss_D_Y: 0.2824273109436035\n",
            "Epoch [1060/2000], Loss_G: 3.2485897541046143, Loss_D_X: 0.8135468363761902, Loss_D_Y: 0.2741432785987854\n",
            "Epoch [1060/2000], Loss_G: 1.9204540252685547, Loss_D_X: 0.32878369092941284, Loss_D_Y: 0.2642267048358917\n",
            "Epoch [1060/2000], Loss_G: 1.4953994750976562, Loss_D_X: 0.5335240364074707, Loss_D_Y: 0.2591066360473633\n",
            "Epoch [1060/2000], Loss_G: 1.8242474794387817, Loss_D_X: 0.5760820508003235, Loss_D_Y: 0.2806653082370758\n",
            "Epoch [1060/2000], Loss_G: 2.085721731185913, Loss_D_X: 0.4434233605861664, Loss_D_Y: 0.27010300755500793\n",
            "Epoch [1060/2000], Loss_G: 1.6907159090042114, Loss_D_X: 0.2982698082923889, Loss_D_Y: 0.23592820763587952\n",
            "Epoch [1061/2000], Loss_G: 1.6311166286468506, Loss_D_X: 0.49588024616241455, Loss_D_Y: 0.24009878933429718\n",
            "Epoch [1061/2000], Loss_G: 1.8389294147491455, Loss_D_X: 0.40310245752334595, Loss_D_Y: 0.23539231717586517\n",
            "Epoch [1061/2000], Loss_G: 1.5886046886444092, Loss_D_X: 0.38854849338531494, Loss_D_Y: 0.2502363920211792\n",
            "Epoch [1061/2000], Loss_G: 1.695984125137329, Loss_D_X: 0.3546161949634552, Loss_D_Y: 0.2335951328277588\n",
            "Epoch [1061/2000], Loss_G: 1.3727672100067139, Loss_D_X: 0.2980250120162964, Loss_D_Y: 0.2454034984111786\n",
            "Epoch [1061/2000], Loss_G: 2.208930492401123, Loss_D_X: 0.23885497450828552, Loss_D_Y: 0.3386642634868622\n",
            "Epoch [1061/2000], Loss_G: 2.0606284141540527, Loss_D_X: 0.24076461791992188, Loss_D_Y: 0.265977680683136\n",
            "Epoch [1061/2000], Loss_G: 1.748645305633545, Loss_D_X: 0.33094942569732666, Loss_D_Y: 0.24343466758728027\n",
            "Epoch [1061/2000], Loss_G: 1.577175259590149, Loss_D_X: 0.2276010513305664, Loss_D_Y: 0.22336061298847198\n",
            "Epoch [1062/2000], Loss_G: 1.479113221168518, Loss_D_X: 0.2613779902458191, Loss_D_Y: 0.23202325403690338\n",
            "Epoch [1062/2000], Loss_G: 2.022801160812378, Loss_D_X: 0.23699742555618286, Loss_D_Y: 0.24166923761367798\n",
            "Epoch [1062/2000], Loss_G: 1.5576114654541016, Loss_D_X: 0.24984994530677795, Loss_D_Y: 0.2461603730916977\n",
            "Epoch [1062/2000], Loss_G: 1.8984830379486084, Loss_D_X: 0.21155861020088196, Loss_D_Y: 0.24117808043956757\n",
            "Epoch [1062/2000], Loss_G: 1.6318988800048828, Loss_D_X: 0.3400890827178955, Loss_D_Y: 0.25689563155174255\n",
            "Epoch [1062/2000], Loss_G: 1.4822477102279663, Loss_D_X: 0.20316872000694275, Loss_D_Y: 0.21617373824119568\n",
            "Epoch [1062/2000], Loss_G: 1.604223370552063, Loss_D_X: 0.23260843753814697, Loss_D_Y: 0.23396417498588562\n",
            "Epoch [1062/2000], Loss_G: 1.4567832946777344, Loss_D_X: 0.21757233142852783, Loss_D_Y: 0.23032964766025543\n",
            "Epoch [1062/2000], Loss_G: 1.4463839530944824, Loss_D_X: 0.24413380026817322, Loss_D_Y: 0.24514040350914001\n",
            "Epoch [1063/2000], Loss_G: 1.4198570251464844, Loss_D_X: 0.2412593960762024, Loss_D_Y: 0.2439638078212738\n",
            "Epoch [1063/2000], Loss_G: 1.9606441259384155, Loss_D_X: 0.20566058158874512, Loss_D_Y: 0.2276635766029358\n",
            "Epoch [1063/2000], Loss_G: 1.6291327476501465, Loss_D_X: 0.2757490873336792, Loss_D_Y: 0.2412467747926712\n",
            "Epoch [1063/2000], Loss_G: 1.4948633909225464, Loss_D_X: 0.16634604334831238, Loss_D_Y: 0.20955783128738403\n",
            "Epoch [1063/2000], Loss_G: 1.420128583908081, Loss_D_X: 0.34510526061058044, Loss_D_Y: 0.24466775357723236\n",
            "Epoch [1063/2000], Loss_G: 2.0636203289031982, Loss_D_X: 0.27721744775772095, Loss_D_Y: 0.23168271780014038\n",
            "Epoch [1063/2000], Loss_G: 1.6395599842071533, Loss_D_X: 0.1919984519481659, Loss_D_Y: 0.23401135206222534\n",
            "Epoch [1063/2000], Loss_G: 1.3989770412445068, Loss_D_X: 0.26696574687957764, Loss_D_Y: 0.22611603140830994\n",
            "Epoch [1063/2000], Loss_G: 1.8095617294311523, Loss_D_X: 0.2815089225769043, Loss_D_Y: 0.2525511384010315\n",
            "Epoch [1064/2000], Loss_G: 1.7182178497314453, Loss_D_X: 0.25197142362594604, Loss_D_Y: 0.22464174032211304\n",
            "Epoch [1064/2000], Loss_G: 1.6651861667633057, Loss_D_X: 0.23138722777366638, Loss_D_Y: 0.241498202085495\n",
            "Epoch [1064/2000], Loss_G: 1.750232458114624, Loss_D_X: 0.26553377509117126, Loss_D_Y: 0.22729608416557312\n",
            "Epoch [1064/2000], Loss_G: 1.7219719886779785, Loss_D_X: 0.26500314474105835, Loss_D_Y: 0.2544112205505371\n",
            "Epoch [1064/2000], Loss_G: 1.9467039108276367, Loss_D_X: 0.19380182027816772, Loss_D_Y: 0.23664018511772156\n",
            "Epoch [1064/2000], Loss_G: 1.8609750270843506, Loss_D_X: 0.20112329721450806, Loss_D_Y: 0.22702978551387787\n",
            "Epoch [1064/2000], Loss_G: 1.779686450958252, Loss_D_X: 0.24846601486206055, Loss_D_Y: 0.2305876910686493\n",
            "Epoch [1064/2000], Loss_G: 1.4435453414916992, Loss_D_X: 0.31324833631515503, Loss_D_Y: 0.2518526315689087\n",
            "Epoch [1064/2000], Loss_G: 1.3673402070999146, Loss_D_X: 0.24224480986595154, Loss_D_Y: 0.23945435881614685\n",
            "Epoch [1065/2000], Loss_G: 2.0963857173919678, Loss_D_X: 0.19730426371097565, Loss_D_Y: 0.24778340756893158\n",
            "Epoch [1065/2000], Loss_G: 1.7922755479812622, Loss_D_X: 0.1967032253742218, Loss_D_Y: 0.22431093454360962\n",
            "Epoch [1065/2000], Loss_G: 1.670020341873169, Loss_D_X: 0.17433707416057587, Loss_D_Y: 0.20306381583213806\n",
            "Epoch [1065/2000], Loss_G: 1.4667521715164185, Loss_D_X: 0.22306832671165466, Loss_D_Y: 0.25269749760627747\n",
            "Epoch [1065/2000], Loss_G: 2.0854761600494385, Loss_D_X: 0.22425654530525208, Loss_D_Y: 0.2297082096338272\n",
            "Epoch [1065/2000], Loss_G: 1.72861909866333, Loss_D_X: 0.2963802218437195, Loss_D_Y: 0.24505062401294708\n",
            "Epoch [1065/2000], Loss_G: 1.6262110471725464, Loss_D_X: 0.2280433028936386, Loss_D_Y: 0.22998394072055817\n",
            "Epoch [1065/2000], Loss_G: 1.540447473526001, Loss_D_X: 0.3015165328979492, Loss_D_Y: 0.23996096849441528\n",
            "Epoch [1065/2000], Loss_G: 1.7170149087905884, Loss_D_X: 0.2256668359041214, Loss_D_Y: 0.28611132502555847\n",
            "Epoch [1066/2000], Loss_G: 1.7356972694396973, Loss_D_X: 0.13913866877555847, Loss_D_Y: 0.22345857322216034\n",
            "Epoch [1066/2000], Loss_G: 1.6869317293167114, Loss_D_X: 0.24278128147125244, Loss_D_Y: 0.24216866493225098\n",
            "Epoch [1066/2000], Loss_G: 2.044506788253784, Loss_D_X: 0.17315885424613953, Loss_D_Y: 0.28728389739990234\n",
            "Epoch [1066/2000], Loss_G: 1.9031298160552979, Loss_D_X: 0.2696877419948578, Loss_D_Y: 0.37393057346343994\n",
            "Epoch [1066/2000], Loss_G: 1.4009698629379272, Loss_D_X: 0.3045600950717926, Loss_D_Y: 0.45105135440826416\n",
            "Epoch [1066/2000], Loss_G: 2.0061397552490234, Loss_D_X: 0.1732664257287979, Loss_D_Y: 0.36375606060028076\n",
            "Epoch [1066/2000], Loss_G: 1.631371259689331, Loss_D_X: 0.23730337619781494, Loss_D_Y: 0.25529944896698\n",
            "Epoch [1066/2000], Loss_G: 1.7904047966003418, Loss_D_X: 0.19704334437847137, Loss_D_Y: 0.25924235582351685\n",
            "Epoch [1066/2000], Loss_G: 1.79022216796875, Loss_D_X: 0.22126182913780212, Loss_D_Y: 0.24587896466255188\n",
            "Epoch [1067/2000], Loss_G: 1.4699209928512573, Loss_D_X: 0.12292243540287018, Loss_D_Y: 0.2457624077796936\n",
            "Epoch [1067/2000], Loss_G: 1.5671206712722778, Loss_D_X: 0.2249155193567276, Loss_D_Y: 0.26231586933135986\n",
            "Epoch [1067/2000], Loss_G: 1.7061808109283447, Loss_D_X: 0.3287312984466553, Loss_D_Y: 0.2979782819747925\n",
            "Epoch [1067/2000], Loss_G: 1.688747763633728, Loss_D_X: 0.31567469239234924, Loss_D_Y: 0.28823548555374146\n",
            "Epoch [1067/2000], Loss_G: 2.02290940284729, Loss_D_X: 0.2142559438943863, Loss_D_Y: 0.2466612607240677\n",
            "Epoch [1067/2000], Loss_G: 2.0364670753479004, Loss_D_X: 0.18694669008255005, Loss_D_Y: 0.25187256932258606\n",
            "Epoch [1067/2000], Loss_G: 1.7099895477294922, Loss_D_X: 0.15656554698944092, Loss_D_Y: 0.25510525703430176\n",
            "Epoch [1067/2000], Loss_G: 1.6813435554504395, Loss_D_X: 0.19558702409267426, Loss_D_Y: 0.25655612349510193\n",
            "Epoch [1067/2000], Loss_G: 1.6226394176483154, Loss_D_X: 0.19436801970005035, Loss_D_Y: 0.23180359601974487\n",
            "Epoch [1068/2000], Loss_G: 1.5032788515090942, Loss_D_X: 0.18885239958763123, Loss_D_Y: 0.23227182030677795\n",
            "Epoch [1068/2000], Loss_G: 1.557580590248108, Loss_D_X: 0.11184123158454895, Loss_D_Y: 0.21326446533203125\n",
            "Epoch [1068/2000], Loss_G: 1.553107738494873, Loss_D_X: 0.1779625564813614, Loss_D_Y: 0.252796471118927\n",
            "Epoch [1068/2000], Loss_G: 1.5026739835739136, Loss_D_X: 0.1951175183057785, Loss_D_Y: 0.25507327914237976\n",
            "Epoch [1068/2000], Loss_G: 1.874572515487671, Loss_D_X: 0.22193968296051025, Loss_D_Y: 0.3750426173210144\n",
            "Epoch [1068/2000], Loss_G: 1.780650019645691, Loss_D_X: 0.17546193301677704, Loss_D_Y: 0.3450765907764435\n",
            "Epoch [1068/2000], Loss_G: 2.041595697402954, Loss_D_X: 0.15614350140094757, Loss_D_Y: 0.25518348813056946\n",
            "Epoch [1068/2000], Loss_G: 2.0601840019226074, Loss_D_X: 0.14841437339782715, Loss_D_Y: 0.28399330377578735\n",
            "Epoch [1068/2000], Loss_G: 1.9045233726501465, Loss_D_X: 0.15497301518917084, Loss_D_Y: 0.3029099106788635\n",
            "Epoch [1069/2000], Loss_G: 1.8075854778289795, Loss_D_X: 0.2295573204755783, Loss_D_Y: 0.2501879036426544\n",
            "Epoch [1069/2000], Loss_G: 1.7765296697616577, Loss_D_X: 0.13084882497787476, Loss_D_Y: 0.2340049147605896\n",
            "Epoch [1069/2000], Loss_G: 1.7374683618545532, Loss_D_X: 0.20559343695640564, Loss_D_Y: 0.23319551348686218\n",
            "Epoch [1069/2000], Loss_G: 1.4999685287475586, Loss_D_X: 0.20375366508960724, Loss_D_Y: 0.24093742668628693\n",
            "Epoch [1069/2000], Loss_G: 1.7593754529953003, Loss_D_X: 0.18566066026687622, Loss_D_Y: 0.3277190327644348\n",
            "Epoch [1069/2000], Loss_G: 1.7900967597961426, Loss_D_X: 0.07913078367710114, Loss_D_Y: 0.25746870040893555\n",
            "Epoch [1069/2000], Loss_G: 2.3402099609375, Loss_D_X: 0.14898641407489777, Loss_D_Y: 0.28747832775115967\n",
            "Epoch [1069/2000], Loss_G: 1.937624454498291, Loss_D_X: 0.22975435853004456, Loss_D_Y: 0.3965984582901001\n",
            "Epoch [1069/2000], Loss_G: 2.08072829246521, Loss_D_X: 0.15003915131092072, Loss_D_Y: 0.36987242102622986\n",
            "Epoch [1070/2000], Loss_G: 1.8616842031478882, Loss_D_X: 0.1658686399459839, Loss_D_Y: 0.26604732871055603\n",
            "Epoch [1070/2000], Loss_G: 2.114805221557617, Loss_D_X: 0.16287924349308014, Loss_D_Y: 0.25192832946777344\n",
            "Epoch [1070/2000], Loss_G: 1.9294722080230713, Loss_D_X: 0.13567063212394714, Loss_D_Y: 0.23618170619010925\n",
            "Epoch [1070/2000], Loss_G: 1.84957754611969, Loss_D_X: 0.17199063301086426, Loss_D_Y: 0.31408512592315674\n",
            "Epoch [1070/2000], Loss_G: 1.7929738759994507, Loss_D_X: 0.2832065522670746, Loss_D_Y: 0.352850079536438\n",
            "Epoch [1070/2000], Loss_G: 2.017073392868042, Loss_D_X: 0.1954774260520935, Loss_D_Y: 0.27309679985046387\n",
            "Epoch [1070/2000], Loss_G: 1.991987705230713, Loss_D_X: 0.11035735160112381, Loss_D_Y: 0.2666993737220764\n",
            "Epoch [1070/2000], Loss_G: 1.6804211139678955, Loss_D_X: 0.17996177077293396, Loss_D_Y: 0.24718278646469116\n",
            "Epoch [1070/2000], Loss_G: 2.0040626525878906, Loss_D_X: 0.09740549325942993, Loss_D_Y: 0.2507055997848511\n",
            "Epoch [1071/2000], Loss_G: 1.9689228534698486, Loss_D_X: 0.18784360587596893, Loss_D_Y: 0.3679389953613281\n",
            "Epoch [1071/2000], Loss_G: 1.7014487981796265, Loss_D_X: 0.18690204620361328, Loss_D_Y: 0.23911318182945251\n",
            "Epoch [1071/2000], Loss_G: 2.5063254833221436, Loss_D_X: 0.13129909336566925, Loss_D_Y: 0.3171490430831909\n",
            "Epoch [1071/2000], Loss_G: 2.0255746841430664, Loss_D_X: 0.1399613469839096, Loss_D_Y: 0.5299458503723145\n",
            "Epoch [1071/2000], Loss_G: 2.199324607849121, Loss_D_X: 0.11078052222728729, Loss_D_Y: 0.5873697400093079\n",
            "Epoch [1071/2000], Loss_G: 1.9035178422927856, Loss_D_X: 0.09583316743373871, Loss_D_Y: 0.25267454981803894\n",
            "Epoch [1071/2000], Loss_G: 2.04256272315979, Loss_D_X: 0.19639980792999268, Loss_D_Y: 0.3096582293510437\n",
            "Epoch [1071/2000], Loss_G: 2.0376789569854736, Loss_D_X: 0.24604904651641846, Loss_D_Y: 0.3195347785949707\n",
            "Epoch [1071/2000], Loss_G: 1.9862698316574097, Loss_D_X: 0.18460437655448914, Loss_D_Y: 0.24338644742965698\n",
            "Epoch [1072/2000], Loss_G: 1.8646860122680664, Loss_D_X: 0.17302648723125458, Loss_D_Y: 0.25268325209617615\n",
            "Epoch [1072/2000], Loss_G: 2.127493143081665, Loss_D_X: 0.14797480404376984, Loss_D_Y: 0.24164395034313202\n",
            "Epoch [1072/2000], Loss_G: 2.0365846157073975, Loss_D_X: 0.15189403295516968, Loss_D_Y: 0.2701190114021301\n",
            "Epoch [1072/2000], Loss_G: 1.753242015838623, Loss_D_X: 0.19934770464897156, Loss_D_Y: 0.2546382248401642\n",
            "Epoch [1072/2000], Loss_G: 1.8757036924362183, Loss_D_X: 0.15083754062652588, Loss_D_Y: 0.2388196438550949\n",
            "Epoch [1072/2000], Loss_G: 1.901656985282898, Loss_D_X: 0.10596604645252228, Loss_D_Y: 0.24533215165138245\n",
            "Epoch [1072/2000], Loss_G: 1.5790810585021973, Loss_D_X: 0.12383676320314407, Loss_D_Y: 0.23182684183120728\n",
            "Epoch [1072/2000], Loss_G: 1.8659316301345825, Loss_D_X: 0.14684049785137177, Loss_D_Y: 0.27131763100624084\n",
            "Epoch [1072/2000], Loss_G: 2.008805513381958, Loss_D_X: 0.06584148108959198, Loss_D_Y: 0.21549339592456818\n",
            "Epoch [1073/2000], Loss_G: 1.7736845016479492, Loss_D_X: 0.18248066306114197, Loss_D_Y: 0.24043741822242737\n",
            "Epoch [1073/2000], Loss_G: 1.9286450147628784, Loss_D_X: 0.11454761028289795, Loss_D_Y: 0.21551144123077393\n",
            "Epoch [1073/2000], Loss_G: 1.926845669746399, Loss_D_X: 0.12796969711780548, Loss_D_Y: 0.24173879623413086\n",
            "Epoch [1073/2000], Loss_G: 1.4299980401992798, Loss_D_X: 0.1592085063457489, Loss_D_Y: 0.25981956720352173\n",
            "Epoch [1073/2000], Loss_G: 1.8053033351898193, Loss_D_X: 0.17214269936084747, Loss_D_Y: 0.23156453669071198\n",
            "Epoch [1073/2000], Loss_G: 2.1836769580841064, Loss_D_X: 0.11483290791511536, Loss_D_Y: 0.24659490585327148\n",
            "Epoch [1073/2000], Loss_G: 1.6299575567245483, Loss_D_X: 0.09709935635328293, Loss_D_Y: 0.2327183485031128\n",
            "Epoch [1073/2000], Loss_G: 1.912750244140625, Loss_D_X: 0.12823134660720825, Loss_D_Y: 0.23071901500225067\n",
            "Epoch [1073/2000], Loss_G: 2.449288845062256, Loss_D_X: 0.14095084369182587, Loss_D_Y: 0.24460512399673462\n",
            "Epoch [1074/2000], Loss_G: 1.910700798034668, Loss_D_X: 0.0768260508775711, Loss_D_Y: 0.24850395321846008\n",
            "Epoch [1074/2000], Loss_G: 1.77262544631958, Loss_D_X: 0.10953066498041153, Loss_D_Y: 0.23164749145507812\n",
            "Epoch [1074/2000], Loss_G: 2.5031332969665527, Loss_D_X: 0.1364646553993225, Loss_D_Y: 0.24976474046707153\n",
            "Epoch [1074/2000], Loss_G: 1.3562874794006348, Loss_D_X: 0.25019583106040955, Loss_D_Y: 0.21915172040462494\n",
            "Epoch [1074/2000], Loss_G: 2.2451610565185547, Loss_D_X: 0.22094926238059998, Loss_D_Y: 0.2577313780784607\n",
            "Epoch [1074/2000], Loss_G: 1.9762458801269531, Loss_D_X: 0.19752717018127441, Loss_D_Y: 0.2567092180252075\n",
            "Epoch [1074/2000], Loss_G: 2.125518321990967, Loss_D_X: 0.09725302457809448, Loss_D_Y: 0.22538280487060547\n",
            "Epoch [1074/2000], Loss_G: 1.8193202018737793, Loss_D_X: 0.23969413340091705, Loss_D_Y: 0.27088648080825806\n",
            "Epoch [1074/2000], Loss_G: 1.744215965270996, Loss_D_X: 0.10005263239145279, Loss_D_Y: 0.21739742159843445\n",
            "Epoch [1075/2000], Loss_G: 1.7926353216171265, Loss_D_X: 0.1634381115436554, Loss_D_Y: 0.2388993203639984\n",
            "Epoch [1075/2000], Loss_G: 1.823148250579834, Loss_D_X: 0.2349923700094223, Loss_D_Y: 0.25662899017333984\n",
            "Epoch [1075/2000], Loss_G: 2.23048734664917, Loss_D_X: 0.20232374966144562, Loss_D_Y: 0.266752153635025\n",
            "Epoch [1075/2000], Loss_G: 1.9609962701797485, Loss_D_X: 0.13162000477313995, Loss_D_Y: 0.24576985836029053\n",
            "Epoch [1075/2000], Loss_G: 1.8495399951934814, Loss_D_X: 0.24986836314201355, Loss_D_Y: 0.22112984955310822\n",
            "Epoch [1075/2000], Loss_G: 1.9581379890441895, Loss_D_X: 0.19950580596923828, Loss_D_Y: 0.23322367668151855\n",
            "Epoch [1075/2000], Loss_G: 1.9109097719192505, Loss_D_X: 0.1363510936498642, Loss_D_Y: 0.24520829319953918\n",
            "Epoch [1075/2000], Loss_G: 2.0858876705169678, Loss_D_X: 0.10013356804847717, Loss_D_Y: 0.20884256064891815\n",
            "Epoch [1075/2000], Loss_G: 1.8746286630630493, Loss_D_X: 0.14035916328430176, Loss_D_Y: 0.23923854529857635\n",
            "Epoch [1076/2000], Loss_G: 2.2403342723846436, Loss_D_X: 0.14038674533367157, Loss_D_Y: 0.22763028740882874\n",
            "Epoch [1076/2000], Loss_G: 1.875385046005249, Loss_D_X: 0.15764440596103668, Loss_D_Y: 0.25096258521080017\n",
            "Epoch [1076/2000], Loss_G: 1.67292320728302, Loss_D_X: 0.10904467850923538, Loss_D_Y: 0.2713550925254822\n",
            "Epoch [1076/2000], Loss_G: 2.4018001556396484, Loss_D_X: 0.10880417376756668, Loss_D_Y: 0.34656473994255066\n",
            "Epoch [1076/2000], Loss_G: 2.236264228820801, Loss_D_X: 0.08305369317531586, Loss_D_Y: 0.21047648787498474\n",
            "Epoch [1076/2000], Loss_G: 1.9848111867904663, Loss_D_X: 0.17233246564865112, Loss_D_Y: 0.2552054524421692\n",
            "Epoch [1076/2000], Loss_G: 2.1248621940612793, Loss_D_X: 0.09227773547172546, Loss_D_Y: 0.23621034622192383\n",
            "Epoch [1076/2000], Loss_G: 2.3932864665985107, Loss_D_X: 0.07304319739341736, Loss_D_Y: 0.23197513818740845\n",
            "Epoch [1076/2000], Loss_G: 1.4588563442230225, Loss_D_X: 0.17528854310512543, Loss_D_Y: 0.2494758814573288\n",
            "Epoch [1077/2000], Loss_G: 2.265247344970703, Loss_D_X: 0.048680536448955536, Loss_D_Y: 0.20271576941013336\n",
            "Epoch [1077/2000], Loss_G: 2.4963603019714355, Loss_D_X: 0.07969621568918228, Loss_D_Y: 0.24447065591812134\n",
            "Epoch [1077/2000], Loss_G: 2.146876096725464, Loss_D_X: 0.08294191211462021, Loss_D_Y: 0.24522078037261963\n",
            "Epoch [1077/2000], Loss_G: 1.8968636989593506, Loss_D_X: 0.19039948284626007, Loss_D_Y: 0.24462494254112244\n",
            "Epoch [1077/2000], Loss_G: 1.9090609550476074, Loss_D_X: 0.269499808549881, Loss_D_Y: 0.3357521891593933\n",
            "Epoch [1077/2000], Loss_G: 1.8438116312026978, Loss_D_X: 0.31682026386260986, Loss_D_Y: 0.2956539988517761\n",
            "Epoch [1077/2000], Loss_G: 1.6988928318023682, Loss_D_X: 0.35238388180732727, Loss_D_Y: 0.25058361887931824\n",
            "Epoch [1077/2000], Loss_G: 1.7674020528793335, Loss_D_X: 0.26547884941101074, Loss_D_Y: 0.2654370963573456\n",
            "Epoch [1077/2000], Loss_G: 1.822913408279419, Loss_D_X: 0.19315865635871887, Loss_D_Y: 0.294241338968277\n",
            "Epoch [1078/2000], Loss_G: 1.5787668228149414, Loss_D_X: 0.36452436447143555, Loss_D_Y: 0.23464015126228333\n",
            "Epoch [1078/2000], Loss_G: 1.999652624130249, Loss_D_X: 0.3347739577293396, Loss_D_Y: 0.25389915704727173\n",
            "Epoch [1078/2000], Loss_G: 1.7499486207962036, Loss_D_X: 0.24117746949195862, Loss_D_Y: 0.2638963460922241\n",
            "Epoch [1078/2000], Loss_G: 1.9846508502960205, Loss_D_X: 0.20038537681102753, Loss_D_Y: 0.23435014486312866\n",
            "Epoch [1078/2000], Loss_G: 1.5364973545074463, Loss_D_X: 0.2488485872745514, Loss_D_Y: 0.27924513816833496\n",
            "Epoch [1078/2000], Loss_G: 1.5909514427185059, Loss_D_X: 0.24565988779067993, Loss_D_Y: 0.3250976800918579\n",
            "Epoch [1078/2000], Loss_G: 1.6786038875579834, Loss_D_X: 0.21045328676700592, Loss_D_Y: 0.31019383668899536\n",
            "Epoch [1078/2000], Loss_G: 1.8346247673034668, Loss_D_X: 0.1882515847682953, Loss_D_Y: 0.2725604772567749\n",
            "Epoch [1078/2000], Loss_G: 1.6781929731369019, Loss_D_X: 0.11592922359704971, Loss_D_Y: 0.21983447670936584\n",
            "Epoch [1079/2000], Loss_G: 1.6166554689407349, Loss_D_X: 0.20837223529815674, Loss_D_Y: 0.2489471137523651\n",
            "Epoch [1079/2000], Loss_G: 1.67702317237854, Loss_D_X: 0.25946393609046936, Loss_D_Y: 0.24813413619995117\n",
            "Epoch [1079/2000], Loss_G: 1.3771343231201172, Loss_D_X: 0.2408384084701538, Loss_D_Y: 0.2625502347946167\n",
            "Epoch [1079/2000], Loss_G: 1.3532084226608276, Loss_D_X: 0.2439631223678589, Loss_D_Y: 0.25633904337882996\n",
            "Epoch [1079/2000], Loss_G: 1.560235857963562, Loss_D_X: 0.2391333132982254, Loss_D_Y: 0.218983456492424\n",
            "Epoch [1079/2000], Loss_G: 1.7535467147827148, Loss_D_X: 0.2375144064426422, Loss_D_Y: 0.25684991478919983\n",
            "Epoch [1079/2000], Loss_G: 1.5190013647079468, Loss_D_X: 0.2641983926296234, Loss_D_Y: 0.2432844042778015\n",
            "Epoch [1079/2000], Loss_G: 1.9496986865997314, Loss_D_X: 0.19348229467868805, Loss_D_Y: 0.24147725105285645\n",
            "Epoch [1079/2000], Loss_G: 1.6925749778747559, Loss_D_X: 0.1699918806552887, Loss_D_Y: 0.20864823460578918\n",
            "Epoch [1080/2000], Loss_G: 1.4288820028305054, Loss_D_X: 0.20906105637550354, Loss_D_Y: 0.21077966690063477\n",
            "Epoch [1080/2000], Loss_G: 1.7701669931411743, Loss_D_X: 0.20621904730796814, Loss_D_Y: 0.25382551550865173\n",
            "Epoch [1080/2000], Loss_G: 1.9978936910629272, Loss_D_X: 0.24819104373455048, Loss_D_Y: 0.28027838468551636\n",
            "Epoch [1080/2000], Loss_G: 1.5544512271881104, Loss_D_X: 0.2747691571712494, Loss_D_Y: 0.25691503286361694\n",
            "Epoch [1080/2000], Loss_G: 1.7164243459701538, Loss_D_X: 0.24304866790771484, Loss_D_Y: 0.22916056215763092\n",
            "Epoch [1080/2000], Loss_G: 1.7617053985595703, Loss_D_X: 0.3228006958961487, Loss_D_Y: 0.22875359654426575\n",
            "Epoch [1080/2000], Loss_G: 1.9804002046585083, Loss_D_X: 0.3704289197921753, Loss_D_Y: 0.262198805809021\n",
            "Epoch [1080/2000], Loss_G: 1.278689980506897, Loss_D_X: 0.26884958148002625, Loss_D_Y: 0.2555227279663086\n",
            "Epoch [1080/2000], Loss_G: 1.4505692720413208, Loss_D_X: 0.226332888007164, Loss_D_Y: 0.2534869909286499\n",
            "Epoch [1081/2000], Loss_G: 1.6878381967544556, Loss_D_X: 0.20405085384845734, Loss_D_Y: 0.22501641511917114\n",
            "Epoch [1081/2000], Loss_G: 1.6713461875915527, Loss_D_X: 0.2305580973625183, Loss_D_Y: 0.24299174547195435\n",
            "Epoch [1081/2000], Loss_G: 1.2847065925598145, Loss_D_X: 0.24542763829231262, Loss_D_Y: 0.22746676206588745\n",
            "Epoch [1081/2000], Loss_G: 2.1387696266174316, Loss_D_X: 0.28566232323646545, Loss_D_Y: 0.25146621465682983\n",
            "Epoch [1081/2000], Loss_G: 1.5207353830337524, Loss_D_X: 0.2594248056411743, Loss_D_Y: 0.2610713839530945\n",
            "Epoch [1081/2000], Loss_G: 1.424350380897522, Loss_D_X: 0.1976390779018402, Loss_D_Y: 0.2294493019580841\n",
            "Epoch [1081/2000], Loss_G: 1.9834660291671753, Loss_D_X: 0.23158973455429077, Loss_D_Y: 0.24573102593421936\n",
            "Epoch [1081/2000], Loss_G: 1.5263035297393799, Loss_D_X: 0.2538919746875763, Loss_D_Y: 0.24549166858196259\n",
            "Epoch [1081/2000], Loss_G: 1.7365614175796509, Loss_D_X: 0.21751797199249268, Loss_D_Y: 0.2357567697763443\n",
            "Epoch [1082/2000], Loss_G: 1.9090408086776733, Loss_D_X: 0.3703574538230896, Loss_D_Y: 0.2449570894241333\n",
            "Epoch [1082/2000], Loss_G: 2.220956325531006, Loss_D_X: 0.39683568477630615, Loss_D_Y: 0.24013741314411163\n",
            "Epoch [1082/2000], Loss_G: 1.5076004266738892, Loss_D_X: 0.24853265285491943, Loss_D_Y: 0.2496008276939392\n",
            "Epoch [1082/2000], Loss_G: 1.392893671989441, Loss_D_X: 0.18597730994224548, Loss_D_Y: 0.24119949340820312\n",
            "Epoch [1082/2000], Loss_G: 1.2869840860366821, Loss_D_X: 0.2865440249443054, Loss_D_Y: 0.23218569159507751\n",
            "Epoch [1082/2000], Loss_G: 1.7978459596633911, Loss_D_X: 0.27543625235557556, Loss_D_Y: 0.2401922643184662\n",
            "Epoch [1082/2000], Loss_G: 1.7770028114318848, Loss_D_X: 0.2911619544029236, Loss_D_Y: 0.2391589879989624\n",
            "Epoch [1082/2000], Loss_G: 1.4157822132110596, Loss_D_X: 0.2676323354244232, Loss_D_Y: 0.27146655321121216\n",
            "Epoch [1082/2000], Loss_G: 1.3983389139175415, Loss_D_X: 0.17122727632522583, Loss_D_Y: 0.21289251744747162\n",
            "Epoch [1083/2000], Loss_G: 1.771985650062561, Loss_D_X: 0.21996921300888062, Loss_D_Y: 0.2647680640220642\n",
            "Epoch [1083/2000], Loss_G: 1.5722458362579346, Loss_D_X: 0.22428056597709656, Loss_D_Y: 0.27382558584213257\n",
            "Epoch [1083/2000], Loss_G: 1.6141562461853027, Loss_D_X: 0.22516553103923798, Loss_D_Y: 0.2458745241165161\n",
            "Epoch [1083/2000], Loss_G: 1.4204599857330322, Loss_D_X: 0.1742860972881317, Loss_D_Y: 0.21148622035980225\n",
            "Epoch [1083/2000], Loss_G: 1.8331090211868286, Loss_D_X: 0.27381622791290283, Loss_D_Y: 0.27130550146102905\n",
            "Epoch [1083/2000], Loss_G: 1.5960619449615479, Loss_D_X: 0.2836688458919525, Loss_D_Y: 0.2407597005367279\n",
            "Epoch [1083/2000], Loss_G: 1.2699767351150513, Loss_D_X: 0.22892218828201294, Loss_D_Y: 0.27087247371673584\n",
            "Epoch [1083/2000], Loss_G: 1.9064314365386963, Loss_D_X: 0.20270314812660217, Loss_D_Y: 0.31557804346084595\n",
            "Epoch [1083/2000], Loss_G: 2.1081719398498535, Loss_D_X: 0.1667480766773224, Loss_D_Y: 0.2867702841758728\n",
            "Epoch [1084/2000], Loss_G: 1.8690502643585205, Loss_D_X: 0.16100673377513885, Loss_D_Y: 0.23555921018123627\n",
            "Epoch [1084/2000], Loss_G: 1.695045828819275, Loss_D_X: 0.19943389296531677, Loss_D_Y: 0.2556712031364441\n",
            "Epoch [1084/2000], Loss_G: 1.861881971359253, Loss_D_X: 0.1748255044221878, Loss_D_Y: 0.2479267120361328\n",
            "Epoch [1084/2000], Loss_G: 1.6338868141174316, Loss_D_X: 0.130608931183815, Loss_D_Y: 0.2110990285873413\n",
            "Epoch [1084/2000], Loss_G: 1.5328950881958008, Loss_D_X: 0.2446632981300354, Loss_D_Y: 0.3876669406890869\n",
            "Epoch [1084/2000], Loss_G: 2.6749820709228516, Loss_D_X: 0.29195618629455566, Loss_D_Y: 0.7857235670089722\n",
            "Epoch [1084/2000], Loss_G: 1.8419997692108154, Loss_D_X: 0.16524642705917358, Loss_D_Y: 0.5213751792907715\n",
            "Epoch [1084/2000], Loss_G: 1.362781286239624, Loss_D_X: 0.228532075881958, Loss_D_Y: 0.29341554641723633\n",
            "Epoch [1084/2000], Loss_G: 1.9859787225723267, Loss_D_X: 0.21748086810112, Loss_D_Y: 0.45432138442993164\n",
            "Epoch [1085/2000], Loss_G: 2.3458263874053955, Loss_D_X: 0.19056366384029388, Loss_D_Y: 0.4256288409233093\n",
            "Epoch [1085/2000], Loss_G: 1.6194342374801636, Loss_D_X: 0.23723000288009644, Loss_D_Y: 0.31288015842437744\n",
            "Epoch [1085/2000], Loss_G: 2.1431047916412354, Loss_D_X: 0.20310232043266296, Loss_D_Y: 0.33329346776008606\n",
            "Epoch [1085/2000], Loss_G: 1.6635702848434448, Loss_D_X: 0.2374950498342514, Loss_D_Y: 0.36692339181900024\n",
            "Epoch [1085/2000], Loss_G: 1.7345342636108398, Loss_D_X: 0.19203339517116547, Loss_D_Y: 0.40054261684417725\n",
            "Epoch [1085/2000], Loss_G: 2.0373246669769287, Loss_D_X: 0.21736234426498413, Loss_D_Y: 0.3502804934978485\n",
            "Epoch [1085/2000], Loss_G: 1.4783772230148315, Loss_D_X: 0.20877990126609802, Loss_D_Y: 0.25883716344833374\n",
            "Epoch [1085/2000], Loss_G: 1.4460307359695435, Loss_D_X: 0.209992453455925, Loss_D_Y: 0.3058128356933594\n",
            "Epoch [1085/2000], Loss_G: 1.7230215072631836, Loss_D_X: 0.16436903178691864, Loss_D_Y: 0.3018641471862793\n",
            "Epoch [1086/2000], Loss_G: 1.4529945850372314, Loss_D_X: 0.2702440619468689, Loss_D_Y: 0.2642393112182617\n",
            "Epoch [1086/2000], Loss_G: 1.5705037117004395, Loss_D_X: 0.2147863209247589, Loss_D_Y: 0.2521435022354126\n",
            "Epoch [1086/2000], Loss_G: 1.978004813194275, Loss_D_X: 0.4210861325263977, Loss_D_Y: 0.30420729517936707\n",
            "Epoch [1086/2000], Loss_G: 1.6977472305297852, Loss_D_X: 0.23211172223091125, Loss_D_Y: 0.21393556892871857\n",
            "Epoch [1086/2000], Loss_G: 1.596935510635376, Loss_D_X: 0.2628578245639801, Loss_D_Y: 0.2557681202888489\n",
            "Epoch [1086/2000], Loss_G: 2.1144368648529053, Loss_D_X: 0.30514854192733765, Loss_D_Y: 0.2644985318183899\n",
            "Epoch [1086/2000], Loss_G: 1.5931748151779175, Loss_D_X: 0.154722660779953, Loss_D_Y: 0.24011647701263428\n",
            "Epoch [1086/2000], Loss_G: 1.7802850008010864, Loss_D_X: 0.25253865122795105, Loss_D_Y: 0.23659655451774597\n",
            "Epoch [1086/2000], Loss_G: 2.0013418197631836, Loss_D_X: 0.1918725073337555, Loss_D_Y: 0.25263434648513794\n",
            "Epoch [1087/2000], Loss_G: 2.064412832260132, Loss_D_X: 0.1767536699771881, Loss_D_Y: 0.2450522482395172\n",
            "Epoch [1087/2000], Loss_G: 1.6102182865142822, Loss_D_X: 0.31028562784194946, Loss_D_Y: 0.24073056876659393\n",
            "Epoch [1087/2000], Loss_G: 2.023721694946289, Loss_D_X: 0.36025774478912354, Loss_D_Y: 0.29286277294158936\n",
            "Epoch [1087/2000], Loss_G: 1.9880728721618652, Loss_D_X: 0.28984105587005615, Loss_D_Y: 0.29594674706459045\n",
            "Epoch [1087/2000], Loss_G: 1.8998541831970215, Loss_D_X: 0.22097106277942657, Loss_D_Y: 0.24376846849918365\n",
            "Epoch [1087/2000], Loss_G: 1.837774634361267, Loss_D_X: 0.27192753553390503, Loss_D_Y: 0.24949678778648376\n",
            "Epoch [1087/2000], Loss_G: 1.7192140817642212, Loss_D_X: 0.3387773633003235, Loss_D_Y: 0.2558458745479584\n",
            "Epoch [1087/2000], Loss_G: 1.7475237846374512, Loss_D_X: 0.14326730370521545, Loss_D_Y: 0.2135537564754486\n",
            "Epoch [1087/2000], Loss_G: 1.4279733896255493, Loss_D_X: 0.21146772801876068, Loss_D_Y: 0.25786924362182617\n",
            "Epoch [1088/2000], Loss_G: 1.9797344207763672, Loss_D_X: 0.18817302584648132, Loss_D_Y: 0.27611657977104187\n",
            "Epoch [1088/2000], Loss_G: 1.5087273120880127, Loss_D_X: 0.20411816239356995, Loss_D_Y: 0.2734532654285431\n",
            "Epoch [1088/2000], Loss_G: 1.4608546495437622, Loss_D_X: 0.13838016986846924, Loss_D_Y: 0.22686749696731567\n",
            "Epoch [1088/2000], Loss_G: 2.043099880218506, Loss_D_X: 0.17107327282428741, Loss_D_Y: 0.24386170506477356\n",
            "Epoch [1088/2000], Loss_G: 1.9234094619750977, Loss_D_X: 0.184385284781456, Loss_D_Y: 0.2599141001701355\n",
            "Epoch [1088/2000], Loss_G: 1.6306653022766113, Loss_D_X: 0.18774092197418213, Loss_D_Y: 0.24463069438934326\n",
            "Epoch [1088/2000], Loss_G: 1.3875727653503418, Loss_D_X: 0.16157114505767822, Loss_D_Y: 0.25338929891586304\n",
            "Epoch [1088/2000], Loss_G: 1.7505650520324707, Loss_D_X: 0.2632918953895569, Loss_D_Y: 0.24433672428131104\n",
            "Epoch [1088/2000], Loss_G: 1.8110620975494385, Loss_D_X: 0.2142665684223175, Loss_D_Y: 0.24525712430477142\n",
            "Epoch [1089/2000], Loss_G: 1.8686347007751465, Loss_D_X: 0.1608058512210846, Loss_D_Y: 0.26367971301078796\n",
            "Epoch [1089/2000], Loss_G: 1.341076374053955, Loss_D_X: 0.18347802758216858, Loss_D_Y: 0.23289397358894348\n",
            "Epoch [1089/2000], Loss_G: 2.127990484237671, Loss_D_X: 0.25513747334480286, Loss_D_Y: 0.23628856241703033\n",
            "Epoch [1089/2000], Loss_G: 1.6449553966522217, Loss_D_X: 0.2788539528846741, Loss_D_Y: 0.28167524933815\n",
            "Epoch [1089/2000], Loss_G: 1.6296381950378418, Loss_D_X: 0.17475377023220062, Loss_D_Y: 0.24134495854377747\n",
            "Epoch [1089/2000], Loss_G: 1.7002551555633545, Loss_D_X: 0.16567182540893555, Loss_D_Y: 0.2338184416294098\n",
            "Epoch [1089/2000], Loss_G: 1.6529154777526855, Loss_D_X: 0.188454270362854, Loss_D_Y: 0.24792295694351196\n",
            "Epoch [1089/2000], Loss_G: 1.3551439046859741, Loss_D_X: 0.17863115668296814, Loss_D_Y: 0.25662264227867126\n",
            "Epoch [1089/2000], Loss_G: 2.0561444759368896, Loss_D_X: 0.14451512694358826, Loss_D_Y: 0.23518648743629456\n",
            "Epoch [1090/2000], Loss_G: 1.6800652742385864, Loss_D_X: 0.189085453748703, Loss_D_Y: 0.2375558763742447\n",
            "Epoch [1090/2000], Loss_G: 1.6656384468078613, Loss_D_X: 0.1611935794353485, Loss_D_Y: 0.23133675754070282\n",
            "Epoch [1090/2000], Loss_G: 1.7787213325500488, Loss_D_X: 0.16246461868286133, Loss_D_Y: 0.20933349430561066\n",
            "Epoch [1090/2000], Loss_G: 1.8852146863937378, Loss_D_X: 0.21646539866924286, Loss_D_Y: 0.23049211502075195\n",
            "Epoch [1090/2000], Loss_G: 2.0888779163360596, Loss_D_X: 0.13086974620819092, Loss_D_Y: 0.23484911024570465\n",
            "Epoch [1090/2000], Loss_G: 1.6889374256134033, Loss_D_X: 0.1740318387746811, Loss_D_Y: 0.22661131620407104\n",
            "Epoch [1090/2000], Loss_G: 1.568336844444275, Loss_D_X: 0.19823268055915833, Loss_D_Y: 0.24812372028827667\n",
            "Epoch [1090/2000], Loss_G: 1.8034147024154663, Loss_D_X: 0.19379937648773193, Loss_D_Y: 0.25100642442703247\n",
            "Epoch [1090/2000], Loss_G: 1.438186764717102, Loss_D_X: 0.1942223310470581, Loss_D_Y: 0.25235414505004883\n",
            "Epoch [1091/2000], Loss_G: 1.7587063312530518, Loss_D_X: 0.16756954789161682, Loss_D_Y: 0.22908464074134827\n",
            "Epoch [1091/2000], Loss_G: 1.7310054302215576, Loss_D_X: 0.125481516122818, Loss_D_Y: 0.23669365048408508\n",
            "Epoch [1091/2000], Loss_G: 1.9335110187530518, Loss_D_X: 0.23382340371608734, Loss_D_Y: 0.23730000853538513\n",
            "Epoch [1091/2000], Loss_G: 1.451629400253296, Loss_D_X: 0.12494698166847229, Loss_D_Y: 0.20345230400562286\n",
            "Epoch [1091/2000], Loss_G: 1.5830579996109009, Loss_D_X: 0.18994930386543274, Loss_D_Y: 0.2527909576892853\n",
            "Epoch [1091/2000], Loss_G: 1.8132126331329346, Loss_D_X: 0.28205981850624084, Loss_D_Y: 0.2375820279121399\n",
            "Epoch [1091/2000], Loss_G: 1.897932529449463, Loss_D_X: 0.22939267754554749, Loss_D_Y: 0.23083099722862244\n",
            "Epoch [1091/2000], Loss_G: 1.9769678115844727, Loss_D_X: 0.16631628572940826, Loss_D_Y: 0.24553528428077698\n",
            "Epoch [1091/2000], Loss_G: 1.24657142162323, Loss_D_X: 0.23561321198940277, Loss_D_Y: 0.2357676923274994\n",
            "Epoch [1092/2000], Loss_G: 2.210726737976074, Loss_D_X: 0.15792429447174072, Loss_D_Y: 0.2553211450576782\n",
            "Epoch [1092/2000], Loss_G: 1.6480162143707275, Loss_D_X: 0.1301366686820984, Loss_D_Y: 0.2428811490535736\n",
            "Epoch [1092/2000], Loss_G: 1.6539415121078491, Loss_D_X: 0.1787577122449875, Loss_D_Y: 0.2255518138408661\n",
            "Epoch [1092/2000], Loss_G: 1.6309363842010498, Loss_D_X: 0.28206634521484375, Loss_D_Y: 0.2526800036430359\n",
            "Epoch [1092/2000], Loss_G: 1.8816771507263184, Loss_D_X: 0.15975643694400787, Loss_D_Y: 0.2126578837633133\n",
            "Epoch [1092/2000], Loss_G: 1.5171844959259033, Loss_D_X: 0.16174694895744324, Loss_D_Y: 0.2562171518802643\n",
            "Epoch [1092/2000], Loss_G: 1.618138074874878, Loss_D_X: 0.20390775799751282, Loss_D_Y: 0.2266601175069809\n",
            "Epoch [1092/2000], Loss_G: 1.8311760425567627, Loss_D_X: 0.14575763046741486, Loss_D_Y: 0.2498767375946045\n",
            "Epoch [1092/2000], Loss_G: 1.6421678066253662, Loss_D_X: 0.20343220233917236, Loss_D_Y: 0.2421703338623047\n",
            "Epoch [1093/2000], Loss_G: 1.4802767038345337, Loss_D_X: 0.1770423948764801, Loss_D_Y: 0.24866491556167603\n",
            "Epoch [1093/2000], Loss_G: 2.1403818130493164, Loss_D_X: 0.12724420428276062, Loss_D_Y: 0.22986289858818054\n",
            "Epoch [1093/2000], Loss_G: 2.097904920578003, Loss_D_X: 0.4713391661643982, Loss_D_Y: 0.23405450582504272\n",
            "Epoch [1093/2000], Loss_G: 1.943812370300293, Loss_D_X: 0.39184385538101196, Loss_D_Y: 0.23987995088100433\n",
            "Epoch [1093/2000], Loss_G: 1.533786416053772, Loss_D_X: 0.2133859246969223, Loss_D_Y: 0.2242463231086731\n",
            "Epoch [1093/2000], Loss_G: 1.665581226348877, Loss_D_X: 0.3141983151435852, Loss_D_Y: 0.26739877462387085\n",
            "Epoch [1093/2000], Loss_G: 1.695233702659607, Loss_D_X: 0.4167669713497162, Loss_D_Y: 0.2664267122745514\n",
            "Epoch [1093/2000], Loss_G: 1.5801546573638916, Loss_D_X: 0.143608957529068, Loss_D_Y: 0.2095615416765213\n",
            "Epoch [1093/2000], Loss_G: 2.545569658279419, Loss_D_X: 0.44906383752822876, Loss_D_Y: 0.24959242343902588\n",
            "Epoch [1094/2000], Loss_G: 1.576406478881836, Loss_D_X: 0.4183822274208069, Loss_D_Y: 0.24553921818733215\n",
            "Epoch [1094/2000], Loss_G: 1.7217977046966553, Loss_D_X: 0.2767239511013031, Loss_D_Y: 0.24301117658615112\n",
            "Epoch [1094/2000], Loss_G: 2.1146953105926514, Loss_D_X: 0.20538032054901123, Loss_D_Y: 0.22859874367713928\n",
            "Epoch [1094/2000], Loss_G: 1.855048656463623, Loss_D_X: 0.29518723487854004, Loss_D_Y: 0.2362256944179535\n",
            "Epoch [1094/2000], Loss_G: 2.085871458053589, Loss_D_X: 0.39249977469444275, Loss_D_Y: 0.253120094537735\n",
            "Epoch [1094/2000], Loss_G: 1.7739896774291992, Loss_D_X: 0.3159804940223694, Loss_D_Y: 0.25606852769851685\n",
            "Epoch [1094/2000], Loss_G: 1.4419854879379272, Loss_D_X: 0.210642471909523, Loss_D_Y: 0.2520862817764282\n",
            "Epoch [1094/2000], Loss_G: 1.71506929397583, Loss_D_X: 0.2697069048881531, Loss_D_Y: 0.2299821823835373\n",
            "Epoch [1094/2000], Loss_G: 1.4995027780532837, Loss_D_X: 0.15966755151748657, Loss_D_Y: 0.20459043979644775\n",
            "Epoch [1095/2000], Loss_G: 1.6153955459594727, Loss_D_X: 0.145581915974617, Loss_D_Y: 0.2036837935447693\n",
            "Epoch [1095/2000], Loss_G: 2.075981378555298, Loss_D_X: 0.19592449069023132, Loss_D_Y: 0.2408471405506134\n",
            "Epoch [1095/2000], Loss_G: 1.638458490371704, Loss_D_X: 0.2228637933731079, Loss_D_Y: 0.2359626293182373\n",
            "Epoch [1095/2000], Loss_G: 1.5885711908340454, Loss_D_X: 0.1732787787914276, Loss_D_Y: 0.2297350913286209\n",
            "Epoch [1095/2000], Loss_G: 1.8837382793426514, Loss_D_X: 0.13583490252494812, Loss_D_Y: 0.22938311100006104\n",
            "Epoch [1095/2000], Loss_G: 1.9007277488708496, Loss_D_X: 0.14410680532455444, Loss_D_Y: 0.23186543583869934\n",
            "Epoch [1095/2000], Loss_G: 1.6666860580444336, Loss_D_X: 0.17918238043785095, Loss_D_Y: 0.25016355514526367\n",
            "Epoch [1095/2000], Loss_G: 1.5877642631530762, Loss_D_X: 0.3651304841041565, Loss_D_Y: 0.307110995054245\n",
            "Epoch [1095/2000], Loss_G: 1.847736120223999, Loss_D_X: 0.3030184507369995, Loss_D_Y: 0.3195420205593109\n",
            "Epoch [1096/2000], Loss_G: 1.7817437648773193, Loss_D_X: 0.17052170634269714, Loss_D_Y: 0.26473164558410645\n",
            "Epoch [1096/2000], Loss_G: 1.4183474779129028, Loss_D_X: 0.21774041652679443, Loss_D_Y: 0.24487128853797913\n",
            "Epoch [1096/2000], Loss_G: 2.0288734436035156, Loss_D_X: 0.1646411418914795, Loss_D_Y: 0.238305002450943\n",
            "Epoch [1096/2000], Loss_G: 1.6659364700317383, Loss_D_X: 0.19369617104530334, Loss_D_Y: 0.24029532074928284\n",
            "Epoch [1096/2000], Loss_G: 1.4009391069412231, Loss_D_X: 0.2322973608970642, Loss_D_Y: 0.25601959228515625\n",
            "Epoch [1096/2000], Loss_G: 1.639787197113037, Loss_D_X: 0.09982737898826599, Loss_D_Y: 0.21342024207115173\n",
            "Epoch [1096/2000], Loss_G: 2.3341588973999023, Loss_D_X: 0.567589521408081, Loss_D_Y: 0.24870380759239197\n",
            "Epoch [1096/2000], Loss_G: 2.1317527294158936, Loss_D_X: 0.2998250722885132, Loss_D_Y: 0.2831650376319885\n",
            "Epoch [1096/2000], Loss_G: 1.615896463394165, Loss_D_X: 0.11514744162559509, Loss_D_Y: 0.23344898223876953\n",
            "Epoch [1097/2000], Loss_G: 1.4221864938735962, Loss_D_X: 0.2587001621723175, Loss_D_Y: 0.28361696004867554\n",
            "Epoch [1097/2000], Loss_G: 2.2277612686157227, Loss_D_X: 0.17676207423210144, Loss_D_Y: 0.3506666421890259\n",
            "Epoch [1097/2000], Loss_G: 1.799335241317749, Loss_D_X: 0.15297965705394745, Loss_D_Y: 0.30726897716522217\n",
            "Epoch [1097/2000], Loss_G: 1.8666408061981201, Loss_D_X: 0.12307187914848328, Loss_D_Y: 0.2485770732164383\n",
            "Epoch [1097/2000], Loss_G: 1.7916467189788818, Loss_D_X: 0.1572592407464981, Loss_D_Y: 0.2577556073665619\n",
            "Epoch [1097/2000], Loss_G: 1.8170030117034912, Loss_D_X: 0.1270548701286316, Loss_D_Y: 0.279424250125885\n",
            "Epoch [1097/2000], Loss_G: 1.8636394739151, Loss_D_X: 0.14457112550735474, Loss_D_Y: 0.2615807354450226\n",
            "Epoch [1097/2000], Loss_G: 1.9419000148773193, Loss_D_X: 0.1922162026166916, Loss_D_Y: 0.25953105092048645\n",
            "Epoch [1097/2000], Loss_G: 1.6098904609680176, Loss_D_X: 0.1635216623544693, Loss_D_Y: 0.26063233613967896\n",
            "Epoch [1098/2000], Loss_G: 2.2647957801818848, Loss_D_X: 0.06732440739870071, Loss_D_Y: 0.24339908361434937\n",
            "Epoch [1098/2000], Loss_G: 1.5844221115112305, Loss_D_X: 0.1643308699131012, Loss_D_Y: 0.291098415851593\n",
            "Epoch [1098/2000], Loss_G: 1.869839072227478, Loss_D_X: 0.11227349936962128, Loss_D_Y: 0.2792322039604187\n",
            "Epoch [1098/2000], Loss_G: 1.9774751663208008, Loss_D_X: 0.12183624505996704, Loss_D_Y: 0.23376503586769104\n",
            "Epoch [1098/2000], Loss_G: 2.064944267272949, Loss_D_X: 0.04972827434539795, Loss_D_Y: 0.20595161616802216\n",
            "Epoch [1098/2000], Loss_G: 1.6325616836547852, Loss_D_X: 0.15737849473953247, Loss_D_Y: 0.2524039149284363\n",
            "Epoch [1098/2000], Loss_G: 2.0259807109832764, Loss_D_X: 0.13318173587322235, Loss_D_Y: 0.25303539633750916\n",
            "Epoch [1098/2000], Loss_G: 1.729483962059021, Loss_D_X: 0.09002545475959778, Loss_D_Y: 0.2520408034324646\n",
            "Epoch [1098/2000], Loss_G: 1.6907775402069092, Loss_D_X: 0.13971218466758728, Loss_D_Y: 0.23898550868034363\n",
            "Epoch [1099/2000], Loss_G: 2.088191270828247, Loss_D_X: 0.21256664395332336, Loss_D_Y: 0.2433636486530304\n",
            "Epoch [1099/2000], Loss_G: 2.086902618408203, Loss_D_X: 0.14711427688598633, Loss_D_Y: 0.3027510643005371\n",
            "Epoch [1099/2000], Loss_G: 2.349721908569336, Loss_D_X: 0.08749480545520782, Loss_D_Y: 0.2783321440219879\n",
            "Epoch [1099/2000], Loss_G: 2.5864577293395996, Loss_D_X: 0.04994296282529831, Loss_D_Y: 0.22094130516052246\n",
            "Epoch [1099/2000], Loss_G: 2.2703776359558105, Loss_D_X: 0.10185156762599945, Loss_D_Y: 0.24654033780097961\n",
            "Epoch [1099/2000], Loss_G: 2.148890495300293, Loss_D_X: 0.069239541888237, Loss_D_Y: 0.23578853905200958\n",
            "Epoch [1099/2000], Loss_G: 3.1070516109466553, Loss_D_X: 0.06707893311977386, Loss_D_Y: 0.23054376244544983\n",
            "Epoch [1099/2000], Loss_G: 2.4383866786956787, Loss_D_X: 0.06704707443714142, Loss_D_Y: 0.24841657280921936\n",
            "Epoch [1099/2000], Loss_G: 2.841907501220703, Loss_D_X: 0.06845200806856155, Loss_D_Y: 0.22357234358787537\n",
            "Epoch [1100/2000], Loss_G: 3.6586034297943115, Loss_D_X: 0.10570807754993439, Loss_D_Y: 0.2300204038619995\n",
            "Epoch [1100/2000], Loss_G: 3.9778671264648438, Loss_D_X: 0.0685017853975296, Loss_D_Y: 0.17421625554561615\n",
            "Epoch [1100/2000], Loss_G: 3.510050058364868, Loss_D_X: 0.03604891523718834, Loss_D_Y: 0.20480599999427795\n",
            "Epoch [1100/2000], Loss_G: 3.2630538940429688, Loss_D_X: 0.039945706725120544, Loss_D_Y: 0.19666409492492676\n",
            "Epoch [1100/2000], Loss_G: 2.703015089035034, Loss_D_X: 0.052750296890735626, Loss_D_Y: 0.2014947086572647\n",
            "Epoch [1100/2000], Loss_G: 3.2624783515930176, Loss_D_X: 0.02210114896297455, Loss_D_Y: 0.1989949345588684\n",
            "Epoch [1100/2000], Loss_G: 2.6037333011627197, Loss_D_X: 0.029828596860170364, Loss_D_Y: 0.19416603446006775\n",
            "Epoch [1100/2000], Loss_G: 3.4494340419769287, Loss_D_X: 0.035878926515579224, Loss_D_Y: 0.20047053694725037\n",
            "Epoch [1100/2000], Loss_G: 2.7959957122802734, Loss_D_X: 0.031950704753398895, Loss_D_Y: 0.13532495498657227\n",
            "Epoch [1101/2000], Loss_G: 2.9949562549591064, Loss_D_X: 0.028864702209830284, Loss_D_Y: 0.1852179765701294\n",
            "Epoch [1101/2000], Loss_G: 3.0450234413146973, Loss_D_X: 0.03436089679598808, Loss_D_Y: 0.15168289840221405\n",
            "Epoch [1101/2000], Loss_G: 2.4803569316864014, Loss_D_X: 0.02234182134270668, Loss_D_Y: 0.20084314048290253\n",
            "Epoch [1101/2000], Loss_G: 3.1873779296875, Loss_D_X: 0.021183304488658905, Loss_D_Y: 0.1814727634191513\n",
            "Epoch [1101/2000], Loss_G: 2.7141377925872803, Loss_D_X: 0.039167050272226334, Loss_D_Y: 0.19682066142559052\n",
            "Epoch [1101/2000], Loss_G: 2.2126119136810303, Loss_D_X: 0.06897962093353271, Loss_D_Y: 0.22614601254463196\n",
            "Epoch [1101/2000], Loss_G: 2.7140254974365234, Loss_D_X: 0.057266201823949814, Loss_D_Y: 0.1795012354850769\n",
            "Epoch [1101/2000], Loss_G: 2.5484657287597656, Loss_D_X: 0.027830148115754128, Loss_D_Y: 0.21231678128242493\n",
            "Epoch [1101/2000], Loss_G: 2.1160888671875, Loss_D_X: 0.0585566908121109, Loss_D_Y: 0.22251933813095093\n",
            "Epoch [1102/2000], Loss_G: 3.4539992809295654, Loss_D_X: 0.0548064149916172, Loss_D_Y: 0.21846312284469604\n",
            "Epoch [1102/2000], Loss_G: 2.486039400100708, Loss_D_X: 0.03016640990972519, Loss_D_Y: 0.24760320782661438\n",
            "Epoch [1102/2000], Loss_G: 2.2600741386413574, Loss_D_X: 0.038881443440914154, Loss_D_Y: 0.22526270151138306\n",
            "Epoch [1102/2000], Loss_G: 2.8779211044311523, Loss_D_X: 0.028541995212435722, Loss_D_Y: 0.20643830299377441\n",
            "Epoch [1102/2000], Loss_G: 2.298083543777466, Loss_D_X: 0.05771564319729805, Loss_D_Y: 0.2099507749080658\n",
            "Epoch [1102/2000], Loss_G: 2.8199915885925293, Loss_D_X: 0.024633068591356277, Loss_D_Y: 0.21561074256896973\n",
            "Epoch [1102/2000], Loss_G: 2.281571388244629, Loss_D_X: 0.04005621373653412, Loss_D_Y: 0.2675626873970032\n",
            "Epoch [1102/2000], Loss_G: 2.44793438911438, Loss_D_X: 0.03108670748770237, Loss_D_Y: 0.23445740342140198\n",
            "Epoch [1102/2000], Loss_G: 2.3111915588378906, Loss_D_X: 0.03205501288175583, Loss_D_Y: 0.22645162045955658\n",
            "Epoch [1103/2000], Loss_G: 2.394918441772461, Loss_D_X: 0.04645788297057152, Loss_D_Y: 0.2168739140033722\n",
            "Epoch [1103/2000], Loss_G: 2.8696060180664062, Loss_D_X: 0.028671076521277428, Loss_D_Y: 0.21953332424163818\n",
            "Epoch [1103/2000], Loss_G: 2.2958617210388184, Loss_D_X: 0.03062836453318596, Loss_D_Y: 0.21328094601631165\n",
            "Epoch [1103/2000], Loss_G: 1.9946264028549194, Loss_D_X: 0.03348231688141823, Loss_D_Y: 0.2556776702404022\n",
            "Epoch [1103/2000], Loss_G: 3.0142111778259277, Loss_D_X: 0.03508736938238144, Loss_D_Y: 0.19881302118301392\n",
            "Epoch [1103/2000], Loss_G: 3.263442277908325, Loss_D_X: 0.03157584369182587, Loss_D_Y: 0.2619815766811371\n",
            "Epoch [1103/2000], Loss_G: 2.6183481216430664, Loss_D_X: 0.019319508224725723, Loss_D_Y: 0.17348775267601013\n",
            "Epoch [1103/2000], Loss_G: 2.2640414237976074, Loss_D_X: 0.03171883895993233, Loss_D_Y: 0.23911643028259277\n",
            "Epoch [1103/2000], Loss_G: 2.560528039932251, Loss_D_X: 0.03423038870096207, Loss_D_Y: 0.2630797028541565\n",
            "Epoch [1104/2000], Loss_G: 2.6983182430267334, Loss_D_X: 0.022213159129023552, Loss_D_Y: 0.2714952230453491\n",
            "Epoch [1104/2000], Loss_G: 2.4607596397399902, Loss_D_X: 0.021819299086928368, Loss_D_Y: 0.2653193473815918\n",
            "Epoch [1104/2000], Loss_G: 2.184192657470703, Loss_D_X: 0.051992449909448624, Loss_D_Y: 0.24513094127178192\n",
            "Epoch [1104/2000], Loss_G: 2.4649269580841064, Loss_D_X: 0.051646918058395386, Loss_D_Y: 0.2319933921098709\n",
            "Epoch [1104/2000], Loss_G: 1.868971586227417, Loss_D_X: 0.05387111380696297, Loss_D_Y: 0.23993906378746033\n",
            "Epoch [1104/2000], Loss_G: 2.367487668991089, Loss_D_X: 0.03472934663295746, Loss_D_Y: 0.23112955689430237\n",
            "Epoch [1104/2000], Loss_G: 2.4689180850982666, Loss_D_X: 0.038105688989162445, Loss_D_Y: 0.23284700512886047\n",
            "Epoch [1104/2000], Loss_G: 2.320216178894043, Loss_D_X: 0.026491306722164154, Loss_D_Y: 0.18572752177715302\n",
            "Epoch [1104/2000], Loss_G: 2.5548532009124756, Loss_D_X: 0.05171675980091095, Loss_D_Y: 0.23362997174263\n",
            "Epoch [1105/2000], Loss_G: 2.288564682006836, Loss_D_X: 0.029701143503189087, Loss_D_Y: 0.17860400676727295\n",
            "Epoch [1105/2000], Loss_G: 2.0770187377929688, Loss_D_X: 0.03558887541294098, Loss_D_Y: 0.23012106120586395\n",
            "Epoch [1105/2000], Loss_G: 2.5432863235473633, Loss_D_X: 0.03181459754705429, Loss_D_Y: 0.2371181845664978\n",
            "Epoch [1105/2000], Loss_G: 2.6873857975006104, Loss_D_X: 0.024385426193475723, Loss_D_Y: 0.22513626515865326\n",
            "Epoch [1105/2000], Loss_G: 2.0301895141601562, Loss_D_X: 0.06658385694026947, Loss_D_Y: 0.22664311528205872\n",
            "Epoch [1105/2000], Loss_G: 2.5508742332458496, Loss_D_X: 0.04976695403456688, Loss_D_Y: 0.2184065580368042\n",
            "Epoch [1105/2000], Loss_G: 1.895911693572998, Loss_D_X: 0.04573105648159981, Loss_D_Y: 0.22651642560958862\n",
            "Epoch [1105/2000], Loss_G: 2.4983468055725098, Loss_D_X: 0.028916936367750168, Loss_D_Y: 0.2234097123146057\n",
            "Epoch [1105/2000], Loss_G: 2.1613945960998535, Loss_D_X: 0.047601617872714996, Loss_D_Y: 0.2574734687805176\n",
            "Epoch [1106/2000], Loss_G: 2.0055367946624756, Loss_D_X: 0.06401563435792923, Loss_D_Y: 0.19924107193946838\n",
            "Epoch [1106/2000], Loss_G: 2.092669725418091, Loss_D_X: 0.06136615201830864, Loss_D_Y: 0.23033621907234192\n",
            "Epoch [1106/2000], Loss_G: 1.975521206855774, Loss_D_X: 0.034044019877910614, Loss_D_Y: 0.2356368452310562\n",
            "Epoch [1106/2000], Loss_G: 2.5092456340789795, Loss_D_X: 0.026767734438180923, Loss_D_Y: 0.24287928640842438\n",
            "Epoch [1106/2000], Loss_G: 1.9793261289596558, Loss_D_X: 0.04776104539632797, Loss_D_Y: 0.26369157433509827\n",
            "Epoch [1106/2000], Loss_G: 1.8560564517974854, Loss_D_X: 0.05627596750855446, Loss_D_Y: 0.24793171882629395\n",
            "Epoch [1106/2000], Loss_G: 2.3204562664031982, Loss_D_X: 0.02775140479207039, Loss_D_Y: 0.2577534317970276\n",
            "Epoch [1106/2000], Loss_G: 2.6726298332214355, Loss_D_X: 0.02567463368177414, Loss_D_Y: 0.225509375333786\n",
            "Epoch [1106/2000], Loss_G: 2.209345579147339, Loss_D_X: 0.028528312221169472, Loss_D_Y: 0.24326905608177185\n",
            "Epoch [1107/2000], Loss_G: 2.2880256175994873, Loss_D_X: 0.0352693647146225, Loss_D_Y: 0.18662528693675995\n",
            "Epoch [1107/2000], Loss_G: 2.184786081314087, Loss_D_X: 0.059935346245765686, Loss_D_Y: 0.24271491169929504\n",
            "Epoch [1107/2000], Loss_G: 2.110105514526367, Loss_D_X: 0.058815184980630875, Loss_D_Y: 0.22555887699127197\n",
            "Epoch [1107/2000], Loss_G: 2.107664108276367, Loss_D_X: 0.051113374531269073, Loss_D_Y: 0.22009488940238953\n",
            "Epoch [1107/2000], Loss_G: 2.6852235794067383, Loss_D_X: 0.02643514983355999, Loss_D_Y: 0.22645384073257446\n",
            "Epoch [1107/2000], Loss_G: 1.9868704080581665, Loss_D_X: 0.05745728313922882, Loss_D_Y: 0.2348090410232544\n",
            "Epoch [1107/2000], Loss_G: 1.961578607559204, Loss_D_X: 0.076993927359581, Loss_D_Y: 0.23560285568237305\n",
            "Epoch [1107/2000], Loss_G: 2.328331470489502, Loss_D_X: 0.054677754640579224, Loss_D_Y: 0.24185596406459808\n",
            "Epoch [1107/2000], Loss_G: 1.9344996213912964, Loss_D_X: 0.05127406120300293, Loss_D_Y: 0.25063830614089966\n",
            "Epoch [1108/2000], Loss_G: 1.980252742767334, Loss_D_X: 0.04099329560995102, Loss_D_Y: 0.24283453822135925\n",
            "Epoch [1108/2000], Loss_G: 2.4764137268066406, Loss_D_X: 0.04243485629558563, Loss_D_Y: 0.22608672082424164\n",
            "Epoch [1108/2000], Loss_G: 2.2214226722717285, Loss_D_X: 0.035877346992492676, Loss_D_Y: 0.23853212594985962\n",
            "Epoch [1108/2000], Loss_G: 2.616875648498535, Loss_D_X: 0.03098412975668907, Loss_D_Y: 0.1880883276462555\n",
            "Epoch [1108/2000], Loss_G: 2.2974095344543457, Loss_D_X: 0.05104827508330345, Loss_D_Y: 0.23505684733390808\n",
            "Epoch [1108/2000], Loss_G: 1.875327706336975, Loss_D_X: 0.0448911115527153, Loss_D_Y: 0.2688382863998413\n",
            "Epoch [1108/2000], Loss_G: 2.2616167068481445, Loss_D_X: 0.02619919553399086, Loss_D_Y: 0.2632192075252533\n",
            "Epoch [1108/2000], Loss_G: 2.286609411239624, Loss_D_X: 0.0649835467338562, Loss_D_Y: 0.2542874813079834\n",
            "Epoch [1108/2000], Loss_G: 1.8941292762756348, Loss_D_X: 0.09856639057397842, Loss_D_Y: 0.23999115824699402\n",
            "Epoch [1109/2000], Loss_G: 1.943532943725586, Loss_D_X: 0.08347783982753754, Loss_D_Y: 0.24609863758087158\n",
            "Epoch [1109/2000], Loss_G: 2.5464675426483154, Loss_D_X: 0.05530315265059471, Loss_D_Y: 0.27188217639923096\n",
            "Epoch [1109/2000], Loss_G: 1.980610966682434, Loss_D_X: 0.038169015198946, Loss_D_Y: 0.2397543489933014\n",
            "Epoch [1109/2000], Loss_G: 1.8620821237564087, Loss_D_X: 0.04390404000878334, Loss_D_Y: 0.19145268201828003\n",
            "Epoch [1109/2000], Loss_G: 2.0685410499572754, Loss_D_X: 0.053554438054561615, Loss_D_Y: 0.22607749700546265\n",
            "Epoch [1109/2000], Loss_G: 2.1445724964141846, Loss_D_X: 0.07866357266902924, Loss_D_Y: 0.23534104228019714\n",
            "Epoch [1109/2000], Loss_G: 2.6749444007873535, Loss_D_X: 0.04106280952692032, Loss_D_Y: 0.23316043615341187\n",
            "Epoch [1109/2000], Loss_G: 1.7711975574493408, Loss_D_X: 0.11605025082826614, Loss_D_Y: 0.25226840376853943\n",
            "Epoch [1109/2000], Loss_G: 2.143580913543701, Loss_D_X: 0.14744652807712555, Loss_D_Y: 0.3105967342853546\n",
            "Epoch [1110/2000], Loss_G: 2.4986348152160645, Loss_D_X: 0.05257266387343407, Loss_D_Y: 0.3877010941505432\n",
            "Epoch [1110/2000], Loss_G: 2.3031558990478516, Loss_D_X: 0.053423114120960236, Loss_D_Y: 0.2972533702850342\n",
            "Epoch [1110/2000], Loss_G: 1.8862669467926025, Loss_D_X: 0.04565070569515228, Loss_D_Y: 0.22533488273620605\n",
            "Epoch [1110/2000], Loss_G: 1.862851619720459, Loss_D_X: 0.07519124448299408, Loss_D_Y: 0.2815408706665039\n",
            "Epoch [1110/2000], Loss_G: 2.231335401535034, Loss_D_X: 0.05586946755647659, Loss_D_Y: 0.26043054461479187\n",
            "Epoch [1110/2000], Loss_G: 2.0933146476745605, Loss_D_X: 0.09310531616210938, Loss_D_Y: 0.2578933835029602\n",
            "Epoch [1110/2000], Loss_G: 1.607602834701538, Loss_D_X: 0.19746069610118866, Loss_D_Y: 0.2609333395957947\n",
            "Epoch [1110/2000], Loss_G: 2.813938617706299, Loss_D_X: 0.09305701404809952, Loss_D_Y: 0.23435136675834656\n",
            "Epoch [1110/2000], Loss_G: 2.10599422454834, Loss_D_X: 0.07522793114185333, Loss_D_Y: 0.23824535310268402\n",
            "Epoch [1111/2000], Loss_G: 2.106424331665039, Loss_D_X: 0.052303969860076904, Loss_D_Y: 0.2568359971046448\n",
            "Epoch [1111/2000], Loss_G: 2.1918981075286865, Loss_D_X: 0.059245526790618896, Loss_D_Y: 0.2477816343307495\n",
            "Epoch [1111/2000], Loss_G: 1.8861126899719238, Loss_D_X: 0.060810867697000504, Loss_D_Y: 0.2590653896331787\n",
            "Epoch [1111/2000], Loss_G: 2.2730331420898438, Loss_D_X: 0.04604460671544075, Loss_D_Y: 0.21509899199008942\n",
            "Epoch [1111/2000], Loss_G: 2.140439987182617, Loss_D_X: 0.025429069995880127, Loss_D_Y: 0.23661959171295166\n",
            "Epoch [1111/2000], Loss_G: 1.9247357845306396, Loss_D_X: 0.07255397737026215, Loss_D_Y: 0.2523100972175598\n",
            "Epoch [1111/2000], Loss_G: 2.3879480361938477, Loss_D_X: 0.08978785574436188, Loss_D_Y: 0.2637903690338135\n",
            "Epoch [1111/2000], Loss_G: 2.373472213745117, Loss_D_X: 0.15307840704917908, Loss_D_Y: 0.2684547007083893\n",
            "Epoch [1111/2000], Loss_G: 1.4876289367675781, Loss_D_X: 0.1084524467587471, Loss_D_Y: 0.24628034234046936\n",
            "Epoch [1112/2000], Loss_G: 2.1297996044158936, Loss_D_X: 0.12117311358451843, Loss_D_Y: 0.24297648668289185\n",
            "Epoch [1112/2000], Loss_G: 1.8338072299957275, Loss_D_X: 0.09876410663127899, Loss_D_Y: 0.23678097128868103\n",
            "Epoch [1112/2000], Loss_G: 2.133687973022461, Loss_D_X: 0.06530126184225082, Loss_D_Y: 0.2514781653881073\n",
            "Epoch [1112/2000], Loss_G: 2.398366928100586, Loss_D_X: 0.052913155406713486, Loss_D_Y: 0.2551156282424927\n",
            "Epoch [1112/2000], Loss_G: 1.9074745178222656, Loss_D_X: 0.06098254770040512, Loss_D_Y: 0.2378586083650589\n",
            "Epoch [1112/2000], Loss_G: 2.4276394844055176, Loss_D_X: 0.07206538319587708, Loss_D_Y: 0.2610471546649933\n",
            "Epoch [1112/2000], Loss_G: 1.7262074947357178, Loss_D_X: 0.09648602455854416, Loss_D_Y: 0.27513694763183594\n",
            "Epoch [1112/2000], Loss_G: 2.003028392791748, Loss_D_X: 0.039476774632930756, Loss_D_Y: 0.2357265055179596\n",
            "Epoch [1112/2000], Loss_G: 2.100414514541626, Loss_D_X: 0.10364121943712234, Loss_D_Y: 0.2573554515838623\n",
            "Epoch [1113/2000], Loss_G: 1.877873182296753, Loss_D_X: 0.0678587555885315, Loss_D_Y: 0.2349095344543457\n",
            "Epoch [1113/2000], Loss_G: 2.0566298961639404, Loss_D_X: 0.039866916835308075, Loss_D_Y: 0.19892990589141846\n",
            "Epoch [1113/2000], Loss_G: 2.073544502258301, Loss_D_X: 0.09649908542633057, Loss_D_Y: 0.293251097202301\n",
            "Epoch [1113/2000], Loss_G: 2.2703194618225098, Loss_D_X: 0.07065414637327194, Loss_D_Y: 0.31435829401016235\n",
            "Epoch [1113/2000], Loss_G: 1.777004361152649, Loss_D_X: 0.05696885660290718, Loss_D_Y: 0.253187358379364\n",
            "Epoch [1113/2000], Loss_G: 2.1131410598754883, Loss_D_X: 0.039547279477119446, Loss_D_Y: 0.2348926067352295\n",
            "Epoch [1113/2000], Loss_G: 2.3246524333953857, Loss_D_X: 0.06211966276168823, Loss_D_Y: 0.23222705721855164\n",
            "Epoch [1113/2000], Loss_G: 2.1246676445007324, Loss_D_X: 0.07065586000680923, Loss_D_Y: 0.25092175602912903\n",
            "Epoch [1113/2000], Loss_G: 1.7216427326202393, Loss_D_X: 0.05737418681383133, Loss_D_Y: 0.2718401849269867\n",
            "Epoch [1114/2000], Loss_G: 1.9206053018569946, Loss_D_X: 0.05859461426734924, Loss_D_Y: 0.24208344519138336\n",
            "Epoch [1114/2000], Loss_G: 1.7875853776931763, Loss_D_X: 0.0606117770075798, Loss_D_Y: 0.2345777451992035\n",
            "Epoch [1114/2000], Loss_G: 2.296208620071411, Loss_D_X: 0.061826661229133606, Loss_D_Y: 0.29175859689712524\n",
            "Epoch [1114/2000], Loss_G: 2.1180455684661865, Loss_D_X: 0.07680876553058624, Loss_D_Y: 0.35736238956451416\n",
            "Epoch [1114/2000], Loss_G: 1.7828079462051392, Loss_D_X: 0.061307039111852646, Loss_D_Y: 0.2506137192249298\n",
            "Epoch [1114/2000], Loss_G: 2.1203343868255615, Loss_D_X: 0.15740829706192017, Loss_D_Y: 0.2575170695781708\n",
            "Epoch [1114/2000], Loss_G: 2.3165462017059326, Loss_D_X: 0.05769692361354828, Loss_D_Y: 0.27109599113464355\n",
            "Epoch [1114/2000], Loss_G: 2.0234110355377197, Loss_D_X: 0.05048583447933197, Loss_D_Y: 0.24571958184242249\n",
            "Epoch [1114/2000], Loss_G: 1.941587209701538, Loss_D_X: 0.07060488313436508, Loss_D_Y: 0.26731550693511963\n",
            "Epoch [1115/2000], Loss_G: 2.3587327003479004, Loss_D_X: 0.0454060435295105, Loss_D_Y: 0.25982898473739624\n",
            "Epoch [1115/2000], Loss_G: 2.243546724319458, Loss_D_X: 0.03472504764795303, Loss_D_Y: 0.3454969823360443\n",
            "Epoch [1115/2000], Loss_G: 2.165121555328369, Loss_D_X: 0.09137500822544098, Loss_D_Y: 0.3354802131652832\n",
            "Epoch [1115/2000], Loss_G: 1.7953113317489624, Loss_D_X: 0.06702468544244766, Loss_D_Y: 0.26009514927864075\n",
            "Epoch [1115/2000], Loss_G: 2.2776050567626953, Loss_D_X: 0.09719663113355637, Loss_D_Y: 0.24713265895843506\n",
            "Epoch [1115/2000], Loss_G: 2.455575704574585, Loss_D_X: 0.09679655730724335, Loss_D_Y: 0.2585507929325104\n",
            "Epoch [1115/2000], Loss_G: 1.8178210258483887, Loss_D_X: 0.07719999551773071, Loss_D_Y: 0.2351875901222229\n",
            "Epoch [1115/2000], Loss_G: 1.8784195184707642, Loss_D_X: 0.07873541861772537, Loss_D_Y: 0.24801364541053772\n",
            "Epoch [1115/2000], Loss_G: 2.1386568546295166, Loss_D_X: 0.059966884553432465, Loss_D_Y: 0.25138598680496216\n",
            "Epoch [1116/2000], Loss_G: 1.78011155128479, Loss_D_X: 0.05403182655572891, Loss_D_Y: 0.25520238280296326\n",
            "Epoch [1116/2000], Loss_G: 2.2537992000579834, Loss_D_X: 0.06429409980773926, Loss_D_Y: 0.22531503438949585\n",
            "Epoch [1116/2000], Loss_G: 2.444019079208374, Loss_D_X: 0.06253540515899658, Loss_D_Y: 0.23204763233661652\n",
            "Epoch [1116/2000], Loss_G: 2.006843090057373, Loss_D_X: 0.06729486584663391, Loss_D_Y: 0.1998688280582428\n",
            "Epoch [1116/2000], Loss_G: 1.8066980838775635, Loss_D_X: 0.07572878152132034, Loss_D_Y: 0.26640743017196655\n",
            "Epoch [1116/2000], Loss_G: 2.5634589195251465, Loss_D_X: 0.10635614395141602, Loss_D_Y: 0.23882156610488892\n",
            "Epoch [1116/2000], Loss_G: 1.8185298442840576, Loss_D_X: 0.13350586593151093, Loss_D_Y: 0.2540684938430786\n",
            "Epoch [1116/2000], Loss_G: 2.159053325653076, Loss_D_X: 0.09416528791189194, Loss_D_Y: 0.26815786957740784\n",
            "Epoch [1116/2000], Loss_G: 2.4823029041290283, Loss_D_X: 0.08819544315338135, Loss_D_Y: 0.27702033519744873\n",
            "Epoch [1117/2000], Loss_G: 1.5913041830062866, Loss_D_X: 0.09240757673978806, Loss_D_Y: 0.22863095998764038\n",
            "Epoch [1117/2000], Loss_G: 1.8094091415405273, Loss_D_X: 0.07793007045984268, Loss_D_Y: 0.25030753016471863\n",
            "Epoch [1117/2000], Loss_G: 2.168828010559082, Loss_D_X: 0.08036133646965027, Loss_D_Y: 0.18630477786064148\n",
            "Epoch [1117/2000], Loss_G: 1.9700831174850464, Loss_D_X: 0.0898311585187912, Loss_D_Y: 0.3328676223754883\n",
            "Epoch [1117/2000], Loss_G: 2.5514564514160156, Loss_D_X: 0.08414915204048157, Loss_D_Y: 0.6152309775352478\n",
            "Epoch [1117/2000], Loss_G: 2.573218822479248, Loss_D_X: 0.047159530222415924, Loss_D_Y: 0.34918421506881714\n",
            "Epoch [1117/2000], Loss_G: 1.8998498916625977, Loss_D_X: 0.07506430149078369, Loss_D_Y: 0.26632022857666016\n",
            "Epoch [1117/2000], Loss_G: 1.9927257299423218, Loss_D_X: 0.08271892368793488, Loss_D_Y: 0.35388755798339844\n",
            "Epoch [1117/2000], Loss_G: 2.264920473098755, Loss_D_X: 0.05429808050394058, Loss_D_Y: 0.30365607142448425\n",
            "Epoch [1118/2000], Loss_G: 1.883486270904541, Loss_D_X: 0.12433019280433655, Loss_D_Y: 0.2685401141643524\n",
            "Epoch [1118/2000], Loss_G: 2.0442352294921875, Loss_D_X: 0.08842164278030396, Loss_D_Y: 0.4212697148323059\n",
            "Epoch [1118/2000], Loss_G: 3.18179988861084, Loss_D_X: 0.04570293053984642, Loss_D_Y: 0.602354884147644\n",
            "Epoch [1118/2000], Loss_G: 1.8689002990722656, Loss_D_X: 0.12646044790744781, Loss_D_Y: 0.3203382194042206\n",
            "Epoch [1118/2000], Loss_G: 1.7540018558502197, Loss_D_X: 0.09097002446651459, Loss_D_Y: 0.2569989562034607\n",
            "Epoch [1118/2000], Loss_G: 1.9222958087921143, Loss_D_X: 0.05660136416554451, Loss_D_Y: 0.2702130079269409\n",
            "Epoch [1118/2000], Loss_G: 2.4040167331695557, Loss_D_X: 0.1064906120300293, Loss_D_Y: 0.21527186036109924\n",
            "Epoch [1118/2000], Loss_G: 2.380733013153076, Loss_D_X: 0.08383359014987946, Loss_D_Y: 0.2798282504081726\n",
            "Epoch [1118/2000], Loss_G: 2.1619231700897217, Loss_D_X: 0.0825890600681305, Loss_D_Y: 0.3048992156982422\n",
            "Epoch [1119/2000], Loss_G: 1.9613595008850098, Loss_D_X: 0.036347970366477966, Loss_D_Y: 0.26534926891326904\n",
            "Epoch [1119/2000], Loss_G: 1.5905275344848633, Loss_D_X: 0.07960239052772522, Loss_D_Y: 0.24132142961025238\n",
            "Epoch [1119/2000], Loss_G: 2.450556755065918, Loss_D_X: 0.06885561347007751, Loss_D_Y: 0.27360212802886963\n",
            "Epoch [1119/2000], Loss_G: 2.1405372619628906, Loss_D_X: 0.11903523653745651, Loss_D_Y: 0.2907169461250305\n",
            "Epoch [1119/2000], Loss_G: 2.2481307983398438, Loss_D_X: 0.07222454994916916, Loss_D_Y: 0.3669360876083374\n",
            "Epoch [1119/2000], Loss_G: 2.317056179046631, Loss_D_X: 0.06160607188940048, Loss_D_Y: 0.42584413290023804\n",
            "Epoch [1119/2000], Loss_G: 2.6217494010925293, Loss_D_X: 0.14040085673332214, Loss_D_Y: 0.3297628164291382\n",
            "Epoch [1119/2000], Loss_G: 1.8754785060882568, Loss_D_X: 0.05912056192755699, Loss_D_Y: 0.3753688633441925\n",
            "Epoch [1119/2000], Loss_G: 2.078035593032837, Loss_D_X: 0.07742945104837418, Loss_D_Y: 0.4486035406589508\n",
            "Epoch [1120/2000], Loss_G: 1.8517248630523682, Loss_D_X: 0.08786498010158539, Loss_D_Y: 0.43616247177124023\n",
            "Epoch [1120/2000], Loss_G: 2.0540289878845215, Loss_D_X: 0.09117767214775085, Loss_D_Y: 0.28521886467933655\n",
            "Epoch [1120/2000], Loss_G: 1.9544715881347656, Loss_D_X: 0.1252705156803131, Loss_D_Y: 0.28923821449279785\n",
            "Epoch [1120/2000], Loss_G: 2.917483329772949, Loss_D_X: 0.09061790257692337, Loss_D_Y: 0.37703806161880493\n",
            "Epoch [1120/2000], Loss_G: 1.8747345209121704, Loss_D_X: 0.1437130719423294, Loss_D_Y: 0.4023357033729553\n",
            "Epoch [1120/2000], Loss_G: 1.741416335105896, Loss_D_X: 0.054132118821144104, Loss_D_Y: 0.21800000965595245\n",
            "Epoch [1120/2000], Loss_G: 2.238516092300415, Loss_D_X: 0.15246877074241638, Loss_D_Y: 0.2395726442337036\n",
            "Epoch [1120/2000], Loss_G: 1.8780865669250488, Loss_D_X: 0.11994269490242004, Loss_D_Y: 0.2572776675224304\n",
            "Epoch [1120/2000], Loss_G: 1.6207787990570068, Loss_D_X: 0.0838821530342102, Loss_D_Y: 0.25362062454223633\n",
            "Epoch [1121/2000], Loss_G: 2.2245147228240967, Loss_D_X: 0.3139371871948242, Loss_D_Y: 0.29581218957901\n",
            "Epoch [1121/2000], Loss_G: 2.164428949356079, Loss_D_X: 0.1613486111164093, Loss_D_Y: 0.2890848219394684\n",
            "Epoch [1121/2000], Loss_G: 1.8091105222702026, Loss_D_X: 0.18105801939964294, Loss_D_Y: 0.25555354356765747\n",
            "Epoch [1121/2000], Loss_G: 1.9130587577819824, Loss_D_X: 0.0929153561592102, Loss_D_Y: 0.2286268174648285\n",
            "Epoch [1121/2000], Loss_G: 1.958459496498108, Loss_D_X: 0.16369274258613586, Loss_D_Y: 0.2770478129386902\n",
            "Epoch [1121/2000], Loss_G: 1.8608139753341675, Loss_D_X: 0.0710003599524498, Loss_D_Y: 0.2552264332771301\n",
            "Epoch [1121/2000], Loss_G: 2.4694132804870605, Loss_D_X: 0.07553756237030029, Loss_D_Y: 0.2725675702095032\n",
            "Epoch [1121/2000], Loss_G: 2.2709784507751465, Loss_D_X: 0.12982359528541565, Loss_D_Y: 0.2665759325027466\n",
            "Epoch [1121/2000], Loss_G: 1.5607218742370605, Loss_D_X: 0.2506544291973114, Loss_D_Y: 0.2775464951992035\n",
            "Epoch [1122/2000], Loss_G: 2.146923780441284, Loss_D_X: 0.2363806664943695, Loss_D_Y: 0.29508158564567566\n",
            "Epoch [1122/2000], Loss_G: 2.1077675819396973, Loss_D_X: 0.102290578186512, Loss_D_Y: 0.2866973876953125\n",
            "Epoch [1122/2000], Loss_G: 1.7128453254699707, Loss_D_X: 0.10422252118587494, Loss_D_Y: 0.2367640733718872\n",
            "Epoch [1122/2000], Loss_G: 1.7940317392349243, Loss_D_X: 0.06320153176784515, Loss_D_Y: 0.21138542890548706\n",
            "Epoch [1122/2000], Loss_G: 2.5554921627044678, Loss_D_X: 0.12959575653076172, Loss_D_Y: 0.23532088100910187\n",
            "Epoch [1122/2000], Loss_G: 1.8135968446731567, Loss_D_X: 0.09340420365333557, Loss_D_Y: 0.2516876459121704\n",
            "Epoch [1122/2000], Loss_G: 1.3738515377044678, Loss_D_X: 0.14160285890102386, Loss_D_Y: 0.2485238015651703\n",
            "Epoch [1122/2000], Loss_G: 2.537822723388672, Loss_D_X: 0.3849935531616211, Loss_D_Y: 0.2281825840473175\n",
            "Epoch [1122/2000], Loss_G: 1.3643543720245361, Loss_D_X: 0.20121027529239655, Loss_D_Y: 0.24992626905441284\n",
            "Epoch [1123/2000], Loss_G: 1.9601919651031494, Loss_D_X: 0.07088012993335724, Loss_D_Y: 0.223885178565979\n",
            "Epoch [1123/2000], Loss_G: 2.06807804107666, Loss_D_X: 0.0612839013338089, Loss_D_Y: 0.2051936239004135\n",
            "Epoch [1123/2000], Loss_G: 1.997363567352295, Loss_D_X: 0.24596959352493286, Loss_D_Y: 0.2370355725288391\n",
            "Epoch [1123/2000], Loss_G: 1.4500396251678467, Loss_D_X: 0.20620372891426086, Loss_D_Y: 0.235255628824234\n",
            "Epoch [1123/2000], Loss_G: 1.9250614643096924, Loss_D_X: 0.12097834050655365, Loss_D_Y: 0.26291006803512573\n",
            "Epoch [1123/2000], Loss_G: 1.6054699420928955, Loss_D_X: 0.1354491114616394, Loss_D_Y: 0.31998562812805176\n",
            "Epoch [1123/2000], Loss_G: 2.3034212589263916, Loss_D_X: 0.17807668447494507, Loss_D_Y: 0.3013877272605896\n",
            "Epoch [1123/2000], Loss_G: 1.8515318632125854, Loss_D_X: 0.17312994599342346, Loss_D_Y: 0.24959900975227356\n",
            "Epoch [1123/2000], Loss_G: 1.7961854934692383, Loss_D_X: 0.3722337484359741, Loss_D_Y: 0.24778231978416443\n",
            "Epoch [1124/2000], Loss_G: 2.420258045196533, Loss_D_X: 0.30986297130584717, Loss_D_Y: 0.24920618534088135\n",
            "Epoch [1124/2000], Loss_G: 2.6057796478271484, Loss_D_X: 0.18379321694374084, Loss_D_Y: 0.24417543411254883\n",
            "Epoch [1124/2000], Loss_G: 1.3679008483886719, Loss_D_X: 0.26741254329681396, Loss_D_Y: 0.24511213600635529\n",
            "Epoch [1124/2000], Loss_G: 1.974946141242981, Loss_D_X: 0.1479695439338684, Loss_D_Y: 0.228726327419281\n",
            "Epoch [1124/2000], Loss_G: 1.3857014179229736, Loss_D_X: 0.24928812682628632, Loss_D_Y: 0.20214995741844177\n",
            "Epoch [1124/2000], Loss_G: 2.3148539066314697, Loss_D_X: 0.29433873295783997, Loss_D_Y: 0.24362361431121826\n",
            "Epoch [1124/2000], Loss_G: 1.486994981765747, Loss_D_X: 0.2377277910709381, Loss_D_Y: 0.22323599457740784\n",
            "Epoch [1124/2000], Loss_G: 2.4120981693267822, Loss_D_X: 0.20161354541778564, Loss_D_Y: 0.24066460132598877\n",
            "Epoch [1124/2000], Loss_G: 1.7293856143951416, Loss_D_X: 0.28777727484703064, Loss_D_Y: 0.2488853633403778\n",
            "Epoch [1125/2000], Loss_G: 2.051699161529541, Loss_D_X: 0.24734698235988617, Loss_D_Y: 0.22613048553466797\n",
            "Epoch [1125/2000], Loss_G: 1.63737154006958, Loss_D_X: 0.24630513787269592, Loss_D_Y: 0.23744475841522217\n",
            "Epoch [1125/2000], Loss_G: 1.4495205879211426, Loss_D_X: 0.17126676440238953, Loss_D_Y: 0.25295859575271606\n",
            "Epoch [1125/2000], Loss_G: 2.2456552982330322, Loss_D_X: 0.09312823414802551, Loss_D_Y: 0.24137350916862488\n",
            "Epoch [1125/2000], Loss_G: 1.890986442565918, Loss_D_X: 0.14914372563362122, Loss_D_Y: 0.21995750069618225\n",
            "Epoch [1125/2000], Loss_G: 1.4621353149414062, Loss_D_X: 0.13387073576450348, Loss_D_Y: 0.2425796538591385\n",
            "Epoch [1125/2000], Loss_G: 1.804840326309204, Loss_D_X: 0.1838095486164093, Loss_D_Y: 0.2469208687543869\n",
            "Epoch [1125/2000], Loss_G: 2.066272258758545, Loss_D_X: 0.1332874745130539, Loss_D_Y: 0.2446657121181488\n",
            "Epoch [1125/2000], Loss_G: 2.0927493572235107, Loss_D_X: 0.09798398613929749, Loss_D_Y: 0.19696825742721558\n",
            "Epoch [1126/2000], Loss_G: 1.7496812343597412, Loss_D_X: 0.13499332964420319, Loss_D_Y: 0.2373427450656891\n",
            "Epoch [1126/2000], Loss_G: 1.768270492553711, Loss_D_X: 0.2126675695180893, Loss_D_Y: 0.24397146701812744\n",
            "Epoch [1126/2000], Loss_G: 2.1631200313568115, Loss_D_X: 0.12397446483373642, Loss_D_Y: 0.2469462901353836\n",
            "Epoch [1126/2000], Loss_G: 1.897475004196167, Loss_D_X: 0.1163792610168457, Loss_D_Y: 0.24242840707302094\n",
            "Epoch [1126/2000], Loss_G: 1.4921276569366455, Loss_D_X: 0.10871237516403198, Loss_D_Y: 0.24410949647426605\n",
            "Epoch [1126/2000], Loss_G: 1.39876389503479, Loss_D_X: 0.2033691704273224, Loss_D_Y: 0.23871314525604248\n",
            "Epoch [1126/2000], Loss_G: 2.3629074096679688, Loss_D_X: 0.22934260964393616, Loss_D_Y: 0.22296732664108276\n",
            "Epoch [1126/2000], Loss_G: 1.8733277320861816, Loss_D_X: 0.10861332714557648, Loss_D_Y: 0.18730475008487701\n",
            "Epoch [1126/2000], Loss_G: 1.994813323020935, Loss_D_X: 0.12898658215999603, Loss_D_Y: 0.23794132471084595\n",
            "Epoch [1127/2000], Loss_G: 1.8690073490142822, Loss_D_X: 0.09585820138454437, Loss_D_Y: 0.192320317029953\n",
            "Epoch [1127/2000], Loss_G: 2.8949005603790283, Loss_D_X: 0.37225836515426636, Loss_D_Y: 0.23095297813415527\n",
            "Epoch [1127/2000], Loss_G: 1.64576256275177, Loss_D_X: 0.33695101737976074, Loss_D_Y: 0.2541653513908386\n",
            "Epoch [1127/2000], Loss_G: 1.890437364578247, Loss_D_X: 0.11598032712936401, Loss_D_Y: 0.22480854392051697\n",
            "Epoch [1127/2000], Loss_G: 2.0773444175720215, Loss_D_X: 0.09685689210891724, Loss_D_Y: 0.23900571465492249\n",
            "Epoch [1127/2000], Loss_G: 1.8356730937957764, Loss_D_X: 0.07485444843769073, Loss_D_Y: 0.23048579692840576\n",
            "Epoch [1127/2000], Loss_G: 1.69359290599823, Loss_D_X: 0.17773666977882385, Loss_D_Y: 0.25094491243362427\n",
            "Epoch [1127/2000], Loss_G: 1.554082989692688, Loss_D_X: 0.19618766009807587, Loss_D_Y: 0.27784407138824463\n",
            "Epoch [1127/2000], Loss_G: 2.0724799633026123, Loss_D_X: 0.2304868996143341, Loss_D_Y: 0.25429922342300415\n",
            "Epoch [1128/2000], Loss_G: 1.64119553565979, Loss_D_X: 0.10709131509065628, Loss_D_Y: 0.1909046769142151\n",
            "Epoch [1128/2000], Loss_G: 2.4448139667510986, Loss_D_X: 0.1596282422542572, Loss_D_Y: 0.22378477454185486\n",
            "Epoch [1128/2000], Loss_G: 2.046821117401123, Loss_D_X: 0.22027823328971863, Loss_D_Y: 0.24886733293533325\n",
            "Epoch [1128/2000], Loss_G: 1.6197892427444458, Loss_D_X: 0.16045472025871277, Loss_D_Y: 0.23537160456180573\n",
            "Epoch [1128/2000], Loss_G: 2.005406141281128, Loss_D_X: 0.21361958980560303, Loss_D_Y: 0.2492230087518692\n",
            "Epoch [1128/2000], Loss_G: 2.0295355319976807, Loss_D_X: 0.1775960624217987, Loss_D_Y: 0.22028149664402008\n",
            "Epoch [1128/2000], Loss_G: 1.9622986316680908, Loss_D_X: 0.1637229174375534, Loss_D_Y: 0.23777273297309875\n",
            "Epoch [1128/2000], Loss_G: 1.3499622344970703, Loss_D_X: 0.16506938636302948, Loss_D_Y: 0.24937720596790314\n",
            "Epoch [1128/2000], Loss_G: 1.7381197214126587, Loss_D_X: 0.12630760669708252, Loss_D_Y: 0.2330850064754486\n",
            "Epoch [1129/2000], Loss_G: 1.9735509157180786, Loss_D_X: 0.11660207808017731, Loss_D_Y: 0.23726758360862732\n",
            "Epoch [1129/2000], Loss_G: 1.892604112625122, Loss_D_X: 0.12113426625728607, Loss_D_Y: 0.23930341005325317\n",
            "Epoch [1129/2000], Loss_G: 1.5403797626495361, Loss_D_X: 0.1278270035982132, Loss_D_Y: 0.24110054969787598\n",
            "Epoch [1129/2000], Loss_G: 2.077665328979492, Loss_D_X: 0.15565907955169678, Loss_D_Y: 0.20858827233314514\n",
            "Epoch [1129/2000], Loss_G: 1.9555041790008545, Loss_D_X: 0.20067641139030457, Loss_D_Y: 0.25816166400909424\n",
            "Epoch [1129/2000], Loss_G: 2.2325034141540527, Loss_D_X: 0.22105182707309723, Loss_D_Y: 0.24623209238052368\n",
            "Epoch [1129/2000], Loss_G: 1.9595081806182861, Loss_D_X: 0.12135745584964752, Loss_D_Y: 0.23854105174541473\n",
            "Epoch [1129/2000], Loss_G: 1.9526468515396118, Loss_D_X: 0.08657963573932648, Loss_D_Y: 0.18635143339633942\n",
            "Epoch [1129/2000], Loss_G: 1.7380162477493286, Loss_D_X: 0.12799715995788574, Loss_D_Y: 0.24113410711288452\n",
            "Epoch [1130/2000], Loss_G: 1.514345645904541, Loss_D_X: 0.1604686975479126, Loss_D_Y: 0.23496508598327637\n",
            "Epoch [1130/2000], Loss_G: 2.0446012020111084, Loss_D_X: 0.17948073148727417, Loss_D_Y: 0.23391404747962952\n",
            "Epoch [1130/2000], Loss_G: 1.6728986501693726, Loss_D_X: 0.10514925420284271, Loss_D_Y: 0.24234844744205475\n",
            "Epoch [1130/2000], Loss_G: 1.9861923456192017, Loss_D_X: 0.09806619584560394, Loss_D_Y: 0.24195516109466553\n",
            "Epoch [1130/2000], Loss_G: 2.140194892883301, Loss_D_X: 0.04865507036447525, Loss_D_Y: 0.19509457051753998\n",
            "Epoch [1130/2000], Loss_G: 2.433901786804199, Loss_D_X: 0.1740175187587738, Loss_D_Y: 0.21627190709114075\n",
            "Epoch [1130/2000], Loss_G: 1.6831862926483154, Loss_D_X: 0.13852402567863464, Loss_D_Y: 0.22756651043891907\n",
            "Epoch [1130/2000], Loss_G: 1.7578184604644775, Loss_D_X: 0.20688539743423462, Loss_D_Y: 0.22188971936702728\n",
            "Epoch [1130/2000], Loss_G: 2.474741220474243, Loss_D_X: 0.31553351879119873, Loss_D_Y: 0.2262549102306366\n",
            "Epoch [1131/2000], Loss_G: 1.5651957988739014, Loss_D_X: 0.12378180027008057, Loss_D_Y: 0.24688197672367096\n",
            "Epoch [1131/2000], Loss_G: 2.0536601543426514, Loss_D_X: 0.13842274248600006, Loss_D_Y: 0.2581138610839844\n",
            "Epoch [1131/2000], Loss_G: 1.7605682611465454, Loss_D_X: 0.12014709413051605, Loss_D_Y: 0.23279550671577454\n",
            "Epoch [1131/2000], Loss_G: 1.6994881629943848, Loss_D_X: 0.11197982728481293, Loss_D_Y: 0.2458505481481552\n",
            "Epoch [1131/2000], Loss_G: 1.8967899084091187, Loss_D_X: 0.0956074595451355, Loss_D_Y: 0.18675625324249268\n",
            "Epoch [1131/2000], Loss_G: 2.4598381519317627, Loss_D_X: 0.1426037847995758, Loss_D_Y: 0.24981173872947693\n",
            "Epoch [1131/2000], Loss_G: 1.7019803524017334, Loss_D_X: 0.12177355587482452, Loss_D_Y: 0.2557651996612549\n",
            "Epoch [1131/2000], Loss_G: 2.4738614559173584, Loss_D_X: 0.15630176663398743, Loss_D_Y: 0.252455472946167\n",
            "Epoch [1131/2000], Loss_G: 1.8412209749221802, Loss_D_X: 0.09994888305664062, Loss_D_Y: 0.2656824588775635\n",
            "Epoch [1132/2000], Loss_G: 1.5999886989593506, Loss_D_X: 0.1015792265534401, Loss_D_Y: 0.25295835733413696\n",
            "Epoch [1132/2000], Loss_G: 2.0158369541168213, Loss_D_X: 0.06320011615753174, Loss_D_Y: 0.23029735684394836\n",
            "Epoch [1132/2000], Loss_G: 1.786977767944336, Loss_D_X: 0.0700889378786087, Loss_D_Y: 0.21783211827278137\n",
            "Epoch [1132/2000], Loss_G: 1.8005812168121338, Loss_D_X: 0.05851425975561142, Loss_D_Y: 0.1846987009048462\n",
            "Epoch [1132/2000], Loss_G: 1.9292583465576172, Loss_D_X: 0.08549824357032776, Loss_D_Y: 0.23569843173027039\n",
            "Epoch [1132/2000], Loss_G: 1.6070830821990967, Loss_D_X: 0.09228947758674622, Loss_D_Y: 0.23520030081272125\n",
            "Epoch [1132/2000], Loss_G: 2.452627658843994, Loss_D_X: 0.039841122925281525, Loss_D_Y: 0.2424072027206421\n",
            "Epoch [1132/2000], Loss_G: 2.111799478530884, Loss_D_X: 0.07391544431447983, Loss_D_Y: 0.27724960446357727\n",
            "Epoch [1132/2000], Loss_G: 2.1072404384613037, Loss_D_X: 0.10853834450244904, Loss_D_Y: 0.24015481770038605\n",
            "Epoch [1133/2000], Loss_G: 1.8733909130096436, Loss_D_X: 0.11720898747444153, Loss_D_Y: 0.233465313911438\n",
            "Epoch [1133/2000], Loss_G: 1.9357960224151611, Loss_D_X: 0.05561067909002304, Loss_D_Y: 0.24941472709178925\n",
            "Epoch [1133/2000], Loss_G: 1.7640976905822754, Loss_D_X: 0.06642782688140869, Loss_D_Y: 0.258685827255249\n",
            "Epoch [1133/2000], Loss_G: 2.427079916000366, Loss_D_X: 0.042881257832050323, Loss_D_Y: 0.2506406903266907\n",
            "Epoch [1133/2000], Loss_G: 2.0216779708862305, Loss_D_X: 0.052409011870622635, Loss_D_Y: 0.20406855642795563\n",
            "Epoch [1133/2000], Loss_G: 1.9114041328430176, Loss_D_X: 0.05755874514579773, Loss_D_Y: 0.22815050184726715\n",
            "Epoch [1133/2000], Loss_G: 1.5671472549438477, Loss_D_X: 0.06062456965446472, Loss_D_Y: 0.25868111848831177\n",
            "Epoch [1133/2000], Loss_G: 2.1664226055145264, Loss_D_X: 0.07215327769517899, Loss_D_Y: 0.24661067128181458\n",
            "Epoch [1133/2000], Loss_G: 1.963418960571289, Loss_D_X: 0.05856703221797943, Loss_D_Y: 0.24217286705970764\n",
            "Epoch [1134/2000], Loss_G: 1.8278899192810059, Loss_D_X: 0.04028236120939255, Loss_D_Y: 0.25102436542510986\n",
            "Epoch [1134/2000], Loss_G: 2.2608795166015625, Loss_D_X: 0.04859495162963867, Loss_D_Y: 0.24271932244300842\n",
            "Epoch [1134/2000], Loss_G: 2.340035915374756, Loss_D_X: 0.034785203635692596, Loss_D_Y: 0.24494531750679016\n",
            "Epoch [1134/2000], Loss_G: 2.200789451599121, Loss_D_X: 0.028741799294948578, Loss_D_Y: 0.19755899906158447\n",
            "Epoch [1134/2000], Loss_G: 1.9490485191345215, Loss_D_X: 0.04646631330251694, Loss_D_Y: 0.2403729110956192\n",
            "Epoch [1134/2000], Loss_G: 1.9547743797302246, Loss_D_X: 0.03607941418886185, Loss_D_Y: 0.2407948076725006\n",
            "Epoch [1134/2000], Loss_G: 1.7696044445037842, Loss_D_X: 0.05630005523562431, Loss_D_Y: 0.2217324823141098\n",
            "Epoch [1134/2000], Loss_G: 1.7718981504440308, Loss_D_X: 0.059080563485622406, Loss_D_Y: 0.2365685999393463\n",
            "Epoch [1134/2000], Loss_G: 2.1823465824127197, Loss_D_X: 0.06822329759597778, Loss_D_Y: 0.24324414134025574\n",
            "Epoch [1135/2000], Loss_G: 1.9515410661697388, Loss_D_X: 0.05409674346446991, Loss_D_Y: 0.23200467228889465\n",
            "Epoch [1135/2000], Loss_G: 1.4983948469161987, Loss_D_X: 0.11336816102266312, Loss_D_Y: 0.25002938508987427\n",
            "Epoch [1135/2000], Loss_G: 2.4081344604492188, Loss_D_X: 0.06728275120258331, Loss_D_Y: 0.25877130031585693\n",
            "Epoch [1135/2000], Loss_G: 2.287262201309204, Loss_D_X: 0.06882056593894958, Loss_D_Y: 0.25001394748687744\n",
            "Epoch [1135/2000], Loss_G: 2.0099070072174072, Loss_D_X: 0.06694204360246658, Loss_D_Y: 0.24583500623703003\n",
            "Epoch [1135/2000], Loss_G: 2.039391279220581, Loss_D_X: 0.06936280429363251, Loss_D_Y: 0.21645045280456543\n",
            "Epoch [1135/2000], Loss_G: 1.7531009912490845, Loss_D_X: 0.06270424276590347, Loss_D_Y: 0.24362730979919434\n",
            "Epoch [1135/2000], Loss_G: 1.8688730001449585, Loss_D_X: 0.07374908775091171, Loss_D_Y: 0.19037364423274994\n",
            "Epoch [1135/2000], Loss_G: 1.864919900894165, Loss_D_X: 0.0769307017326355, Loss_D_Y: 0.25375884771347046\n",
            "Epoch [1136/2000], Loss_G: 2.8006339073181152, Loss_D_X: 0.10253733396530151, Loss_D_Y: 0.26320886611938477\n",
            "Epoch [1136/2000], Loss_G: 1.7998296022415161, Loss_D_X: 0.06111246347427368, Loss_D_Y: 0.2861347198486328\n",
            "Epoch [1136/2000], Loss_G: 1.746117115020752, Loss_D_X: 0.07440575212240219, Loss_D_Y: 0.2634750008583069\n",
            "Epoch [1136/2000], Loss_G: 1.9486864805221558, Loss_D_X: 0.07789470255374908, Loss_D_Y: 0.2278989553451538\n",
            "Epoch [1136/2000], Loss_G: 1.771428108215332, Loss_D_X: 0.09285488724708557, Loss_D_Y: 0.24483910202980042\n",
            "Epoch [1136/2000], Loss_G: 2.231384038925171, Loss_D_X: 0.08975673466920853, Loss_D_Y: 0.19990110397338867\n",
            "Epoch [1136/2000], Loss_G: 2.1326117515563965, Loss_D_X: 0.07587838917970657, Loss_D_Y: 0.23279452323913574\n",
            "Epoch [1136/2000], Loss_G: 1.8821284770965576, Loss_D_X: 0.07444806396961212, Loss_D_Y: 0.23766356706619263\n",
            "Epoch [1136/2000], Loss_G: 2.1487693786621094, Loss_D_X: 0.0703369528055191, Loss_D_Y: 0.24288204312324524\n",
            "Epoch [1137/2000], Loss_G: 2.2730562686920166, Loss_D_X: 0.1260078102350235, Loss_D_Y: 0.2680898606777191\n",
            "Epoch [1137/2000], Loss_G: 1.7224764823913574, Loss_D_X: 0.17617875337600708, Loss_D_Y: 0.24974097311496735\n",
            "Epoch [1137/2000], Loss_G: 2.5410540103912354, Loss_D_X: 0.1562117636203766, Loss_D_Y: 0.24837227165699005\n",
            "Epoch [1137/2000], Loss_G: 2.699075222015381, Loss_D_X: 0.15988513827323914, Loss_D_Y: 0.2722986340522766\n",
            "Epoch [1137/2000], Loss_G: 2.048452854156494, Loss_D_X: 0.17223766446113586, Loss_D_Y: 0.28716158866882324\n",
            "Epoch [1137/2000], Loss_G: 2.1232340335845947, Loss_D_X: 0.081687331199646, Loss_D_Y: 0.23730018734931946\n",
            "Epoch [1137/2000], Loss_G: 1.7323262691497803, Loss_D_X: 0.08062492311000824, Loss_D_Y: 0.2507815361022949\n",
            "Epoch [1137/2000], Loss_G: 1.6306220293045044, Loss_D_X: 0.09456972777843475, Loss_D_Y: 0.2380256950855255\n",
            "Epoch [1137/2000], Loss_G: 2.1382617950439453, Loss_D_X: 0.05430806428194046, Loss_D_Y: 0.23682624101638794\n",
            "Epoch [1138/2000], Loss_G: 2.2030177116394043, Loss_D_X: 0.08474081754684448, Loss_D_Y: 0.2500688433647156\n",
            "Epoch [1138/2000], Loss_G: 2.1883959770202637, Loss_D_X: 0.13655869662761688, Loss_D_Y: 0.25440913438796997\n",
            "Epoch [1138/2000], Loss_G: 2.236562728881836, Loss_D_X: 0.2571495771408081, Loss_D_Y: 0.24156057834625244\n",
            "Epoch [1138/2000], Loss_G: 1.6011881828308105, Loss_D_X: 0.2428348809480667, Loss_D_Y: 0.2567726671695709\n",
            "Epoch [1138/2000], Loss_G: 2.8429207801818848, Loss_D_X: 0.3178771138191223, Loss_D_Y: 0.2320789098739624\n",
            "Epoch [1138/2000], Loss_G: 1.940580129623413, Loss_D_X: 0.11734972894191742, Loss_D_Y: 0.22730043530464172\n",
            "Epoch [1138/2000], Loss_G: 1.5603646039962769, Loss_D_X: 0.1140456348657608, Loss_D_Y: 0.260484904050827\n",
            "Epoch [1138/2000], Loss_G: 1.7388050556182861, Loss_D_X: 0.1234712302684784, Loss_D_Y: 0.24813362956047058\n",
            "Epoch [1138/2000], Loss_G: 1.677582025527954, Loss_D_X: 0.09477599710226059, Loss_D_Y: 0.20356830954551697\n",
            "Epoch [1139/2000], Loss_G: 1.80330228805542, Loss_D_X: 0.0927385464310646, Loss_D_Y: 0.30486631393432617\n",
            "Epoch [1139/2000], Loss_G: 2.0974347591400146, Loss_D_X: 0.16828639805316925, Loss_D_Y: 0.36523574590682983\n",
            "Epoch [1139/2000], Loss_G: 1.9315248727798462, Loss_D_X: 0.06984446197748184, Loss_D_Y: 0.24466156959533691\n",
            "Epoch [1139/2000], Loss_G: 1.537079930305481, Loss_D_X: 0.13230307400226593, Loss_D_Y: 0.30495312809944153\n",
            "Epoch [1139/2000], Loss_G: 2.041171073913574, Loss_D_X: 0.12443013489246368, Loss_D_Y: 0.5364608764648438\n",
            "Epoch [1139/2000], Loss_G: 2.127153158187866, Loss_D_X: 0.17637591063976288, Loss_D_Y: 0.4073328971862793\n",
            "Epoch [1139/2000], Loss_G: 1.5781795978546143, Loss_D_X: 0.1651572287082672, Loss_D_Y: 0.2749180197715759\n",
            "Epoch [1139/2000], Loss_G: 2.190074920654297, Loss_D_X: 0.15551936626434326, Loss_D_Y: 0.2579895555973053\n",
            "Epoch [1139/2000], Loss_G: 2.004181146621704, Loss_D_X: 0.12199139595031738, Loss_D_Y: 0.2723904848098755\n",
            "Epoch [1140/2000], Loss_G: 2.1243488788604736, Loss_D_X: 0.11583782732486725, Loss_D_Y: 0.2681589424610138\n",
            "Epoch [1140/2000], Loss_G: 1.7385892868041992, Loss_D_X: 0.09791548550128937, Loss_D_Y: 0.23557138442993164\n",
            "Epoch [1140/2000], Loss_G: 2.0806634426116943, Loss_D_X: 0.10478335618972778, Loss_D_Y: 0.21126912534236908\n",
            "Epoch [1140/2000], Loss_G: 1.666002869606018, Loss_D_X: 0.0738128051161766, Loss_D_Y: 0.24322906136512756\n",
            "Epoch [1140/2000], Loss_G: 2.568110704421997, Loss_D_X: 0.09756900370121002, Loss_D_Y: 0.2561299800872803\n",
            "Epoch [1140/2000], Loss_G: 1.7362325191497803, Loss_D_X: 0.16899313032627106, Loss_D_Y: 0.2373315542936325\n",
            "Epoch [1140/2000], Loss_G: 1.9383606910705566, Loss_D_X: 0.1756231188774109, Loss_D_Y: 0.26137518882751465\n",
            "Epoch [1140/2000], Loss_G: 1.3952921628952026, Loss_D_X: 0.117763951420784, Loss_D_Y: 0.2721255421638489\n",
            "Epoch [1140/2000], Loss_G: 1.7564553022384644, Loss_D_X: 0.07377594709396362, Loss_D_Y: 0.25670182704925537\n",
            "Epoch [1141/2000], Loss_G: 1.7298346757888794, Loss_D_X: 0.07051452249288559, Loss_D_Y: 0.23615825176239014\n",
            "Epoch [1141/2000], Loss_G: 2.05612850189209, Loss_D_X: 0.091671422123909, Loss_D_Y: 0.2556229531764984\n",
            "Epoch [1141/2000], Loss_G: 1.7621053457260132, Loss_D_X: 0.06909409165382385, Loss_D_Y: 0.23777520656585693\n",
            "Epoch [1141/2000], Loss_G: 1.7000939846038818, Loss_D_X: 0.09458762407302856, Loss_D_Y: 0.2180478274822235\n",
            "Epoch [1141/2000], Loss_G: 2.4483635425567627, Loss_D_X: 0.17356815934181213, Loss_D_Y: 0.2642206847667694\n",
            "Epoch [1141/2000], Loss_G: 1.9379048347473145, Loss_D_X: 0.1526993215084076, Loss_D_Y: 0.2731277346611023\n",
            "Epoch [1141/2000], Loss_G: 2.524853467941284, Loss_D_X: 0.09822991490364075, Loss_D_Y: 0.283810555934906\n",
            "Epoch [1141/2000], Loss_G: 1.990829586982727, Loss_D_X: 0.12717926502227783, Loss_D_Y: 0.25289198756217957\n",
            "Epoch [1141/2000], Loss_G: 1.2928564548492432, Loss_D_X: 0.23735225200653076, Loss_D_Y: 0.24942661821842194\n",
            "Epoch [1142/2000], Loss_G: 2.1440224647521973, Loss_D_X: 0.08284996449947357, Loss_D_Y: 0.25787055492401123\n",
            "Epoch [1142/2000], Loss_G: 2.3378515243530273, Loss_D_X: 0.12383055686950684, Loss_D_Y: 0.25837647914886475\n",
            "Epoch [1142/2000], Loss_G: 2.778996467590332, Loss_D_X: 0.14403364062309265, Loss_D_Y: 0.23632946610450745\n",
            "Epoch [1142/2000], Loss_G: 1.4545462131500244, Loss_D_X: 0.40910792350769043, Loss_D_Y: 0.24161961674690247\n",
            "Epoch [1142/2000], Loss_G: 2.6206893920898438, Loss_D_X: 0.3234891891479492, Loss_D_Y: 0.2500292956829071\n",
            "Epoch [1142/2000], Loss_G: 1.7420893907546997, Loss_D_X: 0.09286527335643768, Loss_D_Y: 0.2048424780368805\n",
            "Epoch [1142/2000], Loss_G: 1.955575942993164, Loss_D_X: 0.1116318553686142, Loss_D_Y: 0.272346556186676\n",
            "Epoch [1142/2000], Loss_G: 1.909401774406433, Loss_D_X: 0.08269257843494415, Loss_D_Y: 0.2299535870552063\n",
            "Epoch [1142/2000], Loss_G: 1.784332513809204, Loss_D_X: 0.12304455041885376, Loss_D_Y: 0.24160191416740417\n",
            "Epoch [1143/2000], Loss_G: 1.5013447999954224, Loss_D_X: 0.18201713263988495, Loss_D_Y: 0.2501211166381836\n",
            "Epoch [1143/2000], Loss_G: 1.7406386137008667, Loss_D_X: 0.12831920385360718, Loss_D_Y: 0.3077031373977661\n",
            "Epoch [1143/2000], Loss_G: 2.3903098106384277, Loss_D_X: 0.27776405215263367, Loss_D_Y: 0.33662086725234985\n",
            "Epoch [1143/2000], Loss_G: 1.2996959686279297, Loss_D_X: 0.20244453847408295, Loss_D_Y: 0.2936287522315979\n",
            "Epoch [1143/2000], Loss_G: 2.1968915462493896, Loss_D_X: 0.15620924532413483, Loss_D_Y: 0.2530992925167084\n",
            "Epoch [1143/2000], Loss_G: 2.3649368286132812, Loss_D_X: 0.4729025065898895, Loss_D_Y: 0.24353072047233582\n",
            "Epoch [1143/2000], Loss_G: 1.614121913909912, Loss_D_X: 0.18890926241874695, Loss_D_Y: 0.18943533301353455\n",
            "Epoch [1143/2000], Loss_G: 1.7888376712799072, Loss_D_X: 0.14409588277339935, Loss_D_Y: 0.267669677734375\n",
            "Epoch [1143/2000], Loss_G: 2.3830254077911377, Loss_D_X: 0.15668854117393494, Loss_D_Y: 0.2438541054725647\n",
            "Epoch [1144/2000], Loss_G: 2.1733198165893555, Loss_D_X: 0.26297539472579956, Loss_D_Y: 0.2584189474582672\n",
            "Epoch [1144/2000], Loss_G: 1.6973965167999268, Loss_D_X: 0.24119456112384796, Loss_D_Y: 0.23735487461090088\n",
            "Epoch [1144/2000], Loss_G: 1.7873088121414185, Loss_D_X: 0.23221923410892487, Loss_D_Y: 0.2451920211315155\n",
            "Epoch [1144/2000], Loss_G: 1.6811765432357788, Loss_D_X: 0.18817199766635895, Loss_D_Y: 0.2898525595664978\n",
            "Epoch [1144/2000], Loss_G: 2.1417884826660156, Loss_D_X: 0.17070184648036957, Loss_D_Y: 0.20383062958717346\n",
            "Epoch [1144/2000], Loss_G: 1.5314152240753174, Loss_D_X: 0.14183509349822998, Loss_D_Y: 0.23864969611167908\n",
            "Epoch [1144/2000], Loss_G: 1.7944684028625488, Loss_D_X: 0.1340760588645935, Loss_D_Y: 0.2327510118484497\n",
            "Epoch [1144/2000], Loss_G: 1.5246132612228394, Loss_D_X: 0.1274099051952362, Loss_D_Y: 0.2517096996307373\n",
            "Epoch [1144/2000], Loss_G: 2.22507381439209, Loss_D_X: 0.14923307299613953, Loss_D_Y: 0.25901472568511963\n",
            "Epoch [1145/2000], Loss_G: 1.7162394523620605, Loss_D_X: 0.12769046425819397, Loss_D_Y: 0.26220548152923584\n",
            "Epoch [1145/2000], Loss_G: 1.9089465141296387, Loss_D_X: 0.09306229650974274, Loss_D_Y: 0.24366074800491333\n",
            "Epoch [1145/2000], Loss_G: 1.7664082050323486, Loss_D_X: 0.15510393679141998, Loss_D_Y: 0.2663821876049042\n",
            "Epoch [1145/2000], Loss_G: 2.2219252586364746, Loss_D_X: 0.2617630660533905, Loss_D_Y: 0.27226775884628296\n",
            "Epoch [1145/2000], Loss_G: 2.016242027282715, Loss_D_X: 0.2301613986492157, Loss_D_Y: 0.24443218111991882\n",
            "Epoch [1145/2000], Loss_G: 1.207274317741394, Loss_D_X: 0.1881158947944641, Loss_D_Y: 0.2704882025718689\n",
            "Epoch [1145/2000], Loss_G: 2.3406872749328613, Loss_D_X: 0.12696543335914612, Loss_D_Y: 0.2290390133857727\n",
            "Epoch [1145/2000], Loss_G: 2.2984402179718018, Loss_D_X: 0.05930096656084061, Loss_D_Y: 0.20273004472255707\n",
            "Epoch [1145/2000], Loss_G: 1.7209404706954956, Loss_D_X: 0.13301575183868408, Loss_D_Y: 0.26020321249961853\n",
            "Epoch [1146/2000], Loss_G: 1.480394721031189, Loss_D_X: 0.14411401748657227, Loss_D_Y: 0.2432146519422531\n",
            "Epoch [1146/2000], Loss_G: 2.14034366607666, Loss_D_X: 0.12041869014501572, Loss_D_Y: 0.216375470161438\n",
            "Epoch [1146/2000], Loss_G: 1.952816367149353, Loss_D_X: 0.16783419251441956, Loss_D_Y: 0.20426712930202484\n",
            "Epoch [1146/2000], Loss_G: 1.7026948928833008, Loss_D_X: 0.09568612277507782, Loss_D_Y: 0.23866117000579834\n",
            "Epoch [1146/2000], Loss_G: 2.4722166061401367, Loss_D_X: 0.07412325590848923, Loss_D_Y: 0.22654759883880615\n",
            "Epoch [1146/2000], Loss_G: 2.0798118114471436, Loss_D_X: 0.10969824343919754, Loss_D_Y: 0.2555226683616638\n",
            "Epoch [1146/2000], Loss_G: 1.3603549003601074, Loss_D_X: 0.11855248361825943, Loss_D_Y: 0.25716230273246765\n",
            "Epoch [1146/2000], Loss_G: 1.7331479787826538, Loss_D_X: 0.06486916542053223, Loss_D_Y: 0.23364511132240295\n",
            "Epoch [1146/2000], Loss_G: 1.969080924987793, Loss_D_X: 0.1392480880022049, Loss_D_Y: 0.24577033519744873\n",
            "Epoch [1147/2000], Loss_G: 2.0163090229034424, Loss_D_X: 0.1384660005569458, Loss_D_Y: 0.2441413700580597\n",
            "Epoch [1147/2000], Loss_G: 1.9757640361785889, Loss_D_X: 0.0930689126253128, Loss_D_Y: 0.23993097245693207\n",
            "Epoch [1147/2000], Loss_G: 1.8446044921875, Loss_D_X: 0.1116936206817627, Loss_D_Y: 0.23955854773521423\n",
            "Epoch [1147/2000], Loss_G: 1.877005696296692, Loss_D_X: 0.09301376342773438, Loss_D_Y: 0.2581840753555298\n",
            "Epoch [1147/2000], Loss_G: 1.8280727863311768, Loss_D_X: 0.11847011744976044, Loss_D_Y: 0.2592242658138275\n",
            "Epoch [1147/2000], Loss_G: 2.2232024669647217, Loss_D_X: 0.07955288887023926, Loss_D_Y: 0.2541114389896393\n",
            "Epoch [1147/2000], Loss_G: 1.9430713653564453, Loss_D_X: 0.07309585809707642, Loss_D_Y: 0.23689737915992737\n",
            "Epoch [1147/2000], Loss_G: 1.8456616401672363, Loss_D_X: 0.0810982882976532, Loss_D_Y: 0.23698268830776215\n",
            "Epoch [1147/2000], Loss_G: 1.9012967348098755, Loss_D_X: 0.04792783036828041, Loss_D_Y: 0.1838415563106537\n",
            "Epoch [1148/2000], Loss_G: 1.9546202421188354, Loss_D_X: 0.09298703819513321, Loss_D_Y: 0.2433239221572876\n",
            "Epoch [1148/2000], Loss_G: 1.8879001140594482, Loss_D_X: 0.11233003437519073, Loss_D_Y: 0.2608916163444519\n",
            "Epoch [1148/2000], Loss_G: 2.0383570194244385, Loss_D_X: 0.11849859356880188, Loss_D_Y: 0.3082011044025421\n",
            "Epoch [1148/2000], Loss_G: 2.2955567836761475, Loss_D_X: 0.14561258256435394, Loss_D_Y: 0.28938770294189453\n",
            "Epoch [1148/2000], Loss_G: 1.880963683128357, Loss_D_X: 0.04008053243160248, Loss_D_Y: 0.19383209943771362\n",
            "Epoch [1148/2000], Loss_G: 1.9559564590454102, Loss_D_X: 0.08408016711473465, Loss_D_Y: 0.2692317068576813\n",
            "Epoch [1148/2000], Loss_G: 1.8665494918823242, Loss_D_X: 0.07147837430238724, Loss_D_Y: 0.2915570139884949\n",
            "Epoch [1148/2000], Loss_G: 2.0934603214263916, Loss_D_X: 0.06323159486055374, Loss_D_Y: 0.2508927583694458\n",
            "Epoch [1148/2000], Loss_G: 2.1597843170166016, Loss_D_X: 0.1147359311580658, Loss_D_Y: 0.24764320254325867\n",
            "Epoch [1149/2000], Loss_G: 1.9587936401367188, Loss_D_X: 0.07666873931884766, Loss_D_Y: 0.1877286434173584\n",
            "Epoch [1149/2000], Loss_G: 1.7306902408599854, Loss_D_X: 0.07562604546546936, Loss_D_Y: 0.21391764283180237\n",
            "Epoch [1149/2000], Loss_G: 2.305891990661621, Loss_D_X: 0.08857591450214386, Loss_D_Y: 0.23479793965816498\n",
            "Epoch [1149/2000], Loss_G: 1.763746738433838, Loss_D_X: 0.11352969706058502, Loss_D_Y: 0.24438229203224182\n",
            "Epoch [1149/2000], Loss_G: 2.1682233810424805, Loss_D_X: 0.14990462362766266, Loss_D_Y: 0.2627870440483093\n",
            "Epoch [1149/2000], Loss_G: 2.0035648345947266, Loss_D_X: 0.07551608979701996, Loss_D_Y: 0.32838866114616394\n",
            "Epoch [1149/2000], Loss_G: 1.5608739852905273, Loss_D_X: 0.07982628792524338, Loss_D_Y: 0.29773229360580444\n",
            "Epoch [1149/2000], Loss_G: 1.7039464712142944, Loss_D_X: 0.055318113416433334, Loss_D_Y: 0.24307221174240112\n",
            "Epoch [1149/2000], Loss_G: 2.0824835300445557, Loss_D_X: 0.09335582703351974, Loss_D_Y: 0.24702462553977966\n",
            "Epoch [1150/2000], Loss_G: 1.8234814405441284, Loss_D_X: 0.07851527631282806, Loss_D_Y: 0.2431115210056305\n",
            "Epoch [1150/2000], Loss_G: 1.7183887958526611, Loss_D_X: 0.0529007688164711, Loss_D_Y: 0.2438337206840515\n",
            "Epoch [1150/2000], Loss_G: 2.3854100704193115, Loss_D_X: 0.08969911932945251, Loss_D_Y: 0.29762697219848633\n",
            "Epoch [1150/2000], Loss_G: 2.1964597702026367, Loss_D_X: 0.10024860501289368, Loss_D_Y: 0.299622118473053\n",
            "Epoch [1150/2000], Loss_G: 1.7342991828918457, Loss_D_X: 0.07728660851716995, Loss_D_Y: 0.2659984230995178\n",
            "Epoch [1150/2000], Loss_G: 2.02466082572937, Loss_D_X: 0.06064225733280182, Loss_D_Y: 0.2510961592197418\n",
            "Epoch [1150/2000], Loss_G: 2.1210765838623047, Loss_D_X: 0.09397885203361511, Loss_D_Y: 0.18994343280792236\n",
            "Epoch [1150/2000], Loss_G: 1.927001714706421, Loss_D_X: 0.09643901884555817, Loss_D_Y: 0.26596003770828247\n",
            "Epoch [1150/2000], Loss_G: 1.593727946281433, Loss_D_X: 0.06570357829332352, Loss_D_Y: 0.2603762447834015\n",
            "Epoch [1151/2000], Loss_G: 1.878037691116333, Loss_D_X: 0.047885339707136154, Loss_D_Y: 0.23527023196220398\n",
            "Epoch [1151/2000], Loss_G: 1.5359041690826416, Loss_D_X: 0.10700561106204987, Loss_D_Y: 0.24158507585525513\n",
            "Epoch [1151/2000], Loss_G: 2.0766818523406982, Loss_D_X: 0.13824215531349182, Loss_D_Y: 0.24391582608222961\n",
            "Epoch [1151/2000], Loss_G: 2.377824544906616, Loss_D_X: 0.03522162139415741, Loss_D_Y: 0.2532464563846588\n",
            "Epoch [1151/2000], Loss_G: 2.0257296562194824, Loss_D_X: 0.056772515177726746, Loss_D_Y: 0.2812391221523285\n",
            "Epoch [1151/2000], Loss_G: 1.7764458656311035, Loss_D_X: 0.08403481543064117, Loss_D_Y: 0.2636294662952423\n",
            "Epoch [1151/2000], Loss_G: 1.9067392349243164, Loss_D_X: 0.05614073574542999, Loss_D_Y: 0.19488421082496643\n",
            "Epoch [1151/2000], Loss_G: 1.8480799198150635, Loss_D_X: 0.07698488235473633, Loss_D_Y: 0.24927744269371033\n",
            "Epoch [1151/2000], Loss_G: 2.076047658920288, Loss_D_X: 0.11076068878173828, Loss_D_Y: 0.22115568816661835\n",
            "Epoch [1152/2000], Loss_G: 1.8278534412384033, Loss_D_X: 0.0602538101375103, Loss_D_Y: 0.2316126972436905\n",
            "Epoch [1152/2000], Loss_G: 2.464965343475342, Loss_D_X: 0.08830725401639938, Loss_D_Y: 0.23822739720344543\n",
            "Epoch [1152/2000], Loss_G: 1.6676949262619019, Loss_D_X: 0.14284420013427734, Loss_D_Y: 0.23646235466003418\n",
            "Epoch [1152/2000], Loss_G: 2.2933483123779297, Loss_D_X: 0.04510007053613663, Loss_D_Y: 0.22850993275642395\n",
            "Epoch [1152/2000], Loss_G: 1.9969221353530884, Loss_D_X: 0.057765163481235504, Loss_D_Y: 0.21864280104637146\n",
            "Epoch [1152/2000], Loss_G: 1.9692813158035278, Loss_D_X: 0.06618063896894455, Loss_D_Y: 0.25139084458351135\n",
            "Epoch [1152/2000], Loss_G: 1.764824628829956, Loss_D_X: 0.09670443832874298, Loss_D_Y: 0.18762080371379852\n",
            "Epoch [1152/2000], Loss_G: 1.8711872100830078, Loss_D_X: 0.17081721127033234, Loss_D_Y: 0.2725391387939453\n",
            "Epoch [1152/2000], Loss_G: 2.26845383644104, Loss_D_X: 0.163704514503479, Loss_D_Y: 0.3904072344303131\n",
            "Epoch [1153/2000], Loss_G: 2.1000680923461914, Loss_D_X: 0.12610241770744324, Loss_D_Y: 0.31558239459991455\n",
            "Epoch [1153/2000], Loss_G: 1.9077720642089844, Loss_D_X: 0.09937909245491028, Loss_D_Y: 0.23747223615646362\n",
            "Epoch [1153/2000], Loss_G: 2.231187105178833, Loss_D_X: 0.05165483057498932, Loss_D_Y: 0.2743005156517029\n",
            "Epoch [1153/2000], Loss_G: 2.1514759063720703, Loss_D_X: 0.07933156192302704, Loss_D_Y: 0.3275996446609497\n",
            "Epoch [1153/2000], Loss_G: 2.115741729736328, Loss_D_X: 0.028774626553058624, Loss_D_Y: 0.2387293428182602\n",
            "Epoch [1153/2000], Loss_G: 1.4553216695785522, Loss_D_X: 0.09142673760652542, Loss_D_Y: 0.26508694887161255\n",
            "Epoch [1153/2000], Loss_G: 2.1727969646453857, Loss_D_X: 0.11775854974985123, Loss_D_Y: 0.2788006067276001\n",
            "Epoch [1153/2000], Loss_G: 1.6669460535049438, Loss_D_X: 0.14099842309951782, Loss_D_Y: 0.29742932319641113\n",
            "Epoch [1153/2000], Loss_G: 2.3390953540802, Loss_D_X: 0.07938739657402039, Loss_D_Y: 0.2556648850440979\n",
            "Epoch [1154/2000], Loss_G: 1.957085371017456, Loss_D_X: 0.07690362632274628, Loss_D_Y: 0.24963827431201935\n",
            "Epoch [1154/2000], Loss_G: 1.7633631229400635, Loss_D_X: 0.05839814245700836, Loss_D_Y: 0.2583669424057007\n",
            "Epoch [1154/2000], Loss_G: 2.5256831645965576, Loss_D_X: 0.09697718173265457, Loss_D_Y: 0.24341246485710144\n",
            "Epoch [1154/2000], Loss_G: 2.2324612140655518, Loss_D_X: 0.07043053209781647, Loss_D_Y: 0.2538854479789734\n",
            "Epoch [1154/2000], Loss_G: 1.928804636001587, Loss_D_X: 0.11318765580654144, Loss_D_Y: 0.2388695627450943\n",
            "Epoch [1154/2000], Loss_G: 1.8511295318603516, Loss_D_X: 0.23435941338539124, Loss_D_Y: 0.30952173471450806\n",
            "Epoch [1154/2000], Loss_G: 2.1695969104766846, Loss_D_X: 0.08190914988517761, Loss_D_Y: 0.3112585246562958\n",
            "Epoch [1154/2000], Loss_G: 1.7355786561965942, Loss_D_X: 0.16906365752220154, Loss_D_Y: 0.25037577748298645\n",
            "Epoch [1154/2000], Loss_G: 2.3421385288238525, Loss_D_X: 0.15895721316337585, Loss_D_Y: 0.24711255729198456\n",
            "Epoch [1155/2000], Loss_G: 2.3170828819274902, Loss_D_X: 0.09909342229366302, Loss_D_Y: 0.2602189779281616\n",
            "Epoch [1155/2000], Loss_G: 1.8230901956558228, Loss_D_X: 0.052757151424884796, Loss_D_Y: 0.2719014585018158\n",
            "Epoch [1155/2000], Loss_G: 2.062242031097412, Loss_D_X: 0.12694387137889862, Loss_D_Y: 0.2917250692844391\n",
            "Epoch [1155/2000], Loss_G: 2.2031168937683105, Loss_D_X: 0.11251109838485718, Loss_D_Y: 0.3304564356803894\n",
            "Epoch [1155/2000], Loss_G: 2.019012928009033, Loss_D_X: 0.10282287001609802, Loss_D_Y: 0.24942007660865784\n",
            "Epoch [1155/2000], Loss_G: 2.1671338081359863, Loss_D_X: 0.2805391550064087, Loss_D_Y: 0.27910909056663513\n",
            "Epoch [1155/2000], Loss_G: 2.254732847213745, Loss_D_X: 0.1396235078573227, Loss_D_Y: 0.3298664689064026\n",
            "Epoch [1155/2000], Loss_G: 2.0574939250946045, Loss_D_X: 0.37073010206222534, Loss_D_Y: 0.24309498071670532\n",
            "Epoch [1155/2000], Loss_G: 2.362413167953491, Loss_D_X: 0.4364221394062042, Loss_D_Y: 0.2347225397825241\n",
            "Epoch [1156/2000], Loss_G: 2.359710216522217, Loss_D_X: 0.36826032400131226, Loss_D_Y: 0.24336063861846924\n",
            "Epoch [1156/2000], Loss_G: 1.9659202098846436, Loss_D_X: 0.2921324372291565, Loss_D_Y: 0.3942265212535858\n",
            "Epoch [1156/2000], Loss_G: 3.336972236633301, Loss_D_X: 0.45305144786834717, Loss_D_Y: 0.6787811517715454\n",
            "Epoch [1156/2000], Loss_G: 2.1542792320251465, Loss_D_X: 0.38060474395751953, Loss_D_Y: 0.33022648096084595\n",
            "Epoch [1156/2000], Loss_G: 2.0453758239746094, Loss_D_X: 0.22543619573116302, Loss_D_Y: 0.3431514501571655\n",
            "Epoch [1156/2000], Loss_G: 2.2312872409820557, Loss_D_X: 0.23602238297462463, Loss_D_Y: 0.4879893362522125\n",
            "Epoch [1156/2000], Loss_G: 1.6694073677062988, Loss_D_X: 0.19883325695991516, Loss_D_Y: 0.447148859500885\n",
            "Epoch [1156/2000], Loss_G: 1.805431842803955, Loss_D_X: 0.11182913184165955, Loss_D_Y: 0.31352686882019043\n",
            "Epoch [1156/2000], Loss_G: 1.8683274984359741, Loss_D_X: 0.17013411223888397, Loss_D_Y: 0.2797159254550934\n",
            "Epoch [1157/2000], Loss_G: 1.9781146049499512, Loss_D_X: 0.19014719128608704, Loss_D_Y: 0.3196367621421814\n",
            "Epoch [1157/2000], Loss_G: 1.8465299606323242, Loss_D_X: 0.1804795265197754, Loss_D_Y: 0.31913018226623535\n",
            "Epoch [1157/2000], Loss_G: 1.683410882949829, Loss_D_X: 0.18289783596992493, Loss_D_Y: 0.25360697507858276\n",
            "Epoch [1157/2000], Loss_G: 1.8129971027374268, Loss_D_X: 0.11202353984117508, Loss_D_Y: 0.20957593619823456\n",
            "Epoch [1157/2000], Loss_G: 1.7617874145507812, Loss_D_X: 0.17364129424095154, Loss_D_Y: 0.2967150807380676\n",
            "Epoch [1157/2000], Loss_G: 2.145667314529419, Loss_D_X: 0.1477346569299698, Loss_D_Y: 0.28544551134109497\n",
            "Epoch [1157/2000], Loss_G: 1.514899730682373, Loss_D_X: 0.1450589895248413, Loss_D_Y: 0.25725269317626953\n",
            "Epoch [1157/2000], Loss_G: 1.9251729249954224, Loss_D_X: 0.20890846848487854, Loss_D_Y: 0.2650395631790161\n",
            "Epoch [1157/2000], Loss_G: 1.8179912567138672, Loss_D_X: 0.2870999276638031, Loss_D_Y: 0.29367363452911377\n",
            "Epoch [1158/2000], Loss_G: 1.392406702041626, Loss_D_X: 0.14743442833423615, Loss_D_Y: 0.2963631749153137\n",
            "Epoch [1158/2000], Loss_G: 1.6611201763153076, Loss_D_X: 0.13852263987064362, Loss_D_Y: 0.2417321503162384\n",
            "Epoch [1158/2000], Loss_G: 1.7122801542282104, Loss_D_X: 0.11832669377326965, Loss_D_Y: 0.2455298900604248\n",
            "Epoch [1158/2000], Loss_G: 1.7523680925369263, Loss_D_X: 0.16082657873630524, Loss_D_Y: 0.2567964494228363\n",
            "Epoch [1158/2000], Loss_G: 2.197385787963867, Loss_D_X: 0.1849222481250763, Loss_D_Y: 0.2686867117881775\n",
            "Epoch [1158/2000], Loss_G: 1.670346736907959, Loss_D_X: 0.10977385938167572, Loss_D_Y: 0.19514542818069458\n",
            "Epoch [1158/2000], Loss_G: 2.0601184368133545, Loss_D_X: 0.15649259090423584, Loss_D_Y: 0.24361351132392883\n",
            "Epoch [1158/2000], Loss_G: 1.7503626346588135, Loss_D_X: 0.2528960108757019, Loss_D_Y: 0.23517605662345886\n",
            "Epoch [1158/2000], Loss_G: 2.0037384033203125, Loss_D_X: 0.1395016461610794, Loss_D_Y: 0.23987162113189697\n",
            "Epoch [1159/2000], Loss_G: 1.5694186687469482, Loss_D_X: 0.23774626851081848, Loss_D_Y: 0.26182886958122253\n",
            "Epoch [1159/2000], Loss_G: 1.8100579977035522, Loss_D_X: 0.27633798122406006, Loss_D_Y: 0.1952664703130722\n",
            "Epoch [1159/2000], Loss_G: 1.9304503202438354, Loss_D_X: 0.10838155448436737, Loss_D_Y: 0.2370043843984604\n",
            "Epoch [1159/2000], Loss_G: 1.7554492950439453, Loss_D_X: 0.15832164883613586, Loss_D_Y: 0.2224421501159668\n",
            "Epoch [1159/2000], Loss_G: 1.6471357345581055, Loss_D_X: 0.11682042479515076, Loss_D_Y: 0.23435509204864502\n",
            "Epoch [1159/2000], Loss_G: 1.7443962097167969, Loss_D_X: 0.08739394694566727, Loss_D_Y: 0.2326040267944336\n",
            "Epoch [1159/2000], Loss_G: 2.091580629348755, Loss_D_X: 0.0964740663766861, Loss_D_Y: 0.25782299041748047\n",
            "Epoch [1159/2000], Loss_G: 2.4628429412841797, Loss_D_X: 0.10577738285064697, Loss_D_Y: 0.2682449221611023\n",
            "Epoch [1159/2000], Loss_G: 1.5004535913467407, Loss_D_X: 0.1266956925392151, Loss_D_Y: 0.2439982146024704\n",
            "Epoch [1160/2000], Loss_G: 1.784744143486023, Loss_D_X: 0.1242876648902893, Loss_D_Y: 0.2387436181306839\n",
            "Epoch [1160/2000], Loss_G: 1.8387342691421509, Loss_D_X: 0.12491278350353241, Loss_D_Y: 0.2132050096988678\n",
            "Epoch [1160/2000], Loss_G: 2.004916191101074, Loss_D_X: 0.09667303413152695, Loss_D_Y: 0.18928058445453644\n",
            "Epoch [1160/2000], Loss_G: 2.0262551307678223, Loss_D_X: 0.08614154160022736, Loss_D_Y: 0.24444420635700226\n",
            "Epoch [1160/2000], Loss_G: 1.6134790182113647, Loss_D_X: 0.14232440292835236, Loss_D_Y: 0.25429844856262207\n",
            "Epoch [1160/2000], Loss_G: 1.8534107208251953, Loss_D_X: 0.08659318089485168, Loss_D_Y: 0.24028068780899048\n",
            "Epoch [1160/2000], Loss_G: 2.207554340362549, Loss_D_X: 0.15860122442245483, Loss_D_Y: 0.23966172337532043\n",
            "Epoch [1160/2000], Loss_G: 1.9953417778015137, Loss_D_X: 0.15034404397010803, Loss_D_Y: 0.256496787071228\n",
            "Epoch [1160/2000], Loss_G: 2.1774871349334717, Loss_D_X: 0.08057575672864914, Loss_D_Y: 0.261037677526474\n",
            "Epoch [1161/2000], Loss_G: 2.2631239891052246, Loss_D_X: 0.06573770940303802, Loss_D_Y: 0.2464943528175354\n",
            "Epoch [1161/2000], Loss_G: 1.7809561491012573, Loss_D_X: 0.06930305063724518, Loss_D_Y: 0.2328374832868576\n",
            "Epoch [1161/2000], Loss_G: 2.1167759895324707, Loss_D_X: 0.06792889535427094, Loss_D_Y: 0.2535543143749237\n",
            "Epoch [1161/2000], Loss_G: 2.3653972148895264, Loss_D_X: 0.11098390817642212, Loss_D_Y: 0.25324147939682007\n",
            "Epoch [1161/2000], Loss_G: 1.6598565578460693, Loss_D_X: 0.08708436042070389, Loss_D_Y: 0.1863977015018463\n",
            "Epoch [1161/2000], Loss_G: 1.9401499032974243, Loss_D_X: 0.04164093732833862, Loss_D_Y: 0.22192491590976715\n",
            "Epoch [1161/2000], Loss_G: 1.711525559425354, Loss_D_X: 0.07518569380044937, Loss_D_Y: 0.23151996731758118\n",
            "Epoch [1161/2000], Loss_G: 2.23066782951355, Loss_D_X: 0.10144338756799698, Loss_D_Y: 0.22492754459381104\n",
            "Epoch [1161/2000], Loss_G: 1.7673418521881104, Loss_D_X: 0.06849591434001923, Loss_D_Y: 0.24943849444389343\n",
            "Epoch [1162/2000], Loss_G: 1.463015079498291, Loss_D_X: 0.10557665675878525, Loss_D_Y: 0.24723376333713531\n",
            "Epoch [1162/2000], Loss_G: 1.7811325788497925, Loss_D_X: 0.05093778669834137, Loss_D_Y: 0.20830191671848297\n",
            "Epoch [1162/2000], Loss_G: 2.3317079544067383, Loss_D_X: 0.09730058908462524, Loss_D_Y: 0.2354874610900879\n",
            "Epoch [1162/2000], Loss_G: 1.6560536623001099, Loss_D_X: 0.0758620873093605, Loss_D_Y: 0.23624290525913239\n",
            "Epoch [1162/2000], Loss_G: 2.1099119186401367, Loss_D_X: 0.10012276470661163, Loss_D_Y: 0.22200927138328552\n",
            "Epoch [1162/2000], Loss_G: 2.3401589393615723, Loss_D_X: 0.052084289491176605, Loss_D_Y: 0.24013589322566986\n",
            "Epoch [1162/2000], Loss_G: 1.6701693534851074, Loss_D_X: 0.11919263005256653, Loss_D_Y: 0.26459380984306335\n",
            "Epoch [1162/2000], Loss_G: 2.416125774383545, Loss_D_X: 0.16521361470222473, Loss_D_Y: 0.1988828033208847\n",
            "Epoch [1162/2000], Loss_G: 1.9116984605789185, Loss_D_X: 0.05543459579348564, Loss_D_Y: 0.2694779336452484\n",
            "Epoch [1163/2000], Loss_G: 2.4067788124084473, Loss_D_X: 0.12320975959300995, Loss_D_Y: 0.3231208920478821\n",
            "Epoch [1163/2000], Loss_G: 1.7559070587158203, Loss_D_X: 0.09789296984672546, Loss_D_Y: 0.28052568435668945\n",
            "Epoch [1163/2000], Loss_G: 1.914501667022705, Loss_D_X: 0.0897616595029831, Loss_D_Y: 0.24428927898406982\n",
            "Epoch [1163/2000], Loss_G: 1.5049443244934082, Loss_D_X: 0.07933399081230164, Loss_D_Y: 0.25484737753868103\n",
            "Epoch [1163/2000], Loss_G: 2.0589206218719482, Loss_D_X: 0.07701914012432098, Loss_D_Y: 0.2515644431114197\n",
            "Epoch [1163/2000], Loss_G: 2.1488895416259766, Loss_D_X: 0.1202070564031601, Loss_D_Y: 0.24129557609558105\n",
            "Epoch [1163/2000], Loss_G: 1.8980417251586914, Loss_D_X: 0.14139358699321747, Loss_D_Y: 0.2385934293270111\n",
            "Epoch [1163/2000], Loss_G: 1.9178037643432617, Loss_D_X: 0.05441348999738693, Loss_D_Y: 0.21226780116558075\n",
            "Epoch [1163/2000], Loss_G: 2.4709854125976562, Loss_D_X: 0.08823297917842865, Loss_D_Y: 0.2362920045852661\n",
            "Epoch [1164/2000], Loss_G: 1.7007415294647217, Loss_D_X: 0.07680769264698029, Loss_D_Y: 0.2547600567340851\n",
            "Epoch [1164/2000], Loss_G: 2.1567304134368896, Loss_D_X: 0.05959979072213173, Loss_D_Y: 0.2225487381219864\n",
            "Epoch [1164/2000], Loss_G: 1.9353575706481934, Loss_D_X: 0.08397015929222107, Loss_D_Y: 0.23014992475509644\n",
            "Epoch [1164/2000], Loss_G: 1.9056165218353271, Loss_D_X: 0.03328712657094002, Loss_D_Y: 0.22259849309921265\n",
            "Epoch [1164/2000], Loss_G: 1.7757019996643066, Loss_D_X: 0.03789301961660385, Loss_D_Y: 0.2611806392669678\n",
            "Epoch [1164/2000], Loss_G: 2.3093998432159424, Loss_D_X: 0.09035249054431915, Loss_D_Y: 0.2407834827899933\n",
            "Epoch [1164/2000], Loss_G: 1.9042943716049194, Loss_D_X: 0.05041953921318054, Loss_D_Y: 0.18496328592300415\n",
            "Epoch [1164/2000], Loss_G: 1.8920962810516357, Loss_D_X: 0.10620245337486267, Loss_D_Y: 0.25177446007728577\n",
            "Epoch [1164/2000], Loss_G: 1.7109084129333496, Loss_D_X: 0.11725018918514252, Loss_D_Y: 0.23922958970069885\n",
            "Epoch [1165/2000], Loss_G: 2.0083844661712646, Loss_D_X: 0.05249849334359169, Loss_D_Y: 0.21664369106292725\n",
            "Epoch [1165/2000], Loss_G: 2.2488274574279785, Loss_D_X: 0.09860721230506897, Loss_D_Y: 0.23460006713867188\n",
            "Epoch [1165/2000], Loss_G: 1.8726791143417358, Loss_D_X: 0.08299364149570465, Loss_D_Y: 0.22587183117866516\n",
            "Epoch [1165/2000], Loss_G: 1.9177145957946777, Loss_D_X: 0.08683698624372482, Loss_D_Y: 0.2595842480659485\n",
            "Epoch [1165/2000], Loss_G: 2.5641849040985107, Loss_D_X: 0.152726948261261, Loss_D_Y: 0.24035291373729706\n",
            "Epoch [1165/2000], Loss_G: 1.8536376953125, Loss_D_X: 0.04479793459177017, Loss_D_Y: 0.17519930005073547\n",
            "Epoch [1165/2000], Loss_G: 1.7683333158493042, Loss_D_X: 0.11797267943620682, Loss_D_Y: 0.23967331647872925\n",
            "Epoch [1165/2000], Loss_G: 1.7687697410583496, Loss_D_X: 0.06783956289291382, Loss_D_Y: 0.2280564308166504\n",
            "Epoch [1165/2000], Loss_G: 1.5438942909240723, Loss_D_X: 0.10206028819084167, Loss_D_Y: 0.25203701853752136\n",
            "Epoch [1166/2000], Loss_G: 2.0654425621032715, Loss_D_X: 0.12135890871286392, Loss_D_Y: 0.38889455795288086\n",
            "Epoch [1166/2000], Loss_G: 2.3592519760131836, Loss_D_X: 0.10729169845581055, Loss_D_Y: 0.4589781165122986\n",
            "Epoch [1166/2000], Loss_G: 2.340367078781128, Loss_D_X: 0.053924258798360825, Loss_D_Y: 0.2795262336730957\n",
            "Epoch [1166/2000], Loss_G: 2.089479923248291, Loss_D_X: 0.0816720575094223, Loss_D_Y: 0.2815743088722229\n",
            "Epoch [1166/2000], Loss_G: 1.8654356002807617, Loss_D_X: 0.03975934907793999, Loss_D_Y: 0.21991567313671112\n",
            "Epoch [1166/2000], Loss_G: 1.8195735216140747, Loss_D_X: 0.10060156881809235, Loss_D_Y: 0.2234937697649002\n",
            "Epoch [1166/2000], Loss_G: 2.2194738388061523, Loss_D_X: 0.05297708138823509, Loss_D_Y: 0.265669047832489\n",
            "Epoch [1166/2000], Loss_G: 1.810912847518921, Loss_D_X: 0.1391376256942749, Loss_D_Y: 0.2757214903831482\n",
            "Epoch [1166/2000], Loss_G: 1.9046316146850586, Loss_D_X: 0.1370939314365387, Loss_D_Y: 0.26006922125816345\n",
            "Epoch [1167/2000], Loss_G: 1.7625585794448853, Loss_D_X: 0.0457177460193634, Loss_D_Y: 0.2449508011341095\n",
            "Epoch [1167/2000], Loss_G: 2.658001184463501, Loss_D_X: 0.07295466959476471, Loss_D_Y: 0.2495690882205963\n",
            "Epoch [1167/2000], Loss_G: 1.9719181060791016, Loss_D_X: 0.05372052639722824, Loss_D_Y: 0.20809006690979004\n",
            "Epoch [1167/2000], Loss_G: 1.6027432680130005, Loss_D_X: 0.11526820808649063, Loss_D_Y: 0.2870294451713562\n",
            "Epoch [1167/2000], Loss_G: 2.313843250274658, Loss_D_X: 0.08930040150880814, Loss_D_Y: 0.44916361570358276\n",
            "Epoch [1167/2000], Loss_G: 1.9604790210723877, Loss_D_X: 0.07755085080862045, Loss_D_Y: 0.3748254179954529\n",
            "Epoch [1167/2000], Loss_G: 2.111300468444824, Loss_D_X: 0.08634915202856064, Loss_D_Y: 0.30831754207611084\n",
            "Epoch [1167/2000], Loss_G: 2.4489827156066895, Loss_D_X: 0.1253732591867447, Loss_D_Y: 0.2986879348754883\n",
            "Epoch [1167/2000], Loss_G: 1.6134157180786133, Loss_D_X: 0.12714049220085144, Loss_D_Y: 0.3364635407924652\n",
            "Epoch [1168/2000], Loss_G: 2.022355079650879, Loss_D_X: 0.18839947879314423, Loss_D_Y: 0.2958374321460724\n",
            "Epoch [1168/2000], Loss_G: 2.784306049346924, Loss_D_X: 0.24731788039207458, Loss_D_Y: 0.2076529860496521\n",
            "Epoch [1168/2000], Loss_G: 2.6029796600341797, Loss_D_X: 0.1456902176141739, Loss_D_Y: 0.2659284472465515\n",
            "Epoch [1168/2000], Loss_G: 1.5262694358825684, Loss_D_X: 0.3532329797744751, Loss_D_Y: 0.2728376090526581\n",
            "Epoch [1168/2000], Loss_G: 2.016913414001465, Loss_D_X: 0.12412206083536148, Loss_D_Y: 0.24760346114635468\n",
            "Epoch [1168/2000], Loss_G: 1.8796902894973755, Loss_D_X: 0.09017153084278107, Loss_D_Y: 0.24074405431747437\n",
            "Epoch [1168/2000], Loss_G: 1.776125431060791, Loss_D_X: 0.1104331985116005, Loss_D_Y: 0.25973695516586304\n",
            "Epoch [1168/2000], Loss_G: 1.5777587890625, Loss_D_X: 0.09798964858055115, Loss_D_Y: 0.2492365539073944\n",
            "Epoch [1168/2000], Loss_G: 1.5417500734329224, Loss_D_X: 0.09048162400722504, Loss_D_Y: 0.2524581551551819\n",
            "Epoch [1169/2000], Loss_G: 1.5018433332443237, Loss_D_X: 0.12003816664218903, Loss_D_Y: 0.2513754367828369\n",
            "Epoch [1169/2000], Loss_G: 2.1118223667144775, Loss_D_X: 0.08146799355745316, Loss_D_Y: 0.24511504173278809\n",
            "Epoch [1169/2000], Loss_G: 1.642916202545166, Loss_D_X: 0.06033370643854141, Loss_D_Y: 0.2540223002433777\n",
            "Epoch [1169/2000], Loss_G: 2.1487622261047363, Loss_D_X: 0.11317043006420135, Loss_D_Y: 0.23884400725364685\n",
            "Epoch [1169/2000], Loss_G: 1.766272783279419, Loss_D_X: 0.08255524188280106, Loss_D_Y: 0.2604365348815918\n",
            "Epoch [1169/2000], Loss_G: 1.7465370893478394, Loss_D_X: 0.08005901426076889, Loss_D_Y: 0.25096267461776733\n",
            "Epoch [1169/2000], Loss_G: 1.6410448551177979, Loss_D_X: 0.08850279450416565, Loss_D_Y: 0.2274538278579712\n",
            "Epoch [1169/2000], Loss_G: 2.08256459236145, Loss_D_X: 0.027123482897877693, Loss_D_Y: 0.18716780841350555\n",
            "Epoch [1169/2000], Loss_G: 2.5749130249023438, Loss_D_X: 0.0727447047829628, Loss_D_Y: 0.22956931591033936\n",
            "Epoch [1170/2000], Loss_G: 2.4486167430877686, Loss_D_X: 0.05607220157980919, Loss_D_Y: 0.2536695599555969\n",
            "Epoch [1170/2000], Loss_G: 1.90911865234375, Loss_D_X: 0.0535648837685585, Loss_D_Y: 0.23907619714736938\n",
            "Epoch [1170/2000], Loss_G: 1.3299052715301514, Loss_D_X: 0.13089828193187714, Loss_D_Y: 0.24021828174591064\n",
            "Epoch [1170/2000], Loss_G: 2.1063942909240723, Loss_D_X: 0.07850892096757889, Loss_D_Y: 0.21872177720069885\n",
            "Epoch [1170/2000], Loss_G: 2.285529375076294, Loss_D_X: 0.04576423019170761, Loss_D_Y: 0.24186256527900696\n",
            "Epoch [1170/2000], Loss_G: 1.9525389671325684, Loss_D_X: 0.030933093279600143, Loss_D_Y: 0.19381381571292877\n",
            "Epoch [1170/2000], Loss_G: 2.3008267879486084, Loss_D_X: 0.11719493567943573, Loss_D_Y: 0.22898295521736145\n",
            "Epoch [1170/2000], Loss_G: 2.0180296897888184, Loss_D_X: 0.050676360726356506, Loss_D_Y: 0.24085569381713867\n",
            "Epoch [1170/2000], Loss_G: 1.53038489818573, Loss_D_X: 0.14040516316890717, Loss_D_Y: 0.282998263835907\n",
            "Epoch [1171/2000], Loss_G: 2.498351573944092, Loss_D_X: 0.1461869478225708, Loss_D_Y: 0.2864978015422821\n",
            "Epoch [1171/2000], Loss_G: 1.8261998891830444, Loss_D_X: 0.24316668510437012, Loss_D_Y: 0.24699176847934723\n",
            "Epoch [1171/2000], Loss_G: 1.7249295711517334, Loss_D_X: 0.32826584577560425, Loss_D_Y: 0.3090517520904541\n",
            "Epoch [1171/2000], Loss_G: 1.9939810037612915, Loss_D_X: 0.14695443212985992, Loss_D_Y: 0.3393723964691162\n",
            "Epoch [1171/2000], Loss_G: 2.1012659072875977, Loss_D_X: 0.0715351402759552, Loss_D_Y: 0.2863471508026123\n",
            "Epoch [1171/2000], Loss_G: 2.351896047592163, Loss_D_X: 0.16511136293411255, Loss_D_Y: 0.24221935868263245\n",
            "Epoch [1171/2000], Loss_G: 1.7124103307724, Loss_D_X: 0.07083328813314438, Loss_D_Y: 0.24112236499786377\n",
            "Epoch [1171/2000], Loss_G: 1.589414358139038, Loss_D_X: 0.10614889115095139, Loss_D_Y: 0.1926877200603485\n",
            "Epoch [1171/2000], Loss_G: 2.2967607975006104, Loss_D_X: 0.22678613662719727, Loss_D_Y: 0.2351820468902588\n",
            "Epoch [1172/2000], Loss_G: 1.6888586282730103, Loss_D_X: 0.25679638981819153, Loss_D_Y: 0.2384732961654663\n",
            "Epoch [1172/2000], Loss_G: 2.932690382003784, Loss_D_X: 0.392309308052063, Loss_D_Y: 0.22929349541664124\n",
            "Epoch [1172/2000], Loss_G: 1.5500978231430054, Loss_D_X: 0.16816629469394684, Loss_D_Y: 0.23489834368228912\n",
            "Epoch [1172/2000], Loss_G: 1.5724799633026123, Loss_D_X: 0.15241169929504395, Loss_D_Y: 0.23597267270088196\n",
            "Epoch [1172/2000], Loss_G: 2.9797472953796387, Loss_D_X: 0.4577147960662842, Loss_D_Y: 0.2391424924135208\n",
            "Epoch [1172/2000], Loss_G: 1.6678972244262695, Loss_D_X: 0.10136270523071289, Loss_D_Y: 0.1947203129529953\n",
            "Epoch [1172/2000], Loss_G: 2.2977399826049805, Loss_D_X: 0.33422964811325073, Loss_D_Y: 0.2606865167617798\n",
            "Epoch [1172/2000], Loss_G: 1.4009714126586914, Loss_D_X: 0.33087068796157837, Loss_D_Y: 0.2908921539783478\n",
            "Epoch [1172/2000], Loss_G: 1.586411476135254, Loss_D_X: 0.26360100507736206, Loss_D_Y: 0.30432748794555664\n",
            "Epoch [1173/2000], Loss_G: 1.7963203191757202, Loss_D_X: 0.2592430114746094, Loss_D_Y: 0.19887667894363403\n",
            "Epoch [1173/2000], Loss_G: 1.7999184131622314, Loss_D_X: 0.42358818650245667, Loss_D_Y: 0.24442681670188904\n",
            "Epoch [1173/2000], Loss_G: 2.6567447185516357, Loss_D_X: 0.7982784509658813, Loss_D_Y: 0.24018579721450806\n",
            "Epoch [1173/2000], Loss_G: 1.631744146347046, Loss_D_X: 0.4032847285270691, Loss_D_Y: 0.23471322655677795\n",
            "Epoch [1173/2000], Loss_G: 1.2735047340393066, Loss_D_X: 0.5738242268562317, Loss_D_Y: 0.2328397035598755\n",
            "Epoch [1173/2000], Loss_G: 2.439836025238037, Loss_D_X: 0.44697248935699463, Loss_D_Y: 0.24387460947036743\n",
            "Epoch [1173/2000], Loss_G: 2.086690664291382, Loss_D_X: 0.6582215428352356, Loss_D_Y: 0.23840384185314178\n",
            "Epoch [1173/2000], Loss_G: 2.5876359939575195, Loss_D_X: 1.545943260192871, Loss_D_Y: 0.24777323007583618\n",
            "Epoch [1173/2000], Loss_G: 2.7494912147521973, Loss_D_X: 1.6223478317260742, Loss_D_Y: 0.20658499002456665\n",
            "Epoch [1174/2000], Loss_G: 1.179882287979126, Loss_D_X: 0.4531482458114624, Loss_D_Y: 0.251156210899353\n",
            "Epoch [1174/2000], Loss_G: 1.700849175453186, Loss_D_X: 0.3767409920692444, Loss_D_Y: 0.2649458646774292\n",
            "Epoch [1174/2000], Loss_G: 2.3649489879608154, Loss_D_X: 0.5599936842918396, Loss_D_Y: 0.2348242849111557\n",
            "Epoch [1174/2000], Loss_G: 1.6857112646102905, Loss_D_X: 0.6088523268699646, Loss_D_Y: 0.2337547391653061\n",
            "Epoch [1174/2000], Loss_G: 1.963285207748413, Loss_D_X: 0.28357839584350586, Loss_D_Y: 0.2714197635650635\n",
            "Epoch [1174/2000], Loss_G: 1.478142499923706, Loss_D_X: 0.23428145051002502, Loss_D_Y: 0.1907370686531067\n",
            "Epoch [1174/2000], Loss_G: 1.8941651582717896, Loss_D_X: 0.3778925836086273, Loss_D_Y: 0.23973825573921204\n",
            "Epoch [1174/2000], Loss_G: 1.933024287223816, Loss_D_X: 0.4543205499649048, Loss_D_Y: 0.2201850861310959\n",
            "Epoch [1174/2000], Loss_G: 1.889122724533081, Loss_D_X: 0.4084644913673401, Loss_D_Y: 0.24233902990818024\n",
            "Epoch [1175/2000], Loss_G: 2.3861427307128906, Loss_D_X: 0.4500202536582947, Loss_D_Y: 0.25984618067741394\n",
            "Epoch [1175/2000], Loss_G: 1.7731938362121582, Loss_D_X: 0.48439961671829224, Loss_D_Y: 0.23117560148239136\n",
            "Epoch [1175/2000], Loss_G: 1.4938933849334717, Loss_D_X: 0.19667284190654755, Loss_D_Y: 0.2242315113544464\n",
            "Epoch [1175/2000], Loss_G: 1.886078953742981, Loss_D_X: 0.21787376701831818, Loss_D_Y: 0.197471022605896\n",
            "Epoch [1175/2000], Loss_G: 1.5771578550338745, Loss_D_X: 0.21067051589488983, Loss_D_Y: 0.22144895792007446\n",
            "Epoch [1175/2000], Loss_G: 1.4176007509231567, Loss_D_X: 0.1963041126728058, Loss_D_Y: 0.17079463601112366\n",
            "Epoch [1175/2000], Loss_G: 2.104858875274658, Loss_D_X: 0.21259909868240356, Loss_D_Y: 0.24092857539653778\n",
            "Epoch [1175/2000], Loss_G: 1.6397303342819214, Loss_D_X: 0.13924404978752136, Loss_D_Y: 0.2611851394176483\n",
            "Epoch [1175/2000], Loss_G: 1.7567696571350098, Loss_D_X: 0.2612493336200714, Loss_D_Y: 0.25450581312179565\n",
            "Epoch [1176/2000], Loss_G: 1.4783525466918945, Loss_D_X: 0.2771769165992737, Loss_D_Y: 0.2313399314880371\n",
            "Epoch [1176/2000], Loss_G: 1.7073198556900024, Loss_D_X: 0.22216744720935822, Loss_D_Y: 0.2317511886358261\n",
            "Epoch [1176/2000], Loss_G: 1.6156922578811646, Loss_D_X: 0.27816134691238403, Loss_D_Y: 0.231829434633255\n",
            "Epoch [1176/2000], Loss_G: 1.7089171409606934, Loss_D_X: 0.1775435507297516, Loss_D_Y: 0.22734728455543518\n",
            "Epoch [1176/2000], Loss_G: 1.5284368991851807, Loss_D_X: 0.14430007338523865, Loss_D_Y: 0.2497790902853012\n",
            "Epoch [1176/2000], Loss_G: 1.7888569831848145, Loss_D_X: 0.20483878254890442, Loss_D_Y: 0.2253754734992981\n",
            "Epoch [1176/2000], Loss_G: 1.9399890899658203, Loss_D_X: 0.10608828067779541, Loss_D_Y: 0.22964856028556824\n",
            "Epoch [1176/2000], Loss_G: 1.8349308967590332, Loss_D_X: 0.09816455096006393, Loss_D_Y: 0.17949646711349487\n",
            "Epoch [1176/2000], Loss_G: 1.7193615436553955, Loss_D_X: 0.26595282554626465, Loss_D_Y: 0.28684067726135254\n",
            "Epoch [1177/2000], Loss_G: 1.902519702911377, Loss_D_X: 0.23378106951713562, Loss_D_Y: 0.5200639963150024\n",
            "Epoch [1177/2000], Loss_G: 2.0284042358398438, Loss_D_X: 0.2026807814836502, Loss_D_Y: 0.3208458423614502\n",
            "Epoch [1177/2000], Loss_G: 1.8945519924163818, Loss_D_X: 0.2824013829231262, Loss_D_Y: 0.28541290760040283\n",
            "Epoch [1177/2000], Loss_G: 2.028784990310669, Loss_D_X: 0.2036428451538086, Loss_D_Y: 0.27235549688339233\n",
            "Epoch [1177/2000], Loss_G: 1.985548734664917, Loss_D_X: 0.2583102583885193, Loss_D_Y: 0.2825452983379364\n",
            "Epoch [1177/2000], Loss_G: 1.4631171226501465, Loss_D_X: 0.18102751672267914, Loss_D_Y: 0.26595500111579895\n",
            "Epoch [1177/2000], Loss_G: 1.639416217803955, Loss_D_X: 0.19377657771110535, Loss_D_Y: 0.26374003291130066\n",
            "Epoch [1177/2000], Loss_G: 1.3971037864685059, Loss_D_X: 0.16467276215553284, Loss_D_Y: 0.28818631172180176\n",
            "Epoch [1177/2000], Loss_G: 2.048790216445923, Loss_D_X: 0.1753595918416977, Loss_D_Y: 0.4350659251213074\n",
            "Epoch [1178/2000], Loss_G: 1.523392915725708, Loss_D_X: 0.18134227395057678, Loss_D_Y: 0.4016152620315552\n",
            "Epoch [1178/2000], Loss_G: 1.6027512550354004, Loss_D_X: 0.12203243374824524, Loss_D_Y: 0.2676006257534027\n",
            "Epoch [1178/2000], Loss_G: 2.103142261505127, Loss_D_X: 0.13879041373729706, Loss_D_Y: 0.23123465478420258\n",
            "Epoch [1178/2000], Loss_G: 1.3835111856460571, Loss_D_X: 0.1818869262933731, Loss_D_Y: 0.2506755590438843\n",
            "Epoch [1178/2000], Loss_G: 2.173346519470215, Loss_D_X: 0.12174464017152786, Loss_D_Y: 0.217930406332016\n",
            "Epoch [1178/2000], Loss_G: 2.1837544441223145, Loss_D_X: 0.16272521018981934, Loss_D_Y: 0.3562406301498413\n",
            "Epoch [1178/2000], Loss_G: 2.2972054481506348, Loss_D_X: 0.19879406690597534, Loss_D_Y: 0.31466466188430786\n",
            "Epoch [1178/2000], Loss_G: 1.3490711450576782, Loss_D_X: 0.1899133175611496, Loss_D_Y: 0.25953108072280884\n",
            "Epoch [1178/2000], Loss_G: 1.756899118423462, Loss_D_X: 0.25138092041015625, Loss_D_Y: 0.24961790442466736\n",
            "Epoch [1179/2000], Loss_G: 1.8960416316986084, Loss_D_X: 0.27997592091560364, Loss_D_Y: 0.25008779764175415\n",
            "Epoch [1179/2000], Loss_G: 1.376340627670288, Loss_D_X: 0.16336998343467712, Loss_D_Y: 0.31083887815475464\n",
            "Epoch [1179/2000], Loss_G: 1.7733995914459229, Loss_D_X: 0.10581009089946747, Loss_D_Y: 0.24722915887832642\n",
            "Epoch [1179/2000], Loss_G: 2.001997947692871, Loss_D_X: 0.140438973903656, Loss_D_Y: 0.2391151487827301\n",
            "Epoch [1179/2000], Loss_G: 1.7837315797805786, Loss_D_X: 0.11774463951587677, Loss_D_Y: 0.28657135367393494\n",
            "Epoch [1179/2000], Loss_G: 2.4226088523864746, Loss_D_X: 0.09971809387207031, Loss_D_Y: 0.24650388956069946\n",
            "Epoch [1179/2000], Loss_G: 1.3694911003112793, Loss_D_X: 0.13090874254703522, Loss_D_Y: 0.25350749492645264\n",
            "Epoch [1179/2000], Loss_G: 1.6748473644256592, Loss_D_X: 0.13148415088653564, Loss_D_Y: 0.25557902455329895\n",
            "Epoch [1179/2000], Loss_G: 2.0402185916900635, Loss_D_X: 0.04928542301058769, Loss_D_Y: 0.15957674384117126\n",
            "Epoch [1180/2000], Loss_G: 1.3809263706207275, Loss_D_X: 0.1431398093700409, Loss_D_Y: 0.30721187591552734\n",
            "Epoch [1180/2000], Loss_G: 2.0761866569519043, Loss_D_X: 0.10306914150714874, Loss_D_Y: 0.3291313052177429\n",
            "Epoch [1180/2000], Loss_G: 2.3251891136169434, Loss_D_X: 0.10723378509283066, Loss_D_Y: 0.25155824422836304\n",
            "Epoch [1180/2000], Loss_G: 1.6467455625534058, Loss_D_X: 0.17164939641952515, Loss_D_Y: 0.24291545152664185\n",
            "Epoch [1180/2000], Loss_G: 1.536255955696106, Loss_D_X: 0.14711256325244904, Loss_D_Y: 0.24444949626922607\n",
            "Epoch [1180/2000], Loss_G: 1.7308681011199951, Loss_D_X: 0.14464238286018372, Loss_D_Y: 0.23059645295143127\n",
            "Epoch [1180/2000], Loss_G: 2.049663543701172, Loss_D_X: 0.06095445156097412, Loss_D_Y: 0.15819492936134338\n",
            "Epoch [1180/2000], Loss_G: 1.8388619422912598, Loss_D_X: 0.12544572353363037, Loss_D_Y: 0.25258904695510864\n",
            "Epoch [1180/2000], Loss_G: 1.5317625999450684, Loss_D_X: 0.10934131592512131, Loss_D_Y: 0.2314261794090271\n",
            "Epoch [1181/2000], Loss_G: 2.004181385040283, Loss_D_X: 0.15408240258693695, Loss_D_Y: 0.24278560280799866\n",
            "Epoch [1181/2000], Loss_G: 1.6727502346038818, Loss_D_X: 0.11062344163656235, Loss_D_Y: 0.31076860427856445\n",
            "Epoch [1181/2000], Loss_G: 2.6471683979034424, Loss_D_X: 0.09357964247465134, Loss_D_Y: 0.3839721381664276\n",
            "Epoch [1181/2000], Loss_G: 1.5999199151992798, Loss_D_X: 0.12951120734214783, Loss_D_Y: 0.2717077136039734\n",
            "Epoch [1181/2000], Loss_G: 1.3807787895202637, Loss_D_X: 0.10402285307645798, Loss_D_Y: 0.27072954177856445\n",
            "Epoch [1181/2000], Loss_G: 1.915989875793457, Loss_D_X: 0.05161041021347046, Loss_D_Y: 0.277713805437088\n",
            "Epoch [1181/2000], Loss_G: 2.2173714637756348, Loss_D_X: 0.11795061826705933, Loss_D_Y: 0.2754835784435272\n",
            "Epoch [1181/2000], Loss_G: 1.523784875869751, Loss_D_X: 0.09400145709514618, Loss_D_Y: 0.24739347398281097\n",
            "Epoch [1181/2000], Loss_G: 1.485572099685669, Loss_D_X: 0.12525975704193115, Loss_D_Y: 0.297907292842865\n",
            "Epoch [1182/2000], Loss_G: 1.909421682357788, Loss_D_X: 0.04615310579538345, Loss_D_Y: 0.2576596140861511\n",
            "Epoch [1182/2000], Loss_G: 2.070852518081665, Loss_D_X: 0.06734389811754227, Loss_D_Y: 0.23807528614997864\n",
            "Epoch [1182/2000], Loss_G: 1.6779097318649292, Loss_D_X: 0.1031792014837265, Loss_D_Y: 0.24391508102416992\n",
            "Epoch [1182/2000], Loss_G: 1.5665502548217773, Loss_D_X: 0.09581145644187927, Loss_D_Y: 0.2601299285888672\n",
            "Epoch [1182/2000], Loss_G: 1.814589023590088, Loss_D_X: 0.11837232857942581, Loss_D_Y: 0.2477787435054779\n",
            "Epoch [1182/2000], Loss_G: 1.7242366075515747, Loss_D_X: 0.09160451591014862, Loss_D_Y: 0.22816716134548187\n",
            "Epoch [1182/2000], Loss_G: 1.8804162740707397, Loss_D_X: 0.17211419343948364, Loss_D_Y: 0.2380189299583435\n",
            "Epoch [1182/2000], Loss_G: 1.6480642557144165, Loss_D_X: 0.06706606596708298, Loss_D_Y: 0.23460036516189575\n",
            "Epoch [1182/2000], Loss_G: 1.7942336797714233, Loss_D_X: 0.10639586299657822, Loss_D_Y: 0.24362263083457947\n",
            "Epoch [1183/2000], Loss_G: 1.785264253616333, Loss_D_X: 0.10624885559082031, Loss_D_Y: 0.2351602166891098\n",
            "Epoch [1183/2000], Loss_G: 1.786921501159668, Loss_D_X: 0.13033513724803925, Loss_D_Y: 0.25800779461860657\n",
            "Epoch [1183/2000], Loss_G: 1.8948545455932617, Loss_D_X: 0.05793851241469383, Loss_D_Y: 0.23592153191566467\n",
            "Epoch [1183/2000], Loss_G: 1.743202805519104, Loss_D_X: 0.12421689927577972, Loss_D_Y: 0.2536531686782837\n",
            "Epoch [1183/2000], Loss_G: 1.51753830909729, Loss_D_X: 0.13145644962787628, Loss_D_Y: 0.24227404594421387\n",
            "Epoch [1183/2000], Loss_G: 2.2897632122039795, Loss_D_X: 0.23518317937850952, Loss_D_Y: 0.23106342554092407\n",
            "Epoch [1183/2000], Loss_G: 1.4641931056976318, Loss_D_X: 0.10996170341968536, Loss_D_Y: 0.2281615436077118\n",
            "Epoch [1183/2000], Loss_G: 2.1716628074645996, Loss_D_X: 0.10593300312757492, Loss_D_Y: 0.23701459169387817\n",
            "Epoch [1183/2000], Loss_G: 1.8199315071105957, Loss_D_X: 0.07725836336612701, Loss_D_Y: 0.20793727040290833\n",
            "Epoch [1184/2000], Loss_G: 1.8048272132873535, Loss_D_X: 0.10604192316532135, Loss_D_Y: 0.2774673402309418\n",
            "Epoch [1184/2000], Loss_G: 1.6551878452301025, Loss_D_X: 0.12274153530597687, Loss_D_Y: 0.24185481667518616\n",
            "Epoch [1184/2000], Loss_G: 1.7276370525360107, Loss_D_X: 0.10185199975967407, Loss_D_Y: 0.2262483537197113\n",
            "Epoch [1184/2000], Loss_G: 1.3430721759796143, Loss_D_X: 0.14489395916461945, Loss_D_Y: 0.24389338493347168\n",
            "Epoch [1184/2000], Loss_G: 2.3465373516082764, Loss_D_X: 0.21142703294754028, Loss_D_Y: 0.23890912532806396\n",
            "Epoch [1184/2000], Loss_G: 1.6608344316482544, Loss_D_X: 0.054835375398397446, Loss_D_Y: 0.1865389496088028\n",
            "Epoch [1184/2000], Loss_G: 1.7503594160079956, Loss_D_X: 0.2558877468109131, Loss_D_Y: 0.2590133249759674\n",
            "Epoch [1184/2000], Loss_G: 2.5669426918029785, Loss_D_X: 0.14764833450317383, Loss_D_Y: 0.2655518651008606\n",
            "Epoch [1184/2000], Loss_G: 1.9803522825241089, Loss_D_X: 0.08351018279790878, Loss_D_Y: 0.2760341465473175\n",
            "Epoch [1185/2000], Loss_G: 2.027284622192383, Loss_D_X: 0.1768036186695099, Loss_D_Y: 0.2238427996635437\n",
            "Epoch [1185/2000], Loss_G: 1.8132758140563965, Loss_D_X: 0.19795727729797363, Loss_D_Y: 0.24849063158035278\n",
            "Epoch [1185/2000], Loss_G: 1.9142646789550781, Loss_D_X: 0.09097003936767578, Loss_D_Y: 0.235638827085495\n",
            "Epoch [1185/2000], Loss_G: 1.5911444425582886, Loss_D_X: 0.09934686869382858, Loss_D_Y: 0.23260024189949036\n",
            "Epoch [1185/2000], Loss_G: 1.7677288055419922, Loss_D_X: 0.09929994493722916, Loss_D_Y: 0.21564185619354248\n",
            "Epoch [1185/2000], Loss_G: 1.5118370056152344, Loss_D_X: 0.11562848836183548, Loss_D_Y: 0.25408756732940674\n",
            "Epoch [1185/2000], Loss_G: 2.0048251152038574, Loss_D_X: 0.05591999366879463, Loss_D_Y: 0.16681812703609467\n",
            "Epoch [1185/2000], Loss_G: 2.2735254764556885, Loss_D_X: 0.07922680675983429, Loss_D_Y: 0.27126988768577576\n",
            "Epoch [1185/2000], Loss_G: 1.6551282405853271, Loss_D_X: 0.11857576668262482, Loss_D_Y: 0.2509555220603943\n",
            "Epoch [1186/2000], Loss_G: 1.7984154224395752, Loss_D_X: 0.023014578968286514, Loss_D_Y: 0.17686064541339874\n",
            "Epoch [1186/2000], Loss_G: 1.9107098579406738, Loss_D_X: 0.15144900977611542, Loss_D_Y: 0.23688608407974243\n",
            "Epoch [1186/2000], Loss_G: 1.947519302368164, Loss_D_X: 0.06942243874073029, Loss_D_Y: 0.24619996547698975\n",
            "Epoch [1186/2000], Loss_G: 1.932592749595642, Loss_D_X: 0.08688409626483917, Loss_D_Y: 0.2522476017475128\n",
            "Epoch [1186/2000], Loss_G: 1.622399091720581, Loss_D_X: 0.0795712023973465, Loss_D_Y: 0.3042949438095093\n",
            "Epoch [1186/2000], Loss_G: 1.935357689857483, Loss_D_X: 0.09886398911476135, Loss_D_Y: 0.31091681122779846\n",
            "Epoch [1186/2000], Loss_G: 1.7020388841629028, Loss_D_X: 0.09512819349765778, Loss_D_Y: 0.25081366300582886\n",
            "Epoch [1186/2000], Loss_G: 1.735522747039795, Loss_D_X: 0.10027371346950531, Loss_D_Y: 0.2998998165130615\n",
            "Epoch [1186/2000], Loss_G: 2.193885326385498, Loss_D_X: 0.10030326247215271, Loss_D_Y: 0.303328275680542\n",
            "Epoch [1187/2000], Loss_G: 1.623633623123169, Loss_D_X: 0.14565686881542206, Loss_D_Y: 0.23383007943630219\n",
            "Epoch [1187/2000], Loss_G: 2.049014091491699, Loss_D_X: 0.06505371630191803, Loss_D_Y: 0.2566075026988983\n",
            "Epoch [1187/2000], Loss_G: 1.7341744899749756, Loss_D_X: 0.056865863502025604, Loss_D_Y: 0.2830946445465088\n",
            "Epoch [1187/2000], Loss_G: 2.0037729740142822, Loss_D_X: 0.1079607680439949, Loss_D_Y: 0.2637970447540283\n",
            "Epoch [1187/2000], Loss_G: 1.773505449295044, Loss_D_X: 0.05741585046052933, Loss_D_Y: 0.2717464566230774\n",
            "Epoch [1187/2000], Loss_G: 1.5836012363433838, Loss_D_X: 0.07435649633407593, Loss_D_Y: 0.24960795044898987\n",
            "Epoch [1187/2000], Loss_G: 2.4698755741119385, Loss_D_X: 0.04924532026052475, Loss_D_Y: 0.23323018848896027\n",
            "Epoch [1187/2000], Loss_G: 1.8349920511245728, Loss_D_X: 0.04345007240772247, Loss_D_Y: 0.18106698989868164\n",
            "Epoch [1187/2000], Loss_G: 1.9048469066619873, Loss_D_X: 0.08978717029094696, Loss_D_Y: 0.22770483791828156\n",
            "Epoch [1188/2000], Loss_G: 1.6243340969085693, Loss_D_X: 0.10863356292247772, Loss_D_Y: 0.22895272076129913\n",
            "Epoch [1188/2000], Loss_G: 1.91322922706604, Loss_D_X: 0.08028451353311539, Loss_D_Y: 0.2327766716480255\n",
            "Epoch [1188/2000], Loss_G: 2.013248920440674, Loss_D_X: 0.0683007538318634, Loss_D_Y: 0.22733266651630402\n",
            "Epoch [1188/2000], Loss_G: 2.1051347255706787, Loss_D_X: 0.05286595970392227, Loss_D_Y: 0.2234102189540863\n",
            "Epoch [1188/2000], Loss_G: 2.086304187774658, Loss_D_X: 0.05640658363699913, Loss_D_Y: 0.23936891555786133\n",
            "Epoch [1188/2000], Loss_G: 1.8476827144622803, Loss_D_X: 0.029712792485952377, Loss_D_Y: 0.2354772686958313\n",
            "Epoch [1188/2000], Loss_G: 1.4965932369232178, Loss_D_X: 0.10319823026657104, Loss_D_Y: 0.2661691904067993\n",
            "Epoch [1188/2000], Loss_G: 2.1601016521453857, Loss_D_X: 0.08697982877492905, Loss_D_Y: 0.21486294269561768\n",
            "Epoch [1188/2000], Loss_G: 1.7277073860168457, Loss_D_X: 0.08712559938430786, Loss_D_Y: 0.2334946095943451\n",
            "Epoch [1189/2000], Loss_G: 1.5897420644760132, Loss_D_X: 0.08384443074464798, Loss_D_Y: 0.2334197461605072\n",
            "Epoch [1189/2000], Loss_G: 1.9326976537704468, Loss_D_X: 0.038073692470788956, Loss_D_Y: 0.20669956505298615\n",
            "Epoch [1189/2000], Loss_G: 1.9260938167572021, Loss_D_X: 0.07445142418146133, Loss_D_Y: 0.22863531112670898\n",
            "Epoch [1189/2000], Loss_G: 1.8733030557632446, Loss_D_X: 0.03366363048553467, Loss_D_Y: 0.17336231470108032\n",
            "Epoch [1189/2000], Loss_G: 1.446132779121399, Loss_D_X: 0.09151651710271835, Loss_D_Y: 0.30809199810028076\n",
            "Epoch [1189/2000], Loss_G: 2.2720205783843994, Loss_D_X: 0.08114004135131836, Loss_D_Y: 0.3439558148384094\n",
            "Epoch [1189/2000], Loss_G: 2.330522298812866, Loss_D_X: 0.04759109765291214, Loss_D_Y: 0.26477622985839844\n",
            "Epoch [1189/2000], Loss_G: 1.7326035499572754, Loss_D_X: 0.07911700010299683, Loss_D_Y: 0.2293722927570343\n",
            "Epoch [1189/2000], Loss_G: 1.93336820602417, Loss_D_X: 0.05251413956284523, Loss_D_Y: 0.2415747046470642\n",
            "Epoch [1190/2000], Loss_G: 1.7559725046157837, Loss_D_X: 0.06011110544204712, Loss_D_Y: 0.23025351762771606\n",
            "Epoch [1190/2000], Loss_G: 2.024812936782837, Loss_D_X: 0.055211141705513, Loss_D_Y: 0.2638835608959198\n",
            "Epoch [1190/2000], Loss_G: 1.9772913455963135, Loss_D_X: 0.03672998398542404, Loss_D_Y: 0.2293272614479065\n",
            "Epoch [1190/2000], Loss_G: 1.5148086547851562, Loss_D_X: 0.05737060680985451, Loss_D_Y: 0.297745943069458\n",
            "Epoch [1190/2000], Loss_G: 2.695821762084961, Loss_D_X: 0.07546189427375793, Loss_D_Y: 0.3949541747570038\n",
            "Epoch [1190/2000], Loss_G: 1.944596529006958, Loss_D_X: 0.11064377427101135, Loss_D_Y: 0.281575083732605\n",
            "Epoch [1190/2000], Loss_G: 1.8725892305374146, Loss_D_X: 0.0328805111348629, Loss_D_Y: 0.21934109926223755\n",
            "Epoch [1190/2000], Loss_G: 1.4981011152267456, Loss_D_X: 0.13352692127227783, Loss_D_Y: 0.22521062195301056\n",
            "Epoch [1190/2000], Loss_G: 2.3893918991088867, Loss_D_X: 0.049848128110170364, Loss_D_Y: 0.2523767054080963\n",
            "Epoch [1191/2000], Loss_G: 2.376370429992676, Loss_D_X: 0.08722341805696487, Loss_D_Y: 0.27717360854148865\n",
            "Epoch [1191/2000], Loss_G: 1.6357285976409912, Loss_D_X: 0.08200959861278534, Loss_D_Y: 0.2533036768436432\n",
            "Epoch [1191/2000], Loss_G: 1.9610346555709839, Loss_D_X: 0.09520898759365082, Loss_D_Y: 0.2163723111152649\n",
            "Epoch [1191/2000], Loss_G: 1.8058557510375977, Loss_D_X: 0.15226253867149353, Loss_D_Y: 0.26044589281082153\n",
            "Epoch [1191/2000], Loss_G: 2.215708017349243, Loss_D_X: 0.16952994465827942, Loss_D_Y: 0.39534029364585876\n",
            "Epoch [1191/2000], Loss_G: 1.902219295501709, Loss_D_X: 0.03567877411842346, Loss_D_Y: 0.24713629484176636\n",
            "Epoch [1191/2000], Loss_G: 2.2188634872436523, Loss_D_X: 0.11567738652229309, Loss_D_Y: 0.5708395838737488\n",
            "Epoch [1191/2000], Loss_G: 2.830249786376953, Loss_D_X: 0.10426266491413116, Loss_D_Y: 0.8333119750022888\n",
            "Epoch [1191/2000], Loss_G: 2.2965705394744873, Loss_D_X: 0.0631251111626625, Loss_D_Y: 0.5143996477127075\n",
            "Epoch [1192/2000], Loss_G: 1.9767770767211914, Loss_D_X: 0.0561530664563179, Loss_D_Y: 0.33088940382003784\n",
            "Epoch [1192/2000], Loss_G: 1.4354493618011475, Loss_D_X: 0.07824826240539551, Loss_D_Y: 0.30562150478363037\n",
            "Epoch [1192/2000], Loss_G: 2.729314088821411, Loss_D_X: 0.10770748555660248, Loss_D_Y: 0.36653658747673035\n",
            "Epoch [1192/2000], Loss_G: 2.1698272228240967, Loss_D_X: 0.033672887831926346, Loss_D_Y: 0.2646980881690979\n",
            "Epoch [1192/2000], Loss_G: 1.8202464580535889, Loss_D_X: 0.12920992076396942, Loss_D_Y: 0.6196882724761963\n",
            "Epoch [1192/2000], Loss_G: 2.6496453285217285, Loss_D_X: 0.054107919335365295, Loss_D_Y: 0.8849130868911743\n",
            "Epoch [1192/2000], Loss_G: 2.4651601314544678, Loss_D_X: 0.11751922219991684, Loss_D_Y: 0.3435474932193756\n",
            "Epoch [1192/2000], Loss_G: 1.4810233116149902, Loss_D_X: 0.07928384840488434, Loss_D_Y: 0.28005796670913696\n",
            "Epoch [1192/2000], Loss_G: 2.2514703273773193, Loss_D_X: 0.05358346551656723, Loss_D_Y: 0.31467175483703613\n",
            "Epoch [1193/2000], Loss_G: 1.5574887990951538, Loss_D_X: 0.12347477674484253, Loss_D_Y: 0.2634241580963135\n",
            "Epoch [1193/2000], Loss_G: 1.7982816696166992, Loss_D_X: 0.12360897660255432, Loss_D_Y: 0.26553037762641907\n",
            "Epoch [1193/2000], Loss_G: 2.2501707077026367, Loss_D_X: 0.0491262711584568, Loss_D_Y: 0.2867388129234314\n",
            "Epoch [1193/2000], Loss_G: 1.792736530303955, Loss_D_X: 0.04844950884580612, Loss_D_Y: 0.255466490983963\n",
            "Epoch [1193/2000], Loss_G: 2.3502683639526367, Loss_D_X: 0.0573834590613842, Loss_D_Y: 0.26759228110313416\n",
            "Epoch [1193/2000], Loss_G: 1.6972384452819824, Loss_D_X: 0.1087021678686142, Loss_D_Y: 0.24227367341518402\n",
            "Epoch [1193/2000], Loss_G: 1.647613286972046, Loss_D_X: 0.05604494735598564, Loss_D_Y: 0.24789494276046753\n",
            "Epoch [1193/2000], Loss_G: 1.8423652648925781, Loss_D_X: 0.054782792925834656, Loss_D_Y: 0.2447035312652588\n",
            "Epoch [1193/2000], Loss_G: 2.169825792312622, Loss_D_X: 0.05605009198188782, Loss_D_Y: 0.25061988830566406\n",
            "Epoch [1194/2000], Loss_G: 1.984792947769165, Loss_D_X: 0.056727081537246704, Loss_D_Y: 0.2638906240463257\n",
            "Epoch [1194/2000], Loss_G: 1.6901522874832153, Loss_D_X: 0.12406477332115173, Loss_D_Y: 0.24439939856529236\n",
            "Epoch [1194/2000], Loss_G: 1.8091617822647095, Loss_D_X: 0.05039995163679123, Loss_D_Y: 0.22919858992099762\n",
            "Epoch [1194/2000], Loss_G: 2.279540777206421, Loss_D_X: 0.06755978614091873, Loss_D_Y: 0.23425358533859253\n",
            "Epoch [1194/2000], Loss_G: 1.779961347579956, Loss_D_X: 0.07361319661140442, Loss_D_Y: 0.2532719075679779\n",
            "Epoch [1194/2000], Loss_G: 1.5944751501083374, Loss_D_X: 0.06563583761453629, Loss_D_Y: 0.2466033697128296\n",
            "Epoch [1194/2000], Loss_G: 1.7407569885253906, Loss_D_X: 0.14013263583183289, Loss_D_Y: 0.24826467037200928\n",
            "Epoch [1194/2000], Loss_G: 2.0973517894744873, Loss_D_X: 0.058261096477508545, Loss_D_Y: 0.17811651527881622\n",
            "Epoch [1194/2000], Loss_G: 2.3212103843688965, Loss_D_X: 0.0665084570646286, Loss_D_Y: 0.23616434633731842\n",
            "Epoch [1195/2000], Loss_G: 1.692198395729065, Loss_D_X: 0.09877847135066986, Loss_D_Y: 0.2153930366039276\n",
            "Epoch [1195/2000], Loss_G: 2.659590721130371, Loss_D_X: 0.1301053911447525, Loss_D_Y: 0.2459428459405899\n",
            "Epoch [1195/2000], Loss_G: 1.665940761566162, Loss_D_X: 0.0555453822016716, Loss_D_Y: 0.24036604166030884\n",
            "Epoch [1195/2000], Loss_G: 1.8120546340942383, Loss_D_X: 0.04126787558197975, Loss_D_Y: 0.17933249473571777\n",
            "Epoch [1195/2000], Loss_G: 1.8515491485595703, Loss_D_X: 0.05858820304274559, Loss_D_Y: 0.21662843227386475\n",
            "Epoch [1195/2000], Loss_G: 1.813629388809204, Loss_D_X: 0.08279017359018326, Loss_D_Y: 0.2436157763004303\n",
            "Epoch [1195/2000], Loss_G: 1.6951849460601807, Loss_D_X: 0.06087308004498482, Loss_D_Y: 0.240849569439888\n",
            "Epoch [1195/2000], Loss_G: 1.8501611948013306, Loss_D_X: 0.04934133216738701, Loss_D_Y: 0.2485177218914032\n",
            "Epoch [1195/2000], Loss_G: 2.1554694175720215, Loss_D_X: 0.09670721739530563, Loss_D_Y: 0.22918683290481567\n",
            "Epoch [1196/2000], Loss_G: 2.194733142852783, Loss_D_X: 0.10449551790952682, Loss_D_Y: 0.23439431190490723\n",
            "Epoch [1196/2000], Loss_G: 1.7052340507507324, Loss_D_X: 0.06602143496274948, Loss_D_Y: 0.23942357301712036\n",
            "Epoch [1196/2000], Loss_G: 1.854944109916687, Loss_D_X: 0.057460494339466095, Loss_D_Y: 0.2074149250984192\n",
            "Epoch [1196/2000], Loss_G: 1.9993715286254883, Loss_D_X: 0.04351439327001572, Loss_D_Y: 0.1782318353652954\n",
            "Epoch [1196/2000], Loss_G: 1.865173101425171, Loss_D_X: 0.05841708555817604, Loss_D_Y: 0.22417405247688293\n",
            "Epoch [1196/2000], Loss_G: 2.332444190979004, Loss_D_X: 0.03154851868748665, Loss_D_Y: 0.23476630449295044\n",
            "Epoch [1196/2000], Loss_G: 1.7755804061889648, Loss_D_X: 0.07130121439695358, Loss_D_Y: 0.23530049622058868\n",
            "Epoch [1196/2000], Loss_G: 2.5753445625305176, Loss_D_X: 0.11162307858467102, Loss_D_Y: 0.2280159592628479\n",
            "Epoch [1196/2000], Loss_G: 1.687303066253662, Loss_D_X: 0.06269790232181549, Loss_D_Y: 0.22199226915836334\n",
            "Epoch [1197/2000], Loss_G: 2.2844724655151367, Loss_D_X: 0.05639975517988205, Loss_D_Y: 0.2361140251159668\n",
            "Epoch [1197/2000], Loss_G: 1.4643611907958984, Loss_D_X: 0.07288514077663422, Loss_D_Y: 0.24876344203948975\n",
            "Epoch [1197/2000], Loss_G: 2.152221202850342, Loss_D_X: 0.05265602469444275, Loss_D_Y: 0.22561275959014893\n",
            "Epoch [1197/2000], Loss_G: 2.8271427154541016, Loss_D_X: 0.06719855964183807, Loss_D_Y: 0.23424893617630005\n",
            "Epoch [1197/2000], Loss_G: 1.9429973363876343, Loss_D_X: 0.04204811900854111, Loss_D_Y: 0.21676182746887207\n",
            "Epoch [1197/2000], Loss_G: 1.7097570896148682, Loss_D_X: 0.05006156861782074, Loss_D_Y: 0.23044398427009583\n",
            "Epoch [1197/2000], Loss_G: 2.0283966064453125, Loss_D_X: 0.02758980542421341, Loss_D_Y: 0.17665834724903107\n",
            "Epoch [1197/2000], Loss_G: 1.9038867950439453, Loss_D_X: 0.05480663478374481, Loss_D_Y: 0.23143050074577332\n",
            "Epoch [1197/2000], Loss_G: 2.000370502471924, Loss_D_X: 0.039756085723638535, Loss_D_Y: 0.21033822000026703\n",
            "Epoch [1198/2000], Loss_G: 1.6807100772857666, Loss_D_X: 0.04129240661859512, Loss_D_Y: 0.25118252635002136\n",
            "Epoch [1198/2000], Loss_G: 2.005977153778076, Loss_D_X: 0.02887819893658161, Loss_D_Y: 0.18850141763687134\n",
            "Epoch [1198/2000], Loss_G: 1.8257763385772705, Loss_D_X: 0.03621554374694824, Loss_D_Y: 0.2254580855369568\n",
            "Epoch [1198/2000], Loss_G: 2.140720844268799, Loss_D_X: 0.035803329199552536, Loss_D_Y: 0.2173171192407608\n",
            "Epoch [1198/2000], Loss_G: 1.7790119647979736, Loss_D_X: 0.08699566125869751, Loss_D_Y: 0.234994038939476\n",
            "Epoch [1198/2000], Loss_G: 2.066260814666748, Loss_D_X: 0.04089825600385666, Loss_D_Y: 0.22277963161468506\n",
            "Epoch [1198/2000], Loss_G: 2.2361602783203125, Loss_D_X: 0.051799945533275604, Loss_D_Y: 0.23620684444904327\n",
            "Epoch [1198/2000], Loss_G: 1.8314332962036133, Loss_D_X: 0.061771221458911896, Loss_D_Y: 0.23159843683242798\n",
            "Epoch [1198/2000], Loss_G: 2.1424968242645264, Loss_D_X: 0.048893626779317856, Loss_D_Y: 0.22012567520141602\n",
            "Epoch [1199/2000], Loss_G: 2.482046604156494, Loss_D_X: 0.13894250988960266, Loss_D_Y: 0.22630675137043\n",
            "Epoch [1199/2000], Loss_G: 1.4675055742263794, Loss_D_X: 0.06564163416624069, Loss_D_Y: 0.23273956775665283\n",
            "Epoch [1199/2000], Loss_G: 1.941760540008545, Loss_D_X: 0.0370703749358654, Loss_D_Y: 0.2180667519569397\n",
            "Epoch [1199/2000], Loss_G: 2.3520238399505615, Loss_D_X: 0.05922839790582657, Loss_D_Y: 0.17143693566322327\n",
            "Epoch [1199/2000], Loss_G: 1.950136423110962, Loss_D_X: 0.03412702679634094, Loss_D_Y: 0.23422947525978088\n",
            "Epoch [1199/2000], Loss_G: 1.9509271383285522, Loss_D_X: 0.12065435945987701, Loss_D_Y: 0.237322598695755\n",
            "Epoch [1199/2000], Loss_G: 2.456941843032837, Loss_D_X: 0.07952264696359634, Loss_D_Y: 0.23543620109558105\n",
            "Epoch [1199/2000], Loss_G: 2.0029098987579346, Loss_D_X: 0.07630255818367004, Loss_D_Y: 0.2527273893356323\n",
            "Epoch [1199/2000], Loss_G: 1.6879730224609375, Loss_D_X: 0.054641105234622955, Loss_D_Y: 0.2343677282333374\n",
            "Epoch [1200/2000], Loss_G: 1.3558189868927002, Loss_D_X: 0.07519961893558502, Loss_D_Y: 0.24724054336547852\n",
            "Epoch [1200/2000], Loss_G: 2.103956460952759, Loss_D_X: 0.05807355046272278, Loss_D_Y: 0.254962682723999\n",
            "Epoch [1200/2000], Loss_G: 2.65337872505188, Loss_D_X: 0.0495387427508831, Loss_D_Y: 0.22993332147598267\n",
            "Epoch [1200/2000], Loss_G: 1.9617862701416016, Loss_D_X: 0.07156822830438614, Loss_D_Y: 0.2127387970685959\n",
            "Epoch [1200/2000], Loss_G: 1.8481523990631104, Loss_D_X: 0.060244083404541016, Loss_D_Y: 0.23324160277843475\n",
            "Epoch [1200/2000], Loss_G: 1.9643194675445557, Loss_D_X: 0.09759505093097687, Loss_D_Y: 0.2624962627887726\n",
            "Epoch [1200/2000], Loss_G: 2.166987895965576, Loss_D_X: 0.08972938358783722, Loss_D_Y: 0.16948342323303223\n",
            "Epoch [1200/2000], Loss_G: 2.2160801887512207, Loss_D_X: 0.10148932039737701, Loss_D_Y: 0.23256053030490875\n",
            "Epoch [1200/2000], Loss_G: 2.1757285594940186, Loss_D_X: 0.06879612803459167, Loss_D_Y: 0.21742282807826996\n",
            "Epoch [1201/2000], Loss_G: 2.285132884979248, Loss_D_X: 0.15420357882976532, Loss_D_Y: 0.2232561707496643\n",
            "Epoch [1201/2000], Loss_G: 1.8793847560882568, Loss_D_X: 0.03524906933307648, Loss_D_Y: 0.2462906837463379\n",
            "Epoch [1201/2000], Loss_G: 2.19692325592041, Loss_D_X: 0.08816292881965637, Loss_D_Y: 0.20499566197395325\n",
            "Epoch [1201/2000], Loss_G: 1.7294257879257202, Loss_D_X: 0.04828117787837982, Loss_D_Y: 0.22823438048362732\n",
            "Epoch [1201/2000], Loss_G: 1.9121067523956299, Loss_D_X: 0.061030395328998566, Loss_D_Y: 0.1368998885154724\n",
            "Epoch [1201/2000], Loss_G: 2.106814384460449, Loss_D_X: 0.07788387686014175, Loss_D_Y: 0.21460866928100586\n",
            "Epoch [1201/2000], Loss_G: 2.3227765560150146, Loss_D_X: 0.054675593972206116, Loss_D_Y: 0.21540720760822296\n",
            "Epoch [1201/2000], Loss_G: 1.5103802680969238, Loss_D_X: 0.11973428726196289, Loss_D_Y: 0.2314760386943817\n",
            "Epoch [1201/2000], Loss_G: 2.617969036102295, Loss_D_X: 0.07656385004520416, Loss_D_Y: 0.22816208004951477\n",
            "Epoch [1202/2000], Loss_G: 1.9655182361602783, Loss_D_X: 0.16930288076400757, Loss_D_Y: 0.2434951663017273\n",
            "Epoch [1202/2000], Loss_G: 1.7673170566558838, Loss_D_X: 0.13335451483726501, Loss_D_Y: 0.22483830153942108\n",
            "Epoch [1202/2000], Loss_G: 1.7882354259490967, Loss_D_X: 0.11467013508081436, Loss_D_Y: 0.2286626398563385\n",
            "Epoch [1202/2000], Loss_G: 2.257559299468994, Loss_D_X: 0.0898091122508049, Loss_D_Y: 0.24051138758659363\n",
            "Epoch [1202/2000], Loss_G: 2.228952169418335, Loss_D_X: 0.05188974738121033, Loss_D_Y: 0.13879075646400452\n",
            "Epoch [1202/2000], Loss_G: 1.8570443391799927, Loss_D_X: 0.10746239125728607, Loss_D_Y: 0.2875850200653076\n",
            "Epoch [1202/2000], Loss_G: 1.9098966121673584, Loss_D_X: 0.08569422364234924, Loss_D_Y: 0.307991087436676\n",
            "Epoch [1202/2000], Loss_G: 2.2056026458740234, Loss_D_X: 0.06069668382406235, Loss_D_Y: 0.3027740716934204\n",
            "Epoch [1202/2000], Loss_G: 2.040043830871582, Loss_D_X: 0.14146074652671814, Loss_D_Y: 0.22373540699481964\n",
            "Epoch [1203/2000], Loss_G: 1.618994116783142, Loss_D_X: 0.13198862969875336, Loss_D_Y: 0.2522168457508087\n",
            "Epoch [1203/2000], Loss_G: 2.5050771236419678, Loss_D_X: 0.1212557926774025, Loss_D_Y: 0.22939522564411163\n",
            "Epoch [1203/2000], Loss_G: 2.311657428741455, Loss_D_X: 0.11157545447349548, Loss_D_Y: 0.2698272466659546\n",
            "Epoch [1203/2000], Loss_G: 1.735304832458496, Loss_D_X: 0.22930626571178436, Loss_D_Y: 0.24648094177246094\n",
            "Epoch [1203/2000], Loss_G: 2.377635955810547, Loss_D_X: 0.18869590759277344, Loss_D_Y: 0.23593255877494812\n",
            "Epoch [1203/2000], Loss_G: 2.1879971027374268, Loss_D_X: 0.06983484327793121, Loss_D_Y: 0.207243874669075\n",
            "Epoch [1203/2000], Loss_G: 1.5600577592849731, Loss_D_X: 0.07784600555896759, Loss_D_Y: 0.22146248817443848\n",
            "Epoch [1203/2000], Loss_G: 1.6482139825820923, Loss_D_X: 0.06905334442853928, Loss_D_Y: 0.23126652836799622\n",
            "Epoch [1203/2000], Loss_G: 1.802436351776123, Loss_D_X: 0.10399651527404785, Loss_D_Y: 0.21392594277858734\n",
            "Epoch [1204/2000], Loss_G: 2.8161585330963135, Loss_D_X: 0.20389781892299652, Loss_D_Y: 0.23365871608257294\n",
            "Epoch [1204/2000], Loss_G: 2.162071943283081, Loss_D_X: 0.0647299736738205, Loss_D_Y: 0.23925666511058807\n",
            "Epoch [1204/2000], Loss_G: 1.5505411624908447, Loss_D_X: 0.15023010969161987, Loss_D_Y: 0.23996108770370483\n",
            "Epoch [1204/2000], Loss_G: 2.0119104385375977, Loss_D_X: 0.13954411447048187, Loss_D_Y: 0.23228970170021057\n",
            "Epoch [1204/2000], Loss_G: 1.9911603927612305, Loss_D_X: 0.09606616944074631, Loss_D_Y: 0.23719114065170288\n",
            "Epoch [1204/2000], Loss_G: 1.6945791244506836, Loss_D_X: 0.0855308547616005, Loss_D_Y: 0.2109382450580597\n",
            "Epoch [1204/2000], Loss_G: 1.4341342449188232, Loss_D_X: 0.18398380279541016, Loss_D_Y: 0.15185686945915222\n",
            "Epoch [1204/2000], Loss_G: 2.3912761211395264, Loss_D_X: 0.17643800377845764, Loss_D_Y: 0.22077128291130066\n",
            "Epoch [1204/2000], Loss_G: 1.882490634918213, Loss_D_X: 0.087504081428051, Loss_D_Y: 0.24473804235458374\n",
            "Epoch [1205/2000], Loss_G: 1.7887042760849, Loss_D_X: 0.11592435836791992, Loss_D_Y: 0.2366805225610733\n",
            "Epoch [1205/2000], Loss_G: 1.5320653915405273, Loss_D_X: 0.12360413372516632, Loss_D_Y: 0.21174022555351257\n",
            "Epoch [1205/2000], Loss_G: 2.55456805229187, Loss_D_X: 0.2487192451953888, Loss_D_Y: 0.23956048488616943\n",
            "Epoch [1205/2000], Loss_G: 2.0516254901885986, Loss_D_X: 0.046328090131282806, Loss_D_Y: 0.1520506739616394\n",
            "Epoch [1205/2000], Loss_G: 1.5096697807312012, Loss_D_X: 0.1614692211151123, Loss_D_Y: 0.23294520378112793\n",
            "Epoch [1205/2000], Loss_G: 2.1647045612335205, Loss_D_X: 0.13716034591197968, Loss_D_Y: 0.2113148719072342\n",
            "Epoch [1205/2000], Loss_G: 2.1384177207946777, Loss_D_X: 0.06526434421539307, Loss_D_Y: 0.22118505835533142\n",
            "Epoch [1205/2000], Loss_G: 1.8188529014587402, Loss_D_X: 0.13781525194644928, Loss_D_Y: 0.23700782656669617\n",
            "Epoch [1205/2000], Loss_G: 1.7745425701141357, Loss_D_X: 0.0626518651843071, Loss_D_Y: 0.2025294005870819\n",
            "Epoch [1206/2000], Loss_G: 2.0856893062591553, Loss_D_X: 0.29683753848075867, Loss_D_Y: 0.21787601709365845\n",
            "Epoch [1206/2000], Loss_G: 1.4154114723205566, Loss_D_X: 0.19544681906700134, Loss_D_Y: 0.22862961888313293\n",
            "Epoch [1206/2000], Loss_G: 1.6983476877212524, Loss_D_X: 0.06948385387659073, Loss_D_Y: 0.16734567284584045\n",
            "Epoch [1206/2000], Loss_G: 2.38230562210083, Loss_D_X: 0.16261285543441772, Loss_D_Y: 0.21122543513774872\n",
            "Epoch [1206/2000], Loss_G: 1.7463197708129883, Loss_D_X: 0.10164973884820938, Loss_D_Y: 0.20137405395507812\n",
            "Epoch [1206/2000], Loss_G: 1.7439401149749756, Loss_D_X: 0.10470424592494965, Loss_D_Y: 0.22733792662620544\n",
            "Epoch [1206/2000], Loss_G: 2.3045434951782227, Loss_D_X: 0.07399383187294006, Loss_D_Y: 0.21760839223861694\n",
            "Epoch [1206/2000], Loss_G: 1.8034096956253052, Loss_D_X: 0.059169039130210876, Loss_D_Y: 0.21020430326461792\n",
            "Epoch [1206/2000], Loss_G: 1.3861466646194458, Loss_D_X: 0.092217817902565, Loss_D_Y: 0.2357950210571289\n",
            "Epoch [1207/2000], Loss_G: 2.034359931945801, Loss_D_X: 0.10616304725408554, Loss_D_Y: 0.24141952395439148\n",
            "Epoch [1207/2000], Loss_G: 2.1378984451293945, Loss_D_X: 0.04785523563623428, Loss_D_Y: 0.2616322636604309\n",
            "Epoch [1207/2000], Loss_G: 1.999108076095581, Loss_D_X: 0.055473942309617996, Loss_D_Y: 0.21779215335845947\n",
            "Epoch [1207/2000], Loss_G: 1.5301536321640015, Loss_D_X: 0.07949177920818329, Loss_D_Y: 0.22699066996574402\n",
            "Epoch [1207/2000], Loss_G: 2.1059725284576416, Loss_D_X: 0.05364111810922623, Loss_D_Y: 0.1798059642314911\n",
            "Epoch [1207/2000], Loss_G: 1.9602537155151367, Loss_D_X: 0.04244523495435715, Loss_D_Y: 0.2539820969104767\n",
            "Epoch [1207/2000], Loss_G: 1.8534386157989502, Loss_D_X: 0.07370255887508392, Loss_D_Y: 0.21742436289787292\n",
            "Epoch [1207/2000], Loss_G: 2.392016887664795, Loss_D_X: 0.10540995001792908, Loss_D_Y: 0.25203219056129456\n",
            "Epoch [1207/2000], Loss_G: 1.8723666667938232, Loss_D_X: 0.11929014325141907, Loss_D_Y: 0.25479012727737427\n",
            "Epoch [1208/2000], Loss_G: 1.5275944471359253, Loss_D_X: 0.12057793885469437, Loss_D_Y: 0.24461019039154053\n",
            "Epoch [1208/2000], Loss_G: 1.909383773803711, Loss_D_X: 0.14459536969661713, Loss_D_Y: 0.2660123109817505\n",
            "Epoch [1208/2000], Loss_G: 2.3152074813842773, Loss_D_X: 0.11066195368766785, Loss_D_Y: 0.24299253523349762\n",
            "Epoch [1208/2000], Loss_G: 1.912772297859192, Loss_D_X: 0.08750584721565247, Loss_D_Y: 0.256902277469635\n",
            "Epoch [1208/2000], Loss_G: 1.8568634986877441, Loss_D_X: 0.0466633215546608, Loss_D_Y: 0.17232921719551086\n",
            "Epoch [1208/2000], Loss_G: 1.8407542705535889, Loss_D_X: 0.07479029148817062, Loss_D_Y: 0.20790642499923706\n",
            "Epoch [1208/2000], Loss_G: 2.28686261177063, Loss_D_X: 0.044934675097465515, Loss_D_Y: 0.2298312783241272\n",
            "Epoch [1208/2000], Loss_G: 1.7021414041519165, Loss_D_X: 0.08183501660823822, Loss_D_Y: 0.22263121604919434\n",
            "Epoch [1208/2000], Loss_G: 1.6103556156158447, Loss_D_X: 0.09915563464164734, Loss_D_Y: 0.253853440284729\n",
            "Epoch [1209/2000], Loss_G: 2.0588369369506836, Loss_D_X: 0.0747322142124176, Loss_D_Y: 0.24002620577812195\n",
            "Epoch [1209/2000], Loss_G: 1.72836172580719, Loss_D_X: 0.062243733555078506, Loss_D_Y: 0.15107420086860657\n",
            "Epoch [1209/2000], Loss_G: 2.1115994453430176, Loss_D_X: 0.06650178134441376, Loss_D_Y: 0.25603702664375305\n",
            "Epoch [1209/2000], Loss_G: 1.7642500400543213, Loss_D_X: 0.12636883556842804, Loss_D_Y: 0.2670228183269501\n",
            "Epoch [1209/2000], Loss_G: 2.126249074935913, Loss_D_X: 0.11172210425138474, Loss_D_Y: 0.2306540310382843\n",
            "Epoch [1209/2000], Loss_G: 2.199524164199829, Loss_D_X: 0.05272403359413147, Loss_D_Y: 0.20143559575080872\n",
            "Epoch [1209/2000], Loss_G: 1.3496633768081665, Loss_D_X: 0.10031626373529434, Loss_D_Y: 0.24322304129600525\n",
            "Epoch [1209/2000], Loss_G: 1.9389989376068115, Loss_D_X: 0.054146599024534225, Loss_D_Y: 0.21346110105514526\n",
            "Epoch [1209/2000], Loss_G: 2.1329245567321777, Loss_D_X: 0.052117880433797836, Loss_D_Y: 0.22882404923439026\n",
            "Epoch [1210/2000], Loss_G: 2.256319046020508, Loss_D_X: 0.04684574156999588, Loss_D_Y: 0.24503041803836823\n",
            "Epoch [1210/2000], Loss_G: 2.143052577972412, Loss_D_X: 0.06376398354768753, Loss_D_Y: 0.24060794711112976\n",
            "Epoch [1210/2000], Loss_G: 2.170423746109009, Loss_D_X: 0.14672665297985077, Loss_D_Y: 0.22790594398975372\n",
            "Epoch [1210/2000], Loss_G: 2.350166082382202, Loss_D_X: 0.05299112945795059, Loss_D_Y: 0.2258465439081192\n",
            "Epoch [1210/2000], Loss_G: 2.0837764739990234, Loss_D_X: 0.0643291026353836, Loss_D_Y: 0.1883959323167801\n",
            "Epoch [1210/2000], Loss_G: 2.006476879119873, Loss_D_X: 0.03344990313053131, Loss_D_Y: 0.24755391478538513\n",
            "Epoch [1210/2000], Loss_G: 1.773911476135254, Loss_D_X: 0.08949155360460281, Loss_D_Y: 0.31947508454322815\n",
            "Epoch [1210/2000], Loss_G: 1.9556663036346436, Loss_D_X: 0.04077742248773575, Loss_D_Y: 0.18253864347934723\n",
            "Epoch [1210/2000], Loss_G: 1.6739016771316528, Loss_D_X: 0.1050947830080986, Loss_D_Y: 0.2730865478515625\n",
            "Epoch [1211/2000], Loss_G: 2.47672176361084, Loss_D_X: 0.06830058991909027, Loss_D_Y: 0.3720410466194153\n",
            "Epoch [1211/2000], Loss_G: 2.1691112518310547, Loss_D_X: 0.08959762752056122, Loss_D_Y: 0.3370893597602844\n",
            "Epoch [1211/2000], Loss_G: 2.34670352935791, Loss_D_X: 0.03092244081199169, Loss_D_Y: 0.22093641757965088\n",
            "Epoch [1211/2000], Loss_G: 1.644203543663025, Loss_D_X: 0.0767228752374649, Loss_D_Y: 0.28326237201690674\n",
            "Epoch [1211/2000], Loss_G: 2.3106350898742676, Loss_D_X: 0.0600404292345047, Loss_D_Y: 0.23387232422828674\n",
            "Epoch [1211/2000], Loss_G: 1.8405736684799194, Loss_D_X: 0.09683609008789062, Loss_D_Y: 0.25042712688446045\n",
            "Epoch [1211/2000], Loss_G: 1.6928973197937012, Loss_D_X: 0.1384895294904709, Loss_D_Y: 0.24197372794151306\n",
            "Epoch [1211/2000], Loss_G: 1.6862518787384033, Loss_D_X: 0.08991999179124832, Loss_D_Y: 0.2288813292980194\n",
            "Epoch [1211/2000], Loss_G: 2.6486597061157227, Loss_D_X: 0.2379770129919052, Loss_D_Y: 0.2298586219549179\n",
            "Epoch [1212/2000], Loss_G: 1.961719036102295, Loss_D_X: 0.09343715757131577, Loss_D_Y: 0.29387062788009644\n",
            "Epoch [1212/2000], Loss_G: 1.7189444303512573, Loss_D_X: 0.11361241340637207, Loss_D_Y: 0.2579445540904999\n",
            "Epoch [1212/2000], Loss_G: 2.398406982421875, Loss_D_X: 0.28155988454818726, Loss_D_Y: 0.2697734236717224\n",
            "Epoch [1212/2000], Loss_G: 1.89737069606781, Loss_D_X: 0.385292112827301, Loss_D_Y: 0.24514023959636688\n",
            "Epoch [1212/2000], Loss_G: 1.9698681831359863, Loss_D_X: 0.2071051001548767, Loss_D_Y: 0.2882224917411804\n",
            "Epoch [1212/2000], Loss_G: 1.814950942993164, Loss_D_X: 0.09614646434783936, Loss_D_Y: 0.16453945636749268\n",
            "Epoch [1212/2000], Loss_G: 2.300658941268921, Loss_D_X: 0.07369689643383026, Loss_D_Y: 0.37405824661254883\n",
            "Epoch [1212/2000], Loss_G: 2.309943914413452, Loss_D_X: 0.1391577571630478, Loss_D_Y: 0.4363630414009094\n",
            "Epoch [1212/2000], Loss_G: 1.5624198913574219, Loss_D_X: 0.09874778985977173, Loss_D_Y: 0.33382973074913025\n",
            "Epoch [1213/2000], Loss_G: 1.642000436782837, Loss_D_X: 0.09864704310894012, Loss_D_Y: 0.24281151592731476\n",
            "Epoch [1213/2000], Loss_G: 2.069033622741699, Loss_D_X: 0.15275320410728455, Loss_D_Y: 0.24393784999847412\n",
            "Epoch [1213/2000], Loss_G: 2.1952738761901855, Loss_D_X: 0.08975742012262344, Loss_D_Y: 0.2704969048500061\n",
            "Epoch [1213/2000], Loss_G: 1.788171410560608, Loss_D_X: 0.21403777599334717, Loss_D_Y: 0.24079552292823792\n",
            "Epoch [1213/2000], Loss_G: 2.346909284591675, Loss_D_X: 0.15064962208271027, Loss_D_Y: 0.24714834988117218\n",
            "Epoch [1213/2000], Loss_G: 1.971423625946045, Loss_D_X: 0.12193167209625244, Loss_D_Y: 0.2566852271556854\n",
            "Epoch [1213/2000], Loss_G: 1.8450486660003662, Loss_D_X: 0.08717727661132812, Loss_D_Y: 0.3766934871673584\n",
            "Epoch [1213/2000], Loss_G: 2.129331588745117, Loss_D_X: 0.07829704135656357, Loss_D_Y: 0.19620701670646667\n",
            "Epoch [1213/2000], Loss_G: 1.7352217435836792, Loss_D_X: 0.06992726027965546, Loss_D_Y: 0.25763484835624695\n",
            "Epoch [1214/2000], Loss_G: 1.687105655670166, Loss_D_X: 0.11562763154506683, Loss_D_Y: 0.24059897661209106\n",
            "Epoch [1214/2000], Loss_G: 1.9599230289459229, Loss_D_X: 0.11224521696567535, Loss_D_Y: 0.230275496840477\n",
            "Epoch [1214/2000], Loss_G: 1.7352465391159058, Loss_D_X: 0.05545247346162796, Loss_D_Y: 0.25432175397872925\n",
            "Epoch [1214/2000], Loss_G: 1.8580904006958008, Loss_D_X: 0.10327497124671936, Loss_D_Y: 0.3626927137374878\n",
            "Epoch [1214/2000], Loss_G: 1.9424591064453125, Loss_D_X: 0.09556641429662704, Loss_D_Y: 0.2580094039440155\n",
            "Epoch [1214/2000], Loss_G: 1.947313666343689, Loss_D_X: 0.08267092704772949, Loss_D_Y: 0.24707293510437012\n",
            "Epoch [1214/2000], Loss_G: 2.4647414684295654, Loss_D_X: 0.09747688472270966, Loss_D_Y: 0.23400339484214783\n",
            "Epoch [1214/2000], Loss_G: 1.8067269325256348, Loss_D_X: 0.14723250269889832, Loss_D_Y: 0.20169928669929504\n",
            "Epoch [1214/2000], Loss_G: 2.352705240249634, Loss_D_X: 0.06397645175457001, Loss_D_Y: 0.22988200187683105\n",
            "Epoch [1215/2000], Loss_G: 1.5957642793655396, Loss_D_X: 0.156208336353302, Loss_D_Y: 0.4049031734466553\n",
            "Epoch [1215/2000], Loss_G: 3.165870189666748, Loss_D_X: 0.132065087556839, Loss_D_Y: 0.4706918001174927\n",
            "Epoch [1215/2000], Loss_G: 2.5151376724243164, Loss_D_X: 0.1113271564245224, Loss_D_Y: 0.30976444482803345\n",
            "Epoch [1215/2000], Loss_G: 1.909314751625061, Loss_D_X: 0.08571732044219971, Loss_D_Y: 0.19736206531524658\n",
            "Epoch [1215/2000], Loss_G: 1.5949941873550415, Loss_D_X: 0.08730979263782501, Loss_D_Y: 0.2660183310508728\n",
            "Epoch [1215/2000], Loss_G: 1.8944566249847412, Loss_D_X: 0.09251231700181961, Loss_D_Y: 0.2637889087200165\n",
            "Epoch [1215/2000], Loss_G: 2.093555450439453, Loss_D_X: 0.06492602825164795, Loss_D_Y: 0.30254578590393066\n",
            "Epoch [1215/2000], Loss_G: 1.9055613279342651, Loss_D_X: 0.08191350102424622, Loss_D_Y: 0.27054375410079956\n",
            "Epoch [1215/2000], Loss_G: 1.998334288597107, Loss_D_X: 0.0802655890583992, Loss_D_Y: 0.2298627495765686\n",
            "Epoch [1216/2000], Loss_G: 1.5596420764923096, Loss_D_X: 0.0825916975736618, Loss_D_Y: 0.2555144727230072\n",
            "Epoch [1216/2000], Loss_G: 2.2588517665863037, Loss_D_X: 0.09315310418605804, Loss_D_Y: 0.2942652404308319\n",
            "Epoch [1216/2000], Loss_G: 2.140105724334717, Loss_D_X: 0.05982005596160889, Loss_D_Y: 0.2636430263519287\n",
            "Epoch [1216/2000], Loss_G: 1.99123215675354, Loss_D_X: 0.08676013350486755, Loss_D_Y: 0.25189247727394104\n",
            "Epoch [1216/2000], Loss_G: 1.4601877927780151, Loss_D_X: 0.11345875263214111, Loss_D_Y: 0.274136483669281\n",
            "Epoch [1216/2000], Loss_G: 2.508370876312256, Loss_D_X: 0.0735635757446289, Loss_D_Y: 0.36356157064437866\n",
            "Epoch [1216/2000], Loss_G: 1.9065654277801514, Loss_D_X: 0.131532222032547, Loss_D_Y: 0.25576069951057434\n",
            "Epoch [1216/2000], Loss_G: 1.9168158769607544, Loss_D_X: 0.16504035890102386, Loss_D_Y: 0.22874051332473755\n",
            "Epoch [1216/2000], Loss_G: 2.5484490394592285, Loss_D_X: 0.084446981549263, Loss_D_Y: 0.23385541141033173\n",
            "Epoch [1217/2000], Loss_G: 2.1904006004333496, Loss_D_X: 0.28604286909103394, Loss_D_Y: 0.29504483938217163\n",
            "Epoch [1217/2000], Loss_G: 2.036707639694214, Loss_D_X: 0.13245457410812378, Loss_D_Y: 0.28588372468948364\n",
            "Epoch [1217/2000], Loss_G: 1.6442517042160034, Loss_D_X: 0.1305636465549469, Loss_D_Y: 0.2418557107448578\n",
            "Epoch [1217/2000], Loss_G: 2.5467703342437744, Loss_D_X: 0.28399887681007385, Loss_D_Y: 0.4299098551273346\n",
            "Epoch [1217/2000], Loss_G: 2.09928297996521, Loss_D_X: 0.1981552243232727, Loss_D_Y: 0.37861791253089905\n",
            "Epoch [1217/2000], Loss_G: 1.608147382736206, Loss_D_X: 0.08669953048229218, Loss_D_Y: 0.24969573318958282\n",
            "Epoch [1217/2000], Loss_G: 2.3134775161743164, Loss_D_X: 0.05360845476388931, Loss_D_Y: 0.2589014768600464\n",
            "Epoch [1217/2000], Loss_G: 2.041452646255493, Loss_D_X: 0.1034948080778122, Loss_D_Y: 0.28729304671287537\n",
            "Epoch [1217/2000], Loss_G: 2.0060176849365234, Loss_D_X: 0.11062624305486679, Loss_D_Y: 0.22633904218673706\n",
            "Epoch [1218/2000], Loss_G: 2.4108223915100098, Loss_D_X: 0.15862171351909637, Loss_D_Y: 0.2442472279071808\n",
            "Epoch [1218/2000], Loss_G: 2.0592246055603027, Loss_D_X: 0.09294412285089493, Loss_D_Y: 0.23914848268032074\n",
            "Epoch [1218/2000], Loss_G: 2.011815071105957, Loss_D_X: 0.08639547228813171, Loss_D_Y: 0.23911558091640472\n",
            "Epoch [1218/2000], Loss_G: 1.640170693397522, Loss_D_X: 0.1792163848876953, Loss_D_Y: 0.23475885391235352\n",
            "Epoch [1218/2000], Loss_G: 2.1844558715820312, Loss_D_X: 0.16997015476226807, Loss_D_Y: 0.2550441026687622\n",
            "Epoch [1218/2000], Loss_G: 2.2379815578460693, Loss_D_X: 0.06913772225379944, Loss_D_Y: 0.28206631541252136\n",
            "Epoch [1218/2000], Loss_G: 1.8555320501327515, Loss_D_X: 0.09642255306243896, Loss_D_Y: 0.23815275728702545\n",
            "Epoch [1218/2000], Loss_G: 1.879776954650879, Loss_D_X: 0.05116075277328491, Loss_D_Y: 0.16916236281394958\n",
            "Epoch [1218/2000], Loss_G: 1.9540693759918213, Loss_D_X: 0.1511547565460205, Loss_D_Y: 0.2424510270357132\n",
            "Epoch [1219/2000], Loss_G: 1.4715704917907715, Loss_D_X: 0.11137419939041138, Loss_D_Y: 0.2339719831943512\n",
            "Epoch [1219/2000], Loss_G: 2.448000431060791, Loss_D_X: 0.06021558493375778, Loss_D_Y: 0.2420767843723297\n",
            "Epoch [1219/2000], Loss_G: 1.882580280303955, Loss_D_X: 0.1078445091843605, Loss_D_Y: 0.24122169613838196\n",
            "Epoch [1219/2000], Loss_G: 1.593458890914917, Loss_D_X: 0.09593404829502106, Loss_D_Y: 0.15000730752944946\n",
            "Epoch [1219/2000], Loss_G: 2.096402406692505, Loss_D_X: 0.07947239279747009, Loss_D_Y: 0.20154330134391785\n",
            "Epoch [1219/2000], Loss_G: 2.2669930458068848, Loss_D_X: 0.06874445825815201, Loss_D_Y: 0.21044248342514038\n",
            "Epoch [1219/2000], Loss_G: 1.372350811958313, Loss_D_X: 0.13122257590293884, Loss_D_Y: 0.2385307401418686\n",
            "Epoch [1219/2000], Loss_G: 2.1543285846710205, Loss_D_X: 0.20855480432510376, Loss_D_Y: 0.20589295029640198\n",
            "Epoch [1219/2000], Loss_G: 2.200293779373169, Loss_D_X: 0.10297571122646332, Loss_D_Y: 0.18817570805549622\n",
            "Epoch [1220/2000], Loss_G: 1.6163285970687866, Loss_D_X: 0.08111043274402618, Loss_D_Y: 0.23312003910541534\n",
            "Epoch [1220/2000], Loss_G: 2.387390613555908, Loss_D_X: 0.07701785862445831, Loss_D_Y: 0.23913073539733887\n",
            "Epoch [1220/2000], Loss_G: 2.350564479827881, Loss_D_X: 0.08710436522960663, Loss_D_Y: 0.24877755343914032\n",
            "Epoch [1220/2000], Loss_G: 1.3456571102142334, Loss_D_X: 0.13271033763885498, Loss_D_Y: 0.2759512662887573\n",
            "Epoch [1220/2000], Loss_G: 2.3003103733062744, Loss_D_X: 0.17997226119041443, Loss_D_Y: 0.3361719846725464\n",
            "Epoch [1220/2000], Loss_G: 1.8043737411499023, Loss_D_X: 0.05581435561180115, Loss_D_Y: 0.279856413602829\n",
            "Epoch [1220/2000], Loss_G: 1.8033766746520996, Loss_D_X: 0.1225646436214447, Loss_D_Y: 0.2633788287639618\n",
            "Epoch [1220/2000], Loss_G: 1.9534353017807007, Loss_D_X: 0.15353024005889893, Loss_D_Y: 0.17400944232940674\n",
            "Epoch [1220/2000], Loss_G: 2.258474111557007, Loss_D_X: 0.051640912890434265, Loss_D_Y: 0.2354758381843567\n",
            "Epoch [1221/2000], Loss_G: 1.640626311302185, Loss_D_X: 0.14372509717941284, Loss_D_Y: 0.23943248391151428\n",
            "Epoch [1221/2000], Loss_G: 2.4846105575561523, Loss_D_X: 0.07862235605716705, Loss_D_Y: 0.16869768500328064\n",
            "Epoch [1221/2000], Loss_G: 1.838754415512085, Loss_D_X: 0.12498025596141815, Loss_D_Y: 0.24418902397155762\n",
            "Epoch [1221/2000], Loss_G: 1.3831219673156738, Loss_D_X: 0.14684173464775085, Loss_D_Y: 0.3130999803543091\n",
            "Epoch [1221/2000], Loss_G: 3.143738031387329, Loss_D_X: 0.36972248554229736, Loss_D_Y: 0.4656946063041687\n",
            "Epoch [1221/2000], Loss_G: 1.7133212089538574, Loss_D_X: 0.09909999370574951, Loss_D_Y: 0.2647712230682373\n",
            "Epoch [1221/2000], Loss_G: 2.008000373840332, Loss_D_X: 0.10348183661699295, Loss_D_Y: 0.3101242482662201\n",
            "Epoch [1221/2000], Loss_G: 1.84950852394104, Loss_D_X: 0.26999086141586304, Loss_D_Y: 0.2578999400138855\n",
            "Epoch [1221/2000], Loss_G: 1.9978886842727661, Loss_D_X: 0.18780091404914856, Loss_D_Y: 0.26438966393470764\n",
            "Epoch [1222/2000], Loss_G: 2.0005669593811035, Loss_D_X: 0.18326379358768463, Loss_D_Y: 0.24523958563804626\n",
            "Epoch [1222/2000], Loss_G: 1.506894826889038, Loss_D_X: 0.21216058731079102, Loss_D_Y: 0.2663531005382538\n",
            "Epoch [1222/2000], Loss_G: 2.523787498474121, Loss_D_X: 0.10621589422225952, Loss_D_Y: 0.2637714743614197\n",
            "Epoch [1222/2000], Loss_G: 2.0733261108398438, Loss_D_X: 0.08158464729785919, Loss_D_Y: 0.19780626893043518\n",
            "Epoch [1222/2000], Loss_G: 1.7335182428359985, Loss_D_X: 0.18653260171413422, Loss_D_Y: 0.2417626529932022\n",
            "Epoch [1222/2000], Loss_G: 1.7692009210586548, Loss_D_X: 0.18135052919387817, Loss_D_Y: 0.2500308156013489\n",
            "Epoch [1222/2000], Loss_G: 1.691121220588684, Loss_D_X: 0.12517735362052917, Loss_D_Y: 0.27280259132385254\n",
            "Epoch [1222/2000], Loss_G: 1.9220242500305176, Loss_D_X: 0.05289096757769585, Loss_D_Y: 0.16614210605621338\n",
            "Epoch [1222/2000], Loss_G: 1.8611533641815186, Loss_D_X: 0.08035456389188766, Loss_D_Y: 0.21856573224067688\n",
            "Epoch [1223/2000], Loss_G: 2.2018990516662598, Loss_D_X: 0.08650366961956024, Loss_D_Y: 0.23013055324554443\n",
            "Epoch [1223/2000], Loss_G: 1.933849573135376, Loss_D_X: 0.1048494279384613, Loss_D_Y: 0.22702451050281525\n",
            "Epoch [1223/2000], Loss_G: 1.8158140182495117, Loss_D_X: 0.20237834751605988, Loss_D_Y: 0.1515457034111023\n",
            "Epoch [1223/2000], Loss_G: 1.8512202501296997, Loss_D_X: 0.11814773827791214, Loss_D_Y: 0.24513795971870422\n",
            "Epoch [1223/2000], Loss_G: 2.0180399417877197, Loss_D_X: 0.07578867673873901, Loss_D_Y: 0.23081007599830627\n",
            "Epoch [1223/2000], Loss_G: 2.091980218887329, Loss_D_X: 0.09588469564914703, Loss_D_Y: 0.22804376482963562\n",
            "Epoch [1223/2000], Loss_G: 1.3880376815795898, Loss_D_X: 0.20920860767364502, Loss_D_Y: 0.2260165512561798\n",
            "Epoch [1223/2000], Loss_G: 2.296494483947754, Loss_D_X: 0.16237103939056396, Loss_D_Y: 0.21653546392917633\n",
            "Epoch [1223/2000], Loss_G: 2.163369655609131, Loss_D_X: 0.08045823872089386, Loss_D_Y: 0.18114471435546875\n",
            "Epoch [1224/2000], Loss_G: 1.6334712505340576, Loss_D_X: 0.08472813665866852, Loss_D_Y: 0.20202873647212982\n",
            "Epoch [1224/2000], Loss_G: 1.530035138130188, Loss_D_X: 0.1478515863418579, Loss_D_Y: 0.23212479054927826\n",
            "Epoch [1224/2000], Loss_G: 1.6523878574371338, Loss_D_X: 0.10222579538822174, Loss_D_Y: 0.22130826115608215\n",
            "Epoch [1224/2000], Loss_G: 2.324723720550537, Loss_D_X: 0.10866733640432358, Loss_D_Y: 0.14186328649520874\n",
            "Epoch [1224/2000], Loss_G: 2.0905628204345703, Loss_D_X: 0.2080805003643036, Loss_D_Y: 0.18491294980049133\n",
            "Epoch [1224/2000], Loss_G: 1.6715681552886963, Loss_D_X: 0.1793982982635498, Loss_D_Y: 0.22656705975532532\n",
            "Epoch [1224/2000], Loss_G: 1.989152431488037, Loss_D_X: 0.10998156666755676, Loss_D_Y: 0.22412148118019104\n",
            "Epoch [1224/2000], Loss_G: 2.550827980041504, Loss_D_X: 0.1327451914548874, Loss_D_Y: 0.22182707488536835\n",
            "Epoch [1224/2000], Loss_G: 1.537912368774414, Loss_D_X: 0.10846947878599167, Loss_D_Y: 0.23031368851661682\n",
            "Epoch [1225/2000], Loss_G: 1.8323041200637817, Loss_D_X: 0.08377097547054291, Loss_D_Y: 0.2473592460155487\n",
            "Epoch [1225/2000], Loss_G: 1.9928100109100342, Loss_D_X: 0.228921577334404, Loss_D_Y: 0.2283153533935547\n",
            "Epoch [1225/2000], Loss_G: 1.3665635585784912, Loss_D_X: 0.10914844274520874, Loss_D_Y: 0.2167995721101761\n",
            "Epoch [1225/2000], Loss_G: 1.7717034816741943, Loss_D_X: 0.18476006388664246, Loss_D_Y: 0.22706535458564758\n",
            "Epoch [1225/2000], Loss_G: 1.577988862991333, Loss_D_X: 0.12808583676815033, Loss_D_Y: 0.19406554102897644\n",
            "Epoch [1225/2000], Loss_G: 1.6928110122680664, Loss_D_X: 0.2786155045032501, Loss_D_Y: 0.24887847900390625\n",
            "Epoch [1225/2000], Loss_G: 2.341801404953003, Loss_D_X: 0.09791067987680435, Loss_D_Y: 0.38680729269981384\n",
            "Epoch [1225/2000], Loss_G: 1.816527247428894, Loss_D_X: 0.2501261234283447, Loss_D_Y: 0.2377360761165619\n",
            "Epoch [1225/2000], Loss_G: 2.281921863555908, Loss_D_X: 0.09573150426149368, Loss_D_Y: 0.2454557716846466\n",
            "Epoch [1226/2000], Loss_G: 2.024594783782959, Loss_D_X: 0.17699792981147766, Loss_D_Y: 0.27422207593917847\n",
            "Epoch [1226/2000], Loss_G: 1.9311081171035767, Loss_D_X: 0.16562263667583466, Loss_D_Y: 0.25135818123817444\n",
            "Epoch [1226/2000], Loss_G: 2.481581687927246, Loss_D_X: 0.09726373106241226, Loss_D_Y: 0.28239598870277405\n",
            "Epoch [1226/2000], Loss_G: 1.7824143171310425, Loss_D_X: 0.15523263812065125, Loss_D_Y: 0.28795334696769714\n",
            "Epoch [1226/2000], Loss_G: 1.9525529146194458, Loss_D_X: 0.05966915562748909, Loss_D_Y: 0.24003151059150696\n",
            "Epoch [1226/2000], Loss_G: 1.796723484992981, Loss_D_X: 0.1666509211063385, Loss_D_Y: 0.2054351568222046\n",
            "Epoch [1226/2000], Loss_G: 1.8324848413467407, Loss_D_X: 0.07053866982460022, Loss_D_Y: 0.2364591360092163\n",
            "Epoch [1226/2000], Loss_G: 2.130056858062744, Loss_D_X: 0.6197125911712646, Loss_D_Y: 0.2628321051597595\n",
            "Epoch [1226/2000], Loss_G: 1.91563880443573, Loss_D_X: 0.17954523861408234, Loss_D_Y: 0.16966849565505981\n",
            "Epoch [1227/2000], Loss_G: 1.9387388229370117, Loss_D_X: 0.2704911231994629, Loss_D_Y: 0.2784612476825714\n",
            "Epoch [1227/2000], Loss_G: 2.2438883781433105, Loss_D_X: 0.356963574886322, Loss_D_Y: 0.22569158673286438\n",
            "Epoch [1227/2000], Loss_G: 2.084592819213867, Loss_D_X: 0.5085510015487671, Loss_D_Y: 0.22144854068756104\n",
            "Epoch [1227/2000], Loss_G: 2.1579809188842773, Loss_D_X: 0.2725359797477722, Loss_D_Y: 0.16266866028308868\n",
            "Epoch [1227/2000], Loss_G: 3.481046199798584, Loss_D_X: 1.899119257926941, Loss_D_Y: 0.23658621311187744\n",
            "Epoch [1227/2000], Loss_G: 4.1004319190979, Loss_D_X: 2.7277672290802, Loss_D_Y: 0.259895384311676\n",
            "Epoch [1227/2000], Loss_G: 9.885763168334961, Loss_D_X: 8.414703369140625, Loss_D_Y: 0.2589554786682129\n",
            "Epoch [1227/2000], Loss_G: 16.113431930541992, Loss_D_X: 14.222430229187012, Loss_D_Y: 0.23980379104614258\n",
            "Epoch [1227/2000], Loss_G: 35.559261322021484, Loss_D_X: 27.75133514404297, Loss_D_Y: 0.19746318459510803\n",
            "Epoch [1228/2000], Loss_G: 14.265328407287598, Loss_D_X: 6.665253639221191, Loss_D_Y: 0.13333572447299957\n",
            "Epoch [1228/2000], Loss_G: 5.3794403076171875, Loss_D_X: 1.3931503295898438, Loss_D_Y: 0.05236474797129631\n",
            "Epoch [1228/2000], Loss_G: 8.059385299682617, Loss_D_X: 2.5796167850494385, Loss_D_Y: 0.05877472460269928\n",
            "Epoch [1228/2000], Loss_G: 11.206217765808105, Loss_D_X: 0.8041629791259766, Loss_D_Y: 0.048529379069805145\n",
            "Epoch [1228/2000], Loss_G: 6.518505096435547, Loss_D_X: 1.7966036796569824, Loss_D_Y: 0.05962248891592026\n",
            "Epoch [1228/2000], Loss_G: 6.981286525726318, Loss_D_X: 0.6926477551460266, Loss_D_Y: 0.12451804429292679\n",
            "Epoch [1228/2000], Loss_G: 6.531373977661133, Loss_D_X: 0.5569921135902405, Loss_D_Y: 0.1264636218547821\n",
            "Epoch [1228/2000], Loss_G: 5.861085891723633, Loss_D_X: 0.33713507652282715, Loss_D_Y: 0.13000887632369995\n",
            "Epoch [1228/2000], Loss_G: 6.485358238220215, Loss_D_X: 0.3406383991241455, Loss_D_Y: 0.10027711093425751\n",
            "Epoch [1229/2000], Loss_G: 4.941685676574707, Loss_D_X: 0.31750091910362244, Loss_D_Y: 0.12005625665187836\n",
            "Epoch [1229/2000], Loss_G: 5.5574049949646, Loss_D_X: 0.2936871349811554, Loss_D_Y: 0.09874998033046722\n",
            "Epoch [1229/2000], Loss_G: 4.754133701324463, Loss_D_X: 0.2583596706390381, Loss_D_Y: 0.09196723252534866\n",
            "Epoch [1229/2000], Loss_G: 3.9906246662139893, Loss_D_X: 0.27093449234962463, Loss_D_Y: 0.08183616399765015\n",
            "Epoch [1229/2000], Loss_G: 3.4552812576293945, Loss_D_X: 0.2922550439834595, Loss_D_Y: 0.04845549911260605\n",
            "Epoch [1229/2000], Loss_G: 5.505250930786133, Loss_D_X: 0.31929704546928406, Loss_D_Y: 0.10301216691732407\n",
            "Epoch [1229/2000], Loss_G: 5.18367338180542, Loss_D_X: 0.2784155309200287, Loss_D_Y: 0.18382781744003296\n",
            "Epoch [1229/2000], Loss_G: 7.740962982177734, Loss_D_X: 0.3090282082557678, Loss_D_Y: 0.1861618608236313\n",
            "Epoch [1229/2000], Loss_G: 3.676548480987549, Loss_D_X: 0.3487868905067444, Loss_D_Y: 0.10765928030014038\n",
            "Epoch [1230/2000], Loss_G: 3.5255351066589355, Loss_D_X: 0.2500952482223511, Loss_D_Y: 0.11484971642494202\n",
            "Epoch [1230/2000], Loss_G: 5.545753002166748, Loss_D_X: 0.3465747833251953, Loss_D_Y: 0.08588282763957977\n",
            "Epoch [1230/2000], Loss_G: 4.114428520202637, Loss_D_X: 0.35322993993759155, Loss_D_Y: 0.25812941789627075\n",
            "Epoch [1230/2000], Loss_G: 4.615694999694824, Loss_D_X: 0.2748439311981201, Loss_D_Y: 0.2257915735244751\n",
            "Epoch [1230/2000], Loss_G: 3.0639567375183105, Loss_D_X: 0.26187431812286377, Loss_D_Y: 0.181091770529747\n",
            "Epoch [1230/2000], Loss_G: 2.9298739433288574, Loss_D_X: 0.2959657311439514, Loss_D_Y: 0.13800618052482605\n",
            "Epoch [1230/2000], Loss_G: 2.9750988483428955, Loss_D_X: 0.28980496525764465, Loss_D_Y: 0.1766108274459839\n",
            "Epoch [1230/2000], Loss_G: 4.8439226150512695, Loss_D_X: 0.30069929361343384, Loss_D_Y: 0.17914801836013794\n",
            "Epoch [1230/2000], Loss_G: 3.4927854537963867, Loss_D_X: 0.26650941371917725, Loss_D_Y: 0.21031731367111206\n",
            "Epoch [1231/2000], Loss_G: 2.578209638595581, Loss_D_X: 0.25692111253738403, Loss_D_Y: 0.14976614713668823\n",
            "Epoch [1231/2000], Loss_G: 3.8919503688812256, Loss_D_X: 0.27663546800613403, Loss_D_Y: 0.09598885476589203\n",
            "Epoch [1231/2000], Loss_G: 5.1016693115234375, Loss_D_X: 0.26785749197006226, Loss_D_Y: 0.10621977597475052\n",
            "Epoch [1231/2000], Loss_G: 2.590104103088379, Loss_D_X: 0.25796765089035034, Loss_D_Y: 0.20761895179748535\n",
            "Epoch [1231/2000], Loss_G: 3.055220127105713, Loss_D_X: 0.26796817779541016, Loss_D_Y: 0.20506909489631653\n",
            "Epoch [1231/2000], Loss_G: 2.6850829124450684, Loss_D_X: 0.25123146176338196, Loss_D_Y: 0.13553225994110107\n",
            "Epoch [1231/2000], Loss_G: 2.813861846923828, Loss_D_X: 0.2769138813018799, Loss_D_Y: 0.11068843305110931\n",
            "Epoch [1231/2000], Loss_G: 3.9039130210876465, Loss_D_X: 0.2715842127799988, Loss_D_Y: 0.07554508745670319\n",
            "Epoch [1231/2000], Loss_G: 3.355445146560669, Loss_D_X: 0.2682643532752991, Loss_D_Y: 0.13711757957935333\n",
            "Epoch [1232/2000], Loss_G: 2.5373334884643555, Loss_D_X: 0.2806777060031891, Loss_D_Y: 0.28828710317611694\n",
            "Epoch [1232/2000], Loss_G: 3.2483248710632324, Loss_D_X: 0.26305902004241943, Loss_D_Y: 0.7741658091545105\n",
            "Epoch [1232/2000], Loss_G: 3.872878313064575, Loss_D_X: 0.24791580438613892, Loss_D_Y: 0.6179823875427246\n",
            "Epoch [1232/2000], Loss_G: 3.126701593399048, Loss_D_X: 0.26292040944099426, Loss_D_Y: 0.6934165954589844\n",
            "Epoch [1232/2000], Loss_G: 2.790391445159912, Loss_D_X: 0.31531667709350586, Loss_D_Y: 0.47936350107192993\n",
            "Epoch [1232/2000], Loss_G: 2.5045716762542725, Loss_D_X: 0.2650369703769684, Loss_D_Y: 0.23797021806240082\n",
            "Epoch [1232/2000], Loss_G: 3.0687904357910156, Loss_D_X: 0.24444779753684998, Loss_D_Y: 0.26031723618507385\n",
            "Epoch [1232/2000], Loss_G: 4.202408313751221, Loss_D_X: 0.26946336030960083, Loss_D_Y: 0.22803433239459991\n",
            "Epoch [1232/2000], Loss_G: 2.8085381984710693, Loss_D_X: 0.24163535237312317, Loss_D_Y: 0.22282612323760986\n",
            "Epoch [1233/2000], Loss_G: 3.0684289932250977, Loss_D_X: 0.27249079942703247, Loss_D_Y: 0.2673127055168152\n",
            "Epoch [1233/2000], Loss_G: 2.5530714988708496, Loss_D_X: 0.2709004878997803, Loss_D_Y: 0.2503250539302826\n",
            "Epoch [1233/2000], Loss_G: 2.8434319496154785, Loss_D_X: 0.2480129599571228, Loss_D_Y: 0.15634405612945557\n",
            "Epoch [1233/2000], Loss_G: 2.0600361824035645, Loss_D_X: 0.2554796636104584, Loss_D_Y: 0.20925255119800568\n",
            "Epoch [1233/2000], Loss_G: 2.2009379863739014, Loss_D_X: 0.25483232736587524, Loss_D_Y: 0.147101491689682\n",
            "Epoch [1233/2000], Loss_G: 2.33792781829834, Loss_D_X: 0.2862083613872528, Loss_D_Y: 0.15329310297966003\n",
            "Epoch [1233/2000], Loss_G: 2.416642189025879, Loss_D_X: 0.2703268229961395, Loss_D_Y: 0.15095537900924683\n",
            "Epoch [1233/2000], Loss_G: 2.124385118484497, Loss_D_X: 0.28970208764076233, Loss_D_Y: 0.15520626306533813\n",
            "Epoch [1233/2000], Loss_G: 3.5568175315856934, Loss_D_X: 0.27734866738319397, Loss_D_Y: 0.0452733151614666\n",
            "Epoch [1234/2000], Loss_G: 2.7992045879364014, Loss_D_X: 0.24923920631408691, Loss_D_Y: 0.21161270141601562\n",
            "Epoch [1234/2000], Loss_G: 1.9665488004684448, Loss_D_X: 0.26664453744888306, Loss_D_Y: 0.1604451984167099\n",
            "Epoch [1234/2000], Loss_G: 3.0013680458068848, Loss_D_X: 0.2583130896091461, Loss_D_Y: 0.10875926166772842\n",
            "Epoch [1234/2000], Loss_G: 2.539949893951416, Loss_D_X: 0.27090466022491455, Loss_D_Y: 0.28352341055870056\n",
            "Epoch [1234/2000], Loss_G: 2.832519769668579, Loss_D_X: 0.24501332640647888, Loss_D_Y: 0.11097916960716248\n",
            "Epoch [1234/2000], Loss_G: 2.2676212787628174, Loss_D_X: 0.2905368208885193, Loss_D_Y: 0.16563555598258972\n",
            "Epoch [1234/2000], Loss_G: 3.1931397914886475, Loss_D_X: 0.27645373344421387, Loss_D_Y: 0.13360384106636047\n",
            "Epoch [1234/2000], Loss_G: 2.772087574005127, Loss_D_X: 0.26033371686935425, Loss_D_Y: 0.1458156406879425\n",
            "Epoch [1234/2000], Loss_G: 2.7693867683410645, Loss_D_X: 0.2690945863723755, Loss_D_Y: 0.13827013969421387\n",
            "Epoch [1235/2000], Loss_G: 2.3152878284454346, Loss_D_X: 0.2595832645893097, Loss_D_Y: 0.12265260517597198\n",
            "Epoch [1235/2000], Loss_G: 2.5378618240356445, Loss_D_X: 0.2685907483100891, Loss_D_Y: 0.11999733746051788\n",
            "Epoch [1235/2000], Loss_G: 2.2007668018341064, Loss_D_X: 0.2746970057487488, Loss_D_Y: 0.12001372873783112\n",
            "Epoch [1235/2000], Loss_G: 3.1025702953338623, Loss_D_X: 0.2547470033168793, Loss_D_Y: 0.06995853781700134\n",
            "Epoch [1235/2000], Loss_G: 2.055534839630127, Loss_D_X: 0.2631572186946869, Loss_D_Y: 0.15318459272384644\n",
            "Epoch [1235/2000], Loss_G: 2.8009467124938965, Loss_D_X: 0.2563248574733734, Loss_D_Y: 0.10076817870140076\n",
            "Epoch [1235/2000], Loss_G: 2.480159044265747, Loss_D_X: 0.26021018624305725, Loss_D_Y: 0.0738646537065506\n",
            "Epoch [1235/2000], Loss_G: 3.1762053966522217, Loss_D_X: 0.28490114212036133, Loss_D_Y: 0.25413256883621216\n",
            "Epoch [1235/2000], Loss_G: 3.5160348415374756, Loss_D_X: 0.28864577412605286, Loss_D_Y: 0.4649723768234253\n",
            "Epoch [1236/2000], Loss_G: 3.0234336853027344, Loss_D_X: 0.2561108469963074, Loss_D_Y: 0.4648588299751282\n",
            "Epoch [1236/2000], Loss_G: 2.284484386444092, Loss_D_X: 0.2570840120315552, Loss_D_Y: 0.3013834059238434\n",
            "Epoch [1236/2000], Loss_G: 1.9818408489227295, Loss_D_X: 0.26117703318595886, Loss_D_Y: 0.23291990160942078\n",
            "Epoch [1236/2000], Loss_G: 2.864705801010132, Loss_D_X: 0.2685818076133728, Loss_D_Y: 0.32033464312553406\n",
            "Epoch [1236/2000], Loss_G: 2.2314722537994385, Loss_D_X: 0.2540781795978546, Loss_D_Y: 0.09741981327533722\n",
            "Epoch [1236/2000], Loss_G: 2.9291744232177734, Loss_D_X: 0.26774096488952637, Loss_D_Y: 0.2942076325416565\n",
            "Epoch [1236/2000], Loss_G: 2.2025773525238037, Loss_D_X: 0.25768470764160156, Loss_D_Y: 0.2251276671886444\n",
            "Epoch [1236/2000], Loss_G: 2.0645751953125, Loss_D_X: 0.2773676812648773, Loss_D_Y: 0.22200122475624084\n",
            "Epoch [1236/2000], Loss_G: 1.9449079036712646, Loss_D_X: 0.28034698963165283, Loss_D_Y: 0.2272830605506897\n",
            "Epoch [1237/2000], Loss_G: 2.5758395195007324, Loss_D_X: 0.2821536064147949, Loss_D_Y: 0.21081946790218353\n",
            "Epoch [1237/2000], Loss_G: 2.422591209411621, Loss_D_X: 0.29613012075424194, Loss_D_Y: 0.18535026907920837\n",
            "Epoch [1237/2000], Loss_G: 1.880460500717163, Loss_D_X: 0.25163498520851135, Loss_D_Y: 0.18604826927185059\n",
            "Epoch [1237/2000], Loss_G: 2.637364387512207, Loss_D_X: 0.262247771024704, Loss_D_Y: 0.20899537205696106\n",
            "Epoch [1237/2000], Loss_G: 2.050044059753418, Loss_D_X: 0.2615165114402771, Loss_D_Y: 0.2101663500070572\n",
            "Epoch [1237/2000], Loss_G: 1.936662197113037, Loss_D_X: 0.2681385576725006, Loss_D_Y: 0.19696775078773499\n",
            "Epoch [1237/2000], Loss_G: 2.1673026084899902, Loss_D_X: 0.2799435257911682, Loss_D_Y: 0.17409902811050415\n",
            "Epoch [1237/2000], Loss_G: 2.2061262130737305, Loss_D_X: 0.2561774253845215, Loss_D_Y: 0.06701511889696121\n",
            "Epoch [1237/2000], Loss_G: 2.1310977935791016, Loss_D_X: 0.27298498153686523, Loss_D_Y: 0.1963881552219391\n",
            "Epoch [1238/2000], Loss_G: 2.635526657104492, Loss_D_X: 0.2735937833786011, Loss_D_Y: 0.13896191120147705\n",
            "Epoch [1238/2000], Loss_G: 2.0629332065582275, Loss_D_X: 0.26949429512023926, Loss_D_Y: 0.1387488842010498\n",
            "Epoch [1238/2000], Loss_G: 2.476783514022827, Loss_D_X: 0.2658415734767914, Loss_D_Y: 0.14664679765701294\n",
            "Epoch [1238/2000], Loss_G: 2.6320812702178955, Loss_D_X: 0.26906952261924744, Loss_D_Y: 0.06810285151004791\n",
            "Epoch [1238/2000], Loss_G: 1.8812928199768066, Loss_D_X: 0.2569659650325775, Loss_D_Y: 0.17174920439720154\n",
            "Epoch [1238/2000], Loss_G: 2.308230400085449, Loss_D_X: 0.2763083279132843, Loss_D_Y: 0.17424485087394714\n",
            "Epoch [1238/2000], Loss_G: 2.7319018840789795, Loss_D_X: 0.30667051672935486, Loss_D_Y: 0.12891919910907745\n",
            "Epoch [1238/2000], Loss_G: 2.446662425994873, Loss_D_X: 0.2549067437648773, Loss_D_Y: 0.13449670374393463\n",
            "Epoch [1238/2000], Loss_G: 2.105450391769409, Loss_D_X: 0.25993725657463074, Loss_D_Y: 0.16410385072231293\n",
            "Epoch [1239/2000], Loss_G: 2.12534499168396, Loss_D_X: 0.2602168321609497, Loss_D_Y: 0.13262738287448883\n",
            "Epoch [1239/2000], Loss_G: 2.1791610717773438, Loss_D_X: 0.2658221125602722, Loss_D_Y: 0.1429205983877182\n",
            "Epoch [1239/2000], Loss_G: 2.5754966735839844, Loss_D_X: 0.26613128185272217, Loss_D_Y: 0.1349649876356125\n",
            "Epoch [1239/2000], Loss_G: 2.719719648361206, Loss_D_X: 0.25520581007003784, Loss_D_Y: 0.037828363478183746\n",
            "Epoch [1239/2000], Loss_G: 2.277942657470703, Loss_D_X: 0.2637735605239868, Loss_D_Y: 0.15517619252204895\n",
            "Epoch [1239/2000], Loss_G: 1.680013656616211, Loss_D_X: 0.26782292127609253, Loss_D_Y: 0.17999404668807983\n",
            "Epoch [1239/2000], Loss_G: 2.689502716064453, Loss_D_X: 0.2683985233306885, Loss_D_Y: 0.2169371396303177\n",
            "Epoch [1239/2000], Loss_G: 1.8882577419281006, Loss_D_X: 0.2631630301475525, Loss_D_Y: 0.23650997877120972\n",
            "Epoch [1239/2000], Loss_G: 2.4330689907073975, Loss_D_X: 0.2633713483810425, Loss_D_Y: 0.14728835225105286\n",
            "Epoch [1240/2000], Loss_G: 2.371295928955078, Loss_D_X: 0.2510148882865906, Loss_D_Y: 0.1468886137008667\n",
            "Epoch [1240/2000], Loss_G: 2.079263925552368, Loss_D_X: 0.25548744201660156, Loss_D_Y: 0.05825553461909294\n",
            "Epoch [1240/2000], Loss_G: 2.2242815494537354, Loss_D_X: 0.2648214101791382, Loss_D_Y: 0.18439161777496338\n",
            "Epoch [1240/2000], Loss_G: 1.7625166177749634, Loss_D_X: 0.2577170729637146, Loss_D_Y: 0.18698111176490784\n",
            "Epoch [1240/2000], Loss_G: 2.5312752723693848, Loss_D_X: 0.26802098751068115, Loss_D_Y: 0.17977328598499298\n",
            "Epoch [1240/2000], Loss_G: 2.1612892150878906, Loss_D_X: 0.2607904076576233, Loss_D_Y: 0.2120002955198288\n",
            "Epoch [1240/2000], Loss_G: 2.24306583404541, Loss_D_X: 0.267083078622818, Loss_D_Y: 0.18023629486560822\n",
            "Epoch [1240/2000], Loss_G: 1.6345382928848267, Loss_D_X: 0.25565189123153687, Loss_D_Y: 0.23103173077106476\n",
            "Epoch [1240/2000], Loss_G: 2.132756233215332, Loss_D_X: 0.283910870552063, Loss_D_Y: 0.17694683372974396\n",
            "Epoch [1241/2000], Loss_G: 1.7933086156845093, Loss_D_X: 0.2647748589515686, Loss_D_Y: 0.24635720252990723\n",
            "Epoch [1241/2000], Loss_G: 1.821414589881897, Loss_D_X: 0.2587851881980896, Loss_D_Y: 0.18603390455245972\n",
            "Epoch [1241/2000], Loss_G: 1.806189775466919, Loss_D_X: 0.2565094232559204, Loss_D_Y: 0.17689815163612366\n",
            "Epoch [1241/2000], Loss_G: 1.9584319591522217, Loss_D_X: 0.2630060613155365, Loss_D_Y: 0.05908589065074921\n",
            "Epoch [1241/2000], Loss_G: 2.406256914138794, Loss_D_X: 0.2611357569694519, Loss_D_Y: 0.13209106028079987\n",
            "Epoch [1241/2000], Loss_G: 2.212308406829834, Loss_D_X: 0.2573055326938629, Loss_D_Y: 0.17227759957313538\n",
            "Epoch [1241/2000], Loss_G: 2.130629062652588, Loss_D_X: 0.2712894082069397, Loss_D_Y: 0.2931899428367615\n",
            "Epoch [1241/2000], Loss_G: 3.006948232650757, Loss_D_X: 0.26244401931762695, Loss_D_Y: 0.2550278902053833\n",
            "Epoch [1241/2000], Loss_G: 1.9811432361602783, Loss_D_X: 0.27297425270080566, Loss_D_Y: 0.18776938319206238\n",
            "Epoch [1242/2000], Loss_G: 1.7491642236709595, Loss_D_X: 0.2539077401161194, Loss_D_Y: 0.1955965906381607\n",
            "Epoch [1242/2000], Loss_G: 2.0415120124816895, Loss_D_X: 0.2550298571586609, Loss_D_Y: 0.19511070847511292\n",
            "Epoch [1242/2000], Loss_G: 1.933844804763794, Loss_D_X: 0.2693188190460205, Loss_D_Y: 0.1797218918800354\n",
            "Epoch [1242/2000], Loss_G: 1.7649660110473633, Loss_D_X: 0.27312830090522766, Loss_D_Y: 0.15329274535179138\n",
            "Epoch [1242/2000], Loss_G: 2.2347753047943115, Loss_D_X: 0.2645603120326996, Loss_D_Y: 0.23178304731845856\n",
            "Epoch [1242/2000], Loss_G: 1.8987957239151, Loss_D_X: 0.2659502923488617, Loss_D_Y: 0.13315925002098083\n",
            "Epoch [1242/2000], Loss_G: 1.9969472885131836, Loss_D_X: 0.26432275772094727, Loss_D_Y: 0.0593770295381546\n",
            "Epoch [1242/2000], Loss_G: 2.2054734230041504, Loss_D_X: 0.2631470263004303, Loss_D_Y: 0.18838509917259216\n",
            "Epoch [1242/2000], Loss_G: 2.725165367126465, Loss_D_X: 0.25101542472839355, Loss_D_Y: 0.27048981189727783\n",
            "Epoch [1243/2000], Loss_G: 1.8745465278625488, Loss_D_X: 0.25448092818260193, Loss_D_Y: 0.17527629435062408\n",
            "Epoch [1243/2000], Loss_G: 1.8432528972625732, Loss_D_X: 0.2705882787704468, Loss_D_Y: 0.1428597867488861\n",
            "Epoch [1243/2000], Loss_G: 2.1213595867156982, Loss_D_X: 0.2509109675884247, Loss_D_Y: 0.2057345062494278\n",
            "Epoch [1243/2000], Loss_G: 2.313170909881592, Loss_D_X: 0.2582222819328308, Loss_D_Y: 0.20711776614189148\n",
            "Epoch [1243/2000], Loss_G: 1.6211172342300415, Loss_D_X: 0.2571827471256256, Loss_D_Y: 0.2365076243877411\n",
            "Epoch [1243/2000], Loss_G: 2.6818621158599854, Loss_D_X: 0.26250746846199036, Loss_D_Y: 0.48717573285102844\n",
            "Epoch [1243/2000], Loss_G: 1.9910988807678223, Loss_D_X: 0.2607521116733551, Loss_D_Y: 0.18577846884727478\n",
            "Epoch [1243/2000], Loss_G: 1.8289499282836914, Loss_D_X: 0.27111440896987915, Loss_D_Y: 0.2836131155490875\n",
            "Epoch [1243/2000], Loss_G: 1.8367013931274414, Loss_D_X: 0.2455645203590393, Loss_D_Y: 0.1843540072441101\n",
            "Epoch [1244/2000], Loss_G: 1.700784683227539, Loss_D_X: 0.27100062370300293, Loss_D_Y: 0.22438132762908936\n",
            "Epoch [1244/2000], Loss_G: 1.988282561302185, Loss_D_X: 0.25852590799331665, Loss_D_Y: 0.11721658706665039\n",
            "Epoch [1244/2000], Loss_G: 2.1245508193969727, Loss_D_X: 0.25396737456321716, Loss_D_Y: 0.265159547328949\n",
            "Epoch [1244/2000], Loss_G: 1.8417341709136963, Loss_D_X: 0.2577243149280548, Loss_D_Y: 0.3243325352668762\n",
            "Epoch [1244/2000], Loss_G: 1.9724119901657104, Loss_D_X: 0.27122315764427185, Loss_D_Y: 0.2031804323196411\n",
            "Epoch [1244/2000], Loss_G: 1.7453547716140747, Loss_D_X: 0.25742071866989136, Loss_D_Y: 0.38818997144699097\n",
            "Epoch [1244/2000], Loss_G: 2.099310874938965, Loss_D_X: 0.2561822533607483, Loss_D_Y: 0.5058113932609558\n",
            "Epoch [1244/2000], Loss_G: 2.2669217586517334, Loss_D_X: 0.27019935846328735, Loss_D_Y: 0.7379540801048279\n",
            "Epoch [1244/2000], Loss_G: 1.988052487373352, Loss_D_X: 0.2617490887641907, Loss_D_Y: 0.48400717973709106\n",
            "Epoch [1245/2000], Loss_G: 2.1354615688323975, Loss_D_X: 0.26325827836990356, Loss_D_Y: 0.44114255905151367\n",
            "Epoch [1245/2000], Loss_G: 2.1950368881225586, Loss_D_X: 0.2687005400657654, Loss_D_Y: 0.298518568277359\n",
            "Epoch [1245/2000], Loss_G: 1.2983229160308838, Loss_D_X: 0.25673365592956543, Loss_D_Y: 0.3563941717147827\n",
            "Epoch [1245/2000], Loss_G: 1.926941990852356, Loss_D_X: 0.2727750241756439, Loss_D_Y: 0.2776288688182831\n",
            "Epoch [1245/2000], Loss_G: 1.8811701536178589, Loss_D_X: 0.2719912528991699, Loss_D_Y: 0.1429450511932373\n",
            "Epoch [1245/2000], Loss_G: 2.1561293601989746, Loss_D_X: 0.2517361640930176, Loss_D_Y: 0.257345587015152\n",
            "Epoch [1245/2000], Loss_G: 1.591176986694336, Loss_D_X: 0.2598114609718323, Loss_D_Y: 0.22144842147827148\n",
            "Epoch [1245/2000], Loss_G: 1.4492172002792358, Loss_D_X: 0.25669431686401367, Loss_D_Y: 0.23676778376102448\n",
            "Epoch [1245/2000], Loss_G: 1.9085696935653687, Loss_D_X: 0.28197187185287476, Loss_D_Y: 0.2761189043521881\n",
            "Epoch [1246/2000], Loss_G: 1.681636095046997, Loss_D_X: 0.2543599605560303, Loss_D_Y: 0.30192479491233826\n",
            "Epoch [1246/2000], Loss_G: 1.5753087997436523, Loss_D_X: 0.2654604911804199, Loss_D_Y: 0.2345348298549652\n",
            "Epoch [1246/2000], Loss_G: 1.6497745513916016, Loss_D_X: 0.26846420764923096, Loss_D_Y: 0.10039245337247849\n",
            "Epoch [1246/2000], Loss_G: 1.8005534410476685, Loss_D_X: 0.26845282316207886, Loss_D_Y: 0.22283867001533508\n",
            "Epoch [1246/2000], Loss_G: 1.769446611404419, Loss_D_X: 0.26771092414855957, Loss_D_Y: 0.217809796333313\n",
            "Epoch [1246/2000], Loss_G: 1.5443966388702393, Loss_D_X: 0.27857986092567444, Loss_D_Y: 0.19614072144031525\n",
            "Epoch [1246/2000], Loss_G: 2.057105541229248, Loss_D_X: 0.25256308913230896, Loss_D_Y: 0.19758926331996918\n",
            "Epoch [1246/2000], Loss_G: 2.1741390228271484, Loss_D_X: 0.25808224081993103, Loss_D_Y: 0.2127474844455719\n",
            "Epoch [1246/2000], Loss_G: 1.7316277027130127, Loss_D_X: 0.25384584069252014, Loss_D_Y: 0.2059081494808197\n",
            "Epoch [1247/2000], Loss_G: 1.4592301845550537, Loss_D_X: 0.25579485297203064, Loss_D_Y: 0.21372604370117188\n",
            "Epoch [1247/2000], Loss_G: 1.7605853080749512, Loss_D_X: 0.25893959403038025, Loss_D_Y: 0.17520691454410553\n",
            "Epoch [1247/2000], Loss_G: 1.976525068283081, Loss_D_X: 0.25843507051467896, Loss_D_Y: 0.1982971876859665\n",
            "Epoch [1247/2000], Loss_G: 1.6608448028564453, Loss_D_X: 0.2533835470676422, Loss_D_Y: 0.18595144152641296\n",
            "Epoch [1247/2000], Loss_G: 2.362847089767456, Loss_D_X: 0.2495655119419098, Loss_D_Y: 0.1704295426607132\n",
            "Epoch [1247/2000], Loss_G: 1.6133766174316406, Loss_D_X: 0.25331351161003113, Loss_D_Y: 0.09993155300617218\n",
            "Epoch [1247/2000], Loss_G: 1.5568461418151855, Loss_D_X: 0.2569688558578491, Loss_D_Y: 0.21254576742649078\n",
            "Epoch [1247/2000], Loss_G: 1.8763036727905273, Loss_D_X: 0.25965893268585205, Loss_D_Y: 0.20231297612190247\n",
            "Epoch [1247/2000], Loss_G: 1.8824317455291748, Loss_D_X: 0.28313949704170227, Loss_D_Y: 0.1281917542219162\n",
            "Epoch [1248/2000], Loss_G: 1.4925599098205566, Loss_D_X: 0.2593822777271271, Loss_D_Y: 0.31890422105789185\n",
            "Epoch [1248/2000], Loss_G: 3.3564069271087646, Loss_D_X: 0.2605101764202118, Loss_D_Y: 0.6671743392944336\n",
            "Epoch [1248/2000], Loss_G: 1.6008268594741821, Loss_D_X: 0.2553415894508362, Loss_D_Y: 0.3310088813304901\n",
            "Epoch [1248/2000], Loss_G: 1.8314871788024902, Loss_D_X: 0.2658819556236267, Loss_D_Y: 0.2907654047012329\n",
            "Epoch [1248/2000], Loss_G: 1.9544475078582764, Loss_D_X: 0.26000863313674927, Loss_D_Y: 0.3985942006111145\n",
            "Epoch [1248/2000], Loss_G: 2.3108010292053223, Loss_D_X: 0.2487776279449463, Loss_D_Y: 0.3071956932544708\n",
            "Epoch [1248/2000], Loss_G: 2.2394521236419678, Loss_D_X: 0.2642853856086731, Loss_D_Y: 0.21043218672275543\n",
            "Epoch [1248/2000], Loss_G: 1.7705516815185547, Loss_D_X: 0.2534542679786682, Loss_D_Y: 0.14193087816238403\n",
            "Epoch [1248/2000], Loss_G: 2.1932737827301025, Loss_D_X: 0.25424924492836, Loss_D_Y: 0.18186993896961212\n",
            "Epoch [1249/2000], Loss_G: 1.7036147117614746, Loss_D_X: 0.2526422142982483, Loss_D_Y: 0.22761809825897217\n",
            "Epoch [1249/2000], Loss_G: 2.0081615447998047, Loss_D_X: 0.2532631754875183, Loss_D_Y: 0.2220514714717865\n",
            "Epoch [1249/2000], Loss_G: 2.0405099391937256, Loss_D_X: 0.25549522042274475, Loss_D_Y: 0.20503783226013184\n",
            "Epoch [1249/2000], Loss_G: 2.181079864501953, Loss_D_X: 0.24902552366256714, Loss_D_Y: 0.22445684671401978\n",
            "Epoch [1249/2000], Loss_G: 1.8121235370635986, Loss_D_X: 0.2516747713088989, Loss_D_Y: 0.24524646997451782\n",
            "Epoch [1249/2000], Loss_G: 1.8523391485214233, Loss_D_X: 0.26284873485565186, Loss_D_Y: 0.1667041778564453\n",
            "Epoch [1249/2000], Loss_G: 2.012259006500244, Loss_D_X: 0.25685420632362366, Loss_D_Y: 0.12615983188152313\n",
            "Epoch [1249/2000], Loss_G: 2.0645639896392822, Loss_D_X: 0.2537999749183655, Loss_D_Y: 0.0969289168715477\n",
            "Epoch [1249/2000], Loss_G: 2.1210076808929443, Loss_D_X: 0.2590220868587494, Loss_D_Y: 0.2581760883331299\n",
            "Epoch [1250/2000], Loss_G: 2.09073543548584, Loss_D_X: 0.24871417880058289, Loss_D_Y: 0.22261324524879456\n",
            "Epoch [1250/2000], Loss_G: 1.9234994649887085, Loss_D_X: 0.259543240070343, Loss_D_Y: 0.22221431136131287\n",
            "Epoch [1250/2000], Loss_G: 1.5434889793395996, Loss_D_X: 0.2549770474433899, Loss_D_Y: 0.1489526778459549\n",
            "Epoch [1250/2000], Loss_G: 2.2051124572753906, Loss_D_X: 0.2597387731075287, Loss_D_Y: 0.15397515892982483\n",
            "Epoch [1250/2000], Loss_G: 1.653409481048584, Loss_D_X: 0.25386232137680054, Loss_D_Y: 0.09774570912122726\n",
            "Epoch [1250/2000], Loss_G: 1.9484405517578125, Loss_D_X: 0.2605435252189636, Loss_D_Y: 0.21945612132549286\n",
            "Epoch [1250/2000], Loss_G: 1.8996307849884033, Loss_D_X: 0.25450557470321655, Loss_D_Y: 0.30534523725509644\n",
            "Epoch [1250/2000], Loss_G: 1.9349949359893799, Loss_D_X: 0.25463974475860596, Loss_D_Y: 0.16231554746627808\n",
            "Epoch [1250/2000], Loss_G: 1.5270435810089111, Loss_D_X: 0.2684215009212494, Loss_D_Y: 0.2103397399187088\n",
            "Epoch [1251/2000], Loss_G: 2.0741305351257324, Loss_D_X: 0.2496025711297989, Loss_D_Y: 0.23876705765724182\n",
            "Epoch [1251/2000], Loss_G: 2.120906352996826, Loss_D_X: 0.2574545741081238, Loss_D_Y: 0.261324942111969\n",
            "Epoch [1251/2000], Loss_G: 1.9540252685546875, Loss_D_X: 0.25270235538482666, Loss_D_Y: 0.0592367984354496\n",
            "Epoch [1251/2000], Loss_G: 2.0410823822021484, Loss_D_X: 0.25915002822875977, Loss_D_Y: 0.28488799929618835\n",
            "Epoch [1251/2000], Loss_G: 1.9841856956481934, Loss_D_X: 0.26158276200294495, Loss_D_Y: 0.20813560485839844\n",
            "Epoch [1251/2000], Loss_G: 1.7759349346160889, Loss_D_X: 0.27047833800315857, Loss_D_Y: 0.18364743888378143\n",
            "Epoch [1251/2000], Loss_G: 1.617835521697998, Loss_D_X: 0.2524457573890686, Loss_D_Y: 0.19979964196681976\n",
            "Epoch [1251/2000], Loss_G: 2.069788932800293, Loss_D_X: 0.2701664865016937, Loss_D_Y: 0.27732664346694946\n",
            "Epoch [1251/2000], Loss_G: 1.8142415285110474, Loss_D_X: 0.2574536204338074, Loss_D_Y: 0.18271838128566742\n",
            "Epoch [1252/2000], Loss_G: 1.5722811222076416, Loss_D_X: 0.2550539970397949, Loss_D_Y: 0.23454433679580688\n",
            "Epoch [1252/2000], Loss_G: 2.277805805206299, Loss_D_X: 0.257152259349823, Loss_D_Y: 0.4721296429634094\n",
            "Epoch [1252/2000], Loss_G: 1.9885950088500977, Loss_D_X: 0.2575719654560089, Loss_D_Y: 0.20398814976215363\n",
            "Epoch [1252/2000], Loss_G: 1.5114740133285522, Loss_D_X: 0.2668348550796509, Loss_D_Y: 0.1854282021522522\n",
            "Epoch [1252/2000], Loss_G: 1.6199945211410522, Loss_D_X: 0.2578144073486328, Loss_D_Y: 0.19731394946575165\n",
            "Epoch [1252/2000], Loss_G: 2.051208019256592, Loss_D_X: 0.2537301480770111, Loss_D_Y: 0.26064589619636536\n",
            "Epoch [1252/2000], Loss_G: 2.0173544883728027, Loss_D_X: 0.2532116770744324, Loss_D_Y: 0.10592233389616013\n",
            "Epoch [1252/2000], Loss_G: 1.8016843795776367, Loss_D_X: 0.25497475266456604, Loss_D_Y: 0.13644884526729584\n",
            "Epoch [1252/2000], Loss_G: 1.887601375579834, Loss_D_X: 0.25980594754219055, Loss_D_Y: 0.1871671974658966\n",
            "Epoch [1253/2000], Loss_G: 1.6626056432724, Loss_D_X: 0.2571367025375366, Loss_D_Y: 0.23851242661476135\n",
            "Epoch [1253/2000], Loss_G: 2.143484592437744, Loss_D_X: 0.26634031534194946, Loss_D_Y: 0.2811717987060547\n",
            "Epoch [1253/2000], Loss_G: 1.7832419872283936, Loss_D_X: 0.2551998198032379, Loss_D_Y: 0.1486978828907013\n",
            "Epoch [1253/2000], Loss_G: 1.9489470720291138, Loss_D_X: 0.254229336977005, Loss_D_Y: 0.1680220663547516\n",
            "Epoch [1253/2000], Loss_G: 1.7199424505233765, Loss_D_X: 0.258731871843338, Loss_D_Y: 0.18289516866207123\n",
            "Epoch [1253/2000], Loss_G: 2.1019983291625977, Loss_D_X: 0.2585791349411011, Loss_D_Y: 0.31623244285583496\n",
            "Epoch [1253/2000], Loss_G: 1.4500458240509033, Loss_D_X: 0.2540159821510315, Loss_D_Y: 0.2096247375011444\n",
            "Epoch [1253/2000], Loss_G: 1.6562899351119995, Loss_D_X: 0.2647330164909363, Loss_D_Y: 0.16953665018081665\n",
            "Epoch [1253/2000], Loss_G: 2.0427544116973877, Loss_D_X: 0.25963151454925537, Loss_D_Y: 0.22026124596595764\n",
            "Epoch [1254/2000], Loss_G: 1.6662137508392334, Loss_D_X: 0.26817387342453003, Loss_D_Y: 0.21596679091453552\n",
            "Epoch [1254/2000], Loss_G: 1.5311672687530518, Loss_D_X: 0.2539539337158203, Loss_D_Y: 0.264344185590744\n",
            "Epoch [1254/2000], Loss_G: 1.8160755634307861, Loss_D_X: 0.25109145045280457, Loss_D_Y: 0.301033616065979\n",
            "Epoch [1254/2000], Loss_G: 1.657487154006958, Loss_D_X: 0.25540298223495483, Loss_D_Y: 0.20383188128471375\n",
            "Epoch [1254/2000], Loss_G: 1.6237225532531738, Loss_D_X: 0.2613530457019806, Loss_D_Y: 0.17745792865753174\n",
            "Epoch [1254/2000], Loss_G: 1.6628844738006592, Loss_D_X: 0.25662630796432495, Loss_D_Y: 0.15546229481697083\n",
            "Epoch [1254/2000], Loss_G: 1.6312220096588135, Loss_D_X: 0.260896235704422, Loss_D_Y: 0.23748067021369934\n",
            "Epoch [1254/2000], Loss_G: 2.407912254333496, Loss_D_X: 0.26929107308387756, Loss_D_Y: 0.3081858158111572\n",
            "Epoch [1254/2000], Loss_G: 1.4810984134674072, Loss_D_X: 0.25114011764526367, Loss_D_Y: 0.17289447784423828\n",
            "Epoch [1255/2000], Loss_G: 1.9682773351669312, Loss_D_X: 0.2568063735961914, Loss_D_Y: 0.1956750750541687\n",
            "Epoch [1255/2000], Loss_G: 1.7443324327468872, Loss_D_X: 0.25794780254364014, Loss_D_Y: 0.18556225299835205\n",
            "Epoch [1255/2000], Loss_G: 1.8297576904296875, Loss_D_X: 0.25412270426750183, Loss_D_Y: 0.1284244954586029\n",
            "Epoch [1255/2000], Loss_G: 1.9322404861450195, Loss_D_X: 0.2664676308631897, Loss_D_Y: 0.17060695588588715\n",
            "Epoch [1255/2000], Loss_G: 1.4241832494735718, Loss_D_X: 0.25450849533081055, Loss_D_Y: 0.19874253869056702\n",
            "Epoch [1255/2000], Loss_G: 1.8177822828292847, Loss_D_X: 0.2538730502128601, Loss_D_Y: 0.19018730521202087\n",
            "Epoch [1255/2000], Loss_G: 1.9737865924835205, Loss_D_X: 0.2653624415397644, Loss_D_Y: 0.08919435739517212\n",
            "Epoch [1255/2000], Loss_G: 2.012601613998413, Loss_D_X: 0.25776538252830505, Loss_D_Y: 0.22803927958011627\n",
            "Epoch [1255/2000], Loss_G: 2.1435391902923584, Loss_D_X: 0.2572520077228546, Loss_D_Y: 0.2163810133934021\n",
            "Epoch [1256/2000], Loss_G: 1.5346806049346924, Loss_D_X: 0.2551019489765167, Loss_D_Y: 0.16999255120754242\n",
            "Epoch [1256/2000], Loss_G: 1.4744960069656372, Loss_D_X: 0.2555181682109833, Loss_D_Y: 0.17733749747276306\n",
            "Epoch [1256/2000], Loss_G: 1.8829362392425537, Loss_D_X: 0.2553352415561676, Loss_D_Y: 0.29272305965423584\n",
            "Epoch [1256/2000], Loss_G: 2.0733773708343506, Loss_D_X: 0.24884381890296936, Loss_D_Y: 0.18265974521636963\n",
            "Epoch [1256/2000], Loss_G: 1.5163953304290771, Loss_D_X: 0.25633007287979126, Loss_D_Y: 0.22471746802330017\n",
            "Epoch [1256/2000], Loss_G: 1.898221492767334, Loss_D_X: 0.26496797800064087, Loss_D_Y: 0.1792289763689041\n",
            "Epoch [1256/2000], Loss_G: 2.522416591644287, Loss_D_X: 0.25738459825515747, Loss_D_Y: 0.2788747549057007\n",
            "Epoch [1256/2000], Loss_G: 1.5273289680480957, Loss_D_X: 0.25428858399391174, Loss_D_Y: 0.18809416890144348\n",
            "Epoch [1256/2000], Loss_G: 1.9629855155944824, Loss_D_X: 0.2492760866880417, Loss_D_Y: 0.16546663641929626\n",
            "Epoch [1257/2000], Loss_G: 1.8843930959701538, Loss_D_X: 0.25983208417892456, Loss_D_Y: 0.22314216196537018\n",
            "Epoch [1257/2000], Loss_G: 1.794906735420227, Loss_D_X: 0.25470036268234253, Loss_D_Y: 0.17277738451957703\n",
            "Epoch [1257/2000], Loss_G: 1.397439956665039, Loss_D_X: 0.2558134198188782, Loss_D_Y: 0.25341564416885376\n",
            "Epoch [1257/2000], Loss_G: 2.309697389602661, Loss_D_X: 0.2642562985420227, Loss_D_Y: 0.2500011920928955\n",
            "Epoch [1257/2000], Loss_G: 2.0244312286376953, Loss_D_X: 0.2585691511631012, Loss_D_Y: 0.17217904329299927\n",
            "Epoch [1257/2000], Loss_G: 1.8061978816986084, Loss_D_X: 0.2521440386772156, Loss_D_Y: 0.20208056271076202\n",
            "Epoch [1257/2000], Loss_G: 1.5767483711242676, Loss_D_X: 0.2565629482269287, Loss_D_Y: 0.26183319091796875\n",
            "Epoch [1257/2000], Loss_G: 1.6945229768753052, Loss_D_X: 0.2547813653945923, Loss_D_Y: 0.21271085739135742\n",
            "Epoch [1257/2000], Loss_G: 1.6093189716339111, Loss_D_X: 0.25846779346466064, Loss_D_Y: 0.20181959867477417\n",
            "Epoch [1258/2000], Loss_G: 1.5409094095230103, Loss_D_X: 0.26290273666381836, Loss_D_Y: 0.19940106570720673\n",
            "Epoch [1258/2000], Loss_G: 1.9515924453735352, Loss_D_X: 0.25344404578208923, Loss_D_Y: 0.30658024549484253\n",
            "Epoch [1258/2000], Loss_G: 1.4631024599075317, Loss_D_X: 0.2562916874885559, Loss_D_Y: 0.3355996310710907\n",
            "Epoch [1258/2000], Loss_G: 1.5989179611206055, Loss_D_X: 0.2549743950366974, Loss_D_Y: 0.26401808857917786\n",
            "Epoch [1258/2000], Loss_G: 1.4695422649383545, Loss_D_X: 0.2594849467277527, Loss_D_Y: 0.2597179710865021\n",
            "Epoch [1258/2000], Loss_G: 1.921292781829834, Loss_D_X: 0.25636109709739685, Loss_D_Y: 0.19076159596443176\n",
            "Epoch [1258/2000], Loss_G: 2.05507493019104, Loss_D_X: 0.2611607611179352, Loss_D_Y: 0.23424050211906433\n",
            "Epoch [1258/2000], Loss_G: 1.818053126335144, Loss_D_X: 0.2528184652328491, Loss_D_Y: 0.22702118754386902\n",
            "Epoch [1258/2000], Loss_G: 1.5851415395736694, Loss_D_X: 0.24576690793037415, Loss_D_Y: 0.09453251212835312\n",
            "Epoch [1259/2000], Loss_G: 1.8930898904800415, Loss_D_X: 0.25379401445388794, Loss_D_Y: 0.2316083461046219\n",
            "Epoch [1259/2000], Loss_G: 1.6820273399353027, Loss_D_X: 0.25341591238975525, Loss_D_Y: 0.17563506960868835\n",
            "Epoch [1259/2000], Loss_G: 1.7648322582244873, Loss_D_X: 0.2582540512084961, Loss_D_Y: 0.09281337261199951\n",
            "Epoch [1259/2000], Loss_G: 2.300172805786133, Loss_D_X: 0.26033684611320496, Loss_D_Y: 0.15087300539016724\n",
            "Epoch [1259/2000], Loss_G: 1.6685041189193726, Loss_D_X: 0.259162962436676, Loss_D_Y: 0.1948780119419098\n",
            "Epoch [1259/2000], Loss_G: 1.9682883024215698, Loss_D_X: 0.2647027373313904, Loss_D_Y: 0.12651686370372772\n",
            "Epoch [1259/2000], Loss_G: 1.5124404430389404, Loss_D_X: 0.254550963640213, Loss_D_Y: 0.19804954528808594\n",
            "Epoch [1259/2000], Loss_G: 2.073920965194702, Loss_D_X: 0.260281503200531, Loss_D_Y: 0.2986711859703064\n",
            "Epoch [1259/2000], Loss_G: 1.4023677110671997, Loss_D_X: 0.2672930955886841, Loss_D_Y: 0.27460432052612305\n",
            "Epoch [1260/2000], Loss_G: 1.599297046661377, Loss_D_X: 0.26364952325820923, Loss_D_Y: 0.19908668100833893\n",
            "Epoch [1260/2000], Loss_G: 1.5454432964324951, Loss_D_X: 0.2559239864349365, Loss_D_Y: 0.1616821587085724\n",
            "Epoch [1260/2000], Loss_G: 1.984344244003296, Loss_D_X: 0.25859352946281433, Loss_D_Y: 0.18735343217849731\n",
            "Epoch [1260/2000], Loss_G: 1.6840578317642212, Loss_D_X: 0.2614191174507141, Loss_D_Y: 0.15706562995910645\n",
            "Epoch [1260/2000], Loss_G: 1.4453601837158203, Loss_D_X: 0.2628806531429291, Loss_D_Y: 0.19834750890731812\n",
            "Epoch [1260/2000], Loss_G: 1.697819709777832, Loss_D_X: 0.2408330738544464, Loss_D_Y: 0.07644902169704437\n",
            "Epoch [1260/2000], Loss_G: 1.9180777072906494, Loss_D_X: 0.2547851502895355, Loss_D_Y: 0.18387989699840546\n",
            "Epoch [1260/2000], Loss_G: 1.4217021465301514, Loss_D_X: 0.2605138421058655, Loss_D_Y: 0.2154577076435089\n",
            "Epoch [1260/2000], Loss_G: 1.526605486869812, Loss_D_X: 0.2547057569026947, Loss_D_Y: 0.1990710198879242\n",
            "Epoch [1261/2000], Loss_G: 1.788106083869934, Loss_D_X: 0.2507030963897705, Loss_D_Y: 0.20357584953308105\n",
            "Epoch [1261/2000], Loss_G: 1.577288031578064, Loss_D_X: 0.2577471137046814, Loss_D_Y: 0.1994912326335907\n",
            "Epoch [1261/2000], Loss_G: 1.577099084854126, Loss_D_X: 0.25996488332748413, Loss_D_Y: 0.20114684104919434\n",
            "Epoch [1261/2000], Loss_G: 1.5182240009307861, Loss_D_X: 0.25326940417289734, Loss_D_Y: 0.15861065685749054\n",
            "Epoch [1261/2000], Loss_G: 1.56533944606781, Loss_D_X: 0.25686174631118774, Loss_D_Y: 0.18445739150047302\n",
            "Epoch [1261/2000], Loss_G: 1.5672109127044678, Loss_D_X: 0.25682228803634644, Loss_D_Y: 0.12138880044221878\n",
            "Epoch [1261/2000], Loss_G: 1.8320107460021973, Loss_D_X: 0.26444682478904724, Loss_D_Y: 0.22465893626213074\n",
            "Epoch [1261/2000], Loss_G: 1.7741800546646118, Loss_D_X: 0.25768256187438965, Loss_D_Y: 0.2017773538827896\n",
            "Epoch [1261/2000], Loss_G: 1.3641622066497803, Loss_D_X: 0.25296148657798767, Loss_D_Y: 0.24461603164672852\n",
            "Epoch [1262/2000], Loss_G: 2.1875035762786865, Loss_D_X: 0.25816500186920166, Loss_D_Y: 0.2616822421550751\n",
            "Epoch [1262/2000], Loss_G: 1.4969401359558105, Loss_D_X: 0.2554183602333069, Loss_D_Y: 0.16977304220199585\n",
            "Epoch [1262/2000], Loss_G: 1.7996747493743896, Loss_D_X: 0.24916407465934753, Loss_D_Y: 0.21604278683662415\n",
            "Epoch [1262/2000], Loss_G: 1.5573570728302002, Loss_D_X: 0.25344622135162354, Loss_D_Y: 0.20582158863544464\n",
            "Epoch [1262/2000], Loss_G: 1.7087821960449219, Loss_D_X: 0.250980406999588, Loss_D_Y: 0.12111275643110275\n",
            "Epoch [1262/2000], Loss_G: 1.6147034168243408, Loss_D_X: 0.25683295726776123, Loss_D_Y: 0.21414950489997864\n",
            "Epoch [1262/2000], Loss_G: 1.3209443092346191, Loss_D_X: 0.26436668634414673, Loss_D_Y: 0.21633487939834595\n",
            "Epoch [1262/2000], Loss_G: 1.8353691101074219, Loss_D_X: 0.25315171480178833, Loss_D_Y: 0.1911943256855011\n",
            "Epoch [1262/2000], Loss_G: 1.8907625675201416, Loss_D_X: 0.2560543119907379, Loss_D_Y: 0.1953263282775879\n",
            "Epoch [1263/2000], Loss_G: 1.5028834342956543, Loss_D_X: 0.25450876355171204, Loss_D_Y: 0.1904905140399933\n",
            "Epoch [1263/2000], Loss_G: 1.6860395669937134, Loss_D_X: 0.2537688612937927, Loss_D_Y: 0.16705061495304108\n",
            "Epoch [1263/2000], Loss_G: 1.2431193590164185, Loss_D_X: 0.25457754731178284, Loss_D_Y: 0.2520129382610321\n",
            "Epoch [1263/2000], Loss_G: 1.8869836330413818, Loss_D_X: 0.25040459632873535, Loss_D_Y: 0.21127921342849731\n",
            "Epoch [1263/2000], Loss_G: 1.5283918380737305, Loss_D_X: 0.25344496965408325, Loss_D_Y: 0.1878700852394104\n",
            "Epoch [1263/2000], Loss_G: 1.7483805418014526, Loss_D_X: 0.25688204169273376, Loss_D_Y: 0.22160498797893524\n",
            "Epoch [1263/2000], Loss_G: 1.8374714851379395, Loss_D_X: 0.2611387372016907, Loss_D_Y: 0.23122361302375793\n",
            "Epoch [1263/2000], Loss_G: 1.6751842498779297, Loss_D_X: 0.2721564769744873, Loss_D_Y: 0.14194373786449432\n",
            "Epoch [1263/2000], Loss_G: 1.471368432044983, Loss_D_X: 0.249148428440094, Loss_D_Y: 0.13794420659542084\n",
            "Epoch [1264/2000], Loss_G: 1.788765788078308, Loss_D_X: 0.2525878846645355, Loss_D_Y: 0.23392431437969208\n",
            "Epoch [1264/2000], Loss_G: 2.045687198638916, Loss_D_X: 0.26209062337875366, Loss_D_Y: 0.3205306828022003\n",
            "Epoch [1264/2000], Loss_G: 1.3545606136322021, Loss_D_X: 0.255580335855484, Loss_D_Y: 0.20568564534187317\n",
            "Epoch [1264/2000], Loss_G: 1.903464913368225, Loss_D_X: 0.2481008768081665, Loss_D_Y: 0.24295899271965027\n",
            "Epoch [1264/2000], Loss_G: 1.8566440343856812, Loss_D_X: 0.2546612024307251, Loss_D_Y: 0.12916313111782074\n",
            "Epoch [1264/2000], Loss_G: 1.3399213552474976, Loss_D_X: 0.2523948550224304, Loss_D_Y: 0.22632305324077606\n",
            "Epoch [1264/2000], Loss_G: 2.5068063735961914, Loss_D_X: 0.2557350993156433, Loss_D_Y: 0.42063599824905396\n",
            "Epoch [1264/2000], Loss_G: 1.452797293663025, Loss_D_X: 0.2555154860019684, Loss_D_Y: 0.29513582587242126\n",
            "Epoch [1264/2000], Loss_G: 1.7863292694091797, Loss_D_X: 0.26094987988471985, Loss_D_Y: 0.2910494804382324\n",
            "Epoch [1265/2000], Loss_G: 1.9419794082641602, Loss_D_X: 0.25544270873069763, Loss_D_Y: 0.2640079855918884\n",
            "Epoch [1265/2000], Loss_G: 1.5519471168518066, Loss_D_X: 0.252109557390213, Loss_D_Y: 0.23721936345100403\n",
            "Epoch [1265/2000], Loss_G: 1.5071601867675781, Loss_D_X: 0.25444045662879944, Loss_D_Y: 0.15116101503372192\n",
            "Epoch [1265/2000], Loss_G: 1.5420740842819214, Loss_D_X: 0.2609308660030365, Loss_D_Y: 0.20760808885097504\n",
            "Epoch [1265/2000], Loss_G: 1.6044648885726929, Loss_D_X: 0.2529626786708832, Loss_D_Y: 0.21101361513137817\n",
            "Epoch [1265/2000], Loss_G: 1.665510892868042, Loss_D_X: 0.25638142228126526, Loss_D_Y: 0.16688154637813568\n",
            "Epoch [1265/2000], Loss_G: 1.468263864517212, Loss_D_X: 0.2581844925880432, Loss_D_Y: 0.1882440745830536\n",
            "Epoch [1265/2000], Loss_G: 1.7696187496185303, Loss_D_X: 0.25321298837661743, Loss_D_Y: 0.23383784294128418\n",
            "Epoch [1265/2000], Loss_G: 1.7184736728668213, Loss_D_X: 0.25194546580314636, Loss_D_Y: 0.2774445116519928\n",
            "Epoch [1266/2000], Loss_G: 1.691845178604126, Loss_D_X: 0.24782335758209229, Loss_D_Y: 0.26804935932159424\n",
            "Epoch [1266/2000], Loss_G: 1.951537847518921, Loss_D_X: 0.25783365964889526, Loss_D_Y: 0.3070532977581024\n",
            "Epoch [1266/2000], Loss_G: 1.4054527282714844, Loss_D_X: 0.2544803023338318, Loss_D_Y: 0.24084633588790894\n",
            "Epoch [1266/2000], Loss_G: 1.4288768768310547, Loss_D_X: 0.25253283977508545, Loss_D_Y: 0.23339629173278809\n",
            "Epoch [1266/2000], Loss_G: 1.5161681175231934, Loss_D_X: 0.25310343503952026, Loss_D_Y: 0.22683978080749512\n",
            "Epoch [1266/2000], Loss_G: 1.7197134494781494, Loss_D_X: 0.2518019676208496, Loss_D_Y: 0.15094925463199615\n",
            "Epoch [1266/2000], Loss_G: 1.5982389450073242, Loss_D_X: 0.2564096450805664, Loss_D_Y: 0.18291644752025604\n",
            "Epoch [1266/2000], Loss_G: 1.3541682958602905, Loss_D_X: 0.26487061381340027, Loss_D_Y: 0.2663796544075012\n",
            "Epoch [1266/2000], Loss_G: 1.5567394495010376, Loss_D_X: 0.24686473608016968, Loss_D_Y: 0.14349369704723358\n",
            "Epoch [1267/2000], Loss_G: 1.9277362823486328, Loss_D_X: 0.2560596466064453, Loss_D_Y: 0.21524503827095032\n",
            "Epoch [1267/2000], Loss_G: 1.477177381515503, Loss_D_X: 0.2522592842578888, Loss_D_Y: 0.20645371079444885\n",
            "Epoch [1267/2000], Loss_G: 1.4869563579559326, Loss_D_X: 0.2516263723373413, Loss_D_Y: 0.16824720799922943\n",
            "Epoch [1267/2000], Loss_G: 2.3832223415374756, Loss_D_X: 0.24644866585731506, Loss_D_Y: 0.20575453341007233\n",
            "Epoch [1267/2000], Loss_G: 1.2738710641860962, Loss_D_X: 0.25319990515708923, Loss_D_Y: 0.28721463680267334\n",
            "Epoch [1267/2000], Loss_G: 1.8707139492034912, Loss_D_X: 0.2551257312297821, Loss_D_Y: 0.21785134077072144\n",
            "Epoch [1267/2000], Loss_G: 2.0405025482177734, Loss_D_X: 0.2665858566761017, Loss_D_Y: 0.19352760910987854\n",
            "Epoch [1267/2000], Loss_G: 1.7566101551055908, Loss_D_X: 0.26391422748565674, Loss_D_Y: 0.20913377404212952\n",
            "Epoch [1267/2000], Loss_G: 1.3902462720870972, Loss_D_X: 0.24749314785003662, Loss_D_Y: 0.16207557916641235\n",
            "Epoch [1268/2000], Loss_G: 1.7241406440734863, Loss_D_X: 0.2540992498397827, Loss_D_Y: 0.285394549369812\n",
            "Epoch [1268/2000], Loss_G: 1.6448965072631836, Loss_D_X: 0.25293201208114624, Loss_D_Y: 0.15272420644760132\n",
            "Epoch [1268/2000], Loss_G: 1.6013884544372559, Loss_D_X: 0.25218287110328674, Loss_D_Y: 0.13199305534362793\n",
            "Epoch [1268/2000], Loss_G: 2.045835256576538, Loss_D_X: 0.2532294988632202, Loss_D_Y: 0.12454141676425934\n",
            "Epoch [1268/2000], Loss_G: 1.836743712425232, Loss_D_X: 0.24871326982975006, Loss_D_Y: 0.18232238292694092\n",
            "Epoch [1268/2000], Loss_G: 2.2294294834136963, Loss_D_X: 0.2512458264827728, Loss_D_Y: 0.13523255288600922\n",
            "Epoch [1268/2000], Loss_G: 1.7483283281326294, Loss_D_X: 0.2549054026603699, Loss_D_Y: 0.1932612806558609\n",
            "Epoch [1268/2000], Loss_G: 1.4847979545593262, Loss_D_X: 0.2569773197174072, Loss_D_Y: 0.1414663940668106\n",
            "Epoch [1268/2000], Loss_G: 2.5336601734161377, Loss_D_X: 0.26993101835250854, Loss_D_Y: 0.2982235848903656\n",
            "Epoch [1269/2000], Loss_G: 1.926603078842163, Loss_D_X: 0.2554076910018921, Loss_D_Y: 0.23558595776557922\n",
            "Epoch [1269/2000], Loss_G: 1.621869444847107, Loss_D_X: 0.2608260214328766, Loss_D_Y: 0.24836692214012146\n",
            "Epoch [1269/2000], Loss_G: 1.8310308456420898, Loss_D_X: 0.25657862424850464, Loss_D_Y: 0.33912691473960876\n",
            "Epoch [1269/2000], Loss_G: 1.4898717403411865, Loss_D_X: 0.251619815826416, Loss_D_Y: 0.2711135745048523\n",
            "Epoch [1269/2000], Loss_G: 1.741349220275879, Loss_D_X: 0.24199020862579346, Loss_D_Y: 0.09037582576274872\n",
            "Epoch [1269/2000], Loss_G: 1.7647697925567627, Loss_D_X: 0.25110936164855957, Loss_D_Y: 0.16987380385398865\n",
            "Epoch [1269/2000], Loss_G: 2.1921777725219727, Loss_D_X: 0.24853360652923584, Loss_D_Y: 0.30402085185050964\n",
            "Epoch [1269/2000], Loss_G: 1.3789947032928467, Loss_D_X: 0.25169432163238525, Loss_D_Y: 0.29136893153190613\n",
            "Epoch [1269/2000], Loss_G: 1.5716875791549683, Loss_D_X: 0.252463161945343, Loss_D_Y: 0.27696990966796875\n",
            "Epoch [1270/2000], Loss_G: 1.850409746170044, Loss_D_X: 0.24889221787452698, Loss_D_Y: 0.26381438970565796\n",
            "Epoch [1270/2000], Loss_G: 1.5575339794158936, Loss_D_X: 0.25569218397140503, Loss_D_Y: 0.20149081945419312\n",
            "Epoch [1270/2000], Loss_G: 1.8357517719268799, Loss_D_X: 0.25260215997695923, Loss_D_Y: 0.21997573971748352\n",
            "Epoch [1270/2000], Loss_G: 1.3191193342208862, Loss_D_X: 0.2521172761917114, Loss_D_Y: 0.23597268760204315\n",
            "Epoch [1270/2000], Loss_G: 1.8242107629776, Loss_D_X: 0.2521044909954071, Loss_D_Y: 0.31375792622566223\n",
            "Epoch [1270/2000], Loss_G: 1.684890866279602, Loss_D_X: 0.2489527463912964, Loss_D_Y: 0.16569826006889343\n",
            "Epoch [1270/2000], Loss_G: 1.8333925008773804, Loss_D_X: 0.2557399868965149, Loss_D_Y: 0.18978050351142883\n",
            "Epoch [1270/2000], Loss_G: 1.532180905342102, Loss_D_X: 0.24565014243125916, Loss_D_Y: 0.11886946856975555\n",
            "Epoch [1270/2000], Loss_G: 1.6145868301391602, Loss_D_X: 0.24989308416843414, Loss_D_Y: 0.2327067255973816\n",
            "Epoch [1271/2000], Loss_G: 1.4172604084014893, Loss_D_X: 0.2442626953125, Loss_D_Y: 0.13838180899620056\n",
            "Epoch [1271/2000], Loss_G: 1.3331066370010376, Loss_D_X: 0.24895170331001282, Loss_D_Y: 0.22515051066875458\n",
            "Epoch [1271/2000], Loss_G: 2.413344621658325, Loss_D_X: 0.25331878662109375, Loss_D_Y: 0.19558122754096985\n",
            "Epoch [1271/2000], Loss_G: 2.043666362762451, Loss_D_X: 0.25051939487457275, Loss_D_Y: 0.1646038293838501\n",
            "Epoch [1271/2000], Loss_G: 1.4761101007461548, Loss_D_X: 0.2501820921897888, Loss_D_Y: 0.17109915614128113\n",
            "Epoch [1271/2000], Loss_G: 1.810707688331604, Loss_D_X: 0.25278806686401367, Loss_D_Y: 0.22516758739948273\n",
            "Epoch [1271/2000], Loss_G: 1.4922808408737183, Loss_D_X: 0.2536560595035553, Loss_D_Y: 0.24172243475914001\n",
            "Epoch [1271/2000], Loss_G: 1.5853946208953857, Loss_D_X: 0.2539854943752289, Loss_D_Y: 0.24031734466552734\n",
            "Epoch [1271/2000], Loss_G: 1.887707233428955, Loss_D_X: 0.25349724292755127, Loss_D_Y: 0.1721687912940979\n",
            "Epoch [1272/2000], Loss_G: 1.5562281608581543, Loss_D_X: 0.2531485855579376, Loss_D_Y: 0.16706110537052155\n",
            "Epoch [1272/2000], Loss_G: 1.566161870956421, Loss_D_X: 0.2610556483268738, Loss_D_Y: 0.17562919855117798\n",
            "Epoch [1272/2000], Loss_G: 1.8317794799804688, Loss_D_X: 0.2515176832675934, Loss_D_Y: 0.13726219534873962\n",
            "Epoch [1272/2000], Loss_G: 1.408653736114502, Loss_D_X: 0.2553452253341675, Loss_D_Y: 0.16731928288936615\n",
            "Epoch [1272/2000], Loss_G: 2.131427764892578, Loss_D_X: 0.27093183994293213, Loss_D_Y: 0.25562548637390137\n",
            "Epoch [1272/2000], Loss_G: 1.817197322845459, Loss_D_X: 0.25646084547042847, Loss_D_Y: 0.2034064680337906\n",
            "Epoch [1272/2000], Loss_G: 1.6340547800064087, Loss_D_X: 0.25071242451667786, Loss_D_Y: 0.17336228489875793\n",
            "Epoch [1272/2000], Loss_G: 1.9568798542022705, Loss_D_X: 0.2538502514362335, Loss_D_Y: 0.16542711853981018\n",
            "Epoch [1272/2000], Loss_G: 1.4837216138839722, Loss_D_X: 0.2511906623840332, Loss_D_Y: 0.16759468615055084\n",
            "Epoch [1273/2000], Loss_G: 2.305893898010254, Loss_D_X: 0.25481587648391724, Loss_D_Y: 0.14750105142593384\n",
            "Epoch [1273/2000], Loss_G: 1.7750698328018188, Loss_D_X: 0.2396642565727234, Loss_D_Y: 0.17242929339408875\n",
            "Epoch [1273/2000], Loss_G: 1.507946491241455, Loss_D_X: 0.25344496965408325, Loss_D_Y: 0.3483724594116211\n",
            "Epoch [1273/2000], Loss_G: 2.2625389099121094, Loss_D_X: 0.25105148553848267, Loss_D_Y: 0.4308590590953827\n",
            "Epoch [1273/2000], Loss_G: 1.634928584098816, Loss_D_X: 0.2551359534263611, Loss_D_Y: 0.2208617925643921\n",
            "Epoch [1273/2000], Loss_G: 1.956082820892334, Loss_D_X: 0.25156673789024353, Loss_D_Y: 0.1294337511062622\n",
            "Epoch [1273/2000], Loss_G: 1.762080192565918, Loss_D_X: 0.256599485874176, Loss_D_Y: 0.08799077570438385\n",
            "Epoch [1273/2000], Loss_G: 1.4710086584091187, Loss_D_X: 0.25501304864883423, Loss_D_Y: 0.13702687621116638\n",
            "Epoch [1273/2000], Loss_G: 2.1242146492004395, Loss_D_X: 0.2551954984664917, Loss_D_Y: 0.23792244493961334\n",
            "Epoch [1274/2000], Loss_G: 1.669820785522461, Loss_D_X: 0.25576096773147583, Loss_D_Y: 0.286141037940979\n",
            "Epoch [1274/2000], Loss_G: 1.9891756772994995, Loss_D_X: 0.2510521113872528, Loss_D_Y: 0.2310950756072998\n",
            "Epoch [1274/2000], Loss_G: 1.8616743087768555, Loss_D_X: 0.2505362033843994, Loss_D_Y: 0.23164302110671997\n",
            "Epoch [1274/2000], Loss_G: 1.2911487817764282, Loss_D_X: 0.25686943531036377, Loss_D_Y: 0.2954973578453064\n",
            "Epoch [1274/2000], Loss_G: 1.8810278177261353, Loss_D_X: 0.2570726275444031, Loss_D_Y: 0.2495684027671814\n",
            "Epoch [1274/2000], Loss_G: 1.438232421875, Loss_D_X: 0.25662338733673096, Loss_D_Y: 0.2244313359260559\n",
            "Epoch [1274/2000], Loss_G: 1.2368299961090088, Loss_D_X: 0.24907046556472778, Loss_D_Y: 0.25021299719810486\n",
            "Epoch [1274/2000], Loss_G: 1.8851678371429443, Loss_D_X: 0.2500864863395691, Loss_D_Y: 0.24369053542613983\n",
            "Epoch [1274/2000], Loss_G: 1.352197289466858, Loss_D_X: 0.25215232372283936, Loss_D_Y: 0.2254927158355713\n",
            "Epoch [1275/2000], Loss_G: 1.661677598953247, Loss_D_X: 0.2513474225997925, Loss_D_Y: 0.2416410744190216\n",
            "Epoch [1275/2000], Loss_G: 1.5222320556640625, Loss_D_X: 0.2493562400341034, Loss_D_Y: 0.16915488243103027\n",
            "Epoch [1275/2000], Loss_G: 1.627638578414917, Loss_D_X: 0.2491472065448761, Loss_D_Y: 0.1487928032875061\n",
            "Epoch [1275/2000], Loss_G: 2.198621988296509, Loss_D_X: 0.25486260652542114, Loss_D_Y: 0.29172301292419434\n",
            "Epoch [1275/2000], Loss_G: 1.338681697845459, Loss_D_X: 0.25400298833847046, Loss_D_Y: 0.20792923867702484\n",
            "Epoch [1275/2000], Loss_G: 1.4526445865631104, Loss_D_X: 0.25311750173568726, Loss_D_Y: 0.2314574420452118\n",
            "Epoch [1275/2000], Loss_G: 1.492743968963623, Loss_D_X: 0.25161030888557434, Loss_D_Y: 0.27075958251953125\n",
            "Epoch [1275/2000], Loss_G: 1.382695198059082, Loss_D_X: 0.2566390931606293, Loss_D_Y: 0.2046697437763214\n",
            "Epoch [1275/2000], Loss_G: 1.9173643589019775, Loss_D_X: 0.25472643971443176, Loss_D_Y: 0.3074618875980377\n",
            "Epoch [1276/2000], Loss_G: 1.4901583194732666, Loss_D_X: 0.2509000599384308, Loss_D_Y: 0.16506552696228027\n",
            "Epoch [1276/2000], Loss_G: 1.289458155632019, Loss_D_X: 0.25185802578926086, Loss_D_Y: 0.21114158630371094\n",
            "Epoch [1276/2000], Loss_G: 1.990774393081665, Loss_D_X: 0.2563534379005432, Loss_D_Y: 0.22428587079048157\n",
            "Epoch [1276/2000], Loss_G: 1.7558960914611816, Loss_D_X: 0.2522345781326294, Loss_D_Y: 0.2632836699485779\n",
            "Epoch [1276/2000], Loss_G: 1.4060899019241333, Loss_D_X: 0.256079763174057, Loss_D_Y: 0.19085118174552917\n",
            "Epoch [1276/2000], Loss_G: 1.4719003438949585, Loss_D_X: 0.2506309747695923, Loss_D_Y: 0.2137969732284546\n",
            "Epoch [1276/2000], Loss_G: 1.418111801147461, Loss_D_X: 0.2485496699810028, Loss_D_Y: 0.13469131290912628\n",
            "Epoch [1276/2000], Loss_G: 1.6514155864715576, Loss_D_X: 0.2502690255641937, Loss_D_Y: 0.14786499738693237\n",
            "Epoch [1276/2000], Loss_G: 1.4710538387298584, Loss_D_X: 0.2531526982784271, Loss_D_Y: 0.15944898128509521\n",
            "Epoch [1277/2000], Loss_G: 1.4603185653686523, Loss_D_X: 0.257315069437027, Loss_D_Y: 0.25861161947250366\n",
            "Epoch [1277/2000], Loss_G: 1.3750685453414917, Loss_D_X: 0.2518865764141083, Loss_D_Y: 0.1299421340227127\n",
            "Epoch [1277/2000], Loss_G: 1.9485599994659424, Loss_D_X: 0.2539703845977783, Loss_D_Y: 0.2728034257888794\n",
            "Epoch [1277/2000], Loss_G: 1.6979008913040161, Loss_D_X: 0.2552022635936737, Loss_D_Y: 0.24452480673789978\n",
            "Epoch [1277/2000], Loss_G: 1.8214898109436035, Loss_D_X: 0.24941474199295044, Loss_D_Y: 0.20452025532722473\n",
            "Epoch [1277/2000], Loss_G: 1.5815656185150146, Loss_D_X: 0.2575587034225464, Loss_D_Y: 0.1968321055173874\n",
            "Epoch [1277/2000], Loss_G: 1.7513267993927002, Loss_D_X: 0.25945809483528137, Loss_D_Y: 0.1930341124534607\n",
            "Epoch [1277/2000], Loss_G: 1.6911582946777344, Loss_D_X: 0.25589054822921753, Loss_D_Y: 0.21521496772766113\n",
            "Epoch [1277/2000], Loss_G: 2.169548988342285, Loss_D_X: 0.25770699977874756, Loss_D_Y: 0.26836392283439636\n",
            "Epoch [1278/2000], Loss_G: 1.509275197982788, Loss_D_X: 0.25123387575149536, Loss_D_Y: 0.10818631947040558\n",
            "Epoch [1278/2000], Loss_G: 1.4920636415481567, Loss_D_X: 0.25810521841049194, Loss_D_Y: 0.21995976567268372\n",
            "Epoch [1278/2000], Loss_G: 1.9841145277023315, Loss_D_X: 0.2581523060798645, Loss_D_Y: 0.3755224347114563\n",
            "Epoch [1278/2000], Loss_G: 1.6000829935073853, Loss_D_X: 0.2540731132030487, Loss_D_Y: 0.27672332525253296\n",
            "Epoch [1278/2000], Loss_G: 1.3716834783554077, Loss_D_X: 0.2506575584411621, Loss_D_Y: 0.2750381529331207\n",
            "Epoch [1278/2000], Loss_G: 1.88639235496521, Loss_D_X: 0.25234678387641907, Loss_D_Y: 0.316694051027298\n",
            "Epoch [1278/2000], Loss_G: 1.674796462059021, Loss_D_X: 0.2540634870529175, Loss_D_Y: 0.2616941034793854\n",
            "Epoch [1278/2000], Loss_G: 1.8086966276168823, Loss_D_X: 0.2516140639781952, Loss_D_Y: 0.21714341640472412\n",
            "Epoch [1278/2000], Loss_G: 1.50737726688385, Loss_D_X: 0.2573096454143524, Loss_D_Y: 0.17820534110069275\n",
            "Epoch [1279/2000], Loss_G: 1.6755805015563965, Loss_D_X: 0.25179553031921387, Loss_D_Y: 0.23698584735393524\n",
            "Epoch [1279/2000], Loss_G: 1.4031389951705933, Loss_D_X: 0.2496437430381775, Loss_D_Y: 0.14745432138442993\n",
            "Epoch [1279/2000], Loss_G: 1.6543262004852295, Loss_D_X: 0.25684547424316406, Loss_D_Y: 0.19024986028671265\n",
            "Epoch [1279/2000], Loss_G: 1.8435966968536377, Loss_D_X: 0.26021116971969604, Loss_D_Y: 0.29774826765060425\n",
            "Epoch [1279/2000], Loss_G: 2.088085651397705, Loss_D_X: 0.26105794310569763, Loss_D_Y: 0.22087794542312622\n",
            "Epoch [1279/2000], Loss_G: 1.1970194578170776, Loss_D_X: 0.25281572341918945, Loss_D_Y: 0.22188618779182434\n",
            "Epoch [1279/2000], Loss_G: 1.869844913482666, Loss_D_X: 0.25374045968055725, Loss_D_Y: 0.13944099843502045\n",
            "Epoch [1279/2000], Loss_G: 1.7441761493682861, Loss_D_X: 0.2540031373500824, Loss_D_Y: 0.2567381262779236\n",
            "Epoch [1279/2000], Loss_G: 1.8704688549041748, Loss_D_X: 0.2513110935688019, Loss_D_Y: 0.16882851719856262\n",
            "Epoch [1280/2000], Loss_G: 2.0720012187957764, Loss_D_X: 0.25506362318992615, Loss_D_Y: 0.19797483086585999\n",
            "Epoch [1280/2000], Loss_G: 1.625017523765564, Loss_D_X: 0.2433302402496338, Loss_D_Y: 0.15514223277568817\n",
            "Epoch [1280/2000], Loss_G: 1.4961045980453491, Loss_D_X: 0.2520093321800232, Loss_D_Y: 0.21107101440429688\n",
            "Epoch [1280/2000], Loss_G: 1.6890438795089722, Loss_D_X: 0.25035274028778076, Loss_D_Y: 0.17651626467704773\n",
            "Epoch [1280/2000], Loss_G: 1.785847783088684, Loss_D_X: 0.25100788474082947, Loss_D_Y: 0.2331739366054535\n",
            "Epoch [1280/2000], Loss_G: 1.4083973169326782, Loss_D_X: 0.25055110454559326, Loss_D_Y: 0.23374627530574799\n",
            "Epoch [1280/2000], Loss_G: 1.947648048400879, Loss_D_X: 0.2516970634460449, Loss_D_Y: 0.22187697887420654\n",
            "Epoch [1280/2000], Loss_G: 1.9108881950378418, Loss_D_X: 0.2546028792858124, Loss_D_Y: 0.08125798404216766\n",
            "Epoch [1280/2000], Loss_G: 1.2366960048675537, Loss_D_X: 0.2525463104248047, Loss_D_Y: 0.35630327463150024\n",
            "Epoch [1281/2000], Loss_G: 2.4456517696380615, Loss_D_X: 0.25045713782310486, Loss_D_Y: 0.3959040641784668\n",
            "Epoch [1281/2000], Loss_G: 1.6386620998382568, Loss_D_X: 0.2490699738264084, Loss_D_Y: 0.15513452887535095\n",
            "Epoch [1281/2000], Loss_G: 1.3995492458343506, Loss_D_X: 0.25200244784355164, Loss_D_Y: 0.2445574849843979\n",
            "Epoch [1281/2000], Loss_G: 1.2605398893356323, Loss_D_X: 0.25220364332199097, Loss_D_Y: 0.28631848096847534\n",
            "Epoch [1281/2000], Loss_G: 1.6875581741333008, Loss_D_X: 0.253339946269989, Loss_D_Y: 0.2720223069190979\n",
            "Epoch [1281/2000], Loss_G: 1.7505724430084229, Loss_D_X: 0.251018226146698, Loss_D_Y: 0.1208195760846138\n",
            "Epoch [1281/2000], Loss_G: 1.4312121868133545, Loss_D_X: 0.254379004240036, Loss_D_Y: 0.2846067249774933\n",
            "Epoch [1281/2000], Loss_G: 1.884350061416626, Loss_D_X: 0.2593875229358673, Loss_D_Y: 0.32381513714790344\n",
            "Epoch [1281/2000], Loss_G: 1.9221327304840088, Loss_D_X: 0.2553160488605499, Loss_D_Y: 0.18740087747573853\n",
            "Epoch [1282/2000], Loss_G: 1.3460371494293213, Loss_D_X: 0.25491756200790405, Loss_D_Y: 0.22478531301021576\n",
            "Epoch [1282/2000], Loss_G: 1.7568186521530151, Loss_D_X: 0.2531241178512573, Loss_D_Y: 0.23516812920570374\n",
            "Epoch [1282/2000], Loss_G: 1.3503038883209229, Loss_D_X: 0.25033873319625854, Loss_D_Y: 0.19398990273475647\n",
            "Epoch [1282/2000], Loss_G: 1.511995792388916, Loss_D_X: 0.255267858505249, Loss_D_Y: 0.24537190794944763\n",
            "Epoch [1282/2000], Loss_G: 1.8158330917358398, Loss_D_X: 0.25293177366256714, Loss_D_Y: 0.3049187958240509\n",
            "Epoch [1282/2000], Loss_G: 2.3247194290161133, Loss_D_X: 0.25359392166137695, Loss_D_Y: 0.29922249913215637\n",
            "Epoch [1282/2000], Loss_G: 1.9002087116241455, Loss_D_X: 0.25053179264068604, Loss_D_Y: 0.08238030970096588\n",
            "Epoch [1282/2000], Loss_G: 1.2474642992019653, Loss_D_X: 0.25041529536247253, Loss_D_Y: 0.2082577496767044\n",
            "Epoch [1282/2000], Loss_G: 1.4724855422973633, Loss_D_X: 0.25249671936035156, Loss_D_Y: 0.2364293336868286\n",
            "Epoch [1283/2000], Loss_G: 1.4736436605453491, Loss_D_X: 0.25190356373786926, Loss_D_Y: 0.22588574886322021\n",
            "Epoch [1283/2000], Loss_G: 1.7278505563735962, Loss_D_X: 0.2500479519367218, Loss_D_Y: 0.23137491941452026\n",
            "Epoch [1283/2000], Loss_G: 1.8363771438598633, Loss_D_X: 0.2513955235481262, Loss_D_Y: 0.2745652496814728\n",
            "Epoch [1283/2000], Loss_G: 1.6245579719543457, Loss_D_X: 0.25490808486938477, Loss_D_Y: 0.1409725695848465\n",
            "Epoch [1283/2000], Loss_G: 1.2148178815841675, Loss_D_X: 0.25376641750335693, Loss_D_Y: 0.34862256050109863\n",
            "Epoch [1283/2000], Loss_G: 2.256349802017212, Loss_D_X: 0.2629461884498596, Loss_D_Y: 0.582276463508606\n",
            "Epoch [1283/2000], Loss_G: 2.0595178604125977, Loss_D_X: 0.2593231797218323, Loss_D_Y: 0.6259533762931824\n",
            "Epoch [1283/2000], Loss_G: 1.6156615018844604, Loss_D_X: 0.25118640065193176, Loss_D_Y: 0.24215371906757355\n",
            "Epoch [1283/2000], Loss_G: 1.3326326608657837, Loss_D_X: 0.253267765045166, Loss_D_Y: 0.2635122537612915\n",
            "Epoch [1284/2000], Loss_G: 1.5350197553634644, Loss_D_X: 0.25200334191322327, Loss_D_Y: 0.24004358053207397\n",
            "Epoch [1284/2000], Loss_G: 1.476692795753479, Loss_D_X: 0.25231754779815674, Loss_D_Y: 0.2016511708498001\n",
            "Epoch [1284/2000], Loss_G: 1.279016137123108, Loss_D_X: 0.25448647141456604, Loss_D_Y: 0.23883363604545593\n",
            "Epoch [1284/2000], Loss_G: 1.4935622215270996, Loss_D_X: 0.2535669803619385, Loss_D_Y: 0.19183661043643951\n",
            "Epoch [1284/2000], Loss_G: 1.6916661262512207, Loss_D_X: 0.2531883716583252, Loss_D_Y: 0.25627052783966064\n",
            "Epoch [1284/2000], Loss_G: 1.5466814041137695, Loss_D_X: 0.2530079483985901, Loss_D_Y: 0.28235071897506714\n",
            "Epoch [1284/2000], Loss_G: 2.1114630699157715, Loss_D_X: 0.2510087788105011, Loss_D_Y: 0.23729866743087769\n",
            "Epoch [1284/2000], Loss_G: 1.3779680728912354, Loss_D_X: 0.25176289677619934, Loss_D_Y: 0.24585042893886566\n",
            "Epoch [1284/2000], Loss_G: 1.8533071279525757, Loss_D_X: 0.2543235421180725, Loss_D_Y: 0.25482216477394104\n",
            "Epoch [1285/2000], Loss_G: 1.8738815784454346, Loss_D_X: 0.25428640842437744, Loss_D_Y: 0.3128337264060974\n",
            "Epoch [1285/2000], Loss_G: 1.4969855546951294, Loss_D_X: 0.2561458349227905, Loss_D_Y: 0.23659925162792206\n",
            "Epoch [1285/2000], Loss_G: 1.1037874221801758, Loss_D_X: 0.2537898123264313, Loss_D_Y: 0.3031972348690033\n",
            "Epoch [1285/2000], Loss_G: 1.523664951324463, Loss_D_X: 0.2521606981754303, Loss_D_Y: 0.2650064527988434\n",
            "Epoch [1285/2000], Loss_G: 1.488633394241333, Loss_D_X: 0.2515704035758972, Loss_D_Y: 0.2494552731513977\n",
            "Epoch [1285/2000], Loss_G: 1.2838022708892822, Loss_D_X: 0.25300130248069763, Loss_D_Y: 0.18395933508872986\n",
            "Epoch [1285/2000], Loss_G: 1.9262720346450806, Loss_D_X: 0.25363314151763916, Loss_D_Y: 0.24077221751213074\n",
            "Epoch [1285/2000], Loss_G: 1.6298514604568481, Loss_D_X: 0.2522208094596863, Loss_D_Y: 0.23566199839115143\n",
            "Epoch [1285/2000], Loss_G: 1.602386474609375, Loss_D_X: 0.2505244016647339, Loss_D_Y: 0.24576987326145172\n",
            "Epoch [1286/2000], Loss_G: 1.2615565061569214, Loss_D_X: 0.25081774592399597, Loss_D_Y: 0.20813558995723724\n",
            "Epoch [1286/2000], Loss_G: 1.3238133192062378, Loss_D_X: 0.2540086805820465, Loss_D_Y: 0.1828445941209793\n",
            "Epoch [1286/2000], Loss_G: 1.5349767208099365, Loss_D_X: 0.25119948387145996, Loss_D_Y: 0.2182644009590149\n",
            "Epoch [1286/2000], Loss_G: 1.8650985956192017, Loss_D_X: 0.25093209743499756, Loss_D_Y: 0.24011075496673584\n",
            "Epoch [1286/2000], Loss_G: 1.2767671346664429, Loss_D_X: 0.25261348485946655, Loss_D_Y: 0.1777346432209015\n",
            "Epoch [1286/2000], Loss_G: 1.8843716382980347, Loss_D_X: 0.2595120668411255, Loss_D_Y: 0.22011154890060425\n",
            "Epoch [1286/2000], Loss_G: 1.9078383445739746, Loss_D_X: 0.2585817277431488, Loss_D_Y: 0.30049142241477966\n",
            "Epoch [1286/2000], Loss_G: 1.4382836818695068, Loss_D_X: 0.2547784745693207, Loss_D_Y: 0.18244802951812744\n",
            "Epoch [1286/2000], Loss_G: 1.528693675994873, Loss_D_X: 0.24824434518814087, Loss_D_Y: 0.15840134024620056\n",
            "Epoch [1287/2000], Loss_G: 1.6253315210342407, Loss_D_X: 0.2521438002586365, Loss_D_Y: 0.2398378998041153\n",
            "Epoch [1287/2000], Loss_G: 1.949124813079834, Loss_D_X: 0.2516080439090729, Loss_D_Y: 0.16143450140953064\n",
            "Epoch [1287/2000], Loss_G: 1.8042892217636108, Loss_D_X: 0.25300332903862, Loss_D_Y: 0.12346169352531433\n",
            "Epoch [1287/2000], Loss_G: 1.8272037506103516, Loss_D_X: 0.2494024932384491, Loss_D_Y: 0.0994550958275795\n",
            "Epoch [1287/2000], Loss_G: 1.9718204736709595, Loss_D_X: 0.24844524264335632, Loss_D_Y: 0.12150490283966064\n",
            "Epoch [1287/2000], Loss_G: 1.6726486682891846, Loss_D_X: 0.2524191439151764, Loss_D_Y: 0.1400335133075714\n",
            "Epoch [1287/2000], Loss_G: 1.7091902494430542, Loss_D_X: 0.2545703053474426, Loss_D_Y: 0.15701717138290405\n",
            "Epoch [1287/2000], Loss_G: 1.89794921875, Loss_D_X: 0.24989071488380432, Loss_D_Y: 0.19940191507339478\n",
            "Epoch [1287/2000], Loss_G: 2.1005806922912598, Loss_D_X: 0.2531026601791382, Loss_D_Y: 0.19524052739143372\n",
            "Epoch [1288/2000], Loss_G: 2.0319485664367676, Loss_D_X: 0.25377994775772095, Loss_D_Y: 0.19172850251197815\n",
            "Epoch [1288/2000], Loss_G: 1.9093294143676758, Loss_D_X: 0.2565082907676697, Loss_D_Y: 0.20354431867599487\n",
            "Epoch [1288/2000], Loss_G: 1.913070797920227, Loss_D_X: 0.25475871562957764, Loss_D_Y: 0.19756726920604706\n",
            "Epoch [1288/2000], Loss_G: 1.5929025411605835, Loss_D_X: 0.25129854679107666, Loss_D_Y: 0.19273510575294495\n",
            "Epoch [1288/2000], Loss_G: 1.9020490646362305, Loss_D_X: 0.25438010692596436, Loss_D_Y: 0.07837003469467163\n",
            "Epoch [1288/2000], Loss_G: 1.7581501007080078, Loss_D_X: 0.261360228061676, Loss_D_Y: 0.12429779767990112\n",
            "Epoch [1288/2000], Loss_G: 2.1102867126464844, Loss_D_X: 0.2646802067756653, Loss_D_Y: 0.28169456124305725\n",
            "Epoch [1288/2000], Loss_G: 2.1611433029174805, Loss_D_X: 0.2528074085712433, Loss_D_Y: 0.09344082325696945\n",
            "Epoch [1288/2000], Loss_G: 1.4901738166809082, Loss_D_X: 0.2502472698688507, Loss_D_Y: 0.14369572699069977\n",
            "Epoch [1289/2000], Loss_G: 2.1939198970794678, Loss_D_X: 0.25005215406417847, Loss_D_Y: 0.15438023209571838\n",
            "Epoch [1289/2000], Loss_G: 1.4568320512771606, Loss_D_X: 0.2545633912086487, Loss_D_Y: 0.17911270260810852\n",
            "Epoch [1289/2000], Loss_G: 2.080596446990967, Loss_D_X: 0.2544967234134674, Loss_D_Y: 0.19039848446846008\n",
            "Epoch [1289/2000], Loss_G: 1.5927107334136963, Loss_D_X: 0.252558171749115, Loss_D_Y: 0.16278685629367828\n",
            "Epoch [1289/2000], Loss_G: 1.8939714431762695, Loss_D_X: 0.24980542063713074, Loss_D_Y: 0.120052769780159\n",
            "Epoch [1289/2000], Loss_G: 1.5137217044830322, Loss_D_X: 0.254285991191864, Loss_D_Y: 0.1053745299577713\n",
            "Epoch [1289/2000], Loss_G: 1.5166569948196411, Loss_D_X: 0.25179868936538696, Loss_D_Y: 0.22163113951683044\n",
            "Epoch [1289/2000], Loss_G: 2.226746082305908, Loss_D_X: 0.2522447407245636, Loss_D_Y: 0.2312563955783844\n",
            "Epoch [1289/2000], Loss_G: 1.761078119277954, Loss_D_X: 0.25135424733161926, Loss_D_Y: 0.14362114667892456\n",
            "Epoch [1290/2000], Loss_G: 1.5971639156341553, Loss_D_X: 0.2536073327064514, Loss_D_Y: 0.24967283010482788\n",
            "Epoch [1290/2000], Loss_G: 2.0560295581817627, Loss_D_X: 0.2541627287864685, Loss_D_Y: 0.2338545173406601\n",
            "Epoch [1290/2000], Loss_G: 1.577352523803711, Loss_D_X: 0.2547648847103119, Loss_D_Y: 0.09777547419071198\n",
            "Epoch [1290/2000], Loss_G: 1.3755242824554443, Loss_D_X: 0.25417864322662354, Loss_D_Y: 0.20957691967487335\n",
            "Epoch [1290/2000], Loss_G: 2.0634853839874268, Loss_D_X: 0.2592550814151764, Loss_D_Y: 0.2942662239074707\n",
            "Epoch [1290/2000], Loss_G: 1.5116981267929077, Loss_D_X: 0.25615572929382324, Loss_D_Y: 0.2396714687347412\n",
            "Epoch [1290/2000], Loss_G: 1.7046356201171875, Loss_D_X: 0.25049254298210144, Loss_D_Y: 0.14869174361228943\n",
            "Epoch [1290/2000], Loss_G: 1.620952844619751, Loss_D_X: 0.2517816424369812, Loss_D_Y: 0.32531940937042236\n",
            "Epoch [1290/2000], Loss_G: 1.432786464691162, Loss_D_X: 0.25495585799217224, Loss_D_Y: 0.19342979788780212\n",
            "Epoch [1291/2000], Loss_G: 1.4982600212097168, Loss_D_X: 0.251986026763916, Loss_D_Y: 0.2064507007598877\n",
            "Epoch [1291/2000], Loss_G: 1.6695177555084229, Loss_D_X: 0.2553020119667053, Loss_D_Y: 0.20993593335151672\n",
            "Epoch [1291/2000], Loss_G: 1.9789788722991943, Loss_D_X: 0.24904407560825348, Loss_D_Y: 0.19744548201560974\n",
            "Epoch [1291/2000], Loss_G: 1.2400870323181152, Loss_D_X: 0.25311195850372314, Loss_D_Y: 0.2565070688724518\n",
            "Epoch [1291/2000], Loss_G: 2.0784153938293457, Loss_D_X: 0.2511253356933594, Loss_D_Y: 0.20239445567131042\n",
            "Epoch [1291/2000], Loss_G: 1.7715187072753906, Loss_D_X: 0.25326043367385864, Loss_D_Y: 0.20800843834877014\n",
            "Epoch [1291/2000], Loss_G: 1.95791494846344, Loss_D_X: 0.2501581311225891, Loss_D_Y: 0.10659007728099823\n",
            "Epoch [1291/2000], Loss_G: 2.009493350982666, Loss_D_X: 0.25095346570014954, Loss_D_Y: 0.14577282965183258\n",
            "Epoch [1291/2000], Loss_G: 1.4241657257080078, Loss_D_X: 0.2538222074508667, Loss_D_Y: 0.12777069211006165\n",
            "Epoch [1292/2000], Loss_G: 1.4198323488235474, Loss_D_X: 0.25235000252723694, Loss_D_Y: 0.197659432888031\n",
            "Epoch [1292/2000], Loss_G: 2.132016897201538, Loss_D_X: 0.2506806254386902, Loss_D_Y: 0.1875944435596466\n",
            "Epoch [1292/2000], Loss_G: 2.0704121589660645, Loss_D_X: 0.2502351403236389, Loss_D_Y: 0.12616679072380066\n",
            "Epoch [1292/2000], Loss_G: 1.2739269733428955, Loss_D_X: 0.2531111240386963, Loss_D_Y: 0.19810327887535095\n",
            "Epoch [1292/2000], Loss_G: 1.4770857095718384, Loss_D_X: 0.2526592016220093, Loss_D_Y: 0.1964188814163208\n",
            "Epoch [1292/2000], Loss_G: 1.9654240608215332, Loss_D_X: 0.2543050944805145, Loss_D_Y: 0.21102695167064667\n",
            "Epoch [1292/2000], Loss_G: 2.206322431564331, Loss_D_X: 0.25301867723464966, Loss_D_Y: 0.09463990479707718\n",
            "Epoch [1292/2000], Loss_G: 1.4448250532150269, Loss_D_X: 0.25073158740997314, Loss_D_Y: 0.21520987153053284\n",
            "Epoch [1292/2000], Loss_G: 2.1037604808807373, Loss_D_X: 0.25163158774375916, Loss_D_Y: 0.36026808619499207\n",
            "Epoch [1293/2000], Loss_G: 1.2406971454620361, Loss_D_X: 0.2516879439353943, Loss_D_Y: 0.36207330226898193\n",
            "Epoch [1293/2000], Loss_G: 2.4088470935821533, Loss_D_X: 0.25355127453804016, Loss_D_Y: 0.4898861348628998\n",
            "Epoch [1293/2000], Loss_G: 1.9704700708389282, Loss_D_X: 0.2489321231842041, Loss_D_Y: 0.25283920764923096\n",
            "Epoch [1293/2000], Loss_G: 1.2176058292388916, Loss_D_X: 0.25075531005859375, Loss_D_Y: 0.3143956661224365\n",
            "Epoch [1293/2000], Loss_G: 1.724036693572998, Loss_D_X: 0.25414007902145386, Loss_D_Y: 0.27346718311309814\n",
            "Epoch [1293/2000], Loss_G: 1.675826907157898, Loss_D_X: 0.2533075511455536, Loss_D_Y: 0.2043912708759308\n",
            "Epoch [1293/2000], Loss_G: 1.6037719249725342, Loss_D_X: 0.251662015914917, Loss_D_Y: 0.2586207985877991\n",
            "Epoch [1293/2000], Loss_G: 1.3685842752456665, Loss_D_X: 0.25739920139312744, Loss_D_Y: 0.35876208543777466\n",
            "Epoch [1293/2000], Loss_G: 1.760345697402954, Loss_D_X: 0.2547566294670105, Loss_D_Y: 0.255084753036499\n",
            "Epoch [1294/2000], Loss_G: 1.6028316020965576, Loss_D_X: 0.2537265717983246, Loss_D_Y: 0.18004782497882843\n",
            "Epoch [1294/2000], Loss_G: 1.409767508506775, Loss_D_X: 0.25310149788856506, Loss_D_Y: 0.20071333646774292\n",
            "Epoch [1294/2000], Loss_G: 1.8252267837524414, Loss_D_X: 0.2549448609352112, Loss_D_Y: 0.2387906014919281\n",
            "Epoch [1294/2000], Loss_G: 1.4446065425872803, Loss_D_X: 0.2649030089378357, Loss_D_Y: 0.19814161956310272\n",
            "Epoch [1294/2000], Loss_G: 1.932449221611023, Loss_D_X: 0.2518671154975891, Loss_D_Y: 0.22477693855762482\n",
            "Epoch [1294/2000], Loss_G: 1.756850242614746, Loss_D_X: 0.25453948974609375, Loss_D_Y: 0.16489122807979584\n",
            "Epoch [1294/2000], Loss_G: 1.3485984802246094, Loss_D_X: 0.2501958906650543, Loss_D_Y: 0.19453486800193787\n",
            "Epoch [1294/2000], Loss_G: 1.500734567642212, Loss_D_X: 0.25069335103034973, Loss_D_Y: 0.1905568391084671\n",
            "Epoch [1294/2000], Loss_G: 1.7693164348602295, Loss_D_X: 0.2536572217941284, Loss_D_Y: 0.2058025598526001\n",
            "Epoch [1295/2000], Loss_G: 1.8158985376358032, Loss_D_X: 0.2485990822315216, Loss_D_Y: 0.18014948070049286\n",
            "Epoch [1295/2000], Loss_G: 1.4319268465042114, Loss_D_X: 0.25458824634552, Loss_D_Y: 0.1584945023059845\n",
            "Epoch [1295/2000], Loss_G: 1.4805654287338257, Loss_D_X: 0.2508513927459717, Loss_D_Y: 0.18721388280391693\n",
            "Epoch [1295/2000], Loss_G: 1.49878990650177, Loss_D_X: 0.2528015077114105, Loss_D_Y: 0.3243371844291687\n",
            "Epoch [1295/2000], Loss_G: 1.6012279987335205, Loss_D_X: 0.2521723210811615, Loss_D_Y: 0.21831940114498138\n",
            "Epoch [1295/2000], Loss_G: 1.3978004455566406, Loss_D_X: 0.25168752670288086, Loss_D_Y: 0.19548486173152924\n",
            "Epoch [1295/2000], Loss_G: 1.9726567268371582, Loss_D_X: 0.2505970001220703, Loss_D_Y: 0.20259059965610504\n",
            "Epoch [1295/2000], Loss_G: 1.3587288856506348, Loss_D_X: 0.26175957918167114, Loss_D_Y: 0.15169917047023773\n",
            "Epoch [1295/2000], Loss_G: 1.9829437732696533, Loss_D_X: 0.254048615694046, Loss_D_Y: 0.17053934931755066\n",
            "Epoch [1296/2000], Loss_G: 1.5611506700515747, Loss_D_X: 0.255183607339859, Loss_D_Y: 0.17209842801094055\n",
            "Epoch [1296/2000], Loss_G: 1.4584133625030518, Loss_D_X: 0.2510623037815094, Loss_D_Y: 0.1596459150314331\n",
            "Epoch [1296/2000], Loss_G: 2.826138734817505, Loss_D_X: 0.2524663209915161, Loss_D_Y: 0.2419670820236206\n",
            "Epoch [1296/2000], Loss_G: 1.5855997800827026, Loss_D_X: 0.2543940544128418, Loss_D_Y: 0.13057829439640045\n",
            "Epoch [1296/2000], Loss_G: 1.7405829429626465, Loss_D_X: 0.27001214027404785, Loss_D_Y: 0.1654183715581894\n",
            "Epoch [1296/2000], Loss_G: 3.037003517150879, Loss_D_X: 0.24940750002861023, Loss_D_Y: 0.08407619595527649\n",
            "Epoch [1296/2000], Loss_G: 1.8981046676635742, Loss_D_X: 0.2508733868598938, Loss_D_Y: 0.12451700121164322\n",
            "Epoch [1296/2000], Loss_G: 2.274867534637451, Loss_D_X: 0.25355684757232666, Loss_D_Y: 0.08799469470977783\n",
            "Epoch [1296/2000], Loss_G: 2.0129802227020264, Loss_D_X: 0.24689379334449768, Loss_D_Y: 0.12185850739479065\n",
            "Epoch [1297/2000], Loss_G: 1.8897740840911865, Loss_D_X: 0.2525333762168884, Loss_D_Y: 0.131424680352211\n",
            "Epoch [1297/2000], Loss_G: 2.422673463821411, Loss_D_X: 0.2541295886039734, Loss_D_Y: 0.1419619619846344\n",
            "Epoch [1297/2000], Loss_G: 2.5137250423431396, Loss_D_X: 0.25313782691955566, Loss_D_Y: 0.11319804191589355\n",
            "Epoch [1297/2000], Loss_G: 1.8996267318725586, Loss_D_X: 0.25069767236709595, Loss_D_Y: 0.11543949693441391\n",
            "Epoch [1297/2000], Loss_G: 2.913297653198242, Loss_D_X: 0.2498309463262558, Loss_D_Y: 0.05084230750799179\n",
            "Epoch [1297/2000], Loss_G: 2.2305877208709717, Loss_D_X: 0.2529076933860779, Loss_D_Y: 0.0891672670841217\n",
            "Epoch [1297/2000], Loss_G: 1.9869608879089355, Loss_D_X: 0.2495720386505127, Loss_D_Y: 0.08052416145801544\n",
            "Epoch [1297/2000], Loss_G: 2.701836347579956, Loss_D_X: 0.22853046655654907, Loss_D_Y: 0.05076804757118225\n",
            "Epoch [1297/2000], Loss_G: 2.623337745666504, Loss_D_X: 0.2465568333864212, Loss_D_Y: 0.09901657700538635\n",
            "Epoch [1298/2000], Loss_G: 2.6579813957214355, Loss_D_X: 0.2522953152656555, Loss_D_Y: 0.08710916340351105\n",
            "Epoch [1298/2000], Loss_G: 2.089413642883301, Loss_D_X: 0.2464858889579773, Loss_D_Y: 0.11055012792348862\n",
            "Epoch [1298/2000], Loss_G: 2.4551596641540527, Loss_D_X: 0.25415271520614624, Loss_D_Y: 0.1805471032857895\n",
            "Epoch [1298/2000], Loss_G: 2.023228645324707, Loss_D_X: 0.25119858980178833, Loss_D_Y: 0.23284569382667542\n",
            "Epoch [1298/2000], Loss_G: 1.8341622352600098, Loss_D_X: 0.24703863263130188, Loss_D_Y: 0.09979160130023956\n",
            "Epoch [1298/2000], Loss_G: 2.0226292610168457, Loss_D_X: 0.24557706713676453, Loss_D_Y: 0.1397954821586609\n",
            "Epoch [1298/2000], Loss_G: 1.8328499794006348, Loss_D_X: 0.2503806948661804, Loss_D_Y: 0.2473805546760559\n",
            "Epoch [1298/2000], Loss_G: 2.639033317565918, Loss_D_X: 0.2227885127067566, Loss_D_Y: 0.12439550459384918\n",
            "Epoch [1298/2000], Loss_G: 2.681654453277588, Loss_D_X: 0.2563689351081848, Loss_D_Y: 0.06546786427497864\n",
            "Epoch [1299/2000], Loss_G: 1.5990674495697021, Loss_D_X: 0.25646209716796875, Loss_D_Y: 0.18436558544635773\n",
            "Epoch [1299/2000], Loss_G: 2.0967869758605957, Loss_D_X: 0.2479252815246582, Loss_D_Y: 0.17901074886322021\n",
            "Epoch [1299/2000], Loss_G: 2.2399706840515137, Loss_D_X: 0.2474004328250885, Loss_D_Y: 0.2185245007276535\n",
            "Epoch [1299/2000], Loss_G: 2.4652915000915527, Loss_D_X: 0.251325398683548, Loss_D_Y: 0.1844577193260193\n",
            "Epoch [1299/2000], Loss_G: 1.8416779041290283, Loss_D_X: 0.24971222877502441, Loss_D_Y: 0.1495860517024994\n",
            "Epoch [1299/2000], Loss_G: 2.435370445251465, Loss_D_X: 0.25138795375823975, Loss_D_Y: 0.10825097560882568\n",
            "Epoch [1299/2000], Loss_G: 1.8968781232833862, Loss_D_X: 0.2607055902481079, Loss_D_Y: 0.16976462304592133\n",
            "Epoch [1299/2000], Loss_G: 2.133490800857544, Loss_D_X: 0.26083171367645264, Loss_D_Y: 0.18747487664222717\n",
            "Epoch [1299/2000], Loss_G: 2.877593994140625, Loss_D_X: 0.22958165407180786, Loss_D_Y: 0.040075019001960754\n",
            "Epoch [1300/2000], Loss_G: 1.7854516506195068, Loss_D_X: 0.2571437358856201, Loss_D_Y: 0.20001941919326782\n",
            "Epoch [1300/2000], Loss_G: 2.588066577911377, Loss_D_X: 0.25469404458999634, Loss_D_Y: 0.12078931927680969\n",
            "Epoch [1300/2000], Loss_G: 1.328946828842163, Loss_D_X: 0.26003068685531616, Loss_D_Y: 0.22441831231117249\n",
            "Epoch [1300/2000], Loss_G: 2.289191484451294, Loss_D_X: 0.23933343589305878, Loss_D_Y: 0.13974271714687347\n",
            "Epoch [1300/2000], Loss_G: 2.868102788925171, Loss_D_X: 0.2632860541343689, Loss_D_Y: 0.4167224168777466\n",
            "Epoch [1300/2000], Loss_G: 2.190580368041992, Loss_D_X: 0.24737510085105896, Loss_D_Y: 0.14306335151195526\n",
            "Epoch [1300/2000], Loss_G: 1.7873423099517822, Loss_D_X: 0.24993523955345154, Loss_D_Y: 0.11571674048900604\n",
            "Epoch [1300/2000], Loss_G: 1.5243324041366577, Loss_D_X: 0.24906674027442932, Loss_D_Y: 0.20949795842170715\n",
            "Epoch [1300/2000], Loss_G: 1.8615326881408691, Loss_D_X: 0.24755725264549255, Loss_D_Y: 0.4532163143157959\n",
            "Epoch [1301/2000], Loss_G: 1.5762721300125122, Loss_D_X: 0.25068092346191406, Loss_D_Y: 0.22879819571971893\n",
            "Epoch [1301/2000], Loss_G: 1.9992272853851318, Loss_D_X: 0.2508193850517273, Loss_D_Y: 0.14878326654434204\n",
            "Epoch [1301/2000], Loss_G: 1.897292137145996, Loss_D_X: 0.22156885266304016, Loss_D_Y: 0.17476403713226318\n",
            "Epoch [1301/2000], Loss_G: 2.1927144527435303, Loss_D_X: 0.24915194511413574, Loss_D_Y: 0.4543786346912384\n",
            "Epoch [1301/2000], Loss_G: 1.669196367263794, Loss_D_X: 0.251659095287323, Loss_D_Y: 0.23292943835258484\n",
            "Epoch [1301/2000], Loss_G: 1.556079626083374, Loss_D_X: 0.25762835144996643, Loss_D_Y: 0.19369915127754211\n",
            "Epoch [1301/2000], Loss_G: 1.9471696615219116, Loss_D_X: 0.2597537040710449, Loss_D_Y: 0.14655013382434845\n",
            "Epoch [1301/2000], Loss_G: 2.171267509460449, Loss_D_X: 0.2541641294956207, Loss_D_Y: 0.1750551164150238\n",
            "Epoch [1301/2000], Loss_G: 1.6972365379333496, Loss_D_X: 0.247578427195549, Loss_D_Y: 0.1442110240459442\n",
            "Epoch [1302/2000], Loss_G: 1.8969882726669312, Loss_D_X: 0.25973254442214966, Loss_D_Y: 0.1910039186477661\n",
            "Epoch [1302/2000], Loss_G: 2.1426849365234375, Loss_D_X: 0.25464382767677307, Loss_D_Y: 0.15838360786437988\n",
            "Epoch [1302/2000], Loss_G: 1.7740998268127441, Loss_D_X: 0.25116202235221863, Loss_D_Y: 0.13141660392284393\n",
            "Epoch [1302/2000], Loss_G: 1.4684462547302246, Loss_D_X: 0.24930866062641144, Loss_D_Y: 0.28731876611709595\n",
            "Epoch [1302/2000], Loss_G: 1.7354953289031982, Loss_D_X: 0.2515134811401367, Loss_D_Y: 0.17979401350021362\n",
            "Epoch [1302/2000], Loss_G: 2.175320863723755, Loss_D_X: 0.2483185976743698, Loss_D_Y: 0.2463742345571518\n",
            "Epoch [1302/2000], Loss_G: 1.529364824295044, Loss_D_X: 0.22535961866378784, Loss_D_Y: 0.1949918419122696\n",
            "Epoch [1302/2000], Loss_G: 1.8630194664001465, Loss_D_X: 0.25314730405807495, Loss_D_Y: 0.1609502136707306\n",
            "Epoch [1302/2000], Loss_G: 1.9292364120483398, Loss_D_X: 0.25525468587875366, Loss_D_Y: 0.3063262403011322\n",
            "Epoch [1303/2000], Loss_G: 1.4819397926330566, Loss_D_X: 0.2565588355064392, Loss_D_Y: 0.19595558941364288\n",
            "Epoch [1303/2000], Loss_G: 2.4228193759918213, Loss_D_X: 0.25120386481285095, Loss_D_Y: 0.15785320103168488\n",
            "Epoch [1303/2000], Loss_G: 1.9421483278274536, Loss_D_X: 0.25104981660842896, Loss_D_Y: 0.1562020182609558\n",
            "Epoch [1303/2000], Loss_G: 1.7271758317947388, Loss_D_X: 0.25173330307006836, Loss_D_Y: 0.16668620705604553\n",
            "Epoch [1303/2000], Loss_G: 2.022456645965576, Loss_D_X: 0.2532671093940735, Loss_D_Y: 0.20379000902175903\n",
            "Epoch [1303/2000], Loss_G: 1.8977116346359253, Loss_D_X: 0.25346291065216064, Loss_D_Y: 0.21065457165241241\n",
            "Epoch [1303/2000], Loss_G: 1.7124156951904297, Loss_D_X: 0.22495371103286743, Loss_D_Y: 0.13881778717041016\n",
            "Epoch [1303/2000], Loss_G: 1.6339008808135986, Loss_D_X: 0.2522502541542053, Loss_D_Y: 0.23242081701755524\n",
            "Epoch [1303/2000], Loss_G: 1.5722157955169678, Loss_D_X: 0.2508186101913452, Loss_D_Y: 0.21383368968963623\n",
            "Epoch [1304/2000], Loss_G: 1.7467832565307617, Loss_D_X: 0.2524750828742981, Loss_D_Y: 0.21904703974723816\n",
            "Epoch [1304/2000], Loss_G: 1.6434597969055176, Loss_D_X: 0.24942761659622192, Loss_D_Y: 0.1558219939470291\n",
            "Epoch [1304/2000], Loss_G: 1.5586248636245728, Loss_D_X: 0.25214505195617676, Loss_D_Y: 0.17681193351745605\n",
            "Epoch [1304/2000], Loss_G: 1.5143029689788818, Loss_D_X: 0.2564998269081116, Loss_D_Y: 0.1862439215183258\n",
            "Epoch [1304/2000], Loss_G: 1.5676897764205933, Loss_D_X: 0.2566657066345215, Loss_D_Y: 0.19615431129932404\n",
            "Epoch [1304/2000], Loss_G: 1.9986557960510254, Loss_D_X: 0.2556723654270172, Loss_D_Y: 0.12189870327711105\n",
            "Epoch [1304/2000], Loss_G: 2.0669665336608887, Loss_D_X: 0.253223180770874, Loss_D_Y: 0.10378117859363556\n",
            "Epoch [1304/2000], Loss_G: 1.8619840145111084, Loss_D_X: 0.2511519193649292, Loss_D_Y: 0.09621275216341019\n",
            "Epoch [1304/2000], Loss_G: 1.78031325340271, Loss_D_X: 0.2266809344291687, Loss_D_Y: 0.13119113445281982\n",
            "Epoch [1305/2000], Loss_G: 1.2855005264282227, Loss_D_X: 0.25306832790374756, Loss_D_Y: 0.22532285749912262\n",
            "Epoch [1305/2000], Loss_G: 2.3745245933532715, Loss_D_X: 0.25248801708221436, Loss_D_Y: 0.4591619670391083\n",
            "Epoch [1305/2000], Loss_G: 1.9469077587127686, Loss_D_X: 0.2559632956981659, Loss_D_Y: 0.15133042633533478\n",
            "Epoch [1305/2000], Loss_G: 1.4309651851654053, Loss_D_X: 0.25794556736946106, Loss_D_Y: 0.31778156757354736\n",
            "Epoch [1305/2000], Loss_G: 2.2746756076812744, Loss_D_X: 0.25235113501548767, Loss_D_Y: 0.5053383111953735\n",
            "Epoch [1305/2000], Loss_G: 1.7500557899475098, Loss_D_X: 0.24828924238681793, Loss_D_Y: 0.23512181639671326\n",
            "Epoch [1305/2000], Loss_G: 1.4631091356277466, Loss_D_X: 0.22101472318172455, Loss_D_Y: 0.18051180243492126\n",
            "Epoch [1305/2000], Loss_G: 2.2749106884002686, Loss_D_X: 0.25179165601730347, Loss_D_Y: 0.25374874472618103\n",
            "Epoch [1305/2000], Loss_G: 1.6416672468185425, Loss_D_X: 0.2499658167362213, Loss_D_Y: 0.2031385600566864\n",
            "Epoch [1306/2000], Loss_G: 1.3944995403289795, Loss_D_X: 0.253795325756073, Loss_D_Y: 0.26965951919555664\n",
            "Epoch [1306/2000], Loss_G: 2.0071959495544434, Loss_D_X: 0.22616302967071533, Loss_D_Y: 0.3109821081161499\n",
            "Epoch [1306/2000], Loss_G: 1.382962942123413, Loss_D_X: 0.2532075047492981, Loss_D_Y: 0.25923606753349304\n",
            "Epoch [1306/2000], Loss_G: 2.0473504066467285, Loss_D_X: 0.2535226345062256, Loss_D_Y: 0.32186850905418396\n",
            "Epoch [1306/2000], Loss_G: 1.6915719509124756, Loss_D_X: 0.24749526381492615, Loss_D_Y: 0.16828037798404694\n",
            "Epoch [1306/2000], Loss_G: 2.070402145385742, Loss_D_X: 0.2542668581008911, Loss_D_Y: 0.20569175481796265\n",
            "Epoch [1306/2000], Loss_G: 1.5406638383865356, Loss_D_X: 0.24891215562820435, Loss_D_Y: 0.19401118159294128\n",
            "Epoch [1306/2000], Loss_G: 1.810428261756897, Loss_D_X: 0.25024110078811646, Loss_D_Y: 0.19061681628227234\n",
            "Epoch [1306/2000], Loss_G: 1.3390944004058838, Loss_D_X: 0.2512010335922241, Loss_D_Y: 0.18816174566745758\n",
            "Epoch [1307/2000], Loss_G: 1.5708730220794678, Loss_D_X: 0.24840383231639862, Loss_D_Y: 0.17810118198394775\n",
            "Epoch [1307/2000], Loss_G: 1.523472785949707, Loss_D_X: 0.2207733690738678, Loss_D_Y: 0.15699702501296997\n",
            "Epoch [1307/2000], Loss_G: 1.7506495714187622, Loss_D_X: 0.2517188787460327, Loss_D_Y: 0.30580049753189087\n",
            "Epoch [1307/2000], Loss_G: 1.576758861541748, Loss_D_X: 0.24981284141540527, Loss_D_Y: 0.20590046048164368\n",
            "Epoch [1307/2000], Loss_G: 1.3812298774719238, Loss_D_X: 0.250320702791214, Loss_D_Y: 0.17047104239463806\n",
            "Epoch [1307/2000], Loss_G: 1.7960035800933838, Loss_D_X: 0.2511981427669525, Loss_D_Y: 0.24007096886634827\n",
            "Epoch [1307/2000], Loss_G: 1.6903600692749023, Loss_D_X: 0.24860839545726776, Loss_D_Y: 0.15637695789337158\n",
            "Epoch [1307/2000], Loss_G: 1.3180681467056274, Loss_D_X: 0.25312772393226624, Loss_D_Y: 0.2604443430900574\n",
            "Epoch [1307/2000], Loss_G: 1.8024662733078003, Loss_D_X: 0.25531435012817383, Loss_D_Y: 0.22544410824775696\n",
            "Epoch [1308/2000], Loss_G: 1.712507963180542, Loss_D_X: 0.22224804759025574, Loss_D_Y: 0.11572234332561493\n",
            "Epoch [1308/2000], Loss_G: 1.5537669658660889, Loss_D_X: 0.25019708275794983, Loss_D_Y: 0.13728445768356323\n",
            "Epoch [1308/2000], Loss_G: 1.896093487739563, Loss_D_X: 0.25145286321640015, Loss_D_Y: 0.22586588561534882\n",
            "Epoch [1308/2000], Loss_G: 1.780989408493042, Loss_D_X: 0.2509468197822571, Loss_D_Y: 0.19440200924873352\n",
            "Epoch [1308/2000], Loss_G: 1.847265601158142, Loss_D_X: 0.25057363510131836, Loss_D_Y: 0.13533034920692444\n",
            "Epoch [1308/2000], Loss_G: 1.5227969884872437, Loss_D_X: 0.2522296905517578, Loss_D_Y: 0.1701052039861679\n",
            "Epoch [1308/2000], Loss_G: 1.625359058380127, Loss_D_X: 0.25093305110931396, Loss_D_Y: 0.13940870761871338\n",
            "Epoch [1308/2000], Loss_G: 2.1033334732055664, Loss_D_X: 0.25036928057670593, Loss_D_Y: 0.162094384431839\n",
            "Epoch [1308/2000], Loss_G: 1.2584680318832397, Loss_D_X: 0.2499745488166809, Loss_D_Y: 0.2505524456501007\n",
            "Epoch [1309/2000], Loss_G: 2.1208815574645996, Loss_D_X: 0.2501993477344513, Loss_D_Y: 0.12924501299858093\n",
            "Epoch [1309/2000], Loss_G: 1.4735393524169922, Loss_D_X: 0.2531053125858307, Loss_D_Y: 0.16866590082645416\n",
            "Epoch [1309/2000], Loss_G: 1.6519534587860107, Loss_D_X: 0.2578648328781128, Loss_D_Y: 0.1418434977531433\n",
            "Epoch [1309/2000], Loss_G: 1.4407212734222412, Loss_D_X: 0.2563301920890808, Loss_D_Y: 0.2046893984079361\n",
            "Epoch [1309/2000], Loss_G: 2.428840160369873, Loss_D_X: 0.2532625198364258, Loss_D_Y: 0.2381218522787094\n",
            "Epoch [1309/2000], Loss_G: 2.448363780975342, Loss_D_X: 0.22201570868492126, Loss_D_Y: 0.1534966379404068\n",
            "Epoch [1309/2000], Loss_G: 1.3567805290222168, Loss_D_X: 0.2508300542831421, Loss_D_Y: 0.28397631645202637\n",
            "Epoch [1309/2000], Loss_G: 2.2359652519226074, Loss_D_X: 0.2504110634326935, Loss_D_Y: 0.1648658663034439\n",
            "Epoch [1309/2000], Loss_G: 1.3983123302459717, Loss_D_X: 0.25969406962394714, Loss_D_Y: 0.2484402060508728\n",
            "Epoch [1310/2000], Loss_G: 1.719879150390625, Loss_D_X: 0.26763805747032166, Loss_D_Y: 0.21583545207977295\n",
            "Epoch [1310/2000], Loss_G: 1.8350536823272705, Loss_D_X: 0.2670432925224304, Loss_D_Y: 0.33227258920669556\n",
            "Epoch [1310/2000], Loss_G: 1.293415904045105, Loss_D_X: 0.2606815993785858, Loss_D_Y: 0.28124433755874634\n",
            "Epoch [1310/2000], Loss_G: 1.5959818363189697, Loss_D_X: 0.22261208295822144, Loss_D_Y: 0.12658782303333282\n",
            "Epoch [1310/2000], Loss_G: 2.409949779510498, Loss_D_X: 0.2525763511657715, Loss_D_Y: 0.2176593393087387\n",
            "Epoch [1310/2000], Loss_G: 1.5180599689483643, Loss_D_X: 0.2521747350692749, Loss_D_Y: 0.24749800562858582\n",
            "Epoch [1310/2000], Loss_G: 1.7990787029266357, Loss_D_X: 0.2516685426235199, Loss_D_Y: 0.20867353677749634\n",
            "Epoch [1310/2000], Loss_G: 1.8125712871551514, Loss_D_X: 0.2542975842952728, Loss_D_Y: 0.2927892804145813\n",
            "Epoch [1310/2000], Loss_G: 1.6064778566360474, Loss_D_X: 0.2524339556694031, Loss_D_Y: 0.2848418653011322\n",
            "Epoch [1311/2000], Loss_G: 1.2369418144226074, Loss_D_X: 0.25564104318618774, Loss_D_Y: 0.30171191692352295\n",
            "Epoch [1311/2000], Loss_G: 1.679578423500061, Loss_D_X: 0.22377175092697144, Loss_D_Y: 0.1674266755580902\n",
            "Epoch [1311/2000], Loss_G: 1.9291365146636963, Loss_D_X: 0.25032326579093933, Loss_D_Y: 0.2745429575443268\n",
            "Epoch [1311/2000], Loss_G: 1.4228308200836182, Loss_D_X: 0.2529667317867279, Loss_D_Y: 0.1956002116203308\n",
            "Epoch [1311/2000], Loss_G: 1.3511414527893066, Loss_D_X: 0.24968403577804565, Loss_D_Y: 0.16596560180187225\n",
            "Epoch [1311/2000], Loss_G: 2.1182303428649902, Loss_D_X: 0.25213757157325745, Loss_D_Y: 0.2834748923778534\n",
            "Epoch [1311/2000], Loss_G: 1.2103967666625977, Loss_D_X: 0.2502169609069824, Loss_D_Y: 0.25695472955703735\n",
            "Epoch [1311/2000], Loss_G: 1.3214982748031616, Loss_D_X: 0.25170445442199707, Loss_D_Y: 0.3411608636379242\n",
            "Epoch [1311/2000], Loss_G: 1.9025722742080688, Loss_D_X: 0.25731074810028076, Loss_D_Y: 0.1675204634666443\n",
            "Epoch [1312/2000], Loss_G: 1.5645380020141602, Loss_D_X: 0.2585837244987488, Loss_D_Y: 0.16732493042945862\n",
            "Epoch [1312/2000], Loss_G: 1.3861685991287231, Loss_D_X: 0.2255629599094391, Loss_D_Y: 0.2608701288700104\n",
            "Epoch [1312/2000], Loss_G: 1.814482569694519, Loss_D_X: 0.25297272205352783, Loss_D_Y: 0.23378531634807587\n",
            "Epoch [1312/2000], Loss_G: 1.6976470947265625, Loss_D_X: 0.25284528732299805, Loss_D_Y: 0.2317146509885788\n",
            "Epoch [1312/2000], Loss_G: 1.150496244430542, Loss_D_X: 0.2512427270412445, Loss_D_Y: 0.24882756173610687\n",
            "Epoch [1312/2000], Loss_G: 1.7419869899749756, Loss_D_X: 0.2523484230041504, Loss_D_Y: 0.23279869556427002\n",
            "Epoch [1312/2000], Loss_G: 2.0748074054718018, Loss_D_X: 0.2520652115345001, Loss_D_Y: 0.27288857102394104\n",
            "Epoch [1312/2000], Loss_G: 1.7451682090759277, Loss_D_X: 0.2528059780597687, Loss_D_Y: 0.14896264672279358\n",
            "Epoch [1312/2000], Loss_G: 1.3251062631607056, Loss_D_X: 0.25730815529823303, Loss_D_Y: 0.2042735069990158\n",
            "Epoch [1313/2000], Loss_G: 1.5005838871002197, Loss_D_X: 0.2606629729270935, Loss_D_Y: 0.13076964020729065\n",
            "Epoch [1313/2000], Loss_G: 1.9282622337341309, Loss_D_X: 0.25628483295440674, Loss_D_Y: 0.16151586174964905\n",
            "Epoch [1313/2000], Loss_G: 1.745077133178711, Loss_D_X: 0.25035205483436584, Loss_D_Y: 0.23467113077640533\n",
            "Epoch [1313/2000], Loss_G: 1.6136643886566162, Loss_D_X: 0.25421929359436035, Loss_D_Y: 0.17890238761901855\n",
            "Epoch [1313/2000], Loss_G: 1.3332550525665283, Loss_D_X: 0.2543254792690277, Loss_D_Y: 0.22569850087165833\n",
            "Epoch [1313/2000], Loss_G: 1.7386212348937988, Loss_D_X: 0.24881725013256073, Loss_D_Y: 0.1968378722667694\n",
            "Epoch [1313/2000], Loss_G: 1.951923131942749, Loss_D_X: 0.25159287452697754, Loss_D_Y: 0.22166036069393158\n",
            "Epoch [1313/2000], Loss_G: 1.7715528011322021, Loss_D_X: 0.22748832404613495, Loss_D_Y: 0.18697360157966614\n",
            "Epoch [1313/2000], Loss_G: 1.303760051727295, Loss_D_X: 0.25185665488243103, Loss_D_Y: 0.21986672282218933\n",
            "Epoch [1314/2000], Loss_G: 1.6079492568969727, Loss_D_X: 0.24936845898628235, Loss_D_Y: 0.20862063765525818\n",
            "Epoch [1314/2000], Loss_G: 1.985548973083496, Loss_D_X: 0.2496892511844635, Loss_D_Y: 0.21803008019924164\n",
            "Epoch [1314/2000], Loss_G: 1.8007385730743408, Loss_D_X: 0.2514967620372772, Loss_D_Y: 0.22178366780281067\n",
            "Epoch [1314/2000], Loss_G: 1.5539755821228027, Loss_D_X: 0.2518417239189148, Loss_D_Y: 0.22906619310379028\n",
            "Epoch [1314/2000], Loss_G: 1.7360881567001343, Loss_D_X: 0.2544488310813904, Loss_D_Y: 0.14548204839229584\n",
            "Epoch [1314/2000], Loss_G: 1.6419134140014648, Loss_D_X: 0.25254133343696594, Loss_D_Y: 0.2645687162876129\n",
            "Epoch [1314/2000], Loss_G: 2.1178667545318604, Loss_D_X: 0.22343558073043823, Loss_D_Y: 0.17607060074806213\n",
            "Epoch [1314/2000], Loss_G: 2.7047371864318848, Loss_D_X: 0.2540498971939087, Loss_D_Y: 0.15373125672340393\n",
            "Epoch [1314/2000], Loss_G: 1.0840938091278076, Loss_D_X: 0.2555461525917053, Loss_D_Y: 0.46182695031166077\n",
            "Epoch [1315/2000], Loss_G: 2.0136101245880127, Loss_D_X: 0.2571878731250763, Loss_D_Y: 0.37119537591934204\n",
            "Epoch [1315/2000], Loss_G: 1.8381617069244385, Loss_D_X: 0.254319429397583, Loss_D_Y: 0.23477786779403687\n",
            "Epoch [1315/2000], Loss_G: 1.5325331687927246, Loss_D_X: 0.22418883442878723, Loss_D_Y: 0.2512206435203552\n",
            "Epoch [1315/2000], Loss_G: 1.9120004177093506, Loss_D_X: 0.2513556480407715, Loss_D_Y: 0.40416157245635986\n",
            "Epoch [1315/2000], Loss_G: 1.2400230169296265, Loss_D_X: 0.2584214210510254, Loss_D_Y: 0.29753559827804565\n",
            "Epoch [1315/2000], Loss_G: 1.3724035024642944, Loss_D_X: 0.2623220682144165, Loss_D_Y: 0.2608518600463867\n",
            "Epoch [1315/2000], Loss_G: 2.0703296661376953, Loss_D_X: 0.2649630308151245, Loss_D_Y: 0.23381632566452026\n",
            "Epoch [1315/2000], Loss_G: 1.5851129293441772, Loss_D_X: 0.26040753722190857, Loss_D_Y: 0.2569448947906494\n",
            "Epoch [1315/2000], Loss_G: 1.4254789352416992, Loss_D_X: 0.2576565742492676, Loss_D_Y: 0.1958763152360916\n",
            "Epoch [1316/2000], Loss_G: 1.5922212600708008, Loss_D_X: 0.25389984250068665, Loss_D_Y: 0.32103803753852844\n",
            "Epoch [1316/2000], Loss_G: 1.5975861549377441, Loss_D_X: 0.25124603509902954, Loss_D_Y: 0.19656313955783844\n",
            "Epoch [1316/2000], Loss_G: 1.6296347379684448, Loss_D_X: 0.251779705286026, Loss_D_Y: 0.2467728853225708\n",
            "Epoch [1316/2000], Loss_G: 1.4661612510681152, Loss_D_X: 0.2514615058898926, Loss_D_Y: 0.2419186234474182\n",
            "Epoch [1316/2000], Loss_G: 1.4857556819915771, Loss_D_X: 0.2507043182849884, Loss_D_Y: 0.1896877884864807\n",
            "Epoch [1316/2000], Loss_G: 1.5680545568466187, Loss_D_X: 0.22806298732757568, Loss_D_Y: 0.1625809669494629\n",
            "Epoch [1316/2000], Loss_G: 1.7896490097045898, Loss_D_X: 0.2500404119491577, Loss_D_Y: 0.19253511726856232\n",
            "Epoch [1316/2000], Loss_G: 1.637387752532959, Loss_D_X: 0.2558504343032837, Loss_D_Y: 0.15949054062366486\n",
            "Epoch [1316/2000], Loss_G: 1.3836548328399658, Loss_D_X: 0.2516430616378784, Loss_D_Y: 0.14776819944381714\n",
            "Epoch [1317/2000], Loss_G: 1.3850314617156982, Loss_D_X: 0.25383809208869934, Loss_D_Y: 0.18465280532836914\n",
            "Epoch [1317/2000], Loss_G: 1.6290215253829956, Loss_D_X: 0.23609358072280884, Loss_D_Y: 0.16689392924308777\n",
            "Epoch [1317/2000], Loss_G: 1.748836636543274, Loss_D_X: 0.2590711712837219, Loss_D_Y: 0.17069604992866516\n",
            "Epoch [1317/2000], Loss_G: 1.7360241413116455, Loss_D_X: 0.25675660371780396, Loss_D_Y: 0.15803658962249756\n",
            "Epoch [1317/2000], Loss_G: 1.8662713766098022, Loss_D_X: 0.25580328702926636, Loss_D_Y: 0.15257664024829865\n",
            "Epoch [1317/2000], Loss_G: 1.206890344619751, Loss_D_X: 0.269347608089447, Loss_D_Y: 0.20817150175571442\n",
            "Epoch [1317/2000], Loss_G: 1.7027806043624878, Loss_D_X: 0.2808244228363037, Loss_D_Y: 0.17861394584178925\n",
            "Epoch [1317/2000], Loss_G: 1.6002811193466187, Loss_D_X: 0.271816611289978, Loss_D_Y: 0.18519292771816254\n",
            "Epoch [1317/2000], Loss_G: 1.5367344617843628, Loss_D_X: 0.2605013847351074, Loss_D_Y: 0.09949654340744019\n",
            "Epoch [1318/2000], Loss_G: 1.4218459129333496, Loss_D_X: 0.2526763081550598, Loss_D_Y: 0.1678401678800583\n",
            "Epoch [1318/2000], Loss_G: 1.9775466918945312, Loss_D_X: 0.2592206299304962, Loss_D_Y: 0.14155720174312592\n",
            "Epoch [1318/2000], Loss_G: 2.679452896118164, Loss_D_X: 0.25834423303604126, Loss_D_Y: 0.10923027247190475\n",
            "Epoch [1318/2000], Loss_G: 1.2292125225067139, Loss_D_X: 0.2695537805557251, Loss_D_Y: 0.2544381022453308\n",
            "Epoch [1318/2000], Loss_G: 1.2991693019866943, Loss_D_X: 0.27280741930007935, Loss_D_Y: 0.1588197946548462\n",
            "Epoch [1318/2000], Loss_G: 2.2355239391326904, Loss_D_X: 0.2713860869407654, Loss_D_Y: 0.2636188864707947\n",
            "Epoch [1318/2000], Loss_G: 1.5131481885910034, Loss_D_X: 0.23665449023246765, Loss_D_Y: 0.12079218029975891\n",
            "Epoch [1318/2000], Loss_G: 2.2200369834899902, Loss_D_X: 0.2522793710231781, Loss_D_Y: 0.11280252039432526\n",
            "Epoch [1318/2000], Loss_G: 1.3863418102264404, Loss_D_X: 0.2643507719039917, Loss_D_Y: 0.15821246802806854\n",
            "Epoch [1319/2000], Loss_G: 1.873718500137329, Loss_D_X: 0.27628448605537415, Loss_D_Y: 0.08248940110206604\n",
            "Epoch [1319/2000], Loss_G: 1.649688720703125, Loss_D_X: 0.25843438506126404, Loss_D_Y: 0.1471163034439087\n",
            "Epoch [1319/2000], Loss_G: 2.1764676570892334, Loss_D_X: 0.2635231018066406, Loss_D_Y: 0.0819980725646019\n",
            "Epoch [1319/2000], Loss_G: 2.025012254714966, Loss_D_X: 0.2808235287666321, Loss_D_Y: 0.10472044348716736\n",
            "Epoch [1319/2000], Loss_G: 1.5227751731872559, Loss_D_X: 0.3034060597419739, Loss_D_Y: 0.13344386219978333\n",
            "Epoch [1319/2000], Loss_G: 2.000997543334961, Loss_D_X: 0.3006468415260315, Loss_D_Y: 0.09897936135530472\n",
            "Epoch [1319/2000], Loss_G: 1.7456507682800293, Loss_D_X: 0.2885199785232544, Loss_D_Y: 0.15512999892234802\n",
            "Epoch [1319/2000], Loss_G: 1.7150506973266602, Loss_D_X: 0.24301005899906158, Loss_D_Y: 0.10205087065696716\n",
            "Epoch [1319/2000], Loss_G: 2.984877824783325, Loss_D_X: 0.2536672353744507, Loss_D_Y: 0.48483455181121826\n",
            "Epoch [1320/2000], Loss_G: 1.5678000450134277, Loss_D_X: 0.2592605948448181, Loss_D_Y: 0.2516428232192993\n",
            "Epoch [1320/2000], Loss_G: 1.5329344272613525, Loss_D_X: 0.2604410648345947, Loss_D_Y: 0.14198534190654755\n",
            "Epoch [1320/2000], Loss_G: 1.5064167976379395, Loss_D_X: 0.2592489719390869, Loss_D_Y: 0.31222230195999146\n",
            "Epoch [1320/2000], Loss_G: 1.5640509128570557, Loss_D_X: 0.25004228949546814, Loss_D_Y: 0.2478499412536621\n",
            "Epoch [1320/2000], Loss_G: 1.6184812784194946, Loss_D_X: 0.25769954919815063, Loss_D_Y: 0.1512627899646759\n",
            "Epoch [1320/2000], Loss_G: 1.5745038986206055, Loss_D_X: 0.253639280796051, Loss_D_Y: 0.2005060315132141\n",
            "Epoch [1320/2000], Loss_G: 1.5643846988677979, Loss_D_X: 0.2526787221431732, Loss_D_Y: 0.2206602692604065\n",
            "Epoch [1320/2000], Loss_G: 1.2706011533737183, Loss_D_X: 0.253263920545578, Loss_D_Y: 0.22972483932971954\n",
            "Epoch [1320/2000], Loss_G: 1.989206075668335, Loss_D_X: 0.2586042881011963, Loss_D_Y: 0.2542679011821747\n",
            "Epoch [1321/2000], Loss_G: 1.3514368534088135, Loss_D_X: 0.24778306484222412, Loss_D_Y: 0.1936275213956833\n",
            "Epoch [1321/2000], Loss_G: 1.574939489364624, Loss_D_X: 0.2544592320919037, Loss_D_Y: 0.21196335554122925\n",
            "Epoch [1321/2000], Loss_G: 1.517736792564392, Loss_D_X: 0.2534804940223694, Loss_D_Y: 0.2524986267089844\n",
            "Epoch [1321/2000], Loss_G: 2.1170806884765625, Loss_D_X: 0.2554481625556946, Loss_D_Y: 0.2736901640892029\n",
            "Epoch [1321/2000], Loss_G: 1.377191424369812, Loss_D_X: 0.2682778239250183, Loss_D_Y: 0.22487667202949524\n",
            "Epoch [1321/2000], Loss_G: 1.2566726207733154, Loss_D_X: 0.25658750534057617, Loss_D_Y: 0.22844669222831726\n",
            "Epoch [1321/2000], Loss_G: 1.6947075128555298, Loss_D_X: 0.25487008690834045, Loss_D_Y: 0.16096630692481995\n",
            "Epoch [1321/2000], Loss_G: 1.46586275100708, Loss_D_X: 0.2503044605255127, Loss_D_Y: 0.23340480029582977\n",
            "Epoch [1321/2000], Loss_G: 1.6472716331481934, Loss_D_X: 0.25284597277641296, Loss_D_Y: 0.2285570502281189\n",
            "Epoch [1322/2000], Loss_G: 1.2747020721435547, Loss_D_X: 0.260879248380661, Loss_D_Y: 0.3277943730354309\n",
            "Epoch [1322/2000], Loss_G: 2.221820831298828, Loss_D_X: 0.2758568525314331, Loss_D_Y: 0.382371187210083\n",
            "Epoch [1322/2000], Loss_G: 1.6201884746551514, Loss_D_X: 0.27637922763824463, Loss_D_Y: 0.17211517691612244\n",
            "Epoch [1322/2000], Loss_G: 1.3975670337677002, Loss_D_X: 0.2650432884693146, Loss_D_Y: 0.23625755310058594\n",
            "Epoch [1322/2000], Loss_G: 1.5019922256469727, Loss_D_X: 0.236833393573761, Loss_D_Y: 0.16662168502807617\n",
            "Epoch [1322/2000], Loss_G: 1.5505576133728027, Loss_D_X: 0.26529258489608765, Loss_D_Y: 0.16246703267097473\n",
            "Epoch [1322/2000], Loss_G: 1.8041565418243408, Loss_D_X: 0.25720834732055664, Loss_D_Y: 0.23198772966861725\n",
            "Epoch [1322/2000], Loss_G: 1.370240569114685, Loss_D_X: 0.25639626383781433, Loss_D_Y: 0.22129008173942566\n",
            "Epoch [1322/2000], Loss_G: 1.4910823106765747, Loss_D_X: 0.2538377344608307, Loss_D_Y: 0.21378329396247864\n",
            "Epoch [1323/2000], Loss_G: 1.954708218574524, Loss_D_X: 0.23992177844047546, Loss_D_Y: 0.20261800289154053\n",
            "Epoch [1323/2000], Loss_G: 1.401538372039795, Loss_D_X: 0.2600678503513336, Loss_D_Y: 0.19499705731868744\n",
            "Epoch [1323/2000], Loss_G: 1.5905112028121948, Loss_D_X: 0.25550568103790283, Loss_D_Y: 0.1905030608177185\n",
            "Epoch [1323/2000], Loss_G: 1.824310064315796, Loss_D_X: 0.2543041706085205, Loss_D_Y: 0.1993388533592224\n",
            "Epoch [1323/2000], Loss_G: 1.4116888046264648, Loss_D_X: 0.2516346871852875, Loss_D_Y: 0.26546066999435425\n",
            "Epoch [1323/2000], Loss_G: 1.53961181640625, Loss_D_X: 0.25157392024993896, Loss_D_Y: 0.4466237425804138\n",
            "Epoch [1323/2000], Loss_G: 1.8268318176269531, Loss_D_X: 0.26003000140190125, Loss_D_Y: 0.2669573426246643\n",
            "Epoch [1323/2000], Loss_G: 2.0302345752716064, Loss_D_X: 0.2502548396587372, Loss_D_Y: 0.23555800318717957\n",
            "Epoch [1323/2000], Loss_G: 1.115910530090332, Loss_D_X: 0.2544686794281006, Loss_D_Y: 0.2755112648010254\n",
            "Epoch [1324/2000], Loss_G: 1.671539068222046, Loss_D_X: 0.256319135427475, Loss_D_Y: 0.16672442853450775\n",
            "Epoch [1324/2000], Loss_G: 1.5064058303833008, Loss_D_X: 0.25405028462409973, Loss_D_Y: 0.24407169222831726\n",
            "Epoch [1324/2000], Loss_G: 2.2961018085479736, Loss_D_X: 0.25132834911346436, Loss_D_Y: 0.26579901576042175\n",
            "Epoch [1324/2000], Loss_G: 1.4521424770355225, Loss_D_X: 0.25884389877319336, Loss_D_Y: 0.217350572347641\n",
            "Epoch [1324/2000], Loss_G: 1.7643619775772095, Loss_D_X: 0.251078724861145, Loss_D_Y: 0.39862602949142456\n",
            "Epoch [1324/2000], Loss_G: 1.4297338724136353, Loss_D_X: 0.2438015341758728, Loss_D_Y: 0.17717468738555908\n",
            "Epoch [1324/2000], Loss_G: 1.5257408618927002, Loss_D_X: 0.26374781131744385, Loss_D_Y: 0.4225359261035919\n",
            "Epoch [1324/2000], Loss_G: 1.584014654159546, Loss_D_X: 0.2609477639198303, Loss_D_Y: 0.2819812297821045\n",
            "Epoch [1324/2000], Loss_G: 1.835602879524231, Loss_D_X: 0.256515234708786, Loss_D_Y: 0.17751704156398773\n",
            "Epoch [1325/2000], Loss_G: 1.448746919631958, Loss_D_X: 0.25480303168296814, Loss_D_Y: 0.2343536764383316\n",
            "Epoch [1325/2000], Loss_G: 1.5153858661651611, Loss_D_X: 0.2546085715293884, Loss_D_Y: 0.16365674138069153\n",
            "Epoch [1325/2000], Loss_G: 1.9296668767929077, Loss_D_X: 0.25701937079429626, Loss_D_Y: 0.1440015733242035\n",
            "Epoch [1325/2000], Loss_G: 1.5341373682022095, Loss_D_X: 0.2529275119304657, Loss_D_Y: 0.16950930655002594\n",
            "Epoch [1325/2000], Loss_G: 1.2866865396499634, Loss_D_X: 0.25093314051628113, Loss_D_Y: 0.28430038690567017\n",
            "Epoch [1325/2000], Loss_G: 2.638925313949585, Loss_D_X: 0.25147947669029236, Loss_D_Y: 0.6112787127494812\n",
            "Epoch [1325/2000], Loss_G: 1.487560749053955, Loss_D_X: 0.2517010271549225, Loss_D_Y: 0.214044451713562\n",
            "Epoch [1325/2000], Loss_G: 1.3371597528457642, Loss_D_X: 0.25090980529785156, Loss_D_Y: 0.23134884238243103\n",
            "Epoch [1325/2000], Loss_G: 1.4843592643737793, Loss_D_X: 0.23738473653793335, Loss_D_Y: 0.15847444534301758\n",
            "Epoch [1326/2000], Loss_G: 2.069791793823242, Loss_D_X: 0.25383877754211426, Loss_D_Y: 0.28218874335289\n",
            "Epoch [1326/2000], Loss_G: 1.6666640043258667, Loss_D_X: 0.2555754780769348, Loss_D_Y: 0.2925920784473419\n",
            "Epoch [1326/2000], Loss_G: 1.7118107080459595, Loss_D_X: 0.2507464289665222, Loss_D_Y: 0.13307029008865356\n",
            "Epoch [1326/2000], Loss_G: 1.3323053121566772, Loss_D_X: 0.2559354603290558, Loss_D_Y: 0.21110717952251434\n",
            "Epoch [1326/2000], Loss_G: 1.7417576313018799, Loss_D_X: 0.24924197793006897, Loss_D_Y: 0.2187652289867401\n",
            "Epoch [1326/2000], Loss_G: 1.708018183708191, Loss_D_X: 0.24159595370292664, Loss_D_Y: 0.18264999985694885\n",
            "Epoch [1326/2000], Loss_G: 1.4019159078598022, Loss_D_X: 0.2607901692390442, Loss_D_Y: 0.19972196221351624\n",
            "Epoch [1326/2000], Loss_G: 1.3588178157806396, Loss_D_X: 0.27240216732025146, Loss_D_Y: 0.19963401556015015\n",
            "Epoch [1326/2000], Loss_G: 1.3642292022705078, Loss_D_X: 0.2691574692726135, Loss_D_Y: 0.18937233090400696\n",
            "Epoch [1327/2000], Loss_G: 1.5048893690109253, Loss_D_X: 0.264753520488739, Loss_D_Y: 0.15846915543079376\n",
            "Epoch [1327/2000], Loss_G: 1.607125997543335, Loss_D_X: 0.2517058253288269, Loss_D_Y: 0.1461031436920166\n",
            "Epoch [1327/2000], Loss_G: 1.7452983856201172, Loss_D_X: 0.25357329845428467, Loss_D_Y: 0.19278571009635925\n",
            "Epoch [1327/2000], Loss_G: 1.8445994853973389, Loss_D_X: 0.25092172622680664, Loss_D_Y: 0.22199362516403198\n",
            "Epoch [1327/2000], Loss_G: 1.343646764755249, Loss_D_X: 0.24278289079666138, Loss_D_Y: 0.1485978066921234\n",
            "Epoch [1327/2000], Loss_G: 1.843729853630066, Loss_D_X: 0.2572787404060364, Loss_D_Y: 0.2108110785484314\n",
            "Epoch [1327/2000], Loss_G: 1.510238766670227, Loss_D_X: 0.26053935289382935, Loss_D_Y: 0.15577936172485352\n",
            "Epoch [1327/2000], Loss_G: 1.1943774223327637, Loss_D_X: 0.2530985474586487, Loss_D_Y: 0.1967877596616745\n",
            "Epoch [1327/2000], Loss_G: 1.9051603078842163, Loss_D_X: 0.25336289405822754, Loss_D_Y: 0.11643929779529572\n",
            "Epoch [1328/2000], Loss_G: 1.2843745946884155, Loss_D_X: 0.2528972029685974, Loss_D_Y: 0.15598458051681519\n",
            "Epoch [1328/2000], Loss_G: 1.712066888809204, Loss_D_X: 0.25227463245391846, Loss_D_Y: 0.20480047166347504\n",
            "Epoch [1328/2000], Loss_G: 1.8815274238586426, Loss_D_X: 0.2517562508583069, Loss_D_Y: 0.15241941809654236\n",
            "Epoch [1328/2000], Loss_G: 1.6680079698562622, Loss_D_X: 0.2384960651397705, Loss_D_Y: 0.09159141033887863\n",
            "Epoch [1328/2000], Loss_G: 1.4822204113006592, Loss_D_X: 0.25198042392730713, Loss_D_Y: 0.13667559623718262\n",
            "Epoch [1328/2000], Loss_G: 1.3713603019714355, Loss_D_X: 0.25857552886009216, Loss_D_Y: 0.17684149742126465\n",
            "Epoch [1328/2000], Loss_G: 1.7118988037109375, Loss_D_X: 0.27500832080841064, Loss_D_Y: 0.15966129302978516\n",
            "Epoch [1328/2000], Loss_G: 1.872241735458374, Loss_D_X: 0.2847093343734741, Loss_D_Y: 0.07439351081848145\n",
            "Epoch [1328/2000], Loss_G: 1.6289827823638916, Loss_D_X: 0.25844794511795044, Loss_D_Y: 0.12856853008270264\n",
            "Epoch [1329/2000], Loss_G: 1.730714201927185, Loss_D_X: 0.2512975335121155, Loss_D_Y: 0.17781393229961395\n",
            "Epoch [1329/2000], Loss_G: 1.5719637870788574, Loss_D_X: 0.25243934988975525, Loss_D_Y: 0.147238627076149\n",
            "Epoch [1329/2000], Loss_G: 1.6899242401123047, Loss_D_X: 0.25166821479797363, Loss_D_Y: 0.15488304197788239\n",
            "Epoch [1329/2000], Loss_G: 1.4657995700836182, Loss_D_X: 0.2521683871746063, Loss_D_Y: 0.10518574714660645\n",
            "Epoch [1329/2000], Loss_G: 1.7303845882415771, Loss_D_X: 0.2518787086009979, Loss_D_Y: 0.17159819602966309\n",
            "Epoch [1329/2000], Loss_G: 2.0907840728759766, Loss_D_X: 0.2525225281715393, Loss_D_Y: 0.038971513509750366\n",
            "Epoch [1329/2000], Loss_G: 1.5365066528320312, Loss_D_X: 0.2552851438522339, Loss_D_Y: 0.11538977921009064\n",
            "Epoch [1329/2000], Loss_G: 2.095489025115967, Loss_D_X: 0.26619601249694824, Loss_D_Y: 0.08300089836120605\n",
            "Epoch [1329/2000], Loss_G: 1.5438216924667358, Loss_D_X: 0.26171883940696716, Loss_D_Y: 0.09181241691112518\n",
            "Epoch [1330/2000], Loss_G: 2.3918404579162598, Loss_D_X: 0.2738254964351654, Loss_D_Y: 0.16878055036067963\n",
            "Epoch [1330/2000], Loss_G: 1.621596097946167, Loss_D_X: 0.2762610614299774, Loss_D_Y: 0.34409672021865845\n",
            "Epoch [1330/2000], Loss_G: 2.18638014793396, Loss_D_X: 0.26733386516571045, Loss_D_Y: 0.2450815737247467\n",
            "Epoch [1330/2000], Loss_G: 2.482161045074463, Loss_D_X: 0.26325899362564087, Loss_D_Y: 0.09777529537677765\n",
            "Epoch [1330/2000], Loss_G: 1.3756427764892578, Loss_D_X: 0.2548845112323761, Loss_D_Y: 0.2117040604352951\n",
            "Epoch [1330/2000], Loss_G: 1.6888738870620728, Loss_D_X: 0.2517946660518646, Loss_D_Y: 0.09878584742546082\n",
            "Epoch [1330/2000], Loss_G: 2.0371274948120117, Loss_D_X: 0.26205673813819885, Loss_D_Y: 0.3105224370956421\n",
            "Epoch [1330/2000], Loss_G: 1.2593884468078613, Loss_D_X: 0.264643132686615, Loss_D_Y: 0.28713351488113403\n",
            "Epoch [1330/2000], Loss_G: 2.02528977394104, Loss_D_X: 0.2722172737121582, Loss_D_Y: 0.18353232741355896\n",
            "Epoch [1331/2000], Loss_G: 1.994896650314331, Loss_D_X: 0.2683488726615906, Loss_D_Y: 0.16990093886852264\n",
            "Epoch [1331/2000], Loss_G: 1.214224934577942, Loss_D_X: 0.26002830266952515, Loss_D_Y: 0.20036983489990234\n",
            "Epoch [1331/2000], Loss_G: 1.7333312034606934, Loss_D_X: 0.25620004534721375, Loss_D_Y: 0.1903591901063919\n",
            "Epoch [1331/2000], Loss_G: 1.9700634479522705, Loss_D_X: 0.24235352873802185, Loss_D_Y: 0.09052306413650513\n",
            "Epoch [1331/2000], Loss_G: 1.7671878337860107, Loss_D_X: 0.2518570125102997, Loss_D_Y: 0.08825526386499405\n",
            "Epoch [1331/2000], Loss_G: 1.361010193824768, Loss_D_X: 0.2527986764907837, Loss_D_Y: 0.33602142333984375\n",
            "Epoch [1331/2000], Loss_G: 1.903319001197815, Loss_D_X: 0.2686000168323517, Loss_D_Y: 0.1423214077949524\n",
            "Epoch [1331/2000], Loss_G: 2.7777884006500244, Loss_D_X: 0.2670837342739105, Loss_D_Y: 0.1957254558801651\n",
            "Epoch [1331/2000], Loss_G: 1.0966790914535522, Loss_D_X: 0.2650141417980194, Loss_D_Y: 0.43651333451271057\n",
            "Epoch [1332/2000], Loss_G: 2.3765881061553955, Loss_D_X: 0.26867467164993286, Loss_D_Y: 0.21477216482162476\n",
            "Epoch [1332/2000], Loss_G: 1.6807923316955566, Loss_D_X: 0.2720057964324951, Loss_D_Y: 0.12324101477861404\n",
            "Epoch [1332/2000], Loss_G: 1.3027606010437012, Loss_D_X: 0.2646722197532654, Loss_D_Y: 0.18138670921325684\n",
            "Epoch [1332/2000], Loss_G: 1.5259374380111694, Loss_D_X: 0.26460397243499756, Loss_D_Y: 0.1409047693014145\n",
            "Epoch [1332/2000], Loss_G: 1.7251986265182495, Loss_D_X: 0.25718265771865845, Loss_D_Y: 0.14774636924266815\n",
            "Epoch [1332/2000], Loss_G: 1.913830041885376, Loss_D_X: 0.246910959482193, Loss_D_Y: 0.069062739610672\n",
            "Epoch [1332/2000], Loss_G: 1.6274240016937256, Loss_D_X: 0.2516936957836151, Loss_D_Y: 0.26323840022087097\n",
            "Epoch [1332/2000], Loss_G: 2.3296608924865723, Loss_D_X: 0.25340157747268677, Loss_D_Y: 0.18381713330745697\n",
            "Epoch [1332/2000], Loss_G: 1.5132638216018677, Loss_D_X: 0.25287339091300964, Loss_D_Y: 0.14260761439800262\n",
            "Epoch [1333/2000], Loss_G: 1.373610019683838, Loss_D_X: 0.25544559955596924, Loss_D_Y: 0.182622492313385\n",
            "Epoch [1333/2000], Loss_G: 1.54099440574646, Loss_D_X: 0.2470645308494568, Loss_D_Y: 0.07335445284843445\n",
            "Epoch [1333/2000], Loss_G: 2.7997891902923584, Loss_D_X: 0.25487810373306274, Loss_D_Y: 0.2779238820075989\n",
            "Epoch [1333/2000], Loss_G: 1.2248187065124512, Loss_D_X: 0.2621425986289978, Loss_D_Y: 0.24446438252925873\n",
            "Epoch [1333/2000], Loss_G: 1.6936877965927124, Loss_D_X: 0.26381275057792664, Loss_D_Y: 0.09124453365802765\n",
            "Epoch [1333/2000], Loss_G: 2.0423269271850586, Loss_D_X: 0.2524026036262512, Loss_D_Y: 0.1914929747581482\n",
            "Epoch [1333/2000], Loss_G: 1.8208354711532593, Loss_D_X: 0.2549363076686859, Loss_D_Y: 0.16784720122814178\n",
            "Epoch [1333/2000], Loss_G: 1.6382651329040527, Loss_D_X: 0.2577579617500305, Loss_D_Y: 0.18358710408210754\n",
            "Epoch [1333/2000], Loss_G: 1.61049222946167, Loss_D_X: 0.2630612552165985, Loss_D_Y: 0.1219630241394043\n",
            "Epoch [1334/2000], Loss_G: 1.9156038761138916, Loss_D_X: 0.2592909634113312, Loss_D_Y: 0.20643183588981628\n",
            "Epoch [1334/2000], Loss_G: 1.8952407836914062, Loss_D_X: 0.255452036857605, Loss_D_Y: 0.04345935583114624\n",
            "Epoch [1334/2000], Loss_G: 1.211277961730957, Loss_D_X: 0.25777068734169006, Loss_D_Y: 0.2468319684267044\n",
            "Epoch [1334/2000], Loss_G: 1.4807305335998535, Loss_D_X: 0.252697616815567, Loss_D_Y: 0.16938401758670807\n",
            "Epoch [1334/2000], Loss_G: 2.5050153732299805, Loss_D_X: 0.2523581385612488, Loss_D_Y: 0.34942302107810974\n",
            "Epoch [1334/2000], Loss_G: 1.4057265520095825, Loss_D_X: 0.2543807029724121, Loss_D_Y: 0.16315722465515137\n",
            "Epoch [1334/2000], Loss_G: 1.914738655090332, Loss_D_X: 0.2523977756500244, Loss_D_Y: 0.1289491057395935\n",
            "Epoch [1334/2000], Loss_G: 1.3509851694107056, Loss_D_X: 0.24867109954357147, Loss_D_Y: 0.16241544485092163\n",
            "Epoch [1334/2000], Loss_G: 1.8153949975967407, Loss_D_X: 0.2625100612640381, Loss_D_Y: 0.16502203047275543\n",
            "Epoch [1335/2000], Loss_G: 1.538604736328125, Loss_D_X: 0.2699693739414215, Loss_D_Y: 0.2165822982788086\n",
            "Epoch [1335/2000], Loss_G: 1.689279317855835, Loss_D_X: 0.27329665422439575, Loss_D_Y: 0.14988480508327484\n",
            "Epoch [1335/2000], Loss_G: 1.9844777584075928, Loss_D_X: 0.2584424614906311, Loss_D_Y: 0.21753859519958496\n",
            "Epoch [1335/2000], Loss_G: 1.564861536026001, Loss_D_X: 0.25409549474716187, Loss_D_Y: 0.22599484026432037\n",
            "Epoch [1335/2000], Loss_G: 1.350372076034546, Loss_D_X: 0.2583918869495392, Loss_D_Y: 0.26649442315101624\n",
            "Epoch [1335/2000], Loss_G: 2.327730655670166, Loss_D_X: 0.2636967599391937, Loss_D_Y: 0.3775554895401001\n",
            "Epoch [1335/2000], Loss_G: 1.5718586444854736, Loss_D_X: 0.2558850347995758, Loss_D_Y: 0.13929735124111176\n",
            "Epoch [1335/2000], Loss_G: 1.3295032978057861, Loss_D_X: 0.25206005573272705, Loss_D_Y: 0.21929162740707397\n",
            "Epoch [1335/2000], Loss_G: 1.7615201473236084, Loss_D_X: 0.25609374046325684, Loss_D_Y: 0.20635399222373962\n",
            "Epoch [1336/2000], Loss_G: 1.8880224227905273, Loss_D_X: 0.2603605389595032, Loss_D_Y: 0.20996420085430145\n",
            "Epoch [1336/2000], Loss_G: 1.818192958831787, Loss_D_X: 0.25624972581863403, Loss_D_Y: 0.12134524434804916\n",
            "Epoch [1336/2000], Loss_G: 1.4898996353149414, Loss_D_X: 0.26705384254455566, Loss_D_Y: 0.14734186232089996\n",
            "Epoch [1336/2000], Loss_G: 1.1127891540527344, Loss_D_X: 0.25925499200820923, Loss_D_Y: 0.3071337938308716\n",
            "Epoch [1336/2000], Loss_G: 2.220987319946289, Loss_D_X: 0.2557235658168793, Loss_D_Y: 0.295884907245636\n",
            "Epoch [1336/2000], Loss_G: 1.749850869178772, Loss_D_X: 0.25116586685180664, Loss_D_Y: 0.21367409825325012\n",
            "Epoch [1336/2000], Loss_G: 1.323522686958313, Loss_D_X: 0.2544979155063629, Loss_D_Y: 0.1793036013841629\n",
            "Epoch [1336/2000], Loss_G: 1.58391273021698, Loss_D_X: 0.25250184535980225, Loss_D_Y: 0.21710863709449768\n",
            "Epoch [1336/2000], Loss_G: 1.973149061203003, Loss_D_X: 0.251799076795578, Loss_D_Y: 0.16995862126350403\n",
            "Epoch [1337/2000], Loss_G: 1.9140231609344482, Loss_D_X: 0.2545076310634613, Loss_D_Y: 0.10489487648010254\n",
            "Epoch [1337/2000], Loss_G: 1.181216835975647, Loss_D_X: 0.25443893671035767, Loss_D_Y: 0.2881358563899994\n",
            "Epoch [1337/2000], Loss_G: 1.7691845893859863, Loss_D_X: 0.25451430678367615, Loss_D_Y: 0.23753967881202698\n",
            "Epoch [1337/2000], Loss_G: 1.7999682426452637, Loss_D_X: 0.2579963207244873, Loss_D_Y: 0.11659186333417892\n",
            "Epoch [1337/2000], Loss_G: 1.3935471773147583, Loss_D_X: 0.2560461163520813, Loss_D_Y: 0.15035243332386017\n",
            "Epoch [1337/2000], Loss_G: 1.2432833909988403, Loss_D_X: 0.26168832182884216, Loss_D_Y: 0.2503257691860199\n",
            "Epoch [1337/2000], Loss_G: 2.2539026737213135, Loss_D_X: 0.2576788365840912, Loss_D_Y: 0.19799679517745972\n",
            "Epoch [1337/2000], Loss_G: 2.151303291320801, Loss_D_X: 0.2657790184020996, Loss_D_Y: 0.12148146331310272\n",
            "Epoch [1337/2000], Loss_G: 1.314396858215332, Loss_D_X: 0.2634795606136322, Loss_D_Y: 0.17370635271072388\n",
            "Epoch [1338/2000], Loss_G: 1.6193623542785645, Loss_D_X: 0.25779077410697937, Loss_D_Y: 0.08065670728683472\n",
            "Epoch [1338/2000], Loss_G: 1.5600615739822388, Loss_D_X: 0.25842124223709106, Loss_D_Y: 0.11653538048267365\n",
            "Epoch [1338/2000], Loss_G: 2.2823596000671387, Loss_D_X: 0.27003544569015503, Loss_D_Y: 0.17481659352779388\n",
            "Epoch [1338/2000], Loss_G: 1.7395633459091187, Loss_D_X: 0.2897091507911682, Loss_D_Y: 0.23972885310649872\n",
            "Epoch [1338/2000], Loss_G: 2.172067880630493, Loss_D_X: 0.2844472825527191, Loss_D_Y: 0.09156078100204468\n",
            "Epoch [1338/2000], Loss_G: 1.5236997604370117, Loss_D_X: 0.2558959126472473, Loss_D_Y: 0.1632453203201294\n",
            "Epoch [1338/2000], Loss_G: 2.2403218746185303, Loss_D_X: 0.25330087542533875, Loss_D_Y: 0.1628437340259552\n",
            "Epoch [1338/2000], Loss_G: 1.299035668373108, Loss_D_X: 0.25836580991744995, Loss_D_Y: 0.20641469955444336\n",
            "Epoch [1338/2000], Loss_G: 1.6759796142578125, Loss_D_X: 0.27418792247772217, Loss_D_Y: 0.11926411092281342\n",
            "Epoch [1339/2000], Loss_G: 1.954942226409912, Loss_D_X: 0.2991512715816498, Loss_D_Y: 0.12182940542697906\n",
            "Epoch [1339/2000], Loss_G: 1.4445946216583252, Loss_D_X: 0.28177881240844727, Loss_D_Y: 0.19088107347488403\n",
            "Epoch [1339/2000], Loss_G: 1.8056674003601074, Loss_D_X: 0.26430216431617737, Loss_D_Y: 0.26074814796447754\n",
            "Epoch [1339/2000], Loss_G: 1.57840895652771, Loss_D_X: 0.25856953859329224, Loss_D_Y: 0.2718128263950348\n",
            "Epoch [1339/2000], Loss_G: 1.6856765747070312, Loss_D_X: 0.262384295463562, Loss_D_Y: 0.1357833743095398\n",
            "Epoch [1339/2000], Loss_G: 2.4346063137054443, Loss_D_X: 0.26089978218078613, Loss_D_Y: 0.19158893823623657\n",
            "Epoch [1339/2000], Loss_G: 1.5731240510940552, Loss_D_X: 0.2636772692203522, Loss_D_Y: 0.18480098247528076\n",
            "Epoch [1339/2000], Loss_G: 1.7392650842666626, Loss_D_X: 0.24978330731391907, Loss_D_Y: 0.11866989731788635\n",
            "Epoch [1339/2000], Loss_G: 1.8151761293411255, Loss_D_X: 0.25356191396713257, Loss_D_Y: 0.1464414894580841\n",
            "Epoch [1340/2000], Loss_G: 1.4160560369491577, Loss_D_X: 0.2594013810157776, Loss_D_Y: 0.21119281649589539\n",
            "Epoch [1340/2000], Loss_G: 3.1624159812927246, Loss_D_X: 0.26253724098205566, Loss_D_Y: 0.16381435096263885\n",
            "Epoch [1340/2000], Loss_G: 1.3616118431091309, Loss_D_X: 0.2574583888053894, Loss_D_Y: 0.24835865199565887\n",
            "Epoch [1340/2000], Loss_G: 1.7527401447296143, Loss_D_X: 0.25434449315071106, Loss_D_Y: 0.09218937158584595\n",
            "Epoch [1340/2000], Loss_G: 1.5796222686767578, Loss_D_X: 0.2595633268356323, Loss_D_Y: 0.10336218774318695\n",
            "Epoch [1340/2000], Loss_G: 1.7250018119812012, Loss_D_X: 0.25308454036712646, Loss_D_Y: 0.13976380228996277\n",
            "Epoch [1340/2000], Loss_G: 1.357353925704956, Loss_D_X: 0.25573068857192993, Loss_D_Y: 0.17708304524421692\n",
            "Epoch [1340/2000], Loss_G: 1.9312055110931396, Loss_D_X: 0.25362730026245117, Loss_D_Y: 0.15424886345863342\n",
            "Epoch [1340/2000], Loss_G: 1.6463849544525146, Loss_D_X: 0.2591145634651184, Loss_D_Y: 0.09144607186317444\n",
            "Epoch [1341/2000], Loss_G: 1.9925118684768677, Loss_D_X: 0.2658819556236267, Loss_D_Y: 0.13557973504066467\n",
            "Epoch [1341/2000], Loss_G: 2.097292423248291, Loss_D_X: 0.27292269468307495, Loss_D_Y: 0.07174516469240189\n",
            "Epoch [1341/2000], Loss_G: 1.825221061706543, Loss_D_X: 0.27178826928138733, Loss_D_Y: 0.07944613695144653\n",
            "Epoch [1341/2000], Loss_G: 1.5456197261810303, Loss_D_X: 0.27598679065704346, Loss_D_Y: 0.09405453503131866\n",
            "Epoch [1341/2000], Loss_G: 2.0450189113616943, Loss_D_X: 0.2741544246673584, Loss_D_Y: 0.09338885545730591\n",
            "Epoch [1341/2000], Loss_G: 1.400524616241455, Loss_D_X: 0.2676857113838196, Loss_D_Y: 0.13243861496448517\n",
            "Epoch [1341/2000], Loss_G: 1.6701548099517822, Loss_D_X: 0.2536061108112335, Loss_D_Y: 0.1350097358226776\n",
            "Epoch [1341/2000], Loss_G: 1.571723461151123, Loss_D_X: 0.2646203935146332, Loss_D_Y: 0.1363881677389145\n",
            "Epoch [1341/2000], Loss_G: 2.167477607727051, Loss_D_X: 0.2592026889324188, Loss_D_Y: 0.1559569239616394\n",
            "Epoch [1342/2000], Loss_G: 1.5990413427352905, Loss_D_X: 0.25579893589019775, Loss_D_Y: 0.19451351463794708\n",
            "Epoch [1342/2000], Loss_G: 2.7391457557678223, Loss_D_X: 0.26717400550842285, Loss_D_Y: 0.4738665819168091\n",
            "Epoch [1342/2000], Loss_G: 1.9070518016815186, Loss_D_X: 0.26596856117248535, Loss_D_Y: 0.09167161583900452\n",
            "Epoch [1342/2000], Loss_G: 1.571868658065796, Loss_D_X: 0.27556002140045166, Loss_D_Y: 0.21126841008663177\n",
            "Epoch [1342/2000], Loss_G: 1.949170708656311, Loss_D_X: 0.2709529399871826, Loss_D_Y: 0.18928709626197815\n",
            "Epoch [1342/2000], Loss_G: 2.334054946899414, Loss_D_X: 0.25668931007385254, Loss_D_Y: 0.08328045904636383\n",
            "Epoch [1342/2000], Loss_G: 1.974396824836731, Loss_D_X: 0.2547993063926697, Loss_D_Y: 0.2630801498889923\n",
            "Epoch [1342/2000], Loss_G: 1.2098112106323242, Loss_D_X: 0.25230804085731506, Loss_D_Y: 0.2745383083820343\n",
            "Epoch [1342/2000], Loss_G: 1.5871484279632568, Loss_D_X: 0.25706905126571655, Loss_D_Y: 0.14386805891990662\n",
            "Epoch [1343/2000], Loss_G: 2.601327419281006, Loss_D_X: 0.2677574157714844, Loss_D_Y: 0.6874139904975891\n",
            "Epoch [1343/2000], Loss_G: 1.4134831428527832, Loss_D_X: 0.29990431666374207, Loss_D_Y: 0.7435041666030884\n",
            "Epoch [1343/2000], Loss_G: 1.5095605850219727, Loss_D_X: 0.30856063961982727, Loss_D_Y: 0.18244288861751556\n",
            "Epoch [1343/2000], Loss_G: 1.6571416854858398, Loss_D_X: 0.2903072237968445, Loss_D_Y: 0.21801301836967468\n",
            "Epoch [1343/2000], Loss_G: 2.2280330657958984, Loss_D_X: 0.25363028049468994, Loss_D_Y: 0.2949735224246979\n",
            "Epoch [1343/2000], Loss_G: 1.6355366706848145, Loss_D_X: 0.2613303065299988, Loss_D_Y: 0.21709418296813965\n",
            "Epoch [1343/2000], Loss_G: 1.246734619140625, Loss_D_X: 0.2951723635196686, Loss_D_Y: 0.4873342514038086\n",
            "Epoch [1343/2000], Loss_G: 1.8995091915130615, Loss_D_X: 0.30109453201293945, Loss_D_Y: 0.2562188506126404\n",
            "Epoch [1343/2000], Loss_G: 2.4991588592529297, Loss_D_X: 0.304548442363739, Loss_D_Y: 0.21994227170944214\n",
            "Epoch [1344/2000], Loss_G: 1.1740983724594116, Loss_D_X: 0.30887407064437866, Loss_D_Y: 0.2996003329753876\n",
            "Epoch [1344/2000], Loss_G: 1.8548760414123535, Loss_D_X: 0.2653835117816925, Loss_D_Y: 0.17234057188034058\n",
            "Epoch [1344/2000], Loss_G: 1.9860330820083618, Loss_D_X: 0.2557719349861145, Loss_D_Y: 0.2613316774368286\n",
            "Epoch [1344/2000], Loss_G: 1.3653285503387451, Loss_D_X: 0.2657279372215271, Loss_D_Y: 0.2790583074092865\n",
            "Epoch [1344/2000], Loss_G: 1.7977232933044434, Loss_D_X: 0.2863050103187561, Loss_D_Y: 0.23544296622276306\n",
            "Epoch [1344/2000], Loss_G: 1.5430151224136353, Loss_D_X: 0.27998340129852295, Loss_D_Y: 0.4219619631767273\n",
            "Epoch [1344/2000], Loss_G: 2.0004000663757324, Loss_D_X: 0.2573232650756836, Loss_D_Y: 0.3971245586872101\n",
            "Epoch [1344/2000], Loss_G: 1.5841634273529053, Loss_D_X: 0.2522950768470764, Loss_D_Y: 0.20315474271774292\n",
            "Epoch [1344/2000], Loss_G: 1.061611533164978, Loss_D_X: 0.25210559368133545, Loss_D_Y: 0.34346726536750793\n",
            "Epoch [1345/2000], Loss_G: 1.8282291889190674, Loss_D_X: 0.2617496848106384, Loss_D_Y: 0.17401206493377686\n",
            "Epoch [1345/2000], Loss_G: 1.8135590553283691, Loss_D_X: 0.27344757318496704, Loss_D_Y: 0.29856500029563904\n",
            "Epoch [1345/2000], Loss_G: 1.6344754695892334, Loss_D_X: 0.26346641778945923, Loss_D_Y: 0.24714380502700806\n",
            "Epoch [1345/2000], Loss_G: 1.396505355834961, Loss_D_X: 0.2602987289428711, Loss_D_Y: 0.22335490584373474\n",
            "Epoch [1345/2000], Loss_G: 1.4921479225158691, Loss_D_X: 0.2558196783065796, Loss_D_Y: 0.28644874691963196\n",
            "Epoch [1345/2000], Loss_G: 1.5814958810806274, Loss_D_X: 0.2822246551513672, Loss_D_Y: 0.19451120495796204\n",
            "Epoch [1345/2000], Loss_G: 1.2602344751358032, Loss_D_X: 0.2676739990711212, Loss_D_Y: 0.2149105966091156\n",
            "Epoch [1345/2000], Loss_G: 1.6965763568878174, Loss_D_X: 0.2536969482898712, Loss_D_Y: 0.20400968194007874\n",
            "Epoch [1345/2000], Loss_G: 1.7257827520370483, Loss_D_X: 0.2843185067176819, Loss_D_Y: 0.24308963119983673\n",
            "Epoch [1346/2000], Loss_G: 1.2463610172271729, Loss_D_X: 0.3510795831680298, Loss_D_Y: 0.2564340829849243\n",
            "Epoch [1346/2000], Loss_G: 1.5696232318878174, Loss_D_X: 0.43960145115852356, Loss_D_Y: 0.17856775224208832\n",
            "Epoch [1346/2000], Loss_G: 1.5109741687774658, Loss_D_X: 0.34504708647727966, Loss_D_Y: 0.1545003056526184\n",
            "Epoch [1346/2000], Loss_G: 1.8540499210357666, Loss_D_X: 0.27284011244773865, Loss_D_Y: 0.258947491645813\n",
            "Epoch [1346/2000], Loss_G: 1.5148733854293823, Loss_D_X: 0.25621718168258667, Loss_D_Y: 0.2168835699558258\n",
            "Epoch [1346/2000], Loss_G: 1.5334441661834717, Loss_D_X: 0.2556953430175781, Loss_D_Y: 0.23772452771663666\n",
            "Epoch [1346/2000], Loss_G: 1.705092430114746, Loss_D_X: 0.2541850805282593, Loss_D_Y: 0.19731217622756958\n",
            "Epoch [1346/2000], Loss_G: 1.4118006229400635, Loss_D_X: 0.2622049152851105, Loss_D_Y: 0.26094698905944824\n",
            "Epoch [1346/2000], Loss_G: 1.7585644721984863, Loss_D_X: 0.2811826467514038, Loss_D_Y: 0.14333489537239075\n",
            "Epoch [1347/2000], Loss_G: 1.5606749057769775, Loss_D_X: 0.2751386761665344, Loss_D_Y: 0.23928424715995789\n",
            "Epoch [1347/2000], Loss_G: 1.3065478801727295, Loss_D_X: 0.2612091302871704, Loss_D_Y: 0.2083548754453659\n",
            "Epoch [1347/2000], Loss_G: 2.4218392372131348, Loss_D_X: 0.2506644129753113, Loss_D_Y: 0.17699608206748962\n",
            "Epoch [1347/2000], Loss_G: 1.3499035835266113, Loss_D_X: 0.25472187995910645, Loss_D_Y: 0.23257756233215332\n",
            "Epoch [1347/2000], Loss_G: 1.599869728088379, Loss_D_X: 0.26570162177085876, Loss_D_Y: 0.14365354180335999\n",
            "Epoch [1347/2000], Loss_G: 1.4143812656402588, Loss_D_X: 0.2618923485279083, Loss_D_Y: 0.15688695013523102\n",
            "Epoch [1347/2000], Loss_G: 1.4330668449401855, Loss_D_X: 0.2779279351234436, Loss_D_Y: 0.14009736478328705\n",
            "Epoch [1347/2000], Loss_G: 1.7035505771636963, Loss_D_X: 0.27157342433929443, Loss_D_Y: 0.17152175307273865\n",
            "Epoch [1347/2000], Loss_G: 1.6523867845535278, Loss_D_X: 0.2637672424316406, Loss_D_Y: 0.21027475595474243\n",
            "Epoch [1348/2000], Loss_G: 1.814141869544983, Loss_D_X: 0.2519351541996002, Loss_D_Y: 0.1488582193851471\n",
            "Epoch [1348/2000], Loss_G: 1.808830976486206, Loss_D_X: 0.2742236256599426, Loss_D_Y: 0.19725725054740906\n",
            "Epoch [1348/2000], Loss_G: 1.9627830982208252, Loss_D_X: 0.2986580729484558, Loss_D_Y: 0.22865533828735352\n",
            "Epoch [1348/2000], Loss_G: 1.9270001649856567, Loss_D_X: 0.29072701930999756, Loss_D_Y: 0.16008111834526062\n",
            "Epoch [1348/2000], Loss_G: 2.0856785774230957, Loss_D_X: 0.2567308247089386, Loss_D_Y: 0.12831759452819824\n",
            "Epoch [1348/2000], Loss_G: 1.325905203819275, Loss_D_X: 0.2551068663597107, Loss_D_Y: 0.17479069530963898\n",
            "Epoch [1348/2000], Loss_G: 2.1533448696136475, Loss_D_X: 0.2595789432525635, Loss_D_Y: 0.17081308364868164\n",
            "Epoch [1348/2000], Loss_G: 1.4532607793807983, Loss_D_X: 0.25668972730636597, Loss_D_Y: 0.15616244077682495\n",
            "Epoch [1348/2000], Loss_G: 1.6640859842300415, Loss_D_X: 0.2507413625717163, Loss_D_Y: 0.16124771535396576\n",
            "Epoch [1349/2000], Loss_G: 1.8350660800933838, Loss_D_X: 0.2631457448005676, Loss_D_Y: 0.27673932909965515\n",
            "Epoch [1349/2000], Loss_G: 1.4459532499313354, Loss_D_X: 0.2626381516456604, Loss_D_Y: 0.1737869530916214\n",
            "Epoch [1349/2000], Loss_G: 1.6656925678253174, Loss_D_X: 0.2581879496574402, Loss_D_Y: 0.13534900546073914\n",
            "Epoch [1349/2000], Loss_G: 1.767446517944336, Loss_D_X: 0.2498246431350708, Loss_D_Y: 0.24318182468414307\n",
            "Epoch [1349/2000], Loss_G: 1.3722374439239502, Loss_D_X: 0.2583591938018799, Loss_D_Y: 0.23952114582061768\n",
            "Epoch [1349/2000], Loss_G: 1.6667276620864868, Loss_D_X: 0.2697395086288452, Loss_D_Y: 0.21157826483249664\n",
            "Epoch [1349/2000], Loss_G: 1.6823735237121582, Loss_D_X: 0.27859508991241455, Loss_D_Y: 0.18381814658641815\n",
            "Epoch [1349/2000], Loss_G: 1.2864773273468018, Loss_D_X: 0.26075080037117004, Loss_D_Y: 0.2099970579147339\n",
            "Epoch [1349/2000], Loss_G: 1.3202358484268188, Loss_D_X: 0.25184348225593567, Loss_D_Y: 0.20613890886306763\n",
            "Epoch [1350/2000], Loss_G: 1.936522364616394, Loss_D_X: 0.2517077922821045, Loss_D_Y: 0.1545913964509964\n",
            "Epoch [1350/2000], Loss_G: 1.8371131420135498, Loss_D_X: 0.25501200556755066, Loss_D_Y: 0.1195562481880188\n",
            "Epoch [1350/2000], Loss_G: 1.8556766510009766, Loss_D_X: 0.25429901480674744, Loss_D_Y: 0.15939795970916748\n",
            "Epoch [1350/2000], Loss_G: 1.4132599830627441, Loss_D_X: 0.25191110372543335, Loss_D_Y: 0.24643199145793915\n",
            "Epoch [1350/2000], Loss_G: 1.6315438747406006, Loss_D_X: 0.2644905149936676, Loss_D_Y: 0.2147647738456726\n",
            "Epoch [1350/2000], Loss_G: 1.5498731136322021, Loss_D_X: 0.28303858637809753, Loss_D_Y: 0.09970179200172424\n",
            "Epoch [1350/2000], Loss_G: 1.4810497760772705, Loss_D_X: 0.2854253649711609, Loss_D_Y: 0.1464463472366333\n",
            "Epoch [1350/2000], Loss_G: 1.5974645614624023, Loss_D_X: 0.2613549530506134, Loss_D_Y: 0.12304869294166565\n",
            "Epoch [1350/2000], Loss_G: 1.4387383460998535, Loss_D_X: 0.26294559240341187, Loss_D_Y: 0.15798446536064148\n",
            "Epoch [1351/2000], Loss_G: 1.2798402309417725, Loss_D_X: 0.25541776418685913, Loss_D_Y: 0.16479051113128662\n",
            "Epoch [1351/2000], Loss_G: 1.707464575767517, Loss_D_X: 0.25309669971466064, Loss_D_Y: 0.22371160984039307\n",
            "Epoch [1351/2000], Loss_G: 1.62993323802948, Loss_D_X: 0.25793248414993286, Loss_D_Y: 0.09631882607936859\n",
            "Epoch [1351/2000], Loss_G: 1.597535490989685, Loss_D_X: 0.2530718445777893, Loss_D_Y: 0.12391743808984756\n",
            "Epoch [1351/2000], Loss_G: 1.3234502077102661, Loss_D_X: 0.25826388597488403, Loss_D_Y: 0.17185050249099731\n",
            "Epoch [1351/2000], Loss_G: 2.117302656173706, Loss_D_X: 0.2494903951883316, Loss_D_Y: 0.10220485925674438\n",
            "Epoch [1351/2000], Loss_G: 2.2986576557159424, Loss_D_X: 0.2501085698604584, Loss_D_Y: 0.08521555364131927\n",
            "Epoch [1351/2000], Loss_G: 1.713147759437561, Loss_D_X: 0.25352776050567627, Loss_D_Y: 0.06510891020298004\n",
            "Epoch [1351/2000], Loss_G: 1.6864464282989502, Loss_D_X: 0.25260159373283386, Loss_D_Y: 0.07534699141979218\n",
            "Epoch [1352/2000], Loss_G: 1.838758945465088, Loss_D_X: 0.2525073289871216, Loss_D_Y: 0.09754475206136703\n",
            "Epoch [1352/2000], Loss_G: 1.724983811378479, Loss_D_X: 0.25123193860054016, Loss_D_Y: 0.16706253588199615\n",
            "Epoch [1352/2000], Loss_G: 1.6699665784835815, Loss_D_X: 0.25800657272338867, Loss_D_Y: 0.07461415976285934\n",
            "Epoch [1352/2000], Loss_G: 1.4342211484909058, Loss_D_X: 0.26147985458374023, Loss_D_Y: 0.1519913226366043\n",
            "Epoch [1352/2000], Loss_G: 1.8139625787734985, Loss_D_X: 0.2751638889312744, Loss_D_Y: 0.09143701195716858\n",
            "Epoch [1352/2000], Loss_G: 2.358839750289917, Loss_D_X: 0.28723248839378357, Loss_D_Y: 0.0248407032340765\n",
            "Epoch [1352/2000], Loss_G: 1.406276822090149, Loss_D_X: 0.2724000811576843, Loss_D_Y: 0.16402174532413483\n",
            "Epoch [1352/2000], Loss_G: 1.3493952751159668, Loss_D_X: 0.25835663080215454, Loss_D_Y: 0.15119028091430664\n",
            "Epoch [1352/2000], Loss_G: 1.987501621246338, Loss_D_X: 0.24997708201408386, Loss_D_Y: 0.14845295250415802\n",
            "Epoch [1353/2000], Loss_G: 2.400092601776123, Loss_D_X: 0.25063446164131165, Loss_D_Y: 0.07664311677217484\n",
            "Epoch [1353/2000], Loss_G: 1.6169259548187256, Loss_D_X: 0.24867591261863708, Loss_D_Y: 0.2396034449338913\n",
            "Epoch [1353/2000], Loss_G: 2.898841381072998, Loss_D_X: 0.25510722398757935, Loss_D_Y: 0.48186948895454407\n",
            "Epoch [1353/2000], Loss_G: 2.5290639400482178, Loss_D_X: 0.2695219814777374, Loss_D_Y: 0.027756081894040108\n",
            "Epoch [1353/2000], Loss_G: 2.285651683807373, Loss_D_X: 0.2886005938053131, Loss_D_Y: 0.05733761191368103\n",
            "Epoch [1353/2000], Loss_G: 2.071786880493164, Loss_D_X: 0.29053229093551636, Loss_D_Y: 0.056949421763420105\n",
            "Epoch [1353/2000], Loss_G: 1.494081735610962, Loss_D_X: 0.2573089599609375, Loss_D_Y: 0.1520117074251175\n",
            "Epoch [1353/2000], Loss_G: 1.3990206718444824, Loss_D_X: 0.2529936730861664, Loss_D_Y: 0.2729785442352295\n",
            "Epoch [1353/2000], Loss_G: 1.5569655895233154, Loss_D_X: 0.2659602165222168, Loss_D_Y: 0.301299512386322\n",
            "Epoch [1354/2000], Loss_G: 1.9958441257476807, Loss_D_X: 0.26297318935394287, Loss_D_Y: 0.22423475980758667\n",
            "Epoch [1354/2000], Loss_G: 1.2637057304382324, Loss_D_X: 0.2543944716453552, Loss_D_Y: 0.3380014896392822\n",
            "Epoch [1354/2000], Loss_G: 1.5119081735610962, Loss_D_X: 0.259247750043869, Loss_D_Y: 0.19496312737464905\n",
            "Epoch [1354/2000], Loss_G: 1.609791874885559, Loss_D_X: 0.2512362599372864, Loss_D_Y: 0.08671652525663376\n",
            "Epoch [1354/2000], Loss_G: 1.6917617321014404, Loss_D_X: 0.2528032660484314, Loss_D_Y: 0.24595941603183746\n",
            "Epoch [1354/2000], Loss_G: 1.46234130859375, Loss_D_X: 0.2575169503688812, Loss_D_Y: 0.15582190454006195\n",
            "Epoch [1354/2000], Loss_G: 1.338620662689209, Loss_D_X: 0.25567275285720825, Loss_D_Y: 0.2213388830423355\n",
            "Epoch [1354/2000], Loss_G: 1.6148518323898315, Loss_D_X: 0.25054895877838135, Loss_D_Y: 0.19332855939865112\n",
            "Epoch [1354/2000], Loss_G: 1.7090981006622314, Loss_D_X: 0.25177714228630066, Loss_D_Y: 0.2527579069137573\n",
            "Epoch [1355/2000], Loss_G: 1.1424323320388794, Loss_D_X: 0.2515980303287506, Loss_D_Y: 0.23316562175750732\n",
            "Epoch [1355/2000], Loss_G: 1.3334197998046875, Loss_D_X: 0.2552339434623718, Loss_D_Y: 0.1397033929824829\n",
            "Epoch [1355/2000], Loss_G: 1.9034652709960938, Loss_D_X: 0.2561885714530945, Loss_D_Y: 0.18514403700828552\n",
            "Epoch [1355/2000], Loss_G: 1.6714767217636108, Loss_D_X: 0.27172183990478516, Loss_D_Y: 0.20765425264835358\n",
            "Epoch [1355/2000], Loss_G: 1.8297423124313354, Loss_D_X: 0.2671651840209961, Loss_D_Y: 0.1770414263010025\n",
            "Epoch [1355/2000], Loss_G: 1.0933475494384766, Loss_D_X: 0.2549198269844055, Loss_D_Y: 0.2993752360343933\n",
            "Epoch [1355/2000], Loss_G: 1.5396535396575928, Loss_D_X: 0.2537357211112976, Loss_D_Y: 0.18742194771766663\n",
            "Epoch [1355/2000], Loss_G: 1.5105869770050049, Loss_D_X: 0.258955717086792, Loss_D_Y: 0.18204112350940704\n",
            "Epoch [1355/2000], Loss_G: 1.3927538394927979, Loss_D_X: 0.2569117546081543, Loss_D_Y: 0.1860102266073227\n",
            "Epoch [1356/2000], Loss_G: 1.3187479972839355, Loss_D_X: 0.2692391872406006, Loss_D_Y: 0.20811429619789124\n",
            "Epoch [1356/2000], Loss_G: 1.6754581928253174, Loss_D_X: 0.2816689908504486, Loss_D_Y: 0.3014981150627136\n",
            "Epoch [1356/2000], Loss_G: 1.0841734409332275, Loss_D_X: 0.2778726816177368, Loss_D_Y: 0.329062819480896\n",
            "Epoch [1356/2000], Loss_G: 1.7269002199172974, Loss_D_X: 0.27155011892318726, Loss_D_Y: 0.17544466257095337\n",
            "Epoch [1356/2000], Loss_G: 1.8777121305465698, Loss_D_X: 0.291409432888031, Loss_D_Y: 0.34991979598999023\n",
            "Epoch [1356/2000], Loss_G: 1.361104965209961, Loss_D_X: 0.2699969708919525, Loss_D_Y: 0.20073272287845612\n",
            "Epoch [1356/2000], Loss_G: 1.6989994049072266, Loss_D_X: 0.25910061597824097, Loss_D_Y: 0.1947174221277237\n",
            "Epoch [1356/2000], Loss_G: 1.2623507976531982, Loss_D_X: 0.2623283565044403, Loss_D_Y: 0.18543566763401031\n",
            "Epoch [1356/2000], Loss_G: 1.9777774810791016, Loss_D_X: 0.2632553279399872, Loss_D_Y: 0.22059349715709686\n",
            "Epoch [1357/2000], Loss_G: 1.921398639678955, Loss_D_X: 0.25064048171043396, Loss_D_Y: 0.2030327171087265\n",
            "Epoch [1357/2000], Loss_G: 1.340724229812622, Loss_D_X: 0.2640986740589142, Loss_D_Y: 0.21338237822055817\n",
            "Epoch [1357/2000], Loss_G: 1.5136712789535522, Loss_D_X: 0.3033638298511505, Loss_D_Y: 0.17171832919120789\n",
            "Epoch [1357/2000], Loss_G: 1.8096145391464233, Loss_D_X: 0.2971712350845337, Loss_D_Y: 0.268801748752594\n",
            "Epoch [1357/2000], Loss_G: 1.38816499710083, Loss_D_X: 0.2826571464538574, Loss_D_Y: 0.13706974685192108\n",
            "Epoch [1357/2000], Loss_G: 1.9660661220550537, Loss_D_X: 0.2508801519870758, Loss_D_Y: 0.10332147777080536\n",
            "Epoch [1357/2000], Loss_G: 1.3837096691131592, Loss_D_X: 0.26935508847236633, Loss_D_Y: 0.19281327724456787\n",
            "Epoch [1357/2000], Loss_G: 1.2679038047790527, Loss_D_X: 0.30439773201942444, Loss_D_Y: 0.21710923314094543\n",
            "Epoch [1357/2000], Loss_G: 1.5889214277267456, Loss_D_X: 0.2999923527240753, Loss_D_Y: 0.18609246611595154\n",
            "Epoch [1358/2000], Loss_G: 1.2546216249465942, Loss_D_X: 0.27660083770751953, Loss_D_Y: 0.23464851081371307\n",
            "Epoch [1358/2000], Loss_G: 1.6658741235733032, Loss_D_X: 0.25968679785728455, Loss_D_Y: 0.21572524309158325\n",
            "Epoch [1358/2000], Loss_G: 1.593367576599121, Loss_D_X: 0.2524951100349426, Loss_D_Y: 0.12219756841659546\n",
            "Epoch [1358/2000], Loss_G: 1.271025538444519, Loss_D_X: 0.2647169828414917, Loss_D_Y: 0.18446484208106995\n",
            "Epoch [1358/2000], Loss_G: 1.6487557888031006, Loss_D_X: 0.25682926177978516, Loss_D_Y: 0.17481760680675507\n",
            "Epoch [1358/2000], Loss_G: 1.4854084253311157, Loss_D_X: 0.25248581171035767, Loss_D_Y: 0.24409857392311096\n",
            "Epoch [1358/2000], Loss_G: 1.4786794185638428, Loss_D_X: 0.25339052081108093, Loss_D_Y: 0.14018245041370392\n",
            "Epoch [1358/2000], Loss_G: 1.6887145042419434, Loss_D_X: 0.2511622905731201, Loss_D_Y: 0.18230904638767242\n",
            "Epoch [1358/2000], Loss_G: 1.4444998502731323, Loss_D_X: 0.2583877444267273, Loss_D_Y: 0.18939974904060364\n",
            "Epoch [1359/2000], Loss_G: 1.404022216796875, Loss_D_X: 0.2703676223754883, Loss_D_Y: 0.1447726935148239\n",
            "Epoch [1359/2000], Loss_G: 1.3833625316619873, Loss_D_X: 0.2698330879211426, Loss_D_Y: 0.1529396027326584\n",
            "Epoch [1359/2000], Loss_G: 1.1847445964813232, Loss_D_X: 0.2627420425415039, Loss_D_Y: 0.18897747993469238\n",
            "Epoch [1359/2000], Loss_G: 2.098551034927368, Loss_D_X: 0.25632187724113464, Loss_D_Y: 0.22687989473342896\n",
            "Epoch [1359/2000], Loss_G: 1.4648185968399048, Loss_D_X: 0.251384437084198, Loss_D_Y: 0.15916955471038818\n",
            "Epoch [1359/2000], Loss_G: 1.1124509572982788, Loss_D_X: 0.251696914434433, Loss_D_Y: 0.24579179286956787\n",
            "Epoch [1359/2000], Loss_G: 1.9485981464385986, Loss_D_X: 0.2557137608528137, Loss_D_Y: 0.20451025664806366\n",
            "Epoch [1359/2000], Loss_G: 1.7548532485961914, Loss_D_X: 0.2881472706794739, Loss_D_Y: 0.1306724101305008\n",
            "Epoch [1359/2000], Loss_G: 1.363452672958374, Loss_D_X: 0.3221110701560974, Loss_D_Y: 0.17575129866600037\n",
            "Epoch [1360/2000], Loss_G: 1.448552131652832, Loss_D_X: 0.3442703187465668, Loss_D_Y: 0.16645687818527222\n",
            "Epoch [1360/2000], Loss_G: 1.6304116249084473, Loss_D_X: 0.2951013147830963, Loss_D_Y: 0.11824595928192139\n",
            "Epoch [1360/2000], Loss_G: 1.7193517684936523, Loss_D_X: 0.25424429774284363, Loss_D_Y: 0.1742127239704132\n",
            "Epoch [1360/2000], Loss_G: 1.7257579565048218, Loss_D_X: 0.2586389183998108, Loss_D_Y: 0.1490124613046646\n",
            "Epoch [1360/2000], Loss_G: 1.6548216342926025, Loss_D_X: 0.2637954354286194, Loss_D_Y: 0.2587258517742157\n",
            "Epoch [1360/2000], Loss_G: 1.1789385080337524, Loss_D_X: 0.27082785964012146, Loss_D_Y: 0.2133408933877945\n",
            "Epoch [1360/2000], Loss_G: 1.335194706916809, Loss_D_X: 0.30202797055244446, Loss_D_Y: 0.22862225770950317\n",
            "Epoch [1360/2000], Loss_G: 1.368246078491211, Loss_D_X: 0.32292211055755615, Loss_D_Y: 0.18883752822875977\n",
            "Epoch [1360/2000], Loss_G: 1.8589468002319336, Loss_D_X: 0.3060294985771179, Loss_D_Y: 0.2607748806476593\n",
            "Epoch [1361/2000], Loss_G: 1.138979196548462, Loss_D_X: 0.2761062979698181, Loss_D_Y: 0.2550542950630188\n",
            "Epoch [1361/2000], Loss_G: 1.509242057800293, Loss_D_X: 0.26883453130722046, Loss_D_Y: 0.2000194638967514\n",
            "Epoch [1361/2000], Loss_G: 1.8747650384902954, Loss_D_X: 0.28240150213241577, Loss_D_Y: 0.23855221271514893\n",
            "Epoch [1361/2000], Loss_G: 1.6926319599151611, Loss_D_X: 0.28638091683387756, Loss_D_Y: 0.17489683628082275\n",
            "Epoch [1361/2000], Loss_G: 1.4484400749206543, Loss_D_X: 0.2689804136753082, Loss_D_Y: 0.1299165040254593\n",
            "Epoch [1361/2000], Loss_G: 1.5211737155914307, Loss_D_X: 0.25897613167762756, Loss_D_Y: 0.23640748858451843\n",
            "Epoch [1361/2000], Loss_G: 1.5862127542495728, Loss_D_X: 0.26893165707588196, Loss_D_Y: 0.26489245891571045\n",
            "Epoch [1361/2000], Loss_G: 1.5896642208099365, Loss_D_X: 0.3101123869419098, Loss_D_Y: 0.15660957992076874\n",
            "Epoch [1361/2000], Loss_G: 1.3455818891525269, Loss_D_X: 0.29852747917175293, Loss_D_Y: 0.17962902784347534\n",
            "Epoch [1362/2000], Loss_G: 1.2857898473739624, Loss_D_X: 0.26594841480255127, Loss_D_Y: 0.16563189029693604\n",
            "Epoch [1362/2000], Loss_G: 2.0325984954833984, Loss_D_X: 0.25332796573638916, Loss_D_Y: 0.22426292300224304\n",
            "Epoch [1362/2000], Loss_G: 1.2333502769470215, Loss_D_X: 0.27253037691116333, Loss_D_Y: 0.32459884881973267\n",
            "Epoch [1362/2000], Loss_G: 1.9998785257339478, Loss_D_X: 0.29324841499328613, Loss_D_Y: 0.20854000747203827\n",
            "Epoch [1362/2000], Loss_G: 2.133676052093506, Loss_D_X: 0.2720527648925781, Loss_D_Y: 0.1443614512681961\n",
            "Epoch [1362/2000], Loss_G: 1.3969169855117798, Loss_D_X: 0.2701466381549835, Loss_D_Y: 0.17047511041164398\n",
            "Epoch [1362/2000], Loss_G: 1.3413554430007935, Loss_D_X: 0.26066988706588745, Loss_D_Y: 0.2098168283700943\n",
            "Epoch [1362/2000], Loss_G: 2.096315860748291, Loss_D_X: 0.25201037526130676, Loss_D_Y: 0.1519087702035904\n",
            "Epoch [1362/2000], Loss_G: 1.5974242687225342, Loss_D_X: 0.2532958984375, Loss_D_Y: 0.12822306156158447\n",
            "Epoch [1363/2000], Loss_G: 1.550039529800415, Loss_D_X: 0.2618125081062317, Loss_D_Y: 0.1366931051015854\n",
            "Epoch [1363/2000], Loss_G: 2.027111530303955, Loss_D_X: 0.27007803320884705, Loss_D_Y: 0.10463699698448181\n",
            "Epoch [1363/2000], Loss_G: 1.235609769821167, Loss_D_X: 0.2604833245277405, Loss_D_Y: 0.26517564058303833\n",
            "Epoch [1363/2000], Loss_G: 1.5443761348724365, Loss_D_X: 0.2559831738471985, Loss_D_Y: 0.222683846950531\n",
            "Epoch [1363/2000], Loss_G: 1.6392004489898682, Loss_D_X: 0.282271146774292, Loss_D_Y: 0.12444885075092316\n",
            "Epoch [1363/2000], Loss_G: 1.7154710292816162, Loss_D_X: 0.27803218364715576, Loss_D_Y: 0.18402960896492004\n",
            "Epoch [1363/2000], Loss_G: 2.0701215267181396, Loss_D_X: 0.26876071095466614, Loss_D_Y: 0.28210222721099854\n",
            "Epoch [1363/2000], Loss_G: 2.0600404739379883, Loss_D_X: 0.26356375217437744, Loss_D_Y: 0.2040388137102127\n",
            "Epoch [1363/2000], Loss_G: 1.1656123399734497, Loss_D_X: 0.2574005126953125, Loss_D_Y: 0.2622314691543579\n",
            "Epoch [1364/2000], Loss_G: 1.9472501277923584, Loss_D_X: 0.2501767873764038, Loss_D_Y: 0.2460280954837799\n",
            "Epoch [1364/2000], Loss_G: 1.8448739051818848, Loss_D_X: 0.2531920373439789, Loss_D_Y: 0.33051133155822754\n",
            "Epoch [1364/2000], Loss_G: 2.1108691692352295, Loss_D_X: 0.25449857115745544, Loss_D_Y: 0.6189775466918945\n",
            "Epoch [1364/2000], Loss_G: 1.3068509101867676, Loss_D_X: 0.25306329131126404, Loss_D_Y: 0.5850095748901367\n",
            "Epoch [1364/2000], Loss_G: 1.3303403854370117, Loss_D_X: 0.2618301808834076, Loss_D_Y: 0.21531684696674347\n",
            "Epoch [1364/2000], Loss_G: 1.5064458847045898, Loss_D_X: 0.30688899755477905, Loss_D_Y: 0.18945276737213135\n",
            "Epoch [1364/2000], Loss_G: 1.8862273693084717, Loss_D_X: 0.306885302066803, Loss_D_Y: 0.29797279834747314\n",
            "Epoch [1364/2000], Loss_G: 1.4211697578430176, Loss_D_X: 0.2709909975528717, Loss_D_Y: 0.20245200395584106\n",
            "Epoch [1364/2000], Loss_G: 1.1816588640213013, Loss_D_X: 0.2647785544395447, Loss_D_Y: 0.23308825492858887\n",
            "Epoch [1365/2000], Loss_G: 1.8883312940597534, Loss_D_X: 0.2777646481990814, Loss_D_Y: 0.2510947287082672\n",
            "Epoch [1365/2000], Loss_G: 1.7494499683380127, Loss_D_X: 0.29992806911468506, Loss_D_Y: 0.19265525043010712\n",
            "Epoch [1365/2000], Loss_G: 1.5035924911499023, Loss_D_X: 0.2830642759799957, Loss_D_Y: 0.19263114035129547\n",
            "Epoch [1365/2000], Loss_G: 1.3362834453582764, Loss_D_X: 0.2591259181499481, Loss_D_Y: 0.21929186582565308\n",
            "Epoch [1365/2000], Loss_G: 1.3552651405334473, Loss_D_X: 0.25445854663848877, Loss_D_Y: 0.16950583457946777\n",
            "Epoch [1365/2000], Loss_G: 1.444105625152588, Loss_D_X: 0.2562096118927002, Loss_D_Y: 0.21540790796279907\n",
            "Epoch [1365/2000], Loss_G: 1.3968961238861084, Loss_D_X: 0.2617369294166565, Loss_D_Y: 0.22044146060943604\n",
            "Epoch [1365/2000], Loss_G: 1.643929123878479, Loss_D_X: 0.2640647292137146, Loss_D_Y: 0.11744676530361176\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def show_transformed_images(test_loader, generator_XtoY, generator_YtoX, device, num_images=5):\n",
        "    fig, axes = plt.subplots(nrows=num_images, ncols=4, figsize=(15, num_images * 5))  # Adjusted ncols to 4 to match the number of images\n",
        "\n",
        "    for i, (x, y) in enumerate(test_loader):\n",
        "        if i >= num_images:\n",
        "            break\n",
        "\n",
        "        with torch.no_grad():  # No need to track gradients\n",
        "            x, y = x.to(device), y.to(device)  # Ensure both x and y are moved to the correct device\n",
        "            fake_y = generator_XtoY(x).detach()  # Fixed generator name\n",
        "            fake_x = generator_YtoX(y).detach()  # Fixed generator name\n",
        "\n",
        "        # Show original images and generated images\n",
        "        images = [x[0].cpu(), fake_y[0].cpu(), y[0].cpu(), fake_x[0].cpu()]\n",
        "        titles = ['Original X', 'Fake Y', 'Original Y', 'Fake X']\n",
        "\n",
        "        for col, img in enumerate(images):\n",
        "            ax = axes[i, col]\n",
        "            # Normalize the images to [0, 1] from [-1, 1] for display\n",
        "            img = img.permute(1, 2, 0).numpy() * 0.5 + 0.5  # Ensure the tensor is on CPU for plotting\n",
        "            ax.imshow(img)\n",
        "            ax.axis('off')\n",
        "            ax.set_title(titles[col])\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n"
      ],
      "metadata": {
        "id": "t38Z84zN6l_E"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "G_XtoY.to(device)\n",
        "G_YtoX.to(device)\n",
        "\n",
        "show_transformed_images(dataloader, G_XtoY, G_YtoX, num_images=5, device=device)"
      ],
      "metadata": {
        "id": "6_qVSFqr7NWg"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "SWcPjQEk7Tmd"
      },
      "execution_count": 42,
      "outputs": []
    }
  ]
}