MNIST_GAN.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "MNIST_GAN.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "EIyGuHRavvrm"
      },
      "source": [
        "import sys\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from __future__ import print_function, division\n",
        "\n",
        "from keras.datasets import mnist\n",
        "from keras.layers import Input, Dense, Reshape, Flatten, Dropout\n",
        "from keras.layers import BatchNormalization, Activation, ZeroPadding2D\n",
        "from keras.layers.advanced_activations import LeakyReLU\n",
        "from keras.layers.convolutional import UpSampling2D, Conv2D\n",
        "from keras.models import Sequential, Model\n",
        "from keras.optimizers import Adam"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ReUMcr8Sv9T-"
      },
      "source": [
        "class GAN():\n",
        "    def __init__(self):\n",
        "        self.img_rows = 28\n",
        "        self.img_cols = 28\n",
        "        self.channels = 1\n",
        "        self.img_shape = (self.img_rows, self.img_cols, self.channels)\n",
        "        self.latent_dim = 100\n",
        "\n",
        "        optimizer = Adam(0.0002, 0.5)\n",
        "\n",
        "        # Build and compile the discriminator\n",
        "        self.discriminator = self.build_discriminator()\n",
        "        self.discriminator.compile(loss='binary_crossentropy',\n",
        "            optimizer=optimizer,\n",
        "            metrics=['accuracy'])\n",
        "\n",
        "        # Build the generator\n",
        "        self.generator = self.build_generator()\n",
        "\n",
        "        # The generator takes noise as input and generates imgs\n",
        "        z = Input(shape=(self.latent_dim,))\n",
        "        img = self.generator(z)\n",
        "\n",
        "        # For the combined model we will only train the generator\n",
        "        self.discriminator.trainable = False\n",
        "\n",
        "        # The discriminator takes generated images as input and determines validity\n",
        "        validity = self.discriminator(img)\n",
        "\n",
        "        # The combined model  (stacked generator and discriminator)\n",
        "        # Trains the generator to fool the discriminator\n",
        "        self.combined = Model(z, validity)\n",
        "        self.combined.compile(loss='binary_crossentropy', optimizer=optimizer)\n",
        "\n",
        "\n",
        "    def build_generator(self):\n",
        "\n",
        "        model = Sequential()\n",
        "\n",
        "        model.add(Dense(256, input_dim=self.latent_dim))\n",
        "        model.add(LeakyReLU(alpha=0.2))\n",
        "        model.add(BatchNormalization(momentum=0.8))\n",
        "        model.add(Dense(512))\n",
        "        model.add(LeakyReLU(alpha=0.2))\n",
        "        model.add(BatchNormalization(momentum=0.8))\n",
        "        model.add(Dense(1024))\n",
        "        model.add(LeakyReLU(alpha=0.2))\n",
        "        model.add(BatchNormalization(momentum=0.8))\n",
        "        model.add(Dense(np.prod(self.img_shape), activation='tanh'))\n",
        "        model.add(Reshape(self.img_shape))\n",
        "\n",
        "        model.summary()\n",
        "\n",
        "        noise = Input(shape=(self.latent_dim,))\n",
        "        img = model(noise)\n",
        "\n",
        "        return Model(noise, img)\n",
        "\n",
        "    def build_discriminator(self):\n",
        "\n",
        "        model = Sequential()\n",
        "\n",
        "        model.add(Flatten(input_shape=self.img_shape))\n",
        "        model.add(Dense(512))\n",
        "        model.add(LeakyReLU(alpha=0.2))\n",
        "        model.add(Dense(256))\n",
        "        model.add(LeakyReLU(alpha=0.2))\n",
        "        model.add(Dense(1, activation='sigmoid'))\n",
        "        model.summary()\n",
        "\n",
        "        img = Input(shape=self.img_shape)\n",
        "        validity = model(img)\n",
        "\n",
        "        return Model(img, validity)\n",
        "\n",
        "    def train(self, epochs, batch_size=128, sample_interval=50):\n",
        "\n",
        "        # Load the dataset\n",
        "        (X_train, _), (_, _) = mnist.load_data()\n",
        "\n",
        "        # Rescale -1 to 1\n",
        "        X_train = X_train / 127.5 - 1.\n",
        "        X_train = np.expand_dims(X_train, axis=3)\n",
        "\n",
        "        # Adversarial ground truths\n",
        "        valid = np.ones((batch_size, 1))\n",
        "        fake = np.zeros((batch_size, 1))\n",
        "\n",
        "        for epoch in range(epochs):\n",
        "\n",
        "            # ---------------------\n",
        "            #  Train Discriminator\n",
        "            # ---------------------\n",
        "\n",
        "            # Select a random batch of images\n",
        "            idx = np.random.randint(0, X_train.shape[0], batch_size)\n",
        "            imgs = X_train[idx]\n",
        "\n",
        "            noise = np.random.normal(0, 1, (batch_size, self.latent_dim))\n",
        "\n",
        "            # Generate a batch of new images\n",
        "            gen_imgs = self.generator.predict(noise)\n",
        "\n",
        "            # Train the discriminator\n",
        "            d_loss_real = self.discriminator.train_on_batch(imgs, valid)\n",
        "            d_loss_fake = self.discriminator.train_on_batch(gen_imgs, fake)\n",
        "            d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n",
        "\n",
        "            # ---------------------\n",
        "            #  Train Generator\n",
        "            # ---------------------\n",
        "\n",
        "            noise = np.random.normal(0, 1, (batch_size, self.latent_dim))\n",
        "\n",
        "            # Train the generator (to have the discriminator label samples as valid)\n",
        "            g_loss = self.combined.train_on_batch(noise, valid)\n",
        "\n",
        "            # Plot the progress\n",
        "            print (\"%d [D loss: %f, acc.: %.2f%%] [G loss: %f]\" % (epoch, d_loss[0], 100*d_loss[1], g_loss))\n",
        "\n",
        "            # If at save interval => save generated image samples\n",
        "            if epoch % sample_interval == 0:\n",
        "                self.sample_images(epoch)\n",
        "\n",
        "    def sample_images(self, epoch):\n",
        "        r, c = 5, 5\n",
        "        noise = np.random.normal(0, 1, (r * c, self.latent_dim))\n",
        "        gen_imgs = self.generator.predict(noise)\n",
        "\n",
        "        # Rescale images 0 - 1\n",
        "        gen_imgs = 0.5 * gen_imgs + 0.5\n",
        "\n",
        "        fig, axs = plt.subplots(r, c)\n",
        "        cnt = 0\n",
        "        for i in range(r):\n",
        "            for j in range(c):\n",
        "                axs[i,j].imshow(gen_imgs[cnt, :,:,0], cmap='gray')\n",
        "                axs[i,j].axis('off')\n",
        "                cnt += 1\n",
        "        fig.savefig(\"/content/drive/MyDrive/Dataset/mnist_gan/images/%d.png\" % epoch)\n",
        "        plt.close()"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wdf7nuhjwDVs",
        "outputId": "c8216fbc-ef0d-4190-c05e-39a4d320a14d"
      },
      "source": [
        "if __name__ == '__main__':\n",
        "    gan = GAN()\n",
        "    gan.train(epochs=30000, batch_size=32, sample_interval=200)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "25000 [D loss: 0.596444, acc.: 62.50%] [G loss: 0.906128]\n",
            "25001 [D loss: 0.642043, acc.: 70.31%] [G loss: 0.872741]\n",
            "25002 [D loss: 0.696724, acc.: 57.81%] [G loss: 0.966258]\n",
            "25003 [D loss: 0.651411, acc.: 60.94%] [G loss: 1.075586]\n",
            "25004 [D loss: 0.694062, acc.: 60.94%] [G loss: 1.018961]\n",
            "25005 [D loss: 0.664590, acc.: 54.69%] [G loss: 0.943018]\n",
            "25006 [D loss: 0.674938, acc.: 62.50%] [G loss: 1.056596]\n",
            "25007 [D loss: 0.583396, acc.: 65.62%] [G loss: 1.084951]\n",
            "25008 [D loss: 0.631148, acc.: 68.75%] [G loss: 1.034038]\n",
            "25009 [D loss: 0.680134, acc.: 64.06%] [G loss: 1.053972]\n",
            "25010 [D loss: 0.672807, acc.: 56.25%] [G loss: 1.069345]\n",
            "25011 [D loss: 0.632837, acc.: 62.50%] [G loss: 1.060205]\n",
            "25012 [D loss: 0.633776, acc.: 64.06%] [G loss: 0.906419]\n",
            "25013 [D loss: 0.631089, acc.: 65.62%] [G loss: 0.927427]\n",
            "25014 [D loss: 0.580112, acc.: 65.62%] [G loss: 1.079389]\n",
            "25015 [D loss: 0.679768, acc.: 59.38%] [G loss: 0.901162]\n",
            "25016 [D loss: 0.561486, acc.: 71.88%] [G loss: 1.084895]\n",
            "25017 [D loss: 0.641157, acc.: 64.06%] [G loss: 1.057712]\n",
            "25018 [D loss: 0.695426, acc.: 57.81%] [G loss: 1.224397]\n",
            "25019 [D loss: 0.630306, acc.: 62.50%] [G loss: 1.057979]\n",
            "25020 [D loss: 0.661861, acc.: 59.38%] [G loss: 1.026823]\n",
            "25021 [D loss: 0.649330, acc.: 57.81%] [G loss: 1.009188]\n",
            "25022 [D loss: 0.590192, acc.: 73.44%] [G loss: 1.006760]\n",
            "25023 [D loss: 0.554900, acc.: 73.44%] [G loss: 1.019791]\n",
            "25024 [D loss: 0.668063, acc.: 60.94%] [G loss: 0.966510]\n",
            "25025 [D loss: 0.682921, acc.: 53.12%] [G loss: 0.901184]\n",
            "25026 [D loss: 0.594401, acc.: 65.62%] [G loss: 0.896730]\n",
            "25027 [D loss: 0.726951, acc.: 48.44%] [G loss: 1.023190]\n",
            "25028 [D loss: 0.672853, acc.: 60.94%] [G loss: 0.997387]\n",
            "25029 [D loss: 0.624687, acc.: 65.62%] [G loss: 0.989415]\n",
            "25030 [D loss: 0.677111, acc.: 59.38%] [G loss: 0.885367]\n",
            "25031 [D loss: 0.659798, acc.: 62.50%] [G loss: 1.031602]\n",
            "25032 [D loss: 0.597258, acc.: 68.75%] [G loss: 1.062679]\n",
            "25033 [D loss: 0.745681, acc.: 51.56%] [G loss: 1.072278]\n",
            "25034 [D loss: 0.594844, acc.: 71.88%] [G loss: 1.066205]\n",
            "25035 [D loss: 0.652272, acc.: 67.19%] [G loss: 1.101480]\n",
            "25036 [D loss: 0.614023, acc.: 65.62%] [G loss: 0.993677]\n",
            "25037 [D loss: 0.692867, acc.: 59.38%] [G loss: 1.099070]\n",
            "25038 [D loss: 0.625247, acc.: 64.06%] [G loss: 1.049313]\n",
            "25039 [D loss: 0.701114, acc.: 57.81%] [G loss: 1.073152]\n",
            "25040 [D loss: 0.658627, acc.: 67.19%] [G loss: 0.973468]\n",
            "25041 [D loss: 0.669833, acc.: 62.50%] [G loss: 0.958261]\n",
            "25042 [D loss: 0.655607, acc.: 65.62%] [G loss: 0.991771]\n",
            "25043 [D loss: 0.564853, acc.: 73.44%] [G loss: 1.026140]\n",
            "25044 [D loss: 0.598232, acc.: 76.56%] [G loss: 1.103296]\n",
            "25045 [D loss: 0.756432, acc.: 50.00%] [G loss: 1.014688]\n",
            "25046 [D loss: 0.628029, acc.: 62.50%] [G loss: 0.996268]\n",
            "25047 [D loss: 0.585855, acc.: 67.19%] [G loss: 1.007222]\n",
            "25048 [D loss: 0.699813, acc.: 54.69%] [G loss: 1.030721]\n",
            "25049 [D loss: 0.647137, acc.: 65.62%] [G loss: 1.076120]\n",
            "25050 [D loss: 0.637814, acc.: 64.06%] [G loss: 1.003649]\n",
            "25051 [D loss: 0.597067, acc.: 68.75%] [G loss: 1.047733]\n",
            "25052 [D loss: 0.520792, acc.: 75.00%] [G loss: 0.986437]\n",
            "25053 [D loss: 0.683964, acc.: 64.06%] [G loss: 1.056207]\n",
            "25054 [D loss: 0.680237, acc.: 60.94%] [G loss: 0.887208]\n",
            "25055 [D loss: 0.721435, acc.: 53.12%] [G loss: 0.978861]\n",
            "25056 [D loss: 0.645223, acc.: 60.94%] [G loss: 1.130424]\n",
            "25057 [D loss: 0.653495, acc.: 62.50%] [G loss: 1.117821]\n",
            "25058 [D loss: 0.690209, acc.: 54.69%] [G loss: 1.074049]\n",
            "25059 [D loss: 0.683017, acc.: 56.25%] [G loss: 0.950232]\n",
            "25060 [D loss: 0.619378, acc.: 60.94%] [G loss: 0.964539]\n",
            "25061 [D loss: 0.661874, acc.: 60.94%] [G loss: 1.090907]\n",
            "25062 [D loss: 0.611868, acc.: 68.75%] [G loss: 1.036316]\n",
            "25063 [D loss: 0.668022, acc.: 60.94%] [G loss: 1.064872]\n",
            "25064 [D loss: 0.620814, acc.: 59.38%] [G loss: 0.982005]\n",
            "25065 [D loss: 0.613960, acc.: 67.19%] [G loss: 1.004259]\n",
            "25066 [D loss: 0.620117, acc.: 67.19%] [G loss: 1.034345]\n",
            "25067 [D loss: 0.664166, acc.: 67.19%] [G loss: 0.967706]\n",
            "25068 [D loss: 0.616944, acc.: 67.19%] [G loss: 0.955348]\n",
            "25069 [D loss: 0.675859, acc.: 53.12%] [G loss: 0.983982]\n",
            "25070 [D loss: 0.583458, acc.: 67.19%] [G loss: 0.959538]\n",
            "25071 [D loss: 0.569031, acc.: 71.88%] [G loss: 0.997310]\n",
            "25072 [D loss: 0.607622, acc.: 65.62%] [G loss: 0.983491]\n",
            "25073 [D loss: 0.638630, acc.: 60.94%] [G loss: 0.901193]\n",
            "25074 [D loss: 0.662379, acc.: 56.25%] [G loss: 0.985389]\n",
            "25075 [D loss: 0.630412, acc.: 67.19%] [G loss: 0.968963]\n",
            "25076 [D loss: 0.693600, acc.: 64.06%] [G loss: 1.011732]\n",
            "25077 [D loss: 0.641657, acc.: 62.50%] [G loss: 0.987792]\n",
            "25078 [D loss: 0.634846, acc.: 60.94%] [G loss: 0.929664]\n",
            "25079 [D loss: 0.620092, acc.: 67.19%] [G loss: 0.996235]\n",
            "25080 [D loss: 0.662915, acc.: 59.38%] [G loss: 0.868939]\n",
            "25081 [D loss: 0.571000, acc.: 64.06%] [G loss: 1.002578]\n",
            "25082 [D loss: 0.670066, acc.: 60.94%] [G loss: 1.122854]\n",
            "25083 [D loss: 0.591329, acc.: 68.75%] [G loss: 0.947885]\n",
            "25084 [D loss: 0.590552, acc.: 68.75%] [G loss: 0.954967]\n",
            "25085 [D loss: 0.653386, acc.: 64.06%] [G loss: 0.908919]\n",
            "25086 [D loss: 0.638687, acc.: 64.06%] [G loss: 0.963464]\n",
            "25087 [D loss: 0.610697, acc.: 70.31%] [G loss: 0.936019]\n",
            "25088 [D loss: 0.647875, acc.: 62.50%] [G loss: 1.039678]\n",
            "25089 [D loss: 0.571946, acc.: 76.56%] [G loss: 0.916940]\n",
            "25090 [D loss: 0.661253, acc.: 56.25%] [G loss: 0.996960]\n",
            "25091 [D loss: 0.615773, acc.: 65.62%] [G loss: 1.062916]\n",
            "25092 [D loss: 0.667445, acc.: 62.50%] [G loss: 1.005825]\n",
            "25093 [D loss: 0.531812, acc.: 71.88%] [G loss: 1.034593]\n",
            "25094 [D loss: 0.672830, acc.: 51.56%] [G loss: 1.221820]\n",
            "25095 [D loss: 0.633880, acc.: 64.06%] [G loss: 1.165279]\n",
            "25096 [D loss: 0.664003, acc.: 59.38%] [G loss: 1.072407]\n",
            "25097 [D loss: 0.649477, acc.: 59.38%] [G loss: 0.975190]\n",
            "25098 [D loss: 0.621407, acc.: 62.50%] [G loss: 1.029994]\n",
            "25099 [D loss: 0.584013, acc.: 70.31%] [G loss: 1.088043]\n",
            "25100 [D loss: 0.564176, acc.: 73.44%] [G loss: 1.002956]\n",
            "25101 [D loss: 0.665042, acc.: 62.50%] [G loss: 0.908836]\n",
            "25102 [D loss: 0.611570, acc.: 73.44%] [G loss: 1.075443]\n",
            "25103 [D loss: 0.596400, acc.: 62.50%] [G loss: 1.015906]\n",
            "25104 [D loss: 0.641534, acc.: 62.50%] [G loss: 1.024040]\n",
            "25105 [D loss: 0.619019, acc.: 64.06%] [G loss: 0.974371]\n",
            "25106 [D loss: 0.608141, acc.: 68.75%] [G loss: 0.990315]\n",
            "25107 [D loss: 0.613501, acc.: 65.62%] [G loss: 1.062945]\n",
            "25108 [D loss: 0.599223, acc.: 71.88%] [G loss: 1.053848]\n",
            "25109 [D loss: 0.649347, acc.: 60.94%] [G loss: 1.021343]\n",
            "25110 [D loss: 0.667134, acc.: 60.94%] [G loss: 1.082860]\n",
            "25111 [D loss: 0.600379, acc.: 62.50%] [G loss: 0.923954]\n",
            "25112 [D loss: 0.593723, acc.: 68.75%] [G loss: 1.024610]\n",
            "25113 [D loss: 0.608381, acc.: 75.00%] [G loss: 0.992353]\n",
            "25114 [D loss: 0.698717, acc.: 56.25%] [G loss: 0.929966]\n",
            "25115 [D loss: 0.592558, acc.: 70.31%] [G loss: 0.959362]\n",
            "25116 [D loss: 0.635639, acc.: 65.62%] [G loss: 0.957401]\n",
            "25117 [D loss: 0.699050, acc.: 59.38%] [G loss: 0.940713]\n",
            "25118 [D loss: 0.646502, acc.: 64.06%] [G loss: 1.060120]\n",
            "25119 [D loss: 0.630226, acc.: 56.25%] [G loss: 1.126413]\n",
            "25120 [D loss: 0.739604, acc.: 54.69%] [G loss: 1.014430]\n",
            "25121 [D loss: 0.582433, acc.: 70.31%] [G loss: 0.943903]\n",
            "25122 [D loss: 0.595384, acc.: 70.31%] [G loss: 1.032124]\n",
            "25123 [D loss: 0.734967, acc.: 57.81%] [G loss: 1.067114]\n",
            "25124 [D loss: 0.667665, acc.: 59.38%] [G loss: 1.115378]\n",
            "25125 [D loss: 0.532577, acc.: 75.00%] [G loss: 0.973287]\n",
            "25126 [D loss: 0.682439, acc.: 62.50%] [G loss: 0.940139]\n",
            "25127 [D loss: 0.695769, acc.: 59.38%] [G loss: 1.033190]\n",
            "25128 [D loss: 0.732534, acc.: 50.00%] [G loss: 1.051136]\n",
            "25129 [D loss: 0.698862, acc.: 56.25%] [G loss: 0.944117]\n",
            "25130 [D loss: 0.626107, acc.: 60.94%] [G loss: 1.112569]\n",
            "25131 [D loss: 0.618824, acc.: 70.31%] [G loss: 1.029870]\n",
            "25132 [D loss: 0.608623, acc.: 65.62%] [G loss: 1.084279]\n",
            "25133 [D loss: 0.719335, acc.: 50.00%] [G loss: 0.923656]\n",
            "25134 [D loss: 0.592998, acc.: 60.94%] [G loss: 0.979128]\n",
            "25135 [D loss: 0.679555, acc.: 57.81%] [G loss: 1.140111]\n",
            "25136 [D loss: 0.688104, acc.: 51.56%] [G loss: 1.065082]\n",
            "25137 [D loss: 0.607786, acc.: 65.62%] [G loss: 0.994638]\n",
            "25138 [D loss: 0.686409, acc.: 53.12%] [G loss: 1.013921]\n",
            "25139 [D loss: 0.683586, acc.: 59.38%] [G loss: 1.010793]\n",
            "25140 [D loss: 0.622860, acc.: 67.19%] [G loss: 0.975488]\n",
            "25141 [D loss: 0.602504, acc.: 70.31%] [G loss: 1.002492]\n",
            "25142 [D loss: 0.542841, acc.: 75.00%] [G loss: 1.119756]\n",
            "25143 [D loss: 0.580133, acc.: 71.88%] [G loss: 1.104508]\n",
            "25144 [D loss: 0.579691, acc.: 67.19%] [G loss: 1.023880]\n",
            "25145 [D loss: 0.688695, acc.: 53.12%] [G loss: 1.052826]\n",
            "25146 [D loss: 0.704807, acc.: 56.25%] [G loss: 0.877719]\n",
            "25147 [D loss: 0.645721, acc.: 64.06%] [G loss: 1.006274]\n",
            "25148 [D loss: 0.622284, acc.: 68.75%] [G loss: 1.048519]\n",
            "25149 [D loss: 0.580178, acc.: 67.19%] [G loss: 1.026094]\n",
            "25150 [D loss: 0.650809, acc.: 65.62%] [G loss: 1.035923]\n",
            "25151 [D loss: 0.674159, acc.: 60.94%] [G loss: 0.999203]\n",
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            "25157 [D loss: 0.610519, acc.: 73.44%] [G loss: 1.086090]\n",
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            "25159 [D loss: 0.523912, acc.: 76.56%] [G loss: 1.004978]\n",
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            "25165 [D loss: 0.556006, acc.: 68.75%] [G loss: 0.970639]\n",
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            "25168 [D loss: 0.655375, acc.: 57.81%] [G loss: 1.036890]\n",
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            "25173 [D loss: 0.623140, acc.: 65.62%] [G loss: 0.976592]\n",
            "25174 [D loss: 0.574292, acc.: 75.00%] [G loss: 1.016429]\n",
            "25175 [D loss: 0.674863, acc.: 57.81%] [G loss: 0.918563]\n",
            "25176 [D loss: 0.721278, acc.: 54.69%] [G loss: 1.034517]\n",
            "25177 [D loss: 0.599252, acc.: 62.50%] [G loss: 0.992648]\n",
            "25178 [D loss: 0.757344, acc.: 54.69%] [G loss: 0.966022]\n",
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            "25180 [D loss: 0.603942, acc.: 71.88%] [G loss: 0.982260]\n",
            "25181 [D loss: 0.614059, acc.: 67.19%] [G loss: 1.047647]\n",
            "25182 [D loss: 0.661431, acc.: 60.94%] [G loss: 1.018019]\n",
            "25183 [D loss: 0.618252, acc.: 64.06%] [G loss: 1.016880]\n",
            "25184 [D loss: 0.582234, acc.: 68.75%] [G loss: 1.009042]\n",
            "25185 [D loss: 0.633014, acc.: 65.62%] [G loss: 1.004679]\n",
            "25186 [D loss: 0.654662, acc.: 60.94%] [G loss: 0.891185]\n",
            "25187 [D loss: 0.559947, acc.: 78.12%] [G loss: 1.105494]\n",
            "25188 [D loss: 0.705336, acc.: 59.38%] [G loss: 1.020905]\n",
            "25189 [D loss: 0.601225, acc.: 65.62%] [G loss: 1.003200]\n",
            "25190 [D loss: 0.637494, acc.: 62.50%] [G loss: 0.905509]\n",
            "25191 [D loss: 0.634684, acc.: 62.50%] [G loss: 1.080626]\n",
            "25192 [D loss: 0.582648, acc.: 70.31%] [G loss: 1.049466]\n",
            "25193 [D loss: 0.640238, acc.: 67.19%] [G loss: 1.056627]\n",
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            "25195 [D loss: 0.734846, acc.: 48.44%] [G loss: 1.145714]\n",
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            "25197 [D loss: 0.638906, acc.: 57.81%] [G loss: 1.083194]\n",
            "25198 [D loss: 0.609575, acc.: 64.06%] [G loss: 0.999753]\n",
            "25199 [D loss: 0.603965, acc.: 71.88%] [G loss: 0.999055]\n",
            "25200 [D loss: 0.611845, acc.: 62.50%] [G loss: 0.993797]\n",
            "25201 [D loss: 0.594823, acc.: 70.31%] [G loss: 1.034019]\n",
            "25202 [D loss: 0.653018, acc.: 62.50%] [G loss: 1.012411]\n",
            "25203 [D loss: 0.688838, acc.: 60.94%] [G loss: 1.121129]\n",
            "25204 [D loss: 0.597058, acc.: 73.44%] [G loss: 1.057949]\n",
            "25205 [D loss: 0.620664, acc.: 67.19%] [G loss: 0.989125]\n",
            "25206 [D loss: 0.593255, acc.: 64.06%] [G loss: 0.993248]\n",
            "25207 [D loss: 0.616608, acc.: 67.19%] [G loss: 1.090410]\n",
            "25208 [D loss: 0.628388, acc.: 60.94%] [G loss: 0.946339]\n",
            "25209 [D loss: 0.576180, acc.: 65.62%] [G loss: 1.075732]\n",
            "25210 [D loss: 0.649741, acc.: 53.12%] [G loss: 1.132634]\n",
            "25211 [D loss: 0.618849, acc.: 67.19%] [G loss: 0.932827]\n",
            "25212 [D loss: 0.703200, acc.: 56.25%] [G loss: 0.994849]\n",
            "25213 [D loss: 0.676632, acc.: 53.12%] [G loss: 1.012735]\n",
            "25214 [D loss: 0.664409, acc.: 53.12%] [G loss: 0.917271]\n",
            "25215 [D loss: 0.613797, acc.: 68.75%] [G loss: 1.007517]\n",
            "25216 [D loss: 0.625934, acc.: 65.62%] [G loss: 1.008043]\n",
            "25217 [D loss: 0.694837, acc.: 62.50%] [G loss: 1.001145]\n",
            "25218 [D loss: 0.597868, acc.: 70.31%] [G loss: 1.081012]\n",
            "25219 [D loss: 0.638173, acc.: 60.94%] [G loss: 1.031758]\n",
            "25220 [D loss: 0.548188, acc.: 75.00%] [G loss: 1.044525]\n",
            "25221 [D loss: 0.553165, acc.: 76.56%] [G loss: 0.993888]\n",
            "25222 [D loss: 0.718840, acc.: 59.38%] [G loss: 0.978792]\n",
            "25223 [D loss: 0.671068, acc.: 59.38%] [G loss: 1.200343]\n",
            "25224 [D loss: 0.588272, acc.: 60.94%] [G loss: 1.043366]\n",
            "25225 [D loss: 0.571780, acc.: 73.44%] [G loss: 0.942070]\n",
            "25226 [D loss: 0.602694, acc.: 68.75%] [G loss: 1.100521]\n",
            "25227 [D loss: 0.573174, acc.: 70.31%] [G loss: 1.025768]\n",
            "25228 [D loss: 0.615125, acc.: 68.75%] [G loss: 1.115809]\n",
            "25229 [D loss: 0.633867, acc.: 60.94%] [G loss: 1.116436]\n",
            "25230 [D loss: 0.713893, acc.: 48.44%] [G loss: 1.123503]\n",
            "25231 [D loss: 0.640847, acc.: 59.38%] [G loss: 1.091473]\n",
            "25232 [D loss: 0.663345, acc.: 62.50%] [G loss: 0.992432]\n",
            "25233 [D loss: 0.628897, acc.: 67.19%] [G loss: 1.171247]\n",
            "25234 [D loss: 0.674108, acc.: 53.12%] [G loss: 1.006463]\n",
            "25235 [D loss: 0.612796, acc.: 64.06%] [G loss: 1.055444]\n",
            "25236 [D loss: 0.621086, acc.: 62.50%] [G loss: 1.135352]\n",
            "25237 [D loss: 0.674515, acc.: 53.12%] [G loss: 0.981488]\n",
            "25238 [D loss: 0.589531, acc.: 62.50%] [G loss: 1.046304]\n",
            "25239 [D loss: 0.673307, acc.: 64.06%] [G loss: 1.082529]\n",
            "25240 [D loss: 0.592499, acc.: 68.75%] [G loss: 1.062219]\n",
            "25241 [D loss: 0.558344, acc.: 71.88%] [G loss: 0.970697]\n",
            "25242 [D loss: 0.674523, acc.: 57.81%] [G loss: 1.002236]\n",
            "25243 [D loss: 0.637342, acc.: 62.50%] [G loss: 0.949875]\n",
            "25244 [D loss: 0.659514, acc.: 53.12%] [G loss: 1.019852]\n",
            "25245 [D loss: 0.602617, acc.: 68.75%] [G loss: 1.097413]\n",
            "25246 [D loss: 0.565501, acc.: 70.31%] [G loss: 1.174970]\n",
            "25247 [D loss: 0.708228, acc.: 54.69%] [G loss: 1.004996]\n",
            "25248 [D loss: 0.571768, acc.: 76.56%] [G loss: 1.084636]\n",
            "25249 [D loss: 0.678496, acc.: 60.94%] [G loss: 1.051873]\n",
            "25250 [D loss: 0.577157, acc.: 78.12%] [G loss: 0.972909]\n",
            "25251 [D loss: 0.791291, acc.: 46.88%] [G loss: 0.956778]\n",
            "25252 [D loss: 0.624396, acc.: 64.06%] [G loss: 0.981576]\n",
            "25253 [D loss: 0.646628, acc.: 64.06%] [G loss: 1.052357]\n",
            "25254 [D loss: 0.683844, acc.: 59.38%] [G loss: 1.198223]\n",
            "25255 [D loss: 0.732004, acc.: 57.81%] [G loss: 1.174929]\n",
            "25256 [D loss: 0.548723, acc.: 73.44%] [G loss: 1.000641]\n",
            "25257 [D loss: 0.681376, acc.: 48.44%] [G loss: 0.960040]\n",
            "25258 [D loss: 0.630178, acc.: 62.50%] [G loss: 1.106485]\n",
            "25259 [D loss: 0.563309, acc.: 73.44%] [G loss: 1.077291]\n",
            "25260 [D loss: 0.583471, acc.: 70.31%] [G loss: 1.157886]\n",
            "25261 [D loss: 0.607230, acc.: 67.19%] [G loss: 1.082577]\n",
            "25262 [D loss: 0.595911, acc.: 68.75%] [G loss: 1.012648]\n",
            "25263 [D loss: 0.614799, acc.: 70.31%] [G loss: 1.046940]\n",
            "25264 [D loss: 0.691609, acc.: 57.81%] [G loss: 1.044252]\n",
            "25265 [D loss: 0.672336, acc.: 56.25%] [G loss: 1.044352]\n",
            "25266 [D loss: 0.693490, acc.: 51.56%] [G loss: 0.872477]\n",
            "25267 [D loss: 0.612997, acc.: 65.62%] [G loss: 1.050050]\n",
            "25268 [D loss: 0.559557, acc.: 71.88%] [G loss: 0.994769]\n",
            "25269 [D loss: 0.608233, acc.: 65.62%] [G loss: 1.020071]\n",
            "25270 [D loss: 0.736807, acc.: 48.44%] [G loss: 1.007490]\n",
            "25271 [D loss: 0.639169, acc.: 65.62%] [G loss: 1.033574]\n",
            "25272 [D loss: 0.609289, acc.: 64.06%] [G loss: 1.074508]\n",
            "25273 [D loss: 0.649931, acc.: 62.50%] [G loss: 1.081741]\n",
            "25274 [D loss: 0.728551, acc.: 48.44%] [G loss: 0.977925]\n",
            "25275 [D loss: 0.610054, acc.: 65.62%] [G loss: 1.112689]\n",
            "25276 [D loss: 0.620219, acc.: 59.38%] [G loss: 1.108638]\n",
            "25277 [D loss: 0.616626, acc.: 60.94%] [G loss: 1.065145]\n",
            "25278 [D loss: 0.643658, acc.: 60.94%] [G loss: 0.930444]\n",
            "25279 [D loss: 0.632891, acc.: 65.62%] [G loss: 0.869079]\n",
            "25280 [D loss: 0.621932, acc.: 65.62%] [G loss: 0.890226]\n",
            "25281 [D loss: 0.557134, acc.: 67.19%] [G loss: 0.848882]\n",
            "25282 [D loss: 0.601601, acc.: 65.62%] [G loss: 0.828875]\n",
            "25283 [D loss: 0.603297, acc.: 71.88%] [G loss: 0.891518]\n",
            "25284 [D loss: 0.707749, acc.: 59.38%] [G loss: 0.941439]\n",
            "25285 [D loss: 0.650886, acc.: 62.50%] [G loss: 0.955819]\n",
            "25286 [D loss: 0.596789, acc.: 67.19%] [G loss: 0.968348]\n",
            "25287 [D loss: 0.649968, acc.: 65.62%] [G loss: 0.905691]\n",
            "25288 [D loss: 0.683449, acc.: 62.50%] [G loss: 0.958785]\n",
            "25289 [D loss: 0.607956, acc.: 73.44%] [G loss: 1.003964]\n",
            "25290 [D loss: 0.632917, acc.: 62.50%] [G loss: 0.955080]\n",
            "25291 [D loss: 0.654933, acc.: 65.62%] [G loss: 1.031179]\n",
            "25292 [D loss: 0.600818, acc.: 68.75%] [G loss: 1.111304]\n",
            "25293 [D loss: 0.635699, acc.: 56.25%] [G loss: 0.901323]\n",
            "25294 [D loss: 0.625865, acc.: 68.75%] [G loss: 1.156321]\n",
            "25295 [D loss: 0.594570, acc.: 65.62%] [G loss: 1.025924]\n",
            "25296 [D loss: 0.631918, acc.: 60.94%] [G loss: 1.107922]\n",
            "25297 [D loss: 0.701080, acc.: 59.38%] [G loss: 0.989317]\n",
            "25298 [D loss: 0.669522, acc.: 65.62%] [G loss: 1.019453]\n",
            "25299 [D loss: 0.589999, acc.: 62.50%] [G loss: 1.073663]\n",
            "25300 [D loss: 0.612060, acc.: 67.19%] [G loss: 1.026439]\n",
            "25301 [D loss: 0.604976, acc.: 65.62%] [G loss: 1.043232]\n",
            "25302 [D loss: 0.635165, acc.: 60.94%] [G loss: 1.001858]\n",
            "25303 [D loss: 0.648152, acc.: 60.94%] [G loss: 1.007389]\n",
            "25304 [D loss: 0.693868, acc.: 54.69%] [G loss: 0.979279]\n",
            "25305 [D loss: 0.605023, acc.: 68.75%] [G loss: 1.056391]\n",
            "25306 [D loss: 0.689907, acc.: 54.69%] [G loss: 1.144174]\n",
            "25307 [D loss: 0.645383, acc.: 60.94%] [G loss: 1.007731]\n",
            "25308 [D loss: 0.714597, acc.: 57.81%] [G loss: 0.919922]\n",
            "25309 [D loss: 0.659548, acc.: 60.94%] [G loss: 1.019143]\n",
            "25310 [D loss: 0.620847, acc.: 59.38%] [G loss: 0.995412]\n",
            "25311 [D loss: 0.559689, acc.: 65.62%] [G loss: 0.988046]\n",
            "25312 [D loss: 0.618535, acc.: 70.31%] [G loss: 1.074182]\n",
            "25313 [D loss: 0.592746, acc.: 68.75%] [G loss: 1.086625]\n",
            "25314 [D loss: 0.593453, acc.: 65.62%] [G loss: 1.039582]\n",
            "25315 [D loss: 0.674610, acc.: 59.38%] [G loss: 1.073536]\n",
            "25316 [D loss: 0.656419, acc.: 59.38%] [G loss: 0.937798]\n",
            "25317 [D loss: 0.678616, acc.: 62.50%] [G loss: 1.057382]\n",
            "25318 [D loss: 0.553849, acc.: 75.00%] [G loss: 1.013718]\n",
            "25319 [D loss: 0.617383, acc.: 70.31%] [G loss: 1.063280]\n",
            "25320 [D loss: 0.696610, acc.: 54.69%] [G loss: 0.914493]\n",
            "25321 [D loss: 0.648313, acc.: 60.94%] [G loss: 0.897036]\n",
            "25322 [D loss: 0.676991, acc.: 64.06%] [G loss: 0.971629]\n",
            "25323 [D loss: 0.643476, acc.: 59.38%] [G loss: 1.030114]\n",
            "25324 [D loss: 0.757910, acc.: 51.56%] [G loss: 1.033453]\n",
            "25325 [D loss: 0.577114, acc.: 65.62%] [G loss: 1.051121]\n",
            "25326 [D loss: 0.566356, acc.: 70.31%] [G loss: 1.124949]\n",
            "25327 [D loss: 0.645756, acc.: 57.81%] [G loss: 1.068536]\n",
            "25328 [D loss: 0.626076, acc.: 64.06%] [G loss: 1.089690]\n",
            "25329 [D loss: 0.529350, acc.: 78.12%] [G loss: 1.018929]\n",
            "25330 [D loss: 0.687252, acc.: 59.38%] [G loss: 1.122638]\n",
            "25331 [D loss: 0.719974, acc.: 53.12%] [G loss: 1.011767]\n",
            "25332 [D loss: 0.733902, acc.: 53.12%] [G loss: 1.059160]\n",
            "25333 [D loss: 0.616219, acc.: 64.06%] [G loss: 1.090174]\n",
            "25334 [D loss: 0.593919, acc.: 67.19%] [G loss: 0.945432]\n",
            "25335 [D loss: 0.642442, acc.: 65.62%] [G loss: 0.983754]\n",
            "25336 [D loss: 0.687910, acc.: 64.06%] [G loss: 1.030045]\n",
            "25337 [D loss: 0.668905, acc.: 51.56%] [G loss: 0.967952]\n",
            "25338 [D loss: 0.555424, acc.: 73.44%] [G loss: 0.994832]\n",
            "25339 [D loss: 0.536153, acc.: 79.69%] [G loss: 0.946453]\n",
            "25340 [D loss: 0.631699, acc.: 62.50%] [G loss: 1.021556]\n",
            "25341 [D loss: 0.672236, acc.: 57.81%] [G loss: 0.905425]\n",
            "25342 [D loss: 0.687488, acc.: 56.25%] [G loss: 1.046074]\n",
            "25343 [D loss: 0.670093, acc.: 60.94%] [G loss: 1.062135]\n",
            "25344 [D loss: 0.551540, acc.: 73.44%] [G loss: 1.121876]\n",
            "25345 [D loss: 0.639844, acc.: 56.25%] [G loss: 0.970618]\n",
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            "25347 [D loss: 0.603464, acc.: 65.62%] [G loss: 1.046489]\n",
            "25348 [D loss: 0.610668, acc.: 62.50%] [G loss: 0.893308]\n",
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            "25350 [D loss: 0.678575, acc.: 59.38%] [G loss: 1.105071]\n",
            "25351 [D loss: 0.646281, acc.: 59.38%] [G loss: 1.078485]\n",
            "25352 [D loss: 0.653597, acc.: 68.75%] [G loss: 1.083671]\n",
            "25353 [D loss: 0.566812, acc.: 78.12%] [G loss: 1.029506]\n",
            "25354 [D loss: 0.607814, acc.: 67.19%] [G loss: 1.074305]\n",
            "25355 [D loss: 0.606873, acc.: 64.06%] [G loss: 1.008875]\n",
            "25356 [D loss: 0.718347, acc.: 50.00%] [G loss: 0.802351]\n",
            "25357 [D loss: 0.550578, acc.: 78.12%] [G loss: 0.903864]\n",
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            "25359 [D loss: 0.671420, acc.: 57.81%] [G loss: 0.983526]\n",
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            "25361 [D loss: 0.598174, acc.: 70.31%] [G loss: 1.086040]\n",
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            "25365 [D loss: 0.572152, acc.: 68.75%] [G loss: 1.072472]\n",
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            "25368 [D loss: 0.577473, acc.: 75.00%] [G loss: 1.037617]\n",
            "25369 [D loss: 0.622836, acc.: 64.06%] [G loss: 0.858495]\n",
            "25370 [D loss: 0.582783, acc.: 67.19%] [G loss: 1.001475]\n",
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            "25372 [D loss: 0.589168, acc.: 75.00%] [G loss: 0.953161]\n",
            "25373 [D loss: 0.608891, acc.: 65.62%] [G loss: 0.966267]\n",
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            "25377 [D loss: 0.614390, acc.: 75.00%] [G loss: 1.060839]\n",
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            "25380 [D loss: 0.634290, acc.: 65.62%] [G loss: 0.955424]\n",
            "25381 [D loss: 0.635439, acc.: 62.50%] [G loss: 0.893916]\n",
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            "25385 [D loss: 0.765532, acc.: 48.44%] [G loss: 0.970521]\n",
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            "25387 [D loss: 0.658851, acc.: 57.81%] [G loss: 1.021240]\n",
            "25388 [D loss: 0.622936, acc.: 59.38%] [G loss: 1.043563]\n",
            "25389 [D loss: 0.580582, acc.: 65.62%] [G loss: 0.936603]\n",
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            "25391 [D loss: 0.547081, acc.: 67.19%] [G loss: 1.044259]\n",
            "25392 [D loss: 0.675141, acc.: 57.81%] [G loss: 1.097399]\n",
            "25393 [D loss: 0.601132, acc.: 64.06%] [G loss: 0.932395]\n",
            "25394 [D loss: 0.607222, acc.: 60.94%] [G loss: 1.089587]\n",
            "25395 [D loss: 0.627156, acc.: 64.06%] [G loss: 0.981042]\n",
            "25396 [D loss: 0.657631, acc.: 65.62%] [G loss: 1.018790]\n",
            "25397 [D loss: 0.585278, acc.: 65.62%] [G loss: 1.054989]\n",
            "25398 [D loss: 0.661974, acc.: 60.94%] [G loss: 1.010089]\n",
            "25399 [D loss: 0.629243, acc.: 67.19%] [G loss: 1.105235]\n",
            "25400 [D loss: 0.562070, acc.: 75.00%] [G loss: 1.000247]\n",
            "25401 [D loss: 0.653473, acc.: 59.38%] [G loss: 0.917536]\n",
            "25402 [D loss: 0.732583, acc.: 53.12%] [G loss: 0.913327]\n",
            "25403 [D loss: 0.662617, acc.: 60.94%] [G loss: 0.971164]\n",
            "25404 [D loss: 0.590518, acc.: 65.62%] [G loss: 0.915597]\n",
            "25405 [D loss: 0.656598, acc.: 59.38%] [G loss: 0.934759]\n",
            "25406 [D loss: 0.575644, acc.: 76.56%] [G loss: 1.072857]\n",
            "25407 [D loss: 0.677301, acc.: 57.81%] [G loss: 1.052672]\n",
            "25408 [D loss: 0.614435, acc.: 70.31%] [G loss: 1.105823]\n",
            "25409 [D loss: 0.636748, acc.: 57.81%] [G loss: 1.039626]\n",
            "25410 [D loss: 0.644918, acc.: 62.50%] [G loss: 1.083636]\n",
            "25411 [D loss: 0.636958, acc.: 59.38%] [G loss: 1.030830]\n",
            "25412 [D loss: 0.592212, acc.: 68.75%] [G loss: 1.154970]\n",
            "25413 [D loss: 0.583909, acc.: 78.12%] [G loss: 1.147847]\n",
            "25414 [D loss: 0.554552, acc.: 75.00%] [G loss: 1.099885]\n",
            "25415 [D loss: 0.710327, acc.: 59.38%] [G loss: 1.102501]\n",
            "25416 [D loss: 0.701075, acc.: 56.25%] [G loss: 1.066063]\n",
            "25417 [D loss: 0.612570, acc.: 62.50%] [G loss: 1.035982]\n",
            "25418 [D loss: 0.605108, acc.: 71.88%] [G loss: 1.032540]\n",
            "25419 [D loss: 0.610630, acc.: 68.75%] [G loss: 0.895715]\n",
            "25420 [D loss: 0.651070, acc.: 67.19%] [G loss: 1.032464]\n",
            "25421 [D loss: 0.527529, acc.: 70.31%] [G loss: 0.975535]\n",
            "25422 [D loss: 0.645461, acc.: 62.50%] [G loss: 1.072646]\n",
            "25423 [D loss: 0.609892, acc.: 59.38%] [G loss: 0.991432]\n",
            "25424 [D loss: 0.642088, acc.: 64.06%] [G loss: 1.040421]\n",
            "25425 [D loss: 0.673505, acc.: 56.25%] [G loss: 1.104538]\n",
            "25426 [D loss: 0.589164, acc.: 70.31%] [G loss: 1.122272]\n",
            "25427 [D loss: 0.582891, acc.: 70.31%] [G loss: 1.050465]\n",
            "25428 [D loss: 0.756860, acc.: 50.00%] [G loss: 1.080770]\n",
            "25429 [D loss: 0.664594, acc.: 59.38%] [G loss: 0.981695]\n",
            "25430 [D loss: 0.650748, acc.: 62.50%] [G loss: 1.011437]\n",
            "25431 [D loss: 0.584305, acc.: 68.75%] [G loss: 0.932016]\n",
            "25432 [D loss: 0.637988, acc.: 56.25%] [G loss: 1.077369]\n",
            "25433 [D loss: 0.560032, acc.: 71.88%] [G loss: 1.106741]\n",
            "25434 [D loss: 0.649263, acc.: 56.25%] [G loss: 1.025225]\n",
            "25435 [D loss: 0.749059, acc.: 45.31%] [G loss: 0.994010]\n",
            "25436 [D loss: 0.648698, acc.: 60.94%] [G loss: 0.934691]\n",
            "25437 [D loss: 0.614638, acc.: 70.31%] [G loss: 1.056179]\n",
            "25438 [D loss: 0.655175, acc.: 64.06%] [G loss: 1.031265]\n",
            "25439 [D loss: 0.602606, acc.: 67.19%] [G loss: 1.047849]\n",
            "25440 [D loss: 0.597665, acc.: 73.44%] [G loss: 1.159565]\n",
            "25441 [D loss: 0.583754, acc.: 67.19%] [G loss: 1.097165]\n",
            "25442 [D loss: 0.602694, acc.: 65.62%] [G loss: 1.062401]\n",
            "25443 [D loss: 0.709217, acc.: 56.25%] [G loss: 1.077859]\n",
            "25444 [D loss: 0.697160, acc.: 56.25%] [G loss: 0.960744]\n",
            "25445 [D loss: 0.690264, acc.: 54.69%] [G loss: 1.053766]\n",
            "25446 [D loss: 0.677829, acc.: 50.00%] [G loss: 1.014769]\n",
            "25447 [D loss: 0.616109, acc.: 64.06%] [G loss: 1.036320]\n",
            "25448 [D loss: 0.591464, acc.: 65.62%] [G loss: 0.802538]\n",
            "25449 [D loss: 0.667369, acc.: 59.38%] [G loss: 0.918055]\n",
            "25450 [D loss: 0.634744, acc.: 67.19%] [G loss: 1.018859]\n",
            "25451 [D loss: 0.655468, acc.: 64.06%] [G loss: 1.007616]\n",
            "25452 [D loss: 0.684483, acc.: 48.44%] [G loss: 1.041142]\n",
            "25453 [D loss: 0.666546, acc.: 67.19%] [G loss: 1.082514]\n",
            "25454 [D loss: 0.635307, acc.: 65.62%] [G loss: 1.165083]\n",
            "25455 [D loss: 0.656290, acc.: 59.38%] [G loss: 0.975456]\n",
            "25456 [D loss: 0.735080, acc.: 50.00%] [G loss: 0.988127]\n",
            "25457 [D loss: 0.746695, acc.: 56.25%] [G loss: 1.112165]\n",
            "25458 [D loss: 0.627066, acc.: 64.06%] [G loss: 0.974830]\n",
            "25459 [D loss: 0.662229, acc.: 59.38%] [G loss: 0.985808]\n",
            "25460 [D loss: 0.665361, acc.: 59.38%] [G loss: 1.164948]\n",
            "25461 [D loss: 0.623980, acc.: 62.50%] [G loss: 1.005897]\n",
            "25462 [D loss: 0.614487, acc.: 65.62%] [G loss: 1.002918]\n",
            "25463 [D loss: 0.642190, acc.: 68.75%] [G loss: 0.997923]\n",
            "25464 [D loss: 0.570912, acc.: 75.00%] [G loss: 1.082563]\n",
            "25465 [D loss: 0.672352, acc.: 64.06%] [G loss: 1.038215]\n",
            "25466 [D loss: 0.632469, acc.: 67.19%] [G loss: 0.847432]\n",
            "25467 [D loss: 0.613132, acc.: 73.44%] [G loss: 0.932975]\n",
            "25468 [D loss: 0.641599, acc.: 64.06%] [G loss: 1.022292]\n",
            "25469 [D loss: 0.603606, acc.: 62.50%] [G loss: 1.019658]\n",
            "25470 [D loss: 0.663742, acc.: 62.50%] [G loss: 0.954306]\n",
            "25471 [D loss: 0.607404, acc.: 64.06%] [G loss: 0.972370]\n",
            "25472 [D loss: 0.629500, acc.: 65.62%] [G loss: 1.122073]\n",
            "25473 [D loss: 0.590642, acc.: 68.75%] [G loss: 1.059881]\n",
            "25474 [D loss: 0.639620, acc.: 64.06%] [G loss: 0.991494]\n",
            "25475 [D loss: 0.634652, acc.: 62.50%] [G loss: 1.010092]\n",
            "25476 [D loss: 0.697684, acc.: 65.62%] [G loss: 1.008708]\n",
            "25477 [D loss: 0.669700, acc.: 54.69%] [G loss: 1.055635]\n",
            "25478 [D loss: 0.587266, acc.: 68.75%] [G loss: 1.080377]\n",
            "25479 [D loss: 0.642493, acc.: 67.19%] [G loss: 0.951939]\n",
            "25480 [D loss: 0.624903, acc.: 64.06%] [G loss: 1.054107]\n",
            "25481 [D loss: 0.685197, acc.: 57.81%] [G loss: 1.042654]\n",
            "25482 [D loss: 0.654995, acc.: 62.50%] [G loss: 1.084917]\n",
            "25483 [D loss: 0.656238, acc.: 62.50%] [G loss: 1.001239]\n",
            "25484 [D loss: 0.553408, acc.: 79.69%] [G loss: 0.999988]\n",
            "25485 [D loss: 0.682909, acc.: 54.69%] [G loss: 0.890288]\n",
            "25486 [D loss: 0.591663, acc.: 70.31%] [G loss: 1.052766]\n",
            "25487 [D loss: 0.706779, acc.: 51.56%] [G loss: 0.974421]\n",
            "25488 [D loss: 0.634021, acc.: 68.75%] [G loss: 1.039880]\n",
            "25489 [D loss: 0.626891, acc.: 64.06%] [G loss: 1.040700]\n",
            "25490 [D loss: 0.630671, acc.: 65.62%] [G loss: 1.022057]\n",
            "25491 [D loss: 0.618440, acc.: 73.44%] [G loss: 1.175246]\n",
            "25492 [D loss: 0.643079, acc.: 60.94%] [G loss: 0.981681]\n",
            "25493 [D loss: 0.602553, acc.: 60.94%] [G loss: 1.057678]\n",
            "25494 [D loss: 0.643182, acc.: 68.75%] [G loss: 1.042617]\n",
            "25495 [D loss: 0.673198, acc.: 60.94%] [G loss: 0.970329]\n",
            "25496 [D loss: 0.593345, acc.: 75.00%] [G loss: 1.065457]\n",
            "25497 [D loss: 0.620019, acc.: 59.38%] [G loss: 1.085782]\n",
            "25498 [D loss: 0.677002, acc.: 59.38%] [G loss: 0.976471]\n",
            "25499 [D loss: 0.676870, acc.: 60.94%] [G loss: 1.051997]\n",
            "25500 [D loss: 0.596191, acc.: 68.75%] [G loss: 1.033198]\n",
            "25501 [D loss: 0.623411, acc.: 68.75%] [G loss: 0.961954]\n",
            "25502 [D loss: 0.643420, acc.: 60.94%] [G loss: 1.022854]\n",
            "25503 [D loss: 0.654559, acc.: 64.06%] [G loss: 0.930175]\n",
            "25504 [D loss: 0.641651, acc.: 59.38%] [G loss: 0.977060]\n",
            "25505 [D loss: 0.646752, acc.: 62.50%] [G loss: 1.061611]\n",
            "25506 [D loss: 0.722128, acc.: 59.38%] [G loss: 0.999615]\n",
            "25507 [D loss: 0.559341, acc.: 73.44%] [G loss: 0.949399]\n",
            "25508 [D loss: 0.592814, acc.: 62.50%] [G loss: 1.000213]\n",
            "25509 [D loss: 0.523227, acc.: 78.12%] [G loss: 0.945946]\n",
            "25510 [D loss: 0.662431, acc.: 60.94%] [G loss: 1.085672]\n",
            "25511 [D loss: 0.581210, acc.: 73.44%] [G loss: 1.051193]\n",
            "25512 [D loss: 0.601159, acc.: 59.38%] [G loss: 1.029256]\n",
            "25513 [D loss: 0.646561, acc.: 62.50%] [G loss: 1.017485]\n",
            "25514 [D loss: 0.606616, acc.: 62.50%] [G loss: 1.091916]\n",
            "25515 [D loss: 0.692997, acc.: 50.00%] [G loss: 1.004049]\n",
            "25516 [D loss: 0.698781, acc.: 56.25%] [G loss: 1.045116]\n",
            "25517 [D loss: 0.682087, acc.: 50.00%] [G loss: 0.991927]\n",
            "25518 [D loss: 0.617515, acc.: 67.19%] [G loss: 0.913250]\n",
            "25519 [D loss: 0.695292, acc.: 57.81%] [G loss: 1.082111]\n",
            "25520 [D loss: 0.629315, acc.: 64.06%] [G loss: 1.080827]\n",
            "25521 [D loss: 0.681690, acc.: 54.69%] [G loss: 0.953510]\n",
            "25522 [D loss: 0.637169, acc.: 65.62%] [G loss: 1.057413]\n",
            "25523 [D loss: 0.591972, acc.: 64.06%] [G loss: 1.055987]\n",
            "25524 [D loss: 0.609314, acc.: 70.31%] [G loss: 1.258875]\n",
            "25525 [D loss: 0.634073, acc.: 60.94%] [G loss: 1.042200]\n",
            "25526 [D loss: 0.639671, acc.: 64.06%] [G loss: 0.896355]\n",
            "25527 [D loss: 0.607318, acc.: 64.06%] [G loss: 0.869594]\n",
            "25528 [D loss: 0.566709, acc.: 71.88%] [G loss: 1.101819]\n",
            "25529 [D loss: 0.725309, acc.: 57.81%] [G loss: 0.919475]\n",
            "25530 [D loss: 0.598623, acc.: 64.06%] [G loss: 0.899329]\n",
            "25531 [D loss: 0.626472, acc.: 68.75%] [G loss: 0.985220]\n",
            "25532 [D loss: 0.655277, acc.: 60.94%] [G loss: 1.094809]\n",
            "25533 [D loss: 0.619745, acc.: 64.06%] [G loss: 1.126101]\n",
            "25534 [D loss: 0.583425, acc.: 64.06%] [G loss: 1.036531]\n",
            "25535 [D loss: 0.611737, acc.: 70.31%] [G loss: 0.955018]\n",
            "25536 [D loss: 0.608525, acc.: 60.94%] [G loss: 0.952712]\n",
            "25537 [D loss: 0.636435, acc.: 57.81%] [G loss: 1.021855]\n",
            "25538 [D loss: 0.666155, acc.: 65.62%] [G loss: 0.851315]\n",
            "25539 [D loss: 0.662094, acc.: 56.25%] [G loss: 0.973792]\n",
            "25540 [D loss: 0.701541, acc.: 59.38%] [G loss: 0.979525]\n",
            "25541 [D loss: 0.694430, acc.: 57.81%] [G loss: 1.020189]\n",
            "25542 [D loss: 0.668876, acc.: 60.94%] [G loss: 1.079755]\n",
            "25543 [D loss: 0.643940, acc.: 57.81%] [G loss: 1.023607]\n",
            "25544 [D loss: 0.644214, acc.: 59.38%] [G loss: 0.983915]\n",
            "25545 [D loss: 0.630298, acc.: 65.62%] [G loss: 0.975646]\n",
            "25546 [D loss: 0.670180, acc.: 64.06%] [G loss: 1.053431]\n",
            "25547 [D loss: 0.659898, acc.: 60.94%] [G loss: 1.035738]\n",
            "25548 [D loss: 0.640091, acc.: 70.31%] [G loss: 1.040610]\n",
            "25549 [D loss: 0.626203, acc.: 67.19%] [G loss: 1.260919]\n",
            "25550 [D loss: 0.630154, acc.: 62.50%] [G loss: 1.084223]\n",
            "25551 [D loss: 0.633872, acc.: 65.62%] [G loss: 1.020797]\n",
            "25552 [D loss: 0.679316, acc.: 57.81%] [G loss: 1.078219]\n",
            "25553 [D loss: 0.686512, acc.: 54.69%] [G loss: 1.007084]\n",
            "25554 [D loss: 0.597882, acc.: 67.19%] [G loss: 0.972448]\n",
            "25555 [D loss: 0.598134, acc.: 70.31%] [G loss: 0.987556]\n",
            "25556 [D loss: 0.570424, acc.: 73.44%] [G loss: 0.928872]\n",
            "25557 [D loss: 0.617861, acc.: 70.31%] [G loss: 1.007051]\n",
            "25558 [D loss: 0.577614, acc.: 70.31%] [G loss: 1.072386]\n",
            "25559 [D loss: 0.542315, acc.: 79.69%] [G loss: 0.865074]\n",
            "25560 [D loss: 0.691619, acc.: 54.69%] [G loss: 1.047888]\n",
            "25561 [D loss: 0.583234, acc.: 70.31%] [G loss: 1.130160]\n",
            "25562 [D loss: 0.766567, acc.: 54.69%] [G loss: 0.946008]\n",
            "25563 [D loss: 0.627034, acc.: 62.50%] [G loss: 0.916425]\n",
            "25564 [D loss: 0.620609, acc.: 65.62%] [G loss: 1.031150]\n",
            "25565 [D loss: 0.607176, acc.: 68.75%] [G loss: 0.922934]\n",
            "25566 [D loss: 0.639129, acc.: 54.69%] [G loss: 1.013440]\n",
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            "25568 [D loss: 0.649782, acc.: 65.62%] [G loss: 0.962983]\n",
            "25569 [D loss: 0.616626, acc.: 64.06%] [G loss: 0.898365]\n",
            "25570 [D loss: 0.659272, acc.: 64.06%] [G loss: 1.106406]\n",
            "25571 [D loss: 0.677473, acc.: 54.69%] [G loss: 1.000799]\n",
            "25572 [D loss: 0.595137, acc.: 68.75%] [G loss: 0.821526]\n",
            "25573 [D loss: 0.674541, acc.: 60.94%] [G loss: 0.909046]\n",
            "25574 [D loss: 0.724367, acc.: 50.00%] [G loss: 0.971825]\n",
            "25575 [D loss: 0.633859, acc.: 65.62%] [G loss: 0.887620]\n",
            "25576 [D loss: 0.580777, acc.: 71.88%] [G loss: 0.984188]\n",
            "25577 [D loss: 0.658538, acc.: 59.38%] [G loss: 0.877960]\n",
            "25578 [D loss: 0.580076, acc.: 73.44%] [G loss: 0.952366]\n",
            "25579 [D loss: 0.590713, acc.: 68.75%] [G loss: 1.022287]\n",
            "25580 [D loss: 0.634191, acc.: 65.62%] [G loss: 1.124760]\n",
            "25581 [D loss: 0.596470, acc.: 75.00%] [G loss: 0.956734]\n",
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            "25584 [D loss: 0.651804, acc.: 57.81%] [G loss: 0.975834]\n",
            "25585 [D loss: 0.602223, acc.: 67.19%] [G loss: 0.930238]\n",
            "25586 [D loss: 0.599320, acc.: 60.94%] [G loss: 0.904104]\n",
            "25587 [D loss: 0.589032, acc.: 68.75%] [G loss: 1.089200]\n",
            "25588 [D loss: 0.570694, acc.: 60.94%] [G loss: 0.973769]\n",
            "25589 [D loss: 0.594854, acc.: 70.31%] [G loss: 0.920840]\n",
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            "25591 [D loss: 0.692806, acc.: 54.69%] [G loss: 1.103912]\n",
            "25592 [D loss: 0.566658, acc.: 68.75%] [G loss: 1.071107]\n",
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            "25595 [D loss: 0.558902, acc.: 71.88%] [G loss: 1.034170]\n",
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            "25598 [D loss: 0.568732, acc.: 71.88%] [G loss: 1.107791]\n",
            "25599 [D loss: 0.675969, acc.: 56.25%] [G loss: 1.094457]\n",
            "25600 [D loss: 0.632359, acc.: 62.50%] [G loss: 1.071248]\n",
            "25601 [D loss: 0.645084, acc.: 59.38%] [G loss: 0.872231]\n",
            "25602 [D loss: 0.617661, acc.: 65.62%] [G loss: 1.073755]\n",
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            "25604 [D loss: 0.594530, acc.: 70.31%] [G loss: 0.999340]\n",
            "25605 [D loss: 0.635656, acc.: 65.62%] [G loss: 0.968573]\n",
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            "25607 [D loss: 0.623783, acc.: 67.19%] [G loss: 1.064570]\n",
            "25608 [D loss: 0.608949, acc.: 73.44%] [G loss: 1.017667]\n",
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            "25610 [D loss: 0.680672, acc.: 56.25%] [G loss: 1.003216]\n",
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            "25622 [D loss: 0.661096, acc.: 59.38%] [G loss: 1.140393]\n",
            "25623 [D loss: 0.683911, acc.: 57.81%] [G loss: 1.041003]\n",
            "25624 [D loss: 0.617090, acc.: 62.50%] [G loss: 1.128147]\n",
            "25625 [D loss: 0.666700, acc.: 53.12%] [G loss: 0.950120]\n",
            "25626 [D loss: 0.583365, acc.: 71.88%] [G loss: 1.076144]\n",
            "25627 [D loss: 0.568058, acc.: 75.00%] [G loss: 1.008013]\n",
            "25628 [D loss: 0.673521, acc.: 57.81%] [G loss: 1.031314]\n",
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            "25630 [D loss: 0.636678, acc.: 67.19%] [G loss: 0.990244]\n",
            "25631 [D loss: 0.694408, acc.: 53.12%] [G loss: 0.944653]\n",
            "25632 [D loss: 0.754585, acc.: 53.12%] [G loss: 0.928454]\n",
            "25633 [D loss: 0.599236, acc.: 67.19%] [G loss: 1.031438]\n",
            "25634 [D loss: 0.585631, acc.: 65.62%] [G loss: 0.989208]\n",
            "25635 [D loss: 0.638246, acc.: 62.50%] [G loss: 1.000641]\n",
            "25636 [D loss: 0.651730, acc.: 57.81%] [G loss: 1.033044]\n",
            "25637 [D loss: 0.632035, acc.: 67.19%] [G loss: 1.054493]\n",
            "25638 [D loss: 0.666351, acc.: 57.81%] [G loss: 0.992321]\n",
            "25639 [D loss: 0.619363, acc.: 76.56%] [G loss: 0.973954]\n",
            "25640 [D loss: 0.587642, acc.: 68.75%] [G loss: 1.225275]\n",
            "25641 [D loss: 0.664271, acc.: 54.69%] [G loss: 1.022962]\n",
            "25642 [D loss: 0.567582, acc.: 68.75%] [G loss: 1.136604]\n",
            "25643 [D loss: 0.615160, acc.: 70.31%] [G loss: 1.052567]\n",
            "25644 [D loss: 0.555815, acc.: 73.44%] [G loss: 0.942084]\n",
            "25645 [D loss: 0.663552, acc.: 57.81%] [G loss: 1.046465]\n",
            "25646 [D loss: 0.586004, acc.: 73.44%] [G loss: 0.972963]\n",
            "25647 [D loss: 0.644230, acc.: 60.94%] [G loss: 1.053048]\n",
            "25648 [D loss: 0.643201, acc.: 71.88%] [G loss: 1.032395]\n",
            "25649 [D loss: 0.656495, acc.: 60.94%] [G loss: 0.889475]\n",
            "25650 [D loss: 0.619293, acc.: 65.62%] [G loss: 1.060636]\n",
            "25651 [D loss: 0.536173, acc.: 73.44%] [G loss: 1.001742]\n",
            "25652 [D loss: 0.653755, acc.: 56.25%] [G loss: 0.941142]\n",
            "25653 [D loss: 0.611437, acc.: 70.31%] [G loss: 1.007871]\n",
            "25654 [D loss: 0.677321, acc.: 53.12%] [G loss: 0.998244]\n",
            "25655 [D loss: 0.636225, acc.: 60.94%] [G loss: 1.066705]\n",
            "25656 [D loss: 0.555003, acc.: 68.75%] [G loss: 1.013696]\n",
            "25657 [D loss: 0.570567, acc.: 73.44%] [G loss: 1.052338]\n",
            "25658 [D loss: 0.707515, acc.: 56.25%] [G loss: 0.978922]\n",
            "25659 [D loss: 0.646923, acc.: 62.50%] [G loss: 0.995552]\n",
            "25660 [D loss: 0.670705, acc.: 56.25%] [G loss: 1.164794]\n",
            "25661 [D loss: 0.664239, acc.: 57.81%] [G loss: 1.103294]\n",
            "25662 [D loss: 0.614566, acc.: 62.50%] [G loss: 0.988269]\n",
            "25663 [D loss: 0.543489, acc.: 79.69%] [G loss: 1.055068]\n",
            "25664 [D loss: 0.595883, acc.: 67.19%] [G loss: 1.032248]\n",
            "25665 [D loss: 0.656593, acc.: 64.06%] [G loss: 1.146111]\n",
            "25666 [D loss: 0.568806, acc.: 70.31%] [G loss: 1.054655]\n",
            "25667 [D loss: 0.604011, acc.: 67.19%] [G loss: 1.100320]\n",
            "25668 [D loss: 0.609826, acc.: 62.50%] [G loss: 0.954368]\n",
            "25669 [D loss: 0.774453, acc.: 57.81%] [G loss: 0.979590]\n",
            "25670 [D loss: 0.653673, acc.: 56.25%] [G loss: 1.064436]\n",
            "25671 [D loss: 0.579298, acc.: 68.75%] [G loss: 0.962516]\n",
            "25672 [D loss: 0.614742, acc.: 64.06%] [G loss: 1.003776]\n",
            "25673 [D loss: 0.589794, acc.: 62.50%] [G loss: 1.022769]\n",
            "25674 [D loss: 0.642677, acc.: 68.75%] [G loss: 1.121998]\n",
            "25675 [D loss: 0.680319, acc.: 56.25%] [G loss: 1.058711]\n",
            "25676 [D loss: 0.608613, acc.: 65.62%] [G loss: 1.060117]\n",
            "25677 [D loss: 0.636143, acc.: 54.69%] [G loss: 1.139733]\n",
            "25678 [D loss: 0.622758, acc.: 62.50%] [G loss: 0.932524]\n",
            "25679 [D loss: 0.616696, acc.: 59.38%] [G loss: 1.089822]\n",
            "25680 [D loss: 0.652118, acc.: 65.62%] [G loss: 0.902486]\n",
            "25681 [D loss: 0.600481, acc.: 65.62%] [G loss: 1.055533]\n",
            "25682 [D loss: 0.673786, acc.: 60.94%] [G loss: 1.093952]\n",
            "25683 [D loss: 0.633511, acc.: 59.38%] [G loss: 0.935452]\n",
            "25684 [D loss: 0.648987, acc.: 60.94%] [G loss: 0.930536]\n",
            "25685 [D loss: 0.619532, acc.: 64.06%] [G loss: 0.980256]\n",
            "25686 [D loss: 0.657159, acc.: 64.06%] [G loss: 1.082538]\n",
            "25687 [D loss: 0.587363, acc.: 71.88%] [G loss: 1.024669]\n",
            "25688 [D loss: 0.582460, acc.: 67.19%] [G loss: 1.123519]\n",
            "25689 [D loss: 0.590358, acc.: 68.75%] [G loss: 1.129558]\n",
            "25690 [D loss: 0.599728, acc.: 67.19%] [G loss: 0.937428]\n",
            "25691 [D loss: 0.638774, acc.: 64.06%] [G loss: 0.891880]\n",
            "25692 [D loss: 0.585089, acc.: 70.31%] [G loss: 0.964323]\n",
            "25693 [D loss: 0.642594, acc.: 54.69%] [G loss: 0.883055]\n",
            "25694 [D loss: 0.642905, acc.: 64.06%] [G loss: 0.978146]\n",
            "25695 [D loss: 0.588670, acc.: 70.31%] [G loss: 0.999405]\n",
            "25696 [D loss: 0.584351, acc.: 68.75%] [G loss: 0.983590]\n",
            "25697 [D loss: 0.711370, acc.: 56.25%] [G loss: 1.087120]\n",
            "25698 [D loss: 0.574804, acc.: 71.88%] [G loss: 1.089720]\n",
            "25699 [D loss: 0.731812, acc.: 46.88%] [G loss: 1.066047]\n",
            "25700 [D loss: 0.629427, acc.: 59.38%] [G loss: 1.017888]\n",
            "25701 [D loss: 0.554948, acc.: 73.44%] [G loss: 1.088943]\n",
            "25702 [D loss: 0.565763, acc.: 71.88%] [G loss: 1.127229]\n",
            "25703 [D loss: 0.588357, acc.: 65.62%] [G loss: 1.061105]\n",
            "25704 [D loss: 0.627739, acc.: 70.31%] [G loss: 1.049434]\n",
            "25705 [D loss: 0.670099, acc.: 59.38%] [G loss: 1.027341]\n",
            "25706 [D loss: 0.512827, acc.: 79.69%] [G loss: 1.117273]\n",
            "25707 [D loss: 0.644561, acc.: 59.38%] [G loss: 1.149768]\n",
            "25708 [D loss: 0.667371, acc.: 60.94%] [G loss: 1.052214]\n",
            "25709 [D loss: 0.686045, acc.: 60.94%] [G loss: 1.026141]\n",
            "25710 [D loss: 0.661097, acc.: 59.38%] [G loss: 1.055776]\n",
            "25711 [D loss: 0.601180, acc.: 65.62%] [G loss: 0.924680]\n",
            "25712 [D loss: 0.663281, acc.: 60.94%] [G loss: 1.054904]\n",
            "25713 [D loss: 0.628247, acc.: 62.50%] [G loss: 0.970948]\n",
            "25714 [D loss: 0.628557, acc.: 62.50%] [G loss: 0.965137]\n",
            "25715 [D loss: 0.615026, acc.: 60.94%] [G loss: 1.008412]\n",
            "25716 [D loss: 0.618321, acc.: 67.19%] [G loss: 0.992850]\n",
            "25717 [D loss: 0.669207, acc.: 59.38%] [G loss: 1.059602]\n",
            "25718 [D loss: 0.609023, acc.: 68.75%] [G loss: 1.006909]\n",
            "25719 [D loss: 0.645090, acc.: 64.06%] [G loss: 1.011252]\n",
            "25720 [D loss: 0.632261, acc.: 60.94%] [G loss: 1.077540]\n",
            "25721 [D loss: 0.627395, acc.: 62.50%] [G loss: 0.992873]\n",
            "25722 [D loss: 0.700728, acc.: 57.81%] [G loss: 1.103300]\n",
            "25723 [D loss: 0.654608, acc.: 62.50%] [G loss: 1.010061]\n",
            "25724 [D loss: 0.591719, acc.: 71.88%] [G loss: 1.000395]\n",
            "25725 [D loss: 0.639313, acc.: 64.06%] [G loss: 0.978250]\n",
            "25726 [D loss: 0.646407, acc.: 65.62%] [G loss: 0.961456]\n",
            "25727 [D loss: 0.637945, acc.: 59.38%] [G loss: 0.964020]\n",
            "25728 [D loss: 0.638468, acc.: 59.38%] [G loss: 1.056278]\n",
            "25729 [D loss: 0.592607, acc.: 67.19%] [G loss: 0.998410]\n",
            "25730 [D loss: 0.623387, acc.: 64.06%] [G loss: 0.999391]\n",
            "25731 [D loss: 0.565785, acc.: 75.00%] [G loss: 0.968192]\n",
            "25732 [D loss: 0.650338, acc.: 68.75%] [G loss: 0.993841]\n",
            "25733 [D loss: 0.525593, acc.: 73.44%] [G loss: 0.973505]\n",
            "25734 [D loss: 0.641936, acc.: 59.38%] [G loss: 1.028351]\n",
            "25735 [D loss: 0.614310, acc.: 68.75%] [G loss: 1.011610]\n",
            "25736 [D loss: 0.629496, acc.: 64.06%] [G loss: 0.934461]\n",
            "25737 [D loss: 0.665399, acc.: 62.50%] [G loss: 0.999572]\n",
            "25738 [D loss: 0.631466, acc.: 60.94%] [G loss: 1.032440]\n",
            "25739 [D loss: 0.568368, acc.: 64.06%] [G loss: 0.961086]\n",
            "25740 [D loss: 0.629511, acc.: 67.19%] [G loss: 0.973960]\n",
            "25741 [D loss: 0.607335, acc.: 68.75%] [G loss: 0.918564]\n",
            "25742 [D loss: 0.662830, acc.: 59.38%] [G loss: 0.930021]\n",
            "25743 [D loss: 0.584960, acc.: 68.75%] [G loss: 1.025317]\n",
            "25744 [D loss: 0.547375, acc.: 71.88%] [G loss: 0.909493]\n",
            "25745 [D loss: 0.659436, acc.: 64.06%] [G loss: 0.904647]\n",
            "25746 [D loss: 0.606613, acc.: 65.62%] [G loss: 0.981683]\n",
            "25747 [D loss: 0.666911, acc.: 60.94%] [G loss: 1.025212]\n",
            "25748 [D loss: 0.619328, acc.: 64.06%] [G loss: 1.056740]\n",
            "25749 [D loss: 0.688669, acc.: 48.44%] [G loss: 0.953064]\n",
            "25750 [D loss: 0.637520, acc.: 60.94%] [G loss: 1.038188]\n",
            "25751 [D loss: 0.585020, acc.: 70.31%] [G loss: 0.944361]\n",
            "25752 [D loss: 0.735723, acc.: 51.56%] [G loss: 1.200368]\n",
            "25753 [D loss: 0.534319, acc.: 78.12%] [G loss: 1.165436]\n",
            "25754 [D loss: 0.654877, acc.: 68.75%] [G loss: 0.987534]\n",
            "25755 [D loss: 0.606975, acc.: 60.94%] [G loss: 1.008235]\n",
            "25756 [D loss: 0.606533, acc.: 68.75%] [G loss: 1.138218]\n",
            "25757 [D loss: 0.648296, acc.: 68.75%] [G loss: 1.029948]\n",
            "25758 [D loss: 0.707545, acc.: 59.38%] [G loss: 0.989909]\n",
            "25759 [D loss: 0.621830, acc.: 70.31%] [G loss: 1.129410]\n",
            "25760 [D loss: 0.545968, acc.: 71.88%] [G loss: 1.024735]\n",
            "25761 [D loss: 0.602188, acc.: 62.50%] [G loss: 1.069589]\n",
            "25762 [D loss: 0.660543, acc.: 59.38%] [G loss: 1.032179]\n",
            "25763 [D loss: 0.605861, acc.: 67.19%] [G loss: 0.988646]\n",
            "25764 [D loss: 0.667391, acc.: 56.25%] [G loss: 0.947074]\n",
            "25765 [D loss: 0.757218, acc.: 48.44%] [G loss: 1.085771]\n",
            "25766 [D loss: 0.607070, acc.: 62.50%] [G loss: 1.118448]\n",
            "25767 [D loss: 0.644165, acc.: 60.94%] [G loss: 1.096188]\n",
            "25768 [D loss: 0.566099, acc.: 68.75%] [G loss: 0.937728]\n",
            "25769 [D loss: 0.715289, acc.: 48.44%] [G loss: 0.936832]\n",
            "25770 [D loss: 0.645724, acc.: 60.94%] [G loss: 1.061675]\n",
            "25771 [D loss: 0.619862, acc.: 68.75%] [G loss: 0.983160]\n",
            "25772 [D loss: 0.618325, acc.: 71.88%] [G loss: 1.057678]\n",
            "25773 [D loss: 0.654515, acc.: 64.06%] [G loss: 1.073869]\n",
            "25774 [D loss: 0.611271, acc.: 68.75%] [G loss: 1.129932]\n",
            "25775 [D loss: 0.577808, acc.: 67.19%] [G loss: 1.063038]\n",
            "25776 [D loss: 0.638388, acc.: 64.06%] [G loss: 1.063810]\n",
            "25777 [D loss: 0.587953, acc.: 71.88%] [G loss: 0.974098]\n",
            "25778 [D loss: 0.647906, acc.: 68.75%] [G loss: 1.106929]\n",
            "25779 [D loss: 0.674803, acc.: 56.25%] [G loss: 1.008856]\n",
            "25780 [D loss: 0.648346, acc.: 59.38%] [G loss: 1.045104]\n",
            "25781 [D loss: 0.656963, acc.: 65.62%] [G loss: 1.039603]\n",
            "25782 [D loss: 0.569524, acc.: 73.44%] [G loss: 1.010418]\n",
            "25783 [D loss: 0.623277, acc.: 62.50%] [G loss: 0.985711]\n",
            "25784 [D loss: 0.718094, acc.: 60.94%] [G loss: 0.911368]\n",
            "25785 [D loss: 0.692503, acc.: 53.12%] [G loss: 1.021792]\n",
            "25786 [D loss: 0.589962, acc.: 70.31%] [G loss: 1.024628]\n",
            "25787 [D loss: 0.635622, acc.: 67.19%] [G loss: 0.987305]\n",
            "25788 [D loss: 0.630860, acc.: 59.38%] [G loss: 1.024007]\n",
            "25789 [D loss: 0.639593, acc.: 67.19%] [G loss: 1.036337]\n",
            "25790 [D loss: 0.585530, acc.: 67.19%] [G loss: 1.077595]\n",
            "25791 [D loss: 0.651674, acc.: 62.50%] [G loss: 1.044501]\n",
            "25792 [D loss: 0.633392, acc.: 70.31%] [G loss: 1.026856]\n",
            "25793 [D loss: 0.704316, acc.: 59.38%] [G loss: 0.982629]\n",
            "25794 [D loss: 0.717075, acc.: 54.69%] [G loss: 0.939057]\n",
            "25795 [D loss: 0.667108, acc.: 59.38%] [G loss: 1.041561]\n",
            "25796 [D loss: 0.581900, acc.: 65.62%] [G loss: 1.035998]\n",
            "25797 [D loss: 0.647218, acc.: 65.62%] [G loss: 1.011341]\n",
            "25798 [D loss: 0.741085, acc.: 56.25%] [G loss: 0.864374]\n",
            "25799 [D loss: 0.602500, acc.: 65.62%] [G loss: 0.883634]\n",
            "25800 [D loss: 0.652350, acc.: 62.50%] [G loss: 1.014664]\n",
            "25801 [D loss: 0.632793, acc.: 65.62%] [G loss: 1.075195]\n",
            "25802 [D loss: 0.586108, acc.: 73.44%] [G loss: 1.124671]\n",
            "25803 [D loss: 0.616828, acc.: 68.75%] [G loss: 0.968004]\n",
            "25804 [D loss: 0.595260, acc.: 73.44%] [G loss: 1.011597]\n",
            "25805 [D loss: 0.641939, acc.: 64.06%] [G loss: 0.953879]\n",
            "25806 [D loss: 0.596346, acc.: 62.50%] [G loss: 1.060860]\n",
            "25807 [D loss: 0.665119, acc.: 54.69%] [G loss: 0.929411]\n",
            "25808 [D loss: 0.706011, acc.: 53.12%] [G loss: 0.821779]\n",
            "25809 [D loss: 0.533765, acc.: 76.56%] [G loss: 1.029508]\n",
            "25810 [D loss: 0.568349, acc.: 70.31%] [G loss: 0.951028]\n",
            "25811 [D loss: 0.700140, acc.: 57.81%] [G loss: 1.015407]\n",
            "25812 [D loss: 0.708208, acc.: 57.81%] [G loss: 1.069312]\n",
            "25813 [D loss: 0.658769, acc.: 59.38%] [G loss: 1.038636]\n",
            "25814 [D loss: 0.596180, acc.: 65.62%] [G loss: 1.023317]\n",
            "25815 [D loss: 0.599958, acc.: 68.75%] [G loss: 0.986621]\n",
            "25816 [D loss: 0.625480, acc.: 65.62%] [G loss: 0.953155]\n",
            "25817 [D loss: 0.663179, acc.: 57.81%] [G loss: 0.991997]\n",
            "25818 [D loss: 0.618090, acc.: 64.06%] [G loss: 0.935939]\n",
            "25819 [D loss: 0.602573, acc.: 68.75%] [G loss: 0.868381]\n",
            "25820 [D loss: 0.569152, acc.: 64.06%] [G loss: 1.033870]\n",
            "25821 [D loss: 0.627493, acc.: 62.50%] [G loss: 1.069121]\n",
            "25822 [D loss: 0.643936, acc.: 54.69%] [G loss: 0.906441]\n",
            "25823 [D loss: 0.676391, acc.: 59.38%] [G loss: 0.870877]\n",
            "25824 [D loss: 0.700191, acc.: 53.12%] [G loss: 0.891268]\n",
            "25825 [D loss: 0.604420, acc.: 67.19%] [G loss: 0.954595]\n",
            "25826 [D loss: 0.628114, acc.: 62.50%] [G loss: 1.001928]\n",
            "25827 [D loss: 0.578089, acc.: 73.44%] [G loss: 1.103436]\n",
            "25828 [D loss: 0.605246, acc.: 73.44%] [G loss: 1.085191]\n",
            "25829 [D loss: 0.608884, acc.: 68.75%] [G loss: 1.021889]\n",
            "25830 [D loss: 0.612676, acc.: 62.50%] [G loss: 1.011804]\n",
            "25831 [D loss: 0.624383, acc.: 57.81%] [G loss: 1.133510]\n",
            "25832 [D loss: 0.640916, acc.: 62.50%] [G loss: 1.096047]\n",
            "25833 [D loss: 0.657923, acc.: 62.50%] [G loss: 1.076596]\n",
            "25834 [D loss: 0.632206, acc.: 67.19%] [G loss: 0.994446]\n",
            "25835 [D loss: 0.649029, acc.: 62.50%] [G loss: 0.968939]\n",
            "25836 [D loss: 0.598172, acc.: 65.62%] [G loss: 1.085315]\n",
            "25837 [D loss: 0.614841, acc.: 67.19%] [G loss: 0.987266]\n",
            "25838 [D loss: 0.705445, acc.: 56.25%] [G loss: 1.012607]\n",
            "25839 [D loss: 0.644966, acc.: 65.62%] [G loss: 1.051256]\n",
            "25840 [D loss: 0.535774, acc.: 75.00%] [G loss: 1.172430]\n",
            "25841 [D loss: 0.608123, acc.: 64.06%] [G loss: 1.056430]\n",
            "25842 [D loss: 0.591024, acc.: 68.75%] [G loss: 1.083730]\n",
            "25843 [D loss: 0.609035, acc.: 68.75%] [G loss: 1.031986]\n",
            "25844 [D loss: 0.637736, acc.: 60.94%] [G loss: 0.969645]\n",
            "25845 [D loss: 0.538791, acc.: 78.12%] [G loss: 1.052962]\n",
            "25846 [D loss: 0.684777, acc.: 62.50%] [G loss: 0.925824]\n",
            "25847 [D loss: 0.647036, acc.: 57.81%] [G loss: 1.136449]\n",
            "25848 [D loss: 0.599595, acc.: 67.19%] [G loss: 0.914632]\n",
            "25849 [D loss: 0.614055, acc.: 70.31%] [G loss: 0.986177]\n",
            "25850 [D loss: 0.615061, acc.: 70.31%] [G loss: 1.069733]\n",
            "25851 [D loss: 0.667424, acc.: 57.81%] [G loss: 0.927006]\n",
            "25852 [D loss: 0.581975, acc.: 70.31%] [G loss: 0.981243]\n",
            "25853 [D loss: 0.581414, acc.: 70.31%] [G loss: 0.978807]\n",
            "25854 [D loss: 0.618913, acc.: 62.50%] [G loss: 0.936914]\n",
            "25855 [D loss: 0.669762, acc.: 57.81%] [G loss: 1.166441]\n",
            "25856 [D loss: 0.606052, acc.: 65.62%] [G loss: 1.016903]\n",
            "25857 [D loss: 0.626743, acc.: 59.38%] [G loss: 1.269778]\n",
            "25858 [D loss: 0.523265, acc.: 75.00%] [G loss: 1.163018]\n",
            "25859 [D loss: 0.643728, acc.: 59.38%] [G loss: 1.120650]\n",
            "25860 [D loss: 0.590031, acc.: 64.06%] [G loss: 0.924196]\n",
            "25861 [D loss: 0.643961, acc.: 64.06%] [G loss: 0.955093]\n",
            "25862 [D loss: 0.622602, acc.: 65.62%] [G loss: 1.017904]\n",
            "25863 [D loss: 0.640078, acc.: 64.06%] [G loss: 1.015860]\n",
            "25864 [D loss: 0.605549, acc.: 59.38%] [G loss: 0.911922]\n",
            "25865 [D loss: 0.677464, acc.: 59.38%] [G loss: 0.977272]\n",
            "25866 [D loss: 0.644102, acc.: 59.38%] [G loss: 0.966163]\n",
            "25867 [D loss: 0.685209, acc.: 59.38%] [G loss: 1.006553]\n",
            "25868 [D loss: 0.627428, acc.: 54.69%] [G loss: 0.995878]\n",
            "25869 [D loss: 0.650961, acc.: 60.94%] [G loss: 1.070530]\n",
            "25870 [D loss: 0.676605, acc.: 59.38%] [G loss: 1.106625]\n",
            "25871 [D loss: 0.593390, acc.: 62.50%] [G loss: 1.040437]\n",
            "25872 [D loss: 0.690830, acc.: 57.81%] [G loss: 1.110018]\n",
            "25873 [D loss: 0.641123, acc.: 62.50%] [G loss: 0.993954]\n",
            "25874 [D loss: 0.619368, acc.: 67.19%] [G loss: 1.103388]\n",
            "25875 [D loss: 0.615249, acc.: 68.75%] [G loss: 0.995881]\n",
            "25876 [D loss: 0.667650, acc.: 60.94%] [G loss: 1.027867]\n",
            "25877 [D loss: 0.598343, acc.: 65.62%] [G loss: 1.042304]\n",
            "25878 [D loss: 0.623106, acc.: 59.38%] [G loss: 1.020924]\n",
            "25879 [D loss: 0.755839, acc.: 45.31%] [G loss: 0.961723]\n",
            "25880 [D loss: 0.599826, acc.: 67.19%] [G loss: 0.922370]\n",
            "25881 [D loss: 0.616487, acc.: 64.06%] [G loss: 1.070945]\n",
            "25882 [D loss: 0.624516, acc.: 68.75%] [G loss: 0.958050]\n",
            "25883 [D loss: 0.637416, acc.: 67.19%] [G loss: 0.983203]\n",
            "25884 [D loss: 0.565018, acc.: 78.12%] [G loss: 1.031270]\n",
            "25885 [D loss: 0.553283, acc.: 75.00%] [G loss: 1.032017]\n",
            "25886 [D loss: 0.537029, acc.: 75.00%] [G loss: 1.285918]\n",
            "25887 [D loss: 0.648019, acc.: 54.69%] [G loss: 1.064438]\n",
            "25888 [D loss: 0.678119, acc.: 57.81%] [G loss: 0.995333]\n",
            "25889 [D loss: 0.666844, acc.: 59.38%] [G loss: 1.058626]\n",
            "25890 [D loss: 0.627975, acc.: 64.06%] [G loss: 1.056152]\n",
            "25891 [D loss: 0.610673, acc.: 70.31%] [G loss: 1.198656]\n",
            "25892 [D loss: 0.709756, acc.: 56.25%] [G loss: 1.006577]\n",
            "25893 [D loss: 0.630339, acc.: 64.06%] [G loss: 1.070207]\n",
            "25894 [D loss: 0.597276, acc.: 68.75%] [G loss: 1.160998]\n",
            "25895 [D loss: 0.580977, acc.: 67.19%] [G loss: 1.057421]\n",
            "25896 [D loss: 0.593530, acc.: 65.62%] [G loss: 1.032105]\n",
            "25897 [D loss: 0.718293, acc.: 46.88%] [G loss: 1.004881]\n",
            "25898 [D loss: 0.575835, acc.: 70.31%] [G loss: 0.997090]\n",
            "25899 [D loss: 0.517466, acc.: 76.56%] [G loss: 1.125062]\n",
            "25900 [D loss: 0.565925, acc.: 67.19%] [G loss: 0.896505]\n",
            "25901 [D loss: 0.559058, acc.: 67.19%] [G loss: 1.083938]\n",
            "25902 [D loss: 0.607953, acc.: 62.50%] [G loss: 1.106232]\n",
            "25903 [D loss: 0.676789, acc.: 59.38%] [G loss: 1.075016]\n",
            "25904 [D loss: 0.596884, acc.: 65.62%] [G loss: 0.983482]\n",
            "25905 [D loss: 0.658645, acc.: 54.69%] [G loss: 1.079566]\n",
            "25906 [D loss: 0.589740, acc.: 64.06%] [G loss: 1.003455]\n",
            "25907 [D loss: 0.598904, acc.: 68.75%] [G loss: 1.077076]\n",
            "25908 [D loss: 0.672715, acc.: 60.94%] [G loss: 1.054731]\n",
            "25909 [D loss: 0.637358, acc.: 64.06%] [G loss: 0.958237]\n",
            "25910 [D loss: 0.629424, acc.: 62.50%] [G loss: 0.935986]\n",
            "25911 [D loss: 0.686596, acc.: 56.25%] [G loss: 0.974169]\n",
            "25912 [D loss: 0.622007, acc.: 68.75%] [G loss: 0.989976]\n",
            "25913 [D loss: 0.612268, acc.: 67.19%] [G loss: 1.047818]\n",
            "25914 [D loss: 0.680928, acc.: 60.94%] [G loss: 1.104910]\n",
            "25915 [D loss: 0.671031, acc.: 64.06%] [G loss: 1.114154]\n",
            "25916 [D loss: 0.598809, acc.: 67.19%] [G loss: 1.023610]\n",
            "25917 [D loss: 0.669364, acc.: 54.69%] [G loss: 0.995917]\n",
            "25918 [D loss: 0.620109, acc.: 64.06%] [G loss: 1.152603]\n",
            "25919 [D loss: 0.527448, acc.: 75.00%] [G loss: 1.077373]\n",
            "25920 [D loss: 0.669500, acc.: 57.81%] [G loss: 1.065152]\n",
            "25921 [D loss: 0.583892, acc.: 70.31%] [G loss: 1.057698]\n",
            "25922 [D loss: 0.675457, acc.: 67.19%] [G loss: 1.033190]\n",
            "25923 [D loss: 0.596104, acc.: 67.19%] [G loss: 1.101751]\n",
            "25924 [D loss: 0.658329, acc.: 59.38%] [G loss: 1.101767]\n",
            "25925 [D loss: 0.600826, acc.: 67.19%] [G loss: 0.967473]\n",
            "25926 [D loss: 0.669807, acc.: 62.50%] [G loss: 0.969773]\n",
            "25927 [D loss: 0.668815, acc.: 60.94%] [G loss: 0.989788]\n",
            "25928 [D loss: 0.571332, acc.: 67.19%] [G loss: 1.053150]\n",
            "25929 [D loss: 0.635273, acc.: 60.94%] [G loss: 1.059377]\n",
            "25930 [D loss: 0.747527, acc.: 54.69%] [G loss: 0.952585]\n",
            "25931 [D loss: 0.644822, acc.: 62.50%] [G loss: 1.019824]\n",
            "25932 [D loss: 0.689552, acc.: 59.38%] [G loss: 0.927730]\n",
            "25933 [D loss: 0.614034, acc.: 65.62%] [G loss: 1.075615]\n",
            "25934 [D loss: 0.669495, acc.: 65.62%] [G loss: 0.995958]\n",
            "25935 [D loss: 0.602463, acc.: 71.88%] [G loss: 1.021074]\n",
            "25936 [D loss: 0.662091, acc.: 54.69%] [G loss: 1.099252]\n",
            "25937 [D loss: 0.621969, acc.: 59.38%] [G loss: 1.025794]\n",
            "25938 [D loss: 0.619541, acc.: 62.50%] [G loss: 1.024673]\n",
            "25939 [D loss: 0.653735, acc.: 64.06%] [G loss: 1.049948]\n",
            "25940 [D loss: 0.590091, acc.: 68.75%] [G loss: 1.065403]\n",
            "25941 [D loss: 0.604558, acc.: 65.62%] [G loss: 0.999215]\n",
            "25942 [D loss: 0.566200, acc.: 73.44%] [G loss: 0.997225]\n",
            "25943 [D loss: 0.613114, acc.: 64.06%] [G loss: 1.122921]\n",
            "25944 [D loss: 0.672462, acc.: 57.81%] [G loss: 1.035543]\n",
            "25945 [D loss: 0.642773, acc.: 62.50%] [G loss: 1.058799]\n",
            "25946 [D loss: 0.729385, acc.: 54.69%] [G loss: 0.847687]\n",
            "25947 [D loss: 0.625146, acc.: 68.75%] [G loss: 0.998159]\n",
            "25948 [D loss: 0.628218, acc.: 68.75%] [G loss: 0.961277]\n",
            "25949 [D loss: 0.648771, acc.: 65.62%] [G loss: 1.059527]\n",
            "25950 [D loss: 0.638549, acc.: 65.62%] [G loss: 0.933907]\n",
            "25951 [D loss: 0.585478, acc.: 68.75%] [G loss: 0.994875]\n",
            "25952 [D loss: 0.651697, acc.: 57.81%] [G loss: 1.116876]\n",
            "25953 [D loss: 0.590960, acc.: 75.00%] [G loss: 0.958609]\n",
            "25954 [D loss: 0.666222, acc.: 59.38%] [G loss: 1.111843]\n",
            "25955 [D loss: 0.694601, acc.: 56.25%] [G loss: 1.077228]\n",
            "25956 [D loss: 0.556160, acc.: 73.44%] [G loss: 0.988176]\n",
            "25957 [D loss: 0.684848, acc.: 64.06%] [G loss: 0.984812]\n",
            "25958 [D loss: 0.716792, acc.: 53.12%] [G loss: 0.979189]\n",
            "25959 [D loss: 0.668689, acc.: 60.94%] [G loss: 0.981551]\n",
            "25960 [D loss: 0.600080, acc.: 71.88%] [G loss: 1.054743]\n",
            "25961 [D loss: 0.681922, acc.: 56.25%] [G loss: 1.029085]\n",
            "25962 [D loss: 0.638219, acc.: 67.19%] [G loss: 1.068808]\n",
            "25963 [D loss: 0.626031, acc.: 64.06%] [G loss: 1.032616]\n",
            "25964 [D loss: 0.594542, acc.: 70.31%] [G loss: 0.894859]\n",
            "25965 [D loss: 0.621849, acc.: 70.31%] [G loss: 1.007761]\n",
            "25966 [D loss: 0.579610, acc.: 68.75%] [G loss: 0.980000]\n",
            "25967 [D loss: 0.638986, acc.: 62.50%] [G loss: 1.056395]\n",
            "25968 [D loss: 0.672718, acc.: 54.69%] [G loss: 0.981256]\n",
            "25969 [D loss: 0.628084, acc.: 64.06%] [G loss: 1.140208]\n",
            "25970 [D loss: 0.653037, acc.: 59.38%] [G loss: 1.017236]\n",
            "25971 [D loss: 0.674267, acc.: 59.38%] [G loss: 0.918683]\n",
            "25972 [D loss: 0.588049, acc.: 68.75%] [G loss: 1.032522]\n",
            "25973 [D loss: 0.480475, acc.: 84.38%] [G loss: 0.998291]\n",
            "25974 [D loss: 0.684877, acc.: 56.25%] [G loss: 0.962751]\n",
            "25975 [D loss: 0.619308, acc.: 62.50%] [G loss: 0.924192]\n",
            "25976 [D loss: 0.602829, acc.: 65.62%] [G loss: 1.071091]\n",
            "25977 [D loss: 0.689981, acc.: 59.38%] [G loss: 1.045144]\n",
            "25978 [D loss: 0.623984, acc.: 70.31%] [G loss: 1.023352]\n",
            "25979 [D loss: 0.565120, acc.: 70.31%] [G loss: 1.313544]\n",
            "25980 [D loss: 0.631864, acc.: 62.50%] [G loss: 1.093337]\n",
            "25981 [D loss: 0.632261, acc.: 62.50%] [G loss: 0.964769]\n",
            "25982 [D loss: 0.681561, acc.: 57.81%] [G loss: 0.926428]\n",
            "25983 [D loss: 0.712037, acc.: 57.81%] [G loss: 1.063315]\n",
            "25984 [D loss: 0.607726, acc.: 70.31%] [G loss: 1.001665]\n",
            "25985 [D loss: 0.624509, acc.: 64.06%] [G loss: 0.955583]\n",
            "25986 [D loss: 0.636185, acc.: 64.06%] [G loss: 1.087722]\n",
            "25987 [D loss: 0.630553, acc.: 62.50%] [G loss: 1.098231]\n",
            "25988 [D loss: 0.640196, acc.: 67.19%] [G loss: 0.980422]\n",
            "25989 [D loss: 0.572814, acc.: 73.44%] [G loss: 0.948743]\n",
            "25990 [D loss: 0.608737, acc.: 67.19%] [G loss: 0.936422]\n",
            "25991 [D loss: 0.571098, acc.: 68.75%] [G loss: 0.956424]\n",
            "25992 [D loss: 0.569652, acc.: 73.44%] [G loss: 0.914788]\n",
            "25993 [D loss: 0.678230, acc.: 60.94%] [G loss: 0.859433]\n",
            "25994 [D loss: 0.571448, acc.: 76.56%] [G loss: 0.918476]\n",
            "25995 [D loss: 0.730120, acc.: 51.56%] [G loss: 0.992363]\n",
            "25996 [D loss: 0.625541, acc.: 62.50%] [G loss: 1.006672]\n",
            "25997 [D loss: 0.648919, acc.: 62.50%] [G loss: 0.892483]\n",
            "25998 [D loss: 0.621990, acc.: 67.19%] [G loss: 0.996227]\n",
            "25999 [D loss: 0.633906, acc.: 65.62%] [G loss: 1.110082]\n",
            "26000 [D loss: 0.641350, acc.: 67.19%] [G loss: 1.088545]\n",
            "26001 [D loss: 0.650713, acc.: 65.62%] [G loss: 1.070868]\n",
            "26002 [D loss: 0.626865, acc.: 67.19%] [G loss: 1.052340]\n",
            "26003 [D loss: 0.670439, acc.: 60.94%] [G loss: 0.925220]\n",
            "26004 [D loss: 0.656428, acc.: 57.81%] [G loss: 1.056429]\n",
            "26005 [D loss: 0.606283, acc.: 65.62%] [G loss: 0.948388]\n",
            "26006 [D loss: 0.743582, acc.: 51.56%] [G loss: 1.057993]\n",
            "26007 [D loss: 0.535436, acc.: 78.12%] [G loss: 0.934581]\n",
            "26008 [D loss: 0.680949, acc.: 56.25%] [G loss: 1.054945]\n",
            "26009 [D loss: 0.669656, acc.: 54.69%] [G loss: 0.991064]\n",
            "26010 [D loss: 0.649875, acc.: 59.38%] [G loss: 1.005038]\n",
            "26011 [D loss: 0.550542, acc.: 81.25%] [G loss: 0.983813]\n",
            "26012 [D loss: 0.666212, acc.: 60.94%] [G loss: 0.931257]\n",
            "26013 [D loss: 0.622896, acc.: 67.19%] [G loss: 1.079427]\n",
            "26014 [D loss: 0.613099, acc.: 67.19%] [G loss: 1.008829]\n",
            "26015 [D loss: 0.480911, acc.: 79.69%] [G loss: 0.977524]\n",
            "26016 [D loss: 0.579431, acc.: 65.62%] [G loss: 0.979925]\n",
            "26017 [D loss: 0.602839, acc.: 62.50%] [G loss: 1.009583]\n",
            "26018 [D loss: 0.626259, acc.: 60.94%] [G loss: 0.964924]\n",
            "26019 [D loss: 0.592605, acc.: 71.88%] [G loss: 0.907486]\n",
            "26020 [D loss: 0.614250, acc.: 67.19%] [G loss: 1.056631]\n",
            "26021 [D loss: 0.655384, acc.: 59.38%] [G loss: 0.936049]\n",
            "26022 [D loss: 0.673254, acc.: 48.44%] [G loss: 1.112517]\n",
            "26023 [D loss: 0.541183, acc.: 76.56%] [G loss: 1.039230]\n",
            "26024 [D loss: 0.645922, acc.: 65.62%] [G loss: 1.017192]\n",
            "26025 [D loss: 0.630847, acc.: 62.50%] [G loss: 1.111429]\n",
            "26026 [D loss: 0.587666, acc.: 65.62%] [G loss: 0.970101]\n",
            "26027 [D loss: 0.657949, acc.: 60.94%] [G loss: 1.019260]\n",
            "26028 [D loss: 0.621076, acc.: 64.06%] [G loss: 0.932317]\n",
            "26029 [D loss: 0.674814, acc.: 59.38%] [G loss: 1.090845]\n",
            "26030 [D loss: 0.570033, acc.: 73.44%] [G loss: 0.973284]\n",
            "26031 [D loss: 0.632000, acc.: 67.19%] [G loss: 0.823463]\n",
            "26032 [D loss: 0.517073, acc.: 78.12%] [G loss: 0.857611]\n",
            "26033 [D loss: 0.727814, acc.: 53.12%] [G loss: 1.116247]\n",
            "26034 [D loss: 0.641793, acc.: 60.94%] [G loss: 0.985931]\n",
            "26035 [D loss: 0.708805, acc.: 57.81%] [G loss: 1.028071]\n",
            "26036 [D loss: 0.614996, acc.: 59.38%] [G loss: 0.973941]\n",
            "26037 [D loss: 0.660649, acc.: 62.50%] [G loss: 0.978806]\n",
            "26038 [D loss: 0.713477, acc.: 45.31%] [G loss: 0.977723]\n",
            "26039 [D loss: 0.635790, acc.: 64.06%] [G loss: 1.120898]\n",
            "26040 [D loss: 0.692988, acc.: 54.69%] [G loss: 1.184709]\n",
            "26041 [D loss: 0.616419, acc.: 67.19%] [G loss: 1.047806]\n",
            "26042 [D loss: 0.622519, acc.: 67.19%] [G loss: 0.986329]\n",
            "26043 [D loss: 0.710160, acc.: 53.12%] [G loss: 0.933087]\n",
            "26044 [D loss: 0.643394, acc.: 60.94%] [G loss: 1.027507]\n",
            "26045 [D loss: 0.618880, acc.: 62.50%] [G loss: 1.007986]\n",
            "26046 [D loss: 0.552561, acc.: 76.56%] [G loss: 1.017796]\n",
            "26047 [D loss: 0.552745, acc.: 78.12%] [G loss: 0.947235]\n",
            "26048 [D loss: 0.617664, acc.: 62.50%] [G loss: 0.996107]\n",
            "26049 [D loss: 0.629015, acc.: 59.38%] [G loss: 0.918000]\n",
            "26050 [D loss: 0.654149, acc.: 56.25%] [G loss: 1.100422]\n",
            "26051 [D loss: 0.720379, acc.: 54.69%] [G loss: 1.062220]\n",
            "26052 [D loss: 0.670168, acc.: 59.38%] [G loss: 0.916527]\n",
            "26053 [D loss: 0.598472, acc.: 68.75%] [G loss: 0.960771]\n",
            "26054 [D loss: 0.689401, acc.: 56.25%] [G loss: 1.036279]\n",
            "26055 [D loss: 0.555435, acc.: 78.12%] [G loss: 1.015188]\n",
            "26056 [D loss: 0.648750, acc.: 60.94%] [G loss: 0.892819]\n",
            "26057 [D loss: 0.681341, acc.: 57.81%] [G loss: 0.916874]\n",
            "26058 [D loss: 0.644166, acc.: 59.38%] [G loss: 1.040972]\n",
            "26059 [D loss: 0.629011, acc.: 71.88%] [G loss: 1.153567]\n",
            "26060 [D loss: 0.620485, acc.: 64.06%] [G loss: 1.078538]\n",
            "26061 [D loss: 0.771360, acc.: 51.56%] [G loss: 1.038293]\n",
            "26062 [D loss: 0.641965, acc.: 57.81%] [G loss: 0.965712]\n",
            "26063 [D loss: 0.634834, acc.: 65.62%] [G loss: 1.025680]\n",
            "26064 [D loss: 0.612147, acc.: 68.75%] [G loss: 0.937814]\n",
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            "26066 [D loss: 0.728168, acc.: 53.12%] [G loss: 0.990713]\n",
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            "26068 [D loss: 0.610292, acc.: 65.62%] [G loss: 1.049326]\n",
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            "26071 [D loss: 0.562294, acc.: 68.75%] [G loss: 1.074691]\n",
            "26072 [D loss: 0.585394, acc.: 70.31%] [G loss: 1.025974]\n",
            "26073 [D loss: 0.753317, acc.: 50.00%] [G loss: 0.960368]\n",
            "26074 [D loss: 0.637754, acc.: 64.06%] [G loss: 0.957375]\n",
            "26075 [D loss: 0.736764, acc.: 57.81%] [G loss: 1.129050]\n",
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            "26078 [D loss: 0.639404, acc.: 62.50%] [G loss: 1.004558]\n",
            "26079 [D loss: 0.584807, acc.: 75.00%] [G loss: 1.095439]\n",
            "26080 [D loss: 0.641163, acc.: 57.81%] [G loss: 1.024801]\n",
            "26081 [D loss: 0.708597, acc.: 53.12%] [G loss: 1.061671]\n",
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            "26085 [D loss: 0.597375, acc.: 71.88%] [G loss: 1.015904]\n",
            "26086 [D loss: 0.617617, acc.: 65.62%] [G loss: 1.104627]\n",
            "26087 [D loss: 0.653398, acc.: 59.38%] [G loss: 0.892320]\n",
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            "26089 [D loss: 0.704727, acc.: 51.56%] [G loss: 1.004651]\n",
            "26090 [D loss: 0.622828, acc.: 59.38%] [G loss: 0.955646]\n",
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            "26093 [D loss: 0.655652, acc.: 67.19%] [G loss: 0.933251]\n",
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            "26095 [D loss: 0.591601, acc.: 67.19%] [G loss: 0.994380]\n",
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            "26098 [D loss: 0.679729, acc.: 59.38%] [G loss: 0.991987]\n",
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            "26150 [D loss: 0.551680, acc.: 76.56%] [G loss: 1.044932]\n",
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            "26158 [D loss: 0.603670, acc.: 73.44%] [G loss: 1.017182]\n",
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            "26160 [D loss: 0.650049, acc.: 65.62%] [G loss: 0.880063]\n",
            "26161 [D loss: 0.611403, acc.: 67.19%] [G loss: 0.917202]\n",
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            "26165 [D loss: 0.589958, acc.: 75.00%] [G loss: 0.946656]\n",
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            "26168 [D loss: 0.606130, acc.: 62.50%] [G loss: 1.041251]\n",
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            "26170 [D loss: 0.581523, acc.: 68.75%] [G loss: 0.987258]\n",
            "26171 [D loss: 0.627594, acc.: 64.06%] [G loss: 1.096786]\n",
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            "26173 [D loss: 0.557144, acc.: 73.44%] [G loss: 1.073307]\n",
            "26174 [D loss: 0.636257, acc.: 65.62%] [G loss: 1.094119]\n",
            "26175 [D loss: 0.649010, acc.: 59.38%] [G loss: 1.124958]\n",
            "26176 [D loss: 0.652819, acc.: 60.94%] [G loss: 0.992699]\n",
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            "26178 [D loss: 0.637318, acc.: 62.50%] [G loss: 0.866527]\n",
            "26179 [D loss: 0.641675, acc.: 64.06%] [G loss: 1.060109]\n",
            "26180 [D loss: 0.592066, acc.: 64.06%] [G loss: 0.958805]\n",
            "26181 [D loss: 0.656706, acc.: 65.62%] [G loss: 0.910698]\n",
            "26182 [D loss: 0.599766, acc.: 64.06%] [G loss: 1.059802]\n",
            "26183 [D loss: 0.639120, acc.: 54.69%] [G loss: 1.225807]\n",
            "26184 [D loss: 0.594923, acc.: 73.44%] [G loss: 1.134421]\n",
            "26185 [D loss: 0.639720, acc.: 62.50%] [G loss: 1.182444]\n",
            "26186 [D loss: 0.637359, acc.: 56.25%] [G loss: 1.138329]\n",
            "26187 [D loss: 0.681470, acc.: 54.69%] [G loss: 1.220194]\n",
            "26188 [D loss: 0.705137, acc.: 56.25%] [G loss: 1.095212]\n",
            "26189 [D loss: 0.610152, acc.: 64.06%] [G loss: 1.075850]\n",
            "26190 [D loss: 0.573853, acc.: 70.31%] [G loss: 0.990075]\n",
            "26191 [D loss: 0.635159, acc.: 67.19%] [G loss: 0.917632]\n",
            "26192 [D loss: 0.643145, acc.: 57.81%] [G loss: 1.011770]\n",
            "26193 [D loss: 0.564549, acc.: 75.00%] [G loss: 0.918114]\n",
            "26194 [D loss: 0.589338, acc.: 71.88%] [G loss: 0.997941]\n",
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            "26196 [D loss: 0.699455, acc.: 57.81%] [G loss: 1.002593]\n",
            "26197 [D loss: 0.606853, acc.: 64.06%] [G loss: 1.144634]\n",
            "26198 [D loss: 0.628664, acc.: 71.88%] [G loss: 1.009859]\n",
            "26199 [D loss: 0.626559, acc.: 64.06%] [G loss: 1.108731]\n",
            "26200 [D loss: 0.786303, acc.: 56.25%] [G loss: 1.037518]\n",
            "26201 [D loss: 0.676965, acc.: 54.69%] [G loss: 0.836337]\n",
            "26202 [D loss: 0.566365, acc.: 71.88%] [G loss: 0.945383]\n",
            "26203 [D loss: 0.590691, acc.: 67.19%] [G loss: 0.959216]\n",
            "26204 [D loss: 0.749632, acc.: 51.56%] [G loss: 1.085389]\n",
            "26205 [D loss: 0.664201, acc.: 51.56%] [G loss: 0.962145]\n",
            "26206 [D loss: 0.691935, acc.: 64.06%] [G loss: 0.956435]\n",
            "26207 [D loss: 0.610562, acc.: 67.19%] [G loss: 1.110107]\n",
            "26208 [D loss: 0.666974, acc.: 62.50%] [G loss: 0.896347]\n",
            "26209 [D loss: 0.609606, acc.: 59.38%] [G loss: 1.031187]\n",
            "26210 [D loss: 0.623000, acc.: 57.81%] [G loss: 1.125573]\n",
            "26211 [D loss: 0.618661, acc.: 68.75%] [G loss: 1.123886]\n",
            "26212 [D loss: 0.620610, acc.: 68.75%] [G loss: 0.940580]\n",
            "26213 [D loss: 0.551412, acc.: 76.56%] [G loss: 1.075665]\n",
            "26214 [D loss: 0.628548, acc.: 59.38%] [G loss: 1.040051]\n",
            "26215 [D loss: 0.647875, acc.: 60.94%] [G loss: 1.084342]\n",
            "26216 [D loss: 0.662877, acc.: 62.50%] [G loss: 1.019379]\n",
            "26217 [D loss: 0.624385, acc.: 67.19%] [G loss: 1.117244]\n",
            "26218 [D loss: 0.614158, acc.: 60.94%] [G loss: 0.999053]\n",
            "26219 [D loss: 0.622891, acc.: 59.38%] [G loss: 1.001507]\n",
            "26220 [D loss: 0.619433, acc.: 60.94%] [G loss: 0.907242]\n",
            "26221 [D loss: 0.664112, acc.: 64.06%] [G loss: 0.955595]\n",
            "26222 [D loss: 0.628426, acc.: 68.75%] [G loss: 0.974000]\n",
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            "26224 [D loss: 0.626945, acc.: 68.75%] [G loss: 0.950887]\n",
            "26225 [D loss: 0.617550, acc.: 67.19%] [G loss: 1.093723]\n",
            "26226 [D loss: 0.545767, acc.: 76.56%] [G loss: 1.003107]\n",
            "26227 [D loss: 0.674994, acc.: 60.94%] [G loss: 0.896239]\n",
            "26228 [D loss: 0.663199, acc.: 60.94%] [G loss: 1.089889]\n",
            "26229 [D loss: 0.674754, acc.: 62.50%] [G loss: 1.163036]\n",
            "26230 [D loss: 0.619150, acc.: 70.31%] [G loss: 0.931569]\n",
            "26231 [D loss: 0.601516, acc.: 68.75%] [G loss: 1.052983]\n",
            "26232 [D loss: 0.637509, acc.: 64.06%] [G loss: 0.991696]\n",
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            "26235 [D loss: 0.606570, acc.: 64.06%] [G loss: 1.073967]\n",
            "26236 [D loss: 0.655131, acc.: 68.75%] [G loss: 1.014330]\n",
            "26237 [D loss: 0.571955, acc.: 73.44%] [G loss: 0.982547]\n",
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            "26243 [D loss: 0.623886, acc.: 59.38%] [G loss: 1.069158]\n",
            "26244 [D loss: 0.666415, acc.: 62.50%] [G loss: 1.167201]\n",
            "26245 [D loss: 0.681242, acc.: 51.56%] [G loss: 1.114056]\n",
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            "26248 [D loss: 0.641189, acc.: 67.19%] [G loss: 1.059673]\n",
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            "26250 [D loss: 0.583019, acc.: 68.75%] [G loss: 1.000868]\n",
            "26251 [D loss: 0.654081, acc.: 54.69%] [G loss: 1.032022]\n",
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            "26258 [D loss: 0.602415, acc.: 67.19%] [G loss: 0.943741]\n",
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            "26265 [D loss: 0.531448, acc.: 75.00%] [G loss: 0.973433]\n",
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            "26269 [D loss: 0.703173, acc.: 54.69%] [G loss: 0.856483]\n",
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            "26273 [D loss: 0.717775, acc.: 48.44%] [G loss: 0.936251]\n",
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            "26335 [D loss: 0.655337, acc.: 67.19%] [G loss: 0.897192]\n",
            "26336 [D loss: 0.539062, acc.: 71.88%] [G loss: 1.026428]\n",
            "26337 [D loss: 0.710681, acc.: 59.38%] [G loss: 0.982189]\n",
            "26338 [D loss: 0.629842, acc.: 57.81%] [G loss: 0.943309]\n",
            "26339 [D loss: 0.601119, acc.: 70.31%] [G loss: 1.112899]\n",
            "26340 [D loss: 0.609527, acc.: 67.19%] [G loss: 1.061585]\n",
            "26341 [D loss: 0.662236, acc.: 64.06%] [G loss: 1.053790]\n",
            "26342 [D loss: 0.679826, acc.: 56.25%] [G loss: 1.046961]\n",
            "26343 [D loss: 0.613293, acc.: 68.75%] [G loss: 0.997474]\n",
            "26344 [D loss: 0.651835, acc.: 62.50%] [G loss: 1.157280]\n",
            "26345 [D loss: 0.666437, acc.: 59.38%] [G loss: 0.874851]\n",
            "26346 [D loss: 0.618070, acc.: 64.06%] [G loss: 0.946940]\n",
            "26347 [D loss: 0.645330, acc.: 56.25%] [G loss: 0.913608]\n",
            "26348 [D loss: 0.640076, acc.: 51.56%] [G loss: 0.948878]\n",
            "26349 [D loss: 0.620656, acc.: 70.31%] [G loss: 0.985714]\n",
            "26350 [D loss: 0.640712, acc.: 68.75%] [G loss: 0.996969]\n",
            "26351 [D loss: 0.616646, acc.: 73.44%] [G loss: 1.067672]\n",
            "26352 [D loss: 0.649221, acc.: 64.06%] [G loss: 1.059825]\n",
            "26353 [D loss: 0.597355, acc.: 71.88%] [G loss: 1.042410]\n",
            "26354 [D loss: 0.646227, acc.: 59.38%] [G loss: 0.978714]\n",
            "26355 [D loss: 0.613978, acc.: 64.06%] [G loss: 0.902388]\n",
            "26356 [D loss: 0.562473, acc.: 71.88%] [G loss: 1.073784]\n",
            "26357 [D loss: 0.673952, acc.: 56.25%] [G loss: 1.073386]\n",
            "26358 [D loss: 0.731806, acc.: 51.56%] [G loss: 0.956130]\n",
            "26359 [D loss: 0.636135, acc.: 56.25%] [G loss: 1.061630]\n",
            "26360 [D loss: 0.682708, acc.: 57.81%] [G loss: 0.932624]\n",
            "26361 [D loss: 0.667620, acc.: 60.94%] [G loss: 1.129558]\n",
            "26362 [D loss: 0.709445, acc.: 51.56%] [G loss: 0.886590]\n",
            "26363 [D loss: 0.699109, acc.: 54.69%] [G loss: 0.920289]\n",
            "26364 [D loss: 0.611006, acc.: 65.62%] [G loss: 0.948207]\n",
            "26365 [D loss: 0.588887, acc.: 68.75%] [G loss: 0.989366]\n",
            "26366 [D loss: 0.605491, acc.: 68.75%] [G loss: 1.007326]\n",
            "26367 [D loss: 0.600401, acc.: 70.31%] [G loss: 0.980838]\n",
            "26368 [D loss: 0.641923, acc.: 64.06%] [G loss: 1.008209]\n",
            "26369 [D loss: 0.591578, acc.: 71.88%] [G loss: 0.972546]\n",
            "26370 [D loss: 0.618822, acc.: 68.75%] [G loss: 1.013124]\n",
            "26371 [D loss: 0.641469, acc.: 64.06%] [G loss: 1.083308]\n",
            "26372 [D loss: 0.561742, acc.: 67.19%] [G loss: 1.078583]\n",
            "26373 [D loss: 0.735857, acc.: 50.00%] [G loss: 1.024860]\n",
            "26374 [D loss: 0.564315, acc.: 73.44%] [G loss: 0.897312]\n",
            "26375 [D loss: 0.596273, acc.: 70.31%] [G loss: 0.880104]\n",
            "26376 [D loss: 0.527638, acc.: 76.56%] [G loss: 0.964248]\n",
            "26377 [D loss: 0.581336, acc.: 67.19%] [G loss: 0.951484]\n",
            "26378 [D loss: 0.555414, acc.: 67.19%] [G loss: 0.918815]\n",
            "26379 [D loss: 0.689401, acc.: 64.06%] [G loss: 1.004664]\n",
            "26380 [D loss: 0.634454, acc.: 62.50%] [G loss: 0.954496]\n",
            "26381 [D loss: 0.541905, acc.: 73.44%] [G loss: 0.807665]\n",
            "26382 [D loss: 0.620562, acc.: 60.94%] [G loss: 0.990713]\n",
            "26383 [D loss: 0.657485, acc.: 60.94%] [G loss: 0.939096]\n",
            "26384 [D loss: 0.559857, acc.: 71.88%] [G loss: 0.931876]\n",
            "26385 [D loss: 0.633559, acc.: 64.06%] [G loss: 0.869685]\n",
            "26386 [D loss: 0.633143, acc.: 60.94%] [G loss: 0.995810]\n",
            "26387 [D loss: 0.650653, acc.: 57.81%] [G loss: 0.988946]\n",
            "26388 [D loss: 0.656967, acc.: 65.62%] [G loss: 0.963019]\n",
            "26389 [D loss: 0.644430, acc.: 67.19%] [G loss: 0.995018]\n",
            "26390 [D loss: 0.602073, acc.: 73.44%] [G loss: 1.120749]\n",
            "26391 [D loss: 0.590092, acc.: 71.88%] [G loss: 0.944626]\n",
            "26392 [D loss: 0.583682, acc.: 62.50%] [G loss: 1.084177]\n",
            "26393 [D loss: 0.614570, acc.: 62.50%] [G loss: 1.098938]\n",
            "26394 [D loss: 0.642896, acc.: 62.50%] [G loss: 1.035190]\n",
            "26395 [D loss: 0.631284, acc.: 62.50%] [G loss: 0.992502]\n",
            "26396 [D loss: 0.597485, acc.: 68.75%] [G loss: 1.143170]\n",
            "26397 [D loss: 0.756628, acc.: 64.06%] [G loss: 0.878548]\n",
            "26398 [D loss: 0.662813, acc.: 57.81%] [G loss: 0.897992]\n",
            "26399 [D loss: 0.604222, acc.: 57.81%] [G loss: 1.087462]\n",
            "26400 [D loss: 0.569284, acc.: 71.88%] [G loss: 0.966824]\n",
            "26401 [D loss: 0.646975, acc.: 60.94%] [G loss: 0.916604]\n",
            "26402 [D loss: 0.635623, acc.: 67.19%] [G loss: 1.082556]\n",
            "26403 [D loss: 0.622271, acc.: 60.94%] [G loss: 1.019611]\n",
            "26404 [D loss: 0.625434, acc.: 64.06%] [G loss: 1.087734]\n",
            "26405 [D loss: 0.640837, acc.: 64.06%] [G loss: 0.950614]\n",
            "26406 [D loss: 0.595477, acc.: 68.75%] [G loss: 1.049946]\n",
            "26407 [D loss: 0.621018, acc.: 59.38%] [G loss: 1.065740]\n",
            "26408 [D loss: 0.648204, acc.: 64.06%] [G loss: 1.051208]\n",
            "26409 [D loss: 0.562012, acc.: 73.44%] [G loss: 1.050782]\n",
            "26410 [D loss: 0.630471, acc.: 65.62%] [G loss: 1.123865]\n",
            "26411 [D loss: 0.631102, acc.: 64.06%] [G loss: 1.030627]\n",
            "26412 [D loss: 0.658545, acc.: 65.62%] [G loss: 1.079852]\n",
            "26413 [D loss: 0.604434, acc.: 68.75%] [G loss: 0.961089]\n",
            "26414 [D loss: 0.600156, acc.: 62.50%] [G loss: 0.983388]\n",
            "26415 [D loss: 0.622886, acc.: 57.81%] [G loss: 1.062206]\n",
            "26416 [D loss: 0.654983, acc.: 56.25%] [G loss: 0.926629]\n",
            "26417 [D loss: 0.684055, acc.: 57.81%] [G loss: 1.043870]\n",
            "26418 [D loss: 0.568256, acc.: 73.44%] [G loss: 1.090221]\n",
            "26419 [D loss: 0.595179, acc.: 67.19%] [G loss: 0.928920]\n",
            "26420 [D loss: 0.691694, acc.: 53.12%] [G loss: 1.013847]\n",
            "26421 [D loss: 0.656066, acc.: 57.81%] [G loss: 0.962215]\n",
            "26422 [D loss: 0.671821, acc.: 62.50%] [G loss: 1.209376]\n",
            "26423 [D loss: 0.655972, acc.: 57.81%] [G loss: 1.017499]\n",
            "26424 [D loss: 0.617650, acc.: 59.38%] [G loss: 1.056916]\n",
            "26425 [D loss: 0.680096, acc.: 60.94%] [G loss: 1.006390]\n",
            "26426 [D loss: 0.591327, acc.: 71.88%] [G loss: 1.012904]\n",
            "26427 [D loss: 0.600692, acc.: 71.88%] [G loss: 1.109994]\n",
            "26428 [D loss: 0.574501, acc.: 67.19%] [G loss: 1.136613]\n",
            "26429 [D loss: 0.626304, acc.: 70.31%] [G loss: 1.072362]\n",
            "26430 [D loss: 0.592940, acc.: 64.06%] [G loss: 0.972810]\n",
            "26431 [D loss: 0.604576, acc.: 67.19%] [G loss: 1.063027]\n",
            "26432 [D loss: 0.603085, acc.: 65.62%] [G loss: 1.072222]\n",
            "26433 [D loss: 0.687026, acc.: 60.94%] [G loss: 0.938725]\n",
            "26434 [D loss: 0.601224, acc.: 59.38%] [G loss: 0.898594]\n",
            "26435 [D loss: 0.659570, acc.: 60.94%] [G loss: 0.918594]\n",
            "26436 [D loss: 0.549624, acc.: 76.56%] [G loss: 0.979041]\n",
            "26437 [D loss: 0.635338, acc.: 57.81%] [G loss: 1.009182]\n",
            "26438 [D loss: 0.577955, acc.: 65.62%] [G loss: 1.012011]\n",
            "26439 [D loss: 0.711123, acc.: 51.56%] [G loss: 1.119695]\n",
            "26440 [D loss: 0.671562, acc.: 59.38%] [G loss: 1.017502]\n",
            "26441 [D loss: 0.709472, acc.: 54.69%] [G loss: 1.081643]\n",
            "26442 [D loss: 0.672619, acc.: 67.19%] [G loss: 1.129109]\n",
            "26443 [D loss: 0.567800, acc.: 76.56%] [G loss: 1.202046]\n",
            "26444 [D loss: 0.573880, acc.: 70.31%] [G loss: 1.121252]\n",
            "26445 [D loss: 0.597825, acc.: 60.94%] [G loss: 1.110325]\n",
            "26446 [D loss: 0.619305, acc.: 65.62%] [G loss: 1.139775]\n",
            "26447 [D loss: 0.538804, acc.: 71.88%] [G loss: 1.140039]\n",
            "26448 [D loss: 0.635615, acc.: 70.31%] [G loss: 1.115331]\n",
            "26449 [D loss: 0.687426, acc.: 57.81%] [G loss: 1.078480]\n",
            "26450 [D loss: 0.674002, acc.: 57.81%] [G loss: 0.874138]\n",
            "26451 [D loss: 0.669337, acc.: 59.38%] [G loss: 1.072841]\n",
            "26452 [D loss: 0.640481, acc.: 59.38%] [G loss: 1.063640]\n",
            "26453 [D loss: 0.642969, acc.: 60.94%] [G loss: 1.089311]\n",
            "26454 [D loss: 0.657468, acc.: 57.81%] [G loss: 1.070585]\n",
            "26455 [D loss: 0.598716, acc.: 67.19%] [G loss: 0.927029]\n",
            "26456 [D loss: 0.703967, acc.: 54.69%] [G loss: 0.936159]\n",
            "26457 [D loss: 0.656869, acc.: 60.94%] [G loss: 0.909255]\n",
            "26458 [D loss: 0.550072, acc.: 75.00%] [G loss: 0.941782]\n",
            "26459 [D loss: 0.585802, acc.: 70.31%] [G loss: 0.875221]\n",
            "26460 [D loss: 0.520103, acc.: 75.00%] [G loss: 1.010155]\n",
            "26461 [D loss: 0.620455, acc.: 57.81%] [G loss: 0.925367]\n",
            "26462 [D loss: 0.664249, acc.: 60.94%] [G loss: 0.831146]\n",
            "26463 [D loss: 0.610712, acc.: 68.75%] [G loss: 1.079420]\n",
            "26464 [D loss: 0.624914, acc.: 64.06%] [G loss: 0.915138]\n",
            "26465 [D loss: 0.577746, acc.: 68.75%] [G loss: 0.962075]\n",
            "26466 [D loss: 0.670730, acc.: 57.81%] [G loss: 1.047638]\n",
            "26467 [D loss: 0.639297, acc.: 62.50%] [G loss: 1.051137]\n",
            "26468 [D loss: 0.647738, acc.: 54.69%] [G loss: 0.854691]\n",
            "26469 [D loss: 0.580803, acc.: 67.19%] [G loss: 1.001191]\n",
            "26470 [D loss: 0.592907, acc.: 59.38%] [G loss: 1.033242]\n",
            "26471 [D loss: 0.725590, acc.: 64.06%] [G loss: 0.987622]\n",
            "26472 [D loss: 0.632430, acc.: 70.31%] [G loss: 0.999309]\n",
            "26473 [D loss: 0.624489, acc.: 62.50%] [G loss: 1.018123]\n",
            "26474 [D loss: 0.581638, acc.: 76.56%] [G loss: 1.051924]\n",
            "26475 [D loss: 0.598601, acc.: 68.75%] [G loss: 1.024551]\n",
            "26476 [D loss: 0.628224, acc.: 68.75%] [G loss: 0.982713]\n",
            "26477 [D loss: 0.676010, acc.: 56.25%] [G loss: 0.954433]\n",
            "26478 [D loss: 0.613212, acc.: 67.19%] [G loss: 0.881033]\n",
            "26479 [D loss: 0.553232, acc.: 75.00%] [G loss: 1.007328]\n",
            "26480 [D loss: 0.625377, acc.: 65.62%] [G loss: 1.003387]\n",
            "26481 [D loss: 0.619095, acc.: 56.25%] [G loss: 0.995804]\n",
            "26482 [D loss: 0.646442, acc.: 64.06%] [G loss: 1.055498]\n",
            "26483 [D loss: 0.643963, acc.: 62.50%] [G loss: 1.052836]\n",
            "26484 [D loss: 0.625949, acc.: 67.19%] [G loss: 1.100578]\n",
            "26485 [D loss: 0.622092, acc.: 64.06%] [G loss: 0.913774]\n",
            "26486 [D loss: 0.642243, acc.: 59.38%] [G loss: 1.071904]\n",
            "26487 [D loss: 0.597811, acc.: 67.19%] [G loss: 0.992463]\n",
            "26488 [D loss: 0.582438, acc.: 68.75%] [G loss: 1.099114]\n",
            "26489 [D loss: 0.621740, acc.: 64.06%] [G loss: 1.006556]\n",
            "26490 [D loss: 0.592436, acc.: 62.50%] [G loss: 0.990069]\n",
            "26491 [D loss: 0.586310, acc.: 65.62%] [G loss: 1.001554]\n",
            "26492 [D loss: 0.612267, acc.: 65.62%] [G loss: 0.941294]\n",
            "26493 [D loss: 0.692640, acc.: 62.50%] [G loss: 1.063718]\n",
            "26494 [D loss: 0.560981, acc.: 70.31%] [G loss: 1.056343]\n",
            "26495 [D loss: 0.616638, acc.: 67.19%] [G loss: 1.066550]\n",
            "26496 [D loss: 0.658931, acc.: 57.81%] [G loss: 1.105491]\n",
            "26497 [D loss: 0.636376, acc.: 64.06%] [G loss: 1.019547]\n",
            "26498 [D loss: 0.617342, acc.: 60.94%] [G loss: 1.138453]\n",
            "26499 [D loss: 0.625337, acc.: 68.75%] [G loss: 1.046951]\n",
            "26500 [D loss: 0.641491, acc.: 65.62%] [G loss: 1.038568]\n",
            "26501 [D loss: 0.624298, acc.: 59.38%] [G loss: 0.977331]\n",
            "26502 [D loss: 0.678418, acc.: 53.12%] [G loss: 1.048829]\n",
            "26503 [D loss: 0.626047, acc.: 59.38%] [G loss: 1.025244]\n",
            "26504 [D loss: 0.626326, acc.: 62.50%] [G loss: 0.982685]\n",
            "26505 [D loss: 0.658078, acc.: 59.38%] [G loss: 1.073300]\n",
            "26506 [D loss: 0.633433, acc.: 67.19%] [G loss: 0.966723]\n",
            "26507 [D loss: 0.710829, acc.: 54.69%] [G loss: 1.115227]\n",
            "26508 [D loss: 0.564202, acc.: 67.19%] [G loss: 0.984872]\n",
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            "26510 [D loss: 0.613100, acc.: 62.50%] [G loss: 1.009336]\n",
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            "26512 [D loss: 0.672869, acc.: 60.94%] [G loss: 0.965726]\n",
            "26513 [D loss: 0.600357, acc.: 68.75%] [G loss: 0.996745]\n",
            "26514 [D loss: 0.605207, acc.: 65.62%] [G loss: 1.017840]\n",
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            "26518 [D loss: 0.557163, acc.: 76.56%] [G loss: 0.955266]\n",
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            "26520 [D loss: 0.559497, acc.: 71.88%] [G loss: 1.042591]\n",
            "26521 [D loss: 0.574312, acc.: 68.75%] [G loss: 1.046306]\n",
            "26522 [D loss: 0.621002, acc.: 65.62%] [G loss: 1.156312]\n",
            "26523 [D loss: 0.653001, acc.: 59.38%] [G loss: 0.969412]\n",
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            "26525 [D loss: 0.640480, acc.: 62.50%] [G loss: 1.042307]\n",
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            "26527 [D loss: 0.565269, acc.: 70.31%] [G loss: 0.978459]\n",
            "26528 [D loss: 0.696777, acc.: 53.12%] [G loss: 1.050325]\n",
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            "26531 [D loss: 0.596544, acc.: 64.06%] [G loss: 0.989660]\n",
            "26532 [D loss: 0.668647, acc.: 62.50%] [G loss: 0.970280]\n",
            "26533 [D loss: 0.562927, acc.: 73.44%] [G loss: 1.022923]\n",
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            "26535 [D loss: 0.607550, acc.: 67.19%] [G loss: 0.976381]\n",
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            "26537 [D loss: 0.714680, acc.: 51.56%] [G loss: 1.009332]\n",
            "26538 [D loss: 0.609919, acc.: 70.31%] [G loss: 1.041521]\n",
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            "26540 [D loss: 0.574619, acc.: 75.00%] [G loss: 1.201631]\n",
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            "26544 [D loss: 0.593716, acc.: 71.88%] [G loss: 1.048723]\n",
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            "26564 [D loss: 0.698211, acc.: 56.25%] [G loss: 1.061786]\n",
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            "26571 [D loss: 0.574548, acc.: 68.75%] [G loss: 1.095773]\n",
            "26572 [D loss: 0.654966, acc.: 64.06%] [G loss: 1.058618]\n",
            "26573 [D loss: 0.580277, acc.: 70.31%] [G loss: 1.044595]\n",
            "26574 [D loss: 0.600872, acc.: 64.06%] [G loss: 0.934673]\n",
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            "26578 [D loss: 0.551017, acc.: 73.44%] [G loss: 1.069526]\n",
            "26579 [D loss: 0.630225, acc.: 64.06%] [G loss: 1.077609]\n",
            "26580 [D loss: 0.567749, acc.: 73.44%] [G loss: 1.114801]\n",
            "26581 [D loss: 0.595738, acc.: 62.50%] [G loss: 1.055830]\n",
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            "26583 [D loss: 0.574998, acc.: 70.31%] [G loss: 0.930673]\n",
            "26584 [D loss: 0.619443, acc.: 67.19%] [G loss: 0.976628]\n",
            "26585 [D loss: 0.695737, acc.: 59.38%] [G loss: 0.982568]\n",
            "26586 [D loss: 0.546106, acc.: 71.88%] [G loss: 1.035362]\n",
            "26587 [D loss: 0.589499, acc.: 68.75%] [G loss: 1.070106]\n",
            "26588 [D loss: 0.582476, acc.: 70.31%] [G loss: 1.059229]\n",
            "26589 [D loss: 0.604409, acc.: 65.62%] [G loss: 1.034892]\n",
            "26590 [D loss: 0.668958, acc.: 59.38%] [G loss: 0.980305]\n",
            "26591 [D loss: 0.648732, acc.: 64.06%] [G loss: 0.898667]\n",
            "26592 [D loss: 0.706764, acc.: 57.81%] [G loss: 0.907614]\n",
            "26593 [D loss: 0.570340, acc.: 67.19%] [G loss: 1.069330]\n",
            "26594 [D loss: 0.608087, acc.: 68.75%] [G loss: 1.009130]\n",
            "26595 [D loss: 0.631824, acc.: 60.94%] [G loss: 1.095570]\n",
            "26596 [D loss: 0.607027, acc.: 59.38%] [G loss: 0.974376]\n",
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            "26598 [D loss: 0.626300, acc.: 62.50%] [G loss: 1.081736]\n",
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            "26600 [D loss: 0.644200, acc.: 62.50%] [G loss: 0.960621]\n",
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            "26602 [D loss: 0.563572, acc.: 71.88%] [G loss: 1.200986]\n",
            "26603 [D loss: 0.721511, acc.: 57.81%] [G loss: 1.023708]\n",
            "26604 [D loss: 0.598367, acc.: 68.75%] [G loss: 0.897621]\n",
            "26605 [D loss: 0.601637, acc.: 67.19%] [G loss: 1.027647]\n",
            "26606 [D loss: 0.660390, acc.: 60.94%] [G loss: 0.967495]\n",
            "26607 [D loss: 0.544971, acc.: 75.00%] [G loss: 1.084702]\n",
            "26608 [D loss: 0.755476, acc.: 48.44%] [G loss: 1.190799]\n",
            "26609 [D loss: 0.626880, acc.: 65.62%] [G loss: 0.972202]\n",
            "26610 [D loss: 0.601070, acc.: 68.75%] [G loss: 0.850832]\n",
            "26611 [D loss: 0.614263, acc.: 59.38%] [G loss: 0.897172]\n",
            "26612 [D loss: 0.679139, acc.: 62.50%] [G loss: 1.142525]\n",
            "26613 [D loss: 0.658240, acc.: 62.50%] [G loss: 0.964688]\n",
            "26614 [D loss: 0.584349, acc.: 68.75%] [G loss: 1.091084]\n",
            "26615 [D loss: 0.619592, acc.: 67.19%] [G loss: 1.125036]\n",
            "26616 [D loss: 0.630999, acc.: 67.19%] [G loss: 1.024305]\n",
            "26617 [D loss: 0.610904, acc.: 67.19%] [G loss: 1.058587]\n",
            "26618 [D loss: 0.684433, acc.: 62.50%] [G loss: 0.977629]\n",
            "26619 [D loss: 0.635036, acc.: 59.38%] [G loss: 1.063045]\n",
            "26620 [D loss: 0.662666, acc.: 57.81%] [G loss: 0.983632]\n",
            "26621 [D loss: 0.688808, acc.: 57.81%] [G loss: 1.030780]\n",
            "26622 [D loss: 0.589009, acc.: 70.31%] [G loss: 0.955089]\n",
            "26623 [D loss: 0.565280, acc.: 67.19%] [G loss: 1.033455]\n",
            "26624 [D loss: 0.664297, acc.: 60.94%] [G loss: 1.111401]\n",
            "26625 [D loss: 0.643453, acc.: 64.06%] [G loss: 0.955351]\n",
            "26626 [D loss: 0.659179, acc.: 64.06%] [G loss: 0.992793]\n",
            "26627 [D loss: 0.698060, acc.: 57.81%] [G loss: 0.968097]\n",
            "26628 [D loss: 0.622452, acc.: 62.50%] [G loss: 0.970516]\n",
            "26629 [D loss: 0.709375, acc.: 53.12%] [G loss: 0.969673]\n",
            "26630 [D loss: 0.799534, acc.: 43.75%] [G loss: 0.985837]\n",
            "26631 [D loss: 0.495286, acc.: 85.94%] [G loss: 1.041515]\n",
            "26632 [D loss: 0.657533, acc.: 64.06%] [G loss: 0.986077]\n",
            "26633 [D loss: 0.610896, acc.: 67.19%] [G loss: 1.087275]\n",
            "26634 [D loss: 0.657962, acc.: 54.69%] [G loss: 1.166944]\n",
            "26635 [D loss: 0.572760, acc.: 73.44%] [G loss: 0.983471]\n",
            "26636 [D loss: 0.785888, acc.: 48.44%] [G loss: 0.949677]\n",
            "26637 [D loss: 0.602849, acc.: 68.75%] [G loss: 1.059761]\n",
            "26638 [D loss: 0.633725, acc.: 67.19%] [G loss: 0.990305]\n",
            "26639 [D loss: 0.637165, acc.: 68.75%] [G loss: 1.062264]\n",
            "26640 [D loss: 0.591536, acc.: 70.31%] [G loss: 1.054968]\n",
            "26641 [D loss: 0.611066, acc.: 71.88%] [G loss: 1.014476]\n",
            "26642 [D loss: 0.614255, acc.: 62.50%] [G loss: 1.049529]\n",
            "26643 [D loss: 0.684611, acc.: 57.81%] [G loss: 1.072029]\n",
            "26644 [D loss: 0.677654, acc.: 57.81%] [G loss: 0.974977]\n",
            "26645 [D loss: 0.585692, acc.: 68.75%] [G loss: 1.007102]\n",
            "26646 [D loss: 0.559091, acc.: 75.00%] [G loss: 1.145034]\n",
            "26647 [D loss: 0.671470, acc.: 60.94%] [G loss: 1.068101]\n",
            "26648 [D loss: 0.712687, acc.: 50.00%] [G loss: 1.087752]\n",
            "26649 [D loss: 0.694086, acc.: 56.25%] [G loss: 1.015274]\n",
            "26650 [D loss: 0.618993, acc.: 65.62%] [G loss: 1.018585]\n",
            "26651 [D loss: 0.653420, acc.: 57.81%] [G loss: 0.933404]\n",
            "26652 [D loss: 0.628564, acc.: 60.94%] [G loss: 0.977880]\n",
            "26653 [D loss: 0.655528, acc.: 57.81%] [G loss: 1.027216]\n",
            "26654 [D loss: 0.693682, acc.: 54.69%] [G loss: 0.936323]\n",
            "26655 [D loss: 0.600946, acc.: 65.62%] [G loss: 1.004250]\n",
            "26656 [D loss: 0.603062, acc.: 60.94%] [G loss: 0.941698]\n",
            "26657 [D loss: 0.643158, acc.: 62.50%] [G loss: 0.967905]\n",
            "26658 [D loss: 0.626922, acc.: 62.50%] [G loss: 1.034547]\n",
            "26659 [D loss: 0.736157, acc.: 53.12%] [G loss: 0.945727]\n",
            "26660 [D loss: 0.603035, acc.: 67.19%] [G loss: 1.035222]\n",
            "26661 [D loss: 0.648017, acc.: 59.38%] [G loss: 1.013385]\n",
            "26662 [D loss: 0.658568, acc.: 56.25%] [G loss: 0.966414]\n",
            "26663 [D loss: 0.713217, acc.: 53.12%] [G loss: 1.021781]\n",
            "26664 [D loss: 0.563954, acc.: 78.12%] [G loss: 1.069840]\n",
            "26665 [D loss: 0.638829, acc.: 65.62%] [G loss: 1.003239]\n",
            "26666 [D loss: 0.593860, acc.: 75.00%] [G loss: 0.981483]\n",
            "26667 [D loss: 0.647062, acc.: 65.62%] [G loss: 1.017097]\n",
            "26668 [D loss: 0.687000, acc.: 59.38%] [G loss: 1.035268]\n",
            "26669 [D loss: 0.560362, acc.: 67.19%] [G loss: 1.187372]\n",
            "26670 [D loss: 0.636228, acc.: 60.94%] [G loss: 0.983240]\n",
            "26671 [D loss: 0.592616, acc.: 68.75%] [G loss: 1.059298]\n",
            "26672 [D loss: 0.600259, acc.: 65.62%] [G loss: 0.861851]\n",
            "26673 [D loss: 0.634519, acc.: 65.62%] [G loss: 1.090533]\n",
            "26674 [D loss: 0.535721, acc.: 75.00%] [G loss: 0.990377]\n",
            "26675 [D loss: 0.613210, acc.: 64.06%] [G loss: 1.200071]\n",
            "26676 [D loss: 0.713627, acc.: 53.12%] [G loss: 1.131504]\n",
            "26677 [D loss: 0.669089, acc.: 65.62%] [G loss: 1.038737]\n",
            "26678 [D loss: 0.683770, acc.: 60.94%] [G loss: 1.060511]\n",
            "26679 [D loss: 0.688122, acc.: 53.12%] [G loss: 0.961881]\n",
            "26680 [D loss: 0.650713, acc.: 62.50%] [G loss: 1.010707]\n",
            "26681 [D loss: 0.699052, acc.: 56.25%] [G loss: 1.044146]\n",
            "26682 [D loss: 0.626691, acc.: 64.06%] [G loss: 1.054792]\n",
            "26683 [D loss: 0.633585, acc.: 62.50%] [G loss: 1.082661]\n",
            "26684 [D loss: 0.603413, acc.: 68.75%] [G loss: 1.059292]\n",
            "26685 [D loss: 0.703139, acc.: 57.81%] [G loss: 0.950195]\n",
            "26686 [D loss: 0.648209, acc.: 64.06%] [G loss: 0.995426]\n",
            "26687 [D loss: 0.636330, acc.: 59.38%] [G loss: 0.991008]\n",
            "26688 [D loss: 0.639602, acc.: 62.50%] [G loss: 1.060500]\n",
            "26689 [D loss: 0.659028, acc.: 59.38%] [G loss: 0.921292]\n",
            "26690 [D loss: 0.704352, acc.: 64.06%] [G loss: 0.746149]\n",
            "26691 [D loss: 0.648077, acc.: 64.06%] [G loss: 0.918049]\n",
            "26692 [D loss: 0.584534, acc.: 70.31%] [G loss: 0.998768]\n",
            "26693 [D loss: 0.589585, acc.: 68.75%] [G loss: 0.938517]\n",
            "26694 [D loss: 0.544311, acc.: 71.88%] [G loss: 1.154395]\n",
            "26695 [D loss: 0.720289, acc.: 48.44%] [G loss: 1.095853]\n",
            "26696 [D loss: 0.703526, acc.: 50.00%] [G loss: 1.045304]\n",
            "26697 [D loss: 0.594661, acc.: 71.88%] [G loss: 0.933654]\n",
            "26698 [D loss: 0.653313, acc.: 68.75%] [G loss: 1.000964]\n",
            "26699 [D loss: 0.653157, acc.: 65.62%] [G loss: 0.932994]\n",
            "26700 [D loss: 0.584527, acc.: 71.88%] [G loss: 1.007698]\n",
            "26701 [D loss: 0.578401, acc.: 71.88%] [G loss: 1.030608]\n",
            "26702 [D loss: 0.655650, acc.: 70.31%] [G loss: 1.108260]\n",
            "26703 [D loss: 0.626332, acc.: 62.50%] [G loss: 1.067903]\n",
            "26704 [D loss: 0.615038, acc.: 64.06%] [G loss: 1.051702]\n",
            "26705 [D loss: 0.695903, acc.: 59.38%] [G loss: 0.999092]\n",
            "26706 [D loss: 0.582162, acc.: 71.88%] [G loss: 1.097293]\n",
            "26707 [D loss: 0.593783, acc.: 67.19%] [G loss: 1.119681]\n",
            "26708 [D loss: 0.642889, acc.: 62.50%] [G loss: 1.073917]\n",
            "26709 [D loss: 0.649217, acc.: 59.38%] [G loss: 1.173822]\n",
            "26710 [D loss: 0.644802, acc.: 60.94%] [G loss: 0.809904]\n",
            "26711 [D loss: 0.577599, acc.: 73.44%] [G loss: 1.185213]\n",
            "26712 [D loss: 0.601459, acc.: 64.06%] [G loss: 0.885155]\n",
            "26713 [D loss: 0.630098, acc.: 67.19%] [G loss: 0.875857]\n",
            "26714 [D loss: 0.600756, acc.: 64.06%] [G loss: 1.032779]\n",
            "26715 [D loss: 0.636734, acc.: 64.06%] [G loss: 0.970512]\n",
            "26716 [D loss: 0.689893, acc.: 59.38%] [G loss: 1.021792]\n",
            "26717 [D loss: 0.569485, acc.: 71.88%] [G loss: 1.033415]\n",
            "26718 [D loss: 0.684407, acc.: 59.38%] [G loss: 1.082597]\n",
            "26719 [D loss: 0.573561, acc.: 68.75%] [G loss: 1.044811]\n",
            "26720 [D loss: 0.772696, acc.: 48.44%] [G loss: 0.931360]\n",
            "26721 [D loss: 0.635815, acc.: 62.50%] [G loss: 1.048810]\n",
            "26722 [D loss: 0.650706, acc.: 65.62%] [G loss: 1.076619]\n",
            "26723 [D loss: 0.646263, acc.: 68.75%] [G loss: 0.928714]\n",
            "26724 [D loss: 0.662960, acc.: 57.81%] [G loss: 1.047696]\n",
            "26725 [D loss: 0.671294, acc.: 59.38%] [G loss: 0.995691]\n",
            "26726 [D loss: 0.675591, acc.: 57.81%] [G loss: 1.053867]\n",
            "26727 [D loss: 0.609664, acc.: 65.62%] [G loss: 0.996665]\n",
            "26728 [D loss: 0.675390, acc.: 60.94%] [G loss: 0.979921]\n",
            "26729 [D loss: 0.628059, acc.: 60.94%] [G loss: 1.028727]\n",
            "26730 [D loss: 0.541715, acc.: 70.31%] [G loss: 1.026422]\n",
            "26731 [D loss: 0.725062, acc.: 53.12%] [G loss: 0.928151]\n",
            "26732 [D loss: 0.605659, acc.: 68.75%] [G loss: 1.093250]\n",
            "26733 [D loss: 0.560908, acc.: 71.88%] [G loss: 1.038278]\n",
            "26734 [D loss: 0.592750, acc.: 71.88%] [G loss: 1.088374]\n",
            "26735 [D loss: 0.628896, acc.: 64.06%] [G loss: 1.120563]\n",
            "26736 [D loss: 0.627663, acc.: 64.06%] [G loss: 1.071860]\n",
            "26737 [D loss: 0.677456, acc.: 65.62%] [G loss: 1.018021]\n",
            "26738 [D loss: 0.645964, acc.: 64.06%] [G loss: 0.965639]\n",
            "26739 [D loss: 0.691869, acc.: 60.94%] [G loss: 0.893548]\n",
            "26740 [D loss: 0.616697, acc.: 70.31%] [G loss: 1.047303]\n",
            "26741 [D loss: 0.615833, acc.: 64.06%] [G loss: 1.014811]\n",
            "26742 [D loss: 0.521064, acc.: 78.12%] [G loss: 0.960061]\n",
            "26743 [D loss: 0.643338, acc.: 59.38%] [G loss: 1.181010]\n",
            "26744 [D loss: 0.597455, acc.: 73.44%] [G loss: 1.041182]\n",
            "26745 [D loss: 0.586799, acc.: 67.19%] [G loss: 0.935314]\n",
            "26746 [D loss: 0.641633, acc.: 64.06%] [G loss: 1.078689]\n",
            "26747 [D loss: 0.705348, acc.: 57.81%] [G loss: 1.018863]\n",
            "26748 [D loss: 0.638782, acc.: 62.50%] [G loss: 0.924171]\n",
            "26749 [D loss: 0.629695, acc.: 60.94%] [G loss: 0.976251]\n",
            "26750 [D loss: 0.659270, acc.: 68.75%] [G loss: 0.969465]\n",
            "26751 [D loss: 0.584465, acc.: 68.75%] [G loss: 1.134622]\n",
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            "26753 [D loss: 0.799679, acc.: 39.06%] [G loss: 1.131809]\n",
            "26754 [D loss: 0.604453, acc.: 65.62%] [G loss: 1.136167]\n",
            "26755 [D loss: 0.665778, acc.: 67.19%] [G loss: 1.074380]\n",
            "26756 [D loss: 0.700030, acc.: 53.12%] [G loss: 0.975589]\n",
            "26757 [D loss: 0.613809, acc.: 59.38%] [G loss: 0.992390]\n",
            "26758 [D loss: 0.534619, acc.: 79.69%] [G loss: 1.050556]\n",
            "26759 [D loss: 0.601793, acc.: 71.88%] [G loss: 1.003147]\n",
            "26760 [D loss: 0.608762, acc.: 65.62%] [G loss: 0.872675]\n",
            "26761 [D loss: 0.630708, acc.: 65.62%] [G loss: 0.993974]\n",
            "26762 [D loss: 0.577104, acc.: 67.19%] [G loss: 0.968689]\n",
            "26763 [D loss: 0.536648, acc.: 75.00%] [G loss: 0.986752]\n",
            "26764 [D loss: 0.723759, acc.: 53.12%] [G loss: 0.960268]\n",
            "26765 [D loss: 0.617992, acc.: 68.75%] [G loss: 1.011426]\n",
            "26766 [D loss: 0.751432, acc.: 50.00%] [G loss: 0.931936]\n",
            "26767 [D loss: 0.603452, acc.: 71.88%] [G loss: 1.008584]\n",
            "26768 [D loss: 0.704766, acc.: 57.81%] [G loss: 0.890411]\n",
            "26769 [D loss: 0.587296, acc.: 75.00%] [G loss: 1.066390]\n",
            "26770 [D loss: 0.686586, acc.: 54.69%] [G loss: 1.117743]\n",
            "26771 [D loss: 0.600201, acc.: 67.19%] [G loss: 0.928023]\n",
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            "26773 [D loss: 0.644614, acc.: 60.94%] [G loss: 1.001258]\n",
            "26774 [D loss: 0.633097, acc.: 62.50%] [G loss: 1.042292]\n",
            "26775 [D loss: 0.590702, acc.: 75.00%] [G loss: 1.047960]\n",
            "26776 [D loss: 0.609415, acc.: 65.62%] [G loss: 1.128830]\n",
            "26777 [D loss: 0.643478, acc.: 62.50%] [G loss: 0.974212]\n",
            "26778 [D loss: 0.663345, acc.: 50.00%] [G loss: 0.893120]\n",
            "26779 [D loss: 0.724042, acc.: 56.25%] [G loss: 0.950841]\n",
            "26780 [D loss: 0.651401, acc.: 62.50%] [G loss: 1.053820]\n",
            "26781 [D loss: 0.637362, acc.: 64.06%] [G loss: 1.034366]\n",
            "26782 [D loss: 0.685132, acc.: 53.12%] [G loss: 1.108540]\n",
            "26783 [D loss: 0.578347, acc.: 70.31%] [G loss: 1.057104]\n",
            "26784 [D loss: 0.578256, acc.: 79.69%] [G loss: 1.101904]\n",
            "26785 [D loss: 0.605099, acc.: 59.38%] [G loss: 0.992777]\n",
            "26786 [D loss: 0.693734, acc.: 60.94%] [G loss: 0.982494]\n",
            "26787 [D loss: 0.760716, acc.: 51.56%] [G loss: 0.930352]\n",
            "26788 [D loss: 0.574341, acc.: 75.00%] [G loss: 0.991508]\n",
            "26789 [D loss: 0.629310, acc.: 57.81%] [G loss: 1.015173]\n",
            "26790 [D loss: 0.671576, acc.: 54.69%] [G loss: 1.113335]\n",
            "26791 [D loss: 0.508956, acc.: 81.25%] [G loss: 1.078863]\n",
            "26792 [D loss: 0.594211, acc.: 68.75%] [G loss: 1.052182]\n",
            "26793 [D loss: 0.572153, acc.: 78.12%] [G loss: 0.914129]\n",
            "26794 [D loss: 0.587000, acc.: 62.50%] [G loss: 1.004755]\n",
            "26795 [D loss: 0.755800, acc.: 53.12%] [G loss: 0.939848]\n",
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            "26799 [D loss: 0.608955, acc.: 64.06%] [G loss: 0.944160]\n",
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            "26801 [D loss: 0.594808, acc.: 65.62%] [G loss: 1.005699]\n",
            "26802 [D loss: 0.639707, acc.: 67.19%] [G loss: 0.983441]\n",
            "26803 [D loss: 0.622043, acc.: 70.31%] [G loss: 1.013229]\n",
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            "26805 [D loss: 0.710614, acc.: 56.25%] [G loss: 0.921468]\n",
            "26806 [D loss: 0.601319, acc.: 68.75%] [G loss: 1.072397]\n",
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            "26808 [D loss: 0.674888, acc.: 57.81%] [G loss: 1.113842]\n",
            "26809 [D loss: 0.702225, acc.: 57.81%] [G loss: 0.931110]\n",
            "26810 [D loss: 0.628570, acc.: 73.44%] [G loss: 1.040227]\n",
            "26811 [D loss: 0.662224, acc.: 59.38%] [G loss: 1.053968]\n",
            "26812 [D loss: 0.566210, acc.: 78.12%] [G loss: 1.041039]\n",
            "26813 [D loss: 0.583453, acc.: 68.75%] [G loss: 1.083650]\n",
            "26814 [D loss: 0.660552, acc.: 60.94%] [G loss: 1.078464]\n",
            "26815 [D loss: 0.586925, acc.: 73.44%] [G loss: 0.973787]\n",
            "26816 [D loss: 0.578836, acc.: 73.44%] [G loss: 1.028416]\n",
            "26817 [D loss: 0.643328, acc.: 56.25%] [G loss: 0.900222]\n",
            "26818 [D loss: 0.569220, acc.: 68.75%] [G loss: 1.026355]\n",
            "26819 [D loss: 0.661722, acc.: 57.81%] [G loss: 1.179457]\n",
            "26820 [D loss: 0.581561, acc.: 73.44%] [G loss: 0.985260]\n",
            "26821 [D loss: 0.566820, acc.: 70.31%] [G loss: 1.079411]\n",
            "26822 [D loss: 0.597697, acc.: 68.75%] [G loss: 0.946479]\n",
            "26823 [D loss: 0.577407, acc.: 75.00%] [G loss: 0.958539]\n",
            "26824 [D loss: 0.622562, acc.: 67.19%] [G loss: 0.946301]\n",
            "26825 [D loss: 0.639374, acc.: 57.81%] [G loss: 1.093462]\n",
            "26826 [D loss: 0.655028, acc.: 60.94%] [G loss: 1.117854]\n",
            "26827 [D loss: 0.654637, acc.: 57.81%] [G loss: 1.022163]\n",
            "26828 [D loss: 0.623146, acc.: 62.50%] [G loss: 1.081936]\n",
            "26829 [D loss: 0.655694, acc.: 60.94%] [G loss: 1.069848]\n",
            "26830 [D loss: 0.632289, acc.: 62.50%] [G loss: 1.072767]\n",
            "26831 [D loss: 0.531436, acc.: 73.44%] [G loss: 1.111128]\n",
            "26832 [D loss: 0.554517, acc.: 71.88%] [G loss: 1.112853]\n",
            "26833 [D loss: 0.661093, acc.: 62.50%] [G loss: 1.059662]\n",
            "26834 [D loss: 0.620053, acc.: 64.06%] [G loss: 1.155006]\n",
            "26835 [D loss: 0.597282, acc.: 65.62%] [G loss: 1.003983]\n",
            "26836 [D loss: 0.678602, acc.: 59.38%] [G loss: 1.019833]\n",
            "26837 [D loss: 0.598745, acc.: 68.75%] [G loss: 1.067460]\n",
            "26838 [D loss: 0.635776, acc.: 68.75%] [G loss: 0.969144]\n",
            "26839 [D loss: 0.624104, acc.: 64.06%] [G loss: 1.150667]\n",
            "26840 [D loss: 0.573983, acc.: 70.31%] [G loss: 1.000034]\n",
            "26841 [D loss: 0.704147, acc.: 54.69%] [G loss: 1.037508]\n",
            "26842 [D loss: 0.670483, acc.: 56.25%] [G loss: 1.045942]\n",
            "26843 [D loss: 0.537608, acc.: 78.12%] [G loss: 0.905219]\n",
            "26844 [D loss: 0.634913, acc.: 59.38%] [G loss: 0.990523]\n",
            "26845 [D loss: 0.599963, acc.: 65.62%] [G loss: 0.946716]\n",
            "26846 [D loss: 0.662155, acc.: 65.62%] [G loss: 0.949802]\n",
            "26847 [D loss: 0.655200, acc.: 59.38%] [G loss: 0.993615]\n",
            "26848 [D loss: 0.629871, acc.: 64.06%] [G loss: 1.127818]\n",
            "26849 [D loss: 0.707314, acc.: 50.00%] [G loss: 1.041206]\n",
            "26850 [D loss: 0.627815, acc.: 64.06%] [G loss: 1.027091]\n",
            "26851 [D loss: 0.622798, acc.: 68.75%] [G loss: 1.077424]\n",
            "26852 [D loss: 0.544119, acc.: 76.56%] [G loss: 1.042476]\n",
            "26853 [D loss: 0.622117, acc.: 71.88%] [G loss: 1.045403]\n",
            "26854 [D loss: 0.588148, acc.: 68.75%] [G loss: 1.088011]\n",
            "26855 [D loss: 0.614674, acc.: 65.62%] [G loss: 1.110012]\n",
            "26856 [D loss: 0.539742, acc.: 73.44%] [G loss: 0.993730]\n",
            "26857 [D loss: 0.699641, acc.: 60.94%] [G loss: 0.898851]\n",
            "26858 [D loss: 0.633846, acc.: 60.94%] [G loss: 0.990804]\n",
            "26859 [D loss: 0.609987, acc.: 67.19%] [G loss: 1.106579]\n",
            "26860 [D loss: 0.628356, acc.: 59.38%] [G loss: 1.070961]\n",
            "26861 [D loss: 0.622267, acc.: 68.75%] [G loss: 0.985508]\n",
            "26862 [D loss: 0.640455, acc.: 62.50%] [G loss: 1.011664]\n",
            "26863 [D loss: 0.678901, acc.: 56.25%] [G loss: 1.067601]\n",
            "26864 [D loss: 0.630905, acc.: 65.62%] [G loss: 1.027953]\n",
            "26865 [D loss: 0.664629, acc.: 59.38%] [G loss: 0.973430]\n",
            "26866 [D loss: 0.684819, acc.: 53.12%] [G loss: 0.986147]\n",
            "26867 [D loss: 0.605031, acc.: 67.19%] [G loss: 0.999570]\n",
            "26868 [D loss: 0.665927, acc.: 60.94%] [G loss: 1.041447]\n",
            "26869 [D loss: 0.606995, acc.: 65.62%] [G loss: 1.061747]\n",
            "26870 [D loss: 0.640297, acc.: 62.50%] [G loss: 1.082090]\n",
            "26871 [D loss: 0.698188, acc.: 57.81%] [G loss: 0.905535]\n",
            "26872 [D loss: 0.605872, acc.: 71.88%] [G loss: 0.929195]\n",
            "26873 [D loss: 0.603379, acc.: 62.50%] [G loss: 0.924510]\n",
            "26874 [D loss: 0.643491, acc.: 57.81%] [G loss: 0.929164]\n",
            "26875 [D loss: 0.623182, acc.: 65.62%] [G loss: 1.077324]\n",
            "26876 [D loss: 0.597437, acc.: 68.75%] [G loss: 0.987841]\n",
            "26877 [D loss: 0.583003, acc.: 67.19%] [G loss: 0.971670]\n",
            "26878 [D loss: 0.614873, acc.: 62.50%] [G loss: 1.039818]\n",
            "26879 [D loss: 0.618928, acc.: 64.06%] [G loss: 1.066079]\n",
            "26880 [D loss: 0.697475, acc.: 60.94%] [G loss: 1.067140]\n",
            "26881 [D loss: 0.552723, acc.: 70.31%] [G loss: 1.191772]\n",
            "26882 [D loss: 0.651202, acc.: 60.94%] [G loss: 1.067497]\n",
            "26883 [D loss: 0.531848, acc.: 76.56%] [G loss: 0.972146]\n",
            "26884 [D loss: 0.725382, acc.: 60.94%] [G loss: 1.105912]\n",
            "26885 [D loss: 0.657946, acc.: 64.06%] [G loss: 1.115373]\n",
            "26886 [D loss: 0.662293, acc.: 56.25%] [G loss: 1.059764]\n",
            "26887 [D loss: 0.635590, acc.: 65.62%] [G loss: 1.001513]\n",
            "26888 [D loss: 0.653199, acc.: 60.94%] [G loss: 1.040648]\n",
            "26889 [D loss: 0.641822, acc.: 70.31%] [G loss: 1.047538]\n",
            "26890 [D loss: 0.637584, acc.: 68.75%] [G loss: 1.002906]\n",
            "26891 [D loss: 0.599237, acc.: 64.06%] [G loss: 1.083550]\n",
            "26892 [D loss: 0.553140, acc.: 73.44%] [G loss: 0.978080]\n",
            "26893 [D loss: 0.678469, acc.: 57.81%] [G loss: 1.158866]\n",
            "26894 [D loss: 0.570866, acc.: 70.31%] [G loss: 0.946783]\n",
            "26895 [D loss: 0.591309, acc.: 65.62%] [G loss: 0.976990]\n",
            "26896 [D loss: 0.596425, acc.: 68.75%] [G loss: 1.110970]\n",
            "26897 [D loss: 0.649938, acc.: 65.62%] [G loss: 1.062902]\n",
            "26898 [D loss: 0.627821, acc.: 68.75%] [G loss: 1.083920]\n",
            "26899 [D loss: 0.652639, acc.: 60.94%] [G loss: 0.985172]\n",
            "26900 [D loss: 0.597515, acc.: 65.62%] [G loss: 0.963520]\n",
            "26901 [D loss: 0.652410, acc.: 59.38%] [G loss: 1.139545]\n",
            "26902 [D loss: 0.673046, acc.: 60.94%] [G loss: 1.069623]\n",
            "26903 [D loss: 0.601452, acc.: 67.19%] [G loss: 0.949212]\n",
            "26904 [D loss: 0.618504, acc.: 65.62%] [G loss: 1.065180]\n",
            "26905 [D loss: 0.671497, acc.: 68.75%] [G loss: 1.043879]\n",
            "26906 [D loss: 0.609899, acc.: 62.50%] [G loss: 0.949784]\n",
            "26907 [D loss: 0.569368, acc.: 78.12%] [G loss: 0.831997]\n",
            "26908 [D loss: 0.536567, acc.: 71.88%] [G loss: 0.987851]\n",
            "26909 [D loss: 0.625113, acc.: 64.06%] [G loss: 1.009589]\n",
            "26910 [D loss: 0.583651, acc.: 70.31%] [G loss: 1.093730]\n",
            "26911 [D loss: 0.699572, acc.: 56.25%] [G loss: 0.971523]\n",
            "26912 [D loss: 0.577920, acc.: 65.62%] [G loss: 1.121367]\n",
            "26913 [D loss: 0.616973, acc.: 59.38%] [G loss: 1.164517]\n",
            "26914 [D loss: 0.591033, acc.: 64.06%] [G loss: 1.021235]\n",
            "26915 [D loss: 0.613249, acc.: 67.19%] [G loss: 1.061352]\n",
            "26916 [D loss: 0.614813, acc.: 65.62%] [G loss: 1.059593]\n",
            "26917 [D loss: 0.629006, acc.: 60.94%] [G loss: 1.029762]\n",
            "26918 [D loss: 0.605149, acc.: 67.19%] [G loss: 1.069126]\n",
            "26919 [D loss: 0.597791, acc.: 67.19%] [G loss: 0.955762]\n",
            "26920 [D loss: 0.606325, acc.: 57.81%] [G loss: 1.072700]\n",
            "26921 [D loss: 0.682300, acc.: 56.25%] [G loss: 0.966042]\n",
            "26922 [D loss: 0.643600, acc.: 62.50%] [G loss: 0.984413]\n",
            "26923 [D loss: 0.654812, acc.: 59.38%] [G loss: 0.853325]\n",
            "26924 [D loss: 0.577912, acc.: 70.31%] [G loss: 0.941922]\n",
            "26925 [D loss: 0.541262, acc.: 76.56%] [G loss: 1.051653]\n",
            "26926 [D loss: 0.566798, acc.: 68.75%] [G loss: 1.042938]\n",
            "26927 [D loss: 0.619074, acc.: 62.50%] [G loss: 1.029039]\n",
            "26928 [D loss: 0.623893, acc.: 60.94%] [G loss: 1.135315]\n",
            "26929 [D loss: 0.689596, acc.: 67.19%] [G loss: 0.953209]\n",
            "26930 [D loss: 0.717674, acc.: 54.69%] [G loss: 0.971937]\n",
            "26931 [D loss: 0.631410, acc.: 65.62%] [G loss: 0.961571]\n",
            "26932 [D loss: 0.561563, acc.: 71.88%] [G loss: 1.003835]\n",
            "26933 [D loss: 0.701141, acc.: 54.69%] [G loss: 0.876952]\n",
            "26934 [D loss: 0.504206, acc.: 76.56%] [G loss: 0.950922]\n",
            "26935 [D loss: 0.641897, acc.: 62.50%] [G loss: 1.007356]\n",
            "26936 [D loss: 0.677315, acc.: 60.94%] [G loss: 1.038953]\n",
            "26937 [D loss: 0.624999, acc.: 65.62%] [G loss: 1.022132]\n",
            "26938 [D loss: 0.578541, acc.: 68.75%] [G loss: 1.159705]\n",
            "26939 [D loss: 0.631502, acc.: 60.94%] [G loss: 0.998805]\n",
            "26940 [D loss: 0.687168, acc.: 60.94%] [G loss: 0.927103]\n",
            "26941 [D loss: 0.577902, acc.: 70.31%] [G loss: 1.028397]\n",
            "26942 [D loss: 0.610432, acc.: 60.94%] [G loss: 1.060061]\n",
            "26943 [D loss: 0.621662, acc.: 65.62%] [G loss: 1.109578]\n",
            "26944 [D loss: 0.640687, acc.: 56.25%] [G loss: 1.055544]\n",
            "26945 [D loss: 0.626572, acc.: 60.94%] [G loss: 0.924820]\n",
            "26946 [D loss: 0.595741, acc.: 70.31%] [G loss: 0.902537]\n",
            "26947 [D loss: 0.625584, acc.: 59.38%] [G loss: 0.937277]\n",
            "26948 [D loss: 0.666174, acc.: 57.81%] [G loss: 0.967506]\n",
            "26949 [D loss: 0.641913, acc.: 64.06%] [G loss: 1.028535]\n",
            "26950 [D loss: 0.627801, acc.: 65.62%] [G loss: 1.061890]\n",
            "26951 [D loss: 0.703682, acc.: 56.25%] [G loss: 1.109666]\n",
            "26952 [D loss: 0.647490, acc.: 53.12%] [G loss: 1.049283]\n",
            "26953 [D loss: 0.655576, acc.: 60.94%] [G loss: 1.101401]\n",
            "26954 [D loss: 0.622265, acc.: 62.50%] [G loss: 1.139866]\n",
            "26955 [D loss: 0.664138, acc.: 64.06%] [G loss: 0.970693]\n",
            "26956 [D loss: 0.631761, acc.: 62.50%] [G loss: 0.997153]\n",
            "26957 [D loss: 0.658786, acc.: 53.12%] [G loss: 1.120065]\n",
            "26958 [D loss: 0.586315, acc.: 68.75%] [G loss: 1.223691]\n",
            "26959 [D loss: 0.535325, acc.: 79.69%] [G loss: 1.099481]\n",
            "26960 [D loss: 0.583304, acc.: 64.06%] [G loss: 1.106474]\n",
            "26961 [D loss: 0.609933, acc.: 60.94%] [G loss: 0.980311]\n",
            "26962 [D loss: 0.662998, acc.: 65.62%] [G loss: 1.009496]\n",
            "26963 [D loss: 0.592660, acc.: 65.62%] [G loss: 0.978340]\n",
            "26964 [D loss: 0.636649, acc.: 64.06%] [G loss: 1.077254]\n",
            "26965 [D loss: 0.567939, acc.: 70.31%] [G loss: 1.067123]\n",
            "26966 [D loss: 0.642885, acc.: 54.69%] [G loss: 1.064171]\n",
            "26967 [D loss: 0.622273, acc.: 67.19%] [G loss: 0.941496]\n",
            "26968 [D loss: 0.647774, acc.: 59.38%] [G loss: 1.012699]\n",
            "26969 [D loss: 0.615775, acc.: 59.38%] [G loss: 1.105276]\n",
            "26970 [D loss: 0.586905, acc.: 70.31%] [G loss: 1.034143]\n",
            "26971 [D loss: 0.598481, acc.: 60.94%] [G loss: 1.009964]\n",
            "26972 [D loss: 0.593305, acc.: 67.19%] [G loss: 1.037970]\n",
            "26973 [D loss: 0.631862, acc.: 62.50%] [G loss: 1.037420]\n",
            "26974 [D loss: 0.635222, acc.: 56.25%] [G loss: 0.980060]\n",
            "26975 [D loss: 0.646053, acc.: 65.62%] [G loss: 0.974639]\n",
            "26976 [D loss: 0.669499, acc.: 62.50%] [G loss: 1.037987]\n",
            "26977 [D loss: 0.618220, acc.: 67.19%] [G loss: 0.954849]\n",
            "26978 [D loss: 0.639642, acc.: 60.94%] [G loss: 0.922821]\n",
            "26979 [D loss: 0.654071, acc.: 54.69%] [G loss: 1.009642]\n",
            "26980 [D loss: 0.626054, acc.: 67.19%] [G loss: 0.909880]\n",
            "26981 [D loss: 0.668266, acc.: 57.81%] [G loss: 0.835351]\n",
            "26982 [D loss: 0.675069, acc.: 59.38%] [G loss: 1.002636]\n",
            "26983 [D loss: 0.553501, acc.: 71.88%] [G loss: 1.137829]\n",
            "26984 [D loss: 0.635108, acc.: 59.38%] [G loss: 1.168683]\n",
            "26985 [D loss: 0.572388, acc.: 64.06%] [G loss: 1.106629]\n",
            "26986 [D loss: 0.604325, acc.: 67.19%] [G loss: 1.086045]\n",
            "26987 [D loss: 0.733799, acc.: 54.69%] [G loss: 0.941330]\n",
            "26988 [D loss: 0.674930, acc.: 62.50%] [G loss: 0.943261]\n",
            "26989 [D loss: 0.594156, acc.: 67.19%] [G loss: 0.999510]\n",
            "26990 [D loss: 0.669132, acc.: 56.25%] [G loss: 1.099942]\n",
            "26991 [D loss: 0.612897, acc.: 67.19%] [G loss: 1.080443]\n",
            "26992 [D loss: 0.689095, acc.: 53.12%] [G loss: 1.082664]\n",
            "26993 [D loss: 0.549970, acc.: 70.31%] [G loss: 1.171058]\n",
            "26994 [D loss: 0.659163, acc.: 59.38%] [G loss: 1.081136]\n",
            "26995 [D loss: 0.594447, acc.: 70.31%] [G loss: 1.064050]\n",
            "26996 [D loss: 0.516448, acc.: 79.69%] [G loss: 0.965890]\n",
            "26997 [D loss: 0.620231, acc.: 59.38%] [G loss: 1.018255]\n",
            "26998 [D loss: 0.631437, acc.: 62.50%] [G loss: 1.024721]\n",
            "26999 [D loss: 0.686018, acc.: 57.81%] [G loss: 1.012911]\n",
            "27000 [D loss: 0.687066, acc.: 57.81%] [G loss: 0.930066]\n",
            "27001 [D loss: 0.617493, acc.: 60.94%] [G loss: 1.069441]\n",
            "27002 [D loss: 0.625745, acc.: 65.62%] [G loss: 0.913664]\n",
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            "27006 [D loss: 0.564317, acc.: 73.44%] [G loss: 1.094699]\n",
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            "27008 [D loss: 0.596916, acc.: 73.44%] [G loss: 1.101796]\n",
            "27009 [D loss: 0.650278, acc.: 60.94%] [G loss: 1.018770]\n",
            "27010 [D loss: 0.615081, acc.: 62.50%] [G loss: 1.075308]\n",
            "27011 [D loss: 0.605468, acc.: 68.75%] [G loss: 1.095997]\n",
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            "27018 [D loss: 0.574606, acc.: 67.19%] [G loss: 0.953598]\n",
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            "27122 [D loss: 0.593446, acc.: 70.31%] [G loss: 1.099968]\n",
            "27123 [D loss: 0.595479, acc.: 64.06%] [G loss: 0.939091]\n",
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            "27128 [D loss: 0.690553, acc.: 56.25%] [G loss: 1.081903]\n",
            "27129 [D loss: 0.521105, acc.: 75.00%] [G loss: 1.172041]\n",
            "27130 [D loss: 0.666977, acc.: 53.12%] [G loss: 1.090460]\n",
            "27131 [D loss: 0.631130, acc.: 68.75%] [G loss: 0.948936]\n",
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            "27133 [D loss: 0.656135, acc.: 64.06%] [G loss: 1.107555]\n",
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            "27141 [D loss: 0.691154, acc.: 50.00%] [G loss: 0.991939]\n",
            "27142 [D loss: 0.626472, acc.: 62.50%] [G loss: 1.069406]\n",
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            "27144 [D loss: 0.649156, acc.: 64.06%] [G loss: 1.139638]\n",
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            "27150 [D loss: 0.625809, acc.: 65.62%] [G loss: 1.062471]\n",
            "27151 [D loss: 0.757224, acc.: 53.12%] [G loss: 0.952230]\n",
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            "27153 [D loss: 0.654984, acc.: 64.06%] [G loss: 1.088737]\n",
            "27154 [D loss: 0.649717, acc.: 59.38%] [G loss: 1.139611]\n",
            "27155 [D loss: 0.592980, acc.: 70.31%] [G loss: 1.101702]\n",
            "27156 [D loss: 0.586621, acc.: 71.88%] [G loss: 1.160946]\n",
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            "27158 [D loss: 0.700871, acc.: 50.00%] [G loss: 0.887113]\n",
            "27159 [D loss: 0.585091, acc.: 68.75%] [G loss: 1.069061]\n",
            "27160 [D loss: 0.622006, acc.: 60.94%] [G loss: 1.131884]\n",
            "27161 [D loss: 0.686946, acc.: 57.81%] [G loss: 0.930554]\n",
            "27162 [D loss: 0.535769, acc.: 75.00%] [G loss: 1.022043]\n",
            "27163 [D loss: 0.622108, acc.: 64.06%] [G loss: 0.955205]\n",
            "27164 [D loss: 0.678202, acc.: 57.81%] [G loss: 1.096233]\n",
            "27165 [D loss: 0.606516, acc.: 59.38%] [G loss: 0.964815]\n",
            "27166 [D loss: 0.668206, acc.: 65.62%] [G loss: 1.020936]\n",
            "27167 [D loss: 0.575958, acc.: 68.75%] [G loss: 1.002431]\n",
            "27168 [D loss: 0.705762, acc.: 59.38%] [G loss: 0.931179]\n",
            "27169 [D loss: 0.597300, acc.: 60.94%] [G loss: 1.014919]\n",
            "27170 [D loss: 0.716330, acc.: 48.44%] [G loss: 0.895216]\n",
            "27171 [D loss: 0.647264, acc.: 54.69%] [G loss: 0.985200]\n",
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            "27174 [D loss: 0.631482, acc.: 56.25%] [G loss: 1.000546]\n",
            "27175 [D loss: 0.755900, acc.: 51.56%] [G loss: 0.890861]\n",
            "27176 [D loss: 0.636218, acc.: 65.62%] [G loss: 0.948398]\n",
            "27177 [D loss: 0.566869, acc.: 71.88%] [G loss: 1.118720]\n",
            "27178 [D loss: 0.589890, acc.: 65.62%] [G loss: 1.070122]\n",
            "27179 [D loss: 0.650052, acc.: 62.50%] [G loss: 0.929548]\n",
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            "27182 [D loss: 0.621161, acc.: 68.75%] [G loss: 1.060663]\n",
            "27183 [D loss: 0.677868, acc.: 57.81%] [G loss: 0.923671]\n",
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            "27191 [D loss: 0.666646, acc.: 60.94%] [G loss: 1.013813]\n",
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            "27291 [D loss: 0.551637, acc.: 71.88%] [G loss: 1.014535]\n",
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            "27300 [D loss: 0.566642, acc.: 71.88%] [G loss: 0.999355]\n",
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            "27303 [D loss: 0.566630, acc.: 68.75%] [G loss: 1.187545]\n",
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            "27305 [D loss: 0.575542, acc.: 75.00%] [G loss: 1.032926]\n",
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            "27313 [D loss: 0.634984, acc.: 64.06%] [G loss: 0.978413]\n",
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            "27316 [D loss: 0.669689, acc.: 53.12%] [G loss: 0.998060]\n",
            "27317 [D loss: 0.603390, acc.: 76.56%] [G loss: 1.022534]\n",
            "27318 [D loss: 0.699137, acc.: 57.81%] [G loss: 0.934909]\n",
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            "27320 [D loss: 0.639207, acc.: 64.06%] [G loss: 0.965741]\n",
            "27321 [D loss: 0.620135, acc.: 65.62%] [G loss: 0.898310]\n",
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            "27323 [D loss: 0.659299, acc.: 54.69%] [G loss: 1.004313]\n",
            "27324 [D loss: 0.606317, acc.: 62.50%] [G loss: 1.021273]\n",
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            "27326 [D loss: 0.666654, acc.: 56.25%] [G loss: 1.220230]\n",
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            "27328 [D loss: 0.584856, acc.: 67.19%] [G loss: 1.048776]\n",
            "27329 [D loss: 0.656485, acc.: 64.06%] [G loss: 0.938011]\n",
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            "27333 [D loss: 0.571412, acc.: 60.94%] [G loss: 1.091683]\n",
            "27334 [D loss: 0.665607, acc.: 64.06%] [G loss: 1.113121]\n",
            "27335 [D loss: 0.605192, acc.: 70.31%] [G loss: 1.111578]\n",
            "27336 [D loss: 0.617152, acc.: 65.62%] [G loss: 1.027122]\n",
            "27337 [D loss: 0.593795, acc.: 60.94%] [G loss: 0.952675]\n",
            "27338 [D loss: 0.646356, acc.: 64.06%] [G loss: 1.055926]\n",
            "27339 [D loss: 0.582039, acc.: 64.06%] [G loss: 1.017169]\n",
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            "27341 [D loss: 0.668339, acc.: 60.94%] [G loss: 1.156811]\n",
            "27342 [D loss: 0.695820, acc.: 57.81%] [G loss: 1.015301]\n",
            "27343 [D loss: 0.601794, acc.: 65.62%] [G loss: 0.936393]\n",
            "27344 [D loss: 0.702309, acc.: 51.56%] [G loss: 0.998359]\n",
            "27345 [D loss: 0.658719, acc.: 56.25%] [G loss: 1.150303]\n",
            "27346 [D loss: 0.581789, acc.: 73.44%] [G loss: 1.213259]\n",
            "27347 [D loss: 0.649903, acc.: 65.62%] [G loss: 1.067618]\n",
            "27348 [D loss: 0.557496, acc.: 73.44%] [G loss: 1.082010]\n",
            "27349 [D loss: 0.565627, acc.: 67.19%] [G loss: 1.091726]\n",
            "27350 [D loss: 0.582816, acc.: 71.88%] [G loss: 1.025215]\n",
            "27351 [D loss: 0.680083, acc.: 62.50%] [G loss: 0.976534]\n",
            "27352 [D loss: 0.683419, acc.: 57.81%] [G loss: 0.970366]\n",
            "27353 [D loss: 0.671238, acc.: 57.81%] [G loss: 1.038598]\n",
            "27354 [D loss: 0.597417, acc.: 70.31%] [G loss: 1.019761]\n",
            "27355 [D loss: 0.677428, acc.: 56.25%] [G loss: 1.013126]\n",
            "27356 [D loss: 0.561570, acc.: 75.00%] [G loss: 1.080593]\n",
            "27357 [D loss: 0.566339, acc.: 71.88%] [G loss: 1.021499]\n",
            "27358 [D loss: 0.562390, acc.: 64.06%] [G loss: 1.109815]\n",
            "27359 [D loss: 0.653843, acc.: 60.94%] [G loss: 0.955516]\n",
            "27360 [D loss: 0.574241, acc.: 73.44%] [G loss: 0.988937]\n",
            "27361 [D loss: 0.606052, acc.: 70.31%] [G loss: 1.016534]\n",
            "27362 [D loss: 0.719710, acc.: 53.12%] [G loss: 1.042645]\n",
            "27363 [D loss: 0.626790, acc.: 64.06%] [G loss: 1.068925]\n",
            "27364 [D loss: 0.571257, acc.: 70.31%] [G loss: 0.977344]\n",
            "27365 [D loss: 0.589089, acc.: 60.94%] [G loss: 1.136654]\n",
            "27366 [D loss: 0.646354, acc.: 62.50%] [G loss: 1.145588]\n",
            "27367 [D loss: 0.656302, acc.: 64.06%] [G loss: 1.130780]\n",
            "27368 [D loss: 0.655115, acc.: 62.50%] [G loss: 1.009725]\n",
            "27369 [D loss: 0.605000, acc.: 68.75%] [G loss: 1.003839]\n",
            "27370 [D loss: 0.582054, acc.: 70.31%] [G loss: 1.070694]\n",
            "27371 [D loss: 0.654339, acc.: 65.62%] [G loss: 1.006301]\n",
            "27372 [D loss: 0.598781, acc.: 70.31%] [G loss: 0.948206]\n",
            "27373 [D loss: 0.553763, acc.: 71.88%] [G loss: 1.201379]\n",
            "27374 [D loss: 0.710997, acc.: 57.81%] [G loss: 1.028339]\n",
            "27375 [D loss: 0.620163, acc.: 67.19%] [G loss: 1.058409]\n",
            "27376 [D loss: 0.550707, acc.: 70.31%] [G loss: 0.946063]\n",
            "27377 [D loss: 0.645820, acc.: 59.38%] [G loss: 1.017208]\n",
            "27378 [D loss: 0.653180, acc.: 64.06%] [G loss: 1.086312]\n",
            "27379 [D loss: 0.677973, acc.: 60.94%] [G loss: 0.985587]\n",
            "27380 [D loss: 0.520378, acc.: 75.00%] [G loss: 1.105221]\n",
            "27381 [D loss: 0.650428, acc.: 60.94%] [G loss: 0.948762]\n",
            "27382 [D loss: 0.638112, acc.: 57.81%] [G loss: 1.059490]\n",
            "27383 [D loss: 0.582351, acc.: 70.31%] [G loss: 1.016976]\n",
            "27384 [D loss: 0.619168, acc.: 67.19%] [G loss: 1.190545]\n",
            "27385 [D loss: 0.653223, acc.: 62.50%] [G loss: 1.017071]\n",
            "27386 [D loss: 0.641417, acc.: 59.38%] [G loss: 1.088851]\n",
            "27387 [D loss: 0.659722, acc.: 62.50%] [G loss: 0.956706]\n",
            "27388 [D loss: 0.618315, acc.: 68.75%] [G loss: 0.981804]\n",
            "27389 [D loss: 0.703258, acc.: 57.81%] [G loss: 1.116435]\n",
            "27390 [D loss: 0.584259, acc.: 70.31%] [G loss: 1.033883]\n",
            "27391 [D loss: 0.629553, acc.: 67.19%] [G loss: 1.035540]\n",
            "27392 [D loss: 0.597471, acc.: 68.75%] [G loss: 1.057030]\n",
            "27393 [D loss: 0.609792, acc.: 60.94%] [G loss: 1.114602]\n",
            "27394 [D loss: 0.640861, acc.: 60.94%] [G loss: 1.144674]\n",
            "27395 [D loss: 0.688491, acc.: 60.94%] [G loss: 0.991381]\n",
            "27396 [D loss: 0.678437, acc.: 57.81%] [G loss: 0.998482]\n",
            "27397 [D loss: 0.611248, acc.: 65.62%] [G loss: 1.014614]\n",
            "27398 [D loss: 0.668369, acc.: 57.81%] [G loss: 1.012491]\n",
            "27399 [D loss: 0.561832, acc.: 73.44%] [G loss: 1.102944]\n",
            "27400 [D loss: 0.664292, acc.: 64.06%] [G loss: 1.048110]\n",
            "27401 [D loss: 0.592598, acc.: 67.19%] [G loss: 0.961798]\n",
            "27402 [D loss: 0.731671, acc.: 46.88%] [G loss: 0.976654]\n",
            "27403 [D loss: 0.634530, acc.: 56.25%] [G loss: 1.127574]\n",
            "27404 [D loss: 0.606634, acc.: 70.31%] [G loss: 1.113988]\n",
            "27405 [D loss: 0.680072, acc.: 60.94%] [G loss: 1.077344]\n",
            "27406 [D loss: 0.697367, acc.: 57.81%] [G loss: 1.014513]\n",
            "27407 [D loss: 0.614235, acc.: 62.50%] [G loss: 0.957558]\n",
            "27408 [D loss: 0.613207, acc.: 65.62%] [G loss: 1.099773]\n",
            "27409 [D loss: 0.549808, acc.: 79.69%] [G loss: 1.063520]\n",
            "27410 [D loss: 0.610777, acc.: 71.88%] [G loss: 1.015899]\n",
            "27411 [D loss: 0.688689, acc.: 60.94%] [G loss: 1.002280]\n",
            "27412 [D loss: 0.679272, acc.: 62.50%] [G loss: 1.069047]\n",
            "27413 [D loss: 0.602297, acc.: 64.06%] [G loss: 1.013419]\n",
            "27414 [D loss: 0.696440, acc.: 51.56%] [G loss: 1.164653]\n",
            "27415 [D loss: 0.699329, acc.: 59.38%] [G loss: 0.945100]\n",
            "27416 [D loss: 0.610509, acc.: 67.19%] [G loss: 1.101300]\n",
            "27417 [D loss: 0.637182, acc.: 54.69%] [G loss: 0.938135]\n",
            "27418 [D loss: 0.550846, acc.: 75.00%] [G loss: 1.049507]\n",
            "27419 [D loss: 0.673790, acc.: 60.94%] [G loss: 1.021744]\n",
            "27420 [D loss: 0.581716, acc.: 68.75%] [G loss: 1.124734]\n",
            "27421 [D loss: 0.635721, acc.: 65.62%] [G loss: 1.063404]\n",
            "27422 [D loss: 0.574626, acc.: 65.62%] [G loss: 1.023243]\n",
            "27423 [D loss: 0.602552, acc.: 65.62%] [G loss: 1.158408]\n",
            "27424 [D loss: 0.623004, acc.: 65.62%] [G loss: 1.056414]\n",
            "27425 [D loss: 0.611082, acc.: 57.81%] [G loss: 0.985929]\n",
            "27426 [D loss: 0.745082, acc.: 56.25%] [G loss: 0.926575]\n",
            "27427 [D loss: 0.699871, acc.: 57.81%] [G loss: 0.899402]\n",
            "27428 [D loss: 0.592610, acc.: 67.19%] [G loss: 0.971125]\n",
            "27429 [D loss: 0.686170, acc.: 59.38%] [G loss: 0.886941]\n",
            "27430 [D loss: 0.650124, acc.: 57.81%] [G loss: 1.102475]\n",
            "27431 [D loss: 0.714532, acc.: 53.12%] [G loss: 1.049653]\n",
            "27432 [D loss: 0.656853, acc.: 53.12%] [G loss: 0.928136]\n",
            "27433 [D loss: 0.585309, acc.: 71.88%] [G loss: 0.966785]\n",
            "27434 [D loss: 0.553665, acc.: 65.62%] [G loss: 1.021318]\n",
            "27435 [D loss: 0.616639, acc.: 60.94%] [G loss: 0.949693]\n",
            "27436 [D loss: 0.651275, acc.: 59.38%] [G loss: 1.027263]\n",
            "27437 [D loss: 0.556486, acc.: 79.69%] [G loss: 1.026630]\n",
            "27438 [D loss: 0.639822, acc.: 64.06%] [G loss: 0.978628]\n",
            "27439 [D loss: 0.750824, acc.: 45.31%] [G loss: 1.089743]\n",
            "27440 [D loss: 0.635343, acc.: 60.94%] [G loss: 1.062997]\n",
            "27441 [D loss: 0.606807, acc.: 65.62%] [G loss: 1.197179]\n",
            "27442 [D loss: 0.734347, acc.: 57.81%] [G loss: 1.221721]\n",
            "27443 [D loss: 0.620933, acc.: 68.75%] [G loss: 1.155785]\n",
            "27444 [D loss: 0.598117, acc.: 73.44%] [G loss: 1.149907]\n",
            "27445 [D loss: 0.629250, acc.: 59.38%] [G loss: 0.972933]\n",
            "27446 [D loss: 0.660627, acc.: 60.94%] [G loss: 1.144163]\n",
            "27447 [D loss: 0.605146, acc.: 67.19%] [G loss: 1.067412]\n",
            "27448 [D loss: 0.696678, acc.: 54.69%] [G loss: 0.979076]\n",
            "27449 [D loss: 0.665710, acc.: 54.69%] [G loss: 0.977223]\n",
            "27450 [D loss: 0.718039, acc.: 56.25%] [G loss: 0.946166]\n",
            "27451 [D loss: 0.540987, acc.: 75.00%] [G loss: 1.086750]\n",
            "27452 [D loss: 0.659254, acc.: 60.94%] [G loss: 1.091669]\n",
            "27453 [D loss: 0.676064, acc.: 57.81%] [G loss: 0.987487]\n",
            "27454 [D loss: 0.618132, acc.: 68.75%] [G loss: 1.014272]\n",
            "27455 [D loss: 0.560391, acc.: 79.69%] [G loss: 0.995175]\n",
            "27456 [D loss: 0.648394, acc.: 60.94%] [G loss: 0.969453]\n",
            "27457 [D loss: 0.614148, acc.: 71.88%] [G loss: 0.872735]\n",
            "27458 [D loss: 0.677687, acc.: 64.06%] [G loss: 0.888765]\n",
            "27459 [D loss: 0.588643, acc.: 68.75%] [G loss: 1.035499]\n",
            "27460 [D loss: 0.641898, acc.: 60.94%] [G loss: 1.012141]\n",
            "27461 [D loss: 0.560744, acc.: 76.56%] [G loss: 0.940783]\n",
            "27462 [D loss: 0.668846, acc.: 56.25%] [G loss: 1.023895]\n",
            "27463 [D loss: 0.680257, acc.: 54.69%] [G loss: 0.988521]\n",
            "27464 [D loss: 0.548661, acc.: 73.44%] [G loss: 1.004504]\n",
            "27465 [D loss: 0.718817, acc.: 57.81%] [G loss: 1.160637]\n",
            "27466 [D loss: 0.619244, acc.: 68.75%] [G loss: 1.035799]\n",
            "27467 [D loss: 0.622022, acc.: 57.81%] [G loss: 0.935270]\n",
            "27468 [D loss: 0.611365, acc.: 68.75%] [G loss: 0.944982]\n",
            "27469 [D loss: 0.599559, acc.: 70.31%] [G loss: 0.997751]\n",
            "27470 [D loss: 0.720512, acc.: 54.69%] [G loss: 1.116470]\n",
            "27471 [D loss: 0.551355, acc.: 76.56%] [G loss: 1.033103]\n",
            "27472 [D loss: 0.606555, acc.: 73.44%] [G loss: 0.977712]\n",
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            "27474 [D loss: 0.645198, acc.: 68.75%] [G loss: 1.030930]\n",
            "27475 [D loss: 0.573948, acc.: 73.44%] [G loss: 1.067661]\n",
            "27476 [D loss: 0.625573, acc.: 67.19%] [G loss: 1.011353]\n",
            "27477 [D loss: 0.686857, acc.: 54.69%] [G loss: 1.009737]\n",
            "27478 [D loss: 0.591388, acc.: 65.62%] [G loss: 1.035739]\n",
            "27479 [D loss: 0.623752, acc.: 57.81%] [G loss: 1.036901]\n",
            "27480 [D loss: 0.599550, acc.: 70.31%] [G loss: 1.027212]\n",
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            "27482 [D loss: 0.653803, acc.: 56.25%] [G loss: 1.105839]\n",
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            "27485 [D loss: 0.630325, acc.: 62.50%] [G loss: 0.986125]\n",
            "27486 [D loss: 0.632286, acc.: 68.75%] [G loss: 0.954234]\n",
            "27487 [D loss: 0.662481, acc.: 57.81%] [G loss: 1.025229]\n",
            "27488 [D loss: 0.551293, acc.: 70.31%] [G loss: 1.049850]\n",
            "27489 [D loss: 0.708288, acc.: 59.38%] [G loss: 1.049209]\n",
            "27490 [D loss: 0.657538, acc.: 57.81%] [G loss: 0.971378]\n",
            "27491 [D loss: 0.641580, acc.: 70.31%] [G loss: 0.996295]\n",
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            "27496 [D loss: 0.585612, acc.: 71.88%] [G loss: 1.212437]\n",
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            "27500 [D loss: 0.593867, acc.: 67.19%] [G loss: 1.110547]\n",
            "27501 [D loss: 0.603403, acc.: 68.75%] [G loss: 1.004943]\n",
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            "27503 [D loss: 0.630775, acc.: 67.19%] [G loss: 1.052215]\n",
            "27504 [D loss: 0.690780, acc.: 57.81%] [G loss: 1.092317]\n",
            "27505 [D loss: 0.686186, acc.: 64.06%] [G loss: 1.130880]\n",
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            "27529 [D loss: 0.662267, acc.: 53.12%] [G loss: 0.990349]\n",
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            "27532 [D loss: 0.679653, acc.: 54.69%] [G loss: 1.118217]\n",
            "27533 [D loss: 0.608010, acc.: 68.75%] [G loss: 1.007256]\n",
            "27534 [D loss: 0.638827, acc.: 60.94%] [G loss: 1.002267]\n",
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            "27536 [D loss: 0.637329, acc.: 65.62%] [G loss: 0.995685]\n",
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            "27539 [D loss: 0.659343, acc.: 54.69%] [G loss: 0.966288]\n",
            "27540 [D loss: 0.636401, acc.: 64.06%] [G loss: 0.950387]\n",
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            "27549 [D loss: 0.702347, acc.: 62.50%] [G loss: 0.976215]\n",
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            "27551 [D loss: 0.611902, acc.: 67.19%] [G loss: 1.029032]\n",
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            "27553 [D loss: 0.653189, acc.: 56.25%] [G loss: 1.024074]\n",
            "27554 [D loss: 0.587097, acc.: 65.62%] [G loss: 0.935364]\n",
            "27555 [D loss: 0.607372, acc.: 65.62%] [G loss: 1.033931]\n",
            "27556 [D loss: 0.724680, acc.: 54.69%] [G loss: 0.985256]\n",
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            "27558 [D loss: 0.628132, acc.: 65.62%] [G loss: 1.045959]\n",
            "27559 [D loss: 0.603671, acc.: 67.19%] [G loss: 1.103006]\n",
            "27560 [D loss: 0.563344, acc.: 73.44%] [G loss: 0.962374]\n",
            "27561 [D loss: 0.663918, acc.: 51.56%] [G loss: 1.121702]\n",
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            "27563 [D loss: 0.602444, acc.: 70.31%] [G loss: 1.014916]\n",
            "27564 [D loss: 0.648973, acc.: 64.06%] [G loss: 1.104104]\n",
            "27565 [D loss: 0.620114, acc.: 73.44%] [G loss: 0.922818]\n",
            "27566 [D loss: 0.609607, acc.: 68.75%] [G loss: 1.086709]\n",
            "27567 [D loss: 0.658515, acc.: 62.50%] [G loss: 0.978565]\n",
            "27568 [D loss: 0.550798, acc.: 75.00%] [G loss: 1.042124]\n",
            "27569 [D loss: 0.684684, acc.: 65.62%] [G loss: 0.962946]\n",
            "27570 [D loss: 0.632245, acc.: 60.94%] [G loss: 1.045180]\n",
            "27571 [D loss: 0.635200, acc.: 62.50%] [G loss: 0.957612]\n",
            "27572 [D loss: 0.620270, acc.: 70.31%] [G loss: 1.095549]\n",
            "27573 [D loss: 0.591157, acc.: 62.50%] [G loss: 0.999927]\n",
            "27574 [D loss: 0.576996, acc.: 71.88%] [G loss: 1.092785]\n",
            "27575 [D loss: 0.681908, acc.: 57.81%] [G loss: 1.030901]\n",
            "27576 [D loss: 0.651931, acc.: 65.62%] [G loss: 0.981172]\n",
            "27577 [D loss: 0.580971, acc.: 71.88%] [G loss: 1.056736]\n",
            "27578 [D loss: 0.650039, acc.: 54.69%] [G loss: 0.908700]\n",
            "27579 [D loss: 0.677364, acc.: 65.62%] [G loss: 0.976472]\n",
            "27580 [D loss: 0.567936, acc.: 71.88%] [G loss: 1.032913]\n",
            "27581 [D loss: 0.625839, acc.: 68.75%] [G loss: 1.100730]\n",
            "27582 [D loss: 0.691660, acc.: 57.81%] [G loss: 0.986479]\n",
            "27583 [D loss: 0.669785, acc.: 62.50%] [G loss: 0.934010]\n",
            "27584 [D loss: 0.611025, acc.: 64.06%] [G loss: 1.033755]\n",
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            "27586 [D loss: 0.658744, acc.: 59.38%] [G loss: 1.002407]\n",
            "27587 [D loss: 0.694659, acc.: 53.12%] [G loss: 0.932453]\n",
            "27588 [D loss: 0.622021, acc.: 64.06%] [G loss: 1.052469]\n",
            "27589 [D loss: 0.631557, acc.: 67.19%] [G loss: 0.996091]\n",
            "27590 [D loss: 0.554957, acc.: 71.88%] [G loss: 0.935346]\n",
            "27591 [D loss: 0.681449, acc.: 53.12%] [G loss: 0.999003]\n",
            "27592 [D loss: 0.637463, acc.: 65.62%] [G loss: 0.940054]\n",
            "27593 [D loss: 0.588524, acc.: 70.31%] [G loss: 0.945617]\n",
            "27594 [D loss: 0.556157, acc.: 68.75%] [G loss: 0.950212]\n",
            "27595 [D loss: 0.651241, acc.: 62.50%] [G loss: 0.866625]\n",
            "27596 [D loss: 0.699693, acc.: 57.81%] [G loss: 0.938734]\n",
            "27597 [D loss: 0.630868, acc.: 59.38%] [G loss: 0.964833]\n",
            "27598 [D loss: 0.697080, acc.: 56.25%] [G loss: 1.007772]\n",
            "27599 [D loss: 0.592276, acc.: 67.19%] [G loss: 1.108268]\n",
            "27600 [D loss: 0.640614, acc.: 64.06%] [G loss: 0.993326]\n",
            "27601 [D loss: 0.585486, acc.: 64.06%] [G loss: 1.181111]\n",
            "27602 [D loss: 0.554091, acc.: 76.56%] [G loss: 1.174418]\n",
            "27603 [D loss: 0.700877, acc.: 56.25%] [G loss: 1.074057]\n",
            "27604 [D loss: 0.651708, acc.: 53.12%] [G loss: 0.984862]\n",
            "27605 [D loss: 0.633133, acc.: 70.31%] [G loss: 1.009222]\n",
            "27606 [D loss: 0.563375, acc.: 70.31%] [G loss: 0.837799]\n",
            "27607 [D loss: 0.598664, acc.: 67.19%] [G loss: 0.994763]\n",
            "27608 [D loss: 0.662281, acc.: 62.50%] [G loss: 0.959979]\n",
            "27609 [D loss: 0.681641, acc.: 64.06%] [G loss: 1.087476]\n",
            "27610 [D loss: 0.676263, acc.: 56.25%] [G loss: 0.924754]\n",
            "27611 [D loss: 0.538490, acc.: 75.00%] [G loss: 1.080800]\n",
            "27612 [D loss: 0.718859, acc.: 59.38%] [G loss: 0.983993]\n",
            "27613 [D loss: 0.631642, acc.: 60.94%] [G loss: 1.084636]\n",
            "27614 [D loss: 0.673023, acc.: 54.69%] [G loss: 1.107305]\n",
            "27615 [D loss: 0.604244, acc.: 70.31%] [G loss: 1.005770]\n",
            "27616 [D loss: 0.610315, acc.: 65.62%] [G loss: 0.952582]\n",
            "27617 [D loss: 0.674283, acc.: 62.50%] [G loss: 0.935766]\n",
            "27618 [D loss: 0.599307, acc.: 67.19%] [G loss: 0.992134]\n",
            "27619 [D loss: 0.662794, acc.: 64.06%] [G loss: 1.031421]\n",
            "27620 [D loss: 0.611875, acc.: 60.94%] [G loss: 1.162554]\n",
            "27621 [D loss: 0.630795, acc.: 67.19%] [G loss: 1.060356]\n",
            "27622 [D loss: 0.615536, acc.: 68.75%] [G loss: 0.846579]\n",
            "27623 [D loss: 0.624879, acc.: 67.19%] [G loss: 0.884819]\n",
            "27624 [D loss: 0.630200, acc.: 60.94%] [G loss: 0.867364]\n",
            "27625 [D loss: 0.626565, acc.: 65.62%] [G loss: 0.914935]\n",
            "27626 [D loss: 0.683647, acc.: 59.38%] [G loss: 0.975800]\n",
            "27627 [D loss: 0.620385, acc.: 64.06%] [G loss: 0.990788]\n",
            "27628 [D loss: 0.590361, acc.: 67.19%] [G loss: 1.069721]\n",
            "27629 [D loss: 0.630718, acc.: 64.06%] [G loss: 1.038594]\n",
            "27630 [D loss: 0.719310, acc.: 51.56%] [G loss: 1.005605]\n",
            "27631 [D loss: 0.684348, acc.: 59.38%] [G loss: 1.038171]\n",
            "27632 [D loss: 0.627166, acc.: 62.50%] [G loss: 0.943935]\n",
            "27633 [D loss: 0.612659, acc.: 65.62%] [G loss: 1.091491]\n",
            "27634 [D loss: 0.640629, acc.: 60.94%] [G loss: 0.946680]\n",
            "27635 [D loss: 0.682848, acc.: 54.69%] [G loss: 0.978008]\n",
            "27636 [D loss: 0.627713, acc.: 64.06%] [G loss: 0.906145]\n",
            "27637 [D loss: 0.611732, acc.: 67.19%] [G loss: 1.031511]\n",
            "27638 [D loss: 0.648280, acc.: 59.38%] [G loss: 1.048801]\n",
            "27639 [D loss: 0.595024, acc.: 71.88%] [G loss: 0.985175]\n",
            "27640 [D loss: 0.689082, acc.: 59.38%] [G loss: 1.116693]\n",
            "27641 [D loss: 0.657963, acc.: 60.94%] [G loss: 1.012021]\n",
            "27642 [D loss: 0.578061, acc.: 68.75%] [G loss: 0.990916]\n",
            "27643 [D loss: 0.617137, acc.: 65.62%] [G loss: 1.039937]\n",
            "27644 [D loss: 0.635863, acc.: 62.50%] [G loss: 1.023907]\n",
            "27645 [D loss: 0.657867, acc.: 54.69%] [G loss: 0.971472]\n",
            "27646 [D loss: 0.653075, acc.: 65.62%] [G loss: 0.958940]\n",
            "27647 [D loss: 0.570304, acc.: 71.88%] [G loss: 0.867199]\n",
            "27648 [D loss: 0.651759, acc.: 60.94%] [G loss: 1.039127]\n",
            "27649 [D loss: 0.661397, acc.: 56.25%] [G loss: 0.921284]\n",
            "27650 [D loss: 0.684383, acc.: 56.25%] [G loss: 0.971161]\n",
            "27651 [D loss: 0.642887, acc.: 67.19%] [G loss: 0.928693]\n",
            "27652 [D loss: 0.616598, acc.: 60.94%] [G loss: 0.985169]\n",
            "27653 [D loss: 0.591999, acc.: 68.75%] [G loss: 1.061357]\n",
            "27654 [D loss: 0.564665, acc.: 75.00%] [G loss: 0.932661]\n",
            "27655 [D loss: 0.625474, acc.: 65.62%] [G loss: 1.059459]\n",
            "27656 [D loss: 0.627639, acc.: 67.19%] [G loss: 1.054750]\n",
            "27657 [D loss: 0.665779, acc.: 54.69%] [G loss: 0.928351]\n",
            "27658 [D loss: 0.643806, acc.: 60.94%] [G loss: 1.007910]\n",
            "27659 [D loss: 0.611064, acc.: 62.50%] [G loss: 1.150574]\n",
            "27660 [D loss: 0.600412, acc.: 67.19%] [G loss: 1.023360]\n",
            "27661 [D loss: 0.694954, acc.: 59.38%] [G loss: 0.945289]\n",
            "27662 [D loss: 0.527408, acc.: 76.56%] [G loss: 1.055798]\n",
            "27663 [D loss: 0.660767, acc.: 59.38%] [G loss: 1.005059]\n",
            "27664 [D loss: 0.610771, acc.: 67.19%] [G loss: 1.068988]\n",
            "27665 [D loss: 0.621914, acc.: 65.62%] [G loss: 1.042481]\n",
            "27666 [D loss: 0.696772, acc.: 54.69%] [G loss: 1.092520]\n",
            "27667 [D loss: 0.648995, acc.: 57.81%] [G loss: 0.971668]\n",
            "27668 [D loss: 0.694855, acc.: 54.69%] [G loss: 0.920586]\n",
            "27669 [D loss: 0.624460, acc.: 70.31%] [G loss: 1.063670]\n",
            "27670 [D loss: 0.669327, acc.: 64.06%] [G loss: 0.867645]\n",
            "27671 [D loss: 0.644005, acc.: 64.06%] [G loss: 0.953357]\n",
            "27672 [D loss: 0.600711, acc.: 70.31%] [G loss: 0.957956]\n",
            "27673 [D loss: 0.619428, acc.: 70.31%] [G loss: 0.930262]\n",
            "27674 [D loss: 0.693323, acc.: 50.00%] [G loss: 0.965379]\n",
            "27675 [D loss: 0.677537, acc.: 56.25%] [G loss: 1.010114]\n",
            "27676 [D loss: 0.647764, acc.: 57.81%] [G loss: 0.916754]\n",
            "27677 [D loss: 0.656918, acc.: 62.50%] [G loss: 1.020233]\n",
            "27678 [D loss: 0.622818, acc.: 62.50%] [G loss: 1.085549]\n",
            "27679 [D loss: 0.677902, acc.: 54.69%] [G loss: 0.983843]\n",
            "27680 [D loss: 0.630788, acc.: 60.94%] [G loss: 0.897375]\n",
            "27681 [D loss: 0.559018, acc.: 76.56%] [G loss: 0.997609]\n",
            "27682 [D loss: 0.642263, acc.: 60.94%] [G loss: 1.026148]\n",
            "27683 [D loss: 0.653490, acc.: 64.06%] [G loss: 1.068131]\n",
            "27684 [D loss: 0.612111, acc.: 64.06%] [G loss: 1.116280]\n",
            "27685 [D loss: 0.604634, acc.: 68.75%] [G loss: 1.109580]\n",
            "27686 [D loss: 0.559317, acc.: 67.19%] [G loss: 1.011223]\n",
            "27687 [D loss: 0.742973, acc.: 56.25%] [G loss: 1.032343]\n",
            "27688 [D loss: 0.608278, acc.: 68.75%] [G loss: 0.994560]\n",
            "27689 [D loss: 0.604991, acc.: 67.19%] [G loss: 1.163370]\n",
            "27690 [D loss: 0.597276, acc.: 71.88%] [G loss: 0.924043]\n",
            "27691 [D loss: 0.643456, acc.: 59.38%] [G loss: 1.154142]\n",
            "27692 [D loss: 0.675702, acc.: 64.06%] [G loss: 1.141274]\n",
            "27693 [D loss: 0.645074, acc.: 62.50%] [G loss: 1.029050]\n",
            "27694 [D loss: 0.507533, acc.: 79.69%] [G loss: 1.064894]\n",
            "27695 [D loss: 0.638951, acc.: 65.62%] [G loss: 1.107930]\n",
            "27696 [D loss: 0.607433, acc.: 70.31%] [G loss: 1.145678]\n",
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            "27698 [D loss: 0.697697, acc.: 62.50%] [G loss: 1.003717]\n",
            "27699 [D loss: 0.652892, acc.: 64.06%] [G loss: 1.001177]\n",
            "27700 [D loss: 0.624914, acc.: 62.50%] [G loss: 1.022531]\n",
            "27701 [D loss: 0.649903, acc.: 67.19%] [G loss: 0.946548]\n",
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            "27705 [D loss: 0.589707, acc.: 67.19%] [G loss: 0.875624]\n",
            "27706 [D loss: 0.540652, acc.: 73.44%] [G loss: 1.038091]\n",
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            "27708 [D loss: 0.577421, acc.: 70.31%] [G loss: 0.938443]\n",
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            "27710 [D loss: 0.762161, acc.: 46.88%] [G loss: 1.038337]\n",
            "27711 [D loss: 0.695841, acc.: 60.94%] [G loss: 1.025823]\n",
            "27712 [D loss: 0.726218, acc.: 51.56%] [G loss: 1.008615]\n",
            "27713 [D loss: 0.603193, acc.: 60.94%] [G loss: 0.999639]\n",
            "27714 [D loss: 0.603665, acc.: 64.06%] [G loss: 0.957069]\n",
            "27715 [D loss: 0.569029, acc.: 73.44%] [G loss: 1.104562]\n",
            "27716 [D loss: 0.590050, acc.: 71.88%] [G loss: 1.139416]\n",
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            "27718 [D loss: 0.685544, acc.: 48.44%] [G loss: 1.094512]\n",
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            "27720 [D loss: 0.742932, acc.: 57.81%] [G loss: 0.941220]\n",
            "27721 [D loss: 0.733389, acc.: 53.12%] [G loss: 0.986583]\n",
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            "27729 [D loss: 0.608416, acc.: 62.50%] [G loss: 0.951939]\n",
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            "27732 [D loss: 0.622738, acc.: 67.19%] [G loss: 1.072045]\n",
            "27733 [D loss: 0.629303, acc.: 54.69%] [G loss: 0.950245]\n",
            "27734 [D loss: 0.602738, acc.: 68.75%] [G loss: 1.001713]\n",
            "27735 [D loss: 0.698800, acc.: 48.44%] [G loss: 0.962054]\n",
            "27736 [D loss: 0.608028, acc.: 68.75%] [G loss: 1.003788]\n",
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            "27738 [D loss: 0.679087, acc.: 54.69%] [G loss: 0.960908]\n",
            "27739 [D loss: 0.650504, acc.: 59.38%] [G loss: 0.944242]\n",
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            "27744 [D loss: 0.733802, acc.: 60.94%] [G loss: 0.991583]\n",
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            "27749 [D loss: 0.708237, acc.: 50.00%] [G loss: 0.985728]\n",
            "27750 [D loss: 0.682599, acc.: 50.00%] [G loss: 0.979656]\n",
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            "27752 [D loss: 0.573426, acc.: 73.44%] [G loss: 1.018815]\n",
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            "27756 [D loss: 0.632142, acc.: 71.88%] [G loss: 1.015854]\n",
            "27757 [D loss: 0.553000, acc.: 79.69%] [G loss: 1.095156]\n",
            "27758 [D loss: 0.659960, acc.: 54.69%] [G loss: 0.988508]\n",
            "27759 [D loss: 0.575460, acc.: 71.88%] [G loss: 1.098170]\n",
            "27760 [D loss: 0.673135, acc.: 62.50%] [G loss: 1.179642]\n",
            "27761 [D loss: 0.577622, acc.: 73.44%] [G loss: 1.114143]\n",
            "27762 [D loss: 0.680955, acc.: 59.38%] [G loss: 0.986772]\n",
            "27763 [D loss: 0.637246, acc.: 56.25%] [G loss: 1.039701]\n",
            "27764 [D loss: 0.608882, acc.: 64.06%] [G loss: 1.114086]\n",
            "27765 [D loss: 0.613986, acc.: 67.19%] [G loss: 1.001520]\n",
            "27766 [D loss: 0.659783, acc.: 56.25%] [G loss: 1.132965]\n",
            "27767 [D loss: 0.668595, acc.: 62.50%] [G loss: 1.014252]\n",
            "27768 [D loss: 0.552205, acc.: 76.56%] [G loss: 0.969481]\n",
            "27769 [D loss: 0.733084, acc.: 51.56%] [G loss: 0.849841]\n",
            "27770 [D loss: 0.641762, acc.: 68.75%] [G loss: 0.918540]\n",
            "27771 [D loss: 0.619806, acc.: 62.50%] [G loss: 1.078874]\n",
            "27772 [D loss: 0.658031, acc.: 57.81%] [G loss: 1.211624]\n",
            "27773 [D loss: 0.595606, acc.: 62.50%] [G loss: 1.061871]\n",
            "27774 [D loss: 0.652935, acc.: 64.06%] [G loss: 1.109014]\n",
            "27775 [D loss: 0.727969, acc.: 64.06%] [G loss: 1.025946]\n",
            "27776 [D loss: 0.603702, acc.: 67.19%] [G loss: 0.995955]\n",
            "27777 [D loss: 0.530088, acc.: 76.56%] [G loss: 1.093794]\n",
            "27778 [D loss: 0.706801, acc.: 54.69%] [G loss: 1.095916]\n",
            "27779 [D loss: 0.612952, acc.: 62.50%] [G loss: 1.014732]\n",
            "27780 [D loss: 0.671256, acc.: 57.81%] [G loss: 1.017795]\n",
            "27781 [D loss: 0.634420, acc.: 60.94%] [G loss: 0.963188]\n",
            "27782 [D loss: 0.629488, acc.: 67.19%] [G loss: 0.855433]\n",
            "27783 [D loss: 0.659633, acc.: 60.94%] [G loss: 1.026483]\n",
            "27784 [D loss: 0.575380, acc.: 71.88%] [G loss: 0.913026]\n",
            "27785 [D loss: 0.674819, acc.: 56.25%] [G loss: 0.931289]\n",
            "27786 [D loss: 0.690659, acc.: 57.81%] [G loss: 0.947902]\n",
            "27787 [D loss: 0.606000, acc.: 64.06%] [G loss: 1.051773]\n",
            "27788 [D loss: 0.639773, acc.: 57.81%] [G loss: 1.072610]\n",
            "27789 [D loss: 0.546897, acc.: 79.69%] [G loss: 1.066885]\n",
            "27790 [D loss: 0.572495, acc.: 73.44%] [G loss: 1.075471]\n",
            "27791 [D loss: 0.652977, acc.: 59.38%] [G loss: 1.053533]\n",
            "27792 [D loss: 0.632637, acc.: 59.38%] [G loss: 0.980789]\n",
            "27793 [D loss: 0.681620, acc.: 57.81%] [G loss: 0.900270]\n",
            "27794 [D loss: 0.689030, acc.: 57.81%] [G loss: 0.980449]\n",
            "27795 [D loss: 0.600900, acc.: 70.31%] [G loss: 1.062394]\n",
            "27796 [D loss: 0.632103, acc.: 57.81%] [G loss: 1.064403]\n",
            "27797 [D loss: 0.592411, acc.: 67.19%] [G loss: 0.961701]\n",
            "27798 [D loss: 0.621739, acc.: 68.75%] [G loss: 0.898340]\n",
            "27799 [D loss: 0.717930, acc.: 59.38%] [G loss: 0.902319]\n",
            "27800 [D loss: 0.621298, acc.: 59.38%] [G loss: 0.899093]\n",
            "27801 [D loss: 0.657827, acc.: 65.62%] [G loss: 1.044198]\n",
            "27802 [D loss: 0.570205, acc.: 71.88%] [G loss: 1.186826]\n",
            "27803 [D loss: 0.601604, acc.: 62.50%] [G loss: 0.999143]\n",
            "27804 [D loss: 0.658527, acc.: 62.50%] [G loss: 0.924798]\n",
            "27805 [D loss: 0.704304, acc.: 59.38%] [G loss: 1.016884]\n",
            "27806 [D loss: 0.583954, acc.: 79.69%] [G loss: 1.107322]\n",
            "27807 [D loss: 0.588511, acc.: 64.06%] [G loss: 1.063142]\n",
            "27808 [D loss: 0.686678, acc.: 59.38%] [G loss: 1.212258]\n",
            "27809 [D loss: 0.630820, acc.: 65.62%] [G loss: 0.978946]\n",
            "27810 [D loss: 0.663423, acc.: 59.38%] [G loss: 1.112890]\n",
            "27811 [D loss: 0.740469, acc.: 56.25%] [G loss: 1.145576]\n",
            "27812 [D loss: 0.666253, acc.: 62.50%] [G loss: 1.025512]\n",
            "27813 [D loss: 0.620973, acc.: 64.06%] [G loss: 1.001143]\n",
            "27814 [D loss: 0.596841, acc.: 64.06%] [G loss: 1.029586]\n",
            "27815 [D loss: 0.646264, acc.: 57.81%] [G loss: 1.049495]\n",
            "27816 [D loss: 0.679173, acc.: 60.94%] [G loss: 1.043748]\n",
            "27817 [D loss: 0.697267, acc.: 54.69%] [G loss: 0.906214]\n",
            "27818 [D loss: 0.707175, acc.: 46.88%] [G loss: 0.931757]\n",
            "27819 [D loss: 0.656636, acc.: 65.62%] [G loss: 0.997096]\n",
            "27820 [D loss: 0.578966, acc.: 75.00%] [G loss: 0.922592]\n",
            "27821 [D loss: 0.639896, acc.: 65.62%] [G loss: 1.040494]\n",
            "27822 [D loss: 0.697337, acc.: 60.94%] [G loss: 0.917837]\n",
            "27823 [D loss: 0.685738, acc.: 56.25%] [G loss: 0.987402]\n",
            "27824 [D loss: 0.616605, acc.: 64.06%] [G loss: 1.060558]\n",
            "27825 [D loss: 0.586912, acc.: 67.19%] [G loss: 1.048604]\n",
            "27826 [D loss: 0.652615, acc.: 65.62%] [G loss: 1.108419]\n",
            "27827 [D loss: 0.682348, acc.: 59.38%] [G loss: 1.078559]\n",
            "27828 [D loss: 0.616489, acc.: 64.06%] [G loss: 1.105663]\n",
            "27829 [D loss: 0.620740, acc.: 62.50%] [G loss: 1.016111]\n",
            "27830 [D loss: 0.614233, acc.: 65.62%] [G loss: 1.145657]\n",
            "27831 [D loss: 0.663402, acc.: 59.38%] [G loss: 0.980935]\n",
            "27832 [D loss: 0.602393, acc.: 65.62%] [G loss: 1.068393]\n",
            "27833 [D loss: 0.565136, acc.: 78.12%] [G loss: 0.982080]\n",
            "27834 [D loss: 0.554126, acc.: 79.69%] [G loss: 1.094548]\n",
            "27835 [D loss: 0.593167, acc.: 70.31%] [G loss: 1.010092]\n",
            "27836 [D loss: 0.666752, acc.: 57.81%] [G loss: 1.092250]\n",
            "27837 [D loss: 0.641403, acc.: 62.50%] [G loss: 0.991850]\n",
            "27838 [D loss: 0.529331, acc.: 79.69%] [G loss: 1.026019]\n",
            "27839 [D loss: 0.621044, acc.: 62.50%] [G loss: 1.032576]\n",
            "27840 [D loss: 0.647711, acc.: 56.25%] [G loss: 0.977802]\n",
            "27841 [D loss: 0.631843, acc.: 70.31%] [G loss: 0.995858]\n",
            "27842 [D loss: 0.662602, acc.: 59.38%] [G loss: 0.996086]\n",
            "27843 [D loss: 0.604746, acc.: 70.31%] [G loss: 1.075985]\n",
            "27844 [D loss: 0.674841, acc.: 62.50%] [G loss: 0.983448]\n",
            "27845 [D loss: 0.592157, acc.: 71.88%] [G loss: 0.949393]\n",
            "27846 [D loss: 0.551434, acc.: 70.31%] [G loss: 1.070376]\n",
            "27847 [D loss: 0.676828, acc.: 65.62%] [G loss: 0.943826]\n",
            "27848 [D loss: 0.686783, acc.: 56.25%] [G loss: 1.066119]\n",
            "27849 [D loss: 0.669284, acc.: 68.75%] [G loss: 0.872102]\n",
            "27850 [D loss: 0.570593, acc.: 73.44%] [G loss: 0.951804]\n",
            "27851 [D loss: 0.591382, acc.: 62.50%] [G loss: 0.971923]\n",
            "27852 [D loss: 0.608953, acc.: 70.31%] [G loss: 0.937508]\n",
            "27853 [D loss: 0.703820, acc.: 57.81%] [G loss: 0.935043]\n",
            "27854 [D loss: 0.627853, acc.: 64.06%] [G loss: 1.018812]\n",
            "27855 [D loss: 0.651278, acc.: 65.62%] [G loss: 1.092713]\n",
            "27856 [D loss: 0.647959, acc.: 70.31%] [G loss: 1.065416]\n",
            "27857 [D loss: 0.653322, acc.: 67.19%] [G loss: 0.974104]\n",
            "27858 [D loss: 0.679844, acc.: 54.69%] [G loss: 1.020064]\n",
            "27859 [D loss: 0.548808, acc.: 76.56%] [G loss: 1.081434]\n",
            "27860 [D loss: 0.653594, acc.: 54.69%] [G loss: 1.039776]\n",
            "27861 [D loss: 0.651982, acc.: 62.50%] [G loss: 1.055580]\n",
            "27862 [D loss: 0.637208, acc.: 57.81%] [G loss: 1.068999]\n",
            "27863 [D loss: 0.590838, acc.: 68.75%] [G loss: 0.995305]\n",
            "27864 [D loss: 0.602669, acc.: 65.62%] [G loss: 1.113972]\n",
            "27865 [D loss: 0.707427, acc.: 59.38%] [G loss: 1.012480]\n",
            "27866 [D loss: 0.592264, acc.: 68.75%] [G loss: 1.004206]\n",
            "27867 [D loss: 0.619809, acc.: 67.19%] [G loss: 1.027239]\n",
            "27868 [D loss: 0.619189, acc.: 70.31%] [G loss: 1.071468]\n",
            "27869 [D loss: 0.635605, acc.: 67.19%] [G loss: 0.925509]\n",
            "27870 [D loss: 0.797225, acc.: 50.00%] [G loss: 0.933324]\n",
            "27871 [D loss: 0.630426, acc.: 60.94%] [G loss: 1.084899]\n",
            "27872 [D loss: 0.630343, acc.: 60.94%] [G loss: 1.022729]\n",
            "27873 [D loss: 0.606753, acc.: 68.75%] [G loss: 1.103179]\n",
            "27874 [D loss: 0.614074, acc.: 71.88%] [G loss: 1.076584]\n",
            "27875 [D loss: 0.631130, acc.: 64.06%] [G loss: 1.079420]\n",
            "27876 [D loss: 0.750054, acc.: 48.44%] [G loss: 0.948238]\n",
            "27877 [D loss: 0.664958, acc.: 59.38%] [G loss: 1.038662]\n",
            "27878 [D loss: 0.628697, acc.: 70.31%] [G loss: 1.036160]\n",
            "27879 [D loss: 0.635986, acc.: 60.94%] [G loss: 1.026235]\n",
            "27880 [D loss: 0.594212, acc.: 67.19%] [G loss: 0.982158]\n",
            "27881 [D loss: 0.655247, acc.: 65.62%] [G loss: 1.015031]\n",
            "27882 [D loss: 0.668081, acc.: 57.81%] [G loss: 0.988701]\n",
            "27883 [D loss: 0.629046, acc.: 70.31%] [G loss: 1.113951]\n",
            "27884 [D loss: 0.636799, acc.: 64.06%] [G loss: 1.020245]\n",
            "27885 [D loss: 0.583928, acc.: 65.62%] [G loss: 1.061960]\n",
            "27886 [D loss: 0.587985, acc.: 64.06%] [G loss: 0.942951]\n",
            "27887 [D loss: 0.654775, acc.: 57.81%] [G loss: 0.994312]\n",
            "27888 [D loss: 0.609183, acc.: 70.31%] [G loss: 1.032830]\n",
            "27889 [D loss: 0.644943, acc.: 60.94%] [G loss: 0.925032]\n",
            "27890 [D loss: 0.530518, acc.: 71.88%] [G loss: 0.944965]\n",
            "27891 [D loss: 0.569737, acc.: 71.88%] [G loss: 1.006022]\n",
            "27892 [D loss: 0.652760, acc.: 57.81%] [G loss: 1.031927]\n",
            "27893 [D loss: 0.641593, acc.: 62.50%] [G loss: 1.115514]\n",
            "27894 [D loss: 0.616315, acc.: 65.62%] [G loss: 0.972973]\n",
            "27895 [D loss: 0.554630, acc.: 71.88%] [G loss: 1.079773]\n",
            "27896 [D loss: 0.660600, acc.: 54.69%] [G loss: 0.956817]\n",
            "27897 [D loss: 0.551445, acc.: 73.44%] [G loss: 1.118621]\n",
            "27898 [D loss: 0.695554, acc.: 50.00%] [G loss: 0.982599]\n",
            "27899 [D loss: 0.698593, acc.: 50.00%] [G loss: 1.043202]\n",
            "27900 [D loss: 0.639269, acc.: 60.94%] [G loss: 1.061816]\n",
            "27901 [D loss: 0.595994, acc.: 73.44%] [G loss: 1.075514]\n",
            "27902 [D loss: 0.485203, acc.: 85.94%] [G loss: 1.113522]\n",
            "27903 [D loss: 0.683696, acc.: 59.38%] [G loss: 0.921149]\n",
            "27904 [D loss: 0.684417, acc.: 54.69%] [G loss: 0.937004]\n",
            "27905 [D loss: 0.634176, acc.: 68.75%] [G loss: 0.867060]\n",
            "27906 [D loss: 0.625158, acc.: 60.94%] [G loss: 1.038127]\n",
            "27907 [D loss: 0.624699, acc.: 67.19%] [G loss: 1.043121]\n",
            "27908 [D loss: 0.682259, acc.: 62.50%] [G loss: 0.956860]\n",
            "27909 [D loss: 0.587369, acc.: 67.19%] [G loss: 1.058046]\n",
            "27910 [D loss: 0.680702, acc.: 46.88%] [G loss: 0.965280]\n",
            "27911 [D loss: 0.597286, acc.: 65.62%] [G loss: 1.040274]\n",
            "27912 [D loss: 0.635321, acc.: 62.50%] [G loss: 1.076186]\n",
            "27913 [D loss: 0.647913, acc.: 59.38%] [G loss: 0.979835]\n",
            "27914 [D loss: 0.559728, acc.: 71.88%] [G loss: 0.924246]\n",
            "27915 [D loss: 0.634885, acc.: 67.19%] [G loss: 1.073563]\n",
            "27916 [D loss: 0.659673, acc.: 56.25%] [G loss: 1.066849]\n",
            "27917 [D loss: 0.555100, acc.: 71.88%] [G loss: 1.122628]\n",
            "27918 [D loss: 0.666513, acc.: 60.94%] [G loss: 0.989462]\n",
            "27919 [D loss: 0.582738, acc.: 71.88%] [G loss: 0.867330]\n",
            "27920 [D loss: 0.612684, acc.: 65.62%] [G loss: 0.938179]\n",
            "27921 [D loss: 0.677821, acc.: 62.50%] [G loss: 1.054882]\n",
            "27922 [D loss: 0.621198, acc.: 67.19%] [G loss: 1.073790]\n",
            "27923 [D loss: 0.751952, acc.: 53.12%] [G loss: 1.007177]\n",
            "27924 [D loss: 0.683213, acc.: 62.50%] [G loss: 0.894480]\n",
            "27925 [D loss: 0.582385, acc.: 73.44%] [G loss: 0.967086]\n",
            "27926 [D loss: 0.605976, acc.: 70.31%] [G loss: 0.897155]\n",
            "27927 [D loss: 0.554997, acc.: 70.31%] [G loss: 0.908240]\n",
            "27928 [D loss: 0.656013, acc.: 64.06%] [G loss: 0.965708]\n",
            "27929 [D loss: 0.713947, acc.: 60.94%] [G loss: 0.978958]\n",
            "27930 [D loss: 0.628442, acc.: 62.50%] [G loss: 0.928077]\n",
            "27931 [D loss: 0.647932, acc.: 62.50%] [G loss: 1.073640]\n",
            "27932 [D loss: 0.603114, acc.: 65.62%] [G loss: 0.896160]\n",
            "27933 [D loss: 0.639748, acc.: 65.62%] [G loss: 0.939391]\n",
            "27934 [D loss: 0.649099, acc.: 64.06%] [G loss: 0.970213]\n",
            "27935 [D loss: 0.589944, acc.: 62.50%] [G loss: 1.069032]\n",
            "27936 [D loss: 0.679319, acc.: 62.50%] [G loss: 0.943153]\n",
            "27937 [D loss: 0.635283, acc.: 59.38%] [G loss: 1.108389]\n",
            "27938 [D loss: 0.630430, acc.: 64.06%] [G loss: 0.908050]\n",
            "27939 [D loss: 0.723468, acc.: 51.56%] [G loss: 1.045785]\n",
            "27940 [D loss: 0.670405, acc.: 59.38%] [G loss: 1.118974]\n",
            "27941 [D loss: 0.617651, acc.: 62.50%] [G loss: 1.033042]\n",
            "27942 [D loss: 0.664017, acc.: 62.50%] [G loss: 1.139960]\n",
            "27943 [D loss: 0.689188, acc.: 53.12%] [G loss: 0.944480]\n",
            "27944 [D loss: 0.599328, acc.: 62.50%] [G loss: 0.910998]\n",
            "27945 [D loss: 0.636655, acc.: 64.06%] [G loss: 0.951975]\n",
            "27946 [D loss: 0.656263, acc.: 57.81%] [G loss: 0.942600]\n",
            "27947 [D loss: 0.529517, acc.: 78.12%] [G loss: 1.000692]\n",
            "27948 [D loss: 0.596084, acc.: 76.56%] [G loss: 1.155273]\n",
            "27949 [D loss: 0.647328, acc.: 59.38%] [G loss: 1.076849]\n",
            "27950 [D loss: 0.642340, acc.: 59.38%] [G loss: 1.141856]\n",
            "27951 [D loss: 0.531959, acc.: 76.56%] [G loss: 1.114283]\n",
            "27952 [D loss: 0.681101, acc.: 53.12%] [G loss: 1.076975]\n",
            "27953 [D loss: 0.641630, acc.: 68.75%] [G loss: 1.038870]\n",
            "27954 [D loss: 0.583354, acc.: 67.19%] [G loss: 1.071982]\n",
            "27955 [D loss: 0.599840, acc.: 62.50%] [G loss: 1.018414]\n",
            "27956 [D loss: 0.562723, acc.: 67.19%] [G loss: 1.068046]\n",
            "27957 [D loss: 0.656169, acc.: 59.38%] [G loss: 0.921445]\n",
            "27958 [D loss: 0.643465, acc.: 65.62%] [G loss: 0.868263]\n",
            "27959 [D loss: 0.702054, acc.: 54.69%] [G loss: 0.966258]\n",
            "27960 [D loss: 0.654587, acc.: 60.94%] [G loss: 0.961321]\n",
            "27961 [D loss: 0.551609, acc.: 76.56%] [G loss: 1.056732]\n",
            "27962 [D loss: 0.649782, acc.: 62.50%] [G loss: 1.003976]\n",
            "27963 [D loss: 0.597908, acc.: 57.81%] [G loss: 0.937206]\n",
            "27964 [D loss: 0.640485, acc.: 59.38%] [G loss: 1.017517]\n",
            "27965 [D loss: 0.544274, acc.: 76.56%] [G loss: 0.907501]\n",
            "27966 [D loss: 0.664472, acc.: 53.12%] [G loss: 0.959437]\n",
            "27967 [D loss: 0.619875, acc.: 57.81%] [G loss: 1.052028]\n",
            "27968 [D loss: 0.624776, acc.: 67.19%] [G loss: 0.942417]\n",
            "27969 [D loss: 0.683991, acc.: 57.81%] [G loss: 0.988730]\n",
            "27970 [D loss: 0.624619, acc.: 68.75%] [G loss: 1.087917]\n",
            "27971 [D loss: 0.536888, acc.: 76.56%] [G loss: 1.113647]\n",
            "27972 [D loss: 0.587408, acc.: 67.19%] [G loss: 1.153440]\n",
            "27973 [D loss: 0.669021, acc.: 60.94%] [G loss: 0.908604]\n",
            "27974 [D loss: 0.636699, acc.: 64.06%] [G loss: 0.842983]\n",
            "27975 [D loss: 0.700016, acc.: 57.81%] [G loss: 0.974917]\n",
            "27976 [D loss: 0.572230, acc.: 70.31%] [G loss: 1.080418]\n",
            "27977 [D loss: 0.670260, acc.: 62.50%] [G loss: 1.014816]\n",
            "27978 [D loss: 0.609203, acc.: 65.62%] [G loss: 1.142677]\n",
            "27979 [D loss: 0.580320, acc.: 75.00%] [G loss: 1.028313]\n",
            "27980 [D loss: 0.677578, acc.: 64.06%] [G loss: 1.021146]\n",
            "27981 [D loss: 0.567317, acc.: 68.75%] [G loss: 0.992147]\n",
            "27982 [D loss: 0.622135, acc.: 71.88%] [G loss: 1.050380]\n",
            "27983 [D loss: 0.681030, acc.: 56.25%] [G loss: 1.058654]\n",
            "27984 [D loss: 0.662747, acc.: 60.94%] [G loss: 1.038720]\n",
            "27985 [D loss: 0.644682, acc.: 56.25%] [G loss: 1.030018]\n",
            "27986 [D loss: 0.637386, acc.: 68.75%] [G loss: 1.100705]\n",
            "27987 [D loss: 0.593765, acc.: 65.62%] [G loss: 1.082503]\n",
            "27988 [D loss: 0.649458, acc.: 64.06%] [G loss: 1.052127]\n",
            "27989 [D loss: 0.709435, acc.: 54.69%] [G loss: 0.984712]\n",
            "27990 [D loss: 0.594501, acc.: 75.00%] [G loss: 1.096937]\n",
            "27991 [D loss: 0.616511, acc.: 64.06%] [G loss: 0.982391]\n",
            "27992 [D loss: 0.572527, acc.: 68.75%] [G loss: 0.986820]\n",
            "27993 [D loss: 0.613750, acc.: 54.69%] [G loss: 1.075031]\n",
            "27994 [D loss: 0.609182, acc.: 70.31%] [G loss: 1.058942]\n",
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            "28093 [D loss: 0.669501, acc.: 59.38%] [G loss: 1.156713]\n",
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            "28113 [D loss: 0.717404, acc.: 56.25%] [G loss: 0.937660]\n",
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            "28121 [D loss: 0.621316, acc.: 65.62%] [G loss: 0.930837]\n",
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            "28124 [D loss: 0.541401, acc.: 70.31%] [G loss: 1.018399]\n",
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            "28127 [D loss: 0.510823, acc.: 76.56%] [G loss: 1.010317]\n",
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            "28230 [D loss: 0.619823, acc.: 60.94%] [G loss: 1.013139]\n",
            "28231 [D loss: 0.540469, acc.: 73.44%] [G loss: 1.084720]\n",
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            "28237 [D loss: 0.684966, acc.: 59.38%] [G loss: 1.089833]\n",
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            "28239 [D loss: 0.596791, acc.: 68.75%] [G loss: 1.049946]\n",
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            "28242 [D loss: 0.716904, acc.: 54.69%] [G loss: 1.107440]\n",
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            "28245 [D loss: 0.641589, acc.: 60.94%] [G loss: 0.933903]\n",
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            "28248 [D loss: 0.635254, acc.: 62.50%] [G loss: 0.933947]\n",
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            "28250 [D loss: 0.642997, acc.: 57.81%] [G loss: 0.986092]\n",
            "28251 [D loss: 0.570588, acc.: 70.31%] [G loss: 0.960688]\n",
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            "28254 [D loss: 0.580573, acc.: 64.06%] [G loss: 1.032020]\n",
            "28255 [D loss: 0.629705, acc.: 60.94%] [G loss: 0.933299]\n",
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            "28257 [D loss: 0.622481, acc.: 68.75%] [G loss: 0.992987]\n",
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            "28260 [D loss: 0.664826, acc.: 57.81%] [G loss: 1.091048]\n",
            "28261 [D loss: 0.751264, acc.: 53.12%] [G loss: 0.934086]\n",
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            "28265 [D loss: 0.651674, acc.: 56.25%] [G loss: 0.974946]\n",
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            "28268 [D loss: 0.643515, acc.: 64.06%] [G loss: 1.159789]\n",
            "28269 [D loss: 0.619841, acc.: 60.94%] [G loss: 0.908300]\n",
            "28270 [D loss: 0.706842, acc.: 54.69%] [G loss: 0.951438]\n",
            "28271 [D loss: 0.601327, acc.: 68.75%] [G loss: 1.026574]\n",
            "28272 [D loss: 0.657866, acc.: 62.50%] [G loss: 0.894675]\n",
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            "28275 [D loss: 0.635958, acc.: 56.25%] [G loss: 0.934878]\n",
            "28276 [D loss: 0.661930, acc.: 53.12%] [G loss: 0.808779]\n",
            "28277 [D loss: 0.712522, acc.: 56.25%] [G loss: 0.880176]\n",
            "28278 [D loss: 0.637168, acc.: 53.12%] [G loss: 1.033940]\n",
            "28279 [D loss: 0.603598, acc.: 70.31%] [G loss: 0.987638]\n",
            "28280 [D loss: 0.648528, acc.: 64.06%] [G loss: 1.078001]\n",
            "28281 [D loss: 0.619790, acc.: 71.88%] [G loss: 1.024625]\n",
            "28282 [D loss: 0.534226, acc.: 82.81%] [G loss: 1.027527]\n",
            "28283 [D loss: 0.609617, acc.: 67.19%] [G loss: 1.058959]\n",
            "28284 [D loss: 0.626737, acc.: 59.38%] [G loss: 1.053086]\n",
            "28285 [D loss: 0.563272, acc.: 71.88%] [G loss: 1.131181]\n",
            "28286 [D loss: 0.574491, acc.: 67.19%] [G loss: 1.104356]\n",
            "28287 [D loss: 0.592675, acc.: 68.75%] [G loss: 1.047121]\n",
            "28288 [D loss: 0.598522, acc.: 60.94%] [G loss: 1.053177]\n",
            "28289 [D loss: 0.614853, acc.: 67.19%] [G loss: 0.949772]\n",
            "28290 [D loss: 0.637302, acc.: 62.50%] [G loss: 0.943305]\n",
            "28291 [D loss: 0.629216, acc.: 62.50%] [G loss: 0.933405]\n",
            "28292 [D loss: 0.689015, acc.: 64.06%] [G loss: 1.045325]\n",
            "28293 [D loss: 0.713334, acc.: 54.69%] [G loss: 0.972662]\n",
            "28294 [D loss: 0.587769, acc.: 64.06%] [G loss: 1.003327]\n",
            "28295 [D loss: 0.638651, acc.: 68.75%] [G loss: 0.997588]\n",
            "28296 [D loss: 0.657258, acc.: 59.38%] [G loss: 1.008131]\n",
            "28297 [D loss: 0.665126, acc.: 62.50%] [G loss: 1.020430]\n",
            "28298 [D loss: 0.562189, acc.: 70.31%] [G loss: 0.933974]\n",
            "28299 [D loss: 0.601449, acc.: 67.19%] [G loss: 1.043793]\n",
            "28300 [D loss: 0.526230, acc.: 68.75%] [G loss: 0.951174]\n",
            "28301 [D loss: 0.593170, acc.: 64.06%] [G loss: 1.092832]\n",
            "28302 [D loss: 0.670798, acc.: 62.50%] [G loss: 1.063304]\n",
            "28303 [D loss: 0.583081, acc.: 75.00%] [G loss: 1.070967]\n",
            "28304 [D loss: 0.643659, acc.: 62.50%] [G loss: 1.002388]\n",
            "28305 [D loss: 0.676258, acc.: 53.12%] [G loss: 0.956009]\n",
            "28306 [D loss: 0.590997, acc.: 73.44%] [G loss: 0.979091]\n",
            "28307 [D loss: 0.628397, acc.: 62.50%] [G loss: 1.147826]\n",
            "28308 [D loss: 0.639296, acc.: 64.06%] [G loss: 1.109066]\n",
            "28309 [D loss: 0.694446, acc.: 59.38%] [G loss: 1.040197]\n",
            "28310 [D loss: 0.674765, acc.: 64.06%] [G loss: 1.036383]\n",
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            "28312 [D loss: 0.626162, acc.: 60.94%] [G loss: 0.957075]\n",
            "28313 [D loss: 0.643928, acc.: 60.94%] [G loss: 1.073269]\n",
            "28314 [D loss: 0.693332, acc.: 57.81%] [G loss: 1.075208]\n",
            "28315 [D loss: 0.586028, acc.: 75.00%] [G loss: 0.953635]\n",
            "28316 [D loss: 0.541643, acc.: 75.00%] [G loss: 1.022130]\n",
            "28317 [D loss: 0.651281, acc.: 65.62%] [G loss: 1.020007]\n",
            "28318 [D loss: 0.536466, acc.: 73.44%] [G loss: 1.047541]\n",
            "28319 [D loss: 0.574322, acc.: 71.88%] [G loss: 1.138110]\n",
            "28320 [D loss: 0.676033, acc.: 53.12%] [G loss: 1.033884]\n",
            "28321 [D loss: 0.708837, acc.: 50.00%] [G loss: 1.022638]\n",
            "28322 [D loss: 0.673288, acc.: 51.56%] [G loss: 1.140923]\n",
            "28323 [D loss: 0.670321, acc.: 60.94%] [G loss: 1.122730]\n",
            "28324 [D loss: 0.583516, acc.: 65.62%] [G loss: 0.967609]\n",
            "28325 [D loss: 0.632802, acc.: 64.06%] [G loss: 0.980756]\n",
            "28326 [D loss: 0.588073, acc.: 64.06%] [G loss: 0.947897]\n",
            "28327 [D loss: 0.645942, acc.: 65.62%] [G loss: 0.951392]\n",
            "28328 [D loss: 0.638946, acc.: 64.06%] [G loss: 1.148427]\n",
            "28329 [D loss: 0.601012, acc.: 59.38%] [G loss: 1.083194]\n",
            "28330 [D loss: 0.675859, acc.: 67.19%] [G loss: 1.045900]\n",
            "28331 [D loss: 0.636151, acc.: 57.81%] [G loss: 1.092001]\n",
            "28332 [D loss: 0.587970, acc.: 68.75%] [G loss: 1.053963]\n",
            "28333 [D loss: 0.670033, acc.: 59.38%] [G loss: 1.022332]\n",
            "28334 [D loss: 0.613039, acc.: 68.75%] [G loss: 0.963605]\n",
            "28335 [D loss: 0.762978, acc.: 54.69%] [G loss: 0.978787]\n",
            "28336 [D loss: 0.668204, acc.: 57.81%] [G loss: 0.927327]\n",
            "28337 [D loss: 0.563324, acc.: 70.31%] [G loss: 0.929441]\n",
            "28338 [D loss: 0.667448, acc.: 59.38%] [G loss: 0.964485]\n",
            "28339 [D loss: 0.583177, acc.: 68.75%] [G loss: 0.964925]\n",
            "28340 [D loss: 0.639609, acc.: 57.81%] [G loss: 0.963132]\n",
            "28341 [D loss: 0.637963, acc.: 60.94%] [G loss: 1.084217]\n",
            "28342 [D loss: 0.665176, acc.: 60.94%] [G loss: 1.009544]\n",
            "28343 [D loss: 0.725942, acc.: 57.81%] [G loss: 0.906999]\n",
            "28344 [D loss: 0.623651, acc.: 71.88%] [G loss: 1.063420]\n",
            "28345 [D loss: 0.678458, acc.: 60.94%] [G loss: 1.068696]\n",
            "28346 [D loss: 0.613102, acc.: 65.62%] [G loss: 1.080995]\n",
            "28347 [D loss: 0.594060, acc.: 65.62%] [G loss: 1.046083]\n",
            "28348 [D loss: 0.668514, acc.: 57.81%] [G loss: 1.037788]\n",
            "28349 [D loss: 0.627967, acc.: 62.50%] [G loss: 1.178845]\n",
            "28350 [D loss: 0.614517, acc.: 71.88%] [G loss: 1.082232]\n",
            "28351 [D loss: 0.591094, acc.: 68.75%] [G loss: 1.020883]\n",
            "28352 [D loss: 0.687840, acc.: 56.25%] [G loss: 1.022118]\n",
            "28353 [D loss: 0.654515, acc.: 64.06%] [G loss: 1.067515]\n",
            "28354 [D loss: 0.583745, acc.: 64.06%] [G loss: 1.085289]\n",
            "28355 [D loss: 0.654532, acc.: 68.75%] [G loss: 0.948830]\n",
            "28356 [D loss: 0.609133, acc.: 68.75%] [G loss: 1.165316]\n",
            "28357 [D loss: 0.679491, acc.: 54.69%] [G loss: 1.008215]\n",
            "28358 [D loss: 0.636456, acc.: 59.38%] [G loss: 1.015878]\n",
            "28359 [D loss: 0.575233, acc.: 70.31%] [G loss: 0.907984]\n",
            "28360 [D loss: 0.602743, acc.: 67.19%] [G loss: 0.941224]\n",
            "28361 [D loss: 0.658342, acc.: 59.38%] [G loss: 0.956459]\n",
            "28362 [D loss: 0.653247, acc.: 59.38%] [G loss: 1.068817]\n",
            "28363 [D loss: 0.601215, acc.: 65.62%] [G loss: 1.069090]\n",
            "28364 [D loss: 0.622334, acc.: 64.06%] [G loss: 1.030024]\n",
            "28365 [D loss: 0.583503, acc.: 71.88%] [G loss: 1.139882]\n",
            "28366 [D loss: 0.613039, acc.: 59.38%] [G loss: 1.040540]\n",
            "28367 [D loss: 0.600598, acc.: 64.06%] [G loss: 1.092755]\n",
            "28368 [D loss: 0.582972, acc.: 75.00%] [G loss: 0.930736]\n",
            "28369 [D loss: 0.558092, acc.: 75.00%] [G loss: 1.034144]\n",
            "28370 [D loss: 0.644660, acc.: 65.62%] [G loss: 1.076304]\n",
            "28371 [D loss: 0.566199, acc.: 68.75%] [G loss: 0.956946]\n",
            "28372 [D loss: 0.613266, acc.: 64.06%] [G loss: 0.941877]\n",
            "28373 [D loss: 0.609393, acc.: 68.75%] [G loss: 0.954538]\n",
            "28374 [D loss: 0.593202, acc.: 68.75%] [G loss: 0.993167]\n",
            "28375 [D loss: 0.600826, acc.: 70.31%] [G loss: 0.926105]\n",
            "28376 [D loss: 0.564645, acc.: 73.44%] [G loss: 1.069268]\n",
            "28377 [D loss: 0.642993, acc.: 62.50%] [G loss: 1.206079]\n",
            "28378 [D loss: 0.617937, acc.: 62.50%] [G loss: 1.204058]\n",
            "28379 [D loss: 0.619114, acc.: 65.62%] [G loss: 1.219797]\n",
            "28380 [D loss: 0.620974, acc.: 64.06%] [G loss: 1.042346]\n",
            "28381 [D loss: 0.656065, acc.: 60.94%] [G loss: 0.995883]\n",
            "28382 [D loss: 0.608421, acc.: 67.19%] [G loss: 1.032307]\n",
            "28383 [D loss: 0.577246, acc.: 68.75%] [G loss: 1.080238]\n",
            "28384 [D loss: 0.707575, acc.: 57.81%] [G loss: 1.113280]\n",
            "28385 [D loss: 0.607626, acc.: 64.06%] [G loss: 0.989485]\n",
            "28386 [D loss: 0.659431, acc.: 67.19%] [G loss: 1.068014]\n",
            "28387 [D loss: 0.589142, acc.: 65.62%] [G loss: 1.089062]\n",
            "28388 [D loss: 0.626475, acc.: 68.75%] [G loss: 0.883679]\n",
            "28389 [D loss: 0.620199, acc.: 68.75%] [G loss: 0.995460]\n",
            "28390 [D loss: 0.589475, acc.: 75.00%] [G loss: 1.074510]\n",
            "28391 [D loss: 0.643079, acc.: 64.06%] [G loss: 1.084117]\n",
            "28392 [D loss: 0.585265, acc.: 73.44%] [G loss: 1.021098]\n",
            "28393 [D loss: 0.657957, acc.: 71.88%] [G loss: 1.014820]\n",
            "28394 [D loss: 0.600297, acc.: 62.50%] [G loss: 1.114721]\n",
            "28395 [D loss: 0.626007, acc.: 60.94%] [G loss: 0.937527]\n",
            "28396 [D loss: 0.650848, acc.: 64.06%] [G loss: 0.965866]\n",
            "28397 [D loss: 0.617110, acc.: 60.94%] [G loss: 0.948164]\n",
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            "28400 [D loss: 0.635348, acc.: 59.38%] [G loss: 1.084080]\n",
            "28401 [D loss: 0.590107, acc.: 70.31%] [G loss: 0.907299]\n",
            "28402 [D loss: 0.658205, acc.: 62.50%] [G loss: 0.949148]\n",
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            "28404 [D loss: 0.646213, acc.: 59.38%] [G loss: 1.054949]\n",
            "28405 [D loss: 0.638039, acc.: 67.19%] [G loss: 0.924671]\n",
            "28406 [D loss: 0.683325, acc.: 57.81%] [G loss: 1.052884]\n",
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            "28408 [D loss: 0.697205, acc.: 56.25%] [G loss: 1.049836]\n",
            "28409 [D loss: 0.560825, acc.: 75.00%] [G loss: 1.094019]\n",
            "28410 [D loss: 0.602298, acc.: 64.06%] [G loss: 1.072239]\n",
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            "28414 [D loss: 0.668099, acc.: 54.69%] [G loss: 0.876014]\n",
            "28415 [D loss: 0.605699, acc.: 64.06%] [G loss: 1.093993]\n",
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            "28418 [D loss: 0.661191, acc.: 60.94%] [G loss: 1.185782]\n",
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            "28420 [D loss: 0.680358, acc.: 64.06%] [G loss: 0.914247]\n",
            "28421 [D loss: 0.581696, acc.: 71.88%] [G loss: 0.999756]\n",
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            "28423 [D loss: 0.588033, acc.: 62.50%] [G loss: 1.016299]\n",
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            "28426 [D loss: 0.653827, acc.: 65.62%] [G loss: 0.957562]\n",
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            "28428 [D loss: 0.658980, acc.: 70.31%] [G loss: 0.844757]\n",
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            "28430 [D loss: 0.584802, acc.: 67.19%] [G loss: 0.984120]\n",
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            "28432 [D loss: 0.638743, acc.: 68.75%] [G loss: 0.997923]\n",
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            "28436 [D loss: 0.699107, acc.: 56.25%] [G loss: 0.983363]\n",
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            "28439 [D loss: 0.715256, acc.: 56.25%] [G loss: 1.101877]\n",
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            "28449 [D loss: 0.591619, acc.: 71.88%] [G loss: 1.162703]\n",
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            "28451 [D loss: 0.607490, acc.: 73.44%] [G loss: 1.021376]\n",
            "28452 [D loss: 0.673885, acc.: 54.69%] [G loss: 1.081071]\n",
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            "28456 [D loss: 0.546718, acc.: 81.25%] [G loss: 1.060662]\n",
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            "28467 [D loss: 0.660889, acc.: 62.50%] [G loss: 1.083822]\n",
            "28468 [D loss: 0.605990, acc.: 68.75%] [G loss: 1.039634]\n",
            "28469 [D loss: 0.613201, acc.: 54.69%] [G loss: 0.985662]\n",
            "28470 [D loss: 0.609771, acc.: 71.88%] [G loss: 1.055340]\n",
            "28471 [D loss: 0.677808, acc.: 59.38%] [G loss: 0.921338]\n",
            "28472 [D loss: 0.616251, acc.: 67.19%] [G loss: 0.961338]\n",
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            "28474 [D loss: 0.653070, acc.: 57.81%] [G loss: 1.008257]\n",
            "28475 [D loss: 0.642763, acc.: 62.50%] [G loss: 1.121685]\n",
            "28476 [D loss: 0.712279, acc.: 51.56%] [G loss: 1.017426]\n",
            "28477 [D loss: 0.745928, acc.: 51.56%] [G loss: 0.905913]\n",
            "28478 [D loss: 0.667182, acc.: 57.81%] [G loss: 1.030153]\n",
            "28479 [D loss: 0.579292, acc.: 70.31%] [G loss: 1.148096]\n",
            "28480 [D loss: 0.704473, acc.: 60.94%] [G loss: 0.933744]\n",
            "28481 [D loss: 0.628594, acc.: 64.06%] [G loss: 1.024028]\n",
            "28482 [D loss: 0.573971, acc.: 75.00%] [G loss: 0.884495]\n",
            "28483 [D loss: 0.594225, acc.: 70.31%] [G loss: 0.977328]\n",
            "28484 [D loss: 0.502425, acc.: 81.25%] [G loss: 0.948494]\n",
            "28485 [D loss: 0.596260, acc.: 65.62%] [G loss: 1.028347]\n",
            "28486 [D loss: 0.598242, acc.: 68.75%] [G loss: 1.097665]\n",
            "28487 [D loss: 0.659636, acc.: 64.06%] [G loss: 1.143184]\n",
            "28488 [D loss: 0.581225, acc.: 67.19%] [G loss: 0.969044]\n",
            "28489 [D loss: 0.694322, acc.: 59.38%] [G loss: 0.987164]\n",
            "28490 [D loss: 0.632519, acc.: 62.50%] [G loss: 0.988979]\n",
            "28491 [D loss: 0.633000, acc.: 62.50%] [G loss: 0.942517]\n",
            "28492 [D loss: 0.662202, acc.: 65.62%] [G loss: 1.024829]\n",
            "28493 [D loss: 0.609406, acc.: 71.88%] [G loss: 1.085551]\n",
            "28494 [D loss: 0.774529, acc.: 51.56%] [G loss: 1.034350]\n",
            "28495 [D loss: 0.623960, acc.: 62.50%] [G loss: 1.010769]\n",
            "28496 [D loss: 0.607951, acc.: 70.31%] [G loss: 1.025817]\n",
            "28497 [D loss: 0.657515, acc.: 60.94%] [G loss: 0.998133]\n",
            "28498 [D loss: 0.597647, acc.: 67.19%] [G loss: 0.877339]\n",
            "28499 [D loss: 0.643985, acc.: 65.62%] [G loss: 1.075927]\n",
            "28500 [D loss: 0.644692, acc.: 65.62%] [G loss: 0.987162]\n",
            "28501 [D loss: 0.603250, acc.: 73.44%] [G loss: 1.163365]\n",
            "28502 [D loss: 0.624322, acc.: 62.50%] [G loss: 1.105011]\n",
            "28503 [D loss: 0.655889, acc.: 64.06%] [G loss: 1.140213]\n",
            "28504 [D loss: 0.661449, acc.: 54.69%] [G loss: 0.928625]\n",
            "28505 [D loss: 0.634156, acc.: 60.94%] [G loss: 1.004191]\n",
            "28506 [D loss: 0.642753, acc.: 60.94%] [G loss: 1.022362]\n",
            "28507 [D loss: 0.674229, acc.: 59.38%] [G loss: 0.954002]\n",
            "28508 [D loss: 0.710044, acc.: 48.44%] [G loss: 0.990871]\n",
            "28509 [D loss: 0.711885, acc.: 48.44%] [G loss: 1.014520]\n",
            "28510 [D loss: 0.530752, acc.: 68.75%] [G loss: 1.034737]\n",
            "28511 [D loss: 0.637019, acc.: 59.38%] [G loss: 0.886597]\n",
            "28512 [D loss: 0.575817, acc.: 70.31%] [G loss: 0.976647]\n",
            "28513 [D loss: 0.626086, acc.: 64.06%] [G loss: 1.100715]\n",
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            "28515 [D loss: 0.653183, acc.: 68.75%] [G loss: 0.994356]\n",
            "28516 [D loss: 0.686016, acc.: 59.38%] [G loss: 0.944147]\n",
            "28517 [D loss: 0.613442, acc.: 64.06%] [G loss: 0.863466]\n",
            "28518 [D loss: 0.627656, acc.: 62.50%] [G loss: 1.127846]\n",
            "28519 [D loss: 0.582492, acc.: 68.75%] [G loss: 1.062281]\n",
            "28520 [D loss: 0.651714, acc.: 50.00%] [G loss: 1.025786]\n",
            "28521 [D loss: 0.601833, acc.: 67.19%] [G loss: 1.097659]\n",
            "28522 [D loss: 0.641616, acc.: 65.62%] [G loss: 0.931993]\n",
            "28523 [D loss: 0.687090, acc.: 60.94%] [G loss: 0.961601]\n",
            "28524 [D loss: 0.565597, acc.: 75.00%] [G loss: 0.965523]\n",
            "28525 [D loss: 0.619508, acc.: 67.19%] [G loss: 1.079047]\n",
            "28526 [D loss: 0.614322, acc.: 71.88%] [G loss: 0.978236]\n",
            "28527 [D loss: 0.630530, acc.: 62.50%] [G loss: 0.977050]\n",
            "28528 [D loss: 0.542647, acc.: 84.38%] [G loss: 1.036995]\n",
            "28529 [D loss: 0.589971, acc.: 70.31%] [G loss: 0.979971]\n",
            "28530 [D loss: 0.653899, acc.: 60.94%] [G loss: 0.984988]\n",
            "28531 [D loss: 0.573719, acc.: 67.19%] [G loss: 1.019037]\n",
            "28532 [D loss: 0.587171, acc.: 70.31%] [G loss: 1.065010]\n",
            "28533 [D loss: 0.675546, acc.: 56.25%] [G loss: 1.018451]\n",
            "28534 [D loss: 0.600483, acc.: 70.31%] [G loss: 1.089634]\n",
            "28535 [D loss: 0.633902, acc.: 57.81%] [G loss: 0.994590]\n",
            "28536 [D loss: 0.624310, acc.: 62.50%] [G loss: 0.978437]\n",
            "28537 [D loss: 0.623585, acc.: 64.06%] [G loss: 1.070728]\n",
            "28538 [D loss: 0.579645, acc.: 68.75%] [G loss: 0.927583]\n",
            "28539 [D loss: 0.665028, acc.: 57.81%] [G loss: 0.934596]\n",
            "28540 [D loss: 0.603619, acc.: 64.06%] [G loss: 0.952700]\n",
            "28541 [D loss: 0.628547, acc.: 64.06%] [G loss: 0.904631]\n",
            "28542 [D loss: 0.682497, acc.: 56.25%] [G loss: 1.131280]\n",
            "28543 [D loss: 0.654161, acc.: 59.38%] [G loss: 0.995990]\n",
            "28544 [D loss: 0.655206, acc.: 59.38%] [G loss: 1.184642]\n",
            "28545 [D loss: 0.712263, acc.: 57.81%] [G loss: 1.073040]\n",
            "28546 [D loss: 0.649843, acc.: 70.31%] [G loss: 0.990003]\n",
            "28547 [D loss: 0.613526, acc.: 62.50%] [G loss: 1.138605]\n",
            "28548 [D loss: 0.648840, acc.: 65.62%] [G loss: 1.035433]\n",
            "28549 [D loss: 0.680401, acc.: 56.25%] [G loss: 1.119445]\n",
            "28550 [D loss: 0.643141, acc.: 60.94%] [G loss: 1.166585]\n",
            "28551 [D loss: 0.590768, acc.: 75.00%] [G loss: 1.002456]\n",
            "28552 [D loss: 0.717307, acc.: 62.50%] [G loss: 1.038048]\n",
            "28553 [D loss: 0.643026, acc.: 65.62%] [G loss: 0.982374]\n",
            "28554 [D loss: 0.593969, acc.: 65.62%] [G loss: 1.193471]\n",
            "28555 [D loss: 0.679479, acc.: 59.38%] [G loss: 1.060654]\n",
            "28556 [D loss: 0.602557, acc.: 57.81%] [G loss: 1.022388]\n",
            "28557 [D loss: 0.633297, acc.: 65.62%] [G loss: 0.926462]\n",
            "28558 [D loss: 0.618989, acc.: 67.19%] [G loss: 1.037902]\n",
            "28559 [D loss: 0.582439, acc.: 68.75%] [G loss: 1.089782]\n",
            "28560 [D loss: 0.647347, acc.: 59.38%] [G loss: 0.938760]\n",
            "28561 [D loss: 0.533568, acc.: 78.12%] [G loss: 1.184505]\n",
            "28562 [D loss: 0.665955, acc.: 57.81%] [G loss: 0.958375]\n",
            "28563 [D loss: 0.681954, acc.: 59.38%] [G loss: 0.861585]\n",
            "28564 [D loss: 0.600775, acc.: 64.06%] [G loss: 1.032063]\n",
            "28565 [D loss: 0.621928, acc.: 62.50%] [G loss: 1.051605]\n",
            "28566 [D loss: 0.668898, acc.: 62.50%] [G loss: 1.012642]\n",
            "28567 [D loss: 0.617790, acc.: 68.75%] [G loss: 0.954600]\n",
            "28568 [D loss: 0.637845, acc.: 60.94%] [G loss: 1.169918]\n",
            "28569 [D loss: 0.638377, acc.: 65.62%] [G loss: 0.960509]\n",
            "28570 [D loss: 0.652149, acc.: 56.25%] [G loss: 1.043019]\n",
            "28571 [D loss: 0.625506, acc.: 57.81%] [G loss: 1.015302]\n",
            "28572 [D loss: 0.596985, acc.: 64.06%] [G loss: 1.107263]\n",
            "28573 [D loss: 0.586577, acc.: 64.06%] [G loss: 0.965530]\n",
            "28574 [D loss: 0.596983, acc.: 68.75%] [G loss: 1.003115]\n",
            "28575 [D loss: 0.607704, acc.: 76.56%] [G loss: 1.030382]\n",
            "28576 [D loss: 0.585385, acc.: 67.19%] [G loss: 1.047382]\n",
            "28577 [D loss: 0.610443, acc.: 62.50%] [G loss: 1.162436]\n",
            "28578 [D loss: 0.612854, acc.: 70.31%] [G loss: 1.105102]\n",
            "28579 [D loss: 0.683828, acc.: 59.38%] [G loss: 0.903067]\n",
            "28580 [D loss: 0.647023, acc.: 64.06%] [G loss: 1.147408]\n",
            "28581 [D loss: 0.577461, acc.: 71.88%] [G loss: 1.123634]\n",
            "28582 [D loss: 0.597199, acc.: 68.75%] [G loss: 0.965332]\n",
            "28583 [D loss: 0.608991, acc.: 59.38%] [G loss: 1.078563]\n",
            "28584 [D loss: 0.612042, acc.: 64.06%] [G loss: 1.036365]\n",
            "28585 [D loss: 0.633060, acc.: 65.62%] [G loss: 0.940289]\n",
            "28586 [D loss: 0.655900, acc.: 53.12%] [G loss: 0.896081]\n",
            "28587 [D loss: 0.649211, acc.: 64.06%] [G loss: 0.943970]\n",
            "28588 [D loss: 0.635153, acc.: 60.94%] [G loss: 1.011432]\n",
            "28589 [D loss: 0.619256, acc.: 64.06%] [G loss: 1.121085]\n",
            "28590 [D loss: 0.722488, acc.: 53.12%] [G loss: 1.046931]\n",
            "28591 [D loss: 0.631338, acc.: 68.75%] [G loss: 1.105761]\n",
            "28592 [D loss: 0.587997, acc.: 71.88%] [G loss: 0.985697]\n",
            "28593 [D loss: 0.615715, acc.: 65.62%] [G loss: 0.999549]\n",
            "28594 [D loss: 0.603506, acc.: 70.31%] [G loss: 1.020140]\n",
            "28595 [D loss: 0.682450, acc.: 62.50%] [G loss: 0.878286]\n",
            "28596 [D loss: 0.652120, acc.: 60.94%] [G loss: 0.865318]\n",
            "28597 [D loss: 0.634975, acc.: 65.62%] [G loss: 0.917744]\n",
            "28598 [D loss: 0.599824, acc.: 73.44%] [G loss: 0.917302]\n",
            "28599 [D loss: 0.562779, acc.: 73.44%] [G loss: 1.001213]\n",
            "28600 [D loss: 0.691221, acc.: 56.25%] [G loss: 1.119388]\n",
            "28601 [D loss: 0.599405, acc.: 67.19%] [G loss: 1.051169]\n",
            "28602 [D loss: 0.624286, acc.: 65.62%] [G loss: 1.148557]\n",
            "28603 [D loss: 0.648163, acc.: 59.38%] [G loss: 0.940957]\n",
            "28604 [D loss: 0.540700, acc.: 76.56%] [G loss: 1.077870]\n",
            "28605 [D loss: 0.716263, acc.: 54.69%] [G loss: 0.980981]\n",
            "28606 [D loss: 0.609093, acc.: 67.19%] [G loss: 0.867366]\n",
            "28607 [D loss: 0.669998, acc.: 59.38%] [G loss: 0.938256]\n",
            "28608 [D loss: 0.592680, acc.: 64.06%] [G loss: 1.018339]\n",
            "28609 [D loss: 0.619206, acc.: 62.50%] [G loss: 1.114020]\n",
            "28610 [D loss: 0.615052, acc.: 62.50%] [G loss: 1.042926]\n",
            "28611 [D loss: 0.621376, acc.: 65.62%] [G loss: 0.953292]\n",
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            "28614 [D loss: 0.590381, acc.: 71.88%] [G loss: 1.156916]\n",
            "28615 [D loss: 0.659213, acc.: 60.94%] [G loss: 1.054826]\n",
            "28616 [D loss: 0.696453, acc.: 59.38%] [G loss: 1.035871]\n",
            "28617 [D loss: 0.636881, acc.: 68.75%] [G loss: 1.027042]\n",
            "28618 [D loss: 0.642332, acc.: 60.94%] [G loss: 1.161305]\n",
            "28619 [D loss: 0.675829, acc.: 64.06%] [G loss: 1.094353]\n",
            "28620 [D loss: 0.623088, acc.: 73.44%] [G loss: 1.066649]\n",
            "28621 [D loss: 0.654425, acc.: 59.38%] [G loss: 1.038591]\n",
            "28622 [D loss: 0.567706, acc.: 71.88%] [G loss: 1.018088]\n",
            "28623 [D loss: 0.665156, acc.: 60.94%] [G loss: 0.890907]\n",
            "28624 [D loss: 0.644631, acc.: 57.81%] [G loss: 0.940639]\n",
            "28625 [D loss: 0.635379, acc.: 64.06%] [G loss: 1.030265]\n",
            "28626 [D loss: 0.650021, acc.: 60.94%] [G loss: 1.080247]\n",
            "28627 [D loss: 0.629290, acc.: 67.19%] [G loss: 0.923932]\n",
            "28628 [D loss: 0.690708, acc.: 57.81%] [G loss: 0.997662]\n",
            "28629 [D loss: 0.580524, acc.: 70.31%] [G loss: 1.095238]\n",
            "28630 [D loss: 0.707094, acc.: 54.69%] [G loss: 0.948986]\n",
            "28631 [D loss: 0.656974, acc.: 65.62%] [G loss: 1.049928]\n",
            "28632 [D loss: 0.655573, acc.: 65.62%] [G loss: 1.093793]\n",
            "28633 [D loss: 0.598605, acc.: 67.19%] [G loss: 1.006271]\n",
            "28634 [D loss: 0.619919, acc.: 57.81%] [G loss: 1.111507]\n",
            "28635 [D loss: 0.664380, acc.: 51.56%] [G loss: 0.924756]\n",
            "28636 [D loss: 0.703229, acc.: 53.12%] [G loss: 1.039378]\n",
            "28637 [D loss: 0.572823, acc.: 70.31%] [G loss: 1.070622]\n",
            "28638 [D loss: 0.633450, acc.: 59.38%] [G loss: 1.098758]\n",
            "28639 [D loss: 0.680368, acc.: 57.81%] [G loss: 1.085043]\n",
            "28640 [D loss: 0.609439, acc.: 64.06%] [G loss: 1.030865]\n",
            "28641 [D loss: 0.735642, acc.: 48.44%] [G loss: 1.067092]\n",
            "28642 [D loss: 0.656305, acc.: 57.81%] [G loss: 0.924934]\n",
            "28643 [D loss: 0.628663, acc.: 68.75%] [G loss: 0.979428]\n",
            "28644 [D loss: 0.698456, acc.: 56.25%] [G loss: 1.026140]\n",
            "28645 [D loss: 0.684663, acc.: 57.81%] [G loss: 1.015627]\n",
            "28646 [D loss: 0.634188, acc.: 59.38%] [G loss: 0.971971]\n",
            "28647 [D loss: 0.597913, acc.: 71.88%] [G loss: 0.897014]\n",
            "28648 [D loss: 0.649362, acc.: 59.38%] [G loss: 0.986297]\n",
            "28649 [D loss: 0.602082, acc.: 70.31%] [G loss: 1.163495]\n",
            "28650 [D loss: 0.725055, acc.: 51.56%] [G loss: 0.986185]\n",
            "28651 [D loss: 0.605099, acc.: 68.75%] [G loss: 1.135451]\n",
            "28652 [D loss: 0.728288, acc.: 53.12%] [G loss: 1.086262]\n",
            "28653 [D loss: 0.673040, acc.: 64.06%] [G loss: 1.089738]\n",
            "28654 [D loss: 0.649041, acc.: 59.38%] [G loss: 0.996577]\n",
            "28655 [D loss: 0.721267, acc.: 50.00%] [G loss: 0.958514]\n",
            "28656 [D loss: 0.690903, acc.: 62.50%] [G loss: 1.026747]\n",
            "28657 [D loss: 0.643905, acc.: 60.94%] [G loss: 0.940141]\n",
            "28658 [D loss: 0.664220, acc.: 57.81%] [G loss: 1.061262]\n",
            "28659 [D loss: 0.590574, acc.: 65.62%] [G loss: 0.960879]\n",
            "28660 [D loss: 0.649103, acc.: 64.06%] [G loss: 0.914952]\n",
            "28661 [D loss: 0.619638, acc.: 64.06%] [G loss: 1.140729]\n",
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            "28664 [D loss: 0.566333, acc.: 65.62%] [G loss: 1.042525]\n",
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            "28666 [D loss: 0.618616, acc.: 64.06%] [G loss: 0.948105]\n",
            "28667 [D loss: 0.613109, acc.: 68.75%] [G loss: 1.083093]\n",
            "28668 [D loss: 0.607095, acc.: 65.62%] [G loss: 1.168600]\n",
            "28669 [D loss: 0.570193, acc.: 71.88%] [G loss: 1.009544]\n",
            "28670 [D loss: 0.679187, acc.: 57.81%] [G loss: 0.990209]\n",
            "28671 [D loss: 0.717103, acc.: 59.38%] [G loss: 1.033969]\n",
            "28672 [D loss: 0.554407, acc.: 71.88%] [G loss: 0.965468]\n",
            "28673 [D loss: 0.685825, acc.: 56.25%] [G loss: 1.019193]\n",
            "28674 [D loss: 0.616968, acc.: 65.62%] [G loss: 0.945752]\n",
            "28675 [D loss: 0.660984, acc.: 62.50%] [G loss: 0.994930]\n",
            "28676 [D loss: 0.616036, acc.: 68.75%] [G loss: 1.084474]\n",
            "28677 [D loss: 0.669576, acc.: 54.69%] [G loss: 1.165934]\n",
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            "28679 [D loss: 0.586416, acc.: 75.00%] [G loss: 0.973684]\n",
            "28680 [D loss: 0.643594, acc.: 64.06%] [G loss: 0.967252]\n",
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            "28683 [D loss: 0.547947, acc.: 68.75%] [G loss: 0.981300]\n",
            "28684 [D loss: 0.715991, acc.: 53.12%] [G loss: 0.866485]\n",
            "28685 [D loss: 0.601528, acc.: 70.31%] [G loss: 0.984218]\n",
            "28686 [D loss: 0.638951, acc.: 59.38%] [G loss: 0.953686]\n",
            "28687 [D loss: 0.646329, acc.: 65.62%] [G loss: 1.107836]\n",
            "28688 [D loss: 0.696247, acc.: 56.25%] [G loss: 1.005652]\n",
            "28689 [D loss: 0.625659, acc.: 68.75%] [G loss: 1.149493]\n",
            "28690 [D loss: 0.674361, acc.: 59.38%] [G loss: 1.012835]\n",
            "28691 [D loss: 0.737887, acc.: 43.75%] [G loss: 1.081920]\n",
            "28692 [D loss: 0.597380, acc.: 67.19%] [G loss: 0.946177]\n",
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            "28694 [D loss: 0.675066, acc.: 56.25%] [G loss: 1.009569]\n",
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            "28699 [D loss: 0.650909, acc.: 57.81%] [G loss: 0.909501]\n",
            "28700 [D loss: 0.575666, acc.: 76.56%] [G loss: 0.952467]\n",
            "28701 [D loss: 0.593306, acc.: 73.44%] [G loss: 1.092503]\n",
            "28702 [D loss: 0.579579, acc.: 68.75%] [G loss: 0.899115]\n",
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            "28704 [D loss: 0.616023, acc.: 70.31%] [G loss: 1.025155]\n",
            "28705 [D loss: 0.642085, acc.: 59.38%] [G loss: 1.072786]\n",
            "28706 [D loss: 0.651746, acc.: 67.19%] [G loss: 1.022090]\n",
            "28707 [D loss: 0.735952, acc.: 51.56%] [G loss: 0.977205]\n",
            "28708 [D loss: 0.618444, acc.: 60.94%] [G loss: 0.896823]\n",
            "28709 [D loss: 0.606173, acc.: 64.06%] [G loss: 1.002018]\n",
            "28710 [D loss: 0.635220, acc.: 68.75%] [G loss: 1.024285]\n",
            "28711 [D loss: 0.650606, acc.: 59.38%] [G loss: 1.053973]\n",
            "28712 [D loss: 0.658396, acc.: 59.38%] [G loss: 0.941357]\n",
            "28713 [D loss: 0.651054, acc.: 57.81%] [G loss: 0.993317]\n",
            "28714 [D loss: 0.705767, acc.: 56.25%] [G loss: 0.952998]\n",
            "28715 [D loss: 0.578339, acc.: 70.31%] [G loss: 1.052177]\n",
            "28716 [D loss: 0.619588, acc.: 65.62%] [G loss: 0.974349]\n",
            "28717 [D loss: 0.741774, acc.: 45.31%] [G loss: 1.055298]\n",
            "28718 [D loss: 0.607495, acc.: 62.50%] [G loss: 1.060139]\n",
            "28719 [D loss: 0.675048, acc.: 54.69%] [G loss: 1.056320]\n",
            "28720 [D loss: 0.663091, acc.: 59.38%] [G loss: 1.021323]\n",
            "28721 [D loss: 0.671446, acc.: 59.38%] [G loss: 0.878003]\n",
            "28722 [D loss: 0.659380, acc.: 54.69%] [G loss: 1.064110]\n",
            "28723 [D loss: 0.584987, acc.: 68.75%] [G loss: 1.000640]\n",
            "28724 [D loss: 0.665050, acc.: 67.19%] [G loss: 0.933914]\n",
            "28725 [D loss: 0.670159, acc.: 54.69%] [G loss: 1.013993]\n",
            "28726 [D loss: 0.664591, acc.: 62.50%] [G loss: 1.041721]\n",
            "28727 [D loss: 0.626355, acc.: 64.06%] [G loss: 1.070227]\n",
            "28728 [D loss: 0.643146, acc.: 71.88%] [G loss: 1.006711]\n",
            "28729 [D loss: 0.664930, acc.: 64.06%] [G loss: 0.993690]\n",
            "28730 [D loss: 0.571382, acc.: 75.00%] [G loss: 1.026544]\n",
            "28731 [D loss: 0.728008, acc.: 56.25%] [G loss: 1.089510]\n",
            "28732 [D loss: 0.655123, acc.: 56.25%] [G loss: 0.924701]\n",
            "28733 [D loss: 0.637908, acc.: 64.06%] [G loss: 1.165947]\n",
            "28734 [D loss: 0.640774, acc.: 62.50%] [G loss: 1.023768]\n",
            "28735 [D loss: 0.643905, acc.: 60.94%] [G loss: 1.015724]\n",
            "28736 [D loss: 0.704307, acc.: 60.94%] [G loss: 0.985462]\n",
            "28737 [D loss: 0.667268, acc.: 65.62%] [G loss: 0.965589]\n",
            "28738 [D loss: 0.601972, acc.: 70.31%] [G loss: 1.016380]\n",
            "28739 [D loss: 0.575570, acc.: 71.88%] [G loss: 1.057131]\n",
            "28740 [D loss: 0.611843, acc.: 60.94%] [G loss: 1.245883]\n",
            "28741 [D loss: 0.676461, acc.: 59.38%] [G loss: 1.005577]\n",
            "28742 [D loss: 0.623390, acc.: 76.56%] [G loss: 0.984303]\n",
            "28743 [D loss: 0.561338, acc.: 71.88%] [G loss: 1.016309]\n",
            "28744 [D loss: 0.615457, acc.: 59.38%] [G loss: 0.933872]\n",
            "28745 [D loss: 0.623038, acc.: 65.62%] [G loss: 0.964802]\n",
            "28746 [D loss: 0.607695, acc.: 67.19%] [G loss: 0.990141]\n",
            "28747 [D loss: 0.641131, acc.: 62.50%] [G loss: 1.029276]\n",
            "28748 [D loss: 0.613291, acc.: 67.19%] [G loss: 1.130503]\n",
            "28749 [D loss: 0.560064, acc.: 70.31%] [G loss: 1.047027]\n",
            "28750 [D loss: 0.616990, acc.: 67.19%] [G loss: 1.029952]\n",
            "28751 [D loss: 0.600014, acc.: 67.19%] [G loss: 1.048964]\n",
            "28752 [D loss: 0.599449, acc.: 67.19%] [G loss: 1.036805]\n",
            "28753 [D loss: 0.594868, acc.: 75.00%] [G loss: 1.123482]\n",
            "28754 [D loss: 0.683118, acc.: 57.81%] [G loss: 0.945603]\n",
            "28755 [D loss: 0.630619, acc.: 65.62%] [G loss: 0.996969]\n",
            "28756 [D loss: 0.553295, acc.: 76.56%] [G loss: 0.933525]\n",
            "28757 [D loss: 0.621190, acc.: 67.19%] [G loss: 0.994769]\n",
            "28758 [D loss: 0.567953, acc.: 68.75%] [G loss: 1.233543]\n",
            "28759 [D loss: 0.733439, acc.: 53.12%] [G loss: 0.981976]\n",
            "28760 [D loss: 0.559631, acc.: 70.31%] [G loss: 1.045650]\n",
            "28761 [D loss: 0.611259, acc.: 60.94%] [G loss: 1.014628]\n",
            "28762 [D loss: 0.666071, acc.: 62.50%] [G loss: 1.107501]\n",
            "28763 [D loss: 0.610408, acc.: 60.94%] [G loss: 1.080651]\n",
            "28764 [D loss: 0.601912, acc.: 70.31%] [G loss: 0.963473]\n",
            "28765 [D loss: 0.701732, acc.: 57.81%] [G loss: 0.991387]\n",
            "28766 [D loss: 0.648034, acc.: 56.25%] [G loss: 0.939927]\n",
            "28767 [D loss: 0.564369, acc.: 73.44%] [G loss: 1.041652]\n",
            "28768 [D loss: 0.633451, acc.: 64.06%] [G loss: 1.007170]\n",
            "28769 [D loss: 0.666375, acc.: 57.81%] [G loss: 1.102952]\n",
            "28770 [D loss: 0.609556, acc.: 65.62%] [G loss: 1.004907]\n",
            "28771 [D loss: 0.682682, acc.: 57.81%] [G loss: 0.896205]\n",
            "28772 [D loss: 0.643668, acc.: 62.50%] [G loss: 0.952654]\n",
            "28773 [D loss: 0.613082, acc.: 60.94%] [G loss: 1.042766]\n",
            "28774 [D loss: 0.636357, acc.: 64.06%] [G loss: 1.036263]\n",
            "28775 [D loss: 0.640012, acc.: 65.62%] [G loss: 0.964954]\n",
            "28776 [D loss: 0.672757, acc.: 62.50%] [G loss: 1.105001]\n",
            "28777 [D loss: 0.558801, acc.: 76.56%] [G loss: 0.956007]\n",
            "28778 [D loss: 0.592307, acc.: 70.31%] [G loss: 0.977835]\n",
            "28779 [D loss: 0.669496, acc.: 60.94%] [G loss: 1.033911]\n",
            "28780 [D loss: 0.640881, acc.: 60.94%] [G loss: 0.974342]\n",
            "28781 [D loss: 0.661327, acc.: 51.56%] [G loss: 0.954248]\n",
            "28782 [D loss: 0.632809, acc.: 65.62%] [G loss: 0.958153]\n",
            "28783 [D loss: 0.700537, acc.: 45.31%] [G loss: 1.067936]\n",
            "28784 [D loss: 0.636148, acc.: 62.50%] [G loss: 1.111645]\n",
            "28785 [D loss: 0.673210, acc.: 53.12%] [G loss: 0.931025]\n",
            "28786 [D loss: 0.612380, acc.: 67.19%] [G loss: 1.126190]\n",
            "28787 [D loss: 0.757815, acc.: 46.88%] [G loss: 0.976552]\n",
            "28788 [D loss: 0.613244, acc.: 60.94%] [G loss: 1.080131]\n",
            "28789 [D loss: 0.607195, acc.: 60.94%] [G loss: 0.951449]\n",
            "28790 [D loss: 0.582433, acc.: 67.19%] [G loss: 1.128259]\n",
            "28791 [D loss: 0.646996, acc.: 56.25%] [G loss: 1.114655]\n",
            "28792 [D loss: 0.693060, acc.: 56.25%] [G loss: 0.916584]\n",
            "28793 [D loss: 0.603174, acc.: 60.94%] [G loss: 1.079096]\n",
            "28794 [D loss: 0.555691, acc.: 71.88%] [G loss: 1.035648]\n",
            "28795 [D loss: 0.640054, acc.: 71.88%] [G loss: 1.027502]\n",
            "28796 [D loss: 0.753771, acc.: 48.44%] [G loss: 1.023701]\n",
            "28797 [D loss: 0.594934, acc.: 62.50%] [G loss: 0.949661]\n",
            "28798 [D loss: 0.598104, acc.: 64.06%] [G loss: 0.893268]\n",
            "28799 [D loss: 0.668892, acc.: 59.38%] [G loss: 0.962820]\n",
            "28800 [D loss: 0.648593, acc.: 60.94%] [G loss: 1.104049]\n",
            "28801 [D loss: 0.610194, acc.: 73.44%] [G loss: 1.138903]\n",
            "28802 [D loss: 0.756380, acc.: 53.12%] [G loss: 0.999405]\n",
            "28803 [D loss: 0.609726, acc.: 57.81%] [G loss: 0.926965]\n",
            "28804 [D loss: 0.645791, acc.: 65.62%] [G loss: 0.949591]\n",
            "28805 [D loss: 0.649809, acc.: 64.06%] [G loss: 0.953274]\n",
            "28806 [D loss: 0.744118, acc.: 48.44%] [G loss: 1.003345]\n",
            "28807 [D loss: 0.673687, acc.: 64.06%] [G loss: 1.087437]\n",
            "28808 [D loss: 0.578196, acc.: 68.75%] [G loss: 0.993396]\n",
            "28809 [D loss: 0.591178, acc.: 68.75%] [G loss: 1.097135]\n",
            "28810 [D loss: 0.595591, acc.: 64.06%] [G loss: 1.028290]\n",
            "28811 [D loss: 0.592631, acc.: 64.06%] [G loss: 1.145625]\n",
            "28812 [D loss: 0.659626, acc.: 57.81%] [G loss: 1.107331]\n",
            "28813 [D loss: 0.672047, acc.: 59.38%] [G loss: 1.031464]\n",
            "28814 [D loss: 0.623879, acc.: 60.94%] [G loss: 1.004508]\n",
            "28815 [D loss: 0.721631, acc.: 53.12%] [G loss: 1.068411]\n",
            "28816 [D loss: 0.611219, acc.: 75.00%] [G loss: 1.095272]\n",
            "28817 [D loss: 0.644231, acc.: 60.94%] [G loss: 0.888307]\n",
            "28818 [D loss: 0.549479, acc.: 71.88%] [G loss: 1.068068]\n",
            "28819 [D loss: 0.668214, acc.: 59.38%] [G loss: 0.943265]\n",
            "28820 [D loss: 0.587182, acc.: 71.88%] [G loss: 1.113199]\n",
            "28821 [D loss: 0.651980, acc.: 59.38%] [G loss: 0.927457]\n",
            "28822 [D loss: 0.619689, acc.: 57.81%] [G loss: 1.033055]\n",
            "28823 [D loss: 0.668227, acc.: 60.94%] [G loss: 0.972490]\n",
            "28824 [D loss: 0.655150, acc.: 64.06%] [G loss: 1.020243]\n",
            "28825 [D loss: 0.641271, acc.: 59.38%] [G loss: 1.025505]\n",
            "28826 [D loss: 0.658198, acc.: 57.81%] [G loss: 1.130203]\n",
            "28827 [D loss: 0.673718, acc.: 54.69%] [G loss: 1.080757]\n",
            "28828 [D loss: 0.601059, acc.: 71.88%] [G loss: 1.018732]\n",
            "28829 [D loss: 0.665554, acc.: 54.69%] [G loss: 0.950851]\n",
            "28830 [D loss: 0.645531, acc.: 70.31%] [G loss: 1.043515]\n",
            "28831 [D loss: 0.645503, acc.: 67.19%] [G loss: 1.063692]\n",
            "28832 [D loss: 0.678040, acc.: 56.25%] [G loss: 1.067801]\n",
            "28833 [D loss: 0.658540, acc.: 57.81%] [G loss: 0.958218]\n",
            "28834 [D loss: 0.695940, acc.: 57.81%] [G loss: 1.156909]\n",
            "28835 [D loss: 0.618078, acc.: 65.62%] [G loss: 1.113687]\n",
            "28836 [D loss: 0.635084, acc.: 57.81%] [G loss: 1.054505]\n",
            "28837 [D loss: 0.644400, acc.: 56.25%] [G loss: 0.977014]\n",
            "28838 [D loss: 0.660333, acc.: 60.94%] [G loss: 0.925270]\n",
            "28839 [D loss: 0.628238, acc.: 64.06%] [G loss: 0.978926]\n",
            "28840 [D loss: 0.572607, acc.: 73.44%] [G loss: 1.048167]\n",
            "28841 [D loss: 0.615900, acc.: 64.06%] [G loss: 1.040259]\n",
            "28842 [D loss: 0.624440, acc.: 64.06%] [G loss: 0.955774]\n",
            "28843 [D loss: 0.636412, acc.: 65.62%] [G loss: 0.967142]\n",
            "28844 [D loss: 0.578207, acc.: 73.44%] [G loss: 1.079347]\n",
            "28845 [D loss: 0.594915, acc.: 64.06%] [G loss: 1.008853]\n",
            "28846 [D loss: 0.567233, acc.: 75.00%] [G loss: 1.081463]\n",
            "28847 [D loss: 0.603982, acc.: 65.62%] [G loss: 1.110727]\n",
            "28848 [D loss: 0.672320, acc.: 54.69%] [G loss: 0.898999]\n",
            "28849 [D loss: 0.601258, acc.: 68.75%] [G loss: 0.976862]\n",
            "28850 [D loss: 0.657306, acc.: 60.94%] [G loss: 1.092120]\n",
            "28851 [D loss: 0.594898, acc.: 65.62%] [G loss: 1.124922]\n",
            "28852 [D loss: 0.632730, acc.: 64.06%] [G loss: 0.979060]\n",
            "28853 [D loss: 0.593822, acc.: 65.62%] [G loss: 1.027092]\n",
            "28854 [D loss: 0.583420, acc.: 65.62%] [G loss: 0.983763]\n",
            "28855 [D loss: 0.633662, acc.: 57.81%] [G loss: 1.018380]\n",
            "28856 [D loss: 0.621035, acc.: 65.62%] [G loss: 0.882813]\n",
            "28857 [D loss: 0.599623, acc.: 71.88%] [G loss: 1.009711]\n",
            "28858 [D loss: 0.671374, acc.: 59.38%] [G loss: 1.017636]\n",
            "28859 [D loss: 0.574331, acc.: 70.31%] [G loss: 0.968139]\n",
            "28860 [D loss: 0.687752, acc.: 54.69%] [G loss: 1.048104]\n",
            "28861 [D loss: 0.640291, acc.: 68.75%] [G loss: 1.020734]\n",
            "28862 [D loss: 0.702338, acc.: 59.38%] [G loss: 1.077954]\n",
            "28863 [D loss: 0.623615, acc.: 73.44%] [G loss: 1.010051]\n",
            "28864 [D loss: 0.616576, acc.: 62.50%] [G loss: 1.055341]\n",
            "28865 [D loss: 0.657313, acc.: 62.50%] [G loss: 1.171994]\n",
            "28866 [D loss: 0.635641, acc.: 62.50%] [G loss: 0.926170]\n",
            "28867 [D loss: 0.604504, acc.: 71.88%] [G loss: 1.036113]\n",
            "28868 [D loss: 0.679621, acc.: 59.38%] [G loss: 0.905662]\n",
            "28869 [D loss: 0.688286, acc.: 53.12%] [G loss: 0.997710]\n",
            "28870 [D loss: 0.692069, acc.: 57.81%] [G loss: 1.184812]\n",
            "28871 [D loss: 0.618003, acc.: 71.88%] [G loss: 1.144359]\n",
            "28872 [D loss: 0.639506, acc.: 62.50%] [G loss: 0.927612]\n",
            "28873 [D loss: 0.668387, acc.: 57.81%] [G loss: 1.146330]\n",
            "28874 [D loss: 0.610138, acc.: 67.19%] [G loss: 1.105709]\n",
            "28875 [D loss: 0.591724, acc.: 67.19%] [G loss: 0.958465]\n",
            "28876 [D loss: 0.698550, acc.: 59.38%] [G loss: 0.946639]\n",
            "28877 [D loss: 0.685598, acc.: 57.81%] [G loss: 0.838441]\n",
            "28878 [D loss: 0.649956, acc.: 53.12%] [G loss: 1.068945]\n",
            "28879 [D loss: 0.697206, acc.: 53.12%] [G loss: 1.023631]\n",
            "28880 [D loss: 0.621290, acc.: 70.31%] [G loss: 1.035797]\n",
            "28881 [D loss: 0.648760, acc.: 67.19%] [G loss: 1.049352]\n",
            "28882 [D loss: 0.566204, acc.: 71.88%] [G loss: 1.032502]\n",
            "28883 [D loss: 0.659742, acc.: 60.94%] [G loss: 0.967734]\n",
            "28884 [D loss: 0.741962, acc.: 45.31%] [G loss: 0.996098]\n",
            "28885 [D loss: 0.624172, acc.: 67.19%] [G loss: 0.971095]\n",
            "28886 [D loss: 0.596932, acc.: 67.19%] [G loss: 0.972809]\n",
            "28887 [D loss: 0.571540, acc.: 70.31%] [G loss: 1.105949]\n",
            "28888 [D loss: 0.717162, acc.: 54.69%] [G loss: 1.009358]\n",
            "28889 [D loss: 0.736966, acc.: 60.94%] [G loss: 1.006752]\n",
            "28890 [D loss: 0.595021, acc.: 65.62%] [G loss: 1.145391]\n",
            "28891 [D loss: 0.646755, acc.: 62.50%] [G loss: 0.965457]\n",
            "28892 [D loss: 0.619547, acc.: 67.19%] [G loss: 0.997443]\n",
            "28893 [D loss: 0.518452, acc.: 79.69%] [G loss: 0.990760]\n",
            "28894 [D loss: 0.642945, acc.: 60.94%] [G loss: 0.910758]\n",
            "28895 [D loss: 0.688863, acc.: 59.38%] [G loss: 1.138351]\n",
            "28896 [D loss: 0.674495, acc.: 59.38%] [G loss: 1.178347]\n",
            "28897 [D loss: 0.670794, acc.: 57.81%] [G loss: 1.064052]\n",
            "28898 [D loss: 0.630340, acc.: 62.50%] [G loss: 1.031304]\n",
            "28899 [D loss: 0.650394, acc.: 67.19%] [G loss: 1.115379]\n",
            "28900 [D loss: 0.666754, acc.: 57.81%] [G loss: 1.023158]\n",
            "28901 [D loss: 0.603404, acc.: 65.62%] [G loss: 0.959974]\n",
            "28902 [D loss: 0.627618, acc.: 67.19%] [G loss: 1.010322]\n",
            "28903 [D loss: 0.667096, acc.: 56.25%] [G loss: 1.061422]\n",
            "28904 [D loss: 0.612032, acc.: 59.38%] [G loss: 1.058692]\n",
            "28905 [D loss: 0.692196, acc.: 59.38%] [G loss: 1.110662]\n",
            "28906 [D loss: 0.645951, acc.: 59.38%] [G loss: 0.996666]\n",
            "28907 [D loss: 0.645538, acc.: 64.06%] [G loss: 1.056959]\n",
            "28908 [D loss: 0.601708, acc.: 67.19%] [G loss: 1.019714]\n",
            "28909 [D loss: 0.627254, acc.: 64.06%] [G loss: 0.965728]\n",
            "28910 [D loss: 0.680463, acc.: 60.94%] [G loss: 1.066995]\n",
            "28911 [D loss: 0.648440, acc.: 59.38%] [G loss: 1.009428]\n",
            "28912 [D loss: 0.691693, acc.: 54.69%] [G loss: 1.122979]\n",
            "28913 [D loss: 0.658777, acc.: 53.12%] [G loss: 1.084921]\n",
            "28914 [D loss: 0.684020, acc.: 54.69%] [G loss: 0.929512]\n",
            "28915 [D loss: 0.630042, acc.: 56.25%] [G loss: 1.099735]\n",
            "28916 [D loss: 0.594285, acc.: 68.75%] [G loss: 0.976351]\n",
            "28917 [D loss: 0.726762, acc.: 51.56%] [G loss: 1.011851]\n",
            "28918 [D loss: 0.657159, acc.: 64.06%] [G loss: 1.077325]\n",
            "28919 [D loss: 0.581275, acc.: 71.88%] [G loss: 0.991507]\n",
            "28920 [D loss: 0.634098, acc.: 62.50%] [G loss: 1.016521]\n",
            "28921 [D loss: 0.642223, acc.: 59.38%] [G loss: 0.933054]\n",
            "28922 [D loss: 0.681162, acc.: 57.81%] [G loss: 1.022272]\n",
            "28923 [D loss: 0.604373, acc.: 68.75%] [G loss: 1.000664]\n",
            "28924 [D loss: 0.633011, acc.: 64.06%] [G loss: 0.953644]\n",
            "28925 [D loss: 0.609464, acc.: 62.50%] [G loss: 0.916325]\n",
            "28926 [D loss: 0.695180, acc.: 64.06%] [G loss: 0.997526]\n",
            "28927 [D loss: 0.607207, acc.: 67.19%] [G loss: 0.931481]\n",
            "28928 [D loss: 0.577808, acc.: 71.88%] [G loss: 1.163489]\n",
            "28929 [D loss: 0.586475, acc.: 68.75%] [G loss: 1.068857]\n",
            "28930 [D loss: 0.648699, acc.: 53.12%] [G loss: 0.962785]\n",
            "28931 [D loss: 0.543301, acc.: 64.06%] [G loss: 1.045941]\n",
            "28932 [D loss: 0.685397, acc.: 54.69%] [G loss: 1.013947]\n",
            "28933 [D loss: 0.666914, acc.: 60.94%] [G loss: 0.975212]\n",
            "28934 [D loss: 0.557800, acc.: 71.88%] [G loss: 1.149985]\n",
            "28935 [D loss: 0.591553, acc.: 73.44%] [G loss: 1.067188]\n",
            "28936 [D loss: 0.677645, acc.: 57.81%] [G loss: 1.045565]\n",
            "28937 [D loss: 0.649418, acc.: 68.75%] [G loss: 0.989948]\n",
            "28938 [D loss: 0.626169, acc.: 71.88%] [G loss: 0.958701]\n",
            "28939 [D loss: 0.597153, acc.: 68.75%] [G loss: 1.017413]\n",
            "28940 [D loss: 0.619424, acc.: 65.62%] [G loss: 0.897357]\n",
            "28941 [D loss: 0.666110, acc.: 56.25%] [G loss: 1.050257]\n",
            "28942 [D loss: 0.583967, acc.: 78.12%] [G loss: 0.921861]\n",
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            "28948 [D loss: 0.608953, acc.: 68.75%] [G loss: 1.049319]\n",
            "28949 [D loss: 0.709049, acc.: 59.38%] [G loss: 0.892515]\n",
            "28950 [D loss: 0.639452, acc.: 60.94%] [G loss: 0.991403]\n",
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            "28952 [D loss: 0.606007, acc.: 68.75%] [G loss: 0.980584]\n",
            "28953 [D loss: 0.650118, acc.: 57.81%] [G loss: 0.973841]\n",
            "28954 [D loss: 0.598266, acc.: 71.88%] [G loss: 1.173847]\n",
            "28955 [D loss: 0.673040, acc.: 62.50%] [G loss: 0.906438]\n",
            "28956 [D loss: 0.634053, acc.: 54.69%] [G loss: 0.983141]\n",
            "28957 [D loss: 0.605271, acc.: 65.62%] [G loss: 0.902294]\n",
            "28958 [D loss: 0.723192, acc.: 46.88%] [G loss: 0.857605]\n",
            "28959 [D loss: 0.640200, acc.: 57.81%] [G loss: 1.117041]\n",
            "28960 [D loss: 0.559077, acc.: 76.56%] [G loss: 1.093093]\n",
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            "28962 [D loss: 0.570874, acc.: 70.31%] [G loss: 1.021122]\n",
            "28963 [D loss: 0.656455, acc.: 59.38%] [G loss: 1.065197]\n",
            "28964 [D loss: 0.595434, acc.: 65.62%] [G loss: 1.140193]\n",
            "28965 [D loss: 0.571999, acc.: 71.88%] [G loss: 1.014876]\n",
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            "28968 [D loss: 0.705554, acc.: 56.25%] [G loss: 1.027901]\n",
            "28969 [D loss: 0.701036, acc.: 59.38%] [G loss: 1.094332]\n",
            "28970 [D loss: 0.613081, acc.: 56.25%] [G loss: 1.083395]\n",
            "28971 [D loss: 0.651354, acc.: 64.06%] [G loss: 1.053434]\n",
            "28972 [D loss: 0.633851, acc.: 70.31%] [G loss: 1.043389]\n",
            "28973 [D loss: 0.695544, acc.: 59.38%] [G loss: 1.053093]\n",
            "28974 [D loss: 0.616448, acc.: 62.50%] [G loss: 0.975527]\n",
            "28975 [D loss: 0.641763, acc.: 59.38%] [G loss: 1.016526]\n",
            "28976 [D loss: 0.597803, acc.: 67.19%] [G loss: 0.938329]\n",
            "28977 [D loss: 0.678655, acc.: 59.38%] [G loss: 1.061371]\n",
            "28978 [D loss: 0.655459, acc.: 62.50%] [G loss: 1.021660]\n",
            "28979 [D loss: 0.626632, acc.: 67.19%] [G loss: 1.040302]\n",
            "28980 [D loss: 0.589350, acc.: 71.88%] [G loss: 1.086979]\n",
            "28981 [D loss: 0.619092, acc.: 60.94%] [G loss: 0.925009]\n",
            "28982 [D loss: 0.604594, acc.: 73.44%] [G loss: 0.895877]\n",
            "28983 [D loss: 0.630364, acc.: 64.06%] [G loss: 0.964966]\n",
            "28984 [D loss: 0.704759, acc.: 54.69%] [G loss: 1.036909]\n",
            "28985 [D loss: 0.663925, acc.: 54.69%] [G loss: 0.946599]\n",
            "28986 [D loss: 0.612746, acc.: 67.19%] [G loss: 1.015480]\n",
            "28987 [D loss: 0.620755, acc.: 65.62%] [G loss: 1.117118]\n",
            "28988 [D loss: 0.582191, acc.: 68.75%] [G loss: 1.007458]\n",
            "28989 [D loss: 0.609233, acc.: 70.31%] [G loss: 0.875740]\n",
            "28990 [D loss: 0.639803, acc.: 59.38%] [G loss: 0.870226]\n",
            "28991 [D loss: 0.577737, acc.: 70.31%] [G loss: 0.977487]\n",
            "28992 [D loss: 0.603316, acc.: 71.88%] [G loss: 0.951477]\n",
            "28993 [D loss: 0.678785, acc.: 62.50%] [G loss: 0.901940]\n",
            "28994 [D loss: 0.569514, acc.: 73.44%] [G loss: 1.142142]\n",
            "28995 [D loss: 0.628132, acc.: 60.94%] [G loss: 0.981688]\n",
            "28996 [D loss: 0.649892, acc.: 60.94%] [G loss: 1.114383]\n",
            "28997 [D loss: 0.604944, acc.: 65.62%] [G loss: 1.035534]\n",
            "28998 [D loss: 0.624873, acc.: 62.50%] [G loss: 1.045586]\n",
            "28999 [D loss: 0.682053, acc.: 67.19%] [G loss: 0.824708]\n",
            "29000 [D loss: 0.634628, acc.: 59.38%] [G loss: 0.925285]\n",
            "29001 [D loss: 0.669609, acc.: 59.38%] [G loss: 0.871464]\n",
            "29002 [D loss: 0.607600, acc.: 73.44%] [G loss: 0.994540]\n",
            "29003 [D loss: 0.576566, acc.: 62.50%] [G loss: 1.022236]\n",
            "29004 [D loss: 0.538933, acc.: 71.88%] [G loss: 1.088830]\n",
            "29005 [D loss: 0.599293, acc.: 68.75%] [G loss: 1.068576]\n",
            "29006 [D loss: 0.593782, acc.: 70.31%] [G loss: 1.057754]\n",
            "29007 [D loss: 0.632759, acc.: 64.06%] [G loss: 0.783410]\n",
            "29008 [D loss: 0.654387, acc.: 65.62%] [G loss: 0.984309]\n",
            "29009 [D loss: 0.528974, acc.: 78.12%] [G loss: 1.074575]\n",
            "29010 [D loss: 0.572910, acc.: 71.88%] [G loss: 0.980122]\n",
            "29011 [D loss: 0.618024, acc.: 67.19%] [G loss: 1.019420]\n",
            "29012 [D loss: 0.704149, acc.: 57.81%] [G loss: 0.962522]\n",
            "29013 [D loss: 0.618446, acc.: 65.62%] [G loss: 1.045226]\n",
            "29014 [D loss: 0.600477, acc.: 67.19%] [G loss: 0.984203]\n",
            "29015 [D loss: 0.701620, acc.: 53.12%] [G loss: 1.019728]\n",
            "29016 [D loss: 0.645283, acc.: 65.62%] [G loss: 0.972886]\n",
            "29017 [D loss: 0.603265, acc.: 65.62%] [G loss: 0.997767]\n",
            "29018 [D loss: 0.621379, acc.: 60.94%] [G loss: 1.087470]\n",
            "29019 [D loss: 0.687459, acc.: 48.44%] [G loss: 0.979076]\n",
            "29020 [D loss: 0.594670, acc.: 68.75%] [G loss: 0.945123]\n",
            "29021 [D loss: 0.623813, acc.: 64.06%] [G loss: 1.001344]\n",
            "29022 [D loss: 0.615531, acc.: 65.62%] [G loss: 1.040351]\n",
            "29023 [D loss: 0.558008, acc.: 71.88%] [G loss: 1.058949]\n",
            "29024 [D loss: 0.683150, acc.: 57.81%] [G loss: 1.060759]\n",
            "29025 [D loss: 0.626745, acc.: 64.06%] [G loss: 1.061417]\n",
            "29026 [D loss: 0.649712, acc.: 65.62%] [G loss: 1.119847]\n",
            "29027 [D loss: 0.638148, acc.: 65.62%] [G loss: 1.010727]\n",
            "29028 [D loss: 0.622727, acc.: 65.62%] [G loss: 0.943819]\n",
            "29029 [D loss: 0.670809, acc.: 60.94%] [G loss: 1.034778]\n",
            "29030 [D loss: 0.629273, acc.: 65.62%] [G loss: 1.090757]\n",
            "29031 [D loss: 0.660450, acc.: 56.25%] [G loss: 1.129492]\n",
            "29032 [D loss: 0.624882, acc.: 64.06%] [G loss: 1.104136]\n",
            "29033 [D loss: 0.560004, acc.: 70.31%] [G loss: 1.153384]\n",
            "29034 [D loss: 0.582929, acc.: 71.88%] [G loss: 1.062882]\n",
            "29035 [D loss: 0.623254, acc.: 68.75%] [G loss: 1.121799]\n",
            "29036 [D loss: 0.587035, acc.: 67.19%] [G loss: 1.010774]\n",
            "29037 [D loss: 0.653099, acc.: 64.06%] [G loss: 1.028441]\n",
            "29038 [D loss: 0.642891, acc.: 64.06%] [G loss: 0.999915]\n",
            "29039 [D loss: 0.701005, acc.: 51.56%] [G loss: 1.039638]\n",
            "29040 [D loss: 0.712352, acc.: 62.50%] [G loss: 1.071655]\n",
            "29041 [D loss: 0.636775, acc.: 65.62%] [G loss: 1.043240]\n",
            "29042 [D loss: 0.583448, acc.: 73.44%] [G loss: 0.994012]\n",
            "29043 [D loss: 0.637503, acc.: 67.19%] [G loss: 0.891515]\n",
            "29044 [D loss: 0.639007, acc.: 64.06%] [G loss: 1.085331]\n",
            "29045 [D loss: 0.593943, acc.: 67.19%] [G loss: 1.107824]\n",
            "29046 [D loss: 0.627714, acc.: 65.62%] [G loss: 1.095641]\n",
            "29047 [D loss: 0.577696, acc.: 67.19%] [G loss: 0.969590]\n",
            "29048 [D loss: 0.702457, acc.: 51.56%] [G loss: 1.083729]\n",
            "29049 [D loss: 0.620008, acc.: 60.94%] [G loss: 1.102982]\n",
            "29050 [D loss: 0.636237, acc.: 64.06%] [G loss: 1.106414]\n",
            "29051 [D loss: 0.654410, acc.: 68.75%] [G loss: 0.927367]\n",
            "29052 [D loss: 0.663103, acc.: 65.62%] [G loss: 1.034057]\n",
            "29053 [D loss: 0.604679, acc.: 65.62%] [G loss: 0.987818]\n",
            "29054 [D loss: 0.607416, acc.: 68.75%] [G loss: 0.985759]\n",
            "29055 [D loss: 0.618756, acc.: 68.75%] [G loss: 0.942340]\n",
            "29056 [D loss: 0.758108, acc.: 57.81%] [G loss: 0.958177]\n",
            "29057 [D loss: 0.638217, acc.: 54.69%] [G loss: 1.082874]\n",
            "29058 [D loss: 0.604360, acc.: 64.06%] [G loss: 1.078045]\n",
            "29059 [D loss: 0.607626, acc.: 70.31%] [G loss: 1.171934]\n",
            "29060 [D loss: 0.720331, acc.: 53.12%] [G loss: 1.022052]\n",
            "29061 [D loss: 0.622909, acc.: 64.06%] [G loss: 0.993545]\n",
            "29062 [D loss: 0.671068, acc.: 59.38%] [G loss: 0.926391]\n",
            "29063 [D loss: 0.670846, acc.: 56.25%] [G loss: 1.051761]\n",
            "29064 [D loss: 0.580542, acc.: 73.44%] [G loss: 1.062614]\n",
            "29065 [D loss: 0.565765, acc.: 71.88%] [G loss: 1.056887]\n",
            "29066 [D loss: 0.635933, acc.: 60.94%] [G loss: 1.013795]\n",
            "29067 [D loss: 0.577058, acc.: 79.69%] [G loss: 1.098388]\n",
            "29068 [D loss: 0.536925, acc.: 68.75%] [G loss: 0.966381]\n",
            "29069 [D loss: 0.742178, acc.: 56.25%] [G loss: 0.918172]\n",
            "29070 [D loss: 0.623020, acc.: 67.19%] [G loss: 1.059797]\n",
            "29071 [D loss: 0.554556, acc.: 70.31%] [G loss: 1.028687]\n",
            "29072 [D loss: 0.593130, acc.: 71.88%] [G loss: 1.004723]\n",
            "29073 [D loss: 0.621859, acc.: 68.75%] [G loss: 1.100162]\n",
            "29074 [D loss: 0.599059, acc.: 68.75%] [G loss: 0.842097]\n",
            "29075 [D loss: 0.566528, acc.: 70.31%] [G loss: 1.062285]\n",
            "29076 [D loss: 0.589274, acc.: 70.31%] [G loss: 1.057209]\n",
            "29077 [D loss: 0.592726, acc.: 71.88%] [G loss: 1.024700]\n",
            "29078 [D loss: 0.521658, acc.: 75.00%] [G loss: 1.063030]\n",
            "29079 [D loss: 0.613001, acc.: 64.06%] [G loss: 0.943621]\n",
            "29080 [D loss: 0.596704, acc.: 64.06%] [G loss: 1.155607]\n",
            "29081 [D loss: 0.698395, acc.: 59.38%] [G loss: 1.024890]\n",
            "29082 [D loss: 0.629601, acc.: 62.50%] [G loss: 0.892838]\n",
            "29083 [D loss: 0.747288, acc.: 54.69%] [G loss: 1.019613]\n",
            "29084 [D loss: 0.634402, acc.: 59.38%] [G loss: 0.957164]\n",
            "29085 [D loss: 0.696259, acc.: 57.81%] [G loss: 0.965931]\n",
            "29086 [D loss: 0.636819, acc.: 65.62%] [G loss: 1.008989]\n",
            "29087 [D loss: 0.713059, acc.: 59.38%] [G loss: 1.159475]\n",
            "29088 [D loss: 0.643331, acc.: 65.62%] [G loss: 1.085771]\n",
            "29089 [D loss: 0.646473, acc.: 65.62%] [G loss: 0.984717]\n",
            "29090 [D loss: 0.614078, acc.: 71.88%] [G loss: 1.045224]\n",
            "29091 [D loss: 0.626813, acc.: 64.06%] [G loss: 1.006116]\n",
            "29092 [D loss: 0.638283, acc.: 64.06%] [G loss: 0.998237]\n",
            "29093 [D loss: 0.637271, acc.: 67.19%] [G loss: 0.978441]\n",
            "29094 [D loss: 0.550587, acc.: 71.88%] [G loss: 1.064629]\n",
            "29095 [D loss: 0.714807, acc.: 57.81%] [G loss: 0.976706]\n",
            "29096 [D loss: 0.660497, acc.: 53.12%] [G loss: 0.942985]\n",
            "29097 [D loss: 0.546190, acc.: 73.44%] [G loss: 0.988494]\n",
            "29098 [D loss: 0.583627, acc.: 71.88%] [G loss: 1.068305]\n",
            "29099 [D loss: 0.647633, acc.: 64.06%] [G loss: 1.068055]\n",
            "29100 [D loss: 0.598311, acc.: 71.88%] [G loss: 1.080678]\n",
            "29101 [D loss: 0.627149, acc.: 57.81%] [G loss: 1.019583]\n",
            "29102 [D loss: 0.593719, acc.: 65.62%] [G loss: 1.016080]\n",
            "29103 [D loss: 0.667904, acc.: 60.94%] [G loss: 1.081782]\n",
            "29104 [D loss: 0.566531, acc.: 70.31%] [G loss: 1.065841]\n",
            "29105 [D loss: 0.583820, acc.: 71.88%] [G loss: 1.053103]\n",
            "29106 [D loss: 0.690650, acc.: 56.25%] [G loss: 0.972386]\n",
            "29107 [D loss: 0.642939, acc.: 62.50%] [G loss: 1.032809]\n",
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            "29109 [D loss: 0.612371, acc.: 68.75%] [G loss: 1.120783]\n",
            "29110 [D loss: 0.704021, acc.: 56.25%] [G loss: 1.092412]\n",
            "29111 [D loss: 0.603834, acc.: 67.19%] [G loss: 1.063635]\n",
            "29112 [D loss: 0.636232, acc.: 62.50%] [G loss: 1.015281]\n",
            "29113 [D loss: 0.570009, acc.: 71.88%] [G loss: 1.044553]\n",
            "29114 [D loss: 0.675818, acc.: 56.25%] [G loss: 0.998825]\n",
            "29115 [D loss: 0.556408, acc.: 71.88%] [G loss: 0.974409]\n",
            "29116 [D loss: 0.532868, acc.: 73.44%] [G loss: 1.069270]\n",
            "29117 [D loss: 0.683779, acc.: 60.94%] [G loss: 1.068544]\n",
            "29118 [D loss: 0.652951, acc.: 60.94%] [G loss: 0.995957]\n",
            "29119 [D loss: 0.629392, acc.: 71.88%] [G loss: 1.015598]\n",
            "29120 [D loss: 0.692822, acc.: 56.25%] [G loss: 0.943889]\n",
            "29121 [D loss: 0.634925, acc.: 65.62%] [G loss: 1.084528]\n",
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            "29124 [D loss: 0.670597, acc.: 57.81%] [G loss: 1.035661]\n",
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            "29127 [D loss: 0.607448, acc.: 67.19%] [G loss: 1.010127]\n",
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            "29129 [D loss: 0.613709, acc.: 67.19%] [G loss: 0.986095]\n",
            "29130 [D loss: 0.702035, acc.: 64.06%] [G loss: 1.050165]\n",
            "29131 [D loss: 0.618932, acc.: 62.50%] [G loss: 0.932347]\n",
            "29132 [D loss: 0.589824, acc.: 70.31%] [G loss: 1.084320]\n",
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            "29178 [D loss: 0.628864, acc.: 60.94%] [G loss: 0.961461]\n",
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            "29181 [D loss: 0.574255, acc.: 67.19%] [G loss: 1.061740]\n",
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            "29183 [D loss: 0.623728, acc.: 70.31%] [G loss: 1.108723]\n",
            "29184 [D loss: 0.586167, acc.: 71.88%] [G loss: 1.091746]\n",
            "29185 [D loss: 0.629454, acc.: 60.94%] [G loss: 0.964480]\n",
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            "29188 [D loss: 0.666294, acc.: 67.19%] [G loss: 0.952326]\n",
            "29189 [D loss: 0.551235, acc.: 75.00%] [G loss: 1.093956]\n",
            "29190 [D loss: 0.628469, acc.: 65.62%] [G loss: 0.957349]\n",
            "29191 [D loss: 0.646484, acc.: 62.50%] [G loss: 1.181713]\n",
            "29192 [D loss: 0.739202, acc.: 57.81%] [G loss: 1.116466]\n",
            "29193 [D loss: 0.639669, acc.: 67.19%] [G loss: 1.169765]\n",
            "29194 [D loss: 0.664547, acc.: 59.38%] [G loss: 1.027055]\n",
            "29195 [D loss: 0.541862, acc.: 70.31%] [G loss: 1.018826]\n",
            "29196 [D loss: 0.690660, acc.: 56.25%] [G loss: 0.875777]\n",
            "29197 [D loss: 0.714304, acc.: 53.12%] [G loss: 0.865931]\n",
            "29198 [D loss: 0.560378, acc.: 68.75%] [G loss: 0.987742]\n",
            "29199 [D loss: 0.745129, acc.: 51.56%] [G loss: 1.010704]\n",
            "29200 [D loss: 0.660650, acc.: 57.81%] [G loss: 1.052180]\n",
            "29201 [D loss: 0.574039, acc.: 71.88%] [G loss: 0.941051]\n",
            "29202 [D loss: 0.608702, acc.: 64.06%] [G loss: 1.089428]\n",
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            "29204 [D loss: 0.632359, acc.: 60.94%] [G loss: 1.033675]\n",
            "29205 [D loss: 0.638588, acc.: 57.81%] [G loss: 0.943920]\n",
            "29206 [D loss: 0.631969, acc.: 64.06%] [G loss: 1.031321]\n",
            "29207 [D loss: 0.635798, acc.: 56.25%] [G loss: 1.009476]\n",
            "29208 [D loss: 0.632118, acc.: 62.50%] [G loss: 0.980331]\n",
            "29209 [D loss: 0.653745, acc.: 60.94%] [G loss: 1.011877]\n",
            "29210 [D loss: 0.673390, acc.: 53.12%] [G loss: 1.010283]\n",
            "29211 [D loss: 0.688367, acc.: 65.62%] [G loss: 1.107154]\n",
            "29212 [D loss: 0.606655, acc.: 70.31%] [G loss: 1.163650]\n",
            "29213 [D loss: 0.638141, acc.: 70.31%] [G loss: 1.134148]\n",
            "29214 [D loss: 0.576977, acc.: 67.19%] [G loss: 0.972770]\n",
            "29215 [D loss: 0.607452, acc.: 71.88%] [G loss: 1.058913]\n",
            "29216 [D loss: 0.657398, acc.: 64.06%] [G loss: 0.988201]\n",
            "29217 [D loss: 0.564228, acc.: 71.88%] [G loss: 1.030762]\n",
            "29218 [D loss: 0.652940, acc.: 57.81%] [G loss: 1.071536]\n",
            "29219 [D loss: 0.593386, acc.: 71.88%] [G loss: 0.999740]\n",
            "29220 [D loss: 0.576602, acc.: 73.44%] [G loss: 1.109574]\n",
            "29221 [D loss: 0.565526, acc.: 65.62%] [G loss: 0.946174]\n",
            "29222 [D loss: 0.598539, acc.: 70.31%] [G loss: 0.952319]\n",
            "29223 [D loss: 0.680268, acc.: 59.38%] [G loss: 1.082092]\n",
            "29224 [D loss: 0.611531, acc.: 68.75%] [G loss: 1.127952]\n",
            "29225 [D loss: 0.662978, acc.: 57.81%] [G loss: 1.160655]\n",
            "29226 [D loss: 0.566732, acc.: 73.44%] [G loss: 1.162044]\n",
            "29227 [D loss: 0.592564, acc.: 70.31%] [G loss: 1.082475]\n",
            "29228 [D loss: 0.595896, acc.: 71.88%] [G loss: 1.030246]\n",
            "29229 [D loss: 0.661685, acc.: 56.25%] [G loss: 1.059160]\n",
            "29230 [D loss: 0.697041, acc.: 60.94%] [G loss: 1.042012]\n",
            "29231 [D loss: 0.665292, acc.: 64.06%] [G loss: 0.993119]\n",
            "29232 [D loss: 0.622529, acc.: 64.06%] [G loss: 1.102413]\n",
            "29233 [D loss: 0.643678, acc.: 64.06%] [G loss: 1.005592]\n",
            "29234 [D loss: 0.656898, acc.: 62.50%] [G loss: 1.053336]\n",
            "29235 [D loss: 0.645172, acc.: 60.94%] [G loss: 0.990816]\n",
            "29236 [D loss: 0.624759, acc.: 62.50%] [G loss: 1.024286]\n",
            "29237 [D loss: 0.593843, acc.: 67.19%] [G loss: 0.981743]\n",
            "29238 [D loss: 0.675041, acc.: 65.62%] [G loss: 0.898307]\n",
            "29239 [D loss: 0.580047, acc.: 75.00%] [G loss: 1.028380]\n",
            "29240 [D loss: 0.604083, acc.: 68.75%] [G loss: 0.818331]\n",
            "29241 [D loss: 0.715603, acc.: 51.56%] [G loss: 1.045302]\n",
            "29242 [D loss: 0.567059, acc.: 71.88%] [G loss: 1.014568]\n",
            "29243 [D loss: 0.575962, acc.: 68.75%] [G loss: 1.062820]\n",
            "29244 [D loss: 0.705090, acc.: 56.25%] [G loss: 1.073300]\n",
            "29245 [D loss: 0.591676, acc.: 64.06%] [G loss: 1.027988]\n",
            "29246 [D loss: 0.690103, acc.: 54.69%] [G loss: 0.864747]\n",
            "29247 [D loss: 0.587978, acc.: 71.88%] [G loss: 0.966318]\n",
            "29248 [D loss: 0.713093, acc.: 64.06%] [G loss: 1.051425]\n",
            "29249 [D loss: 0.674466, acc.: 59.38%] [G loss: 1.006079]\n",
            "29250 [D loss: 0.719138, acc.: 54.69%] [G loss: 0.889446]\n",
            "29251 [D loss: 0.604230, acc.: 70.31%] [G loss: 1.053119]\n",
            "29252 [D loss: 0.617318, acc.: 62.50%] [G loss: 1.018310]\n",
            "29253 [D loss: 0.583223, acc.: 67.19%] [G loss: 1.066378]\n",
            "29254 [D loss: 0.595814, acc.: 70.31%] [G loss: 1.047003]\n",
            "29255 [D loss: 0.559733, acc.: 73.44%] [G loss: 1.001746]\n",
            "29256 [D loss: 0.696524, acc.: 64.06%] [G loss: 0.971943]\n",
            "29257 [D loss: 0.571996, acc.: 68.75%] [G loss: 0.999059]\n",
            "29258 [D loss: 0.732072, acc.: 50.00%] [G loss: 0.923229]\n",
            "29259 [D loss: 0.702335, acc.: 54.69%] [G loss: 0.961302]\n",
            "29260 [D loss: 0.724282, acc.: 53.12%] [G loss: 0.898867]\n",
            "29261 [D loss: 0.640094, acc.: 62.50%] [G loss: 0.971076]\n",
            "29262 [D loss: 0.636471, acc.: 67.19%] [G loss: 1.075226]\n",
            "29263 [D loss: 0.657155, acc.: 60.94%] [G loss: 1.083513]\n",
            "29264 [D loss: 0.711083, acc.: 53.12%] [G loss: 1.071415]\n",
            "29265 [D loss: 0.623561, acc.: 68.75%] [G loss: 1.048949]\n",
            "29266 [D loss: 0.623032, acc.: 59.38%] [G loss: 0.990227]\n",
            "29267 [D loss: 0.608660, acc.: 62.50%] [G loss: 1.032879]\n",
            "29268 [D loss: 0.649971, acc.: 59.38%] [G loss: 1.086542]\n",
            "29269 [D loss: 0.653663, acc.: 64.06%] [G loss: 1.176157]\n",
            "29270 [D loss: 0.601960, acc.: 68.75%] [G loss: 1.078364]\n",
            "29271 [D loss: 0.660788, acc.: 62.50%] [G loss: 0.898957]\n",
            "29272 [D loss: 0.572831, acc.: 70.31%] [G loss: 1.005361]\n",
            "29273 [D loss: 0.662691, acc.: 62.50%] [G loss: 0.913292]\n",
            "29274 [D loss: 0.664011, acc.: 65.62%] [G loss: 1.059822]\n",
            "29275 [D loss: 0.564887, acc.: 73.44%] [G loss: 1.138196]\n",
            "29276 [D loss: 0.672420, acc.: 53.12%] [G loss: 1.010697]\n",
            "29277 [D loss: 0.566635, acc.: 76.56%] [G loss: 0.997972]\n",
            "29278 [D loss: 0.712023, acc.: 50.00%] [G loss: 0.998136]\n",
            "29279 [D loss: 0.574532, acc.: 68.75%] [G loss: 0.892774]\n",
            "29280 [D loss: 0.645472, acc.: 64.06%] [G loss: 0.952119]\n",
            "29281 [D loss: 0.686798, acc.: 64.06%] [G loss: 1.013452]\n",
            "29282 [D loss: 0.590839, acc.: 64.06%] [G loss: 1.146791]\n",
            "29283 [D loss: 0.520880, acc.: 75.00%] [G loss: 1.189779]\n",
            "29284 [D loss: 0.569448, acc.: 68.75%] [G loss: 1.270224]\n",
            "29285 [D loss: 0.671564, acc.: 67.19%] [G loss: 0.998165]\n",
            "29286 [D loss: 0.624356, acc.: 57.81%] [G loss: 1.116791]\n",
            "29287 [D loss: 0.663134, acc.: 65.62%] [G loss: 1.081564]\n",
            "29288 [D loss: 0.679024, acc.: 59.38%] [G loss: 1.176775]\n",
            "29289 [D loss: 0.639500, acc.: 64.06%] [G loss: 1.076545]\n",
            "29290 [D loss: 0.733693, acc.: 50.00%] [G loss: 0.981626]\n",
            "29291 [D loss: 0.573123, acc.: 68.75%] [G loss: 1.023088]\n",
            "29292 [D loss: 0.607117, acc.: 65.62%] [G loss: 0.956271]\n",
            "29293 [D loss: 0.662527, acc.: 62.50%] [G loss: 0.964542]\n",
            "29294 [D loss: 0.648263, acc.: 60.94%] [G loss: 0.952899]\n",
            "29295 [D loss: 0.741871, acc.: 53.12%] [G loss: 1.061412]\n",
            "29296 [D loss: 0.596730, acc.: 71.88%] [G loss: 1.016330]\n",
            "29297 [D loss: 0.697623, acc.: 54.69%] [G loss: 1.019399]\n",
            "29298 [D loss: 0.628449, acc.: 64.06%] [G loss: 1.063865]\n",
            "29299 [D loss: 0.609305, acc.: 71.88%] [G loss: 1.010409]\n",
            "29300 [D loss: 0.646755, acc.: 64.06%] [G loss: 0.962959]\n",
            "29301 [D loss: 0.635382, acc.: 65.62%] [G loss: 0.900440]\n",
            "29302 [D loss: 0.638154, acc.: 65.62%] [G loss: 1.090944]\n",
            "29303 [D loss: 0.676993, acc.: 53.12%] [G loss: 1.091142]\n",
            "29304 [D loss: 0.596002, acc.: 68.75%] [G loss: 1.058200]\n",
            "29305 [D loss: 0.653283, acc.: 62.50%] [G loss: 0.965420]\n",
            "29306 [D loss: 0.632653, acc.: 65.62%] [G loss: 1.035726]\n",
            "29307 [D loss: 0.629137, acc.: 67.19%] [G loss: 1.021879]\n",
            "29308 [D loss: 0.602513, acc.: 65.62%] [G loss: 1.051575]\n",
            "29309 [D loss: 0.619144, acc.: 67.19%] [G loss: 1.079973]\n",
            "29310 [D loss: 0.667815, acc.: 57.81%] [G loss: 1.165901]\n",
            "29311 [D loss: 0.664107, acc.: 57.81%] [G loss: 1.134849]\n",
            "29312 [D loss: 0.598899, acc.: 65.62%] [G loss: 1.134887]\n",
            "29313 [D loss: 0.564510, acc.: 70.31%] [G loss: 1.120654]\n",
            "29314 [D loss: 0.673666, acc.: 56.25%] [G loss: 1.108108]\n",
            "29315 [D loss: 0.580535, acc.: 78.12%] [G loss: 1.183034]\n",
            "29316 [D loss: 0.678592, acc.: 60.94%] [G loss: 1.043154]\n",
            "29317 [D loss: 0.668101, acc.: 57.81%] [G loss: 1.110939]\n",
            "29318 [D loss: 0.652793, acc.: 62.50%] [G loss: 0.996334]\n",
            "29319 [D loss: 0.700640, acc.: 57.81%] [G loss: 1.094700]\n",
            "29320 [D loss: 0.664102, acc.: 60.94%] [G loss: 1.138347]\n",
            "29321 [D loss: 0.633665, acc.: 68.75%] [G loss: 1.051380]\n",
            "29322 [D loss: 0.570162, acc.: 73.44%] [G loss: 1.024274]\n",
            "29323 [D loss: 0.627613, acc.: 67.19%] [G loss: 0.991461]\n",
            "29324 [D loss: 0.600634, acc.: 73.44%] [G loss: 0.992623]\n",
            "29325 [D loss: 0.736170, acc.: 59.38%] [G loss: 0.977373]\n",
            "29326 [D loss: 0.579944, acc.: 70.31%] [G loss: 1.070945]\n",
            "29327 [D loss: 0.610586, acc.: 62.50%] [G loss: 1.155879]\n",
            "29328 [D loss: 0.592218, acc.: 62.50%] [G loss: 1.067038]\n",
            "29329 [D loss: 0.630895, acc.: 60.94%] [G loss: 1.043487]\n",
            "29330 [D loss: 0.612238, acc.: 68.75%] [G loss: 1.119493]\n",
            "29331 [D loss: 0.592315, acc.: 70.31%] [G loss: 0.975941]\n",
            "29332 [D loss: 0.582281, acc.: 73.44%] [G loss: 1.009338]\n",
            "29333 [D loss: 0.705498, acc.: 62.50%] [G loss: 1.072610]\n",
            "29334 [D loss: 0.659844, acc.: 59.38%] [G loss: 0.964816]\n",
            "29335 [D loss: 0.685820, acc.: 57.81%] [G loss: 1.061746]\n",
            "29336 [D loss: 0.670462, acc.: 59.38%] [G loss: 1.139995]\n",
            "29337 [D loss: 0.608025, acc.: 73.44%] [G loss: 1.030195]\n",
            "29338 [D loss: 0.749559, acc.: 59.38%] [G loss: 0.871328]\n",
            "29339 [D loss: 0.634150, acc.: 67.19%] [G loss: 0.882170]\n",
            "29340 [D loss: 0.598528, acc.: 68.75%] [G loss: 0.944367]\n",
            "29341 [D loss: 0.641724, acc.: 71.88%] [G loss: 1.018055]\n",
            "29342 [D loss: 0.605301, acc.: 73.44%] [G loss: 1.055012]\n",
            "29343 [D loss: 0.587034, acc.: 70.31%] [G loss: 1.034952]\n",
            "29344 [D loss: 0.636633, acc.: 68.75%] [G loss: 0.995847]\n",
            "29345 [D loss: 0.669512, acc.: 54.69%] [G loss: 1.090084]\n",
            "29346 [D loss: 0.695072, acc.: 54.69%] [G loss: 1.121306]\n",
            "29347 [D loss: 0.613508, acc.: 67.19%] [G loss: 1.009886]\n",
            "29348 [D loss: 0.707362, acc.: 46.88%] [G loss: 1.020284]\n",
            "29349 [D loss: 0.611776, acc.: 67.19%] [G loss: 1.089717]\n",
            "29350 [D loss: 0.636954, acc.: 70.31%] [G loss: 1.027995]\n",
            "29351 [D loss: 0.681558, acc.: 59.38%] [G loss: 1.046988]\n",
            "29352 [D loss: 0.590911, acc.: 73.44%] [G loss: 0.921824]\n",
            "29353 [D loss: 0.594661, acc.: 60.94%] [G loss: 1.058095]\n",
            "29354 [D loss: 0.650223, acc.: 57.81%] [G loss: 1.042882]\n",
            "29355 [D loss: 0.640203, acc.: 59.38%] [G loss: 1.080863]\n",
            "29356 [D loss: 0.649197, acc.: 68.75%] [G loss: 0.900168]\n",
            "29357 [D loss: 0.619016, acc.: 68.75%] [G loss: 1.037306]\n",
            "29358 [D loss: 0.617262, acc.: 62.50%] [G loss: 0.925708]\n",
            "29359 [D loss: 0.665472, acc.: 59.38%] [G loss: 1.131907]\n",
            "29360 [D loss: 0.637299, acc.: 64.06%] [G loss: 0.996363]\n",
            "29361 [D loss: 0.612317, acc.: 60.94%] [G loss: 0.968467]\n",
            "29362 [D loss: 0.557407, acc.: 70.31%] [G loss: 1.040776]\n",
            "29363 [D loss: 0.583830, acc.: 70.31%] [G loss: 1.016701]\n",
            "29364 [D loss: 0.592123, acc.: 62.50%] [G loss: 1.137214]\n",
            "29365 [D loss: 0.530876, acc.: 76.56%] [G loss: 1.029909]\n",
            "29366 [D loss: 0.637702, acc.: 64.06%] [G loss: 1.002272]\n",
            "29367 [D loss: 0.627650, acc.: 70.31%] [G loss: 1.140151]\n",
            "29368 [D loss: 0.688089, acc.: 56.25%] [G loss: 1.035984]\n",
            "29369 [D loss: 0.678771, acc.: 57.81%] [G loss: 0.962460]\n",
            "29370 [D loss: 0.633444, acc.: 60.94%] [G loss: 0.977824]\n",
            "29371 [D loss: 0.645330, acc.: 62.50%] [G loss: 1.018846]\n",
            "29372 [D loss: 0.576027, acc.: 68.75%] [G loss: 0.976097]\n",
            "29373 [D loss: 0.657854, acc.: 57.81%] [G loss: 0.940098]\n",
            "29374 [D loss: 0.677213, acc.: 57.81%] [G loss: 1.065149]\n",
            "29375 [D loss: 0.541053, acc.: 79.69%] [G loss: 1.050925]\n",
            "29376 [D loss: 0.571842, acc.: 70.31%] [G loss: 0.905080]\n",
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            "29378 [D loss: 0.640838, acc.: 59.38%] [G loss: 0.961612]\n",
            "29379 [D loss: 0.650313, acc.: 60.94%] [G loss: 1.096954]\n",
            "29380 [D loss: 0.684315, acc.: 60.94%] [G loss: 1.029851]\n",
            "29381 [D loss: 0.524318, acc.: 75.00%] [G loss: 1.070200]\n",
            "29382 [D loss: 0.671395, acc.: 60.94%] [G loss: 1.114672]\n",
            "29383 [D loss: 0.607002, acc.: 67.19%] [G loss: 1.095477]\n",
            "29384 [D loss: 0.640567, acc.: 64.06%] [G loss: 0.911820]\n",
            "29385 [D loss: 0.582458, acc.: 73.44%] [G loss: 1.052345]\n",
            "29386 [D loss: 0.641035, acc.: 64.06%] [G loss: 0.982932]\n",
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            "29388 [D loss: 0.683129, acc.: 59.38%] [G loss: 1.006529]\n",
            "29389 [D loss: 0.597700, acc.: 67.19%] [G loss: 1.052381]\n",
            "29390 [D loss: 0.616931, acc.: 71.88%] [G loss: 1.048295]\n",
            "29391 [D loss: 0.621991, acc.: 68.75%] [G loss: 0.987939]\n",
            "29392 [D loss: 0.615955, acc.: 64.06%] [G loss: 1.142286]\n",
            "29393 [D loss: 0.639091, acc.: 65.62%] [G loss: 1.114395]\n",
            "29394 [D loss: 0.634926, acc.: 59.38%] [G loss: 0.944835]\n",
            "29395 [D loss: 0.622258, acc.: 67.19%] [G loss: 1.082393]\n",
            "29396 [D loss: 0.625202, acc.: 64.06%] [G loss: 1.166582]\n",
            "29397 [D loss: 0.647585, acc.: 67.19%] [G loss: 1.044156]\n",
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            "29399 [D loss: 0.599296, acc.: 68.75%] [G loss: 0.990870]\n",
            "29400 [D loss: 0.593343, acc.: 64.06%] [G loss: 1.105191]\n",
            "29401 [D loss: 0.584970, acc.: 68.75%] [G loss: 0.953742]\n",
            "29402 [D loss: 0.730912, acc.: 56.25%] [G loss: 0.898034]\n",
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            "29404 [D loss: 0.714041, acc.: 51.56%] [G loss: 0.995275]\n",
            "29405 [D loss: 0.581529, acc.: 73.44%] [G loss: 0.974645]\n",
            "29406 [D loss: 0.640206, acc.: 62.50%] [G loss: 1.101130]\n",
            "29407 [D loss: 0.686365, acc.: 65.62%] [G loss: 1.094633]\n",
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            "29410 [D loss: 0.632625, acc.: 59.38%] [G loss: 0.889624]\n",
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            "29413 [D loss: 0.625837, acc.: 65.62%] [G loss: 0.980810]\n",
            "29414 [D loss: 0.628995, acc.: 60.94%] [G loss: 1.065373]\n",
            "29415 [D loss: 0.649075, acc.: 60.94%] [G loss: 1.046320]\n",
            "29416 [D loss: 0.664195, acc.: 67.19%] [G loss: 1.006704]\n",
            "29417 [D loss: 0.593914, acc.: 71.88%] [G loss: 0.993133]\n",
            "29418 [D loss: 0.623945, acc.: 65.62%] [G loss: 1.025347]\n",
            "29419 [D loss: 0.561275, acc.: 81.25%] [G loss: 1.040772]\n",
            "29420 [D loss: 0.658678, acc.: 57.81%] [G loss: 1.006052]\n",
            "29421 [D loss: 0.702612, acc.: 56.25%] [G loss: 1.061505]\n",
            "29422 [D loss: 0.605852, acc.: 73.44%] [G loss: 1.021769]\n",
            "29423 [D loss: 0.663680, acc.: 56.25%] [G loss: 1.008955]\n",
            "29424 [D loss: 0.767642, acc.: 54.69%] [G loss: 1.056414]\n",
            "29425 [D loss: 0.600739, acc.: 67.19%] [G loss: 0.965729]\n",
            "29426 [D loss: 0.642922, acc.: 62.50%] [G loss: 0.913547]\n",
            "29427 [D loss: 0.665719, acc.: 65.62%] [G loss: 0.996137]\n",
            "29428 [D loss: 0.648432, acc.: 62.50%] [G loss: 1.002598]\n",
            "29429 [D loss: 0.551613, acc.: 73.44%] [G loss: 1.039631]\n",
            "29430 [D loss: 0.612121, acc.: 65.62%] [G loss: 0.951374]\n",
            "29431 [D loss: 0.581163, acc.: 73.44%] [G loss: 0.961814]\n",
            "29432 [D loss: 0.643644, acc.: 67.19%] [G loss: 0.960778]\n",
            "29433 [D loss: 0.639478, acc.: 62.50%] [G loss: 1.029656]\n",
            "29434 [D loss: 0.587240, acc.: 67.19%] [G loss: 0.940102]\n",
            "29435 [D loss: 0.597804, acc.: 65.62%] [G loss: 1.009450]\n",
            "29436 [D loss: 0.622396, acc.: 70.31%] [G loss: 1.062652]\n",
            "29437 [D loss: 0.567623, acc.: 70.31%] [G loss: 1.061841]\n",
            "29438 [D loss: 0.652259, acc.: 59.38%] [G loss: 1.055029]\n",
            "29439 [D loss: 0.544423, acc.: 73.44%] [G loss: 1.039023]\n",
            "29440 [D loss: 0.630326, acc.: 64.06%] [G loss: 1.119513]\n",
            "29441 [D loss: 0.601854, acc.: 68.75%] [G loss: 1.040879]\n",
            "29442 [D loss: 0.669429, acc.: 56.25%] [G loss: 1.111892]\n",
            "29443 [D loss: 0.624672, acc.: 62.50%] [G loss: 1.067547]\n",
            "29444 [D loss: 0.617224, acc.: 70.31%] [G loss: 1.036430]\n",
            "29445 [D loss: 0.578159, acc.: 67.19%] [G loss: 0.978292]\n",
            "29446 [D loss: 0.608357, acc.: 68.75%] [G loss: 1.009439]\n",
            "29447 [D loss: 0.564017, acc.: 68.75%] [G loss: 1.048930]\n",
            "29448 [D loss: 0.619867, acc.: 67.19%] [G loss: 1.091558]\n",
            "29449 [D loss: 0.556244, acc.: 75.00%] [G loss: 0.994477]\n",
            "29450 [D loss: 0.585407, acc.: 68.75%] [G loss: 1.032803]\n",
            "29451 [D loss: 0.576017, acc.: 71.88%] [G loss: 1.134471]\n",
            "29452 [D loss: 0.632745, acc.: 65.62%] [G loss: 0.958408]\n",
            "29453 [D loss: 0.652175, acc.: 53.12%] [G loss: 1.105170]\n",
            "29454 [D loss: 0.601719, acc.: 64.06%] [G loss: 0.980282]\n",
            "29455 [D loss: 0.610992, acc.: 67.19%] [G loss: 1.159520]\n",
            "29456 [D loss: 0.711040, acc.: 51.56%] [G loss: 1.024951]\n",
            "29457 [D loss: 0.647099, acc.: 62.50%] [G loss: 1.135666]\n",
            "29458 [D loss: 0.500786, acc.: 84.38%] [G loss: 1.105553]\n",
            "29459 [D loss: 0.654856, acc.: 62.50%] [G loss: 0.972044]\n",
            "29460 [D loss: 0.710606, acc.: 60.94%] [G loss: 1.012195]\n",
            "29461 [D loss: 0.631263, acc.: 65.62%] [G loss: 0.895521]\n",
            "29462 [D loss: 0.595650, acc.: 67.19%] [G loss: 0.957521]\n",
            "29463 [D loss: 0.783920, acc.: 48.44%] [G loss: 0.940095]\n",
            "29464 [D loss: 0.605078, acc.: 75.00%] [G loss: 0.998672]\n",
            "29465 [D loss: 0.616622, acc.: 65.62%] [G loss: 0.947400]\n",
            "29466 [D loss: 0.584772, acc.: 70.31%] [G loss: 1.153887]\n",
            "29467 [D loss: 0.558334, acc.: 68.75%] [G loss: 1.045589]\n",
            "29468 [D loss: 0.689034, acc.: 59.38%] [G loss: 1.047682]\n",
            "29469 [D loss: 0.616488, acc.: 67.19%] [G loss: 1.005065]\n",
            "29470 [D loss: 0.593850, acc.: 71.88%] [G loss: 0.970407]\n",
            "29471 [D loss: 0.680311, acc.: 62.50%] [G loss: 1.090829]\n",
            "29472 [D loss: 0.545225, acc.: 73.44%] [G loss: 0.902708]\n",
            "29473 [D loss: 0.620395, acc.: 65.62%] [G loss: 0.985710]\n",
            "29474 [D loss: 0.608973, acc.: 67.19%] [G loss: 1.056042]\n",
            "29475 [D loss: 0.733510, acc.: 57.81%] [G loss: 1.038363]\n",
            "29476 [D loss: 0.624842, acc.: 65.62%] [G loss: 1.096615]\n",
            "29477 [D loss: 0.634470, acc.: 65.62%] [G loss: 1.098983]\n",
            "29478 [D loss: 0.632379, acc.: 64.06%] [G loss: 1.087878]\n",
            "29479 [D loss: 0.606156, acc.: 73.44%] [G loss: 1.081988]\n",
            "29480 [D loss: 0.654478, acc.: 59.38%] [G loss: 0.963113]\n",
            "29481 [D loss: 0.713559, acc.: 51.56%] [G loss: 0.886398]\n",
            "29482 [D loss: 0.603924, acc.: 60.94%] [G loss: 1.071268]\n",
            "29483 [D loss: 0.661350, acc.: 57.81%] [G loss: 1.010307]\n",
            "29484 [D loss: 0.652048, acc.: 56.25%] [G loss: 1.014169]\n",
            "29485 [D loss: 0.664664, acc.: 56.25%] [G loss: 0.989987]\n",
            "29486 [D loss: 0.567758, acc.: 71.88%] [G loss: 1.043751]\n",
            "29487 [D loss: 0.673624, acc.: 60.94%] [G loss: 1.111120]\n",
            "29488 [D loss: 0.662916, acc.: 57.81%] [G loss: 0.948713]\n",
            "29489 [D loss: 0.614466, acc.: 62.50%] [G loss: 0.939825]\n",
            "29490 [D loss: 0.603331, acc.: 64.06%] [G loss: 1.120569]\n",
            "29491 [D loss: 0.593500, acc.: 65.62%] [G loss: 1.034500]\n",
            "29492 [D loss: 0.606328, acc.: 60.94%] [G loss: 1.077642]\n",
            "29493 [D loss: 0.618762, acc.: 65.62%] [G loss: 1.040516]\n",
            "29494 [D loss: 0.595327, acc.: 68.75%] [G loss: 1.092787]\n",
            "29495 [D loss: 0.723501, acc.: 54.69%] [G loss: 0.832307]\n",
            "29496 [D loss: 0.626064, acc.: 62.50%] [G loss: 0.990255]\n",
            "29497 [D loss: 0.655310, acc.: 60.94%] [G loss: 0.955617]\n",
            "29498 [D loss: 0.646208, acc.: 60.94%] [G loss: 1.098295]\n",
            "29499 [D loss: 0.593831, acc.: 67.19%] [G loss: 1.091150]\n",
            "29500 [D loss: 0.552090, acc.: 75.00%] [G loss: 1.026940]\n",
            "29501 [D loss: 0.646191, acc.: 60.94%] [G loss: 0.938816]\n",
            "29502 [D loss: 0.666944, acc.: 59.38%] [G loss: 0.976827]\n",
            "29503 [D loss: 0.637870, acc.: 65.62%] [G loss: 1.031514]\n",
            "29504 [D loss: 0.599357, acc.: 67.19%] [G loss: 1.038386]\n",
            "29505 [D loss: 0.657311, acc.: 59.38%] [G loss: 1.009555]\n",
            "29506 [D loss: 0.675728, acc.: 60.94%] [G loss: 0.957557]\n",
            "29507 [D loss: 0.632376, acc.: 62.50%] [G loss: 0.976668]\n",
            "29508 [D loss: 0.619884, acc.: 65.62%] [G loss: 1.118005]\n",
            "29509 [D loss: 0.693192, acc.: 60.94%] [G loss: 1.055621]\n",
            "29510 [D loss: 0.651262, acc.: 67.19%] [G loss: 1.011746]\n",
            "29511 [D loss: 0.638316, acc.: 67.19%] [G loss: 1.053201]\n",
            "29512 [D loss: 0.688817, acc.: 59.38%] [G loss: 1.084167]\n",
            "29513 [D loss: 0.645498, acc.: 64.06%] [G loss: 1.087124]\n",
            "29514 [D loss: 0.574851, acc.: 78.12%] [G loss: 1.219948]\n",
            "29515 [D loss: 0.622234, acc.: 64.06%] [G loss: 1.216029]\n",
            "29516 [D loss: 0.651823, acc.: 59.38%] [G loss: 1.168674]\n",
            "29517 [D loss: 0.585466, acc.: 70.31%] [G loss: 1.035816]\n",
            "29518 [D loss: 0.606661, acc.: 68.75%] [G loss: 0.998515]\n",
            "29519 [D loss: 0.657180, acc.: 59.38%] [G loss: 0.991154]\n",
            "29520 [D loss: 0.599410, acc.: 64.06%] [G loss: 1.044208]\n",
            "29521 [D loss: 0.594926, acc.: 65.62%] [G loss: 1.103899]\n",
            "29522 [D loss: 0.602773, acc.: 68.75%] [G loss: 1.027542]\n",
            "29523 [D loss: 0.698809, acc.: 57.81%] [G loss: 0.807627]\n",
            "29524 [D loss: 0.670729, acc.: 62.50%] [G loss: 0.970942]\n",
            "29525 [D loss: 0.613112, acc.: 75.00%] [G loss: 0.947813]\n",
            "29526 [D loss: 0.768068, acc.: 53.12%] [G loss: 0.909871]\n",
            "29527 [D loss: 0.670522, acc.: 62.50%] [G loss: 0.988190]\n",
            "29528 [D loss: 0.609366, acc.: 62.50%] [G loss: 0.883817]\n",
            "29529 [D loss: 0.648922, acc.: 62.50%] [G loss: 0.873178]\n",
            "29530 [D loss: 0.599749, acc.: 71.88%] [G loss: 0.937062]\n",
            "29531 [D loss: 0.664860, acc.: 60.94%] [G loss: 0.869758]\n",
            "29532 [D loss: 0.559204, acc.: 78.12%] [G loss: 0.906869]\n",
            "29533 [D loss: 0.578890, acc.: 70.31%] [G loss: 0.927761]\n",
            "29534 [D loss: 0.602138, acc.: 68.75%] [G loss: 0.995562]\n",
            "29535 [D loss: 0.696103, acc.: 53.12%] [G loss: 1.038512]\n",
            "29536 [D loss: 0.658075, acc.: 64.06%] [G loss: 1.038641]\n",
            "29537 [D loss: 0.543298, acc.: 75.00%] [G loss: 1.007984]\n",
            "29538 [D loss: 0.551717, acc.: 67.19%] [G loss: 1.059158]\n",
            "29539 [D loss: 0.699916, acc.: 53.12%] [G loss: 0.981293]\n",
            "29540 [D loss: 0.615417, acc.: 67.19%] [G loss: 1.021906]\n",
            "29541 [D loss: 0.619699, acc.: 67.19%] [G loss: 1.017149]\n",
            "29542 [D loss: 0.641655, acc.: 60.94%] [G loss: 1.019280]\n",
            "29543 [D loss: 0.577502, acc.: 70.31%] [G loss: 1.088294]\n",
            "29544 [D loss: 0.607718, acc.: 65.62%] [G loss: 1.037820]\n",
            "29545 [D loss: 0.717599, acc.: 51.56%] [G loss: 1.089210]\n",
            "29546 [D loss: 0.757687, acc.: 60.94%] [G loss: 0.952787]\n",
            "29547 [D loss: 0.594254, acc.: 67.19%] [G loss: 1.122873]\n",
            "29548 [D loss: 0.595334, acc.: 70.31%] [G loss: 1.025802]\n",
            "29549 [D loss: 0.633739, acc.: 59.38%] [G loss: 1.066000]\n",
            "29550 [D loss: 0.646320, acc.: 64.06%] [G loss: 1.056025]\n",
            "29551 [D loss: 0.623217, acc.: 64.06%] [G loss: 0.996613]\n",
            "29552 [D loss: 0.647568, acc.: 62.50%] [G loss: 1.090170]\n",
            "29553 [D loss: 0.621543, acc.: 68.75%] [G loss: 1.084682]\n",
            "29554 [D loss: 0.603006, acc.: 67.19%] [G loss: 1.077427]\n",
            "29555 [D loss: 0.678762, acc.: 64.06%] [G loss: 0.963364]\n",
            "29556 [D loss: 0.640204, acc.: 64.06%] [G loss: 1.033763]\n",
            "29557 [D loss: 0.687775, acc.: 54.69%] [G loss: 1.113723]\n",
            "29558 [D loss: 0.615558, acc.: 70.31%] [G loss: 1.026985]\n",
            "29559 [D loss: 0.665135, acc.: 51.56%] [G loss: 1.056879]\n",
            "29560 [D loss: 0.608484, acc.: 67.19%] [G loss: 0.954205]\n",
            "29561 [D loss: 0.619730, acc.: 67.19%] [G loss: 0.975428]\n",
            "29562 [D loss: 0.628727, acc.: 64.06%] [G loss: 1.026103]\n",
            "29563 [D loss: 0.618517, acc.: 71.88%] [G loss: 1.030816]\n",
            "29564 [D loss: 0.612685, acc.: 64.06%] [G loss: 0.975945]\n",
            "29565 [D loss: 0.577880, acc.: 78.12%] [G loss: 0.977644]\n",
            "29566 [D loss: 0.609391, acc.: 60.94%] [G loss: 0.994999]\n",
            "29567 [D loss: 0.641586, acc.: 67.19%] [G loss: 0.985797]\n",
            "29568 [D loss: 0.711556, acc.: 56.25%] [G loss: 0.985273]\n",
            "29569 [D loss: 0.560962, acc.: 70.31%] [G loss: 1.077793]\n",
            "29570 [D loss: 0.626487, acc.: 70.31%] [G loss: 0.938345]\n",
            "29571 [D loss: 0.615163, acc.: 57.81%] [G loss: 0.950703]\n",
            "29572 [D loss: 0.583341, acc.: 68.75%] [G loss: 0.987413]\n",
            "29573 [D loss: 0.642210, acc.: 60.94%] [G loss: 0.906480]\n",
            "29574 [D loss: 0.536334, acc.: 76.56%] [G loss: 0.957010]\n",
            "29575 [D loss: 0.611925, acc.: 70.31%] [G loss: 1.108526]\n",
            "29576 [D loss: 0.575781, acc.: 67.19%] [G loss: 0.957934]\n",
            "29577 [D loss: 0.608939, acc.: 70.31%] [G loss: 0.940829]\n",
            "29578 [D loss: 0.655826, acc.: 59.38%] [G loss: 0.960586]\n",
            "29579 [D loss: 0.657727, acc.: 67.19%] [G loss: 0.940326]\n",
            "29580 [D loss: 0.679040, acc.: 60.94%] [G loss: 0.938424]\n",
            "29581 [D loss: 0.636911, acc.: 67.19%] [G loss: 1.005828]\n",
            "29582 [D loss: 0.610826, acc.: 68.75%] [G loss: 1.020592]\n",
            "29583 [D loss: 0.608199, acc.: 73.44%] [G loss: 1.036976]\n",
            "29584 [D loss: 0.648771, acc.: 62.50%] [G loss: 1.136376]\n",
            "29585 [D loss: 0.677744, acc.: 62.50%] [G loss: 1.090634]\n",
            "29586 [D loss: 0.602234, acc.: 67.19%] [G loss: 1.035534]\n",
            "29587 [D loss: 0.638325, acc.: 62.50%] [G loss: 1.115476]\n",
            "29588 [D loss: 0.584462, acc.: 75.00%] [G loss: 0.910921]\n",
            "29589 [D loss: 0.588160, acc.: 67.19%] [G loss: 1.053028]\n",
            "29590 [D loss: 0.643308, acc.: 62.50%] [G loss: 1.146203]\n",
            "29591 [D loss: 0.552001, acc.: 75.00%] [G loss: 1.055349]\n",
            "29592 [D loss: 0.723160, acc.: 57.81%] [G loss: 0.960083]\n",
            "29593 [D loss: 0.641511, acc.: 65.62%] [G loss: 0.896600]\n",
            "29594 [D loss: 0.585694, acc.: 62.50%] [G loss: 0.974046]\n",
            "29595 [D loss: 0.629091, acc.: 65.62%] [G loss: 1.078931]\n",
            "29596 [D loss: 0.570662, acc.: 67.19%] [G loss: 0.838888]\n",
            "29597 [D loss: 0.621475, acc.: 71.88%] [G loss: 0.958378]\n",
            "29598 [D loss: 0.612585, acc.: 64.06%] [G loss: 0.955107]\n",
            "29599 [D loss: 0.657761, acc.: 57.81%] [G loss: 1.106338]\n",
            "29600 [D loss: 0.715405, acc.: 51.56%] [G loss: 0.987115]\n",
            "29601 [D loss: 0.705879, acc.: 53.12%] [G loss: 0.990118]\n",
            "29602 [D loss: 0.612817, acc.: 62.50%] [G loss: 0.966948]\n",
            "29603 [D loss: 0.643780, acc.: 59.38%] [G loss: 1.001542]\n",
            "29604 [D loss: 0.611080, acc.: 68.75%] [G loss: 0.945158]\n",
            "29605 [D loss: 0.578534, acc.: 64.06%] [G loss: 1.083068]\n",
            "29606 [D loss: 0.625048, acc.: 65.62%] [G loss: 1.092724]\n",
            "29607 [D loss: 0.617628, acc.: 64.06%] [G loss: 0.995526]\n",
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            "29611 [D loss: 0.627851, acc.: 59.38%] [G loss: 0.975295]\n",
            "29612 [D loss: 0.649694, acc.: 67.19%] [G loss: 1.035421]\n",
            "29613 [D loss: 0.692275, acc.: 54.69%] [G loss: 1.026636]\n",
            "29614 [D loss: 0.704172, acc.: 51.56%] [G loss: 1.079345]\n",
            "29615 [D loss: 0.670879, acc.: 60.94%] [G loss: 1.233422]\n",
            "29616 [D loss: 0.761136, acc.: 54.69%] [G loss: 0.925364]\n",
            "29617 [D loss: 0.648286, acc.: 64.06%] [G loss: 1.055892]\n",
            "29618 [D loss: 0.649796, acc.: 60.94%] [G loss: 0.911769]\n",
            "29619 [D loss: 0.628527, acc.: 65.62%] [G loss: 0.922892]\n",
            "29620 [D loss: 0.607444, acc.: 70.31%] [G loss: 1.069465]\n",
            "29621 [D loss: 0.665931, acc.: 54.69%] [G loss: 1.009706]\n",
            "29622 [D loss: 0.646993, acc.: 62.50%] [G loss: 1.018911]\n",
            "29623 [D loss: 0.673939, acc.: 64.06%] [G loss: 1.018459]\n",
            "29624 [D loss: 0.677987, acc.: 57.81%] [G loss: 0.979754]\n",
            "29625 [D loss: 0.615909, acc.: 62.50%] [G loss: 0.940066]\n",
            "29626 [D loss: 0.581794, acc.: 70.31%] [G loss: 1.026434]\n",
            "29627 [D loss: 0.720367, acc.: 51.56%] [G loss: 0.931379]\n",
            "29628 [D loss: 0.582052, acc.: 68.75%] [G loss: 1.105443]\n",
            "29629 [D loss: 0.654548, acc.: 59.38%] [G loss: 1.091760]\n",
            "29630 [D loss: 0.619444, acc.: 65.62%] [G loss: 0.972349]\n",
            "29631 [D loss: 0.628405, acc.: 65.62%] [G loss: 1.100820]\n",
            "29632 [D loss: 0.672301, acc.: 51.56%] [G loss: 1.037883]\n",
            "29633 [D loss: 0.613462, acc.: 62.50%] [G loss: 0.968325]\n",
            "29634 [D loss: 0.630181, acc.: 70.31%] [G loss: 1.005741]\n",
            "29635 [D loss: 0.610670, acc.: 73.44%] [G loss: 0.957235]\n",
            "29636 [D loss: 0.646086, acc.: 67.19%] [G loss: 1.000897]\n",
            "29637 [D loss: 0.617197, acc.: 64.06%] [G loss: 1.079270]\n",
            "29638 [D loss: 0.653400, acc.: 59.38%] [G loss: 1.034904]\n",
            "29639 [D loss: 0.607468, acc.: 62.50%] [G loss: 1.008559]\n",
            "29640 [D loss: 0.660314, acc.: 57.81%] [G loss: 0.947849]\n",
            "29641 [D loss: 0.596645, acc.: 68.75%] [G loss: 0.977284]\n",
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            "29644 [D loss: 0.617987, acc.: 73.44%] [G loss: 1.061663]\n",
            "29645 [D loss: 0.664850, acc.: 59.38%] [G loss: 1.027655]\n",
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            "29647 [D loss: 0.579546, acc.: 67.19%] [G loss: 0.960622]\n",
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            "29649 [D loss: 0.621935, acc.: 62.50%] [G loss: 0.963839]\n",
            "29650 [D loss: 0.597407, acc.: 68.75%] [G loss: 0.939042]\n",
            "29651 [D loss: 0.593154, acc.: 68.75%] [G loss: 0.984303]\n",
            "29652 [D loss: 0.658648, acc.: 65.62%] [G loss: 1.108894]\n",
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            "29658 [D loss: 0.652844, acc.: 59.38%] [G loss: 1.024762]\n",
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            "29660 [D loss: 0.556547, acc.: 68.75%] [G loss: 1.026200]\n",
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            "29664 [D loss: 0.557523, acc.: 70.31%] [G loss: 1.060952]\n",
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            "29667 [D loss: 0.648626, acc.: 59.38%] [G loss: 1.081625]\n",
            "29668 [D loss: 0.534154, acc.: 75.00%] [G loss: 1.139076]\n",
            "29669 [D loss: 0.600952, acc.: 75.00%] [G loss: 1.104563]\n",
            "29670 [D loss: 0.696402, acc.: 60.94%] [G loss: 0.876620]\n",
            "29671 [D loss: 0.597773, acc.: 67.19%] [G loss: 1.038261]\n",
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            "29673 [D loss: 0.465368, acc.: 82.81%] [G loss: 1.019328]\n",
            "29674 [D loss: 0.627593, acc.: 64.06%] [G loss: 1.051649]\n",
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            "29676 [D loss: 0.678526, acc.: 53.12%] [G loss: 1.084297]\n",
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            "29679 [D loss: 0.633807, acc.: 65.62%] [G loss: 1.026958]\n",
            "29680 [D loss: 0.655457, acc.: 65.62%] [G loss: 1.017612]\n",
            "29681 [D loss: 0.714226, acc.: 48.44%] [G loss: 0.962526]\n",
            "29682 [D loss: 0.532860, acc.: 73.44%] [G loss: 0.899974]\n",
            "29683 [D loss: 0.627665, acc.: 65.62%] [G loss: 0.969700]\n",
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            "29685 [D loss: 0.624598, acc.: 65.62%] [G loss: 1.082843]\n",
            "29686 [D loss: 0.696825, acc.: 56.25%] [G loss: 1.002933]\n",
            "29687 [D loss: 0.671392, acc.: 51.56%] [G loss: 1.004241]\n",
            "29688 [D loss: 0.568096, acc.: 70.31%] [G loss: 1.133046]\n",
            "29689 [D loss: 0.621298, acc.: 59.38%] [G loss: 1.068826]\n",
            "29690 [D loss: 0.601601, acc.: 73.44%] [G loss: 1.062870]\n",
            "29691 [D loss: 0.543059, acc.: 71.88%] [G loss: 1.027932]\n",
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            "29693 [D loss: 0.634345, acc.: 67.19%] [G loss: 1.156557]\n",
            "29694 [D loss: 0.702443, acc.: 57.81%] [G loss: 1.079866]\n",
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            "29700 [D loss: 0.657962, acc.: 64.06%] [G loss: 1.028233]\n",
            "29701 [D loss: 0.641778, acc.: 62.50%] [G loss: 1.019005]\n",
            "29702 [D loss: 0.685523, acc.: 53.12%] [G loss: 0.995117]\n",
            "29703 [D loss: 0.659797, acc.: 64.06%] [G loss: 1.007033]\n",
            "29704 [D loss: 0.688247, acc.: 46.88%] [G loss: 1.031295]\n",
            "29705 [D loss: 0.523397, acc.: 75.00%] [G loss: 1.084115]\n",
            "29706 [D loss: 0.586584, acc.: 70.31%] [G loss: 0.958314]\n",
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            "29710 [D loss: 0.680446, acc.: 59.38%] [G loss: 1.123685]\n",
            "29711 [D loss: 0.594270, acc.: 62.50%] [G loss: 0.983970]\n",
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            "29714 [D loss: 0.757255, acc.: 56.25%] [G loss: 0.987795]\n",
            "29715 [D loss: 0.539383, acc.: 78.12%] [G loss: 1.047772]\n",
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            "29717 [D loss: 0.640571, acc.: 64.06%] [G loss: 0.972018]\n",
            "29718 [D loss: 0.542193, acc.: 70.31%] [G loss: 1.169939]\n",
            "29719 [D loss: 0.590268, acc.: 62.50%] [G loss: 1.132455]\n",
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            "29722 [D loss: 0.587766, acc.: 71.88%] [G loss: 0.887258]\n",
            "29723 [D loss: 0.558688, acc.: 67.19%] [G loss: 0.969446]\n",
            "29724 [D loss: 0.645952, acc.: 67.19%] [G loss: 0.962641]\n",
            "29725 [D loss: 0.625632, acc.: 62.50%] [G loss: 0.980779]\n",
            "29726 [D loss: 0.604530, acc.: 68.75%] [G loss: 0.960466]\n",
            "29727 [D loss: 0.705140, acc.: 53.12%] [G loss: 0.934896]\n",
            "29728 [D loss: 0.710106, acc.: 54.69%] [G loss: 1.066288]\n",
            "29729 [D loss: 0.666730, acc.: 59.38%] [G loss: 1.028399]\n",
            "29730 [D loss: 0.608585, acc.: 65.62%] [G loss: 1.018976]\n",
            "29731 [D loss: 0.598651, acc.: 65.62%] [G loss: 1.027043]\n",
            "29732 [D loss: 0.709836, acc.: 51.56%] [G loss: 1.009553]\n",
            "29733 [D loss: 0.655408, acc.: 57.81%] [G loss: 1.048470]\n",
            "29734 [D loss: 0.563683, acc.: 70.31%] [G loss: 1.097279]\n",
            "29735 [D loss: 0.598269, acc.: 62.50%] [G loss: 1.030519]\n",
            "29736 [D loss: 0.638602, acc.: 62.50%] [G loss: 1.072017]\n",
            "29737 [D loss: 0.522976, acc.: 71.88%] [G loss: 1.116223]\n",
            "29738 [D loss: 0.652205, acc.: 62.50%] [G loss: 1.007249]\n",
            "29739 [D loss: 0.588508, acc.: 67.19%] [G loss: 0.976840]\n",
            "29740 [D loss: 0.628414, acc.: 65.62%] [G loss: 1.037442]\n",
            "29741 [D loss: 0.595194, acc.: 67.19%] [G loss: 1.145429]\n",
            "29742 [D loss: 0.616056, acc.: 70.31%] [G loss: 1.009682]\n",
            "29743 [D loss: 0.516397, acc.: 78.12%] [G loss: 1.084178]\n",
            "29744 [D loss: 0.722442, acc.: 51.56%] [G loss: 1.096040]\n",
            "29745 [D loss: 0.653253, acc.: 59.38%] [G loss: 1.123140]\n",
            "29746 [D loss: 0.646323, acc.: 64.06%] [G loss: 1.010686]\n",
            "29747 [D loss: 0.647939, acc.: 60.94%] [G loss: 1.028503]\n",
            "29748 [D loss: 0.596812, acc.: 60.94%] [G loss: 1.089719]\n",
            "29749 [D loss: 0.620703, acc.: 60.94%] [G loss: 1.185475]\n",
            "29750 [D loss: 0.671685, acc.: 64.06%] [G loss: 1.065582]\n",
            "29751 [D loss: 0.594336, acc.: 71.88%] [G loss: 1.104566]\n",
            "29752 [D loss: 0.546252, acc.: 73.44%] [G loss: 1.144218]\n",
            "29753 [D loss: 0.648518, acc.: 67.19%] [G loss: 1.029905]\n",
            "29754 [D loss: 0.664413, acc.: 59.38%] [G loss: 1.207387]\n",
            "29755 [D loss: 0.734608, acc.: 43.75%] [G loss: 1.037321]\n",
            "29756 [D loss: 0.656918, acc.: 59.38%] [G loss: 0.976586]\n",
            "29757 [D loss: 0.570039, acc.: 75.00%] [G loss: 0.927865]\n",
            "29758 [D loss: 0.609801, acc.: 67.19%] [G loss: 0.975427]\n",
            "29759 [D loss: 0.642476, acc.: 67.19%] [G loss: 0.969712]\n",
            "29760 [D loss: 0.658608, acc.: 57.81%] [G loss: 1.010077]\n",
            "29761 [D loss: 0.563867, acc.: 67.19%] [G loss: 1.005176]\n",
            "29762 [D loss: 0.666604, acc.: 54.69%] [G loss: 0.951198]\n",
            "29763 [D loss: 0.571664, acc.: 75.00%] [G loss: 1.089804]\n",
            "29764 [D loss: 0.576655, acc.: 73.44%] [G loss: 1.017066]\n",
            "29765 [D loss: 0.696038, acc.: 50.00%] [G loss: 1.123513]\n",
            "29766 [D loss: 0.665511, acc.: 59.38%] [G loss: 1.069378]\n",
            "29767 [D loss: 0.598848, acc.: 62.50%] [G loss: 1.028409]\n",
            "29768 [D loss: 0.593482, acc.: 68.75%] [G loss: 1.068992]\n",
            "29769 [D loss: 0.626838, acc.: 60.94%] [G loss: 1.059962]\n",
            "29770 [D loss: 0.636214, acc.: 57.81%] [G loss: 0.986047]\n",
            "29771 [D loss: 0.584813, acc.: 64.06%] [G loss: 0.984452]\n",
            "29772 [D loss: 0.664967, acc.: 59.38%] [G loss: 0.964647]\n",
            "29773 [D loss: 0.631390, acc.: 60.94%] [G loss: 1.050865]\n",
            "29774 [D loss: 0.598185, acc.: 62.50%] [G loss: 1.084395]\n",
            "29775 [D loss: 0.612077, acc.: 68.75%] [G loss: 1.103982]\n",
            "29776 [D loss: 0.621360, acc.: 68.75%] [G loss: 1.022222]\n",
            "29777 [D loss: 0.636925, acc.: 67.19%] [G loss: 1.109600]\n",
            "29778 [D loss: 0.675366, acc.: 56.25%] [G loss: 0.924871]\n",
            "29779 [D loss: 0.563113, acc.: 68.75%] [G loss: 0.931479]\n",
            "29780 [D loss: 0.659516, acc.: 68.75%] [G loss: 0.985670]\n",
            "29781 [D loss: 0.695829, acc.: 53.12%] [G loss: 0.994383]\n",
            "29782 [D loss: 0.650403, acc.: 62.50%] [G loss: 0.986725]\n",
            "29783 [D loss: 0.604118, acc.: 67.19%] [G loss: 1.040381]\n",
            "29784 [D loss: 0.662835, acc.: 65.62%] [G loss: 1.192936]\n",
            "29785 [D loss: 0.578629, acc.: 70.31%] [G loss: 1.159622]\n",
            "29786 [D loss: 0.649799, acc.: 65.62%] [G loss: 0.955382]\n",
            "29787 [D loss: 0.677276, acc.: 64.06%] [G loss: 0.919136]\n",
            "29788 [D loss: 0.600932, acc.: 65.62%] [G loss: 0.933323]\n",
            "29789 [D loss: 0.599363, acc.: 68.75%] [G loss: 0.948489]\n",
            "29790 [D loss: 0.698278, acc.: 57.81%] [G loss: 1.180848]\n",
            "29791 [D loss: 0.581248, acc.: 67.19%] [G loss: 1.023813]\n",
            "29792 [D loss: 0.650285, acc.: 56.25%] [G loss: 1.055474]\n",
            "29793 [D loss: 0.737971, acc.: 53.12%] [G loss: 1.025147]\n",
            "29794 [D loss: 0.677521, acc.: 56.25%] [G loss: 1.074726]\n",
            "29795 [D loss: 0.608305, acc.: 70.31%] [G loss: 1.158630]\n",
            "29796 [D loss: 0.745277, acc.: 46.88%] [G loss: 1.042599]\n",
            "29797 [D loss: 0.604544, acc.: 67.19%] [G loss: 1.028824]\n",
            "29798 [D loss: 0.571070, acc.: 71.88%] [G loss: 1.020437]\n",
            "29799 [D loss: 0.571795, acc.: 67.19%] [G loss: 1.088944]\n",
            "29800 [D loss: 0.606986, acc.: 70.31%] [G loss: 1.057123]\n",
            "29801 [D loss: 0.682346, acc.: 67.19%] [G loss: 0.982676]\n",
            "29802 [D loss: 0.640997, acc.: 59.38%] [G loss: 1.009289]\n",
            "29803 [D loss: 0.638143, acc.: 68.75%] [G loss: 0.900686]\n",
            "29804 [D loss: 0.613830, acc.: 57.81%] [G loss: 0.899594]\n",
            "29805 [D loss: 0.648424, acc.: 57.81%] [G loss: 0.977211]\n",
            "29806 [D loss: 0.622632, acc.: 60.94%] [G loss: 1.012762]\n",
            "29807 [D loss: 0.618129, acc.: 68.75%] [G loss: 0.947298]\n",
            "29808 [D loss: 0.576322, acc.: 75.00%] [G loss: 0.990327]\n",
            "29809 [D loss: 0.596644, acc.: 62.50%] [G loss: 0.908613]\n",
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            "29811 [D loss: 0.682909, acc.: 60.94%] [G loss: 0.923351]\n",
            "29812 [D loss: 0.564061, acc.: 75.00%] [G loss: 1.112741]\n",
            "29813 [D loss: 0.676857, acc.: 51.56%] [G loss: 0.983199]\n",
            "29814 [D loss: 0.623964, acc.: 62.50%] [G loss: 1.135260]\n",
            "29815 [D loss: 0.610152, acc.: 64.06%] [G loss: 0.992953]\n",
            "29816 [D loss: 0.641623, acc.: 59.38%] [G loss: 1.080542]\n",
            "29817 [D loss: 0.697734, acc.: 65.62%] [G loss: 1.081206]\n",
            "29818 [D loss: 0.644226, acc.: 57.81%] [G loss: 0.977659]\n",
            "29819 [D loss: 0.628024, acc.: 60.94%] [G loss: 1.010624]\n",
            "29820 [D loss: 0.685933, acc.: 53.12%] [G loss: 1.017026]\n",
            "29821 [D loss: 0.605982, acc.: 71.88%] [G loss: 0.956035]\n",
            "29822 [D loss: 0.637400, acc.: 62.50%] [G loss: 0.981059]\n",
            "29823 [D loss: 0.547007, acc.: 71.88%] [G loss: 0.995640]\n",
            "29824 [D loss: 0.628633, acc.: 62.50%] [G loss: 0.992691]\n",
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            "29826 [D loss: 0.643185, acc.: 68.75%] [G loss: 1.195651]\n",
            "29827 [D loss: 0.560174, acc.: 75.00%] [G loss: 1.204890]\n",
            "29828 [D loss: 0.642855, acc.: 73.44%] [G loss: 1.081402]\n",
            "29829 [D loss: 0.658500, acc.: 62.50%] [G loss: 1.004960]\n",
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            "29831 [D loss: 0.616280, acc.: 65.62%] [G loss: 1.103164]\n",
            "29832 [D loss: 0.620812, acc.: 65.62%] [G loss: 0.940903]\n",
            "29833 [D loss: 0.587842, acc.: 76.56%] [G loss: 0.962158]\n",
            "29834 [D loss: 0.631565, acc.: 67.19%] [G loss: 0.976307]\n",
            "29835 [D loss: 0.586023, acc.: 76.56%] [G loss: 1.028242]\n",
            "29836 [D loss: 0.563509, acc.: 75.00%] [G loss: 1.017796]\n",
            "29837 [D loss: 0.656022, acc.: 53.12%] [G loss: 1.011505]\n",
            "29838 [D loss: 0.547151, acc.: 75.00%] [G loss: 0.989314]\n",
            "29839 [D loss: 0.662034, acc.: 56.25%] [G loss: 1.063383]\n",
            "29840 [D loss: 0.603509, acc.: 62.50%] [G loss: 0.974240]\n",
            "29841 [D loss: 0.681825, acc.: 59.38%] [G loss: 1.030090]\n",
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            "29843 [D loss: 0.585273, acc.: 75.00%] [G loss: 1.103654]\n",
            "29844 [D loss: 0.589374, acc.: 67.19%] [G loss: 0.997093]\n",
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            "29850 [D loss: 0.580601, acc.: 68.75%] [G loss: 1.141921]\n",
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            "29855 [D loss: 0.609402, acc.: 71.88%] [G loss: 0.931701]\n",
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            "29859 [D loss: 0.596289, acc.: 71.88%] [G loss: 1.023283]\n",
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            "29864 [D loss: 0.603288, acc.: 70.31%] [G loss: 1.035938]\n",
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            "29869 [D loss: 0.724751, acc.: 54.69%] [G loss: 1.075545]\n",
            "29870 [D loss: 0.534136, acc.: 71.88%] [G loss: 0.953913]\n",
            "29871 [D loss: 0.618655, acc.: 70.31%] [G loss: 0.990625]\n",
            "29872 [D loss: 0.608509, acc.: 65.62%] [G loss: 0.981228]\n",
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            "29880 [D loss: 0.617834, acc.: 64.06%] [G loss: 0.938168]\n",
            "29881 [D loss: 0.625896, acc.: 59.38%] [G loss: 0.929524]\n",
            "29882 [D loss: 0.782687, acc.: 46.88%] [G loss: 0.980723]\n",
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            "29885 [D loss: 0.555591, acc.: 75.00%] [G loss: 1.111927]\n",
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            "29888 [D loss: 0.565551, acc.: 73.44%] [G loss: 1.078145]\n",
            "29889 [D loss: 0.663798, acc.: 50.00%] [G loss: 0.964766]\n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fi3UXQ0jwFeV"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}